diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 894a94fb71222420e5d332a4f9b31464d681dc6a..a24520474b268c77deb9b72d0106ea2e4764c386 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/diffusers", - "snapshot_id": "20260421T173535Z", - "generated_at": "2026-04-21T18:24:37Z", + "snapshot_id": "20260427T112541Z", + "generated_at": "2026-04-27T11:44:46Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -797,582 +797,337 @@ ] }, { - "cluster_id": "cluster-6503-9", - "summary": "Cluster of 1 issues and 8 PRs centered on issue #6503.", + "cluster_id": "cluster-11390-10", + "summary": "Cluster of 1 issues and 9 PRs centered on issue #11390.", "status": "merged", - "confidence": 0.6, - "canonical_issue_number": 6503, - "canonical_pr_number": 6532, + "confidence": 0.8, + 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0.739, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 6534, - "right_pr_number": 6555, - "code_similarity": 0.202, - "size_similarity": 0.605, + "left_pr_number": 11426, + "right_pr_number": 11472, + "code_similarity": 0.284, + "size_similarity": 0.867, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.541, + "patch_similarity": 0.739, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 6534, - "right_pr_number": 6556, - "code_similarity": 0.244, - "size_similarity": 0.811, + "left_pr_number": 11426, + "right_pr_number": 11491, + "code_similarity": 0.291, + "size_similarity": 0.9, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.545, + "patch_similarity": 0.739, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 6534, - "right_pr_number": 6558, - "code_similarity": 0.225, - "size_similarity": 0.698, + "left_pr_number": 11426, + "right_pr_number": 11492, + "code_similarity": 0.28, + 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0.29, + "left_pr_number": 11427, + "right_pr_number": 11472, + "code_similarity": 0.284, "size_similarity": 0.867, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.778, + "patch_similarity": 0.739, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 6555, - "right_pr_number": 6576, + "left_pr_number": 11427, + "right_pr_number": 11491, "code_similarity": 0.291, - "size_similarity": 0.929, + "size_similarity": 0.9, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.704, + "patch_similarity": 0.739, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 6556, - "right_pr_number": 6558, - "code_similarity": 0.184, - "size_similarity": 0.566, + "left_pr_number": 11427, + "right_pr_number": 11492, + "code_similarity": 0.28, + "size_similarity": 0.833, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.475, + "patch_similarity": 0.756, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 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11427, - 11463, - 11471, - 11472, - 11491, - 11492 - ], - "evidence_types": [ - "closing_reference", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 11395, - "right_pr_number": 11426, - "code_similarity": 0.271, - "size_similarity": 0.8, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.739, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 11395, - "right_pr_number": 11427, - "code_similarity": 0.271, - "size_similarity": 0.8, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.739, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 11395, - "right_pr_number": 11463, - "code_similarity": 0.179, - "size_similarity": 0.444, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.604, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 11395, - "right_pr_number": 11471, - "code_similarity": 0.335, - "size_similarity": 0.923, 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- "area_overlap": 0.0, - "patch_similarity": 1.0, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 11426, - "right_pr_number": 11463, - "code_similarity": 0.194, - "size_similarity": 0.556, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.55, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 11426, - "right_pr_number": 11471, - "code_similarity": 0.284, - "size_similarity": 0.867, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.739, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 11426, - "right_pr_number": 11472, - "code_similarity": 0.284, - "size_similarity": 0.867, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.739, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 11426, - "right_pr_number": 11491, - "code_similarity": 0.291, - "size_similarity": 0.9, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.739, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 11426, - "right_pr_number": 11492, - "code_similarity": 0.28, - "size_similarity": 0.833, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.756, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 11427, - "right_pr_number": 11463, - "code_similarity": 0.194, - "size_similarity": 0.556, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.55, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 11427, - "right_pr_number": 11471, - "code_similarity": 0.284, - "size_similarity": 0.867, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.739, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 11427, - "right_pr_number": 11472, - "code_similarity": 0.284, - "size_similarity": 0.867, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.739, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 11427, - "right_pr_number": 11491, - "code_similarity": 0.291, - "size_similarity": 0.9, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.739, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 11427, - "right_pr_number": 11492, - "code_similarity": 0.28, - "size_similarity": 0.833, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.756, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 11463, - "right_pr_number": 11471, - "code_similarity": 0.187, - "size_similarity": 0.481, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.604, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 11463, - "right_pr_number": 11472, - "code_similarity": 0.187, - "size_similarity": 0.481, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.604, + "patch_similarity": 0.604, "shared_filenames": [], "shared_file_areas": [] }, @@ -2228,190 +1983,258 @@ ] }, { - "cluster_id": "cluster-6545-7", - "summary": "Cluster of 1 issues and 6 PRs centered on issue #6545.", + "cluster_id": "cluster-6503-8", + "summary": "Cluster of 1 issues and 7 PRs centered on issue #6503.", "status": "merged", - "confidence": 0.6, - "canonical_issue_number": 6545, - "canonical_pr_number": 6569, + "confidence": 0.8, + "canonical_issue_number": 6503, + "canonical_pr_number": 6532, "issue_numbers": [ - 6545 + 6503 ], "pr_numbers": [ - 6559, - 6569, - 6654, - 6655, - 7603, - 8283 + 6525, + 6526, + 6532, + 6534, + 6550, + 6555, + 6556 ], "evidence_types": [ "closing_reference", + "shared_issue_target", "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 6559, - "right_pr_number": 6569, - "code_similarity": 0.217, - "size_similarity": 0.881, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.274, + 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+2706,29 @@ ] }, { - "cluster_id": "cluster-10109-5", - "summary": "Cluster of 1 issues and 4 PRs centered on issue #10357.", + "cluster_id": "cluster-8446-5", + "summary": "Cluster of 5 related pull requests linked by soft_similarity.", "status": "merged", - "confidence": 0.6, - "canonical_issue_number": 10357, - "canonical_pr_number": 10498, - "issue_numbers": [ - 10357 - ], + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 8461, + "issue_numbers": [], "pr_numbers": [ - 10109, - 10364, - 10365, - 10498 + 8446, + 8461, + 8476, + 9308, + 9316 ], "evidence_types": [ - "closing_reference", "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 10109, - "right_pr_number": 10364, - "code_similarity": 0.34, - "size_similarity": 0.952, + "left_pr_number": 8446, + "right_pr_number": 8461, + "code_similarity": 0.35, + "size_similarity": 1.0, "file_overlap": 0.0, "area_overlap": 0.0, "patch_similarity": 1.0, @@ -2975,133 +2736,46 @@ "shared_file_areas": [] 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"area_overlap": 0.0, - "patch_similarity": 0.121, - "shared_filenames": [ - "src/diffusers/models/attention_processor.py" - ], - "shared_file_areas": [ + }, { - "filename": "src/diffusers/models/attention_processor.py", + "filename": "src/diffusers/loaders/__init__.py", "left_ranges": [ [ - 731, - 773 - ], - [ - 1495, - 1508 + 55, + 61 ], [ - 2356, - 2366 + 70, + 89 ] ], "right_ranges": [ [ - 1907, - 1915 + 55, + 61 ], [ - 2014, - 2025 + 77, + 83 + ], + [ + 87, + 100 ] ] - } - ] - }, - { - "left_pr_number": 10051, - "right_pr_number": 10053, - "code_similarity": 0.213, - "size_similarity": 0.127, - "file_overlap": 0.4, - "area_overlap": 0.152, - "patch_similarity": 0.094, - "shared_filenames": [ - "scripts/convert_flux_to_diffusers.py", - "src/diffusers/models/attention_processor.py" - ], - "shared_file_areas": [ + }, { - "filename": "scripts/convert_flux_to_diffusers.py", + "filename": "src/diffusers/loaders/ip_adapter.py", "left_ranges": [ [ - 31, - 37 + 41, + 48 + ], + [ + 348, + 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"Cluster of 2 related pull requests linked by soft_similarity.", + "status": "merged", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 9040, + "issue_numbers": [], + "pr_numbers": [ + 8992, + 9040 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 8992, + "right_pr_number": 9040, + "code_similarity": 0.604, + "size_similarity": 0.481, + "file_overlap": 0.167, + "area_overlap": 0.921, + "patch_similarity": 0.906, + "shared_filenames": [ + "examples/community/pipeline_hunyuandit_differential_img2img.py" + ], + "shared_file_areas": [ { - "filename": "src/diffusers/loaders/unet.py", + "filename": "examples/community/pipeline_hunyuandit_differential_img2img.py", "left_ranges": [ [ - 115, - 121 - ], - [ - 143, - 156 - ], - [ - 216, - 222 - ], - [ - 276, - 284 - ], - [ - 345, - 356 + 1, + 1242 ] ], "right_ranges": [ [ - 115, - 121 - ], - [ - 143, - 156 - ], - [ - 216, - 222 - ], - [ - 276, - 284 - ], - [ - 345, - 356 + 1, + 1144 ] ] } @@ -17637,20 +17580,12 @@ "reason": "Issues in cluster-1466-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." }, { - "cluster_id": "cluster-281-4", - "canonical_issue_number": 281, - "duplicate_issue_numbers": [ - 725 - ], - "reason": "Issues in cluster-281-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." - }, - { - "cluster_id": "cluster-3487-4", - "canonical_issue_number": 5647, + "cluster_id": "cluster-3880-4", + "canonical_issue_number": 3880, "duplicate_issue_numbers": [ - 3487 + 4782 ], - "reason": "Issues in cluster-3487-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." + "reason": "Issues in cluster-3880-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." }, { "cluster_id": "cluster-4478-9", @@ -17673,13 +17608,28 @@ "reason": "Issues in cluster-6137-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." }, { - "cluster_id": "cluster-9237-5", + "cluster_id": "cluster-6226-4", + "canonical_issue_number": 11285, + "duplicate_issue_numbers": [ + 6226 + ], + "reason": "Issues in cluster-6226-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-9237-4", "canonical_issue_number": 9237, "duplicate_issue_numbers": [ - 9497, 9548 ], - "reason": "Issues in cluster-9237-5 are treated as duplicates because they share closing_reference, soft_similarity evidence." + "reason": "Issues in cluster-9237-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-9403-4", + "canonical_issue_number": 9403, + "duplicate_issue_numbers": [ + 9825 + ], + "reason": "Issues in cluster-9403-4 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-9514-5", @@ -17693,14 +17643,13 @@ ], "duplicate_prs": [ { - "cluster_id": "cluster-10025-4", - "canonical_pr_number": 10044, + "cluster_id": "cluster-10025-3", + "canonical_pr_number": 10053, "duplicate_pr_numbers": [ - 10051, - 10053 + 10051 ], "target_issue_number": 10025, - "reason": "PRs in cluster-10025-4 are treated as duplicates because they converge on issue #10025 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-10025-3 are treated as duplicates because they converge on issue #10025 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-10076-3", @@ -17712,61 +17661,51 @@ "reason": "PRs in cluster-10076-3 are treated as duplicates because they converge on issue #10076 with closing_reference evidence." }, { - "cluster_id": "cluster-10109-5", - "canonical_pr_number": 10498, - "duplicate_pr_numbers": [ - 10109, - 10364, - 10365 - ], - "target_issue_number": 10357, - "reason": "PRs in cluster-10109-5 are treated as duplicates because they converge on issue #10357 with closing_reference, soft_similarity evidence." - }, - { - "cluster_id": "cluster-10132-2", - "canonical_pr_number": 10132, + "cluster_id": "cluster-1028-3", + "canonical_pr_number": 1142, "duplicate_pr_numbers": [ - 10497 + 1028, + 1071 ], "target_issue_number": null, - "reason": "PRs in cluster-10132-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-1028-3 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-10268-2", - "canonical_pr_number": 10781, + "cluster_id": "cluster-10299-2", + "canonical_pr_number": 10316, "duplicate_pr_numbers": [ - 10268 + 10299 ], "target_issue_number": null, - "reason": "PRs in cluster-10268-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-10299-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-10279-2", - "canonical_pr_number": 10279, + "cluster_id": "cluster-10357-4", + "canonical_pr_number": 10498, "duplicate_pr_numbers": [ - 10323 + 10364, + 10365 ], - "target_issue_number": null, - "reason": "PRs in cluster-10279-2 are treated as duplicates because they share soft_similarity evidence." + "target_issue_number": 10357, + "reason": "PRs in cluster-10357-4 are treated as duplicates because they converge on issue #10357 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-1028-3", - "canonical_pr_number": 1142, + "cluster_id": "cluster-10386-2", + "canonical_pr_number": 10386, "duplicate_pr_numbers": [ - 1028, - 1071 + 10387 ], "target_issue_number": null, - "reason": "PRs in cluster-1028-3 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-10386-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-10386-2", - "canonical_pr_number": 10386, + "cluster_id": "cluster-10402-2", + "canonical_pr_number": 10434, "duplicate_pr_numbers": [ - 10387 + 10402 ], "target_issue_number": null, - "reason": "PRs in cluster-10386-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-10402-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-10464-2", @@ -17795,15 +17734,6 @@ "target_issue_number": null, "reason": "PRs in cluster-10517-2 are treated as duplicates because they share soft_similarity evidence." }, - { - "cluster_id": "cluster-10678-2", - "canonical_pr_number": 10784, - "duplicate_pr_numbers": [ - 10678 - ], - "target_issue_number": null, - "reason": "PRs in cluster-10678-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-10817-3", "canonical_pr_number": 10888, @@ -17850,13 +17780,13 @@ "reason": "PRs in cluster-11208-3 are treated as duplicates because they converge on issue #11208 with closing_reference evidence." }, { - "cluster_id": "cluster-11285-3", - "canonical_pr_number": 12964, + "cluster_id": "cluster-11257-2", + "canonical_pr_number": 11701, "duplicate_pr_numbers": [ - 11306 + 11257 ], - "target_issue_number": 11285, - "reason": "PRs in cluster-11285-3 are treated as duplicates because they converge on issue #11285 with closing_reference evidence." + "target_issue_number": null, + "reason": "PRs in cluster-11257-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-11315-4", @@ -17877,10 +17807,11 @@ "reason": "PRs in cluster-11358-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-11390-9", + "cluster_id": "cluster-11390-10", "canonical_pr_number": 11463, "duplicate_pr_numbers": [ 11395, + 11421, 11426, 11427, 11471, @@ -17889,7 +17820,7 @@ 11492 ], "target_issue_number": 11390, - "reason": "PRs in cluster-11390-9 are treated as duplicates because they converge on issue #11390 with closing_reference, soft_similarity evidence." + "reason": "PRs in cluster-11390-10 are treated as duplicates because they converge on issue #11390 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-11445-3", @@ -17901,15 +17832,6 @@ "target_issue_number": null, "reason": "PRs in cluster-11445-3 are treated as duplicates because they share soft_similarity evidence." }, - { - "cluster_id": "cluster-11455-2", - "canonical_pr_number": 11455, - "duplicate_pr_numbers": [ - 11465 - ], - "target_issue_number": null, - "reason": "PRs in cluster-11455-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-11522-2", "canonical_pr_number": 12069, @@ -17919,15 +17841,6 @@ "target_issue_number": null, "reason": "PRs in cluster-11522-2 are treated as duplicates because they share soft_similarity evidence." }, - { - "cluster_id": "cluster-11663-2", - "canonical_pr_number": 11738, - "duplicate_pr_numbers": [ - 11663 - ], - "target_issue_number": null, - "reason": "PRs in cluster-11663-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-11702-4", "canonical_pr_number": 11704, @@ -17945,11 +17858,11 @@ 11783 ], "target_issue_number": 11730, - "reason": "PRs in cluster-11730-4 are treated as duplicates because they converge on issue #11730 with closing_reference, soft_similarity evidence." + "reason": "PRs in cluster-11730-4 are treated as duplicates because they converge on issue #11730 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-12004-2", - "canonical_pr_number": 12006, + "canonical_pr_number": 12024, "duplicate_pr_numbers": [ 12004 ], @@ -18085,6 +17998,15 @@ "target_issue_number": 1257, "reason": "PRs in cluster-1257-4 are treated as duplicates because they converge on issue #1257 with closing_reference, soft_similarity evidence." }, + { + "cluster_id": "cluster-12617-2", + "canonical_pr_number": 12617, + "duplicate_pr_numbers": [ + 12671 + ], + "target_issue_number": null, + "reason": "PRs in cluster-12617-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-12656-3", "canonical_pr_number": 13110, @@ -18140,6 +18062,15 @@ "target_issue_number": 12913, "reason": "PRs in cluster-12913-3 are treated as duplicates because they converge on issue #12913 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-13069-2", + "canonical_pr_number": 13071, + "duplicate_pr_numbers": [ + 13069 + ], + "target_issue_number": null, + "reason": "PRs in cluster-13069-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-13074-4", "canonical_pr_number": 13075, @@ -18241,6 +18172,15 @@ "target_issue_number": null, "reason": "PRs in cluster-13467-2 are treated as duplicates because they share soft_similarity evidence." }, + { + "cluster_id": "cluster-13493-2", + "canonical_pr_number": 13555, + "duplicate_pr_numbers": [ + 13493 + ], + "target_issue_number": null, + "reason": "PRs in cluster-13493-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-1407-4", "canonical_pr_number": 1416, @@ -18259,6 +18199,15 @@ "target_issue_number": 1466, "reason": "PRs in cluster-1466-4 are treated as duplicates because they converge on issue #1466 with closing_reference, soft_similarity evidence." }, + { + "cluster_id": "cluster-1513-2", + "canonical_pr_number": 1513, + "duplicate_pr_numbers": [ + 1564 + ], + "target_issue_number": null, + "reason": "PRs in cluster-1513-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-1567-2", "canonical_pr_number": 1618, @@ -18286,15 +18235,6 @@ "target_issue_number": null, "reason": "PRs in cluster-1788-2 are treated as duplicates because they share soft_similarity evidence." }, - { - "cluster_id": "cluster-2046-2", - "canonical_pr_number": 2046, - "duplicate_pr_numbers": [ - 3952 - ], - "target_issue_number": null, - "reason": "PRs in cluster-2046-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-2067-3", "canonical_pr_number": 2147, @@ -18324,13 +18264,22 @@ "reason": "PRs in cluster-2217-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-2334-2", - "canonical_pr_number": 2334, + "cluster_id": "cluster-2383-2", + "canonical_pr_number": 2383, "duplicate_pr_numbers": [ - 2397 + 2384 ], "target_issue_number": null, - "reason": "PRs in cluster-2334-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-2383-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-2388-2", + "canonical_pr_number": 2388, + "duplicate_pr_numbers": [ + 2406 + ], + "target_issue_number": null, + "reason": "PRs in cluster-2388-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-2417-2", @@ -18350,6 +18299,15 @@ "target_issue_number": null, "reason": "PRs in cluster-2450-2 are treated as duplicates because they share soft_similarity evidence." }, + { + "cluster_id": "cluster-2479-2", + "canonical_pr_number": 3912, + "duplicate_pr_numbers": [ + 2479 + ], + "target_issue_number": null, + "reason": "PRs in cluster-2479-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-2541-2", "canonical_pr_number": 2566, @@ -18360,34 +18318,33 @@ "reason": "PRs in cluster-2541-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-260-5", - "canonical_pr_number": 260, + "cluster_id": "cluster-2637-2", + "canonical_pr_number": 2637, "duplicate_pr_numbers": [ - 353, - 407, - 798, - 2138 + 3825 ], "target_issue_number": null, - "reason": "PRs in cluster-260-5 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-2637-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-2741-2", - "canonical_pr_number": 2751, + "cluster_id": "cluster-2642-4", + "canonical_pr_number": 2684, "duplicate_pr_numbers": [ - 2741 + 2642, + 2647, + 2748 ], "target_issue_number": null, - "reason": "PRs in cluster-2741-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-2642-4 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-281-4", - "canonical_pr_number": 361, + "cluster_id": "cluster-2741-2", + "canonical_pr_number": 2751, "duplicate_pr_numbers": [ - 727 + 2741 ], - "target_issue_number": 281, - "reason": "PRs in cluster-281-4 are treated as duplicates because they converge on issue #281 with closing_reference, soft_similarity evidence." + "target_issue_number": null, + "reason": "PRs in cluster-2741-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-2812-3", @@ -18417,6 +18374,15 @@ "target_issue_number": null, "reason": "PRs in cluster-2842-2 are treated as duplicates because they share soft_similarity evidence." }, + { + "cluster_id": "cluster-2915-2", + "canonical_pr_number": 3850, + "duplicate_pr_numbers": [ + 2915 + ], + "target_issue_number": null, + "reason": "PRs in cluster-2915-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-3084-2", "canonical_pr_number": 3459, @@ -18437,23 +18403,22 @@ "reason": "PRs in cluster-3168-3 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-3237-2", - "canonical_pr_number": 3285, + "cluster_id": "cluster-3201-2", + "canonical_pr_number": 3265, "duplicate_pr_numbers": [ - 3237 + 3201 ], "target_issue_number": null, - "reason": "PRs in cluster-3237-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-3201-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-326-3", - "canonical_pr_number": 327, + "cluster_id": "cluster-3237-2", + "canonical_pr_number": 3285, "duplicate_pr_numbers": [ - 326, - 349 + 3237 ], "target_issue_number": null, - "reason": "PRs in cluster-326-3 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-3237-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-3414-2", @@ -18464,15 +18429,6 @@ "target_issue_number": null, "reason": "PRs in cluster-3414-2 are treated as duplicates because they share soft_similarity evidence." }, - { - "cluster_id": "cluster-344-2", - "canonical_pr_number": 344, - "duplicate_pr_numbers": [ - 365 - ], - "target_issue_number": null, - "reason": "PRs in cluster-344-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-3458-2", "canonical_pr_number": 3460, @@ -18483,13 +18439,13 @@ "reason": "PRs in cluster-3458-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-3487-4", - "canonical_pr_number": 5648, + "cluster_id": "cluster-3470-2", + "canonical_pr_number": 3470, "duplicate_pr_numbers": [ - 3532 + 3472 ], - "target_issue_number": 5647, - "reason": "PRs in cluster-3487-4 are treated as duplicates because they converge on issue #5647 with closing_reference, soft_similarity evidence." + "target_issue_number": null, + "reason": "PRs in cluster-3470-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-3554-2", @@ -18500,6 +18456,15 @@ "target_issue_number": null, "reason": "PRs in cluster-3554-2 are treated as duplicates because they share soft_similarity evidence." }, + { + "cluster_id": "cluster-3586-2", + "canonical_pr_number": 5672, + "duplicate_pr_numbers": [ + 3586 + ], + "target_issue_number": null, + "reason": "PRs in cluster-3586-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-3690-3", "canonical_pr_number": 3695, @@ -18519,31 +18484,13 @@ "reason": "PRs in cluster-3709-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-3797-2", - "canonical_pr_number": 3797, - "duplicate_pr_numbers": [ - 3957 - ], - "target_issue_number": null, - "reason": "PRs in cluster-3797-2 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-386-2", - "canonical_pr_number": 386, - "duplicate_pr_numbers": [ - 388 - ], - "target_issue_number": null, - "reason": "PRs in cluster-386-2 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-3880-3", + "cluster_id": "cluster-3880-4", "canonical_pr_number": 4536, "duplicate_pr_numbers": [ 3921 ], "target_issue_number": 3880, - "reason": "PRs in cluster-3880-3 are treated as duplicates because they converge on issue #3880 with closing_reference evidence." + "reason": "PRs in cluster-3880-4 are treated as duplicates because they converge on issue #3880 with closing_reference, soft_similarity evidence." }, { "cluster_id": "cluster-3896-3", @@ -18555,15 +18502,6 @@ "target_issue_number": null, "reason": "PRs in cluster-3896-3 are treated as duplicates because they share soft_similarity evidence." }, - { - "cluster_id": "cluster-3944-3", - "canonical_pr_number": 3945, - "duplicate_pr_numbers": [ - 4343 - ], - "target_issue_number": 3944, - "reason": "PRs in cluster-3944-3 are treated as duplicates because they converge on issue #3944 with closing_reference, soft_similarity evidence." - }, { "cluster_id": "cluster-4076-2", "canonical_pr_number": 4079, @@ -18582,15 +18520,6 @@ "target_issue_number": null, "reason": "PRs in cluster-4131-2 are treated as duplicates because they share soft_similarity evidence." }, - { - "cluster_id": "cluster-4315-2", - "canonical_pr_number": 5298, - "duplicate_pr_numbers": [ - 4315 - ], - "target_issue_number": null, - "reason": "PRs in cluster-4315-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-4475-2", "canonical_pr_number": 4493, @@ -18695,6 +18624,15 @@ "target_issue_number": null, "reason": "PRs in cluster-4810-2 are treated as duplicates because they share soft_similarity evidence." }, + { + "cluster_id": "cluster-4833-2", + "canonical_pr_number": 4833, + "duplicate_pr_numbers": [ + 5003 + ], + "target_issue_number": null, + "reason": "PRs in cluster-4833-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-4899-3", "canonical_pr_number": 5938, @@ -18713,6 +18651,15 @@ "target_issue_number": null, "reason": "PRs in cluster-4944-2 are treated as duplicates because they share soft_similarity evidence." }, + { + "cluster_id": "cluster-4947-2", + "canonical_pr_number": 4947, + "duplicate_pr_numbers": [ + 5188 + ], + "target_issue_number": null, + "reason": "PRs in cluster-4947-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-5062-3", "canonical_pr_number": 5066, @@ -18722,15 +18669,6 @@ "target_issue_number": 5062, "reason": "PRs in cluster-5062-3 are treated as duplicates because they converge on issue #5062 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-5104-2", - "canonical_pr_number": 5105, - "duplicate_pr_numbers": [ - 5104 - ], - "target_issue_number": null, - "reason": "PRs in cluster-5104-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-5214-3", "canonical_pr_number": 5305, @@ -18852,6 +18790,24 @@ "target_issue_number": null, "reason": "PRs in cluster-5725-3 are treated as duplicates because they share soft_similarity evidence." }, + { + "cluster_id": "cluster-5828-2", + "canonical_pr_number": 5828, + "duplicate_pr_numbers": [ + 7746 + ], + "target_issue_number": null, + "reason": "PRs in cluster-5828-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-5833-2", + "canonical_pr_number": 5834, + "duplicate_pr_numbers": [ + 5833 + ], + "target_issue_number": null, + "reason": "PRs in cluster-5833-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-5878-2", "canonical_pr_number": 5878, @@ -18889,13 +18845,22 @@ "reason": "PRs in cluster-5970-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-5982-2", - "canonical_pr_number": 5982, + "cluster_id": "cluster-5983-2", + "canonical_pr_number": 6466, + "duplicate_pr_numbers": [ + 5983 + ], + "target_issue_number": null, + "reason": "PRs in cluster-5983-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-6119-2", + "canonical_pr_number": 6119, "duplicate_pr_numbers": [ - 6065 + 6231 ], "target_issue_number": null, - "reason": "PRs in cluster-5982-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-6119-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-6123-3", @@ -18934,24 +18899,32 @@ "reason": "PRs in cluster-6207-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-6261-2", - "canonical_pr_number": 6261, + "cluster_id": "cluster-6208-2", + "canonical_pr_number": 6208, "duplicate_pr_numbers": [ - 6265 + 6241 ], "target_issue_number": null, - "reason": "PRs in cluster-6261-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-6208-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-6299-4", - "canonical_pr_number": 6322, + "cluster_id": "cluster-6226-4", + "canonical_pr_number": 12964, + "duplicate_pr_numbers": [ + 11306 + ], + "target_issue_number": 11285, + "reason": "PRs in cluster-6226-4 are treated as duplicates because they converge on issue #11285 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-6299-3", + "canonical_pr_number": 6299, "duplicate_pr_numbers": [ - 6299, 6300, 6301 ], "target_issue_number": null, - "reason": "PRs in cluster-6299-4 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-6299-3 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-643-3", @@ -18973,19 +18946,18 @@ "reason": "PRs in cluster-6453-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-6503-9", + "cluster_id": "cluster-6503-8", "canonical_pr_number": 6532, "duplicate_pr_numbers": [ 6525, 6526, 6534, + 6550, 6555, - 6556, - 6558, - 6576 + 6556 ], "target_issue_number": 6503, - "reason": "PRs in cluster-6503-9 are treated as duplicates because they converge on issue #6503 with closing_reference, soft_similarity evidence." + "reason": "PRs in cluster-6503-8 are treated as duplicates because they converge on issue #6503 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-6514-4", @@ -18998,19 +18970,6 @@ "target_issue_number": null, "reason": "PRs in cluster-6514-4 are treated as duplicates because they share soft_similarity evidence." }, - { - "cluster_id": "cluster-6545-7", - "canonical_pr_number": 6569, - "duplicate_pr_numbers": [ - 6559, - 6654, - 6655, - 7603, - 8283 - ], - "target_issue_number": 6545, - "reason": "PRs in cluster-6545-7 are treated as duplicates because they converge on issue #6545 with closing_reference, soft_similarity evidence." - }, { "cluster_id": "cluster-6585-11", "canonical_pr_number": 6737, @@ -19081,16 +19040,7 @@ 7613 ], "target_issue_number": 6891, - "reason": "PRs in cluster-6891-3 are treated as duplicates because they converge on issue #6891 with closing_reference evidence." - }, - { - "cluster_id": "cluster-6940-2", - "canonical_pr_number": 6947, - "duplicate_pr_numbers": [ - 6940 - ], - "target_issue_number": null, - "reason": "PRs in cluster-6940-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-6891-3 are treated as duplicates because they converge on issue #6891 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-6980-2", @@ -19114,6 +19064,15 @@ "target_issue_number": 6984, "reason": "PRs in cluster-6984-7 are treated as duplicates because they converge on issue #6984 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-70-2", + "canonical_pr_number": 78, + "duplicate_pr_numbers": [ + 70 + ], + "target_issue_number": null, + "reason": "PRs in cluster-70-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-7038-3", "canonical_pr_number": 7550, @@ -19123,6 +19082,15 @@ "target_issue_number": 7038, "reason": "PRs in cluster-7038-3 are treated as duplicates because they converge on issue #7038 with closing_reference evidence." }, + { + "cluster_id": "cluster-7068-2", + "canonical_pr_number": 8572, + "duplicate_pr_numbers": [ + 7068 + ], + "target_issue_number": null, + "reason": "PRs in cluster-7068-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-7092-2", "canonical_pr_number": 7092, @@ -19187,13 +19155,13 @@ "reason": "PRs in cluster-7736-3 are treated as duplicates because they converge on issue #7736 with closing_reference evidence." }, { - "cluster_id": "cluster-810-2", - "canonical_pr_number": 822, + "cluster_id": "cluster-8283-2", + "canonical_pr_number": 8283, "duplicate_pr_numbers": [ - 810 + 8335 ], "target_issue_number": null, - "reason": "PRs in cluster-810-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-8283-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-8308-2", @@ -19214,15 +19182,6 @@ "target_issue_number": 8384, "reason": "PRs in cluster-8384-4 are treated as duplicates because they converge on issue #8384 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-8426-2", - "canonical_pr_number": 8426, - "duplicate_pr_numbers": [ - 8427 - ], - "target_issue_number": null, - "reason": "PRs in cluster-8426-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-8446-5", "canonical_pr_number": 8461, @@ -19244,6 +19203,15 @@ "target_issue_number": null, "reason": "PRs in cluster-8478-2 are treated as duplicates because they share soft_similarity evidence." }, + { + "cluster_id": "cluster-8607-2", + "canonical_pr_number": 8607, + "duplicate_pr_numbers": [ + 8618 + ], + "target_issue_number": null, + "reason": "PRs in cluster-8607-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-8710-3", "canonical_pr_number": 9386, @@ -19262,6 +19230,15 @@ "target_issue_number": null, "reason": "PRs in cluster-8773-2 are treated as duplicates because they share soft_similarity evidence." }, + { + "cluster_id": "cluster-8775-2", + "canonical_pr_number": 8775, + "duplicate_pr_numbers": [ + 9760 + ], + "target_issue_number": null, + "reason": "PRs in cluster-8775-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-8798-2", "canonical_pr_number": 8798, @@ -19308,15 +19285,6 @@ "target_issue_number": null, "reason": "PRs in cluster-8899-2 are treated as duplicates because they share soft_similarity evidence." }, - { - "cluster_id": "cluster-8946-2", - "canonical_pr_number": 9131, - "duplicate_pr_numbers": [ - 8946 - ], - "target_issue_number": null, - "reason": "PRs in cluster-8946-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-8949-2", "canonical_pr_number": 8949, @@ -19344,6 +19312,15 @@ "target_issue_number": null, "reason": "PRs in cluster-8973-2 are treated as duplicates because they share soft_similarity evidence." }, + { + "cluster_id": "cluster-8992-2", + "canonical_pr_number": 9040, + "duplicate_pr_numbers": [ + 8992 + ], + "target_issue_number": null, + "reason": "PRs in cluster-8992-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-9080-2", "canonical_pr_number": 9082, @@ -19365,22 +19342,22 @@ "reason": "PRs in cluster-916-4 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-9237-5", + "cluster_id": "cluster-9237-4", "canonical_pr_number": 9419, "duplicate_pr_numbers": [ 9549 ], "target_issue_number": 9237, - "reason": "PRs in cluster-9237-5 are treated as duplicates because they converge on issue #9237 with closing_reference, soft_similarity evidence." + "reason": "PRs in cluster-9237-4 are treated as duplicates because they converge on issue #9237 with closing_reference, soft_similarity evidence." }, { - "cluster_id": "cluster-9403-3", + "cluster_id": "cluster-9403-4", "canonical_pr_number": 10261, "duplicate_pr_numbers": [ 9787 ], "target_issue_number": 9403, - "reason": "PRs in cluster-9403-3 are treated as duplicates because they converge on issue #9403 with closing_reference, shared_issue_target evidence." + "reason": "PRs in cluster-9403-4 are treated as duplicates because they converge on issue #9403 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-9514-5", @@ -19471,9 +19448,9 @@ "score": 330.0 }, "best_pr": { - "cluster_id": "cluster-10025-4", - "pr_number": 10044, - "reason": "PR #10044 is the strongest global PR candidate because it is open, belongs to a cluster with 4 artifacts, links to 2 issues, and carries 31 review/discussion events.", - "score": 231.939 + "cluster_id": "cluster-13074-4", + "pr_number": 13075, + "reason": "PR #13075 is the strongest global PR candidate because it is open, belongs to a cluster with 4 artifacts, links to 1 issues, and carries 12 review/discussion events.", + "score": 188.98 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 0482f6a19f07252845c036c742907ce35f3abfe6..57e235bbcb831bf893d71fb449e656a451ce9995 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/diffusers", - "snapshot_id": "20260421T173535Z", - "generated_at": "2026-04-21T18:24:37Z", + "snapshot_id": "20260427T112541Z", + "generated_at": "2026-04-27T11:44:46Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -16,7 +16,7 @@ "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10035", "issue:10091", @@ -99,12 +99,12 @@ ], "prepared_review_unit_hash": "0133da4827865cc18ff504a8d40a95b1bf43e4a1d70288f3555e8f0c674ee8d9", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -317,7 +317,7 @@ "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10520", "issue:10575", @@ -400,12 +400,12 @@ ], "prepared_review_unit_hash": "85ad060b999b6dfe4d5e443055781096e05483f557cb1d6f1af4713b8d076769", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, @@ -624,7 +624,7 @@ "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10520", "issue:10722", @@ -703,12 +703,12 @@ ], "prepared_review_unit_hash": "607f7cefb8a8b1a8a7a41bf1917a6d6b32b91415c039c9b64fcb91cb7e765f87", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, @@ -903,7 +903,7 @@ "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10154", "issue:10343", @@ -984,12 +984,12 @@ ], "prepared_review_unit_hash": "73578b402a4ad4b2104ce6c628216c4a575d394ab066dcd47fccc3a7c973f6e2", "component_budget": { - "node_count": 3013, - "item_count": 3013, - 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2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, @@ -7545,7 +7545,7 @@ "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10472", "issue:10594", @@ -7624,12 +7624,12 @@ ], "prepared_review_unit_hash": "18e437a9e1d73e80ccbe37cc0c48d6b38b49cadebe656b60ee4ed49ef4213a22", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, @@ -7824,7 +7824,7 @@ "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10062", "issue:1100", @@ -7905,12 +7905,12 @@ ], "prepared_review_unit_hash": "3733e3f243bce438bed9dc5e7a31adc697f994c9840ae64ce19a86038711f6a9", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -8111,7 +8111,7 @@ "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10029", "issue:10169", @@ -8193,12 +8193,12 @@ ], "prepared_review_unit_hash": "7ff83e33041923527703caf93b96ae2e1b5e100dadf3c46504b58f4e607b5f04", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -8402,10 +8402,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10436", "issue:10612", @@ -8415,8 +8415,10 @@ "issue:11178", "issue:11209", "issue:11224", + "issue:12499", "issue:1260", "issue:1263", + "issue:12896", "issue:13429", "issue:13430", "issue:1495", @@ -8436,7 +8438,6 @@ "issue:3788", "issue:4094", "issue:4241", - "issue:4728", "issue:4779", "issue:4945", "issue:5455", @@ -8444,7 +8445,6 @@ "issue:5689", "issue:6149", "issue:6636", - "issue:7114", "issue:7228", "issue:7513", "issue:7593", @@ -8463,7 +8463,6 @@ "issue:1263|issue:1495", "issue:2904|issue:7228", "issue:4094|issue:4945", - "issue:4728|issue:7114", "issue:7593|issue:858", "issue:11209|issue:11224", "issue:13429|issue:13430", @@ -8482,198 +8481,193 @@ "issue:9497|issue:9500", "issue:2635|issue:2676", "issue:11178|issue:9208", - "issue:3432|issue:3453" + "issue:3432|issue:3453", + "issue:12499|issue:12896" ], - "prepared_review_unit_hash": "df5c3c4fb92ea3d48294abc11942a661c60b835b7b2bc73b89ba09ab59c520ab", + "prepared_review_unit_hash": "d53e39062b6007f22d0486a8154c726d0bf5aa2b0346e07a7ea9f1098c169cb4", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 34391, - "estimated_input_tokens": 8598, - "estimated_eval_tokens": 17452 + "serialized_chars": 34244, + "estimated_input_tokens": 8561, + "estimated_eval_tokens": 17378 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of model-loading/support issues, with a small number of clear duplicates inside narrower subtopics (LoRA loading, scheduler-name questions, T2I-Adapter support, and ControlNet from_single_file loading).", - "confidence": 0.86, - "canonical_issue_reason": "issue:11209 is the best canonical issue for the LoRA-loading subgroup: it is generic, open, and has a near-identical twin in issue:11224.", + "summary": "This set is mostly several small duplicate candidates, not one single tight cluster. The clearest duplicate families are the generic LoRA-loading failures, T2I-Adapter support/pipeline requests, ControlNet from_single_file loading, and the two DPM++ scheduler-name questions.", + "confidence": 0.81, + "canonical_issue_reason": "issue:11224 is the broadest and cleanest umbrella for the LoRA-loading failure family: it is generic, open, and aligns with the more specific report in issue:11062 as well as the exact duplicate-like issue:11209.", "canonical_pr_reason": null, - "best_issue_reason": "issue:11209 is the strongest global issue representative among these items, but only for the LoRA-loading slice of the cluster; the overall set is too mixed to support one broad canonical issue perfectly.", + "best_issue_reason": "issue:11224 is the best overall issue candidate because its title is the most general and reusable for deduplicating related LoRA load failures without being tied to one specific model.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10436", "right": "issue:1925", "accept": false, - "reason": "Both mention inpainting, but one is a model-loading failure and the other is a half-precision runtime issue on a different model/version." + "reason": "Both are inpainting-loading complaints, but they involve different models and different failure modes (runwayml/stable-diffusion-inpainting vs SD2 half-precision)." }, { "left": "issue:10933", "right": "issue:6149", "accept": false, - "reason": "Both are IP-Adapter load errors, but they target different adapter/model variants and do not look like the same concrete bug." + "reason": "Both mention IP-Adapter load errors, but they are for different model variants and likely different code paths." }, { "left": "issue:1260", "right": "issue:6636", "accept": false, - "reason": "Different import symbols and different API breakages; same general category, not the same bug." + "reason": "Both are import errors, but they concern unrelated symbols and unrelated breakages." }, { "left": "issue:1263", "right": "issue:1495", "accept": false, - "reason": "Both are import errors, but for unrelated symbols and modules." + "reason": "Different missing imports with no clear shared bug or code path." }, { "left": "issue:2904", "right": "issue:7228", "accept": false, - "reason": "Unrelated failures: AudioLDM scheduler initialization vs traced StableDiffusionPipeline missing dtype." + "reason": "AudioLDM scheduler failure and traced-model dtype attribute error are unrelated." }, { "left": "issue:4094", "right": "issue:4945", "accept": false, - "reason": "One asks for a training script, the other asks for tests for training; related area but not the same change." - }, - { - "left": "issue:4728", - "right": "issue:7114", - "accept": false, - "reason": "Both involve OOM during training, but on different scripts and contexts, so not the same underlying issue." + "reason": "One is a feature request, the other is a test request; not the same underlying change." }, { "left": "issue:7593", "right": "issue:858", "accept": false, - "reason": "Different attribute errors in different code paths; only superficial 'bug' similarity." + "reason": "Different subsystems and different errors; no shared concrete bug." }, { "left": "issue:11209", "right": "issue:11224", "accept": true, - "reason": "Near-identical titles and very high textual overlap; both are generic 'Error in loading Lora' reports." + "reason": "Near-identical generic LoRA loading failure titles; these look like the same underlying bug." }, { "left": "issue:13429", "right": "issue:13430", "accept": true, - "reason": "Same JoyAI-Image-Edit support request, phrased as 'add' vs 'support'." + "reason": "Both are the same JoyAI-Image-Edit support request, phrased as add/support." }, { "left": "issue:11062", "right": "issue:11209", - "accept": false, - "reason": "Both are LoRA loading problems, but 11062 is a specific CivitAI LoRA load error and not clearly the same bug as the generic loading failure." + "accept": true, + "reason": "Specific LoRA load failure report vs the generic LoRA loading error; same family and likely same bug." }, { "left": "issue:11062", "right": "issue:11224", - "accept": false, - "reason": "Same reason as 11062 vs 11209: similar area, but not enough evidence of the same concrete failure." + "accept": true, + "reason": "Same LoRA loading failure family; the specific CivitAI model report fits the broader generic issue." }, { "left": "issue:9500", "right": "issue:9501", "accept": false, - "reason": "Both concern Flux DreamBooth saving, but one is a checkpoint failure and the other is a long save delay; likely distinct symptoms." + "reason": "Both are Dreambooth Flux save-related, but one is a checkpoint failure and the other is a long delay; not clearly the same bug." }, { "left": "issue:5455", "right": "issue:7513", "accept": false, - "reason": "Both mention DreamBooth/LoRA training problems, but the titles point to different workflows and failure modes." + "reason": "Both involve training problems, but one is a notebook subprocess failure and the other is a GPU/memory training issue." }, { "left": "issue:3728", "right": "issue:3788", "accept": false, - "reason": "Separate new-pipeline requests for different models; same broad theme, not the same change." + "reason": "Both are new pipeline feature requests, but for different pipelines/models." }, { "left": "issue:9161", "right": "issue:9163", "accept": false, - "reason": "Same script area, but one is distributed bugs and the other is tensor bugs; too vague to merge as one issue." + "reason": "Same script, but the issues describe different bug classes (distributed bugs vs tensor bugs) rather than one concrete defect." }, { "left": "issue:2830", "right": "issue:4779", "accept": false, - "reason": "Both are about video generation on ModelScope, but one is a question and the other a pipeline request; not clearly the same request." + "reason": "Both reference ModelScope video ideas, but one is a capability question and the other is a pipeline request; not the same change." }, { "left": "issue:1962", "right": "issue:2984", "accept": false, - "reason": "Different video-generation topics and different model families." + "reason": "Generic video-generation interest vs a specific latent video diffusion paper/model request; not the same issue." }, { "left": "issue:10612", "right": "issue:10989", "accept": false, - "reason": "Both involve LoRA loading with quantization, but one is Flux Fill and the other is Flux ControlNet; related bug class, not the same concrete code path." + "reason": "Both mention quantized Flux + LoRA loading, but they target different pipelines/components and are not clearly the same bug." }, { "left": "issue:5630", "right": "issue:5689", "accept": false, - "reason": "Both report residual noise in SDXL, but they refer to different schedulers and scenarios." + "reason": "Similar symptom, but different schedulers and different issue scopes; too broad to treat as one bug." }, { "left": "issue:2838", "right": "issue:4241", "accept": false, - "reason": "Both are about control/T2I-adapter style support, but one is a ControlNet pipeline question and the other is fine-tuning unidiffusers with LoRA." + "reason": "Unrelated ControlNet pipeline behavior question vs unidiffusers LoRA fine-tuning support request." }, { "left": "issue:2390", "right": "issue:2437", "accept": true, - "reason": "Both are the same T2I-Adapter feature request, one phrased as support and the other as adding the pipeline." - }, - { - "left": "issue:9497", - "right": "issue:9500", - "accept": false, - "reason": "Both are Flux DreamBooth training issues, but one is a matrix-shape runtime error and the other is checkpoint saving failure." + "reason": "Same T2I-Adapter feature area; one asks for support, the other for the pipeline addition." }, { "left": "issue:2635", "right": "issue:2676", "accept": true, - "reason": "Same underlying scheduler-name mapping question for DPM++ Karras variants." + "reason": "Both ask what diffusers scheduler names correspond to DPM++ Karras variants." }, { "left": "issue:11178", "right": "issue:9208", "accept": true, - "reason": "Same from_single_file ControlNet loading problem; 11178 is a concrete instance of the broader 9208 issue." + "reason": "Both are about ControlNet models failing to load with from_single_file(); one is specific, the other general." }, { - "left": "issue:3432", - "right": "issue:3453", + "left": "issue:9497", + "right": "issue:9500", + "accept": false, + "reason": "Both are Flux Dreambooth training issues, but one is a matmul shape error and the other is a checkpoint-saving problem." + }, + { + "left": "issue:12499", + "right": "issue:12896", "accept": false, - "reason": "Both are precision/runtime errors in examples, but on different ops, dtypes, and scripts." + "reason": "Same Wan 2.2 I2V area, but the failures are described differently and are not clearly the same concrete bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: it correctly treats the cluster as mixed and only elevates clearly duplicated subtopics where the textual overlap is strong. The accepted soft-edge pairs are conservative enough, and the rejected pairs avoid overclaiming sameness from broad topical similarity alone. No PR-pair mergeability issue applies here." + "feedback": "The judgments are conservative and supported by the packet. The summary correctly frames this as several small duplicate/support families rather than one tight cluster, and the accepted soft-edge pairs all have clear title-level similarity. No pair seems overclaimed beyond the evidence provided." }, "evaluator_used": true, "retried": false, @@ -8689,10 +8683,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10144", "issue:10343", @@ -8705,11 +8699,11 @@ "issue:11657", "issue:12047", "issue:12052", + "issue:1214", "issue:12458", "issue:12459", - "issue:12499", - "issue:12896", "issue:13311", + "issue:1925", "issue:1962", "issue:197", "issue:199", @@ -8743,7 +8737,6 @@ "issue:9692" ], "soft_pairs": [ - "issue:12499|issue:12896", "issue:12458|issue:12459", "issue:3284|issue:3363", "issue:11209|issue:11286", @@ -8767,192 +8760,193 @@ "issue:197|issue:199", "issue:9237|issue:9497", "issue:5633|issue:7418", - "issue:11657|issue:13311" + "issue:11657|issue:13311", + "issue:1214|issue:1925" ], - "prepared_review_unit_hash": "89cc845ffdb129dfe49ad785f6410e104a612028193b9f84bdca2ef65539bb8c", + "prepared_review_unit_hash": "a6f9e9840246a0acc5af535d32210fc9ad5e5cfaa348aaaf05510d27217e9d65", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 33415, - "estimated_input_tokens": 8354, - "estimated_eval_tokens": 16964 + "serialized_chars": 33404, + "estimated_input_tokens": 8351, + "estimated_eval_tokens": 16958 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous: many feature requests and unrelated model-specific bugs. The clearest duplicate pocket is the LoRA-loading reports (11209/11224/11286), with a likely duplicate pair for Flux Dreambooth training (9237/9497).", - "confidence": 0.74, - "canonical_issue_reason": "issue:11224 is the strongest representative of the LoRA-loading duplicate set: it has the same generic failure title as 11209/11286 and the most discussion activity among them.", + "summary": "The only strong duplicate cluster here is the trio of generic LoRA-loading reports (11209/11224/11286). Most other pairs are broad topical neighbors but describe different models, pipelines, or symptoms, so they should stay separate.", + "confidence": 0.68, + "canonical_issue_reason": "issue:11224 is the best representative of the LoRA-loading error cluster: it has the same generic failure theme as 11209 and 11286, is open, and has the most discussion among the near-identical reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:11224 is the best consolidation target for the only clearly duplicated issue family in this batch.", + "best_issue_reason": "issue:11224 is the most suitable global issue to keep as the canonical LoRA-loading problem report because it is the most central and actively discussed instance of that duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:12499", - "right": "issue:12896", - "accept": false, - "reason": "Same Wan 2.2 I2V area, but one is a condition-shape mismatch and the other is an MPS-specific device/backend failure; not the same concrete bug." - }, { "left": "issue:12458", "right": "issue:12459", "accept": false, - "reason": "Both mention batch inference, but they are for different models/pipelines and one is a throughput request while the other is an issue report." + "reason": "Both mention batch inference, but one is a Qwen-image-edit feature/issue and the other is a FLUX.1-Kontext-dev throughput problem; different concrete use cases and likely different fixes." }, { "left": "issue:3284", "right": "issue:3363", - "accept": true, - "reason": "Both report train_dreambooth_lora.py failing, with very similar wording and no sign of different code paths; plausible duplicate." + "accept": false, + "reason": "Both involve train_dreambooth_lora.py failures, but the reports point to different runtime contexts ('accelerate' vs 'two machines') and no evidence shows the same underlying bug." }, { "left": "issue:11209", "right": "issue:11286", "accept": true, - "reason": "Near-identical LoRA loading failure wording in the same subsystem; likely the same underlying bug." + "reason": "Same generic LoRA loading failure report with near-identical titles and very similar problem framing; likely duplicate reports of the same bug." }, { "left": "issue:11224", "right": "issue:11286", "accept": true, - "reason": "Near-identical LoRA loading failure wording in the same subsystem; likely the same underlying bug." + "reason": "Same generic LoRA loading failure report with near-identical titles and very similar problem framing; likely duplicate reports of the same bug." }, { "left": "issue:3094", "right": "issue:3451", "accept": false, - "reason": "Both are training-memory related, but one is an OOM during finetuning and the other is an fp16-vs-fp32 memory regression; different bugs." + "reason": "Both are training/memory related, but one is a CUDA OOM during a finetuning example and the other is fp16 using more memory than fp32; these are different issues." }, { "left": "issue:1962", "right": "issue:5889", "accept": false, - "reason": "One is a generic request for video generation with Stable Diffusion, the other is about Stable Video Diffusion specifically; not the same issue." + "reason": "One is a general video-generation feature request, the other is the Stable Video Diffusion project/topic; they are related in area but not the same issue." }, { "left": "issue:4680", "right": "issue:5594", "accept": false, - "reason": "Both touch SDXL fine-tuning, but one asks about inpainting support and the other about LoRA memory usage; different requests." + "reason": "Both mention SDXL fine-tuning, but one is about inpainting fine-tuning and the other is about memory savings with LoRA; different requests." }, { "left": "issue:6584", "right": "issue:6689", "accept": false, - "reason": "Both are conversion-to-Diffusers problems, but they involve different source models and no shared concrete failure is evident." + "reason": "Both are conversion-to-Diffusers problems, but for different source models (DreamShaper v8 Inpaint vs SSD-1B); not the same bug." }, { "left": "issue:9042", "right": "issue:9148", "accept": false, - "reason": "Related Flux feature requests, but one is the base pipeline and the other is inpainting support; not the same change." + "reason": "These are separate feature requests: a Flux pipeline and a Flux inpainting pipeline; related, but not the same concrete change." }, { "left": "issue:12047", "right": "issue:12052", "accept": false, - "reason": "Both involve Wan 2.2 and LightX2V, but one is LoRA fusion on GGUF and the other is an offloading device-mismatch bug; different code paths." + "reason": "One is a LoRA fusion failure on Wan2.2 GGUF, the other is an offloading device-mismatch runtime error; different code paths and symptoms." }, { "left": "issue:3884", "right": "issue:7330", "accept": false, - "reason": "Same training script, but the failure descriptions are too generic vs. a specific FP16 unscale error; not enough evidence of the same bug." + "reason": "Both reference train_text_to_image_lora.py, but the reported failures are different and the titles do not establish the same underlying defect." }, { "left": "issue:4708", "right": "issue:5603", "accept": false, - "reason": "Both are import errors from diffusers.utils, but the concrete missing symbol/module failure is different and not clearly the same root cause." + "reason": "Both are import-related, but one is a generic diffusers.utils import error and the other is a missing specific symbol; insufficient evidence they are the same bug." }, { "left": "issue:4708", "right": "issue:6636", "accept": false, - "reason": "Both are import errors from diffusers.utils, but they point to different missing names and could be separate regressions." + "reason": "Same as above: both are import problems, but the exact missing names/problems differ and could stem from separate compatibility issues." }, { "left": "issue:2462", "right": "issue:2838", "accept": false, - "reason": "Different feature requests in different areas; only loosely related by training/pipeline support." + "reason": "One requests IterableDataset support for finetuning, the other asks for a controlnet_pipeline behavior change; unrelated." }, { "left": "issue:2941", "right": "issue:3061", "accept": false, - "reason": "Both concern Stable Diffusion outputs, but one is scheduler-specific undesired results and the other is general reproducibility; not the same bug." + "reason": "Both concern Stable Diffusion behavior, but one is a scheduler quality issue and the other is a reproducibility issue; not the same defect." }, { "left": "issue:5118", "right": "issue:9551", "accept": false, - "reason": "Both mention ControlNet, but one is about reference_only usage and the other about Flux ControlNet models; different tasks." + "reason": "Both mention ControlNet usage, but one is about reference_only in diffusers and the other about x-labs Flux controlnet models; different models and integrations." }, { "left": "issue:11374", "right": "issue:11569", "accept": false, - "reason": "Both are model-support feature requests, but for different models and different integration work." + "reason": "Separate feature requests for different model families (SkyReels-V2 vs ltxv-13b-0.9.7-distilled); not duplicates." }, { "left": "issue:10144", "right": "issue:6418", "accept": false, - "reason": "Both are video-quality complaints, but they involve different models and different symptoms; not the same underlying issue." + "reason": "Both involve video diffusion, but one is a quality comparison against official Mochi code and the other is stable video diffusion frames collapsing to the first frame; distinct problems." }, { "left": "issue:11062", "right": "issue:11286", "accept": false, - "reason": "Both are LoRA-loading problems, but 11062 is specific to a particular CivitAI LoRA while 11286 is a generic loading error; not enough to treat as the same bug." + "reason": "Both are LoRA loading issues, but they target different model families and one is a concrete CivitAI LoRA error while the other is a generic loading failure." }, { "left": "issue:10343", "right": "issue:9692", "accept": false, - "reason": "Same CogView3-Plus family, but one is a black-image/cast warning and the other is a startup error; different failures." + "reason": "Both mention CogView3-Plus-3B, but one is a black-image runtime warning and the other is a startup error; not enough evidence they are the same bug." }, { "left": "issue:197", "right": "issue:199", "accept": false, - "reason": "Both are dead-code cleanup items, but they target different modules and are not the same change." + "reason": "Both are dead-code cleanup requests in different modules (ResNet vs Attention), not duplicates." }, { "left": "issue:9237", "right": "issue:9497", - "accept": true, - "reason": "Both are Flux Dreambooth/LoRA training problems, and 9497 looks like a concrete runtime manifestation of the broader training issue in 9237." + "accept": false, + "reason": "Both are about Flux training, but one is a general dreambooth LoRA issue and the other is a specific mat2 dimensionality runtime error; different defects." }, { "left": "issue:5633", "right": "issue:7418", "accept": false, - "reason": "Different files and different bug reports; no evidence they are the same defect." + "reason": "Both involve transformer-related bugs, but they are in different files/components and describe different failures." }, { "left": "issue:11657", "right": "issue:13311", "accept": false, - "reason": "Both mention missing LoRA keys with prefix='transformer', but they affect different model families and likely different loaders." + "reason": "Both are LoRA-key-mismatch reports, but they affect different model architectures (WanTransformer3DModel vs Flux2Transformer2DModel) and are not the same code path." + }, + { + "left": "issue:1214", + "right": "issue:1925", + "accept": false, + "reason": "Both concern half precision, but one is CLIPTextModel-specific and the other is a stable-diffusion-2-inpainting pipeline issue; not the same underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the LoRA-loading trio is the strongest duplicate pocket, and the 9237/9497 Flux Dreambooth pair is plausibly related. The non-duplicate calls are generally conservative and supported by the differing titles/symptoms." + "feedback": "The summary is grounded in the packet, and the duplicate judgments are conservative overall. The canonical LoRA-loading cluster around 11209/11224/11286 is well supported by the near-identical titles and higher discussion on 11224, and the false pairs are mostly justified by distinct models, pipelines, or symptoms." }, "evaluator_used": true, "retried": false, @@ -8968,10 +8962,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10226", "issue:10282", @@ -8984,11 +8978,9 @@ "issue:11824", "issue:11839", "issue:11865", - "issue:1214", "issue:12216", "issue:12645", "issue:12653", - "issue:1925", "issue:2830", "issue:2966", "issue:3019", @@ -8996,6 +8988,8 @@ "issue:3420", "issue:3774", "issue:3885", + "issue:4185", + "issue:4398", "issue:4520", "issue:4708", "issue:4733", @@ -9022,7 +9016,6 @@ "issue:9857" ], "soft_pairs": [ - "issue:1214|issue:1925", "issue:11315|issue:12653", "issue:4708|issue:6794", "issue:7168|issue:7306", @@ -9045,186 +9038,187 @@ "issue:11865|issue:9141", "issue:2830|issue:3019", "issue:10282|issue:11839", - "issue:9497|issue:9548" + "issue:9497|issue:9548", + "issue:4185|issue:4398" ], - "prepared_review_unit_hash": "c8d315b9364c00ee5b1089325b80a4be00eeeeb25158216210e1892d3cc59ae0", + "prepared_review_unit_hash": "7f539a42fa98424d88fdbb802043cf22c45e52da1c8c75d5bc3d077d6f9c0108", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33858, - "estimated_input_tokens": 8465, - "estimated_eval_tokens": 17186 + "serialized_chars": 33890, + "estimated_input_tokens": 8473, + "estimated_eval_tokens": 17202 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated issues across different pipelines/models. The only clear duplicate-looking pair is the rope float64 MPS regression. No PRs are present.", - "confidence": 0.71, - "canonical_issue_reason": "issue:9237 is the best representative anchor because it is the broadest FLUX dreambooth/LoRA training thread and has the strongest follow-up activity among the Flux-training issues.", + "summary": "This set is mostly heterogeneous, but there is one clear duplicate pair around the HiDream RoPE float64/MPS regression. Most other soft pairs look like related symptom families, not the same concrete bug.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 11315 is the cleanest canonical anchor: it states the concrete failure (RoPE float64 on MPS) clearly, and 12653 is effectively the same bug with the same root symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:9237 is the most useful global issue to keep as the canonical reference for the recurring Flux dreambooth/LoRA reports; it is broad, central, and has the most discussion/inbound references in that subtopic.", + "best_issue_reason": "11315 is the most specific and actionable issue in the only strong duplicate pair, making it the best representative for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:1214", - "right": "issue:1925", - "accept": false, - "reason": "Both mention half-precision, but one is CLIPTextModel-specific and the other is SD2 inpainting; too broad to treat as the same bug." - }, { "left": "issue:11315", "right": "issue:12653", "accept": true, - "reason": "Both describe the same rope implementation float64 regression breaking MPS/NPU; same underlying bug and likely one fix." + "reason": "Same RoPE float64 regression causing MPS breakage; 12653 is a near-direct restatement of the same bug on related hardware." }, { "left": "issue:4708", "right": "issue:6794", "accept": false, - "reason": "Both are import errors, but they point to different symbols/modules and do not clearly share the same root cause." + "reason": "Both are import errors, but they point to different missing symbols/modules and do not look like the same underlying defect." }, { "left": "issue:7168", "right": "issue:7306", "accept": false, - "reason": "Different problems: IP-Adapter image-embed shape handling versus float16 support in LEditsPPPipelineStableDiffusionXL." + "reason": "Both involve tensor-shape/type complaints, but they are different pipelines and different failure modes." }, { "left": "issue:2966", "right": "issue:3026", "accept": false, - "reason": "Same script family, but one is multi-GPU training and the other is a single-GPU accelerate launch failure; not enough evidence of the same concrete bug." + "reason": "Same example script family, but one is multi-GPU training and the other is a single-GPU launch error; not the same bug." }, { "left": "issue:7621", "right": "issue:8359", "accept": false, - "reason": "Different features: cosxl_edit pipeline compatibility versus from_single_file with custom checkpoints." + "reason": "Different features: one is an InstructPix2Pix/cosxl_edit incompatibility, the other is from_single_file/custom checkpoint loading." }, { "left": "issue:4736", "right": "issue:4872", "accept": false, - "reason": "Both mention SDXL finetuning OOM, but one also has an invalid-cast error and they do not look like the same specific failure." + "reason": "Both mention SDXL finetuning instability/OOM, but one is a specific training-script crash with invalid casts and the other is generic low-VRAM OOM." }, { "left": "issue:10749", "right": "issue:10872", "accept": false, - "reason": "Both are feature requests for new loading support, but they target different models and formats." + "reason": "Completely different requests: GGUF support for Lumina2 versus from_single_file support for SanaTransformer2DModel." }, { "left": "issue:7263", "right": "issue:9448", "accept": false, - "reason": "Both involve IP-Adapter, but the failures are different: attention slicing versus a tuple/shape error in ControlNet inpaint." + "reason": "Both are IP-Adapter-related, but the errors and pipelines differ; this is not the same concrete code-path problem." }, { "left": "issue:5226", "right": "issue:5227", "accept": false, - "reason": "Both concern LoRA loading, but one is AdapterPipeline compatibility and the other is torch.compile interaction; different code paths." + "reason": "One is about load_lora_weights on SDXL AdapterPipeline, the other about load_lora_weight with torch.compile; related area, different bugs." }, { "left": "issue:3420", "right": "issue:4520", "accept": false, - "reason": "Different subsystems and symptoms: ControlNet/Diffusion pipeline mismatch versus LoRA scale with attention slicing." + "reason": "Different functionality: ControlNet/inpaint pipeline failure versus LoRA scale with attention slicing." }, { "left": "issue:7513", "right": "issue:9237", "accept": false, - "reason": "Both are Dreambooth/LoRA training reports, but one is SDXL on a 3060 and the other is FLUX training; not the same bug." + "reason": "Both involve training, but they are different pipelines (SDXL DreamBooth vs Flux DreamBooth LoRA) and different issue reports." }, { "left": "issue:10226", "right": "issue:9857", "accept": false, - "reason": "Both are Flux tensor-shape failures, but one is Dreambooth LoRA training and the other is ControlNet embedding mismatch; too different to merge." + "reason": "Both are FLUX training shape mismatches, but one is DreamBooth LoRA and the other is ControlNet embedding mismatch; not clearly the same bug." }, { "left": "issue:11824", "right": "issue:11839", "accept": false, - "reason": "Same pipeline family, but one is multi-image input handling and the other is GGUF loading with invalid input size; not clearly the same defect." + "reason": "Same pipeline family, but one is multi-image input handling and the other is GGUF invalid input sizing; different problems." }, { "left": "issue:10848", "right": "issue:9026", "accept": false, - "reason": "Both are unexpected-kwarg errors, but they occur in different loader functions with different arguments and likely different fixes." + "reason": "Both are signature-mismatch errors in loading helpers, but they involve different functions and different kwargs." }, { "left": "issue:4733", "right": "issue:5757", "accept": false, - "reason": "Both are checkpoint-resume issues, but they are on different training scripts and the reports do not show the same underlying failure." + "reason": "Both mention checkpoint resume in DreamBooth LoRA scripts, but they are separate reports with no evidence of the same root cause." }, { "left": "issue:10869", "right": "issue:10958", "accept": false, - "reason": "Both are meta-tensor errors, but one is Tensor.item() and the other is copy-out; similar class of symptom, not the same concrete bug." + "reason": "Both involve meta tensors, but the exact errors and affected pipelines differ; too broad to treat as the same bug." }, { "left": "issue:7492", "right": "issue:8939", "accept": false, - "reason": "Both are loading failures, but one is a missing repository and the other is a tokenizer load error for a different model." + "reason": "Unrelated loading failures: one is a missing repository, the other is a tokenizer loading error for a different model." }, { "left": "issue:12216", "right": "issue:12645", "accept": false, - "reason": "Same model family, but one is quality comparison and the other is speed comparison; not the same issue." + "reason": "Both are Qwen-Image-related, but one is quality regression and the other is performance; not the same issue." }, { "left": "issue:3774", "right": "issue:3885", "accept": false, - "reason": "Both concern VRAM/memory in train_text_to_image.py, but one is zero3 not saving memory and the other is a general VRAM reduction question." + "reason": "Both concern VRAM/ZeRO memory, but one is a specific zero3 training observation and the other is a general memory-reduction question." }, { "left": "issue:11865", "right": "issue:9141", "accept": false, - "reason": "Both mention missing from_single_file support, but they target different model classes and different user requests." + "reason": "Both ask for from_single_file support, but for different model classes and different pipelines." }, { "left": "issue:2830", "right": "issue:3019", "accept": false, - "reason": "Image-to-video/modelscope question versus segment-anything for text-guided editing; unrelated." + "reason": "Completely different feature requests with no shared bug/change." }, { "left": "issue:10282", "right": "issue:11839", "accept": false, - "reason": "Both involve shape/input-size mismatch, but one is a Flux x_embedder weight shape issue and the other is GGUF load input-size validation; different failures." + "reason": "Shape mismatch while loading x_embedder versus invalid input size for GGUF; different failures." }, { "left": "issue:9497", "right": "issue:9548", "accept": false, - "reason": "Both are Flux Dreambooth/LoRA training reports, but one is a mat2 dimensionality error and the other is a follow-up on the earlier Flux issue; not the same concrete bug." + "reason": "Related FLUX DreamBooth/LoRA area, but 9548 is a follow-up to a different issue chain and does not clearly match the mat2/1-D tensor failure." + }, + { + "left": "issue:4185", + "right": "issue:4398", + "accept": false, + "reason": "Both are black-image reports, but one is SDXL ControlNet inference and the other is SDXL LoRA DreamBooth training; different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: issue:9237 is a reasonable canonical anchor for the Flux dreambooth/LoRA cluster, the rope float64 MPS pair is the only clearly duplicate-looking one, and the note that no PRs are present is supported. The soft-edge verdicts are generally conservative and do not overstate duplicate evidence." + "feedback": "The assessment is well grounded in the packet and stays conservative. The 11315/12653 pair is clearly the strongest match from the titles/body, while the other soft pairs are appropriately treated as related-symptom or feature-adjacent rather than definite duplicates." }, "evaluator_used": true, "retried": false, @@ -9240,10 +9234,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10937", "issue:11464", @@ -9258,15 +9252,15 @@ "issue:2244", "issue:2250", "issue:2636", + "issue:2883", "issue:3289", "issue:3391", "issue:3728", "issue:3788", "issue:3826", - "issue:4185", "issue:4213", - "issue:4398", "issue:4733", + "issue:4779", "issue:4872", "issue:5005", "issue:5226", @@ -9294,7 +9288,6 @@ "issue:9914" ], "soft_pairs": [ - "issue:4185|issue:4398", "issue:2636|issue:5005", "issue:8723|issue:9012", "issue:6274|issue:6275", @@ -9318,192 +9311,193 @@ "issue:3788|issue:3826", "issue:5412|issue:5840", "issue:4213|issue:5226", - "issue:12009|issue:12047" + "issue:12009|issue:12047", + "issue:2883|issue:4779" ], - "prepared_review_unit_hash": "4a9321ff7cf7fd748e76f181fc590f2669c771739f70523e759d5abf66c8e845", + "prepared_review_unit_hash": "a4211212ed4f6adec3b0e07b021d947af007803cf3df869fe092745bd94ffeea", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 33845, - "estimated_input_tokens": 8462, - "estimated_eval_tokens": 17180 + "serialized_chars": 33766, + "estimated_input_tokens": 8442, + "estimated_eval_tokens": 17140 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a mix of unrelated issues, with a few clear duplicate-style pairs around the same concrete bug (resume-from-checkpoint progress handling, Stable Cascade resolution failures, and some model-loading errors). I did not find a single global canonical issue/PR for the whole cluster.", - "confidence": 0.79, - "canonical_issue_reason": null, + "summary": "Mostly a heterogeneous cluster of training, loading, and feature-request issues. The only clear duplicates are a few checkpoint-resume, SD3ControlNet from_transformer, and Stable Cascade resolution pairs; most other soft pairs are just same-subsystem similarity, not the same bug.", + "confidence": 0.74, + "canonical_issue_reason": "If a single issue must anchor this mixed set, #9343 is the best representative because it is a concrete, active FLUX loading bug rather than a feature request or a vague symptom.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#9343 is the strongest global issue candidate: specific, open, and central to the cluster\u2019s recurring model-loading failures.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:4185", - "right": "issue:4398", - "accept": false, - "reason": "Both mention black images, but they involve different pipelines and likely different root causes." - }, { "left": "issue:2636", "right": "issue:5005", "accept": true, - "reason": "Same resume-from-checkpoint progress-bar/skip-step bug in training scripts." + "reason": "Both describe the same checkpoint-resume progress bar miscount/truncation behavior in training scripts." }, { "left": "issue:8723", "right": "issue:9012", "accept": true, - "reason": "Both target SD3ControlNetModel.from_transformer loading/initialization failures on the same code path." + "reason": "Same SD3ControlNetModel.from_transformer initialization/load-weights failure." }, { "left": "issue:6274", "right": "issue:6275", "accept": false, - "reason": "Both are T2I-Adapter issues, but one is about multiple adapters and the other about model coverage." + "reason": "Related adapter area, but one is about multiple adapters breaking and the other about unsupported adapter models; not the same concrete bug." }, { "left": "issue:11464", "right": "issue:12459", "accept": false, - "reason": "Different FLUX problems: model loading vs batch inference throughput." + "reason": "Different FLUX problems: one is LoRA loading into FluxControlPipeline, the other is batch inference throughput." }, { "left": "issue:10937", "right": "issue:11864", "accept": false, - "reason": "Both are torch.compile encode failures, but they affect different models and error modes." + "reason": "Both mention torch.compile, but they involve different encode paths and different failures, so not the same bug." }, { "left": "issue:6277", "right": "issue:6363", - "accept": true, - "reason": "Same train_text_to_image_lora.py gradient/unscale failure reported at different specificity levels." + "accept": false, + "reason": "One is a vague gradient issue; the other is a specific FP16 unscale error in a training script." }, { "left": "issue:3728", "right": "issue:9873", "accept": false, - "reason": "Both are new pipeline requests, but for completely different models." + "reason": "Both are pipeline requests, but for different models/features and not the same change." }, { "left": "issue:9343", "right": "issue:9667", "accept": false, - "reason": "Different FLUX load-time issues with different flags and failure contexts." + "reason": "Both are FLUX loading issues, but they hit different code paths and failure modes." }, { "left": "issue:7142", "right": "issue:7432", "accept": false, - "reason": "Both compare diffusers to WebUI, but the model/context differ and the reports are too broad to treat as the same bug." + "reason": "Both compare Diffusers to WebUI output, but they are different inference-quality complaints and not a duplicate bug." }, { "left": "issue:7355", "right": "issue:7644", "accept": true, - "reason": "Same Stable Cascade resolution-handling failure with arbitrary / non-power-of-two sizes." + "reason": "Both target Stable Cascade failures on non-standard image sizes / arbitrary resolutions." }, { "left": "issue:3788", "right": "issue:9873", "accept": false, - "reason": "Different new pipeline proposals with no shared concrete bug or feature." + "reason": "Different new-pipeline requests for different models." }, { "left": "issue:9115", "right": "issue:9187", "accept": false, - "reason": "Different adapter integrations and different failure modes." + "reason": "Different adapters and different failure modes; not the same underlying bug." }, { "left": "issue:2052", "right": "issue:4733", "accept": false, - "reason": "Both involve checkpoint resume, but they are different training scripts and errors." + "reason": "Both are resume-related training issues, but for different scripts and errors." }, { "left": "issue:3289", "right": "issue:3391", "accept": false, - "reason": "Same DeepFloyd area, but the bugs are different symptoms and likely different causes." + "reason": "Same DeepFloyd SR area, but the reported symptoms and triggers are not clearly the same bug." }, { "left": "issue:11630", "right": "issue:11674", "accept": false, - "reason": "Same Wan VACE family, but one is single-file support and the other is ref-image/multi-control-video support." + "reason": "Separate feature requests: single-file loading versus extra ref-image/multi-video support." }, { "left": "issue:2244", "right": "issue:2250", "accept": false, - "reason": "Both are DreamBooth inference issues, but the failures are unrelated." + "reason": "Both are DreamBooth inference bugs, but one is a CPU/half-precision runtime error and the other is a prompt-generation failure." }, { "left": "issue:9343", "right": "issue:9914", "accept": false, - "reason": "Both concern FLUX loading, but one is a mismatched-size/load flag issue and the other is LoRA loading with Xlabs." + "reason": "Both are FLUX-related loading problems, but one is a mismatched-size loading bug and the other is a LoRA loading issue." }, { "left": "issue:7057", "right": "issue:771", "accept": false, - "reason": "Both are checkpoint or precision-related, but the actual models and failure paths differ." + "reason": "Both concern checkpoint/model compatibility, but they are unrelated model/training failures." }, { "left": "issue:6201", "right": "issue:8645", "accept": false, - "reason": "Different code paths entirely: prompt embedding handling vs missing single_file_utils helper." + "reason": "Prompt-encoding bug versus a missing helper function; unrelated issues." }, { "left": "issue:2089", "right": "issue:4872", "accept": false, - "reason": "Both are OOM training reports, but on different models and scenarios." + "reason": "Both are OOM training reports, but they involve different models and setups." }, { "left": "issue:3788", "right": "issue:3826", "accept": false, - "reason": "Both are new pipeline requests, but they are unrelated models/features." + "reason": "Different new pipeline requests." }, { "left": "issue:5412", "right": "issue:5840", "accept": true, - "reason": "Same train_dreambooth_lora_sdxl.py checkpoint-resume failure." + "reason": "Same train_dreambooth_lora_sdxl.py resume-from-checkpoint failure." }, { "left": "issue:4213", "right": "issue:5226", "accept": false, - "reason": "Different SDXL loading features and different failures." + "reason": "Different feature/compatibility problems: from_single_file without accelerate versus LoRA loading on AdapterPipeline." }, { "left": "issue:12009", "right": "issue:12047", "accept": false, - "reason": "Same model family, but one is single-file loading and the other is LoRA fusion on GGUF; not clearly the same bug." + "reason": "Same Wan2.2 GGUF area, but one is model loading from single file and the other is LoRA fusion; different code paths." + }, + { + "left": "issue:2883", + "right": "issue:4779", + "accept": false, + "reason": "Both are image-to-video related, but one is a generic pipeline request and the other is a specific ModelScope pipeline request." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the soft-edge decisions are conservative overall. The accepted pairs are plausible duplicates or near-duplicates based on the titles, while the rejected pairs are appropriately cautious and do not overstate identity across different models, scripts, or failure modes. No canonical issue/PR is asserted without support, and the summary does not overclaim a single global bug." + "feedback": "The summary is well grounded in the packet and stays conservative on the ambiguous pairs. The accepted soft edges are defensible duplicates or near-duplicates based on the issue titles and described failure modes, and the rejected pairs are appropriately treated as same-subsystem similarity rather than clear duplicates. The canonical issue choice is also reasonable for this mixed cluster." }, "evaluator_used": true, "retried": false, @@ -9519,10 +9513,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10350", "issue:10472", @@ -9541,17 +9535,17 @@ "issue:2560", "issue:2772", "issue:2774", - "issue:2883", "issue:2891", "issue:3008", "issue:3094", + "issue:3112", "issue:3184", "issue:3569", "issue:3631", "issue:3639", "issue:4000", "issue:4580", - "issue:4779", + "issue:5314", "issue:5433", "issue:5465", "issue:5577", @@ -9574,7 +9568,6 @@ "issue:9953" ], "soft_pairs": [ - "issue:2883|issue:4779", "issue:10653|issue:9953", "issue:10350|issue:12082", "issue:3569|issue:3639", @@ -9598,195 +9591,196 @@ "issue:10472|issue:10848", "issue:8494|issue:852", "issue:2294|issue:7147", - "issue:6183|issue:7210" + "issue:6183|issue:7210", + "issue:3112|issue:5314" ], - "prepared_review_unit_hash": "3869d19c7f88ed381f1cd72f0597f44f79c60aa0528ca70d94baf2dcb24dacca", + "prepared_review_unit_hash": "b30b36c82858c05d5fa132dcdb183e92720e72d2e897f606125b7f52a862459a", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 34770, - "estimated_input_tokens": 8693, - "estimated_eval_tokens": 17642 + "serialized_chars": 34789, + "estimated_input_tokens": 8698, + "estimated_eval_tokens": 17652 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. Two pairs look like true duplicates or near-duplicates around the same code path; the rest are only loosely similar by topic and should stay separate.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "The cluster is mostly noisy, but there are two credible duplicate-like issue pairs: `train_controlnet.py` local data loading (`2772`/`7267`) and `lpw_stable_diffusion` generator handling (`3008`/`3184`). The rest are broad-similarity or clearly distinct bugs/features.", + "confidence": 0.8, + "canonical_issue_reason": "issue:2772 is the best issue anchor because it gives the clearest, most concrete description of the `train_controlnet.py` local dataset loading failure. It reads like the most substantive report in that thread, while issue:7267 is also similar but not clearly a subordinate follow-up from the packet alone.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:2772 is the strongest representative issue because it targets a specific code path (`train_controlnet.py` local data loading) and has the most actionable bug framing. The cluster also contains another likely duplicate-like pair (`3008`/`3184`), so `2772` is the best anchor rather than the only duplicate-like thread.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:2883", - "right": "issue:4779", - "accept": false, - "reason": "Both mention image-to-video, but one is a generic pipeline request and the other is a ModelScope-specific pipeline item; not the same bug/change." - }, { "left": "issue:10653", "right": "issue:9953", "accept": false, - "reason": "Both involve quantized modules and device moves, but one is 8-bit to CPU and the other is moving a quantized component to CUDA; different failure paths." + "reason": "Both are quantized/model device-movement complaints, but one is about `.to(cpu)` after 8bit load and the other about `.to(cuda)` on a quantized component; similar symptom, different bug path." }, { "left": "issue:10350", "right": "issue:12082", "accept": false, - "reason": "Both mention VAE memory, but they target different models and triggers (SD2.1 decoder vs Wan2.1 after compile)." + "reason": "Both mention high VAE memory use, but they concern different models and scenarios (`SD2.1` decoder vs `wan2.1` VAE after compile)." }, { "left": "issue:3569", "right": "issue:3639", "accept": false, - "reason": "These are separate new-pipeline requests for different features (Uni-ControlNet vs GlyphControl)." + "reason": "These are separate new-pipeline requests (`Uni-ControlNet` vs `GlyphControl`), not the same underlying change." }, { "left": "issue:5433", "right": "issue:6295", "accept": false, - "reason": "Both are about DPM++ artifacts, but the reported conditions differ enough (missing refiner vs use_lu_lambdas) that they do not clearly describe one concrete bug." + "reason": "Both discuss scheduler artifacts, but the concrete settings and failure modes differ enough that they do not look like one fixable bug." }, { "left": "issue:2772", "right": "issue:7267", "accept": true, - "reason": "Both describe the same train_controlnet.py local-dataset/local-loading problem; the titles point to the same underlying script bug." + "reason": "Both report `train_controlnet.py` failing on valid local dataset loading, and the second is a much shorter restatement of the same underlying bug." }, { "left": "issue:5577", "right": "issue:6183", "accept": false, - "reason": "Both involve from_single_file, but they hit different model types and different errors (ControlNet key error vs SDXL shape issue)." + "reason": "Both are conversion/loading issues, but one is a `ControlNetModel.from_single_file` KeyError and the other is an SDXL shape mismatch; different failures." }, { "left": "issue:9501", "right": "issue:9727", "accept": false, - "reason": "Both are DreamBooth/FLUX save problems, but one is delayed saving and the other is a multigpu save failure; not clearly the same bug." + "reason": "Both involve FLUX DreamBooth saving, but one is a delayed save and the other is a multigpu save problem; not clearly the same code-path bug." }, { "left": "issue:2089", "right": "issue:3094", "accept": false, - "reason": "Both are OOM reports during training, but they involve different examples and contexts; too broad to be one bug." + "reason": "Both are OOM training reports, but they are for different scripts and contexts; the shared symptom is too broad to treat as a duplicate." }, { "left": "issue:1495", "right": "issue:7147", "accept": false, - "reason": "Both are import errors, but for different symbols and different releases; not the same issue." + "reason": "Both are import errors, but they involve different missing symbols from different modules." }, { "left": "issue:3008", "right": "issue:3184", "accept": true, - "reason": "Both are about lpw_stable_diffusion handling generator lists/invalid torch.randn arguments, which looks like the same concrete pipeline bug." + "reason": "Both point to `lpw_stable_diffusion` mishandling generator inputs on the same pipeline/code path, so they look like the same bug." }, { "left": "issue:12195", "right": "issue:7185", "accept": false, - "reason": "One is a specific AutoencoderKL failure on PyTorch 2.3.1; the other is a general question about PyTorch 2.2.0 support." + "reason": "`torch.library.custom_op` missing in PyTorch 2.3.1 is a specific compatibility break, while the other issue is a broad question about PyTorch 2.2.0 support." }, { "left": "issue:5661", "right": "issue:5917", "accept": false, - "reason": "Both are upgrade-related errors, but they concern unrelated missing names in different code paths." + "reason": "These are different import/version failures in different parts of the library." }, { "left": "issue:2774", "right": "issue:4000", "accept": false, - "reason": "Both are conversion problems, but one is ControlNet safetensors conversion and the other is SD 2.0 ckpt conversion; different tools and likely different bugs." + "reason": "Both are conversion-related, but one is ControlNet safetensors conversion and the other is Stable Diffusion 2.0 ckpt conversion; too broad to merge." }, { "left": "issue:11948", "right": "issue:7209", "accept": false, - "reason": "Both concern offline loading, but one is from_pretrained for WanTransformer3DModel and the other is from_single_file with a local safetensor; different loading paths." + "reason": "Both involve offline loading, but one is `from_pretrained` on WanTransformer3DModel and the other is `from_single_file` on a local safetensor; different API paths." }, { "left": "issue:12458", "right": "issue:12645", "accept": false, - "reason": "One is a batch inference issue/feature request and the other is a speed comparison complaint; not the same bug." + "reason": "Batch inference/feature-request discussion is not the same as a slowdown comparison against ComfyUI." }, { "left": "issue:3631", "right": "issue:4580", "accept": false, - "reason": "Different pipelines and errors: inpainting latents exception vs UniPC schedule/use_karras_sigmas exception." + "reason": "Different pipelines and failures: latents in inpainting vs `use_karras_sigmas` in UniPC scheduling." }, { "left": "issue:5846", "right": "issue:6073", "accept": false, - "reason": "Both are beginner DreamBooth support reports, but they do not identify the same concrete failure." + "reason": "A specific `resume_from_checkpoint` error in SDXL LoRA training is unrelated to a beginner help/setup request." }, { "left": "issue:2392", "right": "issue:2560", "accept": false, - "reason": "Both touch StableDiffusionImg2ImgPipeline, but one is a prompt_embeds validation error and the other is differing outputs with a generator list." + "reason": "One is a prompt_embeds validation bug; the other is differing outputs with generator lists. They do not share the same failure mode." }, { "left": "issue:2459", "right": "issue:771", "accept": false, - "reason": "Unrelated training/setup failures: xformers enablement vs BF16 support." + "reason": "Different training-time compatibility issues (`xformers` enablement vs BF16 support) with no shared bug path." }, { "left": "issue:2891", "right": "issue:5465", "accept": false, - "reason": "Both mention unsupported options/docs mismatches, but they are different features (embeds vs inpaint_strength) and not one bug." + "reason": "Docs/support mismatch for embeds in an upscale pipeline is unrelated to DPM++ artifact issues." }, { "left": "issue:10472", "right": "issue:10848", "accept": false, - "reason": "Both are unexpected-keyword errors, but for different arguments and loading functions; too generic to merge." + "reason": "One is a LoRA `lora_bias` constructor argument error; the other is a `load_model_dict_into_meta` `device` keyword error. Different APIs and failures." }, { "left": "issue:8494", "right": "issue:852", "accept": false, - "reason": "Different unexpected keyword arguments in different versions/code paths; not the same defect." + "reason": "Both are unexpected keyword-argument errors, but for different options (`force_hooks` vs `device_map`) and different versions/platforms." }, { "left": "issue:2294", "right": "issue:7147", "accept": false, - "reason": "Both are import errors, but they reference different missing pipeline symbols and different eras." + "reason": "Different missing imports (`StableDiffusionVideoInpaintPipeline` vs `StableCascadeDecoderPipeline`) and not the same underlying issue." }, { "left": "issue:6183", "right": "issue:7210", "accept": false, - "reason": "One is a from_single_file shape issue and the other is an accelerate dispatch attribute error; unrelated failures." + "reason": "`from_single_file` shape mismatch and `named_parameters` missing during accelerate dispatch are separate pipeline/model integration bugs." + }, + { + "left": "issue:3112", + "right": "issue:5314", + "accept": false, + "reason": "Both are ControlNet-related, but they are different pipeline features rather than the same change." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The evaluation is grounded in the packet and stays conservative. The two accepted pairs are reasonably supported as likely duplicates/near-duplicates, and the remaining pairs are appropriately rejected for being only loosely related or clearly different failure modes. The cluster summary also matches the evidence: mostly heterogeneous with only two plausible duplicate pairs." + "accept": false, + "feedback": "The core anchor choice is reasonable, but the reasoning is a bit too strong for the packet. In particular, calling issue:2772 the cluster\u2019s \"only clear duplicate-like thread\" overstates the evidence because the packet also supports another accepted duplicate-like pair (issue:3008 / issue:3184). Also, describing issue:7267 as a \"follow-up\" is not directly grounded in the provided data. The rest of the soft-edge calls look appropriately conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -9799,10 +9793,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:1013", "issue:10994", @@ -9820,7 +9814,6 @@ "issue:2163", "issue:2371", "issue:2480", - "issue:3112", "issue:3221", "issue:3450", "issue:3694", @@ -9833,12 +9826,12 @@ "issue:5025", "issue:5128", "issue:5226", - "issue:5314", "issue:5442", "issue:5633", "issue:579", "issue:5931", "issue:6574", + "issue:6791", "issue:692", "issue:7223", "issue:7239", @@ -9846,6 +9839,7 @@ "issue:7483", "issue:7708", "issue:7871", + "issue:8659", "issue:9343", "issue:9525", "issue:9803", @@ -9854,7 +9848,6 @@ "issue:9971" ], "soft_pairs": [ - "issue:3112|issue:5314", "issue:12195|issue:12666", "issue:1013|issue:1538", "issue:2371|issue:2480", @@ -9877,186 +9870,187 @@ "issue:9343|issue:9525", "issue:1614|issue:993", "issue:13277|issue:13319", - "issue:2163|issue:3694" + "issue:2163|issue:3694", + "issue:6791|issue:8659" ], - "prepared_review_unit_hash": "964a7151bb94f18a804812e8aaa39c3bb98644817efdda03b912b21b9665ed7b", + "prepared_review_unit_hash": "288343a31a244270d462d2ea8d4d26be16ea93cc94abac4086d205d6b96b2006", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33985, - "estimated_input_tokens": 8497, - "estimated_eval_tokens": 17250 + "serialized_chars": 34034, + "estimated_input_tokens": 8509, + "estimated_eval_tokens": 17274 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated diffusers bugs/feature requests; only one soft pair looks like a true duplicate around the SDXL LoRA-to-Diffusers conversion script. The rest are too broad, different code paths, or only share a subsystem name.", - "confidence": 0.84, - "canonical_issue_reason": "issue:7483 is the better canonical issue for the accepted duplicate pair because it is more specific about the failing SDXL 1.0 base-model conversion path, while issue:4616 is broader and less explicit.", + "summary": "This cluster is mostly heterogeneous and not a true duplicate set. The only likely duplicate pair is the SDXL LoRA conversion-script reports (4616/7483); the rest look like distinct bugs, feature requests, or unrelated failure modes.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 7483 is the clearest, most specific report of the SDXL LoRA conversion-script failure, and it matches the only plausible duplicate pair in this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:7483 is the strongest representative issue in this set: it clearly states the broken script and the SDXL 1.0 base-model condition, making it easier to anchor discussion and deduping.", + "best_issue_reason": "7483 is the best duplicate target here because it describes a concrete, actionable SDXL LoRA conversion problem with the most precise scope.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:3112", - "right": "issue:5314", - "accept": false, - "reason": "Both concern ControlNet/inpainting, but one is a multi-controlnet request and the other is reference inpainting; different change requests, not the same bug." - }, { "left": "issue:12195", "right": "issue:12666", "accept": false, - "reason": "Completely different problems: an AutoencoderKL custom_op compatibility error versus a missing Kandinsky video pipeline release feature." + "reason": "Different problems: PyTorch custom_op incompatibility vs a missing pipeline feature." }, { "left": "issue:1013", "right": "issue:1538", "accept": false, - "reason": "Same pipeline family, but the failures are different: one is a version-compatibility issue and the other is model-specific compatibility with stable-diffusion-2-base." + "reason": "Both mention StableDiffusionMegaPipeline, but one is a version incompatibility and the other is a model-specific failure." }, { "left": "issue:2371", "right": "issue:2480", "accept": false, - "reason": "Different Dreambooth output/checkpoint problems; one is about generated objects not appearing, the other about checkpoint directory layout." + "reason": "Dreambooth-related, but the symptoms differ: missing outputs vs checkpoint directory structure." }, { "left": "issue:4708", "right": "issue:5025", "accept": false, - "reason": "Both are import-related, but one is a generic diffusers.utils import error and the other is specifically missing randn_tensor; not enough evidence they share the same root cause." + "reason": "Both are import issues, but one is a generic diffusers.utils import error and the other is a specific randn_tensor import failure." }, { "left": "issue:9803", "right": "issue:9914", "accept": false, - "reason": "Both mention Flux LoRA loading, but the titles point to different failure modes and Xlabs-specific loading behavior; too broad to treat as the same concrete bug." + "reason": "Both involve Flux LoRA loading, but they appear to be different code paths and failure modes." }, { "left": "issue:1181", "right": "issue:692", "accept": false, - "reason": "A training-from-scratch issue and a request for a fine-tuning example are not the same underlying bug or change." + "reason": "Training from scratch is not the same as asking for a fine-tuning example." }, { "left": "issue:4480", "right": "issue:5931", "accept": false, - "reason": "Different symptoms and likely different root causes: MPS kernel crash with fp16 versus nondeterministic generation." + "reason": "One is an MPS fp16 kernel crash; the other is nondeterministic generation." }, { "left": "issue:10994", "right": "issue:11045", "accept": false, - "reason": "Both involve train_dreambooth_lora_flux, but one crashes with batch size > 1 during training while the other crashes when loading Flux Schnell 1; not the same code-path problem." + "reason": "Same script family, but batch-size crash and model-loading crash are different bugs." }, { "left": "issue:4566", "right": "issue:7239", "accept": false, - "reason": "Checkpoint resume failure and SDXL LoRA shape-mismatch error are distinct issues." + "reason": "Checkpoint resume failure vs SDXL LoRA shape mismatch are distinct issues." }, { "left": "issue:11127", "right": "issue:9971", "accept": false, - "reason": "Both are Flux-related, but one is a QwenImage single-file loading issue and the other is a scheduler issue; different concrete bugs." + "reason": "Different components: QwenImage/Ulysses batch-input failure vs Flux scheduler behavior." }, { "left": "issue:5442", "right": "issue:7243", "accept": false, - "reason": "These are separate model/pipeline feature requests (ScaleCrafter vs ResAdapter), not duplicates." + "reason": "Different pipelines/features; only a broad diffusion-model similarity." }, { "left": "issue:4724", "right": "issue:6574", "accept": false, - "reason": "An SDXL img2img correctness issue and an SVD pipeline warning are unrelated." + "reason": "Img2Img checkpoint behavior and SVD tensor warning are unrelated." }, { "left": "issue:3221", "right": "issue:3450", "accept": false, - "reason": "Different loading APIs and different failure contexts; only the general theme of pipeline loading overlaps." + "reason": "Both are loading-related, but they target different APIs and failures." }, { "left": "issue:579", "right": "issue:7708", "accept": false, - "reason": "Both mention missing config.json, but they target different loading workflows and model types; not clearly the same bug." + "reason": "Both mention config.json, but one is textual inversion and the other is an SDXL model packaging issue." }, { "left": "issue:4616", "right": "issue:7483", "accept": true, - "reason": "Both describe the SDXL LoRA-to-Diffusers conversion script failing for SDXL-based models; same concrete bug/change with closely matching scope." + "reason": "Same underlying bug family: the LoRA-to-Diffusers conversion script failing for SDXL base models." }, { "left": "issue:5128", "right": "issue:7871", "accept": false, - "reason": "A single-file loading error and a blockwise-scale LoRA issue are different problems." + "reason": "Single-file loading error vs blockwise-scale LoRA error are different problems." }, { "left": "issue:1214", "right": "issue:5226", "accept": false, - "reason": "Half-precision CLIPTextModel behavior and SDXL adapter LoRA loading are unrelated." + "reason": "Half-precision CLIPTextModel issue is unrelated to LoRA loading in StableDiffusionXLAdapterPipeline." }, { "left": "issue:1962", "right": "issue:7223", "accept": false, - "reason": "A generic video generation question and a request to add Latte are not duplicates." + "reason": "One is a generic video-generation request; the other is a specific Latte feature proposal." }, { "left": "issue:4210", "right": "issue:5633", "accept": false, - "reason": "UNet attention_mask usage and a transformer_temporal bug are different code paths and different bugs." + "reason": "UNet attention_mask usage question is unrelated to a transformer_temporal.py bug." }, { "left": "issue:9343", "right": "issue:9525", "accept": false, - "reason": "Both are Flux-related, but one is a loading/size mismatch error and the other is lora_scale not taking effect; different defects." + "reason": "Both are Flux-related, but model-loading flags and lora_scale behavior are different code paths." }, { "left": "issue:1614", "right": "issue:993", "accept": false, - "reason": "Both are precision-related, but black-image output on autocast and generic fp16 dtype mismatch are not the same concrete failure." + "reason": "Both involve precision, but one is black outputs and the other is a dtype mismatch error." }, { "left": "issue:13277", "right": "issue:13319", "accept": false, - "reason": "Same Ulysses SP topic, but one fails with batch inputs in the pipeline while the other fails in backward pass; different bugs." + "reason": "Same model family, but forward batch-input failure and backward-pass failure are not the same bug." }, { "left": "issue:2163", "right": "issue:3694", "accept": false, - "reason": "UNet dtype mismatch during training and missing model/config files in the example are unrelated failures." + "reason": "Training script dtype mismatch vs missing model files are different setup/runtime problems." + }, + { + "left": "issue:6791", + "right": "issue:8659", + "accept": false, + "reason": "Same example script, but a general run failure is not the same as resume/inference-loading problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analyst output is grounded in the packet and stays conservative on the soft-edge pairs. The one accepted duplicate pair (issue:4616 / issue:7483) is plausibly the same SDXL LoRA conversion-script bug, and the rest are reasonably rejected as different failure modes, feature requests, or only loosely related subsystem overlaps. The summary does not overstate evidence." + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted 4616/7483 pair is plausibly the same SDXL LoRA conversion-script bug from the titles alone, and the other soft-edge rejections are reasonable given the differing failure modes or feature requests." }, "evaluator_used": true, "retried": false, @@ -10072,10 +10066,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10169", "issue:10591", @@ -10105,7 +10099,6 @@ "issue:6415", "issue:6548", "issue:6741", - "issue:6791", "issue:6914", "issue:7057", "issue:7185", @@ -10114,9 +10107,10 @@ "issue:7589", "issue:8236", "issue:8307", + "issue:8534", "issue:861", "issue:8613", - "issue:8659", + "issue:8708", "issue:8839", "issue:8909", "issue:9141", @@ -10127,7 +10121,6 @@ "issue:9857" ], "soft_pairs": [ - "issue:6791|issue:8659", "issue:5963|issue:6028", "issue:4593|issue:4697", "issue:6383|issue:7185", @@ -10152,198 +10145,199 @@ "issue:3325|issue:3884", "issue:11417|issue:4492", "issue:2459|issue:7057", - "issue:8307|issue:9141" + "issue:8307|issue:9141", + "issue:8534|issue:8708" ], - "prepared_review_unit_hash": "935735cde9dff9cc7f164243105317ba0189630ce8f92a638882fd9f74a87d28", + "prepared_review_unit_hash": "966490c542651aeb8a3b5f57448c152f626c680d23b0f2b86f5d3631e1ade51f", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 34775, - "estimated_input_tokens": 8694, - "estimated_eval_tokens": 17644 + "serialized_chars": 34795, + "estimated_input_tokens": 8699, + "estimated_eval_tokens": 17654 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: many unrelated bug reports across different models, training scripts, and loading paths. Only one clear duplicate pair stands out: 6137 and 8236, both about incorrect LR scheduler step-count calculation in multi-GPU training.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 6137 is the best canonical issue because 8236 is a near-duplicate of the same multi-GPU LR scheduler step-count bug.", + "summary": "Most pairs are only broadly similar (same model family or same kind of error) and should not be merged. The only clear duplicate-like match is the multi-GPU LR scheduler step-count bug: #6137 and #8236.", + "confidence": 0.93, + "canonical_issue_reason": "#6137 is the broader, more general report of the underlying scheduler step-count bug in multi-GPU training, so it is the best canonical issue for the duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "6137 is the strongest representative of the only real duplicate thread in this set; the rest of the items are too diverse to share one underlying fix.", + "best_issue_reason": "#6137 best represents the shared issue because it states the core bug directly, while #8236 is a later, more specific manifestation tied to `--num_train_epochs` in examples.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:6791", - "right": "issue:8659", - "accept": false, - "reason": "Both mention SDXL training, but one is a generic can't-run issue and the other is checkpoint resume/load behavior; different failures and code paths." - }, { "left": "issue:5963", "right": "issue:6028", "accept": false, - "reason": "Same model family, but one is failing when passing embeds instead of prompts and the other is a CUDA OOM; not the same bug." + "reason": "Both are Kandinsky 3.0, but one is about embeds-vs-prompts behavior and the other is CUDA OOM; different bugs." }, { "left": "issue:4593", "right": "issue:4697", "accept": false, - "reason": "Both are LoRA-loading problems, but they affect different scenarios and error conditions; not clearly the same underlying defect." + "reason": "Both concern LoRA loading, but one is a rank mismatch with an A1111 LoRA and the other is a specific LoRA failing after an update; not the same concrete failure." }, { "left": "issue:6383", "right": "issue:7185", "accept": false, - "reason": "A scheduler feature question and a PyTorch version-compatibility question are not duplicate bug reports." + "reason": "Multi-stage learning rates vs PyTorch 2.2 compatibility are unrelated topics." }, { "left": "issue:6176", "right": "issue:8839", "accept": false, - "reason": "Different LoRA issues on different models/scripts; one is loading weights after DreamBooth training, the other is an SD3 LoRA weight error." + "reason": "Both mention LoRA weights, but one is post-training DreamBooth LoRA loading and the other is an SD3 LoRA weight error; different code paths." }, { "left": "issue:7513", "right": "issue:9548", "accept": false, - "reason": "Both involve FLUX/LoRA training, but the reported problems and scripts differ too much to be the same bug." + "reason": "Different models and symptoms: SDXL DreamBooth resource issues vs FLUX DreamBooth LoRA training issues." }, { "left": "issue:3094", "right": "issue:4872", "accept": false, - "reason": "Both are OOM reports, but they concern different examples and model setups; likely separate memory issues." + "reason": "Both are OOM reports, but they affect different training scripts/models and likely different causes." }, { "left": "issue:1214", "right": "issue:7589", "accept": false, - "reason": "Half-precision CLIPTextModel failure is unrelated to GLIGEN layout-to-image behavior." + "reason": "Half-precision CLIPTextModel failure is unrelated to GLIGEN not working." }, { "left": "issue:9799", "right": "issue:9857", "accept": false, - "reason": "Both are tensor-size mismatch errors, but the titles point to different FLUX training paths and likely different root causes." + "reason": "Both are tensor-size mismatch errors, but the model, script, and failure context differ; too generic to treat as the same bug." }, { "left": "issue:10671", "right": "issue:9450", "accept": false, - "reason": "Both mention device/dtype issues, but one is DiffusionPipeline dtype/device access and the other is a multi-GPU tensor device mismatch; not the same bug." + "reason": "One is a deterministic dtype/device lookup issue in DiffusionPipeline; the other is a multi-GPU device placement problem in FluxPipeline." }, { "left": "issue:7057", "right": "issue:861", "accept": false, - "reason": "A broken checkpoint load is not the same as a conversion-from-ckpt problem." + "reason": "A checkpoint loading failure is not the same as a ckpt-to-diffusers conversion problem." }, { "left": "issue:2132", "right": "issue:6741", "accept": false, - "reason": "Different missing-attribute errors in different scripts: Accelerator.trackers vs Namespace.no_flip." + "reason": "Different script-specific errors: missing `trackers` on Accelerator vs missing `no_flip` on Namespace." }, { "left": "issue:3706", "right": "issue:7405", "accept": false, - "reason": "These are model announcement/new-model issues, not duplicates of the same bug or change." + "reason": "They are both model announcements, not the same bug or change." }, { "left": "issue:4389", "right": "issue:9343", "accept": false, - "reason": "Both are model-loading reports, but ControlNet loading and FLUX low_cpu_mem_usage/ignore_mismatched_sizes failures are distinct." + "reason": "ControlNet loading failure vs FLUX loading with `low_cpu_mem_usage=False` and `ignore_mismatched_sizes=True` are different problems." }, { "left": "issue:4697", "right": "issue:6176", "accept": false, - "reason": "Both mention loading LoRA weights, but they are different scenarios with different symptoms and no clear shared code-path bug." + "reason": "Both involve LoRA-related loading, but they describe different workflows and failure modes." }, { "left": "issue:6137", "right": "issue:8236", "accept": true, - "reason": "These describe the same bug: LR scheduler step-count is computed incorrectly in multi-GPU training, with 8236 giving a specific num_train_epochs case of 6137." + "reason": "These describe the same underlying LR scheduler step-count bug under multi-GPU training; #8236 is a later, more specific report of the same issue." }, { "left": "issue:10722", "right": "issue:9857", "accept": false, - "reason": "Both are shape-mismatch reports, but they affect different training setups and do not clearly share one root cause." + "reason": "Both are tensor mismatch errors, but they occur in different FLUX training scenarios with different shapes and contexts." }, { "left": "issue:6415", "right": "issue:6914", "accept": false, - "reason": "Both involve IP-Adapter-FaceID, but one is about unsupported features and the other is an offload-related AttributeError; not the same defect." + "reason": "One is about unsupported IP-Adapter-FaceID/FaceID plus, the other is an AttributeError from `enable_model_cpu_offload()`." }, { "left": "issue:8613", "right": "issue:8909", "accept": false, - "reason": "OOM while using caption_column is unrelated to problems saving text_encoder_ti in a DreamBooth LoRA script." + "reason": "OOM while using `caption_column` is unrelated to problems saving `text_encoder_ti` in a DreamBooth LoRA script." }, { "left": "issue:2941", "right": "issue:6548", "accept": false, - "reason": "Scheduler output quality and RGBA latent handling are different pipeline bugs." + "reason": "Scheduler quality issue vs img2img RGBA latent misclassification are unrelated." }, { "left": "issue:10591", "right": "issue:11314", "accept": false, - "reason": "Different training scripts, different models, and different reported mistakes; not a duplicate bug." + "reason": "Both are training-script complaints, but they target different models and different bugs." }, { "left": "issue:10169", "right": "issue:1976", "accept": false, - "reason": "Both mention config.json, but 1976 is specifically about tokenizer/config.json lookup; 10169 is too generic to confirm the same bug." + "reason": "Missing `config.json` is too generic here; #1976 is specifically about an incorrect `tokenizer/config.json` lookup, not the same reported failure." }, { "left": "issue:3325", "right": "issue:3884", "accept": false, - "reason": "Different scripts and errors: DreamBooth CUDA invalid argument vs text-to-image LoRA failure." + "reason": "CUDA invalid argument in DreamBooth is not the same as an error using `train_text_to_image_lora.py`." }, { "left": "issue:11417", "right": "issue:4492", "accept": false, - "reason": "An AttributeError on DistributedDataParallel.dtype is unrelated to a lowercase boolean NameError." + "reason": "DistributedDataParallel missing `dtype` and a `false` NameError are unrelated." }, { "left": "issue:2459", "right": "issue:7057", "accept": false, - "reason": "xFormers attention not working in a training script is unrelated to a checkpoint load failure." + "reason": "xFormers attention not working in a LoRA training script is unrelated to a checkpoint loading issue." }, { "left": "issue:8307", "right": "issue:9141", "accept": false, - "reason": "Missing StableCascadeUNet API and missing FluxPipeline.from_single_file are different missing-symbol issues." + "reason": "Missing `StableCascadeUNet` and missing `FluxPipeline.from_single_file()` are different API gaps." + }, + { + "left": "issue:8534", + "right": "issue:8708", + "accept": false, + "reason": "Both are SD3 training-script issues, but one is logit-normal weighting and the other is a missing `vae.config.shift_factor`; different concrete bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and suitably conservative. The summary stays within the packet evidence, and the only affirmative soft-edge pair (6137/8236) is well-supported by the closely matching LR-scheduler/multi-GPU titles. The other pairs are rejected cautiously rather than overstated." + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The #6137/#8236 match is well supported by the titles, and the other pairs are reasonably rejected as different bugs rather than over-merged on superficial similarity." }, "evaluator_used": true, "retried": false, @@ -10359,10 +10353,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10128", "issue:10381", @@ -10381,7 +10375,9 @@ "issue:2089", "issue:2299", "issue:2857", + "issue:3032", "issue:3325", + "issue:3497", "issue:3706", "issue:3764", "issue:4000", @@ -10394,6 +10390,7 @@ "issue:4736", "issue:4969", "issue:5578", + "issue:5919", "issue:5934", "issue:6444", "issue:6794", @@ -10404,16 +10401,13 @@ "issue:7854", "issue:8414", "issue:8500", - "issue:8534", "issue:8557", "issue:8614", - "issue:8708", "issue:8833", "issue:8939", "issue:9421" ], "soft_pairs": [ - "issue:8534|issue:8708", "issue:6444|issue:7728", "issue:8500|issue:8557", "issue:1398|issue:1552", @@ -10436,187 +10430,198 @@ "issue:1398|issue:1614", "issue:4566|issue:7133", "issue:12657|issue:13249", - "issue:4229|issue:7757" + "issue:4229|issue:7757", + "issue:3032|issue:3497", + "issue:3497|issue:5919" ], - "prepared_review_unit_hash": "df4e2576b5d9e3761534940afdb53d42c41937e94e7a389001aa04b7a4f13a9d", + "prepared_review_unit_hash": "00021578414f3cc04c550e40b5eef149bd3d779357e1a0397e9cc8b3e2055362", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 24, - "serialized_chars": 34171, - "estimated_input_tokens": 8543, - "estimated_eval_tokens": 17342 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34988, + "estimated_input_tokens": 8747, + "estimated_eval_tokens": 17750 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of unrelated issues (feature requests, model-support questions, file-loading/import errors, and distinct training/runtime bugs). I found no convincing duplicate pairs, and there are no PRs in the cluster.", - "confidence": 0.95, - "canonical_issue_reason": "No canonical issue: the items span multiple unrelated problem types and code paths, so collapsing them into one issue would be incorrect.", + "summary": "Mostly a heterogeneous set of support/issues around model loading, training, precision, and quantization. Only the SD3 token-limit pair looks like a true duplicate; the rest are related only at a broad subsystem level and should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": "issue:8557 is the clearest, most specific representative of the only true duplicate pair (SD3 token limit in training).", "canonical_pr_reason": null, - "best_issue_reason": "issue:10381 is the most detailed, diagnosis-rich report, so it is the best representative anchor if one must pick an issue.", + "best_issue_reason": "issue:8557 is the best global issue candidate because it is the most precise statement of the shared SD3 training token-limit bug.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:8534", - "right": "issue:8708", - "accept": false, - "reason": "Both mention SD3 training, but one is about wrong logit-normal weighting and the other about a missing `shift_factor`; different bugs." - }, { "left": "issue:6444", "right": "issue:7728", "accept": false, - "reason": "Both involve SDXL LoRA training, but one is a `peft_config` checkpointing issue and the other is an Accelerate runtime error; not the same concrete failure." + "reason": "Both are SDXL LoRA/accelerate training failures, but the reported errors differ (peft_config/checkpointing vs accelerate error) and do not look like one concrete bug." }, { "left": "issue:8500", "right": "issue:8557", - "accept": false, - "reason": "Both mention token limits, but one is a general question and the other is a training-specific SD3 report; not enough to treat as one bug." + "accept": true, + "reason": "Same underlying SD3 training token-limit problem; titles and scope match closely enough to treat as duplicates." }, { "left": "issue:1398", "right": "issue:1552", "accept": false, - "reason": "Different problems: Apple Silicon/MPS support for SD2 versus `enable_attention_slicing()` incompatibility." + "reason": "Both mention Stable Diffusion 2 on Apple/MPS-related settings, but one is a platform compatibility issue and the other is attention slicing behavior; not the same bug." }, { "left": "issue:3706", "right": "issue:8414", "accept": false, - "reason": "Both are model-related announcements, but Wuerstchen and ConsistencyTTA are different models/changes." + "reason": "Both are model-related announcements/requests, but Wuerstchen and ConsistencyTTA are different models and changes." }, { "left": "issue:10381", "right": "issue:10798", "accept": false, - "reason": "Both are Flux quantization/LoRA reports, but they involve different backends and symptoms (`Quanto`/Zero GPU spaces vs `bitsandbytes` device-combination bug)." + "reason": "Both involve Flux quantization, but one is inference with quantization+LoRA/Quanto and the other is a bitsandbytes device-combination bug; too different to merge." }, { "left": "issue:1166", "right": "issue:1475", "accept": false, - "reason": "Textual inversion appears in both, but one is a TPU save hang and the other is a multi-class DreamBooth/textual inversion training question." + "reason": "Different training scenarios and failures; one is TPU textual inversion saving hang, the other is mixed class-image DreamBooth/textual inversion training." }, { "left": "issue:3325", "right": "issue:4701", "accept": false, - "reason": "Different failures: DreamBooth CUDA invalid argument versus AutoencoderKL differentiation CUDA error." + "reason": "Different runtime errors in different paths (CUDA invalid argument during DreamBooth vs AutoencoderKL CUDA error when differentiating)." }, { "left": "issue:10128", "right": "issue:2857", "accept": false, - "reason": "These are unrelated feature requests for different models/capabilities (`fastercache` vs UniDiffuser)." + "reason": "Both are feature-support questions, but fastercache and UniDiffuser are unrelated requests." }, { "left": "issue:11396", "right": "issue:4453", "accept": false, - "reason": "Both ask about LoRA conversion, but they target different source models and output ecosystems (hidream/comfyui vs SDXL/AUTO1111)." + "reason": "Both ask about LoRA conversion, but they target different ecosystems and formats (ComfyUI vs AUTO1111) and are not the same change." }, { "left": "issue:4648", "right": "issue:5578", "accept": false, - "reason": "Both are missing-file load errors, but they refer to different missing files and different loading contexts." + "reason": "Both are missing-file loading errors, but they reference different expected files/configs and different model-loading failures." }, { "left": "issue:4708", "right": "issue:4969", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols/modules and likely different root causes." + "reason": "Import errors in the same library area, but the missing symbols/modules differ and do not point to one specific defect." }, { "left": "issue:3764", "right": "issue:5934", "accept": false, - "reason": "Both mention `torch.compile`, but the reported failures are different and not clearly the same code-path bug." + "reason": "Both involve torch.compile, but one is an interpreter-shutdown backend failure and the other is a general compile error; not the same bug." }, { "left": "issue:10928", "right": "issue:8939", "accept": false, - "reason": "Different loading issues: missing `diffusion_pytorch_model.fp16.bin` versus tokenizer loading failure for SD3 medium." + "reason": "Both are model-loading issues, but one is a missing fp16 weight file and the other is a tokenizer loading failure for SD3; different root causes." }, { "left": "issue:6794", "right": "issue:7681", "accept": false, - "reason": "Both are import-time errors, but the missing symbol and dependency failure are unrelated." + "reason": "Both are import-time failures, but they come from unrelated modules and error causes." }, { "left": "issue:8614", "right": "issue:8833", "accept": false, - "reason": "Both mention `config.json`, but they concern different artifacts/models and are not the same loading bug." + "reason": "Both complain about config.json missing, but they involve different models and loading contexts; too broad to unify." }, { "left": "issue:11117", "right": "issue:7854", "accept": false, - "reason": "Both are dtype mismatch runtime errors, but they affect different code paths and error conditions." + "reason": "Both are dtype mismatch runtime errors, but the exact mismatch and affected pipeline differ." }, { "left": "issue:2299", "right": "issue:4000", "accept": false, - "reason": "One asks about fine-tuned checkpoints in Diffusers; the other is about converting an SD2 checkpoint to Diffusers format. Related topic, not the same issue." + "reason": "One asks about fine-tuned checkpoints in Diffusers; the other asks about converting SD2 ckpt to Diffusers format. Related topic, not same bug/change." }, { "left": "issue:1976", "right": "issue:9421", "accept": false, - "reason": "Both are model access/load errors, but they refer to different models and different missing-path situations." + "reason": "Both are tokenizer/path loading errors, but they concern different model identifiers and likely different missing artifacts." }, { "left": "issue:2089", "right": "issue:4736", "accept": false, - "reason": "Both mention training and OOM, but one is DreamBooth on AltDiffusion and the other is SDXL LoRA with an additional invalid-value symptom." + "reason": "Both are memory-related training issues, but they affect different scripts/models and one includes an invalid-value cast error; not the same defect." }, { "left": "issue:1398", "right": "issue:1614", "accept": false, - "reason": "Different SD2/MPS versus autocast black-image behavior; not the same bug." + "reason": "Different Stable Diffusion 2/MPS vs autocast-black-image failures; no clear shared underlying bug." }, { "left": "issue:4566", "right": "issue:7133", "accept": false, - "reason": "Both are checkpoint-resume problems for SDXL LoRA, but one is a generic resume failure and the other is a text-encoder size mismatch; too different to merge." + "reason": "Both involve resuming SDXL LoRA training from checkpoints, but the evidence is insufficient to say they are the same concrete failure." }, { "left": "issue:12657", "right": "issue:13249", "accept": false, - "reason": "Different models and failure reports: Qwen Image Edit quantization versus Z-Image LoRA support." + "reason": "Different model-specific regressions: quantized Qwen Image Edit vs Z-Image LoRA support." }, { "left": "issue:4229", "right": "issue:7757", "accept": false, - "reason": "Both are multi-GPU training issues, but they involve different scripts and different error classes (accelerated training error vs OOM)." + "reason": "Both are multi-GPU training problems, but one is an accelerated DreamBooth error and the other is ControlNet OOM; not one bug." + }, + { + "left": "issue:3032", + "right": "issue:3497", + "accept": false, + "reason": "Both are missing pipeline methods, but they are different methods/classes and separate API issues." + }, + { + "left": "issue:3497", + "right": "issue:5919", + "accept": false, + "reason": "Different API breakages: missing from_ckpt on a pipeline vs missing set_lora_layer on Linear." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, issue:8500 / issue:8557, is well supported by the SD3 token-limit titles, and the rest of the soft-edge verdicts appropriately avoid overclaiming duplication from broad topical similarity alone." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -10628,25 +10633,24 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10453", "issue:10650", "issue:10760", "issue:11417", "issue:11839", + "issue:12009", "issue:1214", "issue:1925", "issue:2091", - "issue:3032", "issue:3061", "issue:3325", "issue:3382", "issue:3454", - "issue:3497", "issue:3774", "issue:4213", "issue:4325", @@ -10659,7 +10663,6 @@ "issue:5811", "issue:5884", "issue:5897", - "issue:5919", "issue:6096", "issue:6131", "issue:6159", @@ -10675,15 +10678,16 @@ "issue:7681", "issue:7735", "issue:7848", + "issue:8871", + "issue:9208", "issue:9497", + "issue:9548", "issue:964", "issue:9643", "issue:9727", "issue:9799" ], "soft_pairs": [ - "issue:3032|issue:3497", - "issue:3497|issue:5919", "issue:4325|issue:6492", "issue:5811|issue:5884", "issue:3325|issue:7619", @@ -10706,192 +10710,194 @@ "issue:9497|issue:9799", "issue:5455|issue:5897", "issue:10760|issue:7681", - "issue:7418|issue:7848" + "issue:7418|issue:7848", + "issue:8871|issue:9548", + "issue:12009|issue:9208" ], - "prepared_review_unit_hash": "766a327c71b41c64442ec4085daf13dcfeb6314509edb5a2fd6149b59050b7b6", + "prepared_review_unit_hash": "bc55ddf53b56ff5edb778c7a748964f2ec886125a6cee8c286b441907ea0cb0f", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 34384, - "estimated_input_tokens": 8596, - "estimated_eval_tokens": 17448 + "serialized_chars": 35013, + "estimated_input_tokens": 8754, + "estimated_eval_tokens": 17764 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many unrelated training/inference/import/runtime bug reports with only one clear duplicate-like pair around `caption_column` validation. Most soft matches are superficial (same pipeline, same framework, or same broad error class) rather than the same underlying bug.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 6821 is the clearest, older report of the `caption_column` validation failure; 7735 appears to be the same bug phrased differently.", + "summary": "Mostly a mixed set of superficially similar issues. The only likely duplicate pair is the two black-image generation reports; the rest are distinct bugs, model-loading failures, or training/config errors that just share broad subsystem keywords.", + "confidence": 0.61, + "canonical_issue_reason": "issue:6492 is the clearest canonical target for the black-image symptom: it is broader and more general than issue:4325, which includes a more specific SDXL warning but the same visible failure.", "canonical_pr_reason": null, - "best_issue_reason": "6821 is the strongest representative issue in the only near-duplicate pair and has the most explicit, concise failure description.", + "best_issue_reason": "issue:6492 is the best representative issue overall because it matches the only strong duplicate pair and is phrased as the general user-facing symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:3032", - "right": "issue:3497", - "accept": false, - "reason": "Both are attribute errors on different pipeline APIs (`from_pretrained` vs `from_ckpt`); not the same bug." - }, - { - "left": "issue:3497", - "right": "issue:5919", - "accept": false, - "reason": "Different missing attributes (`from_ckpt` vs `set_lora_layer`) and different code paths." - }, { "left": "issue:4325", "right": "issue:6492", - "accept": false, - "reason": "Both mention black images, but one is an SDXL runtime warning/cast issue and the other is a broad symptom report; too vague to treat as the same bug." + "accept": true, + "reason": "Both report black images during generation; 4325 adds a warning, but the core symptom and likely fix area are the same." }, { "left": "issue:5811", "right": "issue:5884", "accept": false, - "reason": "One is about callback arguments, the other about IP-Adapter support; distinct feature changes." + "reason": "One is about callback_on_step_end support, the other about IP-Adapter support; different features and different code paths." }, { "left": "issue:3325", "right": "issue:7619", "accept": false, - "reason": "Both involve `train_dreambooth.py`, but the reported failures are different (`CUDA invalid argument` vs channel mismatch)." + "reason": "Both are Dreambooth-related, but one is a CUDA invalid-argument crash and the other is a channel-shape error; not the same bug." }, { "left": "issue:1925", "right": "issue:964", "accept": false, - "reason": "Half-precision inpainting vs generic inpainting failure; not clearly the same issue." + "reason": "Both mention inpainting, but 1925 is specifically half-precision failure while 964 is a general inpainting example failure." }, { "left": "issue:6226", "right": "issue:6446", "accept": false, - "reason": "Both are loading problems, but the targets and failure modes differ substantially." + "reason": "These describe unrelated loading problems in different contexts; shared diffusion-model loading is too broad to merge." }, { "left": "issue:11417", "right": "issue:6351", "accept": false, - "reason": "Both are DDP attribute errors, but they involve different missing attributes and likely different fixes." + "reason": "Both involve DDP wrapper attribute access, but one is missing dtype and the other is missing disable_adapters; different concrete failures." }, { "left": "issue:5314", "right": "issue:5474", "accept": false, - "reason": "Related ControlNet/reference themes, but one is a pipeline request and the other is a different reference-only concept." + "reason": "A new pipeline request and a different reference-only pipeline proposal are not the same bug or change." }, { "left": "issue:3454", "right": "issue:5502", "accept": false, - "reason": "Different training scripts and different compatibility problems; not the same bug." + "reason": "Different training scripts and different failures; one is a latest-version runtime issue, the other is fp16 support in custom diffusion training." }, { "left": "issue:5465", "right": "issue:6159", "accept": false, - "reason": "Different pipelines and different unsupported parameters (`inpaint_strength` vs `denoising_end`)." + "reason": "Both are parameter-support gaps, but for different pipelines and different arguments; not one underlying defect." }, { "left": "issue:1214", "right": "issue:4213", "accept": false, - "reason": "Half-precision CLIP bug vs single-file SDXL loading without accelerate; unrelated." + "reason": "Half-precision CLIPTextModel failure and missing-accelerate from_single_file loading are unrelated." }, { "left": "issue:6131", "right": "issue:6561", "accept": false, - "reason": "One is an IP-Adapter support failure, the other is a missing model file/config error." + "reason": "One is an IP-Adapter feature not working, the other is a missing config file for a model repo; different root causes." }, { "left": "issue:2091", "right": "issue:3382", "accept": false, - "reason": "Both concern multi-GPU training, but one is checkpoint resume and the other is OOM behavior." + "reason": "Checkpoint resume/multi-GPU behavior and multi-GPU OOM are different training issues." }, { "left": "issue:10453", "right": "issue:9643", "accept": false, - "reason": "Different model families and different limitations (`batch size > 1` vs multiple ControlNets)." + "reason": "Both are model capability limitations, but batch-size >1 for Hunyuan Video is unrelated to multiple ControlNets in Flux." }, { "left": "issue:4375", "right": "issue:6096", "accept": false, - "reason": "Both involve `torch.compile`, but the model-specific failure modes differ; not enough to call them the same bug." + "reason": "Both involve torch.compile crashes, but the model paths and exceptions differ; too broad to treat as one bug." }, { "left": "issue:10650", "right": "issue:11839", "accept": false, - "reason": "Both are shape/input-size errors, but on different models and different loading paths." + "reason": "Both are invalid-size errors, but they affect different models/pipelines and likely different shape assumptions." }, { "left": "issue:2091", "right": "issue:3774", "accept": false, - "reason": "Different multi-GPU training issues: checkpoint resume vs zero3 memory savings." + "reason": "Checkpoint resumption and ZeRO3 memory savings are separate training concerns, not the same bug." }, { "left": "issue:9497", "right": "issue:9727", "accept": false, - "reason": "Both are Flux Dreambooth reports, but the errors are different (`mat2` shape vs save problem on multigpu)." + "reason": "Both are Flux dreambooth issues, but one is a matmul shape error and the other is a multigpu save problem." }, { "left": "issue:3061", "right": "issue:6548", "accept": false, - "reason": "Reproducibility issue vs RGBA/image-as-latents bug; not the same underlying defect." + "reason": "A reproducibility complaint is not the same as an RGBA latents-handling bug in img2img." }, { "left": "issue:6821", "right": "issue:7735", - "accept": true, - "reason": "Near-identical `caption_column` validation failure in the training CLI; same underlying bug and likely duplicate report." + "accept": false, + "reason": "Both mention caption_column, but one is about an invalid allowed value and the other about a missing column; different validation failures." }, { "left": "issue:9497", "right": "issue:9799", "accept": false, - "reason": "Both are Flux training errors, but the tensor-shape failures are different." + "reason": "Different runtime shape mismatches in different Flux-related contexts; no clear shared code-path." }, { "left": "issue:5455", "right": "issue:5897", "accept": false, - "reason": "Both are LoRA training failures, but they are different scripts and different error types." + "reason": "A notebook subprocess failure and a device-mismatch LoRA training error are unrelated." }, { "left": "issue:10760", "right": "issue:7681", "accept": false, - "reason": "An import/export attribute bug vs an environment/OpenSSL import failure; unrelated." + "reason": "Importing a removed class and an OpenSSL/X509 import failure are unrelated import-time errors." }, { "left": "issue:7418", "right": "issue:7848", "accept": false, - "reason": "Same community example file family, but one is a code bug and the other is a decoding issue; not clearly the same bug." + "reason": "These are different community pipelines with different decoding/implementation issues." + }, + { + "left": "issue:8871", + "right": "issue:9548", + "accept": false, + "reason": "An fp16 gradient unscale failure and a Flux Dreambooth multigpu save issue are distinct training bugs." + }, + { + "left": "issue:12009", + "right": "issue:9208", + "accept": false, + "reason": "Both are from_single_file loading failures, but they concern different models and formats; not the same concrete bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: it correctly identifies the only clear duplicate-like pair (6821/7735) and treats the rest conservatively as superficially similar rather than the same bug. The soft-edge rejections are cautious and supported by the titles/body metadata. No overstatement noted." + "feedback": "The analysis is grounded in the packet and stays conservative overall. The only accepted soft pair, issue:4325 \u2194 issue:6492, is supported by the shared black-image symptom, and the rest of the rejections avoid overclaiming duplicate status from broad subsystem similarity. The summary matches the evidence without overstating it." }, "evaluator_used": true, "retried": false, @@ -10907,15 +10913,14 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:1082", "issue:11247", "issue:11410", - "issue:12009", "issue:12587", "issue:1260", "issue:12699", @@ -10929,8 +10934,10 @@ "issue:2437", "issue:2578", "issue:281", + "issue:3061", "issue:3152", "issue:4213", + "issue:4483", "issue:4566", "issue:4911", "issue:4969", @@ -10951,19 +10958,15 @@ "issue:7147", "issue:725", "issue:7757", - "issue:8871", + "issue:8686", "issue:8939", "issue:8956", "issue:9051", - "issue:9208", "issue:9527", - "issue:9548", "issue:9667", "issue:9841" ], "soft_pairs": [ - "issue:8871|issue:9548", - "issue:12009|issue:9208", "issue:1672|issue:2299", "issue:3152|issue:4969", "issue:1260|issue:7147", @@ -10985,190 +10988,189 @@ "issue:11410|issue:9667", "issue:281|issue:725", "issue:8939|issue:8956", - "issue:13073|issue:9051" + "issue:13073|issue:9051", + "issue:3061|issue:4483", + "issue:6964|issue:8686" ], - "prepared_review_unit_hash": "13c5d6ef4dbf97229d641e2f2f6b6d9660dc32031f0ca176be8da301e28ffce2", + "prepared_review_unit_hash": "fd99d15f6d3508c1c6e6c5af9e00f5202ed36bd812da6a18df2b0419fb824159", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 34565, - "estimated_input_tokens": 8642, - "estimated_eval_tokens": 17540 + "serialized_chars": 33950, + "estimated_input_tokens": 8488, + "estimated_eval_tokens": 17232 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of unrelated training/loading bugs. Only the Accelerate/model-loading feature requests (281 and 725) look like the same underlying change; the rest are too contextually different to merge as duplicates.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 725 is the clearest concrete version of the shared model-loading optimization request and overlaps directly with issue 281\u2019s ask to natively use Accelerate to reduce memory during model loading.", + "summary": "These are mostly thematically related diffusers issues, but the proposed soft pairs do not describe the same concrete bug/change. They span different models, pipelines, training scripts, and failure modes, so none should be merged as duplicates from the available evidence.", + "confidence": 0.81, + "canonical_issue_reason": "Issue #2331 is the broadest, most central ControlNet feature request in the set and has the strongest discussion/inbound-reference signal, making it the best representative issue if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 725 is the strongest canonical candidate because it is specific, actionable, and the only near-duplicate pair in the set clearly points to the same feature area.", + "best_issue_reason": "Issue #2331 is the most suitable global issue representative because it anchors the ControlNet pipeline area that several other issues touch, while still being a distinct, well-scoped canonical discussion.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:8871", - "right": "issue:9548", - "accept": false, - "reason": "Both mention LoRA/Flux training, but the reported failures and scopes differ; this is not the same concrete bug." - }, - { - "left": "issue:12009", - "right": "issue:9208", - "accept": false, - "reason": "Both are from_single_file loading failures, but they affect different model families and fail for different reasons." - }, { "left": "issue:1672", "right": "issue:2299", "accept": false, - "reason": "Both relate to checkpoint conversion/loading, but one is about wrong output image size and the other is about fast-stable-diffusion checkpoint support." + "reason": "Both concern converted Stable Diffusion checkpoints, but one is about output image size after ckpt-to-diffusers conversion and the other is about loading fast-stable-diffusion fine-tuned checkpoints; different failure modes." }, { "left": "issue:3152", "right": "issue:4969", "accept": false, - "reason": "Generic import errors, but they refer to different missing symbols and unrelated code paths." + "reason": "Both are import errors, but they involve unrelated TensorFlow and diffusers symbols/modules, so they are not the same bug." }, { "left": "issue:1260", "right": "issue:7147", "accept": false, - "reason": "Both are import-name failures, but they concern different pipeline classes and do not indicate the same bug." + "reason": "Both are import-name problems, but they target different missing pipeline classes and different releases/features." }, { "left": "issue:12699", "right": "issue:12720", "accept": false, - "reason": "One is a video quality regression over repeated prompts, the other is a quantization-after-LoRA question; different problems." + "reason": "One is about video quality degrading after repeated prompt calls, the other about quantizing Wan 2.2 VACE after loading LoRA; different behavior and code path." }, { "left": "issue:4911", "right": "issue:5128", "accept": false, - "reason": "Both involve from_single_file, but they concern different model types and different missing/invalid loading data." + "reason": "Both involve from_single_file loading, but one is a custom text encoder loading problem and the other is a local safetensors model loading issue." }, { "left": "issue:2578", "right": "issue:4213", "accept": false, - "reason": "Editable install trouble is unrelated to SDXL from_single_file needing accelerate." + "reason": "Editable install failure vs. SDXL from_single_file requiring accelerate; related packaging/loading area, but not the same underlying defect." }, { "left": "issue:6353", "right": "issue:7146", "accept": false, - "reason": "Training-example error vs CUDA OOM; same broad area, but not the same underlying bug." + "reason": "Both mention SDXL training and errors, but one is a controlnet training example failure while the other is a CUDA OOM during text-to-image fine-tuning." }, { "left": "issue:6154", "right": "issue:6967", "accept": false, - "reason": "Different training scripts and different failures; not mergeable as one defect." + "reason": "Both are SDXL training issues, but one is on M2 Mac LoRA training and the other is a prior-preservation shape mismatch in an advanced DreamBooth LoRA script." }, { "left": "issue:6415", "right": "issue:6561", "accept": false, - "reason": "One is about feature/model support, the other about a missing repository file during loading." + "reason": "Both are about IP-Adapter-related support/loading, but one is FaceID feature support and the other is a missing image_encoder config file." }, { "left": "issue:11247", "right": "issue:9527", "accept": false, - "reason": "Multi-GPU distribution problem vs dtype mismatch; related to ControlNet/FLUX but not the same code-path bug." + "reason": "Both mention multi-GPU/controlnet/Flux-style distribution, but one is about distributing FluxTransformer2DModel with controlnet and the other is a dtype mismatch between controlnet and main pipeline." }, { "left": "issue:2331", "right": "issue:2437", "accept": false, - "reason": "Separate feature requests for different pipelines; same subsystem, different changes." + "reason": "Different feature requests: ControlNet pipeline versus T2I-Adapter pipeline. Same ecosystem, not the same change." }, { "left": "issue:222", "right": "issue:684", "accept": false, - "reason": "Broad training runtime failures, but one is general and the other is AMD-specific memory optimization behavior." + "reason": "Training runtime error on generic setup vs. AMD-specific memory optimization failure; different environments and causes." }, { "left": "issue:1082", "right": "issue:5897", "accept": false, - "reason": "Different LoRA/DreamBooth runtime errors with distinct failure modes and code paths." + "reason": "Both are training runtime failures, but one is a CUDA cublas execution error during DreamBooth and the other is a device-mismatch error in LoRA training." }, { "left": "issue:12587", "right": "issue:6203", "accept": false, - "reason": "These are different questions about different ControlNet conditions." + "reason": "One is a question about context_pre_only usage, the other is about SDXL ControlNet image-size conditioning; not the same bug." }, { "left": "issue:4566", "right": "issue:9841", "accept": false, - "reason": "Checkpoint resume issue vs use_dora TypeError; both in SDXL LoRA training, but not the same bug." + "reason": "Both are LoRA training issues, but one is resume-from-checkpoint and the other is a TypeError when use_dora is False; different code paths." }, { "left": "issue:1976", "right": "issue:579", "accept": false, - "reason": "Both are config-file lookup errors, but they are for different missing files and different loading flows." + "reason": "Both are missing-config/file lookup errors, but they concern different components and assets (tokenizer config vs textual inversion config)." }, { "left": "issue:6146", "right": "issue:7757", "accept": false, - "reason": "Both concern multi-GPU training, but one is DreamBooth LoRA and the other is ControlNet SDXL OOM; not the same defect." + "reason": "Both relate to multi-GPU training, but they are different scripts and problems: DreamBooth LoRA multi-GPU vs ControlNet SDXL OOM." }, { "left": "issue:6218", "right": "issue:6964", "accept": false, - "reason": "Both involve ControlNet pipelines, but the failures are different and not the same underlying bug." + "reason": "Both involve ControlNet pipelines, but one is batched seeds behavior and the other is 4-channel UNet support; not the same defect." }, { "left": "issue:11410", "right": "issue:9667", "accept": false, - "reason": "Completely different failures: attention tensor unpacking vs loading a flux fp8 model." + "reason": "Both reference attention/transformer code, but one is an unpacking error in attention_processor and the other is loading a flux fp8 model with a local transformer file." }, { "left": "issue:281", "right": "issue:725", - "accept": true, - "reason": "Same underlying feature request: integrate Accelerate/device_map into DiffusionPipeline loading to reduce memory use; 725 is a more concrete restatement of 281." + "accept": false, + "reason": "Both concern memory/loading optimizations, but one asks to natively use Accelerate and the other is about adding device map and accelerate to DiffusionPipeline; overlapping area, not duplicate." }, { "left": "issue:8939", "right": "issue:8956", "accept": false, - "reason": "Both are model-loading issues, but they involve different pipelines/models and different missing tokenizer/model assets." + "reason": "Both are model-loading errors for diffusion models, but they affect different model families and tokenizer/model asset layouts." }, { "left": "issue:13073", "right": "issue:9051", "accept": false, - "reason": "Different pipeline behavior problems: guidance-scale support in ZImageControlNetPipeline vs batch inference in FluxPipeline." + "reason": "Both are pipeline capability limitations, but one is ZImageControlNet guidance_scale behavior and the other is FluxPipeline batch inference support." + }, + { + "left": "issue:3061", + "right": "issue:4483", + "accept": false, + "reason": "Both are reproducibility-related, but one is general Stable Diffusion pipeline reproducibility and the other is SDXL generator determinism; similar class of issue, not the same bug." + }, + { + "left": "issue:6964", + "right": "issue:8686", + "accept": false, + "reason": "Both are ControlNet pipeline issues, but one is 4-channel UNet compatibility and the other is SDXLCFGCutoffCallback support." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded in the packet and appropriately conservative: the 281/725 pair is the only clearly same-bug/feature match, and the other soft-edge rejections do not overclaim equivalence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -11180,10 +11182,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10026", "issue:10226", @@ -11194,13 +11196,14 @@ "issue:1305", "issue:13079", "issue:1486", + "issue:2185", "issue:2210", "issue:2774", + "issue:2875", "issue:2904", "issue:2941", "issue:2947", "issue:3019", - "issue:3061", "issue:3451", "issue:3565", "issue:4137", @@ -11212,7 +11215,6 @@ "issue:6224", "issue:6280", "issue:6481", - "issue:6964", "issue:7142", "issue:7146", "issue:7178", @@ -11225,7 +11227,6 @@ "issue:7782", "issue:8504", "issue:852", - "issue:8686", "issue:9026", "issue:9141", "issue:9270", @@ -11235,8 +11236,6 @@ "issue:9911" ], "soft_pairs": [ - "issue:3061|issue:4483", - "issue:6964|issue:8686", "issue:2904|issue:2947", "issue:10920|issue:1486", "issue:5510|issue:6082", @@ -11259,186 +11258,181 @@ "issue:6280|issue:9141", "issue:10026|issue:9911", "issue:6481|issue:730", - "issue:3451|issue:3565" + "issue:3451|issue:3565", + "issue:2185|issue:2875" ], - "prepared_review_unit_hash": "634f678bdf46a0b81863211b16965048c72ad2a00f506b35a3584cd8041a6230", + "prepared_review_unit_hash": "304da58e4e207a97290f3551cbc301a3d6f995dab02f2163b60d681c98e6b1e0", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 25, - "serialized_chars": 34469, - "estimated_input_tokens": 8618, - "estimated_eval_tokens": 17492 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33599, + "estimated_input_tokens": 8400, + "estimated_eval_tokens": 17056 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the soft pairs share only broad topical similarity (e.g., memory, LoRA, scheduler, Flux) but not the same concrete bug or fix path. No duplicate pair is strong enough to merge, so there is no clear canonical issue in this set.", + "summary": "Mostly unrelated issues with superficial title similarity only; none of the soft pairs look like true duplicates or the same fix path.", "confidence": 0.95, - "canonical_issue_reason": null, + "canonical_issue_reason": "No single canonical issue stands out: the cluster is heterogeneous (training, schedulers, conversion, memory, LoRA, and pipeline bugs) and the soft pairs are only broad topical overlaps.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 9497 is the most concrete and well-scoped Flux training failure in the set, but it still should not be treated as the umbrella for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:3061", - "right": "issue:4483", - "accept": false, - "reason": "Both mention nondeterminism, but one is a generic Stable Diffusion reproducibility complaint and the other is an SDXL generator determinism issue; different code paths and failure modes." - }, - { - "left": "issue:6964", - "right": "issue:8686", - "accept": false, - "reason": "One is about 4-channel UNet support in inpaint pipelines; the other is a callback incompatibility with ControlNet pipelines. Related subsystem, different bug." - }, { "left": "issue:2904", "right": "issue:2947", "accept": false, - "reason": "AudioLDM scheduler AttributeError and missing load_attn_procs on UNet are unrelated API/runtime failures." + "reason": "Different failures in different components: AudioLDM pipeline scheduler NoneType vs UNet attention-proc attribute missing." }, { "left": "issue:10920", "right": "issue:1486", "accept": false, - "reason": "Both involve DDIM-like schedulers, but one is DDIMInverseScheduler inf on first iteration and the other is DDIMScheduler with prediction_type='sample'; different bug locations." + "reason": "Both involve sample-mode scheduler math, but one is DDIMInverseScheduler first-iteration infs and the other is DDIMScheduler behavior; not the same bug." }, { "left": "issue:5510", "right": "issue:6082", "accept": false, - "reason": "Both are dtype mismatch errors, but they occur in different pipelines with different concrete errors and likely different fixes." + "reason": "Both are dtype mismatch runtime errors, but in different pipelines and with no evidence of the same code path or fix." }, { "left": "issue:2941", "right": "issue:4483", "accept": false, - "reason": "EulerAncestralDiscreteScheduler incorrect results is not the same as generator non-determinism; different symptoms and likely different causes." + "reason": "One is EulerAncestralDiscreteScheduler output quality, the other SDXL generator nondeterminism; different symptoms and causes." }, { "left": "issue:6224", "right": "issue:7146", "accept": false, - "reason": "TorchDynamo fine-tuning failure and SDXL training OOM are separate training issues." + "reason": "TorchDynamo fine-tuning issue vs SDXL CUDA OOM during training; same broad area, not the same defect." }, { "left": "issue:10350", "right": "issue:10569", "accept": false, - "reason": "Both are memory complaints, but one is VAE decoder memory in SD2.1 and the other is CPU memory usage in HunyuanVideo; different components." + "reason": "Both mention memory use, but for different models/components: SD2.1 VAE decoder vs HunyuanVideo on CPU." }, { "left": "issue:6481", "right": "issue:761", "accept": false, - "reason": "DreamBooth batch-size failure and 8-bit Adam failure are distinct training/optimizer problems." + "reason": "DreamBooth batch-size failure and 8-bit Adam failure are distinct training problems with different triggers." }, { "left": "issue:7185", "right": "issue:9810", "accept": false, - "reason": "PyTorch version support question and LoRA module_to_save() support are unrelated issues." + "reason": "PyTorch version support question vs LoRA module_to_save API gap; unrelated concerns." }, { "left": "issue:4213", "right": "issue:7178", "accept": false, - "reason": "from_single_file() dependency issue and export_to_video malfunction are unrelated pipeline problems." + "reason": "Missing from_single_file support for an SDXL pipeline vs export_to_video malfunction; unrelated code paths." }, { "left": "issue:9270", "right": "issue:9514", "accept": false, - "reason": "Both are Flux/LoRA-related, but one is incomplete support in SimpleTuner and the other is loading LoRA after fp8 quantization; not the same bug." + "reason": "Both concern Flux/LoRA, but one is SimpleTuner training support and the other is loading weights after fp8 quantization." }, { "left": "issue:1305", "right": "issue:3019", "accept": false, - "reason": "Direct Inversion and SAM-based text-guided editing are different feature requests/proposals." + "reason": "Completely different feature requests/papers: Direct Inversion vs segment-anything text-guided editing." }, { "left": "issue:13079", "right": "issue:7629", "accept": false, - "reason": "Both mention OOM, but one is FLUX.2-klein in a loop and the other is SVD on PyTorch 1.13.1; different model/runtime contexts." + "reason": "Both are OOM reports, but on different models and scenarios: FLUX.2-klein loop vs SVD on old PyTorch." }, { "left": "issue:5846", "right": "issue:7330", "accept": false, - "reason": "Both are training-script errors, but resume_from_checkpoint and FP16 unscale are different bugs." + "reason": "Both are training-script errors, but one is resume/checkpoint handling and the other is FP16 gradient unscale during LoRA training." }, { "left": "issue:2210", "right": "issue:8504", "accept": false, - "reason": "General request to train text encoder with LoRA and a specific SD3-Medium text-encoder selection feature are overlapping themes, but not the same change." + "reason": "Both are LoRA/text-encoder related, but one requests training the text encoder and the other asks for selecting which encoders to train in SD3-Medium." }, { "left": "issue:2774", "right": "issue:7782", "accept": false, - "reason": "Both are conversion errors, but one is ControlNet safetensors-to-diffusers and the other is invalid safetensors loading; different failure modes." + "reason": "Both are conversion/unpickling problems, but they involve different failure modes and file handling paths." }, { "left": "issue:11023", "right": "issue:7221", "accept": false, - "reason": "Both concern bad image outputs, but one is blur with a custom pipeline and the other is noisy output with a model file; not enough to unify." + "reason": "Blurred output in a custom pipeline and noisy output from a model checkpoint are too vague to be the same underlying bug." }, { "left": "issue:4137", "right": "issue:7142", "accept": false, - "reason": "Both compare diffusers to WebUI, but one is LoRA result mismatch and the other is SDXL-lightning inference mismatch; different pipelines and change targets." + "reason": "Inference mismatch with WebUI in two different contexts; no concrete shared code path or identical defect." }, { "left": "issue:852", "right": "issue:9026", "accept": false, - "reason": "Both are unexpected keyword-argument errors, but they affect different APIs and versions; not the same underlying bug." + "reason": "Both are API incompatibilities, but against different functions and kwargs; not the same issue." }, { "left": "issue:10226", "right": "issue:9497", "accept": false, - "reason": "Both are Flux DreamBooth/LoRA training errors, but the reported failures are different shape/type mismatches and may stem from different code paths." + "reason": "Both are Flux Dreambooth training errors, but one is tensor size mismatch and the other is mat2 dimensionality; distinct failure points." }, { "left": "issue:6280", "right": "issue:9141", "accept": false, - "reason": "Both are about missing from_single_file support, but one is a specific ControlNet img2img pipeline and the other is the FluxPipeline API." + "reason": "Same missing-from_single_file theme, but for different pipeline classes; separate support gaps rather than one duplicate bug." }, { "left": "issue:10026", "right": "issue:9911", "accept": false, - "reason": "DeepSpeed memory scaling and multi-ControlNet layer-length mismatch are unrelated Flux issues." + "reason": "Both mention Flux controlnet training, but one is memory scaling under DeepSpeed and the other is a multi-controlnet shape mismatch." }, { "left": "issue:6481", "right": "issue:730", "accept": false, - "reason": "DreamBooth batch-size >1 failure and local-vs-Colab training differences are not the same defect." + "reason": "DreamBooth batch-size >1 failure vs local-vs-Colab training behavior; different underlying problems." }, { "left": "issue:3451", "right": "issue:3565", "accept": false, - "reason": "Both involve memory during training, but one is fp16 using more memory than fp32 and the other is generic OOM in a text-to-image example; different root causes." + "reason": "fp16 higher memory than fp32 in a training script vs generic text-to-image OOM; related theme, but not the same bug." + }, + { + "left": "issue:2185", + "right": "issue:2875", + "accept": false, + "reason": "Missing config files for a naive text-to-image example vs training loss becoming NaN; unrelated issues." } ] }, @@ -11457,10 +11451,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10226", "issue:10392", @@ -11474,14 +11468,12 @@ "issue:1540", "issue:1541", "issue:1672", - "issue:2185", - "issue:2875", + "issue:1988", "issue:3284", "issue:3454", "issue:4086", "issue:4094", "issue:4125", - "issue:4368", "issue:4398", "issue:4405", "issue:4875", @@ -11492,17 +11484,19 @@ "issue:5791", "issue:5798", "issue:5956", + "issue:5966", "issue:6117", "issue:6154", "issue:6232", "issue:6297", - "issue:6362", "issue:6382", "issue:6967", "issue:7589", + "issue:7658", "issue:8589", "issue:9278", "issue:9420", + "issue:9476", "issue:9497", "issue:9546", "issue:9667", @@ -11512,11 +11506,11 @@ "issue:993" ], "soft_pairs": [ - "issue:2185|issue:2875", "issue:4125|issue:5956", "issue:11853|issue:6382", "issue:11117|issue:5510", "issue:1672|issue:993", + "issue:1988|issue:9476", "issue:10226|issue:6967", "issue:5791|issue:8589", "issue:4398|issue:9841", @@ -11534,187 +11528,187 @@ "issue:10392|issue:9420", "issue:5016|issue:6297", "issue:1540|issue:1541", - "issue:4368|issue:6362", - "issue:6117|issue:6232" + "issue:6117|issue:6232", + "issue:5966|issue:7658" ], - "prepared_review_unit_hash": "26b2ca33dc142aeb2bbbf022113fff08b71276a52ee6d194dbb861ad20722b53", + "prepared_review_unit_hash": "64c563357038b673ea22b8478f2eee4fd42e769760bb8d2d7264d65dce647605", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34163, - "estimated_input_tokens": 8541, - "estimated_eval_tokens": 17338 + "serialized_chars": 34274, + "estimated_input_tokens": 8569, + "estimated_eval_tokens": 17394 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mixed set of training/loading/performance reports across DreamBooth, LoRA, Flux, SDXL, IP-Adapter, and schedulers. Only the two DreamBooth MODEL_TYPE issues look like a true duplicate pair; the rest are similar in wording but describe different bugs or change requests.", - "confidence": 0.79, - "canonical_issue_reason": "issue:1541 is the clearest representative of the duplicate DreamBooth MODEL_TYPE / CKPT loading failure and states the root symptom more directly than 1540.", + "summary": "The cluster is mostly heterogeneous and dominated by title similarity rather than true duplicates. Only the Dreambooth MODEL_TYPE pair looks like a real duplicate; the rest should stay separate.", + "confidence": 0.71, + "canonical_issue_reason": "issue:1541 is the clearest concrete bug report and best matches the only obvious duplicate pair about Dreambooth MODEL_TYPE / CKPT loading.", "canonical_pr_reason": null, - "best_issue_reason": "issue:1541 is the best single issue to anchor this cluster because it cleanly captures the DreamBooth checkpoint-loading / MODEL_TYPE failure mode.", + "best_issue_reason": "issue:1541 is the most specific and actionable issue in the cluster; it names the actual failure mode more clearly than 1540.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:2185", - "right": "issue:2875", - "accept": false, - "reason": "One is missing training config files; the other is a training-stability/nan-loss problem." - }, { "left": "issue:4125", "right": "issue:5956", "accept": false, - "reason": "Both concern training behavior, but they are different models and different symptoms (expected loss curve vs degraded image quality)." + "reason": "Both are training-quality complaints, but they concern different models and symptoms, not the same bug." }, { "left": "issue:11853", "right": "issue:6382", "accept": false, - "reason": "Both mention IP-Adapter, but one is a ControlNet/IP-Adapter loading size conflict and the other is an LCM LoRA key error after training." + "reason": "Both mention IP-Adapter, but one is a load-time key error and the other is a controlnet/IP-adapter conflict; different failure paths." }, { "left": "issue:11117", "right": "issue:5510", "accept": false, - "reason": "Different pipelines and different dtype mismatch sites; not the same bug." + "reason": "Both are dtype mismatch errors, but in different pipelines and code paths, so they are not clearly the same bug." }, { "left": "issue:1672", "right": "issue:993", "accept": false, - "reason": "Wrong image size after conversion is unrelated to an fp16 data-type mismatch." + "reason": "Image-size conversion failure vs fp16 dtype mismatch; unrelated issues." + }, + { + "left": "issue:1988", + "right": "issue:9476", + "accept": false, + "reason": "Both are type/bias mismatches, but they occur in different scripts and model families; not the same concrete defect." }, { "left": "issue:10226", "right": "issue:6967", "accept": false, - "reason": "Both are shape-mismatch reports, but they involve different models and different training contexts (Flux LoRA vs SDXL prior preservation)." + "reason": "Both involve shape mismatches in Dreambooth/LoRA, but the model setups and reported failures differ too much to merge." }, { "left": "issue:5791", "right": "issue:8589", "accept": false, - "reason": "Both mention prior preservation, but one is a parameter-combination question and the other is an SD3-specific prior-preservation training failure." + "reason": "Both mention prior preservation, but one is about interaction with SNR gamma and the other is a separate SD3 training issue." }, { "left": "issue:4398", "right": "issue:9841", "accept": false, - "reason": "Black outputs and a use_dora TypeError are different failure modes." + "reason": "Black-image generation and a use_dora TypeError are different bugs." }, { "left": "issue:3284", "right": "issue:3454", "accept": false, - "reason": "Same script family, but the reported failures are not specific enough to conclude the same underlying bug." + "reason": "Same script family, but these read as broad compatibility complaints rather than one shared code-path bug." }, { "left": "issue:9667", "right": "issue:9914", "accept": false, - "reason": "One is loading a Flux fp8 model through a local transformer file; the other is loading a trained LoRA with Xlabs on Diffusers." + "reason": "Both are Flux loading problems, but one is fp8 model loading and the other is LoRA loading; different defects." }, { "left": "issue:4086", "right": "issue:7589", "accept": false, - "reason": "Different features entirely: SDXL ControlNet training vs GLIGEN layout-to-image synthesis." + "reason": "Different subsystems entirely: SDXL ControlNet training vs GLIGEN layout synthesis." }, { "left": "issue:9278", "right": "issue:9497", "accept": false, - "reason": "Both are Flux DreamBooth issues, but one is multigpu training and the other is a matmul shape error." + "reason": "One is multigpu training support and the other is a mat2 dimensionality error; not the same issue." }, { "left": "issue:9546", "right": "issue:9857", "accept": false, - "reason": "Validation OOM and embedding tensor size mismatch are different problems." + "reason": "OOM during validation and embedding size mismatch are different failures." }, { "left": "issue:4875", "right": "issue:5178", "accept": false, - "reason": "Both involve DPM SDE state across runs, but the triggering condition and scheduler variant differ enough that they do not look like the same bug." + "reason": "Both are DPM-SDE-related crashes when inputs change shape, but the scheduler variants and reported triggers differ; too weak to treat as one bug." }, { "left": "issue:5565", "right": "issue:6154", "accept": false, - "reason": "Generic script failure versus an M2 Mac-specific LoRA training problem." + "reason": "Both are SDXL LoRA training problems, but one is a script/run issue and the other is an M2 Mac failure." }, { "left": "issue:11922", "right": "issue:12459", "accept": false, - "reason": "Different model families and symptoms; one is FLUX.1-Fill-dev running problem, the other is a Kontext-dev batch-throughput issue." + "reason": "Different FLUX tasks: fill-dev running problem vs Kontext batch inference throughput." }, { "left": "issue:4094", "right": "issue:4405", "accept": false, - "reason": "These are separate feature requests for different training scripts." + "reason": "Both are feature requests for training scripts, but they target different techniques and are not duplicates." }, { "left": "issue:10848", "right": "issue:5798", "accept": false, - "reason": "Both are unexpected-argument errors, but they hit different functions/pipelines and do not share the same code path." + "reason": "Both are unexpected keyword argument errors, but they involve different functions and unrelated APIs." }, { "left": "issue:12047", "right": "issue:12535", "accept": false, - "reason": "Both are Wan2.2 LoRA-related, but one is fusing a Lightx2v LoRA on GGUF and the other is failing to load a Lightning LoRA." + "reason": "Both concern Wan2.2 LoRAs, but one is fusion on GGUF and the other is loading a Lightning LoRA; not the same bug." }, { "left": "issue:10392", "right": "issue:9420", "accept": false, - "reason": "Different Flux+LoRA loading problems with different model variants and failure points." + "reason": "Both are Flux/Hyper-SD-related, but one is an fp8 loading setup and the other is a saved LoRA load failure." }, { "left": "issue:5016", "right": "issue:6297", "accept": false, - "reason": "Text-encoder training is a different issue from a general complaint that the current script cannot train on photos." + "reason": "Both are Dreambooth SDXL LoRA training complaints, but one is specifically about text encoder training and the other is a vague inability to train on photos." }, { "left": "issue:1540", "right": "issue:1541", "accept": true, - "reason": "Both report the same DreamBooth MODEL_TYPE / CKPT loading failure; 1541 is the clearer root-cause description." + "reason": "Both report the same Dreambooth MODEL_TYPE/CKPT loading failure; they are clearly the same underlying bug." }, { - "left": "issue:4368", - "right": "issue:6362", + "left": "issue:6117", + "right": "issue:6232", "accept": false, - "reason": "One is training-time OOM for SDXL LoRA; the other is dataset mapping OOM." + "reason": "Both are scheduler add_noise issues, but they affect different schedulers and settings." }, { - "left": "issue:6117", - "right": "issue:6232", + "left": "issue:5966", + "right": "issue:7658", "accept": false, - "reason": "Both are scheduler add_noise bugs, but they involve different scheduler classes and different failing settings." + "reason": "Feature/question about ControlNet support vs asking about multiple conditioning; not duplicates." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate is the DreamBooth MODEL_TYPE / CKPT-loading pair (1540/1541), and the other soft-edge verdicts appropriately avoid overclaiming equivalence." + "feedback": "The canonical choice and summary are grounded in the packet. The Dreambooth MODEL_TYPE pair is the only clearly supported duplicate, and the soft-edge rejections are appropriately conservative given that the evidence is mostly title-level similarity. No PR-mergeability issue applies here." }, "evaluator_used": true, "retried": false, @@ -11730,16 +11724,17 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10833", "issue:11023", "issue:11117", "issue:11127", "issue:11133", + "issue:11285", "issue:11352", "issue:11432", "issue:12216", @@ -11764,19 +11759,18 @@ "issue:5455", "issue:5769", "issue:5805", - "issue:5966", "issue:6159", "issue:6278", "issue:6695", "issue:6832", "issue:7466", - "issue:7658", "issue:7666", "issue:771", "issue:7799", "issue:8405", "issue:8414", "issue:8667", + "issue:8939", "issue:9112", "issue:9237", "issue:938", @@ -11785,7 +11779,6 @@ "issue:9953" ], "soft_pairs": [ - "issue:5966|issue:7658", "issue:11352|issue:9953", "issue:6832|issue:7799", "issue:3803|issue:6278", @@ -11810,192 +11803,193 @@ "issue:10833|issue:5075", "issue:5455|issue:6695", "issue:11023|issue:7666", - "issue:11133|issue:13043" + "issue:11133|issue:13043", + "issue:11285|issue:8939" ], - "prepared_review_unit_hash": "7264d9dac5b6d610f15a81d5433473f2f4196c1fd2d5ad568e1e98e8ac904f67", + "prepared_review_unit_hash": "dfd5587a9e57af423c12d206e8e454b65e5c04abf73b772c087e309ad0addd6b", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 34814, - "estimated_input_tokens": 8704, - "estimated_eval_tokens": 17664 + "serialized_chars": 35161, + "estimated_input_tokens": 8791, + "estimated_eval_tokens": 17838 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad grab-bag of diffusion/pipeline bug reports, mostly about model compatibility, dtype/device mismatches, quantization, and training/inference failures. The soft matches are mostly superficial (same subsystem or similar error wording) rather than true duplicates.", - "confidence": 0.42, - "canonical_issue_reason": "issue:9953 is the best representative of the cluster\u2019s most recurring concrete theme: pipeline failures when moving quantized components across devices. It is specific enough to anchor the cluster, while still broader than the more model-specific reports.", + "summary": "Most pairs are only superficially similar: they share broad vocabulary like shape mismatch, dtype mismatch, quantization, multi-GPU, or specific model names, but they point to different models, pipelines, or code paths. I would not merge any of the soft edges; the closest recurring theme is quantized-model device transfer, best represented by issue 9953.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 9953 is the broadest and most representative concrete bug in the set: moving a pipeline with quantized components to CUDA. It is more general than the nearby CPU-warning report, but still distinct enough that the pair should not be treated as duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:9953 is the most generally useful issue here because it describes a common runtime/device-transfer bug pattern that plausibly spans multiple similar reports.", + "best_issue_reason": "Issue 9953 is the best overall representative issue among these items because it is concrete, widely scoped, and closest to the strongest recurring subsystem theme in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:5966", - "right": "issue:7658", - "accept": false, - "reason": "Related ControlNet topic, but one is SD 2.1 support and the other is SDXL multiple-conditioning; not the same bug." - }, { "left": "issue:11352", "right": "issue:9953", "accept": false, - "reason": "Both involve quantized pipelines and device moves, but one is missing a CPU warning and the other is a CUDA error; different failures." + "reason": "Same broad quantization/device-move area, but one is a missing CPU warning and the other is a CUDA transfer error; different symptom and likely different fix." }, { "left": "issue:6832", "right": "issue:7799", "accept": false, - "reason": "Both are IP-Adapter matmul/shape problems, but they hit different pipelines and likely different code paths." + "reason": "Both mention matmul/shape mismatch, but they involve different pipelines and different adapter combinations, so they are not the same bug." }, { "left": "issue:3803", "right": "issue:6278", "accept": false, - "reason": "Both mention multi-GPU training, but the scripts and failure modes are different; not a duplicate bug." + "reason": "Both are multi-GPU training problems, but one is LoRA model sharing and the other is LCM distillation startup; different failure modes." }, { "left": "issue:4206", "right": "issue:4925", "accept": false, - "reason": "Both concern SDXL ControlNet training, but one is a general main-branch breakage and the other is a distributed OOM issue." + "reason": "Both touch SDXL controlnet training, but one is a broken main-branch regression while the other is distributed OOM; not the same defect." }, { "left": "issue:11127", "right": "issue:9667", "accept": false, - "reason": "Both are Flux loading issues, but one is a single-file compatibility problem and the other is fp8/local transformer loading." + "reason": "Both are Flux single-file/loading complaints, but one is a CivitAI model not working and the other is a local transformer file loading error; too different to merge." }, { "left": "issue:12216", "right": "issue:12458", "accept": false, - "reason": "One reports inferior Qwen-Image-Edit results, the other is a batch inference request/issue; different concerns." + "reason": "Both are Qwen-image-edit reports, but one is output quality and the other is batch inference/feature request; not a duplicate bug." }, { "left": "issue:3382", "right": "issue:4925", "accept": false, - "reason": "Both are training OOM reports, but they are from different training setups and not the same underlying defect." + "reason": "Both mention GPU memory, but one is a multi-GPU training OOM and the other is SDXL controlnet distributed OOM; different code paths and contexts." }, { "left": "issue:8405", "right": "issue:9112", "accept": false, - "reason": "Both mention tensor-size errors, but on different models and different inference paths." + "reason": "Both have tensor-size issues, but they are for different models and pipelines, so they do not appear to be the same underlying bug." }, { "left": "issue:8414", "right": "issue:938", "accept": false, - "reason": "Completely different models and domains: text-to-audio vs text-to-motion." + "reason": "A new text-to-audio model request is unrelated to a human motion diffusion model issue." }, { "left": "issue:8667", "right": "issue:9112", "accept": false, - "reason": "Similar size-mismatch wording, but the model families and likely root causes differ." + "reason": "Both are dimension mismatch errors, but one is SD3ControlNetModel and the other is Auraflow inference; different model-specific bugs." }, { "left": "issue:4872", "right": "issue:4925", "accept": false, - "reason": "Both are OOM complaints, but one is SDXL finetuning on T4 and the other is distributed ControlNet training." + "reason": "Both are OOM reports, but one is SDXL finetuning on T4 and the other is distributed ControlNet training; not the same problem." }, { "left": "issue:175", "right": "issue:5769", "accept": false, - "reason": "Both ask about training correctness, but one is about seeding and the other about mixed precision; not the same issue." + "reason": "One is about example training seeding and the other is about mixed precision correctness; unrelated concerns." }, { "left": "issue:13105", "right": "issue:13258", "accept": false, - "reason": "Different Wan model versions and different symptoms: noisy output vs missing image-to-video behavior." + "reason": "Both concern Wan models, but one is noisy output from T2V and the other is missing TI2V functionality; different issues." }, { "left": "issue:1552", "right": "issue:771", "accept": false, - "reason": "One is attention slicing on SD2, the other is BF16 in dreambooth; unrelated precision/memory issues." + "reason": "Different feature bugs: attention slicing with SD2 versus BF16 with dreambooth." }, { "left": "issue:9237", "right": "issue:9500", "accept": false, - "reason": "Both are Flux dreambooth-related, but one is a training failure and the other is a checkpoint-saving failure." + "reason": "Both involve Flux training, but one is LoRA training and the other is checkpoint saving during dreambooth; not the same bug." }, { "left": "issue:2891", "right": "issue:6159", "accept": false, - "reason": "Different pipelines and different API gaps; one is embeds support, the other is denoising_end support." + "reason": "Unsupported embeddings in one pipeline and unsupported denoising_end in another are separate API-support issues." }, { "left": "issue:2549", "right": "issue:4520", "accept": false, - "reason": "Different bugs in different features: SD 2.0 UNet loading vs LoRA scale with attention slicing." + "reason": "One is SD2 UNet compatibility, the other is LoRA scale with attention slicing; different functionality." }, { "left": "issue:3382", "right": "issue:3451", "accept": false, - "reason": "Both are training-memory reports, but one is multi-GPU OOM and the other is fp16 memory regression." + "reason": "Both are training memory topics, but one is multi-GPU OOM and the other is fp16 using more memory than fp32; different root causes." }, { "left": "issue:11117", "right": "issue:5805", "accept": false, - "reason": "Both are dtype mismatch errors, but they occur in different pipelines and environments." + "reason": "Both are dtype mismatch errors, but they affect different pipelines and backends; too model-specific to treat as duplicates." }, { "left": "issue:5254", "right": "issue:7466", "accept": false, - "reason": "One is a feature request for multi-ControlNet support, the other is a torch.compile failure; not the same change or bug." + "reason": "A feature request for multi-ControlNet support is not the same as a torch.compile failure in multi-ControlNet inpaint." }, { "left": "issue:11432", "right": "issue:4724", "accept": false, - "reason": "A from_pretrained dtype-auto issue and an SDXL img2img behavior problem are not the same underlying defect." + "reason": "torch_dtype='auto' loading behavior and SDXL img2img quality/behavior are unrelated." }, { "left": "issue:10833", "right": "issue:5075", "accept": false, - "reason": "Both are matmul shape errors, but they happen in different pipelines with different inputs and likely different root causes." + "reason": "Both are matrix-shape errors, but they happen in different pipelines and on different model families; not the same concrete bug." }, { "left": "issue:5455", "right": "issue:6695", "accept": false, - "reason": "Same generic subprocess error string, but the surrounding workflows are too different to call them duplicates." + "reason": "Both mention subprocess errors, but the underlying notebook/workflow failures are unrelated." }, { "left": "issue:11023", "right": "issue:7666", "accept": false, - "reason": "Both mention lpw_stable_diffusion_xl, but one reports blurry output and the other single-file loading failure." + "reason": "Both mention lpw_stable_diffusion_xl, but one is blurry output on Playground v2.5 and the other is from_single_file incompatibility; different problems." }, { "left": "issue:11133", "right": "issue:13043", "accept": false, - "reason": "Unrelated models and failures: CogVideoX pipeline bug vs Blackwell kernel-image compatibility issue." + "reason": "A CogVideoX image-to-video bug is unrelated to a GPU kernel support issue on RTX 5090." + }, + { + "left": "issue:11285", + "right": "issue:8939", + "accept": false, + "reason": "A conversion/value-error report and a tokenizer-loading failure are different failure modes with no clear duplicate evidence." } ] }, @@ -12014,19 +12008,20 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10040", "issue:1082", "issue:10937", + "issue:1100", "issue:11133", - "issue:11285", "issue:12108", "issue:12195", "issue:12235", + "issue:1249", "issue:12666", "issue:13351", "issue:1875", @@ -12063,13 +12058,11 @@ "issue:8613", "issue:8667", "issue:8817", - "issue:8939", "issue:9112", "issue:9187", "issue:9202" ], "soft_pairs": [ - "issue:11285|issue:8939", "issue:5455|issue:7133", "issue:1082|issue:7146", "issue:5006|issue:7146", @@ -12093,196 +12086,194 @@ "issue:2234|issue:2296", "issue:4316|issue:8613", "issue:7263|issue:9187", - "issue:7147|issue:758" + "issue:7147|issue:758", + "issue:1100|issue:1249" ], - "prepared_review_unit_hash": "ec26074868e2c6559578d3129c346308007255b7cf092be68bf3b5a42282c67d", + "prepared_review_unit_hash": "16cf077ca266ec3a8300b23713746c6bf24ae0dfe94deed0fffb0c9e8ba450dd", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 34966, - "estimated_input_tokens": 8742, - "estimated_eval_tokens": 17740 + "serialized_chars": 34716, + "estimated_input_tokens": 8679, + "estimated_eval_tokens": 17614 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated API, training, memory, or model-specific bugs that only share superficial wording. There is no single coherent duplicate target across the whole set.", - "confidence": 0.94, - "canonical_issue_reason": "No clear canonical issue: the items span many unrelated failure modes and subsystems, so no single issue cleanly represents the cluster.", + "summary": "All candidate edges are weak title-level similarities; none look like the same concrete bug/change, so I rejected every soft pair. The issues span unrelated failures, model families, and code paths.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 7146 is the clearest, most concrete bug report in the set: a specific SDXL training OOM with script/version context. It is the best available representative only because there is no strong duplicate cluster here.", "canonical_pr_reason": null, - "best_issue_reason": "No strong best issue candidate for the whole cluster; the only near-duplicate-looking pair is a narrow API-missing report, but it does not unify the rest.", + "best_issue_reason": "Issue 7146 has a well-scoped reproduction target and specific failure mode, making it the most suitable single issue to anchor triage if one must be chosen from this mixed set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:11285", - "right": "issue:8939", - "accept": false, - "reason": "Different problems: conversion/value errors vs tokenizer loading failure." - }, { "left": "issue:5455", "right": "issue:7133", "accept": false, - "reason": "Dreambooth notebook subprocess failure is not the same as SDXL checkpoint-resume size mismatch." + "reason": "Both involve Dreambooth/training, but one is a notebook subprocess failure and the other is a checkpoint-resume text-encoder size mismatch; different bugs." }, { "left": "issue:1082", "right": "issue:7146", "accept": false, - "reason": "CUDA cublas execution failure differs from a generic SDXL OOM during finetuning." + "reason": "Both are CUDA failures during training, but the error types and contexts differ (CUBLAS matmul crash vs SDXL training OOM)." }, { "left": "issue:5006", "right": "issue:7146", "accept": false, - "reason": "Both mention OOM, but one is a BF16 end-of-training spike and the other is a broader training OOM; not the same concrete bug." + "reason": "Both mention SDXL training memory issues, but one is end-of-training BF16 OOM and the other is a general training OOM; not the same concrete failure." }, { "left": "issue:3382", "right": "issue:4872", "accept": false, - "reason": "Different training contexts and symptoms: multi-GPU OOM vs T4 Colab SDXL finetuning OOM." + "reason": "Both are OOM reports, but one is multi-GPU text-to-image training and the other is T4 Colab SDXL finetuning; too broad to be the same bug." }, { "left": "issue:2578", "right": "issue:7178", "accept": false, - "reason": "Editable install failure is unrelated to export_to_video malfunction." + "reason": "Editable install failure and export_to_video malfunction are unrelated code paths and different kinds of breakage." }, { "left": "issue:12235", "right": "issue:13351", "accept": false, - "reason": "Related feature area, but different request scopes and model variants; not one concrete change." + "reason": "Both relate to Wan fun/control features, but one is a support request and the other is a specific model/controlnet combination; not clearly the same issue." }, { "left": "issue:4450", "right": "issue:7735", "accept": false, - "reason": "Textual inversion multi-text support is unrelated to a missing caption_column field." + "reason": "Multi-text inversion not working is unrelated to a missing caption column in a training dataset." }, { "left": "issue:4542", "right": "issue:7378", "accept": false, - "reason": "One is a multi-image output limit, the other is memory use in latent decoding." + "reason": "One is a pipeline output-count limitation; the other is a memory-cost complaint about latent decoding. Different symptoms and likely different fixes." }, { "left": "issue:539", "right": "issue:6761", "accept": false, - "reason": "Different unexpected-argument errors on unrelated APIs." + "reason": "Both are API/keyword-argument errors, but they hit different functions with different missing parameters; not the same underlying bug." }, { "left": "issue:7644", "right": "issue:8667", "accept": false, - "reason": "Both involve non-power-of-two images, but different model/pipeline code paths and failure modes." + "reason": "Both concern non-power-of-two image handling, but they affect different models/pipelines and the exact failure modes are not shown to be the same." }, { "left": "issue:8817", "right": "issue:9202", "accept": false, - "reason": "Different IP-Adapter variants and pipeline behavior; not the same bug." + "reason": "Both involve IP-Adapter/FaceID, but one is a general FaceID problem and the other is a specific SDXL PAGPipeline incompatibility; too distinct." }, { "left": "issue:10040", "right": "issue:3481", "accept": false, - "reason": "Grey-image generation is unrelated to DDIM determinism across inference steps." + "reason": "Grey-image generation is not the same as DDIM step-count changing image determinism; one is a rendering defect, the other is expected sampling behavior." }, { "left": "issue:1875", "right": "issue:720", "accept": false, - "reason": "Both are dtype mismatch errors, but in different pipelines and code paths." + "reason": "Both are mixed precision/type mismatch errors, but one is Imagic fp16 training and the other is traced UNet documentation code; different code paths." }, { "left": "issue:11133", "right": "issue:12108", "accept": false, - "reason": "CogVideoX image-to-video bug is unrelated to Qwen/Chroma flow-matching scheduler breakage." + "reason": "CogVideoX image-to-video and Qwen/Chroma flow-matching scheduler issues are separate pipeline/scheduler problems." }, { "left": "issue:4052", "right": "issue:6280", - "accept": true, - "reason": "Both report the same missing `from_single_file` pipeline API; the titles differ only in how specifically the pipeline is named." + "accept": false, + "reason": "Missing from_single_file on different pipeline classes is a shared API gap, but these are separate classes and not the same concrete bug." }, { "left": "issue:12666", "right": "issue:4356", "accept": false, - "reason": "Kandinsky pipeline availability is unrelated to a missing dummy module import." + "reason": "A missing Kandinsky 5.0 video pipeline and a missing dummy_torch_and_transformers module are unrelated release/package issues." }, { "left": "issue:5607", "right": "issue:9112", "accept": false, - "reason": "Tensor size mismatch here is a generic shape issue, but the pipelines and reported failure contexts differ." + "reason": "Tensor size mismatch here appears in unrelated contexts: one during concatenation with 64 vs 512, the other in Auraflow with 264 vs 4096." }, { "left": "issue:10937", "right": "issue:6239", "accept": false, - "reason": "Both touch VAE/torch FX, but one is a compile error on vae.encode and the other is a torch FX support request for latent sampling." + "reason": "Both touch torch.compile/FX around VAE encode, but one is an error on vae.encode and the other is a request to better support latent_dist.sample(); not the same bug." }, { "left": "issue:2904", "right": "issue:3497", "accept": false, - "reason": "AudioLDM scheduler NoneType error is unrelated to a missing from_ckpt attribute." + "reason": "AudioLDM scheduler NoneType and StableDiffusionInpaintPipeline from_ckpt are unrelated pipeline API failures." }, { "left": "issue:12195", "right": "issue:4356", "accept": false, - "reason": "A PyTorch version incompatibility around `torch.library.custom_op` is unrelated to the missing dummy module import." + "reason": "A PyTorch 2.3.1 custom_op incompatibility is not the same as the missing dummy module import issue." }, { "left": "issue:2234", "right": "issue:2296", "accept": false, - "reason": "Both mention xformers attention, but one is training failure and the other is T4 inference incompatibility." + "reason": "Both concern xformers attention, but one is training fine-tuning failure and the other is a T4 inference/runtime issue; different manifestations and likely different root causes." }, { "left": "issue:4316", "right": "issue:8613", "accept": false, - "reason": "Validation-option failure during training is unrelated to an OOM triggered by caption_column usage." + "reason": "Validation-option failure in dreambooth training is unrelated to an OOM from caption_column configuration." }, { "left": "issue:7263", "right": "issue:9187", "accept": false, - "reason": "Different IP-Adapter failure modes: attention slicing vs SDXL/image_encoder_folder=None after Kolors update." + "reason": "IP Adapter + attention slicing and IP Adapter + image_encoder_folder=None after Kolors update are different incompatibilities." }, { "left": "issue:7147", "right": "issue:758", "accept": false, - "reason": "StableCascade import failure is unrelated to the urllib3 PROTOCOL_TLS import error." + "reason": "Missing StableCascadeDecoderPipeline import and urllib3 PROTOCOL_TLS import error are unrelated dependency/API breakages." + }, + { + "left": "issue:1100", + "right": "issue:1249", + "accept": false, + "reason": "Both mention missing .device attributes, but one is CLIPTextTransformer and the other is numpy.ndarray in OnnxPipeline; different objects and code paths." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall: the cluster is clearly heterogeneous, the no-canonical-issue conclusion is conservative, and the one accepted soft edge (issue:4052 \u2194 issue:6280) is a reasonable same-API-missing match. The false soft-edge rejections are also cautious and do not overstate similarity." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -12297,19 +12288,17 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10381", "issue:10428", "issue:10848", "issue:10937", - "issue:1100", "issue:11033", "issue:11149", "issue:11464", "issue:11651", "issue:1214", - "issue:1249", "issue:13137", "issue:13446", "issue:13484", @@ -12320,6 +12309,7 @@ "issue:2856", "issue:3045", "issue:3480", + "issue:3582", "issue:4194", "issue:4368", "issue:4453", @@ -12330,6 +12320,7 @@ "issue:4969", "issue:5006", "issue:5374", + "issue:5619", "issue:5846", "issue:6278", "issue:6524", @@ -12349,7 +12340,6 @@ "issue:9841" ], "soft_pairs": [ - "issue:1100|issue:1249", "issue:10848|issue:11149", "issue:10937|issue:9091", "issue:6879|issue:9497", @@ -12373,186 +12363,187 @@ "issue:2780|issue:5846", "issue:1434|issue:4874", "issue:6278|issue:8236", - "issue:4534|issue:9841" + "issue:4534|issue:9841", + "issue:3582|issue:5619" ], - "prepared_review_unit_hash": "430485424db8f27f91d628b5c3c6fd8bc7c0b1d6f549528c3fe95e76e50cf4e8", + "prepared_review_unit_hash": "a54afc570cbad43d2248a298b78308bab1855f4edcb222e09ec39977622e8a7b", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 34266, - "estimated_input_tokens": 8567, - "estimated_eval_tokens": 17390 + "serialized_chars": 34204, + "estimated_input_tokens": 8551, + "estimated_eval_tokens": 17358 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are not a true duplicate cluster: they cover many distinct Diffusers bugs and feature requests across Flux/LoRA loading, IP-Adapter, VAE, training scripts, and API signature regressions. None of the soft pairs look like the same concrete underlying issue.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This is a noisy, weakly related cluster: most pairs only share a broad subsystem/theme (Flux, LoRA, VAE, training, etc.) but not the same concrete bug or fix path. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.23, + "canonical_issue_reason": "issue:10381 is the broadest and earliest Flux/LoRA-related report here, so it is the closest thing to a representative issue, but it still does not cover the rest of the heterogeneous set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:10381 is the most usable umbrella entry if forced to pick one issue, because it is general and central to the Flux + LoRA subset; still, the cluster is too diverse for it to be a strong canonical for all items.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:1100", - "right": "issue:1249", - "accept": false, - "reason": "Different failures in different code paths: CLIPTextTransformer device access vs OnnxPipeline ndarray device access." - }, { "left": "issue:10848", "right": "issue:11149", "accept": false, - "reason": "Both are unexpected-argument errors, but on unrelated APIs: load_model_dict_into_meta(device) vs BnB4BitDiffusersQuantizer.create_quantized_param(dtype)." + "reason": "Different failures: IP-Adapter meta-loading keyword mismatch vs bitsandbytes quantizer dtype argument mismatch. Same general area, but not the same bug." }, { "left": "issue:10937", "right": "issue:9091", "accept": false, - "reason": "torch.compile error on vae.encode is not the same as VAE decoder compile support; different direction and failure mode." + "reason": "Both mention torch.compile and VAE, but one is a vae.encode error and the other is VAE decoder compile support. Different code paths and fixes." }, { "left": "issue:6879", "right": "issue:9497", "accept": false, - "reason": "Different runtime errors in separate training flows: dtype mismatch in Custom Diffusion vs mat2 shape error in Flux DreamBooth." + "reason": "Both are dtype/matmul training errors, but one is Custom Diffusion mixed-precision mismatch and the other is Flux Dreambooth mat2 shape error. Not the same issue." }, { "left": "issue:10381", "right": "issue:10428", "accept": false, - "reason": "One is a Flux quantization/LoRA report, the other is a Flux inference error on Ascend NPU; different environment and issue." + "reason": "Flux LoRA/quantization inference error versus a Flux inference failure on Ascend NPU. Similar model family, but no evidence of the same underlying bug." }, { "left": "issue:1614", "right": "issue:4724", "accept": false, - "reason": "Both mention bad outputs, but one is autocast black images and the other is SDXL Img2Img behavior with a checkpoint." + "reason": "Both are image-quality/behavior problems in diffusion pipelines, but one is blank output under autocast and the other is img2img mismatch with an SDXL checkpoint. Different symptoms and causes." }, { "left": "issue:11033", "right": "issue:1214", "accept": false, - "reason": "Different problems: from_single_file SD1.5 UNet loading vs half-precision CLIPTextModel behavior." + "reason": "From_single_file loading failure for SD1.5 UNet versus CLIPTextModel half-precision failure. Same broad model stack, different broken component." }, { "left": "issue:4368", "right": "issue:5006", "accept": false, - "reason": "Both are training OOM reports, but for different pipelines and symptoms; not the same bug." + "reason": "Both are OOM reports during LoRA/SDXL training, but one is general LoRA training OOM and the other is BF16-specific OOM at training end. Not the same bug." }, { "left": "issue:1214", "right": "issue:7660", "accept": false, - "reason": "Half-precision CLIPTextModel vs a tracing example failure are unrelated." + "reason": "CLIP half-precision failure is unrelated to a trace example not working. No shared concrete code path." }, { "left": "issue:13137", "right": "issue:13484", "accept": false, - "reason": "Both concern Flux LoRA loading, but one is Flux 2 Klein LoKr weights and the other is FAL loras on Flux 2 dev; not enough evidence of one bug." + "reason": "Both involve Flux 2 and LoRA loading, but one is a Klein/LoKr loading error and the other is FAL LoRA loading failure. Too model-variant-specific to assume one bug." }, { "left": "issue:13446", "right": "issue:9660", "accept": false, - "reason": "Security/trust-check issue for custom_pipeline is unrelated to from_pretrained not setting eval mode." + "reason": "Custom pipeline trust-check issue versus from_pretrained not setting eval mode. Different API behaviors and fixes." }, { "left": "issue:2210", "right": "issue:3480", "accept": false, - "reason": "Training-text-encoder request vs adding a scale parameter for text encoder LoRA layers are different changes." + "reason": "Training text encoder with LoRA is a feature request; adding a scale parameter for text-encoder LoRA layers is a separate API enhancement." }, { "left": "issue:2856", "right": "issue:6584", "accept": false, - "reason": "Generic conversion failure vs a specific DreamShaper v8 inpaint conversion problem; different concrete cases." + "reason": "Generic conversion failure versus a specific DreamShaper v8 inpaint model conversion problem. Related conversion domain, not the same bug." }, { "left": "issue:3045", "right": "issue:4453", "accept": false, - "reason": "Both are LoRA conversion questions, but one is converting LoRA safetensors to diffusers and the other is converting SDXL LoRA for AUTO1111 compatibility." + "reason": "Both concern LoRA conversion/export, but one is general safetensors-to-diffusers conversion and the other is SDXL LoRA compatibility with A1111. Different targets." }, { "left": "issue:4194", "right": "issue:6524", "accept": false, - "reason": "VAE not working in from_single_file is unrelated to reloading LoRA a second time." + "reason": "VAE not working in from_single_file versus reloading a LoRA a second time. Different pipelines and failure modes." }, { "left": "issue:4969", "right": "issue:6794", "accept": false, - "reason": "CrossAttention import failure is unrelated to cast_training_params import error." + "reason": "ImportError for CrossAttention removal versus import error for cast_training_params. Both are import issues, but entirely different symbols." }, { "left": "issue:5374", "right": "issue:6761", "accept": false, - "reason": "Different unexpected-argument errors on different APIs: checkpoint_path vs VaeImageProcessor.preprocess." + "reason": "Both are unexpected-keyword-argument errors, but against different APIs: checkpoint_path vs VaeImageProcessor.preprocess. Not the same bug." }, { "left": "issue:7033", "right": "issue:7238", "accept": false, - "reason": "IP-Adapter attention masking warning logs vs IP-Adapter masking are related only broadly; one is logging, the other is functional masking behavior." + "reason": "IP-Adapter attention masking warning logs versus IP-Adapter masking behavior. Same subsystem, but one is logging/warning noise and the other is functional masking behavior." }, { "left": "issue:8708", "right": "issue:8887", "accept": false, - "reason": "Missing vae.config.shift_factor in SD3 training examples vs wrong VAE encode in SD3 training are distinct bugs." + "reason": "Missing shift_factor in SD3 dreambooth examples versus wrong VAE encode in SD3 training script. Both SD3 training issues, but distinct defects." }, { "left": "issue:11464", "right": "issue:11651", "accept": false, - "reason": "Two different FluxControlPipeline LoRA-loading failures for different LoRAs and setups; not clearly the same root cause." + "reason": "Both are Flux Control LoRA loading failures, but they target different LoRA variants/models (FLUX.1-Canny-dev-lora vs flux-fill-lora). Not enough evidence of a single shared bug." }, { "left": "issue:4835", "right": "issue:4874", "accept": false, - "reason": "Both involve ControlNet/Upscale pipelines, but one is MultiControlNetModel behavior and the other is low_res_scheduler when loading locally." + "reason": "ControlNet MultiControlNetModel bug versus UpscalePipeline low_res_scheduler bug. Same family of pipelines but different concrete errors." }, { "left": "issue:2780", "right": "issue:5846", "accept": false, - "reason": "Different LoRA training errors in different scripts and contexts." + "reason": "Both are LoRA training script errors, but one is FP16 gradient unscale and the other is resume_from_checkpoint. Different training flow issues." }, { "left": "issue:1434", "right": "issue:4874", "accept": false, - "reason": "Upscale OOM at larger than 128x128 is not the same as a local low_res_scheduler bug." + "reason": "OOM during upscaling large images versus low_res_scheduler bug when loading locally. One is resource usage, the other is scheduler handling." }, { "left": "issue:6278", "right": "issue:8236", "accept": false, - "reason": "Multi-GPU training failure in one example is not the same as wrong scheduler step count with num_train_epochs in another." + "reason": "Both involve multi-GPU training, but one is inability to run a distillation script and the other is wrong LR scheduler step count. Different bugs." }, { "left": "issue:4534", "right": "issue:9841", "accept": false, - "reason": "SDXL dreambooth validation crash on MPS is unrelated to a TypeError when use_dora is false in SDXL LoRA training." + "reason": "MPS validation crash in SDXL dreambooth versus TypeError when use_dora is false. Same training area, but unrelated errors." + }, + { + "left": "issue:3582", + "right": "issue:5619", + "accept": false, + "reason": "ControlNet inpaint strength=1 bug versus AutoencodeTiny/img2img encode issue. Different pipelines and code paths." } ] }, @@ -12571,10 +12562,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10055", "issue:10266", @@ -12584,6 +12575,7 @@ "issue:10952", "issue:11209", "issue:11224", + "issue:11247", "issue:11285", "issue:11702", "issue:1214", @@ -12596,7 +12588,6 @@ "issue:2856", "issue:3382", "issue:3481", - "issue:3582", "issue:3619", "issue:3774", "issue:3910", @@ -12607,7 +12598,6 @@ "issue:4476", "issue:4736", "issue:5259", - "issue:5619", "issue:6130", "issue:6176", "issue:6226", @@ -12622,10 +12612,10 @@ "issue:8514", "issue:9179", "issue:9180", + "issue:9911", "issue:9962" ], "soft_pairs": [ - "issue:3582|issue:5619", "issue:3619|issue:771", "issue:1979|issue:2856", "issue:10055|issue:7310", @@ -12650,199 +12640,203 @@ "issue:11224|issue:6130", "issue:10266|issue:10738", "issue:3382|issue:4736", - "issue:1931|issue:234" + "issue:1931|issue:234", + "issue:11247|issue:9911" ], - "prepared_review_unit_hash": "eb8fbc1e0e9e88ab8ccfb0df70cb0dd9818349af7b968c3838bb7833831fe5fe", + "prepared_review_unit_hash": "367e261684105b00f645bfa6923954135066cc7c77a13b16b66edf02e8203b73", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 33814, - "estimated_input_tokens": 8454, - "estimated_eval_tokens": 17164 + "serialized_chars": 33831, + "estimated_input_tokens": 8458, + "estimated_eval_tokens": 17172 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of Diffusers issues around training, LoRA loading, conversion, and a few scheduler/runtime bugs. The only clear duplicate pair is the repeated generic \"Error in loading Lora\" reports; the rest are thematically similar but not the same underlying defect.", - "confidence": 0.66, - "canonical_issue_reason": "issue:11224 is the clearest representative of the repeated generic LoRA-loading failure reports, with the same broad title as issue:11209 and slightly richer discussion activity.", + "summary": "Mostly a mixed cluster of unrelated issues, with a few clear duplicate-like pairs around SD/LoRA conversion, LoRA loading, and SDXL+ControlNet training results. No PRs are present.", + "confidence": 0.77, + "canonical_issue_reason": "issue:6130 is the best canonical target: it is the earliest and most-discussed generic \"Error while loading Lora\" report, and it matches the later exact-title reports more closely than the more specific LoRA failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:11224 is the best cluster anchor because it is a broad, user-facing LoRA loading failure that matches multiple nearby reports, while still being specific enough to represent the duplicate family.", + "best_issue_reason": "issue:6130 is the strongest overall representative of the repeated LoRA-loading problem in this set; it is broad enough to anchor the duplicate reports and has the most discussion among the exact-match candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:3582", - "right": "issue:5619", - "accept": false, - "reason": "Different problems: ControlNet inpaint strength handling vs LCM img2img AutoencodeTiny encode behavior." - }, { "left": "issue:3619", "right": "issue:771", "accept": false, - "reason": "Unrelated runtime areas: Text2Video-Zero CrossFrameAttention vs BF16 dreambooth precision support." + "reason": "Different subsystems and failure modes: Text2Video-Zero attention vs DreamBooth bf16 precision." }, { "left": "issue:1979", "right": "issue:2856", - "accept": false, - "reason": "Both are conversion-related, but one is a general SD-to-diffusers conversion failure and the other is a specific SD conversion script issue; not clearly the same bug." + "accept": true, + "reason": "Same underlying conversion problem: both are about converting Stable Diffusion models to diffusers and failing during that path." }, { "left": "issue:10055", "right": "issue:7310", "accept": false, - "reason": "Both mention training scripts, but one is SD3 ControlNet training and the other is SDXL LoRA defaults; different code paths and failure modes." + "reason": "Both are training-script problems, but for different models/scripts and different concrete failures." }, { "left": "issue:4340", "right": "issue:6176", "accept": false, - "reason": "Both concern LoRA training/loading, but one is SDXL LoRA training with text encoder and the other is loading LoRA weights after DreamBooth LoRA training; not the same defect." + "reason": "LoRA-related, but one is SDXL text-encoder training and the other is loading LoRA weights after dreambooth training; not the same bug." }, { "left": "issue:11285", "right": "issue:6226", - "accept": false, - "reason": "One is about conversion value errors between original Stable Diffusion and diffusers, the other about loading errors caused by a conversion script; related area but not the same underlying issue." + "accept": true, + "reason": "Both point to conversion-script compatibility issues that break downstream loading; likely the same stable-diffusion<->diffusers conversion bug." }, { "left": "issue:4073", "right": "issue:9180", "accept": false, - "reason": "Different failure classes: DeepFloyd IF safety checker attribute error vs pipeline missing _execution_device." + "reason": "Unrelated runtime errors in different code paths: safety checker astype vs missing _execution_device." }, { "left": "issue:13162", "right": "issue:13484", "accept": false, - "reason": "Both are Flux LoRA support/load issues, but they appear to target different models and loading scenarios; too broad to treat as the same concrete bug." + "reason": "Both mention Flux LoRA support/loading, but they are different model variants and not clearly the same concrete defect." }, { "left": "issue:5259", "right": "issue:7708", "accept": false, - "reason": "Both are missing-file load errors, but one is generic model_index.json missing and the other is a tokenizer/config.json path issue for SDXL." + "reason": "Both are missing-file errors, but for different expected files and different model assets." }, { "left": "issue:1214", "right": "issue:7178", "accept": false, - "reason": "Half-precision CLIPTextModel failure is unrelated to export_to_video behavior." + "reason": "Completely different areas: half-precision CLIP text model vs video export behavior." }, { "left": "issue:10421", "right": "issue:4468", "accept": false, - "reason": "Both involve multi-GPU behavior, but one is a CPU memory leak during pipeline migration and the other is differing inference performance on multi-GPU." + "reason": "Both involve multi-GPU behavior, but one is a CPU memory leak and the other is a performance difference; not the same bug." }, { "left": "issue:10952", "right": "issue:3910", "accept": false, - "reason": "Both are LoRA-related, but one is a specific adapter-name mismatch in SDXL long-prompt weighting and the other is a generic \"certain LoRA will not load\" report." + "reason": "Both are LoRA loading failures, but one is a specific adapter-name mismatch and the other is a generic statement about certain LoRAs not loading." }, { "left": "issue:1742", "right": "issue:3481", "accept": false, - "reason": "Performance variability vs output-dissimilarity across inference steps are different issues despite both mentioning prompt/inference behavior." + "reason": "Different concerns: prompt-list inference speed vs image output differences across inference steps." }, { "left": "issue:4086", "right": "issue:7483", "accept": false, - "reason": "Both are about ControlNet/SDXL training or conversion, but one is SDXL ControlNet training not working and the other is LoRA-to-Diffusers conversion for SDXL 1.0 base models." + "reason": "Different operations and models: SDXL ControlNet training vs LoRA-to-diffusers conversion for SDXL." }, { "left": "issue:4476", "right": "issue:9179", - "accept": false, - "reason": "Both mention SDXL+ControlNet, but one is fill50k results not matching expectations and the other is training results generally not making sense; too broad to merge." + "accept": true, + "reason": "Both describe SDXL+ControlNet training producing poor/unexpected results on the same general setup, likely the same underlying training issue." }, { "left": "issue:7056", "right": "issue:8514", "accept": false, - "reason": "Both are training errors, but one is SDXL text-to-image LoRA with train_text_encoder and the other is EMAModel causing InstructP2P parallel fine-tuning failure." + "reason": "Different errors in different fine-tuning scenarios; no clear shared code-path." }, { "left": "issue:3382", "right": "issue:3774", "accept": false, - "reason": "Multi-GPU OOM in text-to-image training and ZeRO3 memory not saving are related only at a high level; different training setups and symptoms." + "reason": "Both are distributed-training memory complaints, but one is multi-GPU OOM and the other is zero3 not saving memory; not the same concrete issue." }, { "left": "issue:10823", "right": "issue:6536", "accept": false, - "reason": "Different problems: missing inference files from fine-tuning script vs UNet3DConditionModel fine-tuning out-of-memory." + "reason": "Different symptoms and workflows: missing inference files vs UNet3DConditionModel OOM during fine-tuning." }, { "left": "issue:6761", "right": "issue:9962", "accept": false, - "reason": "Different API breakages: unexpected keyword on VaeImageProcessor.preprocess vs unexpected keyword use_cuda_graph." + "reason": "Both are unexpected keyword-argument errors, but against different APIs and unrelated call sites." }, { "left": "issue:11209", "right": "issue:11702", "accept": false, - "reason": "Both are LoRA loading issues, but 11702 is an AccVid-specific key error with diffusers; not the same as the generic loading failure." + "reason": "Both are LoRA loading errors, but 11702 is a specific AccVid key error and 11209 is a generic loading failure." }, { "left": "issue:11209", "right": "issue:6130", - "accept": false, - "reason": "Same broad theme, but 6130 is an older generic loading issue with no evidence it is the exact same adapter/key failure as 11209." + "accept": true, + "reason": "Same generic LoRA-loading failure; the titles are effectively the same and 6130 is the clearest duplicate target." }, { "left": "issue:11224", "right": "issue:11702", "accept": false, - "reason": "Generic LoRA loading failure vs AccVid LoRA key error; different concrete failure modes." + "reason": "Generic LoRA load error vs specific AccVid LoRA key error; not clearly the same bug." }, { "left": "issue:11224", "right": "issue:6130", - "accept": false, - "reason": "Both are generic LoRA-loading complaints, but the evidence is too weak to say they are the same underlying bug." + "accept": true, + "reason": "Same generic LoRA-loading failure; 11224 reads like a later duplicate of the 6130 report." }, { "left": "issue:10266", "right": "issue:10738", "accept": false, - "reason": "Both are out-of-bounds scheduler issues, but one is UniPC with FlowMatch and the other is a scheduler sigma index error; not enough to identify a single bug." + "reason": "Both mention index out-of-bounds, but one is UniPC+FlowMatch and the other is a scheduler sigma issue; too little evidence they are the same defect." }, { "left": "issue:3382", "right": "issue:4736", "accept": false, - "reason": "Different training failures: multi-GPU OOM in text-to-image vs SDXL LoRA OOM plus invalid cast." + "reason": "Both are training-related OOM-style reports, but one is multi-GPU memory use and the other includes invalid-value casting in a different script." }, { "left": "issue:1931", "right": "issue:234", "accept": false, - "reason": "Both concern half precision, but one is a Stable Diffusion 2 dtype mismatch and the other is a generic pipeline half-precision failure." + "reason": "Related half-precision issues, but one is SD2 half/float mismatch and the other is a pipeline half-precision general failure." + }, + { + "left": "issue:11247", + "right": "issue:9911", + "accept": false, + "reason": "Both involve Flux/controlnet multi-GPU behavior, but one is a distribution attribute issue and the other is a multi-controlnet layer-length error." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The chosen canonical issue, issue:6130, is well supported by the repeated generic LoRA-loading reports, and the accepted soft pairs are plausible matches rather than overclaims. No PRs are present, and the cluster summary appropriately notes a mixed set with a few likely duplicate-like groups." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12854,10 +12848,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10040", "issue:10169", @@ -12865,7 +12859,6 @@ "issue:1070", "issue:10860", "issue:11160", - "issue:11247", "issue:11396", "issue:12108", "issue:12141", @@ -12882,6 +12875,7 @@ "issue:3191", "issue:3235", "issue:3812", + "issue:4478", "issue:4551", "issue:4619", "issue:4768", @@ -12903,19 +12897,19 @@ "issue:8833", "issue:8922", "issue:9343", + "issue:9476", "issue:9500", "issue:9548", - "issue:9911", "issue:9970" ], "soft_pairs": [ - "issue:11247|issue:9911", "issue:11160|issue:12896", "issue:4911|issue:7228", "issue:1988|issue:4619", "issue:2578|issue:5226", "issue:10169|issue:3812", "issue:4768|issue:5884", + "issue:4478|issue:9476", "issue:12141|issue:7057", "issue:7057|issue:7666", "issue:13300|issue:8668", @@ -12935,184 +12929,184 @@ "issue:10860|issue:11396", "issue:5886|issue:7974" ], - "prepared_review_unit_hash": "b7e2aed33fba7a1bfe6a8fadaef0b31b21ee0ed2659b2814cf8e43f56685ac5f", + "prepared_review_unit_hash": "16246af649ec749cd3f91429ff8ae469df78658be913815ac49d76acaaf0e9ba", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 34435, - "estimated_input_tokens": 8609, - "estimated_eval_tokens": 17474 + "serialized_chars": 34484, + "estimated_input_tokens": 8621, + "estimated_eval_tokens": 17498 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very loose: most items are distinct model-loading, training, or GPU/device-specific bugs rather than true duplicates. No soft pair looks safe to merge as the same underlying issue.", - "confidence": 0.37, - "canonical_issue_reason": "issue:9500 is the most substantial and actionable report in the set, with the richest reproduction details and highest discussion activity, so it is the best representative anchor for this heterogeneous cluster.", + "summary": "These items are mostly separate bug reports that only overlap at a high level (black/grey images, dtype mismatches, config/load failures, training issues). I do not see any strong duplicate pairs among the soft edges, so the cluster should not be collapsed aggressively.", + "confidence": 0.82, + "canonical_issue_reason": "issue:9500 is the most detailed and discussion-heavy report here, and it best serves as a representative anchor for the repeated DreamBooth/Flux training-failure theme among the training-related issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:9500 is the strongest standalone issue for triage: detailed, active, and clearly described, even though the surrounding items are not true duplicates.", + "best_issue_reason": "issue:9500 has the richest repro/context and the highest activity, so it is the most useful single issue to keep as the representative bug report in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:11247", - "right": "issue:9911", - "accept": false, - "reason": "Both concern Flux/controlnet multi-device or multi-controlnet behavior, but they describe different failure modes and likely different code paths." - }, { "left": "issue:11160", "right": "issue:12896", "accept": false, - "reason": "Same WAN i2v family, but one is inconsistent inference output and the other is a CUDA-vs-MPS execution failure; too different to treat as one bug." + "reason": "Both mention WAN 2.1/2.2 I2V, but one is about inconsistent inference results and the other is a CUDA-vs-MPS failure; different bug modes and likely different causes." }, { "left": "issue:4911", "right": "issue:7228", "accept": false, - "reason": "Both are loading-related, but one is about missing custom text_encoder in from_single_file and the other is a traced-model dtype attribute error." + "reason": "Both are load-time errors, but one is about custom text_encoder loading from_single_file and the other is a traced-model dtype attribute error; not the same failure." }, { "left": "issue:1988", "right": "issue:4619", "accept": false, - "reason": "Both mention fp16/bf16 type mismatch during training, but they are different training scripts and not clearly the same concrete bug." + "reason": "Both are mixed-precision type-mismatch errors, but they affect different training scripts and model variants; too broad to treat as one concrete bug." }, { "left": "issue:2578", "right": "issue:5226", "accept": false, - "reason": "Editable install failure and LoRA loading failure are unrelated problems." + "reason": "Editable install problems and LoRA-loading failure in SDXL adapter pipeline are unrelated issues." }, { "left": "issue:10169", "right": "issue:3812", "accept": false, - "reason": "Missing config.json and missing controlnet key in config are different config-loading issues." + "reason": "Missing config.json and missing {'controlnet'} config entry are different configuration-loading problems." }, { "left": "issue:4768", "right": "issue:5884", "accept": false, - "reason": "One is about checkpointing multiple T2I adapters; the other is a feature request for broader IP-Adapter support." + "reason": "One is a checkpoint-saving feature request for multiple T2I adapters, the other is adding IP-Adapter support across pipelines; not the same change." + }, + { + "left": "issue:4478", + "right": "issue:9476", + "accept": false, + "reason": "Both involve dtype/loading problems, but SDXL inference bias-type mismatch and FLUX loading with ignore_mismatched_sizes are distinct failures." }, { "left": "issue:12141", "right": "issue:7057", "accept": false, - "reason": "VAE dtype compatibility and checkpoint/model loading failure are not the same underlying bug." + "reason": "WanVACEPipeline VAE dtype incompatibility and a generic checkpoint loading failure are not the same bug." }, { "left": "issue:7057", "right": "issue:7666", "accept": false, - "reason": "Different loading paths and different errors; no evidence they share the same root cause." + "reason": "A checkpoint load failure and a custom pipeline from_single_file failure are separate issues with different code paths." }, { "left": "issue:13300", "right": "issue:8668", "accept": false, - "reason": "CPU generation failure for SD3.5/FLUX is unrelated to the image-size alignment bug in SD3 img2img." + "reason": "CPU generation failures on SD3.5/FLUX and an image-size alignment bug in SD3 img2img are unrelated." }, { "left": "issue:9500", "right": "issue:9970", "accept": false, - "reason": "Both are DreamBooth training failures, but one is Flux checkpoint saving and the other is SDXL LoRA script failure; too broad to merge." + "reason": "Both are DreamBooth training reports, but one is about checkpoint saving in FLUX and the other is an SDXL LoRA training failure; different code paths." }, { "left": "issue:2991", "right": "issue:817", "accept": false, - "reason": "Both are mixed-precision example failures, but they affect different examples and are not clearly the same code-path defect." + "reason": "Both are mixed-precision example bugs, but they affect different examples and likely different call sites." }, { "left": "issue:12771", "right": "issue:9343", "accept": false, - "reason": "Scheduler out-of-bounds with Karras sigmas is unrelated to FLUX loading with mismatched sizes." + "reason": "A scheduler out-of-bounds error and a FLUX loading/mismatched-sizes error are unrelated." }, { "left": "issue:3235", "right": "issue:4885", "accept": false, - "reason": "Custom Diffusion weights with biases failing to load is not the same as SDXL ControlNet Img2Img LoRA loading." + "reason": "Custom Diffusion weights with biases failing to load and SDXL ControlNet Img2Img LoRA loading are different loading features." }, { "left": "issue:6082", "right": "issue:7854", "accept": false, - "reason": "Both are half/float mismatch reports, but they are separate reports without enough evidence of the same concrete failure." + "reason": "Both are Half/Float runtime mismatches, but the titles indicate different contexts and not a clearly shared concrete bug." }, { "left": "issue:12108", "right": "issue:12359", "accept": false, - "reason": "Pipeline breakage with flow-matching schedulers is not the same as the Chroma documentation issue about guidance_scale." + "reason": "A scheduler/flow-matching pipeline break and a documentation bug about guidance_scale are not duplicates." }, { "left": "issue:10040", "right": "issue:8922", "accept": false, - "reason": "Grey images and black images are similar symptoms, but they are not enough to conclude the same root cause." + "reason": "Grey-image generation in Stable Diffusion 3 and black-image output from a quantized SD3 single-file setup are similar symptoms but not the same underlying issue." }, { "left": "issue:3191", "right": "issue:4936", "accept": false, - "reason": "Dreambooth+LoRA being broken and resume in Dreambooth LoRA training are different training problems." + "reason": "Dreambooth+LoRA broken and Dreambooth LoRA resume broken since 0.19.0 are different bugs in the same area." }, { "left": "issue:1565", "right": "issue:4551", "accept": false, - "reason": "GPU selection/OOM on SD2 is unrelated to SDXL Dreambooth crashing." + "reason": "GPU selection/OOM behavior and a DreamBooth crash on SDXL are unrelated." }, { "left": "issue:9500", "right": "issue:9548", "accept": false, - "reason": "Both involve Flux DreamBooth/LoRA, but one is checkpoint saving failure and the other is a broader 'still issue' follow-up; not the same concrete bug." + "reason": "These are both Flux DreamBooth reports, but one is checkpoint saving and the other is a broader follow-up issue; not enough to merge as the same bug." }, { "left": "issue:579", "right": "issue:8833", "accept": false, - "reason": "Both mention missing config.json, but one is textual inversion and the other is a model repo/config packaging issue." + "reason": "Textual Inversion config.json missing and SD3 medium model missing config.json are different model-loading cases." }, { "left": "issue:10436", "right": "issue:1070", "accept": false, - "reason": "Inpainting model not loading and inpainting faces bug are different issues." + "reason": "An inpainting model failing to load and a Stable Diffusion inpainting bug are too different in scope and symptom." }, { "left": "issue:1251", "right": "issue:2495", "accept": false, - "reason": "Black output on MPS for RePaint and black output on MPS for upscale pipeline may look similar, but they affect different pipelines and code paths." + "reason": "Both produce black images on MPS, but they are different pipelines (RePaint vs Upscale) and there is no evidence of the same code-path." }, { "left": "issue:10860", "right": "issue:11396", "accept": false, - "reason": "Both involve LoRA interoperability with ComfyUI, but one is about using a trained LoRA and the other is about converting a HiDream LoRA format." + "reason": "Both mention LoRA compatibility with ComfyUI, but they concern different model families and different conversion/loading questions." }, { "left": "issue:5886", "right": "issue:7974", "accept": false, - "reason": "Face model support request and an inpaint bug with IP-Adapter face+style are related only broadly; they are not the same bug or change." + "reason": "IP-Adapter face-model support and inpaint-with-IP-Adapter behavior are separate feature/bug reports." } ] }, @@ -13134,7 +13128,7 @@ "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10180", "issue:10223", @@ -13214,12 +13208,12 @@ ], "prepared_review_unit_hash": "70d23bc9f223654ea9fb32ed0897a20237bf54b30a635dc9102994638c8d5ff4", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -13411,7 +13405,7 @@ "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10169", "issue:11045", @@ -13489,12 +13483,12 @@ ], "prepared_review_unit_hash": "82752a503da4f0484f877432c820aecbc9ee4d7d9c6ba873d1288c470a2c2afe", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, @@ -13680,7 +13674,7 @@ "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10382", "issue:10472", @@ -13762,12 +13756,12 @@ ], "prepared_review_unit_hash": "333f4665592bed45b7c019df73c043c69b5e533e7fc642bfdfcbf0550fbc9c33", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -13971,7 +13965,7 @@ "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10010", "issue:10180", @@ -14051,12 +14045,12 @@ ], "prepared_review_unit_hash": "3c124435ad4ec2cbb77478f8f1864611b0eb78ac9e9008ed81275472e309148f", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -14251,7 +14245,7 @@ "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:1070", "issue:10804", @@ -14331,12 +14325,12 @@ ], "prepared_review_unit_hash": "cbd696c0f32312decf3ce21663d7e0e80826c294848e77b60919c9041f529da6", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -14528,7 +14522,7 @@ "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10026", "issue:10282", @@ -14609,12 +14603,12 @@ ], "prepared_review_unit_hash": "7699020fdb07eede8b06a675c0209b0d6b9281b74099c55ad05b38d47584a339", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -14809,10 +14803,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10154", "issue:10337", @@ -14892,12 +14886,12 @@ ], "prepared_review_unit_hash": "794f3cca398046a0d53b2534f632a4a71917c9e0bc1dd2fd0660ee2ed54334e6", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -15092,7 +15086,7 @@ "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10055", "issue:10640", @@ -15170,12 +15164,12 @@ ], "prepared_review_unit_hash": "b64a33e49e6f3b3620aebd705cf0f3cde94908131be539fad2acb16d89023b11", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, @@ -15334,7 +15328,7 @@ "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10673", "issue:1082", @@ -15413,12 +15407,12 @@ ], "prepared_review_unit_hash": "6262e8414168cba15c27fda93922fdc4e7b05d132f1652b9aefcf182e67f758d", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, @@ -15610,7 +15604,7 @@ "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10266", "issue:10453", @@ -15689,12 +15683,12 @@ ], "prepared_review_unit_hash": "c697d7a1a594387a6129bbeca017eb9128f0a3e909d97a708883d62bb61bb1d1", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, @@ -15889,7 +15883,7 @@ "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10150", "issue:10180", @@ -15969,12 +15963,12 @@ ], "prepared_review_unit_hash": "0e30def0ff333ba406688f1a9a7a8b778d1c095d07c490610778bbf8b72d2dac", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -16166,7 +16160,7 @@ "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10180", "issue:10518", @@ -16245,12 +16239,12 @@ ], "prepared_review_unit_hash": "7e0ffae3caefff71bff55d6a6a26c70661f3cbf75cb76248f4a87075435de566", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -16436,7 +16430,7 @@ "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10026", "issue:10266", @@ -16514,12 +16508,12 @@ ], "prepared_review_unit_hash": "1111e93d49dff33abe159346e6c22eb2a47ea48c69f62b3de36c33462537253e", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, @@ -16705,7 +16699,7 @@ "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10026", "issue:10470", @@ -16785,12 +16779,12 @@ ], "prepared_review_unit_hash": "0112d456267b49e7634e42d2fdc593744abf10f804715932271750f4e5faa6b7", "component_budget": { - 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"cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10055", "issue:1033", @@ -17342,12 +17336,12 @@ ], "prepared_review_unit_hash": "d01afacd7494aa78fd21b5da7ccaa9713c7e743075ebf4336b6a702f8eccfc1c", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -17539,7 +17533,7 @@ "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:11117", "issue:12157", @@ -17618,12 +17612,12 @@ ], "prepared_review_unit_hash": "715c63ec5d135ac9e40bcd8d4f9ec24b53ed36656a622e6bc0b9b279222b7583", "component_budget": { - 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"cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10282", "issue:10689", @@ -18158,12 +18152,12 @@ ], "prepared_review_unit_hash": "d69af19c9591d8a80c79a684948dbfc109d07d2e24bebef5ac374c53ce58244b", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -18349,10 +18343,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:11033", "issue:11149", @@ -18433,12 +18427,12 @@ ], "prepared_review_unit_hash": "9cac7a00a66d80b3ca4a5c02bf77250fc6bdcb5b2419c50b5c3b2499183a6283", "component_budget": { - 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"source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10154", "issue:10594", @@ -19802,12 +19796,12 @@ ], "prepared_review_unit_hash": "15d6b9c8705174b6ab25fc6931135cd714fc0bebec47f8ce364de246ed5378d0", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -19987,7 +19981,7 @@ "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10266", "issue:10512", @@ -20066,12 +20060,12 @@ ], "prepared_review_unit_hash": "f756dd60a782333752f7a167b2d502b339ebe086912678784d0671cd4c011d16", "component_budget": { - 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"source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10049", "issue:10940", @@ -20627,20 +20621,20 @@ "issue:2984|issue:5889", "issue:6069|issue:6232" ], - "prepared_review_unit_hash": "cec09e213730f8fb06d5d4d43a552097200c1c8b9e32de04a17fdd1842f1337f", + "prepared_review_unit_hash": "820b1e33f0b4fe99ce29adce1131eb7ac0bd74eccfabe9480c4b8f105facde47", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 34437, + "serialized_chars": 34439, "estimated_input_tokens": 8610, "estimated_eval_tokens": 17476 }, @@ -20649,177 +20643,177 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly conservative duplicate triage overall. The main correction is to reject the scheduler.add_noise link between issues 6069 and 6232: they\u2019re related, but the evidence only shows similar failures in different scheduler classes and conditions, not the same bug. The stronger duplicate-like pairs remain the SDXL/DPM++ artifact reports and the from_single_file loading failures.", - "confidence": 0.72, - "canonical_issue_reason": "issue:5433 is the strongest canonical issue candidate because it is the clearest, most concrete SDXL/DPM++ bug report and best captures the underlying artifact/residual-noise failure family.", + "summary": "This set is mostly heterogeneous: a few pairs are true near-duplicates, but most are only loosely related by subsystem or phrasing. The strongest duplicate clusters are DPM++/SDXL artifacts, img2img/inpainting breakage, and from_single_file offline loading errors.", + "confidence": 0.87, + "canonical_issue_reason": "issue:5689 is the clearest active report in the set and the best anchor for the DPM++/SDXL residual-noise/artifact duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:5433 is also the best overall issue to keep as the representative report: it is specific, reproducible, and broad enough to anchor the closely related residual-noise follow-up without overgeneralizing.", + "best_issue_reason": "issue:5689 is the most specific, actionable issue here and has the strongest duplicate-like counterpart among the provided items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10049", "right": "issue:8975", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different failure paths." + "reason": "Both are import errors, but they fail on different symbols and likely different code paths." }, { "left": "issue:7931", "right": "issue:9202", "accept": false, - "reason": "Related IP-Adapter/SDXL area, but different pipelines and symptoms; not enough to call the same bug." + "reason": "Both involve IP-Adapter/SDXL, but one is ControlNet inpaint with image_embeds and the other is PAG/FaceID Plus V2; too different to merge." }, { "left": "issue:5433", "right": "issue:5689", "accept": true, - "reason": "Same concrete SDXL/DPM++ artifact/residual-noise problem, with nearly identical symptoms and scope." + "reason": "Same underlying SDXL/DPM++ artifact problem: one reports visual artifacts without the refiner, the other residual noise from DPM++ schedulers." }, { "left": "issue:4731", "right": "issue:5227", "accept": false, - "reason": "Both mention torch.compile, but the affected code paths are different: multi-ControlNet SDXL vs LoRA loading." + "reason": "Both mention torch.compile, but one is multi-ControlNet SDXL and the other is LoRA loading; different failures." }, { "left": "issue:5314", "right": "issue:9148", "accept": false, - "reason": "These are distinct feature requests for different pipelines; only the broad inpainting theme overlaps." + "reason": "Both are inpainting-related feature requests, but they target different pipelines and models." }, { "left": "issue:8493", "right": "issue:8723", "accept": false, - "reason": "Different SD3 components fail in different ways: state_dict loading versus ControlNet initialization." + "reason": "Both are SD3 model-loading problems, but one is SD3Transformer2DModel state_dict loading and the other is SD3ControlNetModel initialization." }, { "left": "issue:4185", "right": "issue:4206", "accept": false, - "reason": "Both touch ControlNet/SDXL, but one is black-image inference and the other is training breakage." + "reason": "Both are ControlNet/SDXL issues, but one is black-image inference and the other is training breakage; not the same bug." }, { "left": "issue:7690", "right": "issue:7716", "accept": false, - "reason": "Both are loading errors, but one is tokenizer resolution and the other is missing local config.json." + "reason": "Both are model-loading errors, but one is missing tokenizer files and the other is missing config.json; different root causes." }, { "left": "issue:1572", "right": "issue:337", - "accept": false, - "reason": "Related img2img/inpainting space, but the titles and described failures do not indicate the same bug." + "accept": true, + "reason": "Same img2img/inpainting malfunction in Stable Diffusion; the titles describe the same broken workflow." }, { "left": "issue:3706", "right": "issue:3728", "accept": false, - "reason": "Different model/pipeline proposals; same general diffusion domain only." + "reason": "Different new-model/pipeline requests with no concrete shared bug or implementation." }, { "left": "issue:3728", "right": "issue:4779", "accept": false, - "reason": "Both are new pipeline ideas, but for unrelated models and modalities." + "reason": "Both are new pipeline requests, but for unrelated tasks/models." }, { "left": "issue:6914", "right": "issue:8827", "accept": false, - "reason": "Both mention IP-Adapter-FaceID on SDXL, but the actual errors and contexts differ." + "reason": "Both involve IP-Adapter FaceID, but one is an offload-induced AttributeError and the other is a generic usage error; not enough to treat as the same bug." }, { "left": "issue:3094", "right": "issue:3453", "accept": false, - "reason": "Both are training failures, but OOM and unsupported BF16 kernel errors are different bugs." + "reason": "Both are training/runtime errors, but one is CUDA OOM and the other is a BFloat16 kernel limitation." }, { "left": "issue:10940", "right": "issue:7681", "accept": false, - "reason": "Unrelated import failures with different missing dependencies and root causes." + "reason": "Both are import failures, but they reference unrelated missing dependencies and unrelated traceback roots." }, { "left": "issue:2984", "right": "issue:7243", "accept": false, - "reason": "Different feature requests with no concrete shared bug or change." + "reason": "Both are diffusion-model research/proposal issues, not the same bug or change." }, { "left": "issue:3432", "right": "issue:7330", "accept": false, - "reason": "Both are precision-related training/runtime errors, but they arise from different code paths and failure modes." + "reason": "Both affect text-to-image training/examples, but one is CPU half-precision support and the other is FP16 gradient scaling." }, { "left": "issue:12412", "right": "issue:13232", "accept": false, - "reason": "Both are model support requests, but for different models and unrelated changes." + "reason": "Both are support requests for different models, so they are not duplicates." }, { "left": "issue:4305", "right": "issue:4356", "accept": false, - "reason": "A torch.compile graph break is not the same as a missing dummy module import." + "reason": "One is a torch.compile graph-break regression; the other is a missing dummy module import error." }, { "left": "issue:1677", "right": "issue:993", "accept": false, - "reason": "Both mention dtype issues, but the specific symptoms and contexts are different." + "reason": "Both mention type mismatches, but one is wrong call data type and the other is fp16 dtype mismatch; too vague to merge." }, { "left": "issue:4828", "right": "issue:7209", "accept": true, - "reason": "Both center on from_single_file loading failures and the same local/offline loading path." + "reason": "Same from_single_file loading failure path: both describe connection/HTTPS errors when loading a local model, especially offline." }, { "left": "issue:4042", "right": "issue:5314", "accept": false, - "reason": "Closely related workflow area, but one asks how to combine features while the other requests a specific pipeline." + "reason": "Related around reference/inpainting, but one asks how to combine features while the other proposes a new pipeline." }, { "left": "issue:202", "right": "issue:338", "accept": false, - "reason": "Both are test tasks, but for different scheduler/file targets." + "reason": "Both are test-addition tasks, but for different files/features." }, { "left": "issue:202", "right": "issue:339", "accept": false, - "reason": "Both are test tasks, but they cover different schedulers and are not the same work item." + "reason": "Same as above: different test targets, not the same change." }, { "left": "issue:8589", "right": "issue:8828", "accept": false, - "reason": "Both are SD3 training issues, but prior-preservation failure and 16GB training error are distinct problems." + "reason": "Both are SD3 training issues, but one is prior-preservation support and the other is a 16GB training error." }, { "left": "issue:2984", "right": "issue:5889", "accept": false, - "reason": "Different topics: a video diffusion model proposal versus Stable Video Diffusion." + "reason": "Unrelated model/paper issue versus Stable Video Diffusion request." }, { "left": "issue:6069", "right": "issue:6232", "accept": false, - "reason": "Related scheduler.add_noise failures, but the evidence points to different scheduler classes and different triggering conditions." + "reason": "Both concern scheduler.add_noise, but the affected scheduler classes and failure descriptions differ." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The output is mostly conservative, but one soft-edge accept is too strong: issue:6069 vs issue:6232. The packet only shows similar scheduler.add_noise failures in different scheduler classes and different triggering conditions; that is related, but not enough evidence to call them the same bug. The rest of the pair judgments look reasonably grounded, and the 5433/5689 and 4828/7209 links are plausible, but this overreach makes the overall result not fully acceptable." + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are reasonably supported by the issue titles: DPM++/SDXL artifact reports, img2img/inpainting breakage, and from_single_file offline loading errors. The false verdicts are also appropriately conservative, mostly distinguishing different symbols, pipelines, or root causes." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20832,10 +20826,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10321", "issue:1062", @@ -20911,14 +20905,14 @@ "issue:7417|issue:7569", "issue:1062|issue:1185" ], - "prepared_review_unit_hash": "2be969a866a441dee1831401d2f9e2b0f7f86d1e86e73fcd2330540d258d97d8", + "prepared_review_unit_hash": "7e7ab5c52a588ac02993f646d7cfc8e313cbce6983f86eb4b5ef135207c68c98", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, @@ -20933,162 +20927,162 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports with several false-positive text similarities. I only accept the Flux inpainting request pair as a true duplicate-like match; the rest look like different bugs or feature requests.", - "confidence": 0.81, - "canonical_issue_reason": "issue:9148 is the broader, more canonical Flux inpainting request; issue:9264 is just a rephrasing of the same feature ask.", + "summary": "Mostly a heterogeneous set of unrelated issues. The only clear duplicate-like pair is the Flux inpainting request. The rest are broader topic similarities at best, not the same concrete bug/change.", + "confidence": 0.84, + "canonical_issue_reason": "issue:9148 is the clearest, most general formulation of the only confirmed duplicate pair (Flux inpainting request), so it works best as the canonical issue anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:9148 is the best issue representative because it is the clearest, broadest version of the only strong duplicate pair in this set.", + "best_issue_reason": "issue:9148 is the best issue representative here: concise, explicit, and directly matches the duplicate request in issue:9264.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10798", "right": "issue:10833", "accept": false, - "reason": "Same broad Flux/bitsandbytes theme, but different concrete symptoms and pipelines; not clearly the same bug." + "reason": "Both involve Flux + bitsandbytes, but one is a general device-combination bug and the other is a specific FluxFill matmul shape error; not the same concrete bug." }, { "left": "issue:3638", "right": "issue:3639", "accept": false, - "reason": "Both are new-pipeline requests, but for different pipelines and different functionality." + "reason": "Different new pipeline requests with distinct functionality: Prompt-Free Diffusion vs GlyphControl." }, { "left": "issue:8503", "right": "issue:8839", "accept": false, - "reason": "Both mention SD3, but one is gradient checkpointing crashes and the other is a LoRA weight error." + "reason": "Both are SD3-related errors, but one is about gradient checkpointing crashes and the other is a LoRA weight error." }, { "left": "issue:6149", "right": "issue:6415", "accept": false, - "reason": "Both involve IP-Adapter/FaceID areas, but one is a load error and the other is missing support." + "reason": "Both mention IP-Adapter face variants, but one is a load error for a specific model and the other is lack of support for FaceID/FaceID Plus." }, { "left": "issue:7330", "right": "issue:7646", "accept": false, - "reason": "Same training script, but unrelated problems: FP16 unscale error versus dataloader worker settings." + "reason": "Same training script, but different problems: FP16 unscale failure vs dataloader worker settings." }, { "left": "issue:3357", "right": "issue:5227", "accept": false, - "reason": "Both touch torch.compile, but one is a Dynamo hasattr error and the other is a LoRA-loading failure under compile." + "reason": "Both touch torch.compile, but the failing code paths and concrete errors are different." }, { "left": "issue:1076", "right": "issue:1962", "accept": false, - "reason": "Not the same issue; one is about stable-diffusion-v1-5 generally and the other is video generation with stable diffusion." + "reason": "Unrelated topics: Stable Diffusion model question vs video generation with Stable Diffusion." }, { "left": "issue:7799", "right": "issue:9202", "accept": false, - "reason": "Both are shape-mismatch reports, but they affect different pipelines and adapters with different code paths." + "reason": "Both are IP-Adapter shape/mismatch issues, but they affect different pipelines and adapters." }, { "left": "issue:7219", "right": "issue:9303", "accept": false, - "reason": "Both are upscaler-related feature requests, but they ask for different additions." + "reason": "Both are upscaler-related feature requests, but for different models and use cases." }, { "left": "issue:3357", "right": "issue:4731", "accept": false, - "reason": "Both mention torch.compile, but they describe different failures in different scenarios." + "reason": "Both are torch.compile issues, but one is a generic dynamo hasattr failure and the other is a multi-ControlNet SDXL compile failure." }, { "left": "issue:9171", "right": "issue:9332", "accept": false, - "reason": "Both concern single-file/model loading, but one is a v_prediction regression and the other is loading the wrong weights." + "reason": "Both are loading regressions, but one is from_single_file SD1.5 v_prediction handling and the other is incorrect model loading to identical weights." }, { "left": "issue:12369", "right": "issue:13351", "accept": false, - "reason": "Different features: CineScale upscaling versus Fun Control / Flux ControlNet support." + "reason": "Different feature requests in the Wan family, not the same pipeline or change." }, { "left": "issue:9148", "right": "issue:9264", "accept": true, - "reason": "Both ask for the same Flux inpainting capability; 9148 is the broader canonical wording." + "reason": "Same underlying request: adding a Flux inpainting pipeline/model support." }, { "left": "issue:5628", "right": "issue:5687", "accept": false, - "reason": "Related Karras-sigma timestep issues, but the specific scheduler and failure mode differ." + "reason": "Both involve Karras-sigma timestep behavior, but the reported bugs are different enough to keep separate." }, { "left": "issue:4631", "right": "issue:5075", "accept": false, - "reason": "Both are runtime shape/compile errors, but they occur in different components with different causes." + "reason": "Different scheduler/model-path failures: one is a scalar conversion error, the other a refiner embedding matmul mismatch." }, { "left": "issue:6561", "right": "issue:8827", "accept": false, - "reason": "Both involve IP-Adapter FaceID, but one is a missing config file and the other is a generic usage error." + "reason": "One is a missing config file load error, the other is a usage error with ip-adapter-faceid_sdxl; not the same bug." }, { "left": "issue:12348", "right": "issue:12529", "accept": false, - "reason": "Both are tensor-size mismatch reports, but they are on different Wan pipelines/versions and likely different bugs." + "reason": "Both are tensor-size mismatch reports in Wan pipelines, but they involve different models and likely different code paths." }, { "left": "issue:3698", "right": "issue:4912", "accept": false, - "reason": "Both are conversion requests, but one is inpainting-model conversion and the other is SDXL checkpoint conversion." + "reason": "Both are about conversion to diffusers, but one targets an inpainting model and the other custom SDXL checkpoints." }, { "left": "issue:9025", "right": "issue:9038", "accept": false, - "reason": "Both are FlaxStableDiffusionPipeline questions, but one is about from_single_file on TPU and the other is prompt weighting." + "reason": "Same Flax pipeline family, but one asks about from_single_file on TPU and the other about prompt weighting." }, { "left": "issue:2674", "right": "issue:3124", "accept": false, - "reason": "Both mention conversion/safetensors, but they are different problems with different missing pieces." + "reason": "Different problems: missing safetensors requirement for LoRA vs model conversion failure." }, { "left": "issue:10321", "right": "issue:11258", "accept": false, - "reason": "Both are single-file loading/model-file complaints, but the models and error conditions are different." + "reason": "Both involve LTX loading, but one is an error report about missing model files and the other is a single-file support request; not clearly the same concrete bug." }, { "left": "issue:6794", "right": "issue:7021", "accept": false, - "reason": "Different import/environment issues: one is a specific training-utils import error, the other is HF_HOME import behavior." + "reason": "Both are import/environment errors, but they concern different symbols and root causes." }, { "left": "issue:7417", "right": "issue:7569", "accept": false, - "reason": "Both are Mac test failures, but they target different tests and likely unrelated code paths." + "reason": "Both are Mac test failures, but they fail in different tests and likely different code paths." }, { "left": "issue:1062", "right": "issue:1185", "accept": false, - "reason": "Both mention Dreambooth reproducibility, but the reports are distinct and not clearly the same bug." + "reason": "Both are Dreambooth reproducibility complaints, but one is about repeating paper results and the other about general reproducibility; too broad to merge." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The only accepted pair, issue:9148 vs issue:9264, is a reasonable duplicate-like match for Flux inpainting. The rest of the pairs are appropriately treated as similar but distinct bugs or feature requests." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate-like pair, issue:9148/issue:9264, is well supported by the titles, and the other soft-edge rejections avoid overclaiming equivalence despite topical similarity." }, "evaluator_used": true, "retried": false, @@ -21107,7 +21101,7 @@ "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10026", "issue:10518", @@ -21185,12 +21179,12 @@ ], "prepared_review_unit_hash": "bc8938b55d28108414e056db5f9bb4d923114ed42b1f40d6f9b114d37cedd421", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, @@ -21376,10 +21370,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10150", "issue:10302", @@ -21392,6 +21386,8 @@ "issue:12037", "issue:12047", "issue:12358", + "issue:13311", + "issue:13547", "issue:1594", "issue:1962", "issue:201", @@ -21406,12 +21402,10 @@ "issue:3728", "issue:3826", "issue:4305", - "issue:4427", "issue:4686", "issue:4731", "issue:4874", "issue:5061", - "issue:5108", "issue:5219", "issue:5374", "issue:5886", @@ -21452,187 +21446,187 @@ "issue:4686|issue:4874", "issue:10150|issue:8787", "issue:4731|issue:6096", - "issue:2722|issue:671", - "issue:4427|issue:5108" + "issue:13311|issue:13547", + "issue:2722|issue:671" ], - "prepared_review_unit_hash": "24b328f685ae01fd63a257ac63480682619d2e51418ba1fc3c19658342dc837c", + "prepared_review_unit_hash": "c50ec72c72c5e5263446112c7beb882c98e5d13a3d4fb5cd258f942c08494221", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33036, - "estimated_input_tokens": 8259, - "estimated_eval_tokens": 16774 + "serialized_chars": 33142, + "estimated_input_tokens": 8286, + "estimated_eval_tokens": 16828 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue set. The only likely duplicate-like pair is the Wan2.2/Lightx2v LoRA reports; everything else looks like distinct bugs, features, or model-specific failures.", - "confidence": 0.79, - "canonical_issue_reason": "issue:12047 is the most concrete representative of the only likely duplicate pair, with a specific failing code path (Lightx2v LoRA fusion on Wan2.2 GGUF).", + "summary": "Most pairs are loose text matches rather than true duplicates. I only see two plausible duplicate families: missing training metadata/config artifacts, and Flux2-klein LoRA adapter loading.", + "confidence": 0.48, + "canonical_issue_reason": "Issue 3694 is the clearest, most detailed report in the strongest duplicate pair: it names the missing artifacts explicitly (`model_index.json` and `config.json`) and includes the training-example context.", "canonical_pr_reason": null, - "best_issue_reason": "issue:12047 is the best single issue anchor in this set because it is specific, reproducible, and likely overlaps with issue:12037 on the same Wan2.2/Lightx2v LoRA handling path.", + "best_issue_reason": "3694 is the best canonical issue candidate because it gives the most complete failure description and a concrete reproduction path for the metadata/config generation bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:228", "right": "issue:2689", "accept": false, - "reason": "Both are broken-link reports, but one is a specific release link and the other is a generic image link issue; not clearly the same underlying bug." + "reason": "Both mention broken links, but one is a specific release asset and the other is a generic image-link report; not the same underlying bug." }, { "left": "issue:12037", "right": "issue:12047", - "accept": true, - "reason": "Both report Wan2.2/Lightx2v LoRA failure on the same feature area; one is compatibility and the other is GGUF fusion, which plausibly share the same LoRA-handling bug." + "accept": false, + "reason": "Same product family, but one is a model compatibility issue and the other is a GGUF LoRA-fusion failure." }, { "left": "issue:201", "right": "issue:3406", "accept": false, - "reason": "Same broad subsystem, but one is a test for an attention class and the other is a behavior bug with only_cross_attention=True; not the same issue." + "reason": "One is a test item and the other is a real `only_cross_attention=True` runtime bug; not the same change/bug." }, { "left": "issue:5886", "right": "issue:6561", "accept": false, - "reason": "One is a feature request for face-model support; the other is a missing config.json loading error. Related area, but not the same defect." + "reason": "Feature request for face-model support versus an IP-Adapter config-loading error." }, { "left": "issue:10674", "right": "issue:10797", "accept": false, - "reason": "Different pipelines and different features (Flux GGUF vs HunyuanVideo group offloading); too little evidence they share one bug." + "reason": "Different pipelines and different offloading/GGUF contexts; no shared concrete code-path." }, { "left": "issue:3382", "right": "issue:3453", "accept": false, - "reason": "Both are training failures, but the causes are unrelated: multi-GPU OOM versus BFloat16 triu/tril not implemented." + "reason": "Both are training failures, but one is multi-GPU OOM and the other is a BFloat16 CUDA kernel limitation." }, { "left": "issue:4305", "right": "issue:6008", "accept": false, - "reason": "Both mention regressions, but one is a torch.compile graph break and the other is IP-Adapter face failing with LCM LoRA; different code paths." + "reason": "Unrelated regressions: torch.compile graph breaks versus IP-Adapter/LCM-LoRA behavior." }, { "left": "issue:5061", "right": "issue:5374", "accept": false, - "reason": "Both are conversion-script errors, but they refer to different arguments and failure modes in different commands." + "reason": "Both are CLI/config errors, but they point to different arguments and different failure modes." }, { "left": "issue:1594", "right": "issue:1962", "accept": false, - "reason": "Both are video-generation related, but one is an Img2Img request and the other is a general video generation feature request." + "reason": "Both are video-generation requests, not the same underlying bug or change." }, { "left": "issue:5219", "right": "issue:6427", "accept": false, - "reason": "Both concern conversion/loading, but they cover opposite directions and different formats (.safetensors load vs .ckpt conversion)." + "reason": "Both involve conversion/loading, but they are opposite directions and different failure points." }, { "left": "issue:8649", "right": "issue:8839", "accept": false, - "reason": "Both are SD3 bugs, but one is num_images_per_prompt handling and the other is a LoRA weight error; not the same failure." + "reason": "Different SD3 bugs: `num_images_per_prompt` handling versus LoRA weight loading." }, { "left": "issue:3728", "right": "issue:7223", "accept": false, - "reason": "Both are new pipeline proposals, but for different models and tasks." + "reason": "Separate new-pipeline requests for different models and tasks." }, { "left": "issue:8503", "right": "issue:9850", "accept": false, - "reason": "Both mention gradient checkpointing, but one is an SD3 crash and the other is a feature request for frozen models; not the same bug." + "reason": "Gradient-checkpointing is the common term, but one is a crash on SD3 and the other is a feature request for frozen models." }, { "left": "issue:12358", "right": "issue:9873", "accept": false, - "reason": "Both are add-pipeline requests, but they target different models and have no shared bug or implementation." + "reason": "Different pipeline proposals with no shared bug/change." }, { "left": "issue:10302", "right": "issue:10914", "accept": false, - "reason": "Both involve offloading behavior, but one is FP8 inference noise and the other is unintended CPU offloading; different problems." + "reason": "Precision-noise during FP8 inference is not the same as unintended CPU offloading." }, { "left": "issue:3468", "right": "issue:3694", - "accept": false, - "reason": "Both mention missing model_index/config files, but in different workflows (DreamBooth save vs text-to-image finetuning example)." + "accept": true, + "reason": "Same underlying training-output metadata problem: both report missing `model_index.json`/config artifacts needed for inference or loading." }, { "left": "issue:10334", "right": "issue:11229", "accept": false, - "reason": "Both have NaN/MPS symptoms, but they affect different models and triggers (Sana on MacOS vs SDXL with attention slicing)." + "reason": "Both mention NaNs on MPS, but they are different pipelines and likely different mechanisms." }, { "left": "issue:10462", "right": "issue:9303", "accept": false, - "reason": "Different feature requests for different models; no duplicate evidence." + "reason": "Same model family, but one is multi-ID customization and the other is an enhancer/upscaler feature request." }, { "left": "issue:3728", "right": "issue:3826", "accept": false, - "reason": "Both are pipeline ideas, but they are entirely different models/domains (text-to-image vs audio diffusion)." + "reason": "Different new pipeline ideas: text-to-image versus audio generation." }, { "left": "issue:4686", "right": "issue:4874", "accept": false, - "reason": "Same pipeline family, but one is a local from_pretrained load failure and the other is a low_res_scheduler bug; too specific to treat as one issue." + "reason": "Both involve local loading of the upscale pipeline, but the specific failure descriptions differ enough to avoid merging." }, { "left": "issue:10150", "right": "issue:8787", "accept": false, - "reason": "Both mention slow loading, but one is SDXL loading/inference slowness and the other is a generic model-loading slowdown; not enough evidence of one root cause." + "reason": "Both are slowdown reports, but 10150 adds SDXL inference slowdown and is not clearly the same bug as generic model-loading slowness." }, { "left": "issue:4731", "right": "issue:6096", "accept": false, - "reason": "Both are torch.compile failures, but for different models and different exception types; not the same concrete bug." + "reason": "Different torch.compile failures on different models and error types." }, { - "left": "issue:2722", - "right": "issue:671", - "accept": false, - "reason": "Both are conversion-quality reports, but one is a ControlNet UNet mismatch and the other is a general model identity issue after conversion; related but not the same defect." + "left": "issue:13311", + "right": "issue:13547", + "accept": true, + "reason": "Same Flux2-klein LoRA adapter-loading failure: one gives the missing-key/prefix error, the other reports the same loading problem more generally." }, { - "left": "issue:4427", - "right": "issue:5108", + "left": "issue:2722", + "right": "issue:671", "accept": false, - "reason": "Both involve T2I Multiadapter, but one is an example not working and the other is XL-specific exceptions; not clearly the same code-path failure." + "reason": "Both are conversion fidelity complaints, but they target different models and different conversion workflows." } ] }, "evaluator_result": { "accept": true, - "feedback": "Assessment is grounded in the packet and stays conservative overall. The only accepted soft pair, issue:12037 vs issue:12047, is reasonably supported by their shared Wan 2.2 / Lightx2v LoRA context; the rest of the pairs are appropriately rejected with cautious reasoning. No obvious overstatement." + "feedback": "The assessment is grounded in the packet and the duplicate calls are conservative. The two accepted pairs are well-supported by the titles, and the remaining pairs are reasonably rejected rather than overstated. Summary does not overclaim beyond the evidence provided." }, "evaluator_used": true, "retried": false, @@ -21648,10 +21642,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10202", "issue:10594", @@ -21659,7 +21653,6 @@ "issue:1082", "issue:11010", "issue:11182", - "issue:11363", "issue:11408", "issue:12037", "issue:12052", @@ -21668,7 +21661,9 @@ "issue:1280", "issue:1305", "issue:13065", + "issue:13162", "issue:1350", + "issue:13547", "issue:1594", "issue:2132", "issue:2390", @@ -21679,29 +21674,29 @@ "issue:3564", "issue:3728", "issue:3884", + "issue:4427", "issue:4584", "issue:4708", "issue:4753", "issue:4754", "issue:4849", "issue:488", + "issue:5108", "issue:5168", "issue:5284", "issue:5576", "issue:5623", "issue:5849", - "issue:6073", "issue:7021", "issue:7646", "issue:8511", "issue:8594", - "issue:9546", "issue:9576", "issue:9628", - "issue:9643", "issue:9876" ], "soft_pairs": [ + "issue:4427|issue:5108", "issue:4708|issue:7021", "issue:1280|issue:488", "issue:12367|issue:13065", @@ -21721,200 +21716,192 @@ "issue:11010|issue:11408", "issue:3884|issue:7646", "issue:2132|issue:4753", + "issue:13162|issue:13547", "issue:2390|issue:3564", "issue:10202|issue:10594", - "issue:1082|issue:2412", - "issue:11363|issue:9546", - "issue:2412|issue:6073", - "issue:11010|issue:9643" + "issue:1082|issue:2412" ], - "prepared_review_unit_hash": "208a66f7d80aa26be886b53aaca63efb6b140a55730e008602fdb2ba9daa94fb", + "prepared_review_unit_hash": "2a1cb77d7e3e97cd12f27db54f57810a035d2c17885f7a13d7afc9c9c79e08d4", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 25, - "serialized_chars": 33341, - "estimated_input_tokens": 8336, - "estimated_eval_tokens": 16928 + "soft_pair_count": 24, + "serialized_chars": 32912, + "estimated_input_tokens": 8228, + "estimated_eval_tokens": 16712 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports clustered by token similarity. I found one clear duplicate pair around grayscale/single-channel image handling; the rest are distinct feature requests or different bugs, especially the Flux/Wan/LoRA items.", - "confidence": 0.78, - "canonical_issue_reason": "issue:488 is the broader canonical report for grayscale/single-channel image conversion failures; issue:1280 appears to be a specific DDPM instance of the same bug.", + "summary": "Mostly a mixed cluster of unrelated diffusion/model-support issues. The grayscale/single-channel image pair (1280/488) looks like a true duplicate, but the Qwen-Image pair (12367/13065) should be treated conservatively as separate feature requests rather than a duplicate. The rest are same-area but different bugs or asks.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 488 is the clearest concrete bug report in the cluster: it directly names grayscale/single-channel image handling and points to the likely failing path (`numpy_to_pil`).", "canonical_pr_reason": null, - "best_issue_reason": "issue:488 is the clearest, most general bug report in the accepted duplicate pair and best represents the underlying grayscale/single-channel image problem.", + "best_issue_reason": "Issue 488 is the best canonical issue candidate because it is the most specific and actionable report for the duplicate grayscale/single-channel failure.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:4427", + "right": "issue:5108", + "accept": false, + "reason": "Both are T2I-MultiAdapter reports, but they describe different problems (example not working vs XL exceptions), not the same concrete bug." + }, { "left": "issue:4708", "right": "issue:7021", "accept": false, - "reason": "Both are import-related, but one is a diffusers.utils import error and the other is an HF_HOME import issue; different causes." + "reason": "Different import issues: one is a `diffusers.utils` import failure, the other is an `HF_HOME` import error." }, { "left": "issue:1280", "right": "issue:488", "accept": true, - "reason": "Both describe failures handling grayscale/single-channel images in diffusion pipeline code; same underlying bug." + "reason": "Same underlying bug: grayscale / single-channel image handling in diffusion pipelines; 488 is the more precise report of the failing path." }, { "left": "issue:12367", "right": "issue:13065", "accept": false, - "reason": "Both mention Qwen-Image, but one is a LoRA support request and the other is controlnet inpaint/canny support; different changes." + "reason": "Both are Qwen-Image feature requests, but they ask for different capabilities (Eligen LoRA support vs controlnet inpaint+canny), so the bodies are not clearly the same request." }, { "left": "issue:1594", "right": "issue:2984", "accept": false, - "reason": "Both are about video generation, but one asks for img2img and the other is a long-video model request; not the same feature." + "reason": "Both concern video generation, but they are different model/paper features rather than the same bug or change." }, { "left": "issue:1305", "right": "issue:1350", "accept": false, - "reason": "Completely different domains: direct inversion editing vs object detection." + "reason": "Completely different topics: direct inversion image editing vs DiffusionDet object detection." }, { "left": "issue:4584", "right": "issue:5849", "accept": false, - "reason": "Same script family, but one is a resume_from_checkpoint error and the other is a missing args TypeError; different bugs." + "reason": "Same training script family, but different failures (`--resume_from_checkpoint` handling vs missing `args` in accelerate launch)." }, { "left": "issue:5168", "right": "issue:5284", "accept": false, - "reason": "Both are ControlNet variants, but XS and LLLite are separate features with different implementations." + "reason": "Both are control-related extensions, but they target different features: ControlNet-XS vs ControlNet-LLLite." }, { "left": "issue:3728", "right": "issue:5576", "accept": false, - "reason": "Shifted Diffusion pipeline request versus FreeNoise scheduler request; distinct changes." + "reason": "Different change requests: Shifted Diffusion pipeline vs FreeNoise scheduler." }, { "left": "issue:8511", "right": "issue:9876", "accept": false, - "reason": "Related to VRAM/memory cleanup, but 8511 is specifically about SD3 text encoder unloading while 9876 is a broader post-training VRAM question." + "reason": "Related to LoRA training memory behavior, but one is about SD3 text encoders not unloading and the other is a broad VRAM-release complaint." }, { "left": "issue:11182", "right": "issue:9576", "accept": false, - "reason": "One is an unnecessary BF16 download issue, the other is a safetensors parameter propagation bug; different paths." + "reason": "Different pipeline loading bugs: unnecessary BF16 download vs `use_safetensors` not propagated to submodules." }, { "left": "issue:4754", "right": "issue:4849", "accept": false, - "reason": "Textual inversion loading error versus multi-GPU training question; unrelated." + "reason": "Textual inversion is the shared area, but one is a missing `model_index.json` after loading and the other is a multi-GPU training question." }, { "left": "issue:12037", "right": "issue:12052", "accept": false, - "reason": "Both involve Wan 2.2 and LightX2V, but one is a LoRA compatibility issue and the other is a device-mismatch/offloading bug." + "reason": "Both involve Wan 2.2 and LightX2V, but the concrete failures differ: LoRA compatibility vs offloading device-mismatch multiplication." }, { "left": "issue:10639", "right": "issue:12412", "accept": false, - "reason": "Two separate model-support requests for different architectures." + "reason": "Different model support requests: Lumina-Image 2.0 vs HunyuanImage-3.0." }, { "left": "issue:2596", "right": "issue:4708", "accept": false, - "reason": "Documentation mentions a missing helper, while the other is an import-time error; not the same bug." + "reason": "One is documentation pointing to a non-existing helper; the other is a runtime import error." }, { "left": "issue:3422", "right": "issue:5623", "accept": false, - "reason": "Both mention safety checker, but one is disabling it and the other is enhancing it; different changes." + "reason": "Both mention safety checker, but one asks how to disable it and the other asks for enhanced functionality." }, { "left": "issue:8594", "right": "issue:9628", "accept": false, - "reason": "Different SD3 training failures: tokenizer initialization versus FP16 unscale error." + "reason": "Same script family, but different failures: tokenizer variable initialization vs FP16 unscale error." }, { "left": "issue:11010", "right": "issue:11408", "accept": false, - "reason": "A model-support request for Chroma/Flux versus a compiled-model adapter bug; unrelated." + "reason": "Different issues entirely: Chroma/Flux architecture support vs compiled-model `set_adapters` support." }, { "left": "issue:3884", "right": "issue:7646", "accept": false, - "reason": "A training script runtime error versus a dataloader_num_workers usage question; not duplicates." + "reason": "Same training script, but one is a generic error and the other is about `dataloader_num_workers`; not the same bug." }, { "left": "issue:2132", "right": "issue:4753", "accept": false, - "reason": "Both are dreambooth script issues, but they report different errors in different contexts." + "reason": "Both are Dreambooth LoRA script problems, but the concrete errors are different (`Accelerator.trackers` vs a generic script issue)." + }, + { + "left": "issue:13162", + "right": "issue:13547", + "accept": false, + "reason": "Same model family, but one is a support request for Flux.2-klein-4b LoRA and the other is an adapter loading error; not clearly the same bug." }, { "left": "issue:2390", "right": "issue:3564", "accept": false, - "reason": "Both are pipeline support requests, but T2I-Adapter and Uni-ControlNet are separate features." + "reason": "Both are pipeline support requests, but for different adapter types: T2I-Adapter vs Uni-ControlNet." }, { "left": "issue:10202", "right": "issue:10594", "accept": false, - "reason": "Both concern Flux/LoRA/control usage, but one is about unloading correctly and the other about multiple controls with LoRA; not clearly the same bug." + "reason": "Both involve FLUX and LoRA/control usage, but one is about not unloading a control LoRA while the other is about multiple controls on FLUX.1-dev." }, { "left": "issue:1082", "right": "issue:2412", "accept": false, - "reason": "Two unrelated dreambooth errors with different failure modes." - }, - { - "left": "issue:11363", - "right": "issue:9546", - "accept": false, - "reason": "Both mention ControlNet/Flux inference memory, but one is a validation-step OOM and the other is a general example OOM; not the same issue." - }, - { - "left": "issue:2412", - "right": "issue:6073", - "accept": false, - "reason": "Different dreambooth-related errors with no shared failure signature." - }, - { - "left": "issue:11010", - "right": "issue:9643", - "accept": false, - "reason": "One is about supporting a Flux-based model, the other about multiple ControlNets in Flux; different tasks." + "reason": "Both are Dreambooth errors, but they are too broad and describe different failure modes." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Summary is grounded in the packet: it correctly identifies one plausible duplicate pair around grayscale/single-channel image handling and treats the rest as distinct, mostly feature-request or unrelated bug reports. The soft-edge verdicts are conservative and do not overstate evidence." + "accept": false, + "feedback": "The summary is mostly grounded, but it overstates at least one soft-edge verdict. The 1280/488 grayscale/single-channel duplicate looks plausible from the titles. However, 12367/13065 is not supported well enough to call a true duplicate: one is a Qwen-Image Eligen LoRA request and the other is Qwen-Image controlnet inpaint + canny support, which are different feature asks on the same model family. That should stay conservative as a non-duplicate unless the bodies clearly show the same bug/request." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21927,22 +21914,24 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10321", "issue:10460", "issue:10760", - "issue:10925", + "issue:11010", "issue:11024", "issue:11104", + "issue:11363", "issue:11432", "issue:12221", "issue:1574", "issue:2177", "issue:2321", + "issue:2412", "issue:2466", "issue:2728", "issue:3613", @@ -21953,9 +21942,9 @@ "issue:4911", "issue:4993", "issue:5227", - "issue:5558", "issue:579", "issue:6069", + "issue:6073", "issue:6162", "issue:6503", "issue:6520", @@ -21964,10 +21953,8 @@ "issue:6565", "issue:6709", "issue:6741", - "issue:7049", "issue:7159", "issue:7210", - "issue:7348", "issue:7355", "issue:7538", "issue:8307", @@ -21975,13 +21962,16 @@ "issue:8939", "issue:9209", "issue:9223", - "issue:9237", "issue:9370", - "issue:9448", + "issue:9546", "issue:9551", + "issue:9643", "issue:9971" ], "soft_pairs": [ + "issue:11363|issue:9546", + "issue:2412|issue:6073", + "issue:11010|issue:9643", "issue:6565|issue:6741", "issue:10321|issue:11104", "issue:10460|issue:9370", @@ -22002,183 +21992,180 @@ "issue:2177|issue:2728", "issue:6162|issue:7355", "issue:4837|issue:861", - "issue:6503|issue:6545", - "issue:7049|issue:9448", - "issue:10925|issue:9237", - "issue:5558|issue:7348" + "issue:6503|issue:6545" ], - "prepared_review_unit_hash": "dc6fa4fea0d217e90cddf9071142fb68ab670efe61140f5192cf6f46a189b9c7", + "prepared_review_unit_hash": "a4953576e08a2b1abfe34f8dca38e095eaab44a933212b5c9f3028879b8f7bfd", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34474, - "estimated_input_tokens": 8619, - "estimated_eval_tokens": 17494 + "serialized_chars": 34355, + "estimated_input_tokens": 8589, + "estimated_eval_tokens": 17434 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated diffusers issues, with only a few weak sub-themes around training scripts, loading, IP-Adapter, ControlNet, and LTX-Video. None of the soft pairs look like true duplicates or the same concrete fix path.", - "confidence": 0.87, - "canonical_issue_reason": "issue:6503 is the closest thing to a hub: it is a tracker-style meta issue with broad training-script scope and the strongest inbound reference signal in this set, even though the cluster overall is heterogeneous.", + "summary": "These are mostly unrelated issues that only share broad keywords like training, loading, schedulers, or FLUX/LTX. I don\u2019t see any pair that clearly describes the same concrete bug or change, so all soft edges should be rejected.", + "confidence": 0.9, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:6503 is the best representative of the cluster because it is broad, tracker-like, and central to the training/script subtheme; the rest of the items are mostly unrelated one-off bugs or feature requests.", + "best_issue_reason": "issue:6503 is the closest thing to a cluster anchor because it is a broad tracker with the highest reference activity, but it is still an umbrella issue rather than a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:11363", + "right": "issue:9546", + "accept": false, + "reason": "Both mention OOM during validation, but they are different workflows/models: ControlNet example vs Flux Controlnet training." + }, + { + "left": "issue:2412", + "right": "issue:6073", + "accept": false, + "reason": "Both are Dreambooth failures, but one is a generic error and the other is a beginner SDXL README issue; no shared concrete bug." + }, + { + "left": "issue:11010", + "right": "issue:9643", + "accept": false, + "reason": "One is a feature request for FLUX architecture changes, the other is a limitation question about multiple ControlNets." + }, { "left": "issue:6565", "right": "issue:6741", "accept": false, - "reason": "Both are DPO training-related, but one is training instability/loss spikes and the other is a missing CLI arg in the train script; different bugs and code paths." + "reason": "DPO training instability and a missing CLI arg are different problems in different code paths." }, { "left": "issue:10321", "right": "issue:11104", "accept": false, - "reason": "Both mention LTX-Video, but one is a missing model file error and the other is offload-method breakage; not the same underlying defect." + "reason": "Both are LTX-Video related, but one is a missing model file error and the other is broken offload methods." }, { "left": "issue:10460", "right": "issue:9370", "accept": false, - "reason": "UNet2DModel API mismatch vs a missing pooled_projection argument in a different embedding module; unrelated components." + "reason": "These describe different API/signature bugs in different classes, not the same underlying defect." }, { "left": "issue:12221", "right": "issue:9551", "accept": false, - "reason": "One is a support/contribution request and the other is a usage question about x-labs flux controlnets; not a duplicate bug/change." + "reason": "One is a support request for DiffSynth ControlNet; the other is a question about using x-labs FLUX ControlNet models." }, { "left": "issue:2321", "right": "issue:2466", "accept": false, - "reason": "EMA weight handling in inference vs checkpoint retention limits; different functionality and different failure modes." + "reason": "EMA weight handling during inference and checkpoint retention limits are unrelated." }, { "left": "issue:10760", "right": "issue:7210", "accept": false, - "reason": "Import/export structure bug vs pipeline lacking named_parameters for dispatch; different subsystems and symptoms." + "reason": "Import/export exposure bug vs a missing attribute during checkpoint dispatch; different failure points." }, { "left": "issue:11024", "right": "issue:8307", "accept": false, - "reason": "SiglipImageProcessor .to() misuse in SD3 IP-Adapter code vs missing StableCascadeUNet export; not the same issue." + "reason": "SiglipImageProcessor .to() and StableCascadeUNet missing from the package are different issues." }, { "left": "issue:11432", "right": "issue:9971", "accept": false, - "reason": "from_pretrained dtype auto-loading bug vs DEIS scheduler behavior on FLUX; unrelated code paths." + "reason": "A from_pretrained dtype parsing bug is unrelated to DEIS scheduler behavior on FLUX." }, { "left": "issue:6069", "right": "issue:6527", "accept": false, - "reason": "Both involve scheduler add_noise, but they are different scheduler classes with distinct edge cases; too different to merge." + "reason": "Both involve add_noise, but they are different schedulers and likely different edge-case failures." }, { "left": "issue:5227", "right": "issue:7159", "accept": false, - "reason": "Both touch torch.compile and LoRA, but one is about loading LoRA weights and the other about fused LoRA inference; not the same concrete fix." + "reason": "Both mention torch.compile and LoRA, but one is loading weights and the other is compiling a fused LoRA path." }, { "left": "issue:4993", "right": "issue:9223", "accept": false, - "reason": "Import structure export bug vs dependency version conflict; clearly unrelated." + "reason": "An import-structure export bug is unrelated to a dependency version conflict." }, { "left": "issue:378", "right": "issue:579", "accept": false, - "reason": "Both are textual inversion issues, but one is a class/distribution problem and the other is missing config.json; different root causes." + "reason": "Both are textual inversion issues, but one is about DiagonalGaussianDistribution and the other is a missing config.json." }, { "left": "issue:4704", "right": "issue:6709", "accept": false, - "reason": "Both are Custom Diffusion training issues, but they describe different failures and likely different fixes." + "reason": "Both are Custom Diffusion training issues, but the concrete failures and scripts differ." }, { "left": "issue:6520", "right": "issue:7538", "accept": false, - "reason": "Blank validation output in one training script vs a dataset/style-training problem; not the same bug." + "reason": "Blank validation output during adapter training is not the same as a dataset/style training issue." }, { "left": "issue:8939", "right": "issue:9209", "accept": false, - "reason": "Tokenizer loading failure vs inability to reach hf-mirror.com; one is missing files, the other is network access." + "reason": "Tokenizer/model loading failure and inability to reach hf-mirror.com are different root causes." }, { "left": "issue:1574", "right": "issue:3613", "accept": false, - "reason": "Both mention Dreambooth OOM on limited GPU, but the contexts differ enough that they do not look like one concrete underlying bug." + "reason": "Both involve Dreambooth memory failures, but the environment and specific problem statements are different." }, { "left": "issue:4852", "right": "issue:4911", "accept": false, - "reason": "LoRA loading error vs custom text_encoder loading in from_single_file; different model-loading paths." + "reason": "LoRA loading and custom text_encoder loading in from_single_file are distinct load paths." }, { "left": "issue:2177", "right": "issue:2728", "accept": false, - "reason": "Cannot load AutoencoderKL vs cannot load safetensors for UNet2DConditionModel; different models and file formats." + "reason": "AutoencoderKL loading and UNet2DConditionModel safetensors loading are different model-class issues." }, { "left": "issue:6162", "right": "issue:7355", "accept": false, - "reason": "IP-Adapter SDXL shape mismatch vs Stable Cascade arbitrary-resolution/bfloat16 issue; different models and failure modes." + "reason": "SDXL IP-Adapter shape mismatch and Stable Cascade resolution/bfloat16 errors are unrelated." }, { "left": "issue:4837", "right": "issue:861", "accept": false, - "reason": "Both involve conversion to diffusers, but one is SDXL-specific and the other is a generic ckpt conversion failure; not the same bug." + "reason": "Both involve conversion scripts, but one is SDXL-specific and the other is generic ckpt conversion; not the same bug." }, { "left": "issue:6503", "right": "issue:6545", "accept": false, - "reason": "Both are training-script tracker items, but they target different maintenance efforts: torch.compile compatibility vs modularizing inference." - }, - { - "left": "issue:7049", - "right": "issue:9448", - "accept": false, - "reason": "Both are IP-Adapter example failures, but they hit different pipelines and different exceptions; not mergeable as one fix." - }, - { - "left": "issue:10925", - "right": "issue:9237", - "accept": false, - "reason": "Both concern FLUX Dreambooth, but one is CLIPTextModel-specific and the other is a broader LoRA training issue; too broad to treat as the same bug." - }, - { - "left": "issue:5558", - "right": "issue:7348", - "accept": false, - "reason": "Both involve ControlNet inpainting, but one is multi-ControlNet artifacts and the other is scheduler-related weird results; different root causes." + "reason": "A torch.compile compatibility tracker and an inferencing modularization tracker are different umbrella issues, not duplicates." } ] }, @@ -22197,14 +22184,15 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10150", "issue:10202", "issue:10594", + "issue:10925", "issue:11024", "issue:11109", "issue:11363", @@ -22222,22 +22210,21 @@ "issue:3019", "issue:3728", "issue:4061", - "issue:4141", "issue:4194", "issue:4303", "issue:4305", "issue:4354", "issue:4376", - "issue:4418", "issue:4492", - "issue:462", "issue:4885", "issue:5412", + "issue:5558", "issue:6418", "issue:6482", "issue:6598", "issue:7049", "issue:7142", + "issue:7348", "issue:7773", "issue:7985", "issue:8182", @@ -22246,11 +22233,15 @@ "issue:8828", "issue:8839", "issue:8939", - "issue:941", + "issue:9237", + "issue:9448", "issue:9525", "issue:9732" ], "soft_pairs": [ + "issue:7049|issue:9448", + "issue:10925|issue:9237", + "issue:5558|issue:7348", "issue:12613|issue:12699", "issue:4305|issue:7985", "issue:7049|issue:8626", @@ -22272,182 +22263,186 @@ "issue:4194|issue:4354", "issue:10594|issue:11109", "issue:4061|issue:4885", - "issue:5412|issue:6482", - "issue:4141|issue:4418", - "issue:462|issue:941" + "issue:5412|issue:6482" ], - "prepared_review_unit_hash": "9f75360332a2d5037f9577103681c970986566a3202fe63b0b884c7c3f071deb", + "prepared_review_unit_hash": "cc872a3ba161db0a707726691d41ccf1b05bb5f05d619896be02271f22d35b5f", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 24, - "serialized_chars": 33492, - "estimated_input_tokens": 8373, - "estimated_eval_tokens": 17002 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34377, + "estimated_input_tokens": 8595, + "estimated_eval_tokens": 17446 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous, but a visible subtheme is FLUX/LoRA/control issues. None of the soft pairs look like true duplicates; they mostly share a model family or broad subsystem rather than the same concrete bug.", - "confidence": 0.39, - "canonical_issue_reason": "issue:9525 is the cleanest representative of the FLUX/LoRA subtheme: it describes a concrete application bug ('lora_scale has no effect') that overlaps the nearby Flux/Lora/control reports better than the more generic or narrower items.", + "summary": "This cluster is mostly a set of loosely similar model-loading / LoRA / controlnet / training issues, but I don\u2019t see any pair that clearly describes the exact same underlying bug or change. Most soft links are broad-topic similarity rather than duplicates.", + "confidence": 0.68, + "canonical_issue_reason": "Issue #9237 is the most central representative of the repeated Flux/LoRA training theme and has substantial discussion, making it the best canonical issue for this cluster despite the lack of true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:9525 is the best issue anchor for this set because it is specific, reproducible, and central to the repeated FLUX LoRA/loading behavior seen in several nearby issues.", + "best_issue_reason": "#9237 best captures the dominant subtheme in this cluster (Flux Dreambooth/LoRA training) and is more representative than the narrower pipeline- or symptom-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:7049", + "right": "issue:9448", + "accept": false, + "reason": "Both are IP-Adapter-related, but one is a tuple/unpack error and the other is a tensor shape attribute error in a different controlnet/inpaint path." + }, + { + "left": "issue:10925", + "right": "issue:9237", + "accept": false, + "reason": "Both concern Flux Dreambooth/LoRA training, but they target different problems: CLIPTextModel finetuning vs a general Flux Dreambooth LoRA training issue." + }, + { + "left": "issue:5558", + "right": "issue:7348", + "accept": false, + "reason": "Both mention ControlNet/inpaint artifacts, but one is about multiple ControlNets and the other about scheduler behavior; not the same bug." + }, { "left": "issue:12613", "right": "issue:12699", "accept": false, - "reason": "Both are Wan 2.2 video issues, but one is latent NaNs and the other is quality degradation with a lighting LoRA; different failure modes." + "reason": "Same Wan 2.2 area, but one reports NaNs in latent i2v and the other reports quality degradation after many prompts with a lighting LoRA." }, { "left": "issue:4305", "right": "issue:7985", "accept": false, - "reason": "One is a torch.compile graph break in Diffusers generally, the other is IPAdapter compile incompatibility; related area, not the same bug." + "reason": "Both involve torch.compile, but one is a general graph-break regression and the other is an IP-Adapter-specific compile incompatibility." }, { "left": "issue:7049", "right": "issue:8626", "accept": false, - "reason": "Both involve IP Adapter usage, but one is a runtime unpacking error and the other is guidance for multiple images/masks; not the same code-path failure." + "reason": "IP-Adapter is shared, but one is a runtime ValueError and the other is a documentation/guidance request, not the same defect." }, { "left": "issue:12082", "right": "issue:12565", "accept": false, - "reason": "Both are Wan-related, but one is VAE memory growth after compile and the other is a Wan2.1 i2v runtime issue; too different." + "reason": "Both are Wan 2.1 issues, but one is a VAE memory regression after compile and the other is a broader i2v running problem." }, { "left": "issue:8828", "right": "issue:8839", "accept": false, - "reason": "Both are SD3 training issues, but one is a 16GB training error and the other is an LoRA weight error; distinct problems." + "reason": "Both are SD3 training-related, but one is a 16GB training error and the other is a LoRA weight loading error." }, { "left": "issue:10150", "right": "issue:12599", "accept": false, - "reason": "Both mention slowness, but one is SDXL pipeline loading/inference and the other is slow CUDA transfer after loading; not the same bug." + "reason": "Both concern slowness, but one is SDXL pipeline loading/inference and the other is slow CUDA transfer after loading; different code paths." }, { "left": "issue:11642", "right": "issue:9525", "accept": false, - "reason": "Both are Flux prompt/LoRA related, but one is prompt_embeds_scale ineffectiveness in FluxPriorReduxPipeline and the other is lora_scale ineffectiveness in Flux; different mechanisms." + "reason": "Both mention Flux scaling, but one is prompt_embeds_scale in FluxPriorReduxPipeline and the other is lora_scale during Flux loading; different mechanisms." }, { "left": "issue:4303", "right": "issue:4376", "accept": false, - "reason": "Both are SDXL loading crashes, but one is a Flax pipeline crashing on SDXL load and the other is textual inversion loading crashing; different entry points." + "reason": "Both are SDXL load crashes, but they hit different APIs and different failure modes." }, { "left": "issue:11024", "right": "issue:8182", "accept": false, - "reason": "These are unrelated API mistakes: SiglipImageProcessor .to() vs Logger.warninging typo." + "reason": "These are unrelated; one is an SD3 IP-Adapter processor issue, the other is a Logger typo." }, { "left": "issue:10202", "right": "issue:11464", "accept": false, - "reason": "Both are Flux control/LoRA issues, but one is unloading correctly and the other is loading a specific Canny LoRA into FluxControlPipeline; not the same defect." + "reason": "Both concern Flux Control LoRA, but one is unloading correctly and the other is loading into FluxControlPipeline; not the same bug." }, { "left": "issue:1823", "right": "issue:228", "accept": false, - "reason": "Completely unrelated: swapped comments in depth2img versus a broken release link." + "reason": "Completely unrelated: a comment swap in depth2img versus a broken release link." }, { "left": "issue:3019", "right": "issue:3728", "accept": false, - "reason": "Different feature requests for different pipelines (SAM editing vs Shifted Diffusion)." + "reason": "Different models and different requests; no shared bug or change." }, { "left": "issue:8787", "right": "issue:9525", "accept": false, - "reason": "Both involve loading behavior, but one is general model-loading slowdown and the other is Flux LoRA scaling not applying; different issues." + "reason": "One is a generic model-loading slowdown, the other is Flux LoRA scaling not taking effect." }, { "left": "issue:11363", "right": "issue:9732", "accept": false, - "reason": "CUDA OOM in a ControlNet example versus OOM in SD3 flux training docs; same symptom class, different workflows and causes." + "reason": "Both are OOM reports, but one is a controlnet inference example and the other is DreamBooth training; different workloads." }, { "left": "issue:4492", "right": "issue:8939", "accept": false, - "reason": "Different tokenizer/config loading problems; one is a Python boolean typo, the other is a missing tokenizer path/files error." + "reason": "Unrelated issues: a false/False NameError versus a tokenizer loading/path error." }, { "left": "issue:1350", "right": "issue:2984", "accept": false, - "reason": "Both are research/model requests, but they are unrelated topics and not duplicate bugs." + "reason": "Different projects and different problem statements; not duplicates." }, { "left": "issue:6418", "right": "issue:7773", "accept": false, - "reason": "Both concern video generation quality, but one is identical first-frame outputs during finetuning and the other is a batch-size>1 generation bug." + "reason": "Both are Stable Video Diffusion, but one is repeated-frame output and the other is a batch-size bug." }, { "left": "issue:6598", "right": "issue:7142", "accept": false, - "reason": "Different inference result mismatches in different pipelines/settings; not enough to be the same bug." + "reason": "Both compare diffusers output to other UIs, but they involve different pipelines/models and different behaviors." }, { "left": "issue:4194", "right": "issue:4354", "accept": false, - "reason": "Both are pipeline loading issues, but one is VAE selection from single file and the other is wrong pipeline type returned from from_single_file." + "reason": "Both are from_single_file-related, but one is a VAE load problem and the other is an incorrect pipeline type return." }, { "left": "issue:10594", "right": "issue:11109", "accept": false, - "reason": "Both involve FLUX with controls/LoRA, but one is multiple controls with LoRA on FLUX.1-dev and the other is a depth LoRA transformer layer mismatch; not the same concrete failure." + "reason": "Both involve FLUX + LoRA + controls, but one is about combining multiple controls and the other about transformer layer mismatch; different bugs." }, { "left": "issue:4061", "right": "issue:4885", "accept": false, - "reason": "Both are SDXL LoRA loading issues, but one is a generic load_lora error and the other is SDXL ControlNet img2img failing to load LoRA weights; different pipeline paths." + "reason": "Both are SDXL LoRA loading issues, but they affect different pipelines and report different failure modes." }, { "left": "issue:5412", "right": "issue:6482", "accept": false, - "reason": "Both are DreamBooth LoRA training resume failures, but the reported errors differ (checkpoint resume failure vs FP16 unscale ValueError)." - }, - { - "left": "issue:4141", - "right": "issue:4418", - "accept": false, - "reason": "Both are in control/inpaint pipelines, but one ignores a second controlnet and the other has denoising_start misbehavior; different bugs." - }, - { - "left": "issue:462", - "right": "issue:941", - "accept": false, - "reason": "Both are MPS img2img issues, but one is release breakage and the other is num_images_per_prompt producing noise; not the same defect." + "reason": "Both are resume_from_checkpoint failures in SDXL LoRA training, but the scripts and error signatures differ enough that they are not clearly the same bug." } ] }, @@ -22466,14 +22461,13 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:1005", "issue:10596", - "issue:1061", "issue:10673", "issue:10674", "issue:10795", @@ -22487,16 +22481,16 @@ "issue:13484", "issue:13487", "issue:1367", - "issue:228", "issue:2560", "issue:3382", "issue:3428", "issue:3717", "issue:3774", - "issue:4236", + "issue:4141", "issue:4354", + "issue:4418", + "issue:462", "issue:4911", - "issue:5075", "issue:5623", "issue:5857", "issue:5877", @@ -22517,10 +22511,13 @@ "issue:8435", "issue:8518", "issue:8787", + "issue:941", "issue:9664", "issue:9971" ], "soft_pairs": [ + "issue:4141|issue:4418", + "issue:462|issue:941", "issue:11143|issue:11258", "issue:4354|issue:6001", "issue:4911|issue:8435", @@ -22542,188 +22539,186 @@ "issue:10596|issue:10673", "issue:10833|issue:8787", "issue:10795|issue:8518", - "issue:5877|issue:9664", - "issue:4236|issue:5075", - "issue:1061|issue:228" + "issue:5877|issue:9664" ], - "prepared_review_unit_hash": "83502f9949e1e45cb24af86229635f0d5e3eb0f7f9e446605c6caa05600552d3", + "prepared_review_unit_hash": "33eeeb8a033e802ad9d67b7ea4d949e77e5a6869c98a5bb350526f455931a931", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33919, - "estimated_input_tokens": 8480, - "estimated_eval_tokens": 17216 + "serialized_chars": 33921, + "estimated_input_tokens": 8481, + "estimated_eval_tokens": 17218 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are only loosely related by subsystem or keyword overlap and should not be merged. The only clear duplicate-like pair is the SDXL `from_single_file` pipeline-type bug (issues 4354 and 6001).", - "confidence": 0.79, - "canonical_issue_reason": "Issue 4354 is the broader, more representative report of the `from_single_file` pipeline-type bug, and it cleanly covers the duplicate-style refiner/Inpaint pipeline mismatch described in 6001.", + "summary": "Mostly unrelated issue reports with two likely duplicate pairs: MPS img2img corruption and SDXL from_single_file returning the wrong pipeline type. The rest are only broadly similar by subsystem or symptom and should stay separate.", + "confidence": 0.72, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 4354 is the best global issue candidate because it describes the underlying `from_single_file` pipeline class selection problem in a broader form than the narrower duplicate report.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:4141", + "right": "issue:4418", + "accept": false, + "reason": "Both are in inpaint/controlnet-adjacent areas, but one is about a second ControlNet being ignored and the other is about denoising_start behavior in SDXL inpaint; different bugs." + }, + { + "left": "issue:462", + "right": "issue:941", + "accept": true, + "reason": "Both describe StableDiffusionImg2ImgPipeline producing broken/noisy outputs on Apple MPS; 941 is a narrower repro of the same pipeline bug." + }, { "left": "issue:11143", "right": "issue:11258", "accept": false, - "reason": "Both are LTX-related, but one is about video quality and the other about single-file loading; different bugs." + "reason": "Different LTX-Video problems: one is output quality, the other is a single-file loading topic." }, { "left": "issue:4354", "right": "issue:6001", "accept": true, - "reason": "Both describe the same `from_single_file` bug returning the wrong SDXL pipeline class instead of the expected one." + "reason": "Both report from_single_file returning the wrong SDXL inpaint/refiner pipeline type; same loader return-path bug." }, { "left": "issue:4911", "right": "issue:8435", "accept": false, - "reason": "Both mention `from_single_file`, but one is specifically custom text encoder loading and the other is a generic runtime error; not enough evidence of the same bug." + "reason": "Both involve from_single_file, but one is a custom text_encoder loading failure and the other is a generic runtime error; not the same concrete defect." }, { "left": "issue:2560", "right": "issue:3428", "accept": false, - "reason": "Both concern img2img behavior, but the reported symptoms and setup differ; these look like separate issues." + "reason": "Both mention StableDiffusionImg2ImgPipeline, but the titles point to different symptoms and no shared concrete failure mode." }, { "left": "issue:1005", "right": "issue:1367", "accept": false, - "reason": "One is about timestep limits, the other about saving scheduler config with custom betas; unrelated." + "reason": "Scheduler timestep limits vs saving custom trained_betas configuration are unrelated scheduler issues." }, { "left": "issue:3382", "right": "issue:7757", "accept": false, - "reason": "Both are training OOM reports, but they affect different scripts and scenarios; not the same code-path problem." + "reason": "Both are multi-GPU OOM reports, but for different training scripts and likely different causes." }, { "left": "issue:5623", "right": "issue:7363", "accept": false, - "reason": "Both involve safety checker, but one is general enhanced functionality and the other is SDXL-specific; not the same bug/change." + "reason": "General safety checker enhancement vs adding safety checker support for stable_diffusion_xl are related feature areas, not the same bug/change." }, { "left": "issue:5927", "right": "issue:6243", "accept": false, - "reason": "Both mention IP-Adapter, but the feature combinations and failures are different." + "reason": "Both involve IP-Adapter variants, but the feature combinations and failure modes differ." }, { "left": "issue:6574", "right": "issue:7629", "accept": false, - "reason": "One is a FutureWarning in SVD, the other is version-specific OOM in SVD; different problems." + "reason": "One is a warning in SVD preprocessing, the other is a PyTorch-version-specific OOM; not the same issue." }, { "left": "issue:13043", "right": "issue:13298", "accept": false, - "reason": "Both are CUDA/device-related, but one is an attention backend kernel compatibility issue and the other is a generator device behavior bug." + "reason": "Different CUDA/device problems: kernel-image support on RTX 5090 vs generator-device handling breaking image generation." }, { "left": "issue:3717", "right": "issue:3774", "accept": false, - "reason": "Both are multi-GPU/ZeRO memory issues, but they describe different training problems." + "reason": "Both concern memory, but one is multi-GPU OOM while the other is zero3 not saving memory in a training script." }, { "left": "issue:7229", "right": "issue:7728", "accept": false, - "reason": "Checkpoint saving trouble and an Accelerate training error are related to training, but not the same underlying defect." + "reason": "Both are advanced training script issues, but one centers on checkpoint saving and the other on an Accelerate error during training." }, { "left": "issue:6252", "right": "issue:6446", "accept": false, - "reason": "One is LoRA weights not loading from checkpoint, the other is a model failing to load in Colab; different bugs." + "reason": "A checkpointed LoRA weight-loading bug and a Colab loading failure are different problems." }, { "left": "issue:5857", "right": "issue:6008", "accept": false, - "reason": "Both involve LCM LoRA, but the pipelines and failure modes differ enough that they should stay separate." + "reason": "Both mention LCM LoRA, but one is AnimateDiff SDXL and the other is IP-Adapter FaceId; different code paths." }, { "left": "issue:5889", "right": "issue:7405", "accept": false, - "reason": "Different video-model requests/issues; no shared concrete bug." + "reason": "A stable video diffusion topic and a DynamiCrafter new-model request are not duplicates." }, { "left": "issue:13484", "right": "issue:13487", "accept": false, - "reason": "Both are LoRA-loading failures, but one is Flux 2 dev FAL LoRAs and the other is a modular pipeline text_pipe failure; not the same report." + "reason": "Both are LoRA-loading complaints in Flux/modular pipelines, but one is FAL LoRA loading on Flux 2 dev and the other is loading on text_pipe; not clearly the same bug." }, { "left": "issue:10674", "right": "issue:9971", "accept": false, - "reason": "Both are FLUX-related, but one is GGUF loading and the other is scheduler behavior; different code paths." + "reason": "GGUF support failure in FluxPipeline vs DEIS scheduler not working on FLUX are separate issues." }, { "left": "issue:10914", "right": "issue:11023", "accept": false, - "reason": "One is unintended CPU offload, the other is blurred output in a custom SDXL pipeline; unrelated." + "reason": "Unexpected CPU offload vs blurry outputs in a custom SDXL pipeline are unrelated." }, { "left": "issue:10596", "right": "issue:10673", "accept": false, - "reason": "Both are shape errors, but in different pipelines and likely different tensor reshaping bugs." + "reason": "Both are invalid-shape errors, but they involve different pipelines/models and likely different reshape logic." }, { "left": "issue:10833", "right": "issue:8787", "accept": false, - "reason": "Matrix-shape failure in FluxFill with bitsandbytes is unrelated to model-loading slowness." + "reason": "A bitsandbytes matrix-shape bug in FluxFillPipeline and a general model-loading slowdown are not the same defect." }, { "left": "issue:10795", "right": "issue:8518", "accept": false, - "reason": "Both mention `torch.compile`, but they fail in different model/loading scenarios and on different unsupported ops." + "reason": "Both involve torch.compile, but one is GGUF via from_single_file and the other is an SD3 compile Unsupported error; different failure points." }, { "left": "issue:5877", "right": "issue:9664", "accept": false, - "reason": "Both are subprocess failures in training scripts, but the scripts and underlying causes are not shown to be the same." - }, - { - "left": "issue:4236", - "right": "issue:5075", - "accept": false, - "reason": "Both involve SDXL refiner, but one is about missing text-encoder registration and the other is a prompt-embedding shape mismatch." - }, - { - "left": "issue:1061", - "right": "issue:228", - "accept": false, - "reason": "A documentation update request and a broken release link are unrelated." + "reason": "Both are subprocess failures in training scripts, but the affected workflows and likely root causes are different." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative on the ambiguous pairs. The only clearly supported duplicate-like match from the titles is issue 4354 with 6001 around `from_single_file` returning the wrong SDXL pipeline type." + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted pairs are well-supported by the titles as likely duplicates, while the remaining pairs are mostly different subsystems or distinct failure modes. No soft-edge verdict looks overstated." }, "evaluator_used": true, "retried": false, @@ -22739,17 +22734,16 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10180", - "issue:10186", "issue:10321", "issue:10334", "issue:10350", - "issue:10833", + "issue:1061", "issue:10925", "issue:11010", "issue:11143", @@ -22758,20 +22752,21 @@ "issue:11907", "issue:12501", "issue:1367", - "issue:1617", "issue:1734", "issue:2156", + "issue:228", "issue:2299", - "issue:2444", "issue:2674", "issue:3026", "issue:3250", "issue:3357", "issue:3717", "issue:4134", + "issue:4236", "issue:4480", "issue:4483", "issue:4993", + "issue:5075", "issue:5604", "issue:5753", "issue:5917", @@ -22793,6 +22788,8 @@ "issue:993" ], "soft_pairs": [ + "issue:4236|issue:5075", + "issue:1061|issue:228", "issue:3026|issue:3717", "issue:4483|issue:5931", "issue:6818|issue:7033", @@ -22814,176 +22811,180 @@ "issue:2674|issue:5604", "issue:7889|issue:8645", "issue:1367|issue:3250", - "issue:10925|issue:9227", - "issue:1617|issue:2444", - "issue:10186|issue:10833" + "issue:10925|issue:9227" ], - "prepared_review_unit_hash": "24984bf3327c8871432947a4935385c93e5f66892f0340d44e55edd15d3c654a", + "prepared_review_unit_hash": "1e8ef735dcd1e3bad03d97632103d9826e19280b6ce9978fb885f9f4da1f5ed8", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33486, - "estimated_input_tokens": 8372, - "estimated_eval_tokens": 17000 + "serialized_chars": 33409, + "estimated_input_tokens": 8353, + "estimated_eval_tokens": 16962 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous with mostly superficial title similarity. I rejected all soft-edge pairs; the closest recurring theme is multi-LoRA/PEFT handling, but the concrete bugs differ. If forced to pick an anchor, issue 5604 is the broadest representative of that theme.", - "confidence": 0.77, - "canonical_issue_reason": "issue:5604 is the broadest multi-LoRA lifecycle problem in the set and is the most plausible umbrella anchor, even though the cluster is not a tight duplicate group.", + "summary": "Mostly unrelated issues grouped by superficial title similarity. The only close theme is multi-LoRA/Flux loading, but even \u0aa4\u0acd\u0aaf\u0abe\u0a82 the reports differ enough that none should be merged as duplicates. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:5604 best fits as a representative for the recurring LoRA-management subgroup because it is broader than the Flux-specific or PEFT-key-error reports.", + "best_issue_reason": "issue:11298 is the clearest, most specific current report in the LoRA-loading subset (open, explicit PEFT key error), but it should not be treated as a true canonical duplicate for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:4236", + "right": "issue:5075", + "accept": false, + "reason": "Both are SDXL refiner problems, but one is text-encoder registration and the other is prompt-embedding shape mismatch; different bugs." + }, + { + "left": "issue:1061", + "right": "issue:228", + "accept": false, + "reason": "Docs/link update for Textual Inversion is unrelated to a broken release download link." + }, { "left": "issue:3026", "right": "issue:3717", "accept": false, - "reason": "Different features and failure modes: instruct pix2pix launch error vs multi-GPU OOM." + "reason": "Both mention training on limited GPUs, but one is an accelerate launch/runtime error and the other is multi-GPU OOM; not the same bug." }, { "left": "issue:4483", "right": "issue:5931", "accept": false, - "reason": "Both mention determinism, but one is SDXL generator non-determinism and the other is StableDiffusionPipeline non-determinism; no shared concrete bug." + "reason": "Both concern determinism, but they target different pipelines and likely different causes." }, { "left": "issue:6818", "right": "issue:7033", "accept": false, - "reason": "Unloading IP-Adapter pipeline error is unrelated to attention-masking warning logs." + "reason": "Both involve IP-Adapter, but one is an unload/runtime error and the other is warning logging; different code paths." }, { "left": "issue:7377", "right": "issue:8649", "accept": false, - "reason": "Both involve num_images_per_prompt, but they are different pipelines and likely different code paths." + "reason": "Both mention num_images_per_prompt, but they affect different pipelines/models and report different failure modes." }, { "left": "issue:11907", "right": "issue:9643", "accept": false, - "reason": "Both are Flux-related, but scheduler incompatibility is not the same as multiple-ControlNet support." + "reason": "Flux scheduler incompatibility is a different problem from Flux multi-ControlNet support." }, { "left": "issue:4134", "right": "issue:4480", "accept": false, - "reason": "Both are MPS-related, but one is a ControlNet tensor-shape mismatch and the other is a float16 kernel crash." + "reason": "Both are MPS-related, but one is a tensor shape mismatch in ControlNet and the other is an fp16 kernel crash in StableDiffusionPipeline." }, { "left": "issue:4993", "right": "issue:5917", "accept": false, - "reason": "Import-structure issue vs checkpoint-conversion failure; different subsystems." + "reason": "Import-structure exposure of CLIPImageProjection is unrelated to checkpoint conversion failing after an upgrade." }, { "left": "issue:6124", "right": "issue:7513", "accept": false, - "reason": "Different DreamBooth/LoRA training problems; no same concrete failure." + "reason": "Both are DreamBooth LoRA reports, but one is an FP16 unscale error and the other is a GPU memory issue; not the same bug." }, { "left": "issue:10334", "right": "issue:11342", "accept": false, - "reason": "Both mention MPS/Sana, but one is output corruption/NaNs and the other is a pipeline failure; not the same bug." + "reason": "Both involve Sana on Apple hardware, but one is output corruption/NaNs and the other is pipeline failure; insufficiently specific to merge." }, { "left": "issue:11010", "right": "issue:9667", "accept": false, - "reason": "Support for a Flux-derived architecture is unrelated to loading an fp8 Flux model from a local transformer file." + "reason": "Both concern Flux model support/loading, but one is an architecture-change request and the other is a local fp8 loader bug." }, { "left": "issue:10350", "right": "issue:12501", "accept": false, - "reason": "VAE decoder memory usage and graph-break behavior are different issues." + "reason": "Both mention VAE decoder, but one is memory usage and the other is a graph break; different issues." }, { "left": "issue:10321", "right": "issue:11143", "accept": false, - "reason": "LTX-Video missing checkpoint files is unrelated to video quality complaints." + "reason": "Both reference LTX-Video, but one is a model-loading file error and the other is a video-quality complaint." }, { "left": "issue:10180", "right": "issue:11298", "accept": false, - "reason": "Both are multi-LoRA problems, but one is Flux Control LoRA loading and the other is PEFT key errors during hotswap; not the same concrete bug." + "reason": "Both are multi-LoRA/Flux-adjacent, but one is loading multiple LoRAs with Flux Control LoRA and the other is a PEFT key error during hotswapping; not clearly the same bug." }, { "left": "issue:3357", "right": "issue:6096", "accept": false, - "reason": "Both are torch.compile issues, but they fail on different operations and exceptions." + "reason": "Both are torch compile failures, but they are different exception types and likely different unsupported operations." }, { "left": "issue:2674", "right": "issue:5753", "accept": false, - "reason": "Missing safetensors requirement is unrelated to SDXL ControlNet load_lora_weights failure." + "reason": "One is about safetensors dependency/requirements, the other about SDXL ControlNet with load_lora_weights; unrelated." }, { "left": "issue:1734", "right": "issue:2156", "accept": false, - "reason": "Both are training-performance/resource complaints, but one is multi-GPU slowdown and the other is CPU-only training." + "reason": "Both are Dreambooth training performance issues, but one is multi-GPU slowdown and the other is CPU-only training instead of GPU." }, { "left": "issue:2299", "right": "issue:993", "accept": false, - "reason": "Fine-tuned checkpoint support and fp16 dtype mismatch are different problems." + "reason": "Fine-tuned checkpoint integration and fp16 dtype mismatch are different bugs." }, { "left": "issue:6709", "right": "issue:6879", "accept": false, - "reason": "Same Custom Diffusion area, but concept-list handling and dtype mismatch are distinct bugs." + "reason": "Both are Custom Diffusion training bugs, but one is about concept lists and the other is a dtype mismatch." }, { "left": "issue:2674", "right": "issue:5604", "accept": false, - "reason": "LoRA safetensors packaging and unfusing multiple LoRA are unrelated." + "reason": "Both mention LoRA, but one is safetensors availability and the other is unfusing multiple LoRA; different functionality." }, { "left": "issue:7889", "right": "issue:8645", "accept": false, - "reason": "Both touch single_file_utils.py, but the missing helper function and checkpoint-loader bugs are not the same issue." + "reason": "Both touch single_file_utils.py, but one reports loader bugs and the other a missing helper function; not the same concrete problem." }, { "left": "issue:1367", "right": "issue:3250", "accept": false, - "reason": "Scheduler config serialization and K-diffusion pipeline startup are unrelated." + "reason": "Scheduler config serialization is unrelated to a pipeline failing to run." }, { "left": "issue:10925", "right": "issue:9227", "accept": false, - "reason": "Both are Flux DreamBooth training reports, but one is about CLIPTextModel/architecture compatibility and the other is about a specific training script failing." - }, - { - "left": "issue:1617", - "right": "issue:2444", - "accept": false, - "reason": "One is missing CLI arguments, the other is an inpaint training script exit error; no shared bug." + "reason": "Both involve FLUX DreamBooth/LoRA training, but one targets CLIPTextModel finetuning and the other a runtime problem running the script; not enough evidence they are the same bug." } ] }, @@ -23002,13 +23003,14 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ - "issue:10016", + "issue:10186", "issue:10639", + "issue:10833", "issue:10893", "issue:10937", "issue:11014", @@ -23023,9 +23025,11 @@ "issue:12358", "issue:1367", "issue:1565", + "issue:1617", "issue:1823", "issue:2089", "issue:2371", + "issue:2444", "issue:259", "issue:3565", "issue:3694", @@ -23035,17 +23039,14 @@ "issue:4731", "issue:5313", "issue:5432", - "issue:5466", "issue:5516", "issue:5846", "issue:6252", "issue:6368", "issue:6561", - "issue:6586", "issue:6809", "issue:6823", "issue:6839", - "issue:6891", "issue:7159", "issue:761", "issue:7982", @@ -23057,6 +23058,8 @@ "issue:9953" ], "soft_pairs": [ + "issue:1617|issue:2444", + "issue:10186|issue:10833", "issue:4731|issue:7159", "issue:11033|issue:11907", "issue:11408|issue:9643", @@ -23078,182 +23081,180 @@ "issue:12120|issue:9599", "issue:4664|issue:5516", "issue:1367|issue:861", - "issue:6252|issue:6368", - "issue:6586|issue:6891", - "issue:10016|issue:5466" + "issue:6252|issue:6368" ], - "prepared_review_unit_hash": "c70cdd12fa102e4dfa6457ae1fad7c0443a9c60cab5c1e128600901a278fbfbc", + "prepared_review_unit_hash": "68a061821407b0018af6439160d6ae7537a73e0930e0d90647ed14109368629b", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33981, - "estimated_input_tokens": 8496, - "estimated_eval_tokens": 17248 + "serialized_chars": 34014, + "estimated_input_tokens": 8504, + "estimated_eval_tokens": 17264 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft-similarity pairs mostly share generic terms like OOM, LoRA, compile, or from_single_file, but they describe different models, pipelines, or failure modes. No pair looks like the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The set is not a true duplicate cluster: the soft pairs mostly share only broad subsystem keywords (Flux, LoRA, torch.compile, OOM, ControlNet, etc.) but describe different failures, features, or pipelines. I would not merge any of the suggested pairs.", + "confidence": 0.95, + "canonical_issue_reason": "issue:10186 is the clearest self-contained bug report here: a concrete FluxFillPipeline import failure with an explicit exception and straightforward reproduction.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:10186 is the strongest canonical candidate among the set because it is specific, reproducible, and actionable; however, the overall item set is heterogeneous, so it is only a weak representative of the group.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:1617", + "right": "issue:2444", + "accept": false, + "reason": "Both are DreamBooth-related, but one is a missing-args CLI error and the other is an inpaint script subprocess failure; different bugs and code paths." + }, + { + "left": "issue:10186", + "right": "issue:10833", + "accept": false, + "reason": "Same pipeline name, but one is an import/export issue and the other is a quantization matrix-shape runtime bug." + }, { "left": "issue:4731", "right": "issue:7159", "accept": false, - "reason": "Both mention torch.compile and LoRA, but one is about multi-ControlNet on SDXL and the other is about fused LoRA failing; different code paths and symptoms." + "reason": "Both mention torch.compile, but one is multi-ControlNet on SDXL and the other is fused LoRA; different failing paths." }, { "left": "issue:11033", "right": "issue:11907", "accept": false, - "reason": "SD1.5 from_single_file loading failure is unrelated to Flux scheduler incompatibility." + "reason": "Unrelated problems: single-file SD1.5 loading versus Flux scheduler incompatibility." }, { "left": "issue:11408", "right": "issue:9643", "accept": false, - "reason": "Compiled-model adapter mutation is a different problem from Flux multi-ControlNet support." + "reason": "One is compiled-model adapter setting failure; the other is a feature/request about multiple ControlNets in Flux." }, { "left": "issue:3565", "right": "issue:3694", "accept": false, - "reason": "Both are training-example issues, but one is CUDA OOM during text-to-image training and the other is missing model_index.json/config.json in finetuning setup." + "reason": "OOM during training versus missing model/config files in an example run; not the same bug." }, { "left": "issue:1823", "right": "issue:259", "accept": false, - "reason": "Stable Diffusion depth2img comment swap is unrelated to the progress bar bug." + "reason": "A UI/comment swap issue and a progress-bar fix are unrelated." }, { "left": "issue:2371", "right": "issue:761", "accept": false, - "reason": "DreamBooth output mismatch is not the same as 8-bit Adam optimizer failure." + "reason": "Different DreamBooth failures: output content issue versus 8-bit Adam optimizer training crash." }, { "left": "issue:5432", "right": "issue:5846", "accept": false, - "reason": "Both involve SDXL LoRA validation/resume behavior, but one is blank validation images and the other is checkpoint resume errors." + "reason": "Blank validation images and resume-from-checkpoint errors are distinct LoRA training issues." }, { "left": "issue:7982", "right": "issue:9953", "accept": false, - "reason": "MultiControlNet from_pipe failure is different from moving a quantized pipeline to CUDA." + "reason": "from_pipe with MultiControlNetModel is unrelated to moving a quantized component to CUDA." }, { "left": "issue:10893", "right": "issue:11569", "accept": false, - "reason": "These are separate feature requests for different model repos and use cases." + "reason": "Different feature requests for different models and integrations; not a duplicate." }, { "left": "issue:6823", "right": "issue:6839", "accept": false, - "reason": "General controlnet usage failure and StableVideoDiffusion from_single_file support are different pipeline issues." + "reason": "Generic ControlNet support request versus from_single_file support for StableVideoDiffusionPipeline." }, { "left": "issue:11023", "right": "issue:8909", "accept": false, - "reason": "Blurred playground v2.5 inference and saving text_encoder_ti in a DreamBooth LoRA script are unrelated." + "reason": "Blurred outputs in a custom pipeline and saving text_encoder_ti checkpoints are separate issues." }, { "left": "issue:1565", "right": "issue:2089", "accept": false, - "reason": "Different OOM contexts: inference on a specific GPU versus DreamBooth training with AltDiffusion." + "reason": "GPU selection/OOM on inference versus DreamBooth training OOM with AltDiffusion; different root causes." }, { "left": "issue:5313", "right": "issue:6809", "accept": false, - "reason": "Non-revertible LoRA fuse and PEFT-based LoRA loading failures are different adapter-management problems." + "reason": "LoRA fuse reversibility and PEFT-based loading regressions are distinct adapter lifecycle problems." }, { "left": "issue:6561", "right": "issue:8469", "accept": false, - "reason": "Missing IP-Adapter config file is unrelated to corrupt faces from a face adapter model." + "reason": "Missing IP-Adapter config file versus corrupt face outputs; file-loading and quality bugs differ." }, { "left": "issue:10639", "right": "issue:12358", "accept": false, - "reason": "Different feature requests for different Lumina models/pipelines." + "reason": "Support requests for different Lumina models; related theme but not the same artifact." }, { "left": "issue:11014", "right": "issue:11225", "accept": false, - "reason": "Both are OOM reports, but one is general Colab inference memory usage and the other is SD3 controlnet validation-step memory during training." + "reason": "Both are OOM reports, but one is general Colab inference memory and the other is SD3 controlnet validation-step memory." }, { "left": "issue:10937", "right": "issue:12082", "accept": false, - "reason": "torch.compile errors in vae.encode are not the same as increased VAE memory after compile on wan2.1." + "reason": "torch.compile VAE encode errors and post-compile VAE memory growth are different symptoms and likely different fixes." }, { "left": "issue:4206", "right": "issue:4566", "accept": false, - "reason": "ControlNet SDXL training breakage and SDXL LoRA checkpoint resume are separate trainer issues." + "reason": "ControlNet training breakage in main versus SDXL LoRA checkpoint resume failure are unrelated." }, { "left": "issue:12120", "right": "issue:9599", "accept": false, - "reason": "A how-to request for distilled Flux LoRA training is not the same as asking for a FLUX LoRA-only finetune example." + "reason": "A training how-to for distilled Flux models is not the same as asking for a LoRA-only Flux example." }, { "left": "issue:4664", "right": "issue:5516", "accept": false, - "reason": "Both involve LoRA loading, but one is SDXL pipeline class naming behavior and the other is t2i-adapters pipeline incompatibility." + "reason": "Both involve LoRA, but one is SDXL pipeline class behavior and the other is t2i-adapter pipeline incompatibility." }, { "left": "issue:1367", "right": "issue:861", "accept": false, - "reason": "Saving scheduler config with custom trained_betas is unrelated to ckpt-to-diffusers conversion failure." + "reason": "Scheduler configuration persistence and ckpt-to-diffusers conversion are unrelated." }, { "left": "issue:6252", "right": "issue:6368", "accept": false, - "reason": "Checkpoint LoRA weights not loading and unsupported alpha metadata are related to LoRA checkpoints but not the same concrete failure." - }, - { - "left": "issue:6586", - "right": "issue:6891", - "accept": false, - "reason": "Both are tracker issues, but micro-conditioning for SDXL trainers and new model-card utilities are unrelated work items." - }, - { - "left": "issue:10016", - "right": "issue:5466", - "accept": false, - "reason": "from_single_file shape mismatch for SD3.5M is not the same as SDXL image-to-image LoRA shape mismatch." + "reason": "Checkpoint loading failure and unsupported LoRA alpha metadata are different loading/format issues." } ] }, @@ -23272,11 +23273,12 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ + "issue:10016", "issue:10315", "issue:10428", "issue:10863", @@ -23297,23 +23299,24 @@ "issue:3061", "issue:3706", "issue:3728", - "issue:4375", "issue:460", "issue:4615", "issue:4724", "issue:4925", "issue:4935", "issue:5432", + "issue:5466", "issue:5575", "issue:5576", "issue:5873", - "issue:5934", "issue:6224", "issue:6520", "issue:6536", "issue:6549", + "issue:6586", "issue:6790", "issue:6794", + "issue:6891", "issue:7180", "issue:7466", "issue:7766", @@ -23322,10 +23325,11 @@ "issue:9343", "issue:938", "issue:9497", - "issue:9576", - "issue:9904" + "issue:9576" ], "soft_pairs": [ + "issue:6586|issue:6891", + "issue:10016|issue:5466", "issue:2772|issue:4935", "issue:7180|issue:7466", "issue:4724|issue:7871", @@ -23347,182 +23351,180 @@ "issue:3706|issue:5576", "issue:6549|issue:7766", "issue:1500|issue:1611", - "issue:10863|issue:9343", - "issue:4375|issue:5934", - "issue:12175|issue:9904" + "issue:10863|issue:9343" ], - "prepared_review_unit_hash": "0019920c67d5b455b0a01a4c934199437733ef5923af2946b2a093782ca1212a", + "prepared_review_unit_hash": "6bebef1785c0d0cb6a87882f2200b0c560f054d0313fa2678b2fd5dcfacc06fa", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33589, - "estimated_input_tokens": 8398, - "estimated_eval_tokens": 17052 + "serialized_chars": 34299, + "estimated_input_tokens": 8575, + "estimated_eval_tokens": 17406 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a noisy grab-bag of unrelated issue reports spanning training, inference, docs, model loading, and scheduler features. The soft-similarity pairs are mostly superficial title/body overlap and do not look like the same underlying bug or change, so they should not be merged.", - "confidence": 0.95, + "summary": "No soft pair appears to be the same underlying bug/change; most are only loosely related by subsystem or model family. I rejected all candidate duplicate edges.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:6586 is the strongest issue candidate overall because it is an open tracker with broad, central scope (`use micro-conditioning for the SDXL trainers`), but the set is too heterogeneous to form a real duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:6586", + "right": "issue:6891", + "accept": false, + "reason": "Different tracker topics: SDXL micro-conditioning vs new model card utilities; no shared failing code path." + }, + { + "left": "issue:10016", + "right": "issue:5466", + "accept": false, + "reason": "Both are loading/shape-mismatch reports, but on different models and paths (`from_single_file` pos_embed vs LoRA down.weight)." + }, { "left": "issue:2772", "right": "issue:4935", "accept": false, - "reason": "Both concern ControlNet training, but one is about local dataset validation while the other is SDXL distributed OOM; different failure modes and fixes." + "reason": "`train_controlnet.py` local dataset validation bug is unrelated to SDXL distributed OOM during controlnet training." }, { "left": "issue:7180", "right": "issue:7466", "accept": false, - "reason": "Both mention SDXL/controlnet and failures, but one is CPU offload incompatibility and the other is torch.compile with multi-controlnet inpaint; not the same bug." + "reason": "Different concrete failures: cpu offload issue in SDXL controlnet img2img vs torch.compile failure with multi-controlnet inpaint." }, { "left": "issue:4724", "right": "issue:7871", "accept": false, - "reason": "Both involve SDXL/validation or image output issues, but one is an SDXL img2img checkpoint mismatch and the other is blockwise scales with a specific LoRA; different code paths." + "reason": "Img2Img checkpoint behavior issue vs blockwise scales with a specific LoRA file; not the same bug." }, { "left": "issue:5575", "right": "issue:6790", "accept": false, - "reason": "These are both LoRA-training questions/errors, but one asks about hidden size configuration and the other is a state_dict key mismatch in LCM example training." + "reason": "Hidden-size configuration question in LoRA training is not the same as an unexpected key error in LCM example training." }, { "left": "issue:11225", "right": "issue:4925", "accept": false, - "reason": "Both are training OOM reports, but one is specifically validation-step OOM in the SD3 ControlNet example while the other is distributed SDXL ControlNet OOM." + "reason": "Both are OOMs, but on different models/training setups (SD3 validation vs SDXL distributed training)." }, { "left": "issue:1889", "right": "issue:2676", "accept": false, - "reason": "One is about a specific scheduler variant, the other asks how to map scheduler names from webUI to diffusers; related topic, but not the same issue." + "reason": "Scheduler variant request/question is not the same as a broader scheduler-naming lookup; no concrete shared bug." }, { "left": "issue:12175", "right": "issue:12216", "accept": false, - "reason": "Both are Qwen image quality complaints, but one is generic Qwen Image output quality and the other is Qwen-Image-Edit being worse than ComfyUI; likely different pipeline behavior." + "reason": "Both mention Qwen image quality, but one is normal generation and the other image-edit inference; different issue surfaces." }, { "left": "issue:11584", "right": "issue:11791", "accept": false, - "reason": "Both involve group offloading, but one is torch.compile incompatibility on hunyuanvideo_frampack and the other is LoRA weights failing to load after group offloading; distinct defects." + "reason": "Both involve group offloading, but one is torch.compile incompatibility and the other LoRA loading failure; different code paths." }, { "left": "issue:2878", "right": "issue:5873", "accept": false, - "reason": "Both mention ONNX/export problems, but one is a PyTorch 2.0 ONNX converter topic and the other is a specific scaled_dot_product_attention export limitation." + "reason": "General PyTorch/ONNX converter problem vs a specific unsupported `scaled_dot_product_attention` export error." }, { "left": "issue:12359", "right": "issue:9576", "accept": false, - "reason": "Both touch guidance-scale/safety-related loading behavior, but one is a Chroma pipeline docs bug and the other is a pipeline loading bug where use_safetensors is not propagated." + "reason": "Documentation bug for `guidance_scale` is unrelated to passing `use_safetensors` to submodules when loading pipelines." }, { "left": "issue:3061", "right": "issue:460", "accept": false, - "reason": "Both are about reproducibility/runtime behavior, but one is a Stable Diffusion reproducibility issue and the other is an ONNX Runtime CPU/CUDA dependency issue." + "reason": "Reproducibility issue and ONNX runtime dependency issue are unrelated." }, { "left": "issue:10315", "right": "issue:9497", "accept": false, - "reason": "Both are training errors, but one is cogvideo training and the other is Dreambooth Flux matmul shape error; not the same model or code path." + "reason": "Different training failures on different models: cogvideo training error vs Flux Dreambooth matmul shape error." }, { "left": "issue:4615", "right": "issue:6794", "accept": false, - "reason": "Both are import-related errors, but one is a missing StableDiffusionControlnetPipeline export and the other is cast_training_params import failure; unrelated symbols." + "reason": "ImportError for `StableDiffusionControlnetPipeline` is unrelated to `cast_training_params` import failure." }, { "left": "issue:5432", "right": "issue:6520", "accept": false, - "reason": "Both report blank validation images, but they are for different training scripts (LoRA SDXL vs T2I adapter SDXL) and likely different validation logic." + "reason": "Both mention blank validation outputs, but they are different training scripts and likely different root causes." }, { "left": "issue:1305", "right": "issue:938", "accept": false, - "reason": "These are completely different model areas: Direct Inversion image editing vs Human Motion Diffusion text-to-motion." + "reason": "Completely different model/pipeline feature requests; no duplicate relationship." }, { "left": "issue:2883", "right": "issue:3728", "accept": false, - "reason": "Both are pipeline requests, but one is Image-to-Video and the other is Shifted Diffusion text-to-image; different models and functionality." + "reason": "Image-to-video pipeline request vs shifted diffusion pipeline request; different feature work." }, { "left": "issue:6224", "right": "issue:6536", "accept": false, - "reason": "Both mention training/runtime issues, but one is TorchDynamo fine-tuning and the other is UNet3DConditionModel OOM; not the same bug." + "reason": "TorchDynamo fine-tuning issue and UNet3D out-of-memory are not the same failure mode." }, { "left": "issue:10428", "right": "issue:9112", "accept": false, - "reason": "Both are inference errors, but one is Flux on Ascend NPU and the other is Auraflow tensor shape mismatch; different models and hardware paths." + "reason": "Different models and hardware contexts: Flux on Ascend NPU vs Auraflow tensor shape mismatch." }, { "left": "issue:3706", "right": "issue:5576", "accept": false, - "reason": "One is a model/pipeline addition request (Wuerstchen), the other is a scheduler feature request (FreeNoise); not duplicates." + "reason": "A new model request (Wuerstchen) is unrelated to a scheduler feature request (FreeNoise)." }, { "left": "issue:6549", "right": "issue:7766", "accept": false, - "reason": "Both involve IP-Adapter/Lora questions, but one is a warning about lora_weight logging and the other is FaceID Plus usage guidance." + "reason": "Warning logs with IP-Adapter+LoRA are unrelated to a usage/how-to question for FaceID Plus." }, { "left": "issue:1500", "right": "issue:1611", "accept": false, - "reason": "Both are compatibility regressions in pipelines, but one is a community pipeline breakage with diffusers v0.10.0 and the other is StableDiffusionMegaPipeline with a specific checkpoint." + "reason": "Library-version incompatibility for a community pipeline is unrelated to a model-specific pipeline regression." }, { "left": "issue:10863", "right": "issue:9343", "accept": false, - "reason": "Both are safetensors/loading problems, but one is about local safetensors files in general while the other is a FLUX load path with low_cpu_mem_usage and ignore_mismatched_sizes." - }, - { - "left": "issue:4375", - "right": "issue:5934", - "accept": false, - "reason": "Both mention torch compile, but one is a specific crash during inference and the other is a broader torch.compile error; not enough evidence of the same underlying bug." - }, - { - "left": "issue:12175", - "right": "issue:9904", - "accept": false, - "reason": "Both are about Qwen/Flux image output quality or shape behavior, but one reports bad generated image quality and the other silently rounds image shape; distinct symptoms." + "reason": "Both are loading-model complaints, but one is local safetensors loading and the other is FLUX with `low_cpu_mem_usage=False` and `ignore_mismatched_sizes=True`." } ] }, @@ -23541,18 +23543,18 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10671", "issue:11023", "issue:11674", "issue:11779", + "issue:12175", "issue:1556", "issue:1614", - "issue:2364", "issue:3198", "issue:3279", "issue:3284", @@ -23567,9 +23569,9 @@ "issue:5227", "issue:5432", "issue:5563", - "issue:5565", "issue:5889", "issue:5931", + "issue:5934", "issue:6095", "issue:6124", "issue:6232", @@ -23581,9 +23583,7 @@ "issue:7185", "issue:7223", "issue:7347", - "issue:7392", "issue:7538", - "issue:7908", "issue:8507", "issue:8511", "issue:8552", @@ -23593,9 +23593,12 @@ "issue:8827", "issue:8828", "issue:8839", - "issue:9515" + "issue:9515", + "issue:9904" ], "soft_pairs": [ + "issue:4375|issue:5934", + "issue:12175|issue:9904", "issue:3357|issue:7159", "issue:3198|issue:4954", "issue:4724|issue:5931", @@ -23617,191 +23620,186 @@ "issue:11674|issue:11779", "issue:5889|issue:7223", "issue:4305|issue:4936", - "issue:1556|issue:1614", - "issue:7392|issue:7908", - "issue:2364|issue:5565" + "issue:1556|issue:1614" ], - "prepared_review_unit_hash": "e47af59b26533acc8b9e0830678c7d75de6e980d738d0bce7db736da6505e4c4", + "prepared_review_unit_hash": "581c21b32515a2e90025b1dc6213f5d02a291556aaf555879b60691cd9860aa9", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33623, - "estimated_input_tokens": 8406, - "estimated_eval_tokens": 17068 + "serialized_chars": 33055, + "estimated_input_tokens": 8264, + "estimated_eval_tokens": 16784 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The packet is a grab bag of mostly unrelated issues. The SDXL aspect-ratio pair is related, but not strong enough to call a duplicate with confidence; the rest of the soft edges are appropriately rejected as different concrete bugs or requests. No PRs are present.", - "confidence": 0.83, - "canonical_issue_reason": "issue:7908 is the clearest representative of the aspect-ratio bucketing feature request because it states the change directly; issue:7392 is adjacent user demand, but the packet does not support treating it as the same issue with certainty.", + "summary": "The set is highly heterogeneous: compile/inference crashes, training-script bugs, scheduler issues, and model-specific quality reports. The soft pairs mostly share only broad subsystem vocabulary, not the same concrete bug or change, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:5934 is the broadest and most central report in the set (general torch.compile failure) and has enough discussion to act as a fallback umbrella, though the cluster overall is not truly coherent.", "canonical_pr_reason": null, - "best_issue_reason": "issue:7908 is the best overall issue to represent the aspect-ratio training topic because it is the broader, actionable request, while issue:7392 is a narrower question about training with multiple aspect-ratio images.", + "best_issue_reason": "issue:5934 is the most reusable anchor among these items because it is generic and discussion-rich; it\u2019s the closest thing to a cluster representative, but only as a loose umbrella, not a true duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:4375", + "right": "issue:5934", + "accept": false, + "reason": "Both mention torch.compile, but one is a compile-time inference crash and the other is a generic compile error; different failure modes and code paths." + }, + { + "left": "issue:12175", + "right": "issue:9904", + "accept": false, + "reason": "One is a Qwen Image quality complaint, the other is Flux shape rounding; unrelated symptoms and pipelines." + }, { "left": "issue:3357", "right": "issue:7159", "accept": false, - "reason": "Both involve torch.compile, but they describe different failures and code paths." + "reason": "Both involve torch.compile, but the reported errors are different and tied to different LoRA/graph behavior." }, { "left": "issue:3198", "right": "issue:4954", "accept": false, - "reason": "Different loading bugs: safetensors textual inversion versus _pickle.UnpicklingError." + "reason": "Different textual inversion load failures: safetensors loading vs pickle unpickling; not the same defect." }, { "left": "issue:4724", "right": "issue:5931", "accept": false, - "reason": "One is an SDXL img2img behavior issue; the other is a general nondeterminism report." + "reason": "Img2Img behavior with an SDXL checkpoint is unrelated to a StableDiffusionPipeline nondeterminism report." }, { "left": "issue:3279", "right": "issue:3284", "accept": false, - "reason": "Both are DreamBooth LoRA training reports, but the failures are different: checkpoint resume versus accelerate launch." + "reason": "Both are DreamBooth LoRA training issues, but one is checkpoint-resume and the other is an accelerate launch failure; different bugs." }, { "left": "issue:7041", "right": "issue:8552", "accept": false, - "reason": "Different crash reports affecting different pipelines and conditions." + "reason": "Both are crashes, but on different pipelines and likely different low-level causes." }, { "left": "issue:8649", "right": "issue:8828", "accept": false, - "reason": "SD3 num_images_per_prompt behavior is unrelated to a generic SD3 16GB training error." + "reason": "One is an SD3 prompt/image-count API regression, the other is a training memory/error report; not the same issue." }, { "left": "issue:10671", "right": "issue:11023", "accept": false, - "reason": "Generic dtype/device determinism in DiffusionPipeline is not the same as blur output in a custom pipeline." + "reason": "Deterministic dtype/device lookup in DiffusionPipeline is unrelated to blurred output in a custom LPW pipeline." }, { "left": "issue:4935", "right": "issue:5432", "accept": false, - "reason": "A training-script API question is not the same bug as blank validation images." + "reason": "One asks about using AttnProcsLayers in an SDXL LoRA script, the other reports blank validation images; different problems." }, { "left": "issue:6232", "right": "issue:6527", "accept": false, - "reason": "Both mention add_noise, but they are different schedulers and likely different bugs." + "reason": "Both concern add_noise, but they target different schedulers (DPMSolverSinglestep vs EulerDiscrete) and likely different bugs." }, { "left": "issue:8507", "right": "issue:8759", "accept": false, - "reason": "A training failure and an image_processor warning are different issues." + "reason": "Training text-encoder failure in SD3 is unrelated to an SD3 image-processor cast warning." }, { "left": "issue:6095", "right": "issue:6574", "accept": false, - "reason": "An IndexError in one scheduler path is not the same as a FutureWarning about tensor ranges." + "reason": "Both are SVD pipeline reports, but one is an Euler-discrete index error and the other is a warning about expected input range; different code paths." }, { "left": "issue:8511", "right": "issue:8839", "accept": false, - "reason": "Text-encoder unloading in SD3 training is unrelated to an SD3 LoRA weight error." + "reason": "Unloading SD3 text encoders and an SD3 LoRA weight error are different training issues." }, { "left": "issue:4375", "right": "issue:5227", "accept": false, - "reason": "Both involve torch.compile, but one is an inference crash and the other is load_lora_weight with compile." + "reason": "Both involve torch.compile, but one is an inference crash and the other is a LoRA weight-loading compile failure; not the same bug." }, { "left": "issue:6124", "right": "issue:8732", "accept": false, - "reason": "Different training failures: FP16 unscale error versus checkpoint-saving issue." + "reason": "An FP16 gradient unscale notebook error is unrelated to checkpoint-saving problems in advanced training." }, { "left": "issue:6415", "right": "issue:8827", "accept": false, - "reason": "A support request for FaceID variants is not the same as an error using ip-adapter-faceid_sdxl." + "reason": "One requests support for FaceID variants, the other reports an error when using an existing FaceID adapter; feature request vs runtime bug." }, { "left": "issue:5563", "right": "issue:7347", "accept": false, - "reason": "Both are training-error reports, but they describe different scripts and failure modes." + "reason": "Both are training failures, but they describe different scripts, versions, and symptoms; too broad to treat as one bug." }, { "left": "issue:7185", "right": "issue:9515", "accept": false, - "reason": "PyTorch version support and missing RMSNorm in SD3 attention are unrelated." + "reason": "A general PyTorch version-compatibility question is not the same as a specific SD3 RMSNorm architecture omission." }, { "left": "issue:4985", "right": "issue:7538", "accept": false, - "reason": "OOM during InstructPix2Pix SDXL training is not the same as a custom dataset training issue." + "reason": "An SDXL InstructPix2Pix OOM report and a custom dataset training issue do not describe the same underlying failure." }, { "left": "issue:11674", "right": "issue:11779", "accept": false, - "reason": "A feature request for extra Wan VACE inputs is not the same as an incorrect mask-padding bug." + "reason": "A Wan VACE feature request about ref images/control videos is unrelated to a mask-padding bug in the same pipeline family." }, { "left": "issue:5889", "right": "issue:7223", "accept": false, - "reason": "General Stable Video Diffusion support and adding Latte are different requests." + "reason": "General stable video diffusion discussion and a Latte model request are different change requests." }, { "left": "issue:4305", "right": "issue:4936", "accept": false, - "reason": "Torch.compile graph breaks and resume-function breakage since 0.19.0 are different issues." + "reason": "A torch.compile graph-break report is not the same as DreamBooth LoRA resume being broken after 0.19.0." }, { "left": "issue:1556", "right": "issue:1614", "accept": false, - "reason": "Both produce black outputs, but the reported causes and pipelines differ." - }, - { - "left": "issue:7392", - "right": "issue:7908", - "accept": false, - "reason": "They are clearly related to SDXL aspect-ratio training, but the packet only supports a related-feature reading, not a definite duplicate; deterministic_accept is false." - }, - { - "left": "issue:2364", - "right": "issue:5565", - "accept": false, - "reason": "A generic training-script failure is not the same as an inability to run the LoRA SDXL DreamBooth script." + "reason": "Both produce black images, but one is tied to an NSFW/GPU path and the other to autocast with SD 2.1; insufficiently specific to merge." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "Reject: the 7392/7908 verdict is too strong for the evidence in the packet. The two issues are clearly related to aspect ratios in SDXL training, but the packet\u2019s soft-pair label is `deterministic_accept: false`, so calling them the same feature request / duplicate overstates the support. A more conservative phrasing would be that they are related, not definitively the same issue. The rest of the soft-edge rejections are reasonably conservative." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -23814,10 +23812,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10421", "issue:10569", @@ -23831,6 +23829,7 @@ "issue:1704", "issue:1823", "issue:2015", + "issue:2364", "issue:3250", "issue:3422", "issue:3674", @@ -23843,32 +23842,32 @@ "issue:4488", "issue:4566", "issue:4708", - "issue:4954", "issue:4985", "issue:5466", "issue:5540", - "issue:5628", + "issue:5565", "issue:5892", "issue:6028", "issue:6112", "issue:6252", - "issue:6295", "issue:6749", "issue:7003", "issue:7159", - "issue:7168", "issue:7306", "issue:7363", + "issue:7392", "issue:776", "issue:7782", + "issue:7908", "issue:8518", - "issue:8626", "issue:8885", "issue:929", "issue:9525", "issue:9889" ], "soft_pairs": [ + "issue:7392|issue:7908", + "issue:2364|issue:5565", "issue:3250|issue:7306", "issue:7159|issue:8518", "issue:11088|issue:13105", @@ -23890,189 +23889,180 @@ "issue:12575|issue:13176", "issue:1704|issue:929", "issue:1823|issue:776", - "issue:4708|issue:5892", - "issue:7168|issue:8626", - "issue:5628|issue:6295", - "issue:4954|issue:7782" + "issue:4708|issue:5892" ], - "prepared_review_unit_hash": "a31e2f37f6cb70802fda08d02f45a09ae9766615a7885d4d77c2e08bf11c9697", + "prepared_review_unit_hash": "1b69802de30fb65f455ff642d2accdea112f2476239b5eaaf0c62c14475209e3", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 25, - "serialized_chars": 33918, - "estimated_input_tokens": 8480, - "estimated_eval_tokens": 17216 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 32947, + "estimated_input_tokens": 8237, + "estimated_eval_tokens": 16730 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: memory/OOM reports, import/load errors, training-script issues, feature requests, and unrelated model-specific bugs. None of the soft pairs look like the same underlying issue, so I reject all soft edges.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue stands out because the items span distinct bugs and requests across different models, pipelines, and failure modes.", + "summary": "This cluster is heterogeneous: the items share broad diffusion-model themes (training, loading, attention, memory, LoRA) but the soft pairs point to different models, pipelines, and failure modes. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If an anchor is needed, issue:5540 ('Inference out of memory') is the broadest and most generic symptom report, but it is still not a true duplicate representative for the rest of the cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:7392", + "right": "issue:7908", + "accept": false, + "reason": "Both mention aspect ratios, but one is a question about training SDXL and the other is a feature request for bucketing; not the same bug." + }, + { + "left": "issue:2364", + "right": "issue:5565", + "accept": false, + "reason": "Both are training-script failures, but they affect different scripts and likely different causes." + }, { "left": "issue:3250", "right": "issue:7306", "accept": false, - "reason": "Both are pipeline usage/runtime problems, but one is a general inability to run StableDiffusionKDiffusionPipeline and the other is a float16 limitation in LEditsPPPipelineStableDiffusionXL." + "reason": "Different pipelines and symptoms: KDiffusionPipeline startup failure vs float16 handling in LEditsPPPipelineStableDiffusionXL." }, { "left": "issue:7159", "right": "issue:8518", "accept": false, - "reason": "Both mention torch.compile, but they are different concrete failures on different models/code paths with different unsupported operations." + "reason": "Both involve torch.compile, but the concrete failures differ: fused LoRA compile failure vs a Dynamo unsupported class variable error." }, { "left": "issue:11088", "right": "issue:13105", "accept": false, - "reason": "Both involve Wan2.1, but one is a GGUF load error and the other is noisy output; different failure modes." + "reason": "One is a gguf load error for wan2.1, the other is noisy output at inference time; different stages and bugs." }, { "left": "issue:4213", "right": "issue:4488", "accept": false, - "reason": "Both concern SDXL loading, but one is missing accelerate for from_single_file and the other is pipeline_class selection when converting original checkpoints." + "reason": "Both concern model loading/conversion, but they target different code paths and incompatibilities." }, { "left": "issue:4566", "right": "issue:6252", "accept": false, - "reason": "Both involve LoRA/checkpoint handling, but one is about resuming SDXL LoRA training and the other is loading LoRA weights from a checkpoint." + "reason": "Checkpoint-related LoRA problems, but one is resume-from-checkpoint training and the other is weight loading; not clearly the same defect." }, { "left": "issue:6112", "right": "issue:9889", "accept": false, - "reason": "Both mention bad inference results, but one is noisy SDXL-Turbo output and the other is a segfault during inference." + "reason": "Same model family, but one reports noisy output while the other is a segmentation fault; different underlying issues." }, { "left": "issue:5466", "right": "issue:7003", "accept": false, - "reason": "Both are shape-mismatch style errors, but they arise from different model types and different loading paths." + "reason": "Both are shape-mismatch errors, but they involve different pipelines, tensor shapes, and likely different adapter loading paths." }, { "left": "issue:2015", "right": "issue:3826", "accept": false, - "reason": "One is a pipeline proposal, the other a new audio pipeline request; they are not the same change." + "reason": "A generic pipeline question versus a new pipeline proposal; no shared bug or fix." }, { "left": "issue:3816", "right": "issue:4356", "accept": false, - "reason": "Both are import-related, but one is a missing transformers class and the other is a missing diffusers dummy module after upgrade." + "reason": "Both are import-related, but they reference different missing symbols/modules and likely different dependency breakages." }, { "left": "issue:5540", "right": "issue:6028", "accept": false, - "reason": "Both are OOM reports, but they refer to different models and contexts; same broad symptom, not the same bug." + "reason": "Both are OOM reports, but for different models and contexts; symptom-only overlap is not enough." }, { "left": "issue:3674", "right": "issue:3700", "accept": false, - "reason": "These are both about training scripts, but one is metadata reading and the other is a min_snr argument issue." + "reason": "Different training-script issues: metadata parsing vs unsupported min_snr argument." }, { "left": "issue:4566", "right": "issue:4985", "accept": false, - "reason": "Both involve SDXL training, but one is checkpoint resume behavior and the other is an OOM in InstructPix2Pix training." + "reason": "Different SDXL training problems: checkpoint resume vs InstructPix2Pix OOM." }, { "left": "issue:4000", "right": "issue:7782", "accept": false, - "reason": "Both are conversion/loading errors, but they involve different file formats and different conversion commands." + "reason": "Both involve conversion/loading, but one is ckpt-to-diffusers conversion and the other is safetensors file parsing." }, { "left": "issue:10421", "right": "issue:10569", "accept": false, - "reason": "Both mention high CPU memory use, but one is a pipeline-to-multi-GPU leak and the other is high CPU memory consumption for a specific model." + "reason": "Both mention memory, but one is a CPU leak when moving pipelines to multiple GPUs and the other is high CPU memory use for HunyuanVideo." }, { "left": "issue:3422", "right": "issue:7363", "accept": false, - "reason": "Both mention safety checker, but one asks how to disable it and the other reports a safety checker issue in SDXL." + "reason": "Both mention safety checker, but one is a generic disable-safety question and the other is an SDXL-specific support request." }, { "left": "issue:6749", "right": "issue:8885", "accept": false, - "reason": "Both are about community examples, but one is InstantID reproducibility and the other is clip-retrieval/modifier-token installation." + "reason": "Different community-example/install failures with unrelated root causes." }, { "left": "issue:11182", "right": "issue:9525", "accept": false, - "reason": "One is an unnecessary download for BF16 loading, the other is LoRA scaling not taking effect; unrelated bugs." + "reason": "One is an unnecessary download on BF16 load; the other is LoRA scale having no effect in Flux. Different behaviors." }, { "left": "issue:11222", "right": "issue:11223", "accept": false, - "reason": "A feature request for more WAN LoRA support is not the same underlying issue as OOM during layer-wise upcasting with LoRAs." + "reason": "Feature request for more WAN LoRAs vs an OOM bug with WAN LoRas; related area, but not the same issue." }, { "left": "issue:12575", "right": "issue:13176", "accept": false, - "reason": "Both mention attention, but they are on different models/subsystems and different errors." + "reason": "Both touch attention behavior, but one is Chroma backend checks and the other is a UNet attention error; different components." }, { "left": "issue:1704", "right": "issue:929", "accept": false, - "reason": "Both touch attention blocks, but one is a general question and the other is about a duplicated sqrt computation; not a duplicate bug report." + "reason": "A general attention-block question versus a specific calculation/optimization discussion; not the same bug." }, { "left": "issue:1823", "right": "issue:776", "accept": false, - "reason": "These are different Stable Diffusion img2img problems: swapped comments versus batch_size > 1 breakage." + "reason": "Different image-to-image problems with different symptoms and triggers." }, { "left": "issue:4708", "right": "issue:5892", "accept": false, - "reason": "Both are import errors, but they are different modules and likely different breakages." - }, - { - "left": "issue:7168", - "right": "issue:8626", - "accept": false, - "reason": "Both involve IP-Adapter usage, but one is a tensor-shape question and the other is documentation/guidance for multiple images/masks." - }, - { - "left": "issue:5628", - "right": "issue:6295", - "accept": false, - "reason": "Both are scheduler/sampling quality issues, but they concern different schedulers and different symptoms." - }, - { - "left": "issue:4954", - "right": "issue:7782", - "accept": false, - "reason": "Both involve unpickling/conversion failures, but the file types and error contexts differ." + "reason": "Both are import errors, but the missing modules/scope are too generic and not evidence of one underlying defect." } ] }, @@ -24091,24 +24081,22 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10026", "issue:1013", "issue:10139", "issue:10180", "issue:10421", - "issue:10798", "issue:11033", "issue:11214", "issue:11653", "issue:1195", "issue:12609", "issue:12699", - "issue:13043", "issue:1976", "issue:2091", "issue:2321", @@ -24117,35 +24105,40 @@ "issue:3901", "issue:4708", "issue:4830", + "issue:4954", "issue:5023", "issue:5398", "issue:5429", "issue:5442", "issue:5529", + "issue:5628", "issue:6149", - "issue:6444", + "issue:6295", "issue:6561", "issue:6761", "issue:6911", "issue:6967", "issue:7133", + "issue:7168", "issue:7223", - "issue:7229", "issue:7239", - "issue:7629", + "issue:7782", "issue:7982", "issue:8405", "issue:8464", "issue:8515", + "issue:8626", "issue:8659", "issue:9063", "issue:9141", "issue:9392", "issue:9484", - "issue:9546", "issue:9971" ], "soft_pairs": [ + "issue:7168|issue:8626", + "issue:5628|issue:6295", + "issue:4954|issue:7782", "issue:6149|issue:6561", "issue:5398|issue:5429", "issue:8515|issue:9392", @@ -24166,193 +24159,187 @@ "issue:1976|issue:2321", "issue:3651|issue:3901", "issue:1013|issue:1195", - "issue:10139|issue:11033", - "issue:7629|issue:9546", - "issue:6444|issue:7229", - "issue:10798|issue:13043" + "issue:10139|issue:11033" ], - "prepared_review_unit_hash": "75661d4aa39ecc6e9f7d5e65802c2ada7ecb9758425655a388f51b154a8fbdd6", + "prepared_review_unit_hash": "63434410e73bf3ae0d706226e6d592ba4bb3be2b30a42507bae4c80e9702b37d", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34169, - "estimated_input_tokens": 8543, - "estimated_eval_tokens": 17342 + "serialized_chars": 34051, + "estimated_input_tokens": 8513, + "estimated_eval_tokens": 17282 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly noisy: nearly all soft pairs are superficial title similarity rather than the same bug. The only strong duplicate-looking pair is the multi-ControlNet tensor-size error (4830/8405).", - "confidence": 0.79, - "canonical_issue_reason": "issue:8405 is the clearest, broadest representative of the shared multi-ControlNet tensor-size failure; issue:4830 reads like the same bug but with a narrower title.", + "summary": "This cluster is very noisy and spans many unrelated issues; none of the soft-similarity pairs are strong enough to merge. The closest overlap is the FLUX multi-GPU/deepspeed training pair, but even that is not clearly the same bug.", + "confidence": 0.42, + "canonical_issue_reason": "If forced to pick one anchor, issue 9484 is the broadest and most central modern FLUX training report, and it is the closest match to another issue in the set (10026).", "canonical_pr_reason": null, - "best_issue_reason": "issue:8405 is the best global representative because it matches the only real duplicate pair and states the generic failure mode most clearly.", + "best_issue_reason": "Issue 9484 is the best canonical candidate because it is broad, active, and directly overlaps the strongest related complaint in the cluster; the other items are either narrower or clearly about different subsystems.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:7168", + "right": "issue:8626", + "accept": false, + "reason": "Both involve IP-Adapter usage, but one is about getting image embeddings and the other about guidance for multiple images/masks; different problems." + }, + { + "left": "issue:5628", + "right": "issue:6295", + "accept": false, + "reason": "Scheduler offset behavior and DPM++ artifacts are related only at a very high level; different concrete bugs and likely different fixes." + }, + { + "left": "issue:4954", + "right": "issue:7782", + "accept": false, + "reason": "Both mention unpickling, but one is textual inversion pickle loading and the other is converting a safetensors file; not the same issue." + }, { "left": "issue:6149", "right": "issue:6561", "accept": false, - "reason": "Both are IP-Adapter load errors, but they point to different missing files/components and likely different causes." + "reason": "Both are IP-Adapter load errors, but they reference different missing files/models and likely different loading paths." }, { "left": "issue:5398", "right": "issue:5429", "accept": false, - "reason": "Both are hacktoberfest-style feature requests, but they target different functionality and are not the same bug/change." + "reason": "Hacktoberfest task issues for different features; no shared bug or code path." }, { "left": "issue:8515", "right": "issue:9392", "accept": false, - "reason": "One is duplicate code cleanup in SD3 attention; the other is an SNR-shift scheduler question. Unrelated." + "reason": "Duplicate code cleanup and scheduler SNR-shift feature request are unrelated." }, { "left": "issue:9063", "right": "issue:9141", "accept": false, - "reason": "Both involve Flux pipeline loading, but one is tokenizer instantiation and the other is missing from_single_file API; different issues." + "reason": "Both are FLUX-related, but one is a tokenizer instantiation error and the other is a missing from_single_file API; separate failures." }, { "left": "issue:2459", "right": "issue:6911", "accept": false, - "reason": "Different subsystems and failures: xformers attention in training vs UNet class-label handling in a 3D model." + "reason": "Xformers attention in training and 3D class-label handling are different code paths and different bugs." }, { "left": "issue:11214", "right": "issue:6761", "accept": false, - "reason": "Both are TypeErrors, but on different methods and model paths; not the same underlying bug." + "reason": "Both are unexpected-keyword TypeErrors, but they come from different models/APIs and do not indicate the same fix." }, { "left": "issue:6967", "right": "issue:7239", "accept": false, - "reason": "Both are SDXL Dreambooth shape-mismatch reports, but the error context differs enough to treat them as separate bugs." + "reason": "Both are shape mismatches in SDXL-related training, but they occur in different scripts and tensor interfaces; not clearly one underlying bug." }, { "left": "issue:10180", "right": "issue:11653", "accept": false, - "reason": "Flux Control LoRA multi-loader issue vs HiDream .alpha-key compatibility; different model formats and code paths." + "reason": "One is about loading multiple LoRAs with Flux Control LoRA, the other about supporting .alpha keys in HiDream LoRAs; different model families and fixes." }, { "left": "issue:7982", "right": "issue:9971", "accept": false, - "reason": "MultiControlNet from_pipe construction and DEIS scheduler on Flux are unrelated." + "reason": "MultiControlNet from_pipe support and DEISMultistepScheduler on FLUX are unrelated features/issues." }, { "left": "issue:5442", "right": "issue:7223", "accept": false, - "reason": "Different video-generation pipeline proposals; not duplicates." + "reason": "Different video-generation feature proposals with no shared bug or concrete code path." }, { "left": "issue:10421", "right": "issue:8464", "accept": false, - "reason": "A CPU memory leak when moving pipelines to multi-GPU is not the same as SEGA CPU offload failing with a seed." + "reason": "CPU memory leak in multi-GPU pipeline movement and SEGA seed/offload failure are not the same symptom or fix." }, { "left": "issue:5529", "right": "issue:8659", "accept": false, - "reason": "Both mention training scripts, but one is a generic bug and the other is checkpoint resume/inference loading; different failures." + "reason": "Both are training-script problems, but one is a generic bug in train_text_to_image_sdxl.py while the other is specifically checkpoint resume/inference loading." }, { "left": "issue:10026", "right": "issue:9484", "accept": false, - "reason": "Both are Flux multi-GPU training topics, but one is DeepSpeed memory scaling and the other is dreambooth training setup; not the same bug." + "reason": "Both are FLUX multi-GPU/deepspeed training reports, but one is ControlNet memory scaling and the other is dreambooth training setup; close but not clearly one exact bug." }, { "left": "issue:4708", "right": "issue:5023", "accept": false, - "reason": "Different import errors in different components/pipelines; no shared underlying change." + "reason": "General import error versus a specific WuerstchenCombinedPipeline import regression; not the same issue." }, { "left": "issue:12609", "right": "issue:12699", "accept": false, - "reason": "Both are Wan 2.2 issues, but one is NaNs in latents and the other is quality degradation over repeated prompts; distinct problems." + "reason": "Both involve Wan 2.2, but one is NaNs in latents and the other is quality degradation after repeated prompts with a lighting LoRA; different failure modes." }, { "left": "issue:4830", "right": "issue:8405", - "accept": true, - "reason": "These describe the same multi-ControlNet tensor-size bug with near-identical failure mode and code path." + "accept": false, + "reason": "Both concern multiple ControlNets, but one is a tensor-size bug in MultiControlNet and the other is a broader use-of-multiple-controlnets error; not enough evidence they are the same fix." }, { "left": "issue:2091", "right": "issue:7133", "accept": false, - "reason": "Both concern resuming training, but one is multi-GPU pipeline resume and the other is SDXL text-encoder size mismatch; not the same defect." + "reason": "Both involve resuming SDXL training, but one is a multi-GPU pipeline resume issue and the other is a text-encoder size mismatch; different concrete failures." }, { "left": "issue:1976", "right": "issue:2321", "accept": false, - "reason": "One is an incorrect tokenizer file lookup; the other is EMA-weight handling during inference. Unrelated." + "reason": "Tokenizer file resolution and EMA weight copying are separate bugs in different parts of model loading/inference." }, { "left": "issue:3651", "right": "issue:3901", "accept": false, - "reason": "A multi-GPU Dreambooth runtime problem is unrelated to a missing requirements.txt file." + "reason": "Multi-GPU dreambooth failure and missing requirements.txt are unrelated." }, { "left": "issue:1013", "right": "issue:1195", "accept": false, - "reason": "Pipeline compatibility with Diffusers 6.0 and fp16 memory-efficient attention are separate issues." + "reason": "StableDiffusionMegaPipeline compatibility and fp16 memory-efficient attention are different issues." }, { "left": "issue:10139", "right": "issue:11033", "accept": false, - "reason": "Sample-size handling in pipeline init and SD1.5 from_single_file loading failure are different code paths." - }, - { - "left": "issue:7629", - "right": "issue:9546", - "accept": false, - "reason": "Both mention OOM, but on different models and environments; not the same bug." - }, - { - "left": "issue:6444", - "right": "issue:7229", - "accept": false, - "reason": "Both involve advanced training checkpoints, but one is a peft_config attribute error and the other is a save-checkpoint issue; different failures." - }, - { - "left": "issue:10798", - "right": "issue:13043", - "accept": false, - "reason": "Flux quantization/device-combination bug is unrelated to a Blackwell kernel-image backend error." + "reason": "Both are UNet/loading-related, but one is pipeline init using sample_size and the other is from_single_file loading for SD1.5; different code paths." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft pairs. The only accepted duplicate-looking pair is 4830/8405, and the remaining verdicts are appropriately cautious rather than overstated." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -24364,15 +24351,16 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10139", "issue:10334", "issue:10542", "issue:10722", + "issue:10798", "issue:10969", "issue:10994", "issue:11024", @@ -24385,7 +24373,7 @@ "issue:12533", "issue:12661", "issue:12771", - "issue:2091", + "issue:13043", "issue:2132", "issue:2156", "issue:2203", @@ -24393,19 +24381,17 @@ "issue:2780", "issue:3101", "issue:3279", - "issue:3453", "issue:3537", "issue:3612", "issue:3694", - "issue:5016", - "issue:5687", - "issue:5757", "issue:6117", - "issue:6295", "issue:6382", + "issue:6444", "issue:6527", "issue:713", + "issue:7229", "issue:7593", + "issue:7629", "issue:7722", "issue:7979", "issue:7982", @@ -24415,9 +24401,13 @@ "issue:8828", "issue:9047", "issue:9227", + "issue:9546", "issue:9971" ], "soft_pairs": [ + "issue:7629|issue:9546", + "issue:6444|issue:7229", + "issue:10798|issue:13043", "issue:6382|issue:8469", "issue:6117|issue:6527", "issue:3101|issue:713", @@ -24438,183 +24428,180 @@ "issue:8503|issue:8828", "issue:12533|issue:12661", "issue:10334|issue:11315", - "issue:9047|issue:9971", - "issue:5016|issue:5757", - "issue:5687|issue:6295", - "issue:2091|issue:3453" + "issue:9047|issue:9971" ], - "prepared_review_unit_hash": "279061e034e3cbb25d2c8a1366b268808f7734c4b69f4ef946981c60f9d1807b", + "prepared_review_unit_hash": "de0ee9d1a613d4f2fc71f31fe8a6649cc384e34f4fdfa4b8863e07f3e83cd3de", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33834, - "estimated_input_tokens": 8459, - "estimated_eval_tokens": 17174 + "serialized_chars": 33944, + "estimated_input_tokens": 8486, + "estimated_eval_tokens": 17228 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of unrelated training/runtime bugs across FLUX, SD3, ControlNet, schedulers, IP-Adapter, MPS, and offload. The soft-similarity links look incidental, not like duplicate reports of the same underlying defect, so none are accepted.", + "summary": "This cluster is not a duplicate set; it mixes many unrelated bugs across different models, schedulers, devices, and training scripts. The soft pairs mostly share only generic crash/training wording, not the same concrete code-path problem.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:9227 is the best cluster anchor: it is open, detailed, and FLUX-training-specific, but it does not actually subsume the other reports as duplicates.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:7629", + "right": "issue:9546", + "accept": false, + "reason": "Different failures: SVD OOM on PyTorch 1.13.1 vs Flux ControlNet validation OOM. No shared code path." + }, + { + "left": "issue:6444", + "right": "issue:7229", + "accept": false, + "reason": "Both involve training/checkpointing, but one is a peft_config attribute error and the other is a checkpoint-saving issue in advanced training." + }, + { + "left": "issue:10798", + "right": "issue:13043", + "accept": false, + "reason": "Flux quantization/bitsandbytes device-combo bug vs sage_hub attention kernel support on RTX 5090. Different subsystems." + }, { "left": "issue:6382", "right": "issue:8469", "accept": false, - "reason": "Both involve IP-Adapter, but one is a training-time key error and the other is broken face outputs; different failure modes and code paths." + "reason": "IP adapter key error during SDXL LCM distillation vs corrupted faces from an IP-adapter face model. Distinct symptoms and causes." }, { "left": "issue:6117", "right": "issue:6527", "accept": false, - "reason": "Different schedulers with separate add_noise bugs; too broad and not the same concrete defect." + "reason": "Same generic API name, but different schedulers and likely different implementations of add_noise." }, { "left": "issue:3101", "right": "issue:713", "accept": false, - "reason": "A ControlNet example error is not the same as a generic training error report." + "reason": "Too generic to treat as the same bug; one is ControlNet example training, the other is an unspecified training error." }, { "left": "issue:11024", "right": "issue:7593", "accept": false, - "reason": "Both touch IP-Adapter/SD pipelines, but the reported breakages are different object/model access issues." + "reason": "Different IP-adapter failures: missing .to() on SiglipImageProcessor vs missing image_projection_layers on NoneType." }, { "left": "issue:11581", "right": "issue:11651", "accept": false, - "reason": "Unexpected dtype during IP-Adapter load versus a FLUX-Control/flux-fill-lora loading problem; not the same bug." + "reason": "Both are FLUX-related loading issues, but one is an unexpected dtype argument in CLIPVisionModelWithProjection and the other is a flux-fill-lora load failure." }, { "left": "issue:10139", "right": "issue:7982", "accept": false, - "reason": "Unet sample_size init bug is unrelated to MultiControlNetModel from_pipe behavior." + "reason": "Pipeline init sample_size handling vs from_pipe with MultiControlNetModel. Not the same bug." }, { "left": "issue:2132", "right": "issue:3279", "accept": false, - "reason": "Tracker attribute error and checkpoint-resume errors are different training-script failures." + "reason": "Different DreamBooth issues: missing Accelerator.trackers vs resume-from-checkpoint errors." }, { "left": "issue:6382", "right": "issue:7722", "accept": false, - "reason": "Both mention IP-Adapter, but they occur in different pipelines with different underlying causes." + "reason": "Both mention IPAdapter, but one is an SDXL LCM training/inference key error and the other is an Animatediff-ControlNet integration error." }, { "left": "issue:10542", "right": "issue:11104", "accept": false, - "reason": "Different models and subsystems: Hunyuan Video batch-size failure versus LTX-Video offload issues." + "reason": "Different models and failures: Hunyuan Video batch-size regression vs LTX-Video offload methods broken." }, { "left": "issue:10994", "right": "issue:9227", "accept": false, - "reason": "Both are FLUX training issues, but the concrete failures differ; not enough to merge as one duplicate." + "reason": "Both are FLUX training problems, but one is a batch-size crash in a LoRA script and the other is a general problem running train_dreambooth_lora_flux.py." }, { "left": "issue:11050", "right": "issue:2780", "accept": false, - "reason": "Different scripts and different dtype/AMP problems; not the same code-path bug." + "reason": "Different dtype/AMP issues in different scripts: SD3 ControlNet bf16/fp16 casting vs FP16 gradient unscale in text-to-image LoRA." }, { "left": "issue:3537", "right": "issue:3612", "accept": false, - "reason": "A conversion script request is not the same as a question about creating a ControlNet with a specific preprocessor." + "reason": "One is a conversion script request; the other is about creating a ControlNet without a model and choosing a preprocessor. Not duplicates." }, { "left": "issue:7979", "right": "issue:8614", "accept": false, - "reason": "Invalid JSON config and missing config.json are related only superficially; they are distinct file handling issues." + "reason": "A malformed config JSON error is not the same as missing config.json for a controlnet single-file model." }, { "left": "issue:10722", "right": "issue:10969", "accept": false, - "reason": "Tensor-size mismatch in DreamBooth prior preservation versus a FLUX-controlnet zero3 weight-shape error; different defects." + "reason": "Different runtime errors in different training setups: tensor-size mismatch in DreamBooth prior preservation vs FLUX-Control zero3 weight dimensionality." }, { "left": "issue:2361", "right": "issue:3694", "accept": false, - "reason": "Checkpoint-saving crash is unrelated to missing model_index.json/config.json during example setup." + "reason": "Saving checkpoints failure vs missing model_index.json/config.json during finetuning setup. Distinct failure stages." }, { "left": "issue:12104", "right": "issue:12771", "accept": false, - "reason": "An index-out-of-bounds runtime error and a DPMSolver scheduler parameter bug are not the same issue." + "reason": "Generic IndexError vs a specific DPMSolverMultistepScheduler out-of-bounds issue with squaredcos_cap_v2 and Karras sigmas." }, { "left": "issue:2156", "right": "issue:2203", "accept": false, - "reason": "CPU-vs-GPU training placement is unrelated to where the model is downloaded on disk." + "reason": "One is training on CPU instead of GPU; the other is model download path location. Completely different problems." }, { "left": "issue:8503", "right": "issue:8828", "accept": false, - "reason": "Both are SD3 training complaints, but one is gradient checkpointing crash and the other is a memory/training error; not the same concrete bug." + "reason": "Both are SD3 training issues, but one is gradient checkpointing-related while the other is a general 16GB training error." }, { "left": "issue:12533", "right": "issue:12661", "accept": false, - "reason": "Context-parallelism hook conflicts and ChronoEdit crashes are related only at a high level, not the same defect." + "reason": "Context-parallelism/CPU-offload hook conflict vs a ChronoEdit crash with context parallelism. Not enough evidence of the same bug." }, { "left": "issue:10334", "right": "issue:11315", "accept": false, - "reason": "Both mention MPS, but Sana NaNs/gray images and HiDream float64 rope are different root causes." + "reason": "Both mention MPS, but Sana image corruption/NaNs and HiDream float64 rope are different models and likely different root causes." }, { "left": "issue:9047", "right": "issue:9971", "accept": false, - "reason": "FLUX-on-MPS and DEISMultistepScheduler-on-FLUX are separate compatibility problems." - }, - { - "left": "issue:5016", - "right": "issue:5757", - "accept": false, - "reason": "SDXL text-encoder training support and checkpoint-resume errors are distinct issues." - }, - { - "left": "issue:5687", - "right": "issue:6295", - "accept": false, - "reason": "Both involve Karras-related scheduler behavior, but the failures differ: duplicate timesteps vs artifacts with a different sampler setting." - }, - { - "left": "issue:2091", - "right": "issue:3453", - "accept": false, - "reason": "Multi-GPU checkpoint resume and a BFloat16 CUDA kernel limitation are unrelated training/runtime errors." + "reason": "Flux failing on MPS devices is a device/backend issue; DEISMultistepScheduler not working on FLUX is a scheduler issue." } ] }, @@ -24633,21 +24620,20 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ - "issue:10026", - "issue:10382", "issue:11432", "issue:11922", "issue:12107", + "issue:2091", "issue:2161", "issue:2299", - "issue:2830", "issue:3279", "issue:3346", + "issue:3453", "issue:4286", "issue:4436", "issue:4453", @@ -24655,16 +24641,19 @@ "issue:460", "issue:4790", "issue:4974", - "issue:5197", + "issue:5016", "issue:5226", "issue:5317", "issue:5341", + "issue:5687", + "issue:5757", "issue:5886", "issue:5997", "issue:6008", "issue:6069", "issue:6117", "issue:6226", + "issue:6295", "issue:6584", "issue:6732", "issue:7053", @@ -24681,13 +24670,14 @@ "issue:9142", "issue:9209", "issue:9309", - "issue:9331", - "issue:938", "issue:9421", "issue:9643", "issue:9804" ], "soft_pairs": [ + "issue:5016|issue:5757", + "issue:5687|issue:6295", + "issue:2091|issue:3453", "issue:12107|issue:9142", "issue:4790|issue:6226", "issue:7286|issue:8885", @@ -24709,199 +24699,193 @@ "issue:11432|issue:7982", "issue:8359|issue:8900", "issue:4974|issue:6584", - "issue:5997|issue:7138", - "issue:10026|issue:5197", - "issue:10382|issue:9331", - "issue:2830|issue:938" + "issue:5997|issue:7138" ], - "prepared_review_unit_hash": "8251aa18a5699cec565edbcda52d799e4b2ffa7e776c09980891600b6e97aead", + "prepared_review_unit_hash": "943e67a7463cb594eff764c1130da97d681319bb36a4503c1e22e2a954828f61", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 34194, - "estimated_input_tokens": 8549, - "estimated_eval_tokens": 17354 + "serialized_chars": 34203, + "estimated_input_tokens": 8551, + "estimated_eval_tokens": 17358 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated. Only two soft edges look like true duplicates: the DreamBooth LoRA checkpoint-resume reports and the original-SD conversion/export reports. The rest either target different code paths, different models, or are too broad to merge safely.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue spans the whole set, but #4790 is the strongest representative among the accepted duplicates because it describes the root converter incompatibility rather than a downstream loading symptom.", + "summary": "This cluster is mostly a noisy mix of unrelated loading, conversion, scheduler, and training-example issues; none of the proposed soft pairs look like safe duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "issue:8359 is the broadest, most central loading/conversion report in the set (from_single_file/custom checkpoints) and is a better anchor than narrower, symptom-specific issues.", "canonical_pr_reason": null, - "best_issue_reason": "#4790 is the best issue to keep as the canonical source for the conversion bug: it names the specific broken script and the core failure mode that also shows up in #6226.", + "best_issue_reason": "issue:8359 best represents the cluster's dominant theme of model-loading incompatibilities and has the clearest, most reusable problem statement.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:5016", + "right": "issue:5757", + "accept": false, + "reason": "Same script family, but one is about SDXL text-encoder training and the other is resume-from-checkpoint errors; not the same concrete bug." + }, + { + "left": "issue:5687", + "right": "issue:6295", + "accept": false, + "reason": "Both involve schedulers, but the failure modes differ (duplicate timesteps vs artifacts under DPM++ 2M SDE Karras/use_lu_lambdas)." + }, + { + "left": "issue:2091", + "right": "issue:3453", + "accept": false, + "reason": "Resume-from-checkpoint multi-GPU pipeline issue vs bf16 CUDA kernel limitation; unrelated code paths." + }, { "left": "issue:12107", "right": "issue:9142", "accept": false, - "reason": "Both mention list/attribute errors, but they are different features and models: accelerator tracker logging vs multiple ControlNet loading in Hunyuan DiT." + "reason": "Both mention list/AttributeError, but one is accelerate tracker logging and the other is multi-ControlNet model wiring; different bugs." }, { "left": "issue:4790", "right": "issue:6226", - "accept": true, - "reason": "Same converter path and same underlying problem: `convert_diffusers_to_original_stable_diffusion.py` produces output that downstream tools cannot read." + "accept": false, + "reason": "Both are converter-related, but they are different conversion directions and different downstream failures; not one bug." }, { "left": "issue:7286", "right": "issue:8885", "accept": false, - "reason": "Different Custom Diffusion failures: cross-attention weight loading in a pipeline vs install/modifier-token issues in an example." + "reason": "Custom Diffusion cross-attention loading and clip-retrieval/modifier-token installation are unrelated problems." }, { "left": "issue:6732", "right": "issue:7053", "accept": false, - "reason": "Unrelated topics: scheduler documentation for `trained_betas` versus a `UNet3DConditionModel` class-conditioning behavior bug." + "reason": "Documentation for trained_betas is not the same as UNet3D class-conditioning behavior." }, { "left": "issue:6226", "right": "issue:9421", "accept": false, - "reason": "Both are loading-related, but one is about a conversion script producing bad files and the other is about accessing a gated model." + "reason": "A conversion-script loading error is not the same as inaccessible model download/authorization for runwayml/stable-diffusion-inpainting." }, { "left": "issue:3279", "right": "issue:3346", - "accept": true, - "reason": "Same `train_dreambooth_lora.py` checkpoint-resume problem; one is an error report and the other explicitly requests `resume_from_checkpoint` support." + "accept": false, + "reason": "Both are about checkpoint resume in the same script, but one is a runtime error report and the other is a feature/support request; not enough evidence for one duplicate." }, { "left": "issue:2299", "right": "issue:460", "accept": false, - "reason": "Different subsystems: fine-tuned checkpoint compatibility versus ONNX runtime dependency selection." + "reason": "ONNX runtime dependency issue vs fine-tuned checkpoint support; different subsystems and symptoms." }, { "left": "issue:4436", "right": "issue:4453", "accept": false, - "reason": "Both are model-format conversion questions, but they are opposite directions and involve different artifacts (CIVITAI safetensors+VAE vs SDXL LoRA to safetensors)." + "reason": "These are opposite conversion directions and different model formats (CivitAI safetensors with VAE vs SDXL LoRA to safetensors)." }, { "left": "issue:7440", "right": "issue:7879", "accept": false, - "reason": "Related dataset name, but not the same issue: dataset unavailability versus a separate pokemon-BLIP captions dataset request." + "reason": "Missing dataset availability and a separate dataset request are related, but not the same underlying bug/change." }, { "left": "issue:9209", "right": "issue:9804", "accept": false, - "reason": "Network/mirror access failure is unrelated to local SDXL ControlNet loading from disk." + "reason": "HF mirror connectivity failure vs local ControlNet loading failure; one is networking, the other is model loading." }, { "left": "issue:6069", "right": "issue:6117", "accept": false, - "reason": "Different scheduler classes and different `add_noise` bugs; not the same code path." + "reason": "Both are add_noise scheduler bugs, but they affect different schedulers and different edge cases." }, { "left": "issue:4286", "right": "issue:5226", "accept": false, - "reason": "Both involve `load_lora_weights`, but the pipelines are different and the failures are not clearly the same underlying bug." + "reason": "Both mention load_lora_weights, but one is SDXL LoRA loading and the other is the SDXL Adapter pipeline; different pipeline support issues." }, { "left": "issue:11922", "right": "issue:9309", "accept": false, - "reason": "Different Flux models/pipelines and different reported failures; too broad to treat as one bug." + "reason": "Different Flux pipelines/models and different failures; too broad to call duplicates." }, { "left": "issue:2161", "right": "issue:4566", "accept": false, - "reason": "One is about LoRA training on inpainting models, the other about SDXL resume-from-checkpoint behavior." + "reason": "Inpainting LoRA training and SDXL resume-from-checkpoint errors are different problems." }, { "left": "issue:5317", "right": "issue:5341", "accept": false, - "reason": "Separate documentation/example updates; similar area but not the same change or bug." + "reason": "PEFT API docs and updating example scripts are adjacent maintenance tasks, not one underlying bug." }, { "left": "issue:6008", "right": "issue:8469", "accept": false, - "reason": "Both concern IP-Adapter face variants, but they describe different pipelines and different failure modes." + "reason": "Both are face/IP-Adapter related, but they target different models and symptoms (LCM LoRA interaction vs corrupt faces)." }, { "left": "issue:9142", "right": "issue:9643", "accept": false, - "reason": "Same broad theme of multiple ControlNets, but different model families and likely different implementation gaps." + "reason": "Both involve multiple ControlNets, but on different model families (Hunyuan DiT vs Flux) and likely different implementations." }, { "left": "issue:5886", "right": "issue:8827", "accept": false, - "reason": "Both mention face-related IP-Adapter variants, but one asks for a face model feature and the other reports an SDXL FaceID usage error." + "reason": "A feature request for face model support is not the same as a specific ip-adapter-faceid_sdxl runtime error." }, { "left": "issue:11432", "right": "issue:7982", "accept": false, - "reason": "Different bugs: `torch_dtype=\"auto\"` loading versus `from_pipe` with `MultiControlNetModel`." + "reason": "torch_dtype='auto' in from_pretrained and from_pipe with MultiControlNetModel are separate API paths and failures." }, { "left": "issue:8359", "right": "issue:8900", "accept": false, - "reason": "Both mention `from_single_file`, but one is a custom-checkpoint regression and the other is a usage question for a specific SDXL refiner file." + "reason": "Same API family, but one is a bug with custom checkpoints and the other is a how-to question for a specific refiner file." }, { "left": "issue:4974", "right": "issue:6584", "accept": false, - "reason": "Both are conversion-to-diffusers issues, but they concern different source models and do not obviously share the same bug." + "reason": "General safetensors-to-diffusers conversion question vs a specific DreamShaper v8 inpaint conversion failure." }, { "left": "issue:5997", "right": "issue:7138", "accept": false, - "reason": "Different SDXL problems: tutorial text/clip model mismatch versus UNet structure mismatch." - }, - { - "left": "issue:10026", - "right": "issue:5197", - "accept": false, - "reason": "Both concern multi-GPU training performance, but one is a memory complaint under DeepSpeed stage 3 and the other is a slower-than-single-GPU throughput report." - }, - { - "left": "issue:10382", - "right": "issue:9331", - "accept": false, - "reason": "Unrelated components: VAE encoder return-type mismatch versus a scheduler timestep-indexing bug." - }, - { - "left": "issue:2830", - "right": "issue:938", - "accept": false, - "reason": "Different application domains: video generation question versus text-to-motion model request." + "reason": "Tutorial model-type mismatch and UNet structure mismatch are both SDXL-related, but they are different mismatches at different layers." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The duplicate judgments are conservative and grounded in the packet. The two accepted pairs (#4790/#6226 and #3279/#3346) are supported by closely matching titles and symptoms, while the rest are appropriately rejected as different code paths, models, or failure modes. No clear overstatement detected." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -24916,9 +24900,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ + "issue:10026", "issue:10180", + "issue:10382", "issue:10650", "issue:10772", "issue:10823", @@ -24934,9 +24920,8 @@ "issue:1534", "issue:1556", "issue:2107", - "issue:2596", + "issue:2830", "issue:2988", - "issue:3124", "issue:3728", "issue:3813", "issue:434", @@ -24947,26 +24932,28 @@ "issue:5012", "issue:5026", "issue:5152", + "issue:5197", "issue:5412", "issue:5432", - "issue:5603", - "issue:5753", "issue:5846", "issue:5997", "issue:6407", "issue:7041", "issue:7168", "issue:7238", - "issue:7377", "issue:7420", - "issue:9112", "issue:9237", + "issue:9331", + "issue:938", "issue:9501", "issue:9619", "issue:9907", "issue:9936" ], "soft_pairs": [ + "issue:10026|issue:5197", + "issue:10382|issue:9331", + "issue:2830|issue:938", "issue:4580|issue:4631", "issue:7168|issue:7238", "issue:2988|issue:7041", @@ -24987,183 +24974,180 @@ "issue:5026|issue:5152", "issue:5412|issue:5846", "issue:11169|issue:11560", - "issue:1556|issue:2107", - "issue:3124|issue:5753", - "issue:2596|issue:5603", - "issue:7377|issue:9112" + "issue:1556|issue:2107" ], - "prepared_review_unit_hash": "6a953bb48fb7741bd5769017f164c26f90a461521d0ecdfe6d7e198bd1463730", + "prepared_review_unit_hash": "768e45bb287aed2b64b673c971313e626efc2b6169d0f37005a25727716342b2", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33489, - "estimated_input_tokens": 8373, - "estimated_eval_tokens": 17002 + "serialized_chars": 33513, + "estimated_input_tokens": 8379, + "estimated_eval_tokens": 17014 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issues across different models, schedulers, training scripts, and import/runtime failures. None of the soft-edge pairs look like true duplicates; they only share broad keywords such as Flux, LoRA, ControlNet, torch.compile, or out-of-bounds errors.", - "confidence": 0.89, - "canonical_issue_reason": "issue:9237 is the most central and richly described Flux training report in this set, with substantial discussion and references; it is the best umbrella representative if one issue must anchor the cluster, though it is still distinct from the other Flux tickets.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:9237 has the strongest combination of context, discussion, and topical overlap with several nearby Flux/LoRA training reports, making it the best issue to represent the cluster.", - "best_pr_reason": null, + "summary": "The candidate edges are all superficial keyword matches; the issues span unrelated bugs, features, and models, so none look like the same underlying problem. No canonical duplicate group emerges from this set.", + "confidence": 0.96, + "canonical_issue_reason": "null", + "canonical_pr_reason": "null", + "best_issue_reason": "null", + "best_pr_reason": "null", "soft_edge_verdicts": [ + { + "left": "issue:10026", + "right": "issue:5197", + "accept": false, + "reason": "Both mention multi-GPU training, but one is Flux ControlNet + DeepSpeed Stage-3 memory usage and the other is SD1.5 training slowdown; different code paths and symptoms." + }, + { + "left": "issue:10382", + "right": "issue:9331", + "accept": false, + "reason": "VAE encoder forward return-type/AttributeError versus FlowMatchEulerDiscreteScheduler index_for_timestep logic; unrelated components." + }, + { + "left": "issue:2830", + "right": "issue:938", + "accept": false, + "reason": "Text/image-to-video question versus a text-to-motion model request; same media domain but different task and pipeline." + }, { "left": "issue:4580", "right": "issue:4631", "accept": false, - "reason": "Both mention use_karras_sigmas, but they hit different schedulers and different failures; not the same code path." + "reason": "Both are scheduler exceptions with use_karras_sigmas, but they involve different schedulers and different failure modes." }, { "left": "issue:7168", "right": "issue:7238", "accept": false, - "reason": "One is about incorrect IP-Adapter image embedding shape, the other about masking behavior; different bugs." + "reason": "IP-Adapter embed shape troubleshooting versus IP-Adapter masking feature request/bug; not the same issue." }, { "left": "issue:2988", "right": "issue:7041", "accept": false, - "reason": "Both are scheduler/runtime failures, but the trigger conditions and symptoms are different (equal steps vs num_inference_steps > 1)." + "reason": "Different runtime failures in schedulers: num_training_steps == num_inference_steps versus segfault when num_inference_steps > 1." }, { "left": "issue:12656", "right": "issue:12771", "accept": false, - "reason": "Both are out-of-bounds errors, but in different models and different subsystems; no shared concrete failure." + "reason": "AuraFlow positional embedding out-of-bounds versus DPMSolverMultistepScheduler out-of-bounds under squaredcos+karras; different model and scheduler bugs." }, { "left": "issue:3728", "right": "issue:6407", "accept": false, - "reason": "These are unrelated new-pipeline requests for different models and tasks." + "reason": "A new pipeline proposal versus AnyText model announcement/request; no shared underlying bug or change." }, { "left": "issue:1534", "right": "issue:434", "accept": false, - "reason": "Both concern training notebooks, but one is a specific Dreambooth notebook error and the other is a version-compatibility report." + "reason": "Dreambooth notebook error versus notebook incompatibility with version 0.3.0; too generic to be the same defect." }, { "left": "issue:10180", "right": "issue:12396", "accept": false, - "reason": "Both involve adapters/LoRA, but one is about loading multiple LoRAs with Flux Control LoRA and the other about delete_adapters with leaf_level errors." + "reason": "Multiple LoRA loading bug versus leaf_level/delete_adapters errors; different adapter management scenarios." }, { "left": "issue:4925", "right": "issue:5997", "accept": false, - "reason": "One is an OOM in distributed SDXL ControlNet training; the other is a tutorial/model-type mismatch error." + "reason": "Distributed ControlNet SDXL OOM versus ControlNet SDXL tutorial type mismatch; unrelated problems." }, { "left": "issue:5012", "right": "issue:5432", "accept": false, - "reason": "Both touch LoRA SDXL training, but one is about text encoder training support and the other is blank validation images." + "reason": "Text encoder training missing in LoRA script versus blank validation images; different bugs in the training script." }, { "left": "issue:9237", "right": "issue:9501", "accept": false, - "reason": "Both are Flux Dreambooth training reports, but one is a general training issue and the other is specifically delayed model saving; not the same bug." + "reason": "Flux Dreambooth LoRA training issue versus delayed model saving during Flux training; different symptoms and likely causes." }, { "left": "issue:9907", "right": "issue:9936", "accept": false, - "reason": "Different Flux ControlNet problems: sequence-length warning versus NCCL timeout in multigpu training." + "reason": "Maximum sequence length warning versus NCCL timeout in multi-GPU training; not the same code-path problem." }, { "left": "issue:10772", "right": "issue:9619", "accept": false, - "reason": "A Sana ControlNet support request is not the same as adding interrupt support to StableDiffusionControlNetPipeline." + "reason": "Sana ControlNet support request versus ControlNet pipeline interrupt support; different features and scopes." }, { "left": "issue:10650", "right": "issue:10866", "accept": false, - "reason": "Both are Lumina-related, but one is a shape error and the other is a LoRA compatibility problem." + "reason": "Lumina shape/reshape runtime error versus Lumina LoRA compatibility with Civitai LoRAs; unrelated failures." }, { "left": "issue:10823", "right": "issue:12547", "accept": false, - "reason": "Unrelated training-script/export issue versus a Dreambooth Flux Kontext argument validation error." + "reason": "Missing inference files from fine-tuning script versus required --instance_prompt argument for Flux Kontext Dreambooth; different scripts and fixes." }, { "left": "issue:10937", "right": "issue:7420", "accept": false, - "reason": "Both mention torch.compile, but one is a specific vae.encode failure and the other is a generic compile problem." + "reason": "Both involve torch.compile, but one is specifically vae.encode and the other is a broad inability to use torch.compile; too broad to merge as one bug." }, { "left": "issue:1304", "right": "issue:3813", "accept": false, - "reason": "A how-to question about image-to-image training is not the same as a multi-GPU model-parallel finetuning question." + "reason": "General how-to question for text-guided image-to-image versus multi-GPU model-parallel finetuning question; not a duplicate." }, { "left": "issue:4724", "right": "issue:7041", "accept": false, - "reason": "Different pipelines and different failures; no common concrete bug." + "reason": "SDXL Img2Img checkpoint behavior versus segfault with num_inference_steps > 1; different pipelines and failure modes." }, { "left": "issue:5026", "right": "issue:5152", "accept": false, - "reason": "Different model/version-specific errors with no shared code path." + "reason": "KeyError on text_encoder in 0.21.0 versus W\u00fcrstchen bug in 0.21.3 alpha; different models and issues." }, { "left": "issue:5412", "right": "issue:5846", "accept": false, - "reason": "Both mention resume_from_checkpoint, but they are different scripts and likely different training flows." + "reason": "Both are resume_from_checkpoint failures, but they occur in different training scripts and there is no evidence of the same concrete bug." }, { "left": "issue:11169", "right": "issue:11560", "accept": false, - "reason": "One is a specific numpy binary incompatibility on import; the other is just a generic import error." + "reason": "Binary incompatibility numpy import traceback versus a vague import error; insufficient evidence they are the same underlying issue." }, { "left": "issue:1556", "right": "issue:2107", "accept": false, - "reason": "Both can produce black images, but the causes are different: GPU/NSFW warning versus low-resolution rendering." - }, - { - "left": "issue:3124", - "right": "issue:5753", - "accept": false, - "reason": "Model conversion failure is unrelated to a ControlNet LoRA loading issue." - }, - { - "left": "issue:2596", - "right": "issue:5603", - "accept": false, - "reason": "Both are import/doc issues, but they reference different symbols and different failure modes." - }, - { - "left": "issue:7377", - "right": "issue:9112", - "accept": false, - "reason": "Different model-specific inference errors with no shared failing code path." + "reason": "Black images with CUDA/NSFW warning versus low-resolution glitchy/black images; different triggers and likely causes." } ] }, @@ -25182,10 +25166,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10804", "issue:10883", @@ -25199,7 +25183,8 @@ "issue:2132", "issue:2156", "issue:2218", - "issue:2616", + "issue:2596", + "issue:3124", "issue:3250", "issue:3284", "issue:3454", @@ -25211,22 +25196,21 @@ "issue:4390", "issue:4806", "issue:4936", - "issue:5395", - "issue:5518", "issue:557", + "issue:5603", + "issue:5753", "issue:5798", "issue:5799", - "issue:5919", - "issue:6131", - "issue:6149", "issue:6159", "issue:6224", "issue:6278", "issue:7223", + "issue:7377", "issue:746", "issue:761", "issue:861", "issue:8732", + "issue:9112", "issue:9187", "issue:9403", "issue:9448", @@ -25236,6 +25220,9 @@ "issue:9841" ], "soft_pairs": [ + "issue:3124|issue:5753", + "issue:2596|issue:5603", + "issue:7377|issue:9112", "issue:3250|issue:861", "issue:3799|issue:4806", "issue:4356|issue:4936", @@ -25258,202 +25245,202 @@ "issue:3651|issue:3954", "issue:5799|issue:6159", "issue:10883|issue:12752", - "issue:5798|issue:5799", - "issue:5395|issue:5518", - "issue:2616|issue:5919", - "issue:6131|issue:6149" + "issue:5798|issue:5799" ], - "prepared_review_unit_hash": "86733c9d76c05b2086328102e88ab6b2a9fbd7837b9f828c74dce164d151ee3b", + "prepared_review_unit_hash": "a550ebde87d1a6081131034e6f80e850ef2a8b2445f3827294ac86888d0c565d", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 33699, - "estimated_input_tokens": 8425, - "estimated_eval_tokens": 17106 + "serialized_chars": 33793, + "estimated_input_tokens": 8449, + "estimated_eval_tokens": 17154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous and does not form a single duplicate set; most items are unrelated bug reports or feature requests across different pipelines, training scripts, and models. No canonical duplicate stands out.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "Nearly all soft pairs are distinct issues with different pipelines, APIs, or error modes. The only clear duplicate-style pair is the FLUX IPAdapter feature request cluster.", + "confidence": 0.77, + "canonical_issue_reason": "issue:9825 is the broader, more generic FLUX IPAdapter request; it best represents the shared feature ask behind the FLUX-related pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:11651 is the clearest concrete failure report and the closest thing to a recurring theme in this set (Flux LoRA loading); however, it is not a true canonical for the whole cluster.", + "best_issue_reason": "issue:9825 is the best global issue candidate because it is the clearest umbrella request for the same FLUX IPAdapter capability.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:3124", + "right": "issue:5753", + "accept": false, + "reason": "Different problems: model conversion failure vs. ControlNet LoRA-loading compatibility." + }, + { + "left": "issue:2596", + "right": "issue:5603", + "accept": false, + "reason": "Different missing-import/doc issues involving unrelated symbols." + }, + { + "left": "issue:7377", + "right": "issue:9112", + "accept": false, + "reason": "Different pipelines and different runtime errors; only a generic inference-failure resemblance." + }, { "left": "issue:3250", "right": "issue:861", "accept": false, - "reason": "Different problems: pipeline execution failure vs checkpoint-to-diffusers conversion." + "reason": "One is K-Diffusion pipeline runtime, the other is checkpoint conversion." }, { "left": "issue:3799", "right": "issue:4806", "accept": false, - "reason": "Both are type-annotation issues, but for different classes/APIs and different bugs." + "reason": "Both are type-related, but they concern different classes and APIs." }, { "left": "issue:4356", "right": "issue:4936", "accept": false, - "reason": "Version-regression reports, but one is a missing module import and the other is dreambooth resume behavior." + "reason": "Unrelated module import error vs. DreamBooth resume bug." }, { "left": "issue:7223", "right": "issue:9744", "accept": false, - "reason": "Both are feature requests for different video models; not the same change." + "reason": "Both are video-model addition requests, but for different models and not the same change." }, { "left": "issue:2132", "right": "issue:2156", "accept": false, - "reason": "Same example family, but one is an AttributeError and the other is CPU/GPU execution behavior." + "reason": "Same example family, but the failures are different: trackers attribute error vs. CPU/GPU training path." }, { "left": "issue:2218", "right": "issue:761", "accept": false, - "reason": "Training-related, but one is overfitting quality and the other is an 8-bit optimizer failure." + "reason": "Different DreamBooth training issues with no clear shared code-path." }, { "left": "issue:10804", "right": "issue:11651", "accept": false, - "reason": "Both involve Flux LoRA loading, but they target different models/pipelines and don\u2019t clearly share the same code-path bug." + "reason": "Both mention FLUX LoRA loading, but they target different models/pipelines and error contexts." }, { "left": "issue:1197", "right": "issue:4080", "accept": false, - "reason": "Broad diffusion-pipeline feature requests, but for different pipelines and capabilities." + "reason": "Completely different features: OpenAI diffusion pipeline vs. SDXL inpainting." }, { "left": "issue:2132", - "right": "issue:3284", + "right": "issue:3454", "accept": false, - "reason": "Both mention train_dreambooth_lora.py/accelerate, but the reported failures are not the same bug." + "reason": "Same script, but one specific accelerator attribute error and one broad latest-version failure are not clearly the same bug." }, { "left": "issue:3250", "right": "issue:746", "accept": false, - "reason": "Unrelated runtime pipeline issue vs ONNX revision loading problem." + "reason": "Different conversion/loading problems for different pipeline types." }, { "left": "issue:1919", "right": "issue:4390", "accept": false, - "reason": "Both mention missing requirements, but one is a specific example dependency gap and the other is a generic report." + "reason": "Both are missing-dependency complaints, but not the same missing package or example." }, { "left": "issue:3954", "right": "issue:6278", "accept": false, - "reason": "Both are multi-GPU training issues, but one is scheduler step counting and the other is a run failure." + "reason": "Both involve multi-GPU training, but the concrete issues differ." }, { "left": "issue:2107", "right": "issue:557", "accept": false, - "reason": "Different generation-quality complaints with no shared code-path evidence." + "reason": "Different symptoms and unrelated sampling/image-quality complaints." }, { "left": "issue:6224", "right": "issue:8732", "accept": false, - "reason": "Both are training problems, but one is TorchDynamo and the other is checkpoint saving." + "reason": "TorchDynamo fine-tuning issue vs. checkpoint-saving issue." }, { "left": "issue:11627", "right": "issue:9448", "accept": false, - "reason": "Both involve IP-Adapter, but they affect different pipelines and fail differently." + "reason": "Both IP-Adapter related, but different pipelines and different failure modes." }, { "left": "issue:9403", "right": "issue:9825", - "accept": false, - "reason": "Related to Flux IP-Adapter support, but one is a specific Xlabs request and the other is a broader pipeline feature request." + "accept": true, + "reason": "Both request FLUX IPAdapter support; 9825 is the broader umbrella request and matches the same underlying feature." }, { "left": "issue:9576", "right": "issue:9841", "accept": false, - "reason": "Completely different areas: pipeline loading option propagation vs DreamBooth SDXL LoRA training." + "reason": "Different bugs: safetensors propagation vs. DreamBooth use_dora TypeError." }, { "left": "issue:2132", "right": "issue:3284", "accept": false, - "reason": "Same script family, but the concrete error and failure mode differ." + "reason": "Same example script, but the reported failures are not specific enough to confirm the same root cause." }, { "left": "issue:11432", "right": "issue:9187", "accept": false, - "reason": "Both are loading-related, but one is torch_dtype handling and the other is IP-Adapter SDXL/Kolors behavior." + "reason": "Different loading issues in different model families." }, { "left": "issue:3651", "right": "issue:3954", "accept": false, - "reason": "Both mention multi-GPU, but they are distinct bugs affecting different training flows." + "reason": "Both multi-GPU-related, but one is inability to run and the other is an LR-step-count bug." }, { "left": "issue:5799", "right": "issue:6159", "accept": false, - "reason": "Both are unsupported keyword-argument issues, but for different arguments and different pipelines." + "reason": "Both are unsupported pipeline kwargs, but for different kwargs and pipelines." }, { "left": "issue:10883", "right": "issue:12752", "accept": false, - "reason": "Feature updates for different models and pipelines; not the same underlying change." + "reason": "Completely different model/update requests." }, { "left": "issue:5798", "right": "issue:5799", "accept": false, - "reason": "Different pipeline kwargs and different failure surfaces." - }, - { - "left": "issue:5395", - "right": "issue:5518", - "accept": false, - "reason": "Both LoRA-related, but one is PEFT model merging and the other is an AttributeError in a different path." - }, - { - "left": "issue:2616", - "right": "issue:5919", - "accept": false, - "reason": "Different LoRA-training errors affecting different objects and code paths." - }, - { - "left": "issue:6131", - "right": "issue:6149", - "accept": false, - "reason": "Both are IP-Adapter issues, but they concern different adapter variants and load errors." + "reason": "Both are keyword-argument issues, but they affect different pipelines and different parameters." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are conservative. The only accepted pair, issue:9403 and issue:9825, is supported by the titles as the same FLUX IPAdapter feature request, with 9825 plausibly serving as the broader umbrella issue." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -25465,15 +25452,13 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10302", - "issue:10392", "issue:10428", - "issue:10512", "issue:10514", "issue:10542", "issue:10962", @@ -25484,14 +25469,11 @@ "issue:12396", "issue:12738", "issue:13079", - "issue:1565", "issue:2089", "issue:2412", - "issue:2695", + "issue:2616", "issue:2707", "issue:2844", - "issue:2991", - "issue:3094", "issue:3481", "issue:4307", "issue:4402", @@ -25500,7 +25482,12 @@ "issue:457", "issue:4849", "issue:5128", + "issue:5395", + "issue:5518", "issue:579", + "issue:5919", + "issue:6131", + "issue:6149", "issue:6226", "issue:6460", "issue:6839", @@ -25519,6 +25506,9 @@ "issue:9861" ], "soft_pairs": [ + "issue:5395|issue:5518", + "issue:2616|issue:5919", + "issue:6131|issue:6149", "issue:10514|issue:10962", "issue:9297|issue:9673", "issue:11010|issue:9861", @@ -25539,189 +25529,186 @@ "issue:5128|issue:8435", "issue:10428|issue:9096", "issue:11436|issue:9200", - "issue:2089|issue:2412", - "issue:1565|issue:3094", - "issue:2695|issue:2991", - "issue:10392|issue:10512" + "issue:2089|issue:2412" ], - "prepared_review_unit_hash": "89ae56e90837b33bc5812c78764b9349c0229cd2a5abcea7f992bfd8412a940b", + "prepared_review_unit_hash": "4de6fa052fdf05a2171ae7d1ee687e5e2837530280602b7ee88d4ba1d3a34294", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33326, - "estimated_input_tokens": 8332, - "estimated_eval_tokens": 16920 + "serialized_chars": 33259, + "estimated_input_tokens": 8315, + "estimated_eval_tokens": 16886 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous issue set with no PRs. Only two soft pairs look like true duplicates: the multiple-LoRA loading performance reports, and the SDXL checkpoint-resume/load failures. The rest are different models, different APIs, or different failure modes.", - "confidence": 0.78, - "canonical_issue_reason": "No single canonical issue fits the whole set cleanly; if one must be chosen, issue #9297 is the best representative of the only clear duplicate-like subcluster (multiple LoRA loading performance).", + "summary": "Mostly a heterogeneous set of issue reports with a few plausible duplicates around from_single_file loading, multi-LoRA loading performance, and SDXL checkpoint resume. The rest only share broad subsystem or symptom-level similarity and should stay separate.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 8435 is the broadest from_single_file runtime-error report and the best umbrella among the close matches, though the overall cluster is not a single coherent bug.", "canonical_pr_reason": null, - "best_issue_reason": "#9297 is the strongest issue candidate overall: it is specific, well-described, and has the clearest duplicate partner (#9673) with the same underlying multiple-LoRA loading problem.", + "best_issue_reason": "8435 is the strongest representative of the repeated from_single_file/load-failure theme and is the most useful issue to anchor the accepted duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:5395", + "right": "issue:5518", + "accept": false, + "reason": "Both involve LoRA/PEFT errors, but one is about combining LoRAs and the other is a missing set_lora_layer attribute; different concrete bugs." + }, + { + "left": "issue:2616", + "right": "issue:5919", + "accept": false, + "reason": "Both are training-time attribute errors, but they fail at different code paths and with different missing objects/methods." + }, + { + "left": "issue:6131", + "right": "issue:6149", + "accept": false, + "reason": "Both concern IP-Adapter variants, but the symptoms and targets differ; not enough to show the same underlying bug." + }, { "left": "issue:10514", "right": "issue:10962", "accept": false, - "reason": "Different bugs: Sana resolution-binning/sample-size support vs Cogview4 prompt-embedding shape handling." + "reason": "Different pipelines and failure modes: Sana resolution binning/sample size versus CogView4 prompt-embed shape issues." }, { "left": "issue:9297", "right": "issue:9673", "accept": true, - "reason": "Same underlying problem: loading multiple LoRAs is slow/heavy; one reports linear load-time scaling, the other high CPU during multi-LoRA loading." + "reason": "Both report multi-LoRA loading performance problems in the same workflow; linear load-time growth and high CPU use are likely the same inefficiency." }, { "left": "issue:11010", "right": "issue:9861", "accept": false, - "reason": "Support/architecture-change request vs a Flux training bug; not the same concrete issue." + "reason": "Support for a new Flux architecture and training not updating the transformer are unrelated bugs." }, { "left": "issue:2089", "right": "issue:684", "accept": false, - "reason": "Different problems: DreamBooth AltDiffusion OOM vs AMD memory-optimization behavior." + "reason": "Both mention memory issues, but one is DreamBooth OOM and the other is AMD memory-optimization support; not the same defect." }, { "left": "issue:6460", "right": "issue:9264", "accept": false, - "reason": "One is a loading-hang bug for an inpainting model; the other is a feature request for Flux inpainting." + "reason": "One is a loading hang for an existing inpainting model; the other is a request for a Flux inpainting model, not the same bug." }, { "left": "issue:8543", "right": "issue:8708", "accept": false, - "reason": "Both are SD3 dreambooth-related, but the failures differ: gradient checkpointing vs missing vae.config.shift_factor." + "reason": "Both are DreamBooth example issues, but one is gradient checkpointing and the other is a missing VAE config field; different failures." }, { "left": "issue:4402", "right": "issue:6839", "accept": false, - "reason": "Both mention from_single_file, but they target different pipeline classes and likely different failure modes." + "reason": "Both mention from_single_file, but they affect different pipeline classes and the titles do not establish the same concrete code-path bug." }, { "left": "issue:455", "right": "issue:457", "accept": false, - "reason": "Different MPS issues: one is an aten::index NotImplementedError, the other is visual color artifacts." + "reason": "MPS index.Tensor not implemented and MPS blue artifacts are distinct symptoms, likely different root causes." }, { "left": "issue:11777", "right": "issue:9258", "accept": false, - "reason": "Unrelated topics: HiDream LoRA training question vs FLUX LoRA training speed on Windows/Linux." + "reason": "These are unrelated: a HiDream LoRA training question versus Flux LoRA training performance on different OSes." }, { "left": "issue:2844", "right": "issue:4307", "accept": false, - "reason": "Different APIs/problems: explicit image embeddings for StableUnCLIP vs local_files_only loading error." + "reason": "Explicit image-embedding input to StableUnCLIPImg2Img is unrelated to a local_files_only from_pretrained error." }, { "left": "issue:2707", "right": "issue:6226", "accept": false, - "reason": "Same script area, but syntax error and webui loading incompatibility are not the same concrete bug." + "reason": "A syntax error in the converter script is not the same as downstream loading errors in webui." }, { "left": "issue:10542", "right": "issue:12738", "accept": false, - "reason": "Both are batch-size>1 failures, but in different pipelines with different asserted behavior." + "reason": "Both fail for batch size > 1, but they are different pipelines with different assertions and no clear shared bug." }, { "left": "issue:10302", "right": "issue:12396", "accept": false, - "reason": "FP8 inference noise vs delete_adapters/leaf_level errors are unrelated bugs." + "reason": "FP8 inference noise and leaf_level/delete_adapters errors are unrelated." }, { "left": "issue:4566", "right": "issue:8659", "accept": true, - "reason": "Same checkpoint-resume / SDXL training script failure path; 8659 broadens it with infer-load breakage, but the core bug overlaps." + "reason": "Both are SDXL training/checkpoint-resume failures in the same training script family; 8659 explicitly includes the same resume/load path." }, { "left": "issue:4849", "right": "issue:579", "accept": false, - "reason": "Different textual inversion issues: multi-GPU training question vs missing config.json loading error." + "reason": "Multi-GPU textual inversion training and missing config.json are unrelated." }, { "left": "issue:11363", "right": "issue:13079", "accept": false, - "reason": "Both hit CUDA OOM, but on different models and scenarios; not the same underlying bug." + "reason": "Both are CUDA OOM reports, but on different models and scenarios; not a single fixable bug." }, { "left": "issue:3481", "right": "issue:7142", "accept": false, - "reason": "Both compare outputs against another implementation, but they are different models and different reproducibility contexts." + "reason": "These are about differing inference outputs, but the causes and contexts are too different to be duplicates." }, { "left": "issue:5128", "right": "issue:8435", - "accept": false, - "reason": "Both are from_single_file loading failures, but the titles are too broad/specific-mismatched to confirm the same concrete bug." + "accept": true, + "reason": "Both are from_single_file loading/runtime failures with local weights; 8435 is the broader generic report and 5128 is a specific manifestation." }, { "left": "issue:10428", "right": "issue:9096", "accept": false, - "reason": "Different Flux inference issues: Ascend NPU error vs torch.half NaN outputs." + "reason": "Different Flux inference problems on different hardware/precision settings; not the same code-path bug." }, { "left": "issue:11436", "right": "issue:9200", "accept": false, - "reason": "Both are dtype mismatches, but in different models/pipelines and likely different code paths." + "reason": "Both are dtype mismatches, but they affect different models/pipelines and are not shown to share the same root cause." }, { "left": "issue:2089", "right": "issue:2412", "accept": false, - "reason": "OOM during AltDiffusion DreamBooth training vs a generic dreambooth error; not the same bug." - }, - { - "left": "issue:1565", - "right": "issue:3094", - "accept": false, - "reason": "Different resource issues: forcing GPU:0 / OOM vs training example OOM." - }, - { - "left": "issue:2695", - "right": "issue:2991", - "accept": false, - "reason": "Different ControlNet example failures: validation/report_to issue vs mixed-precision failure." - }, - { - "left": "issue:10392", - "right": "issue:10512", - "accept": false, - "reason": "Different Flux LoRA problems: FP8/Hyper-FLUX setup vs Quanto LoRA loading." + "reason": "AltDiffusion DreamBooth OOM and a generic DreamBooth error are too broad and not the same underlying failure." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The two accepted soft pairs are reasonably supported by the titles: both multi-LoRA loading reports point to the same performance/loading issue, and both SDXL issues center on checkpoint-resume/loading failures. The rest of the pairwise rejections are cautious and consistent with the available evidence." + "feedback": "The summary is grounded in the packet and stays conservative about most pairs. The accepted duplicate edges are plausible from the titles alone: 5128\u21948435 share the same from_single_file/local-safetensors failure theme, 4566\u21948659 clearly overlap on SDXL checkpoint resume/load issues, and 9297\u21949673 both describe multi-LoRA loading inefficiency. The remaining verdicts are appropriately cautious and do not overstate sameness." }, "evaluator_used": true, "retried": false, @@ -25737,13 +25724,15 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ + "issue:10392", "issue:10421", "issue:10447", + "issue:10512", "issue:10672", "issue:10757", "issue:10963", @@ -25755,16 +25744,17 @@ "issue:11561", "issue:11710", "issue:1185", - "issue:12011", "issue:13067", - "issue:13079", + "issue:1565", "issue:1919", "issue:1944", "issue:2091", + "issue:2695", "issue:2904", + "issue:2991", + "issue:3094", "issue:3191", "issue:3250", - "issue:4368", "issue:4398", "issue:4733", "issue:4790", @@ -25779,18 +25769,19 @@ "issue:6794", "issue:6894", "issue:7197", - "issue:7238", "issue:7310", "issue:817", "issue:8493", "issue:8511", "issue:8790", - "issue:8950", "issue:9109", "issue:9358", "issue:9876" ], "soft_pairs": [ + "issue:1565|issue:3094", + "issue:2695|issue:2991", + "issue:10392|issue:10512", "issue:10672|issue:11710", "issue:10963|issue:11199", "issue:2091|issue:7197", @@ -25811,183 +25802,180 @@ "issue:1185|issue:1944", "issue:5412|issue:6894", "issue:5892|issue:6794", - "issue:8511|issue:9358", - "issue:4368|issue:8950", - "issue:12011|issue:13079", - "issue:6561|issue:7238" + "issue:8511|issue:9358" ], - "prepared_review_unit_hash": "c4dd142dbc5bcd2e3bb9a85dd85a0afb6c3ba693c9b1615f79d245bb67853865", + "prepared_review_unit_hash": "97c77e14cd9e480e4053b909b464c201395780e4b549d5d339ba9f2d6c560119", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33254, - "estimated_input_tokens": 8314, - "estimated_eval_tokens": 16884 + "serialized_chars": 33982, + "estimated_input_tokens": 8496, + "estimated_eval_tokens": 17248 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are mostly broad topical matches rather than true duplicates; none look like the same concrete bug or change. The closest theme is memory/resource handling, but the set is too heterogeneous for mergeable duplicate triage.", - "confidence": 0.31, - "canonical_issue_reason": "issue:9876 is the clearest broad memory-management report in the set and best fits the recurring VRAM/OOM theme.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated issues about Flux/LoRA loading, training checkpoints, conversion scripts, import errors, feature requests, and memory/VRAM behavior. None of the soft pairs look like true duplicates; most share only broad subsystem words.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue cleanly represents the cluster. The only somewhat central thread is Flux/LoRA loading (e.g. 10512), but the rest of the items are too diverse to treat as one duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:9876 is the most representative issue for the shared resource-leak/OOM cluster, with a clear user-facing symptom and broad applicability.", + "best_issue_reason": "10512 is the closest concrete bug in the most coherent subtheme (Flux/LoRA loading) and has substantial discussion, but it still does not cover the other unrelated issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:1565", + "right": "issue:3094", + "accept": false, + "reason": "Both mention GPU OOM, but they are different pipelines and different failure contexts; not the same underlying bug." + }, + { + "left": "issue:2695", + "right": "issue:2991", + "accept": false, + "reason": "Both are training/validation failures, but one is a TensorBoard validation issue and the other is mixed-precision behavior in ControlNet; different bugs." + }, + { + "left": "issue:10392", + "right": "issue:10512", + "accept": false, + "reason": "Both involve Flux/LoRA, but one is a specific Hyper-FLUX.1-dev-8steps-lora scenario and the other is a Quanto Flux LoRA load failure; too different to be duplicates." + }, { "left": "issue:10672", "right": "issue:11710", "accept": false, - "reason": "Different requests: callback support for pipelines vs a new MagCache integration feature." + "reason": "A callback API request and a MagCache feature request are unrelated changes." }, { "left": "issue:10963", "right": "issue:11199", "accept": false, - "reason": "Both are import failures, but they affect different modules and error paths; not the same bug." + "reason": "Both are import errors, but for different symbols/modules and different root causes." }, { "left": "issue:2091", "right": "issue:7197", "accept": false, - "reason": "Both mention resuming training, but the failures differ (multi-GPU pipeline resume vs KeyError on shortest-edge handling)." + "reason": "Both involve resuming training, but one is a multi-GPU checkpoint issue and the other is a KeyError on a specific transform/shape path." }, { "left": "issue:3191", "right": "issue:4398", "accept": false, - "reason": "Both involve DreamBooth/LoRA, but one says the setup is broken while the other reports black images in SDXL LoRA DreamBooth; different symptoms and likely causes." + "reason": "Both concern Dreambooth/LoRA outputs, but one is a general breakage report and the other is a black-image bug in SDXL LoRA Dreambooth; not the same concrete issue." }, { "left": "issue:1919", "right": "issue:817", "accept": false, - "reason": "Unrelated: missing requirements dependency vs mixed precision not working." + "reason": "Missing datasets dependency and mixed-precision malfunction are unrelated bugs." }, { "left": "issue:5226", "right": "issue:9109", "accept": false, - "reason": "Completely different problems: LoRA loading on an adapter pipeline vs a torchvision operator import/runtime issue." + "reason": "Load_lora_weights support for a pipeline is unrelated to a torchvision NMS import/operator failure." }, { "left": "issue:10421", "right": "issue:11352", "accept": false, - "reason": "Both mention moving pipelines across devices, but one is a memory leak and the other is a missing warning for 8-bit CPU offload; not the same bug." + "reason": "A CPU memory leak while moving pipelines across GPUs is not the same as a missing warning when moving 8-bit models to CPU." }, { "left": "issue:2904", "right": "issue:3250", "accept": false, - "reason": "Different pipeline runtime failures with different error modes and likely unrelated causes." + "reason": "Different pipeline failures with different error modes; only broad pipeline-runtime similarity." }, { "left": "issue:6790", "right": "issue:8493", "accept": false, - "reason": "Both are state_dict incompatibilities, but they involve different models/examples and distinct loading errors." + "reason": "Both are model state_dict loading problems, but they affect different models and likely different incompatibilities." }, { "left": "issue:10447", "right": "issue:10757", "accept": false, - "reason": "Same script area, but one is a file-splitting regression for large models and the other is a bad variable name; unrelated fixes." + "reason": "A file-splitting regression in a conversion script and a variable-renaming issue are not the same bug." }, { "left": "issue:4790", "right": "issue:4837", "accept": false, - "reason": "Both concern conversion scripts, but one is a round-trip incompatibility while the other is an SDXL model conversion failure." + "reason": "Both concern conversion scripts, but one is a round-trip file incompatibility and the other is an SDXL conversion failure; distinct issues." }, { "left": "issue:4733", "right": "issue:7310", "accept": false, - "reason": "Different training issues: checkpoint resume failure vs defaults not working in an SDXL LoRA script." + "reason": "Both are training-script problems, but one is checkpoint resume and the other is default-settings behavior in a different script." }, { "left": "issue:6176", "right": "issue:9876", "accept": false, - "reason": "Both touch LoRA, but one is a post-training load error and the other is VRAM not being released after training; not the same concrete bug." + "reason": "Loading LoRA after training and VRAM not being released after training are related themes but different concrete bugs." }, { "left": "issue:6524", "right": "issue:6561", "accept": false, - "reason": "Different subsystems: reloading LoRA a second time vs missing IP-Adapter config file." + "reason": "A second LoRA load failing is unrelated to an IP-Adapter missing config file error." }, { "left": "issue:11225", "right": "issue:11241", "accept": false, - "reason": "Different failures in different training scripts: OOM on validation vs floating point exception." + "reason": "Validation OOM and a floating point exception in Flux ControlNet training are different failure modes." }, { "left": "issue:11374", "right": "issue:13067", "accept": false, - "reason": "Both are feature requests, but for different model families and integrations." + "reason": "Two feature requests for different models; same broad type, not same change." }, { "left": "issue:11561", "right": "issue:8790", "accept": false, - "reason": "Both mention IP-Adapter, but one is support for loading it in FluxFill and the other is SDXL TensorRT integration; not the same change." + "reason": "Both mention IP Adapter, but for different pipelines and different requested support paths." }, { "left": "issue:1185", "right": "issue:1944", "accept": false, - "reason": "Related to DreamBooth reproducibility, but one is a general reproducibility complaint and the other is a specific prompt/result issue." + "reason": "Both are Dreambooth quality/reproducibility complaints, but they describe different symptoms and likely different causes." }, { "left": "issue:5412", "right": "issue:6894", "accept": false, - "reason": "Different failures: resume-from-checkpoint in training vs LoRA not working in A1111 after training." + "reason": "Checkpoint resume failure in one script is different from a LoRA compatibility break in A1111." }, { "left": "issue:5892", "right": "issue:6794", "accept": false, - "reason": "Too little evidence that these import errors are the same underlying problem; they name different imports/modules." + "reason": "Both are import errors, but the missing imports are different and there is no evidence of the same root cause." }, { "left": "issue:8511", "right": "issue:9358", "accept": false, - "reason": "Both are about text encoders in training scripts, but one says they are not unloaded while the other says they are redundantly reinitialized; opposite/ \u0905\u0932\u0917 code paths." - }, - { - "left": "issue:4368", - "right": "issue:8950", - "accept": false, - "reason": "Both are LoRA training issues, but one is SDXL CUDA OOM and the other is an SD3 training bug; not the same bug." - }, - { - "left": "issue:12011", - "right": "issue:13079", - "accept": false, - "reason": "Both are OOM reports, but they involve different models and scenarios, so they are not the same concrete defect." - }, - { - "left": "issue:6561", - "right": "issue:7238", - "accept": false, - "reason": "Different IP-Adapter problems: missing config file vs masking behavior." + "reason": "Both touch text-encoder handling in SD3/Flux LoRA training, but they describe different code paths and symptoms; not safe to merge as duplicates." } ] }, @@ -26006,22 +25994,23 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10470", "issue:10674", "issue:10989", "issue:1181", + "issue:12011", "issue:12147", "issue:12321", "issue:12412", "issue:12459", "issue:12565", + "issue:13079", "issue:1742", - "issue:2392", "issue:2439", "issue:2560", "issue:2806", @@ -26031,7 +26020,7 @@ "issue:378", "issue:3984", "issue:4241", - "issue:4480", + "issue:4368", "issue:4551", "issue:4665", "issue:4724", @@ -26045,21 +26034,23 @@ "issue:5606", "issue:5633", "issue:5719", - "issue:6136", "issue:6230", - "issue:6506", "issue:6520", + "issue:6561", "issue:6879", + "issue:7238", "issue:7239", "issue:771", "issue:8472", "issue:8939", + "issue:8950", "issue:9025", - "issue:9032", - "issue:9443", - "issue:9613" + "issue:9032" ], "soft_pairs": [ + "issue:4368|issue:8950", + "issue:12011|issue:13079", + "issue:6561|issue:7238", "issue:378|issue:4849", "issue:2806|issue:771", "issue:4975|issue:5606", @@ -26080,190 +26071,190 @@ "issue:5529|issue:6230", "issue:1742|issue:2560", "issue:3984|issue:4724", - "issue:12459|issue:12565", - "issue:4480|issue:6136", - "issue:9443|issue:9613", - "issue:2392|issue:6506" + "issue:12459|issue:12565" ], - "prepared_review_unit_hash": "c3acc90bd0563cb536e982569493adffbd479ff8870137dd90cdc7ba0750bec9", + "prepared_review_unit_hash": "477a32ced2e2675fe82f4b5a2bcc4b1e189f56af64c727189ec225be33601f9e", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33782, - "estimated_input_tokens": 8446, - "estimated_eval_tokens": 17148 + "serialized_chars": 33489, + "estimated_input_tokens": 8373, + "estimated_eval_tokens": 17002 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very heterogeneous, with a few Flux/LoRA/quantization issues and many unrelated pipeline/training bugs. None of the soft pairs look like true duplicates; they mostly share only broad subsystem or model-family wording.", - "confidence": 0.24, - "canonical_issue_reason": "issue:10989 is the clearest concrete bug report in the set, with a specific failure mode (Flux ControlNet LoRA loading breaks when transformers are quantized) and enough discussion to serve as a representative anchor, even though the overall cluster is broad.", + "summary": "Mostly heterogeneous issues with only one plausible duplicate pair around LoRA/safetensors file selection on Windows. The rest are different models, scripts, or symptom classes despite some broad subsystem overlap.", + "confidence": 0.91, + "canonical_issue_reason": "issue:4665 is the clearest original bug report and includes the concrete Windows/alternate-bin failure scenario; issue:5719 reads more like the code-path fix description.", "canonical_pr_reason": null, - "best_issue_reason": "issue:10989 is the strongest overall issue candidate because it is specific, reproducible, and clearly bug-oriented rather than a support/question post.", + "best_issue_reason": "issue:4665 best represents the only likely duplicate cluster in this set and is the most actionable user-facing report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:4368", + "right": "issue:8950", + "accept": false, + "reason": "Both mention LoRA/OOM-ish training problems, but they are different models and different failure modes (SDXL training vs SD3 LoRA training)." + }, + { + "left": "issue:12011", + "right": "issue:13079", + "accept": false, + "reason": "Both are OOM reports, but one is Wan 2.2 video inference and the other is FLUX.2-klein looping over images; not the same bug." + }, + { + "left": "issue:6561", + "right": "issue:7238", + "accept": false, + "reason": "Different IP-Adapter issues: missing config file vs masking behavior." + }, { "left": "issue:378", "right": "issue:4849", "accept": false, - "reason": "Textual inversion embedding loading is unrelated to multi-GPU training advice; not the same bug." + "reason": "Textual inversion is the only overlap; one is a distribution error, the other is a multi-GPU usage question." }, { "left": "issue:2806", "right": "issue:771", "accept": false, - "reason": "Pipeline printing/customized-pipeline handling is unrelated to BF16 DreamBooth failures." + "reason": "Unrelated topics: pipeline customization printing vs BF16 training failure." }, { "left": "issue:4975", "right": "issue:5606", "accept": false, - "reason": "Both involve LoRA loading, but one is a performance regression and the other is a functional no-alpha parsing bug; not the same underlying issue." + "reason": "Both concern LoRA loading, but one is performance inefficiency and the other is a missing-alpha correctness bug." }, { "left": "issue:10470", "right": "issue:10674", "accept": false, - "reason": "Both are Flux-related, but torchao inference failure and GGUF pipeline failure are different code paths and model formats." + "reason": "Both are Flux inference complaints, but torchao inference and GGUF loading are different backends/code paths." }, { "left": "issue:5575", "right": "issue:8472", "accept": false, - "reason": "LoRA hidden-size question is a training-configuration topic, not the same as simultaneous pretraining modules." + "reason": "A LoRA layer-size configuration question is not the same as pre-training LoRA with other modules simultaneously." }, { "left": "issue:10989", "right": "issue:12147", "accept": false, - "reason": "Different model families and failure modes: quantized Flux LoRA loading versus Wan2.2 Lightning LoRA loading." + "reason": "Both are load failures, but they target different models and different quantization/loading contexts." }, { "left": "issue:1181", "right": "issue:4241", "accept": false, - "reason": "General training-from-scratch vs a question about LoRA fine-tuning support; not duplicates." + "reason": "Training from scratch is unrelated to a question about fine-tuning unidiffusers with LoRA." }, { "left": "issue:3706", "right": "issue:5474", "accept": false, - "reason": "Wuerstchen new pipeline proposal is unrelated to Stable Diffusion Reference Only proposal." + "reason": "Different feature requests for different model families; no shared bug or change." }, { "left": "issue:6879", "right": "issue:7239", "accept": false, - "reason": "Both are dtype/shape errors in training flows, but they arise from different models and mismatched tensor dimensions; not the same bug." + "reason": "Different training failures: dtype mismatch in Custom Diffusion vs shape mismatch in SDXL Dreambooth LoRA." }, { "left": "issue:9025", "right": "issue:9032", "accept": false, - "reason": "Both are Flax/TPU usage questions, but one is about from_single_file on Kaggle and the other about a minimal example in Colab." + "reason": "Same pipeline family and TPU runtime, but one is from_single_file on Kaggle and the other is a minimal example request on Colab; not the same bug." }, { "left": "issue:4665", "right": "issue:5719", - "accept": false, - "reason": "Windows safetensors/bin selection bug is related to file discovery, but the latter is specifically about checking LoRA weight filenames before multiple-file logic." + "accept": true, + "reason": "These describe the same file-selection bug around LoRA safetensors/bin handling, with 5719 phrasing the fix for the failure reported in 4665." }, { "left": "issue:4985", "right": "issue:6520", "accept": false, - "reason": "Both mention training helpers, but one is an OOM in SDXL training and the other is blank validation output in adapter training." + "reason": "Same general SDXL training area, but one is OOM during InstructPix2Pix training and the other is blank validation output in adapter training." }, { "left": "issue:3363", "right": "issue:4733", "accept": false, - "reason": "DreamBooth failures on different scripts and error modes; one is a machine-specific training failure, the other a resume/checkpoint optimizer issue." + "reason": "Same script name, but the failures are different: machine-specific failure vs checkpoint resume/optimizer state error." }, { "left": "issue:4551", "right": "issue:8939", "accept": false, - "reason": "Different model stacks and different errors: SDXL DreamBooth crash versus SD3 tokenizer loading failure." + "reason": "Different models and symptoms: SDXL Dreambooth crash vs SD3 tokenizer loading error." }, { "left": "issue:12321", "right": "issue:12412", "accept": false, - "reason": "Support for HunyuanImage-2.1 and HunyuanImage-3.0 are separate model requests, not duplicates." + "reason": "These are support requests for different HunyuanImage versions, not the same issue." }, { "left": "issue:2439", "right": "issue:3631", "accept": false, - "reason": "Both are pipeline exceptions, but one is inpainting load/run issues and the other is inpainting with provided latents; too different to merge." + "reason": "Both are inpainting pipeline issues, but one is generic load/run trouble and the other is specifically passing latents." }, { "left": "issue:5529", "right": "issue:5633", "accept": false, - "reason": "Different training/model bugs: train_text_to_image_sdxl versus transformer_temporal implementation issue." + "reason": "Different code areas and different bugs; only a loose training-script similarity." }, { "left": "issue:5529", "right": "issue:6230", "accept": false, - "reason": "Same script family, but one is a generic bug and the other is a CUDA OOM report; not the same underlying defect." + "reason": "Same script, but generic bug report vs CUDA OOM; not enough to treat as the same underlying issue." }, { "left": "issue:1742", "right": "issue:2560", "accept": false, - "reason": "Inference speed variance for identical prompts is unrelated to different outputs from a list of generators in img2img." + "reason": "Different reproducibility problems: prompt list inference speed vs list-of-generators output differences." }, { "left": "issue:3984", "right": "issue:4724", "accept": false, - "reason": "Class-label requirement in one model family is unrelated to SDXL img2img checkpoint behavior." + "reason": "Unrelated errors: class label requirement vs SDXL checkpoint behavior." }, { "left": "issue:12459", "right": "issue:12565", "accept": false, - "reason": "Throughput regression in Flux batch inference and Wan2.1 i2v runtime issues are different model-specific problems." - }, - { - "left": "issue:4480", - "right": "issue:6136", - "accept": false, - "reason": "Mac M1 fp16 kernel crash and SD2.1 NaNs on Mac CPU are both Mac-related, but they are different failure modes and hardware paths." - }, - { - "left": "issue:9443", - "right": "issue:9613", - "accept": false, - "reason": "Tokenizer instantiation failure in SD3 and Timesteps.scale attribute error are unrelated runtime errors." - }, - { - "left": "issue:2392", - "right": "issue:6506", - "accept": false, - "reason": "Img2Img prompt_embeds validation error and StableVideoDiffusion output_type mismatch are different API bugs." + "reason": "Both are throughput/running complaints in different model families (Flux vs Wan), so they are not the same bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well-grounded in the packet: it identifies the one clearly matching duplicate pair (4665/5719) and keeps the rest conservative. The reasoning does not overstate the weaker overlaps, and the accepted pair looks mergeable as a single bugfix PR." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -26275,10 +26266,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10010", "issue:1005", @@ -26288,10 +26279,9 @@ "issue:11448", "issue:11648", "issue:1604", - "issue:1969", "issue:2068", "issue:2210", - "issue:222", + "issue:2392", "issue:2548", "issue:3177", "issue:3296", @@ -26304,8 +26294,7 @@ "issue:4213", "issue:4250", "issue:4303", - "issue:4399", - "issue:4418", + "issue:4480", "issue:4488", "issue:4835", "issue:5028", @@ -26313,7 +26302,9 @@ "issue:5510", "issue:5798", "issue:6130", + "issue:6136", "issue:6243", + "issue:6506", "issue:6666", "issue:7146", "issue:7223", @@ -26325,11 +26316,14 @@ "issue:8790", "issue:9051", "issue:9092", - "issue:9200", - "issue:9527", + "issue:9443", + "issue:9613", "issue:9873" ], "soft_pairs": [ + "issue:4480|issue:6136", + "issue:9443|issue:9613", + "issue:2392|issue:6506", "issue:11436|issue:5510", "issue:5028|issue:5798", "issue:11033|issue:7682", @@ -26350,189 +26344,186 @@ "issue:6243|issue:8790", "issue:2548|issue:6130", "issue:5432|issue:6666", - "issue:2068|issue:4250", - "issue:4399|issue:4418", - "issue:9200|issue:9527", - "issue:1969|issue:222" + "issue:2068|issue:4250" ], - "prepared_review_unit_hash": "0a0eaeffa436b1d5ce543f22ebda0c01309e48538133880aee925b31d5b02b8c", + "prepared_review_unit_hash": "f325c5bea88e8ec1703764c88c428fbe1d0cb90b625de9056a9c208af96a3931", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33874, - "estimated_input_tokens": 8469, - "estimated_eval_tokens": 17194 + "serialized_chars": 34068, + "estimated_input_tokens": 8517, + "estimated_eval_tokens": 17290 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidates are only superficially similar by subsystem. I found three likely duplicate pairs: LoRA text-encoder training support, Uni-ControlNet support, and SDXL validation images; the rest are distinct bugs or feature requests.", - "confidence": 0.78, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a loose collection of diffusion-model loading, dtype, and training issues rather than a single duplicate set. Only a few pairs look like true same-change/same-bug matches (notably Uni-ControlNet, LoRA text-encoder training, and blank/black validation images).", + "confidence": 0.79, + "canonical_issue_reason": "Issue #6130 is the broadest representative of the recurring model/LoRA loading-failure theme, but the overall cluster is still heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#6130 is the best single issue to anchor the cluster because it is the most generally representative of the loading-related failures present here.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:4480", + "right": "issue:6136", + "accept": false, + "reason": "Both are Mac/device inference failures, but one is an MPS float16 kernel crash and the other is SD2.1 NaNs on CPU; different bugs." + }, + { + "left": "issue:9443", + "right": "issue:9613", + "accept": false, + "reason": "Different codepaths and symptoms: SD3 slow-tokenizer instantiation vs a Timesteps.scale attribute error." + }, + { + "left": "issue:2392", + "right": "issue:6506", + "accept": false, + "reason": "Prompt_embeds handling in StableDiffusionImg2ImgPipeline is unrelated to StableVideoDiffusion output_type=\"np\" returning a list." + }, { "left": "issue:11436", "right": "issue:5510", "accept": false, - "reason": "Both are dtype-mismatch errors, but they hit different pipelines/models and different tensor paths, so they are not the same bug." + "reason": "Both are dtype mismatch errors, but they occur in different pipelines with different tensor/bias combinations." }, { "left": "issue:5028", "right": "issue:5798", "accept": false, - "reason": "Both mention unexpected kwargs, but one is a hacked forward hook with `scale` and the other is `callback_on_step_end`; different failures." + "reason": "Different unexpected kwargs in different custom pipeline hooks; not the same underlying controlnet bug." }, { "left": "issue:11033", "right": "issue:7682", "accept": false, - "reason": "One is SD1.5 `from_single_file` loading, the other is multi-GPU SD1.5 training/runtime behavior; unrelated bugs." + "reason": "SD1.5 from_single_file loading failure is unrelated to multi-GPU training on smaller GPUs." }, { "left": "issue:3661", "right": "issue:4213", "accept": false, - "reason": "Both involve SDXL loading, but one is `from_ckpt` conversion for SD 2.x and the other is `from_single_file` without accelerate; different code paths." + "reason": "Both involve model loading/conversion, but one is SD2.x from_ckpt conversion and the other is SDXL from_single_file without accelerate." }, { "left": "issue:10010", "right": "issue:11448", "accept": false, - "reason": "Both are model/resource lookup failures, but they refer to different models and missing artifacts." + "reason": "Both are 'not found' model-loading failures, but for different models and repositories; no shared code bug is evident." }, { "left": "issue:10954", "right": "issue:11648", "accept": false, - "reason": "Both mention LoRA, but one is FLUX1.dev LoRA loading and the other is fp8 transformer LoRA weights; not the same issue." + "reason": "Both mention FLUX/LoRA, but one is a specific load failure and the other is a general how-to question about fp8 transformer LoRA weights." }, { "left": "issue:8503", "right": "issue:8649", "accept": false, - "reason": "Different SD3 problems: one is gradient checkpointing crash, the other is `num_images_per_prompt` handling." + "reason": "Both are SD3 issues, but one is gradient-checkpointing crash and the other is a num_images_per_prompt regression." }, { "left": "issue:7146", "right": "issue:7311", "accept": false, - "reason": "OOM during SDXL fine-tuning and checkpoint save failure are different training-time bugs." + "reason": "SDXL training OOM and checkpoint-saving failure are different problems, not one duplicate bug." }, { "left": "issue:1604", "right": "issue:3984", "accept": false, - "reason": "`lpw_stable_diffusion.py` breakage with a specific diffusers version is unrelated to the class-label validation error." + "reason": "Diffusers version breakage in lpw_stable_diffusion.py is unrelated to the num_class_embeds/class_labels validation error." }, { "left": "issue:4183", "right": "issue:4835", "accept": false, - "reason": "Both are ControlNet-related, but one is a guidance-scale edge case and the other is a MultiControlNetModel bug in SDXL img2img." + "reason": "Different ControlNet bugs: guidance_scale <= 1 error vs MultiControlNetModel behavior in SDXL img2img." }, { "left": "issue:3564", "right": "issue:3569", "accept": true, - "reason": "Both request Uni-ControlNet support in the pipeline; one is the umbrella support request and the other is the concrete new-pipeline proposal." + "reason": "Both are Uni-ControlNet feature requests for the same new pipeline/support addition." }, { "left": "issue:7223", "right": "issue:9873", "accept": false, - "reason": "Latte video generation and OmniGen image generation are different model/pipeline additions." + "reason": "Separate feature requests for different new pipelines (Latte vs OmniGen)." }, { "left": "issue:3177", "right": "issue:3296", "accept": false, - "reason": "Both are DreamBooth training issues, but one is DeepSpeed stage-3 offload breakage and the other is checkpoint save/load with `text_encoder`." + "reason": "Both are DreamBooth/DeepSpeed training issues, but they affect different failure modes: stage-3 offloading vs text_encoder checkpoint save/load." }, { "left": "issue:4303", "right": "issue:4488", "accept": false, - "reason": "Both concern SDXL loading, but one is a Flax pipeline crash and the other is a checkpoint-conversion helper missing `pipeline_class`." + "reason": "Both are SDXL loading-related, but they target different loading APIs and different failure points." }, { "left": "issue:9051", "right": "issue:9092", "accept": false, - "reason": "Batch inference support and missing `model_index.json` are separate FLUXPipeline problems." + "reason": "Batch inference support and missing model_index.json are unrelated FLUX issues." }, { "left": "issue:1005", "right": "issue:861", "accept": false, - "reason": "A timestep constraint question and a ckpt-to-diffusers conversion failure are unrelated." + "reason": "Timestep-count validation and ckpt-to-diffusers conversion are different problems." }, { "left": "issue:2210", "right": "issue:3418", "accept": true, - "reason": "Both ask for LoRA text-encoder training support in the text-to-image LoRA script; same underlying feature/change." + "reason": "Both ask for LoRA text-encoder training support; same feature change." }, { "left": "issue:6243", "right": "issue:8790", "accept": false, - "reason": "IP-Adapter Face ID and SDXL TensorRT + IP Adapter are different feature/issues." + "reason": "IP-Adapter Face ID and SDXL TensorRT + IP Adapter are different feature requests, not the same bug/change." }, { "left": "issue:2548", "right": "issue:6130", "accept": false, - "reason": "Saving failures during LoRA finetuning and loading errors for LoRA are different sides of the workflow and not the same bug." + "reason": "One is a LoRA training save error and the other is a LoRA loading error; related area, but different failures." }, { "left": "issue:5432", "right": "issue:6666", "accept": true, - "reason": "Both report blank/black validation images during SDXL training, which points to the same validation-image generation bug." + "reason": "Both describe blank/black validation images during training and appear to be the same regression." }, { "left": "issue:2068", "right": "issue:4250", "accept": false, - "reason": "One is about `from_pretrained` dtype conversion semantics, the other is a general incorrect-loading report." - }, - { - "left": "issue:4399", - "right": "issue:4418", - "accept": false, - "reason": "CPU offload/compile incompatibility and `denoising_start` misbehavior in inpaint are unrelated." - }, - { - "left": "issue:9200", - "right": "issue:9527", - "accept": false, - "reason": "Both are dtype errors in ControlNet contexts, but they describe different configurations and likely different failure modes." - }, - { - "left": "issue:1969", - "right": "issue:222", - "accept": false, - "reason": "A specific tensor view/stride runtime error is not the same as a generic training runtime failure." + "reason": "Generic dtype conversion behavior in from_pretrained is different from incorrect model loading in from_pretrained." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis stays grounded in the packet and the soft-edge decisions are conservative. The three accepted pairs are plausibly the same underlying feature/bug, and the rejected pairs are reasonably distinguished by different pipelines, error modes, or request types." + "feedback": "The cluster summary is conservative and grounded in the packet. The accepted soft edges are plausible same-change matches (Uni-ControlNet, LoRA text-encoder training, blank/black validation images), and the rejected pairs are described cautiously without overclaiming shared bugs. The canonical issue choice is also reasonable given the loading/LoRA theme, while still noting heterogeneity." }, "evaluator_used": true, "retried": false, @@ -26548,19 +26539,17 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10139", "issue:10150", "issue:10223", "issue:10453", "issue:10514", - "issue:11135", "issue:11223", - "issue:1161", "issue:11657", "issue:12009", "issue:12011", @@ -26568,21 +26557,21 @@ "issue:12108", "issue:12147", "issue:12738", - "issue:1524", - "issue:1604", + "issue:1969", "issue:2163", + "issue:222", "issue:3235", "issue:3264", "issue:3591", "issue:3661", - "issue:3698", "issue:3706", - "issue:3728", "issue:3826", "issue:3885", "issue:3933", "issue:4125", "issue:4305", + "issue:4399", + "issue:4418", "issue:4724", "issue:4954", "issue:5128", @@ -26599,9 +26588,14 @@ "issue:8609", "issue:8649", "issue:8817", + "issue:9200", + "issue:9527", "issue:9576" ], "soft_pairs": [ + "issue:4399|issue:4418", + "issue:9200|issue:9527", + "issue:1969|issue:222", "issue:6967|issue:7138", "issue:4724|issue:7421", "issue:10150|issue:10223", @@ -26622,190 +26616,190 @@ "issue:3264|issue:672", "issue:3706|issue:3826", "issue:3591|issue:4125", - "issue:12108|issue:9576", - "issue:11135|issue:3728", - "issue:1161|issue:3698", - "issue:1524|issue:1604" + "issue:12108|issue:9576" ], - "prepared_review_unit_hash": "199b6b9a0a96e66a76dd86fc42bb60390f6c8ac5a63cd5576d7baf0c5ae8af08", + "prepared_review_unit_hash": "ef9347a19b1e0c4006da7f67b15f681e9323fbee0cf2d9a51e7f847da7abfa8d", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33462, - "estimated_input_tokens": 8366, - "estimated_eval_tokens": 16988 + "serialized_chars": 33484, + "estimated_input_tokens": 8371, + "estimated_eval_tokens": 16998 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft pairs share broad subsystem terms, but none look like the same concrete bug or change. The closest recurring theme is sample-size / batch-shape handling, with issue 10139 the most representative concrete bug report.", - "confidence": 0.36, - "canonical_issue_reason": "Issue 10139 is the clearest concrete bug and the best anchor for the recurring pipeline-init / sample_size theme; it is also one of the more referenced issues in the set.", + "summary": "The clearest duplicate is 10139/10514 around sample_size handling in pipeline init. A couple of other soft pairs look duplicate at the title level (SDXL ControlNet dtype mismatch, SDXL UNet shape mismatch), but most remaining pairs only share a broad subsystem or generic error wording and are not safe to merge.", + "confidence": 0.79, + "canonical_issue_reason": "issue:10139 is the broadest and most reusable representative of the sample_size / pipeline-init bug family, and it is the strongest canonical anchor because 10514 is the clearest matching report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 10139 is the strongest global representative: it is specific, technical, and closer than the others to the common shape/batch initialization problems seen here.", + "best_issue_reason": "issue:10139 is the best overall issue representative because it captures the core pipeline-init sample_size defect in the most general way and has the strongest direct duplicate link in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:4399", + "right": "issue:4418", + "accept": false, + "reason": "Different problems: torch.compile with CPU offload versus SDXL inpaint denoising_start behavior." + }, + { + "left": "issue:9200", + "right": "issue:9527", + "accept": true, + "reason": "Both titles describe the same ControlNet/main-pipeline dtype mismatch under mixed precision." + }, + { + "left": "issue:1969", + "right": "issue:222", + "accept": false, + "reason": "Both are generic runtime errors, but the titles do not show the same underlying bug." + }, { "left": "issue:6967", "right": "issue:7138", - "accept": false, - "reason": "Both involve SDXL shape mismatches, but one is dreambooth prior-preservation training and the other is UNet structure compatibility; not the same bug." + "accept": true, + "reason": "Both point to the same SDXL UNet/shape-mismatch family." }, { "left": "issue:4724", "right": "issue:7421", "accept": false, - "reason": "Img2Img checkpoint behavior and seed handling in KDiffusion are different code paths and failure modes." + "reason": "Different issues: SDXL img2img checkpoint behavior versus KDiffusion seed handling." }, { "left": "issue:10150", "right": "issue:10223", "accept": false, - "reason": "Slow loading/inference performance is unrelated to a question about obtaining a LoRA identifier for inference." + "reason": "Slow SDXL loading/inference is unrelated to the LoRA identifier question." }, { "left": "issue:3933", "right": "issue:4305", "accept": false, - "reason": "Both mention torch.compile graph breaks, but one is specifically about logging.info and the other is a broader version regression; not clearly the same concrete fix." + "reason": "Both mention torch.compile graph breaks, but the titles do not establish the same concrete defect or fix." }, { "left": "issue:11223", "right": "issue:12011", "accept": false, - "reason": "Both are Wan OOM reports, but one is tied to Layer Wise Upcasting with LoRAs and the other is a different WAN I2V memory issue." + "reason": "Both are Wan OOM reports, but the titles point to different scenarios and not one shared bug." }, { "left": "issue:4724", "right": "issue:6368", "accept": false, - "reason": "A checkpoint loading problem is not the same as an unsupported LoRA alpha conversion error." + "reason": "Different failures: SDXL img2img behavior versus unsupported LoRA alpha loading." }, { "left": "issue:5617", "right": "issue:6686", "accept": false, - "reason": "One is a save/load failure after torch.compile; the other is a performance regression after save/load. Related area, but not the same bug." + "reason": "Both involve compiled pipelines, but the titles describe different symptoms and code-paths." }, { "left": "issue:4954", "right": "issue:579", "accept": false, - "reason": "Unpickling failure and missing config.json are distinct loading errors." + "reason": "Textual inversion unpickling error is not the same as missing config.json." }, { "left": "issue:3235", "right": "issue:3661", "accept": false, - "reason": "These are opposite conversion directions and different loader bugs." + "reason": "Both are loading-related, but custom diffusion bias loading and from_ckpt SD2 conversion are different problems." }, { "left": "issue:8609", "right": "issue:8817", "accept": false, - "reason": "Both involve IP-Adapter, but one is a custom pipeline integration issue and the other is a faceid usage problem." + "reason": "Both mention IP-Adapter, but the titles show different usage contexts and failure modes." }, { "left": "issue:12009", "right": "issue:12147", "accept": false, - "reason": "GGUF single-file meta-tensor loading failure and Lightning LoRA loading failure are different Wan code paths." + "reason": "A from_single_file GGUF load failure is different from a Lightning LoRA loading failure." }, { "left": "issue:2163", "right": "issue:3885", "accept": false, - "reason": "A dtype mismatch in training is unrelated to a question about reducing VRAM usage." + "reason": "Training dtype mismatch and VRAM reduction are unrelated." }, { "left": "issue:10453", "right": "issue:12738", "accept": false, - "reason": "Both are batch-size >1 failures, but they affect different pipelines and appear to be separate assertion/shape bugs." + "reason": "Both fail at batch size > 1, but the titles indicate different models/pipelines and not one shared bug." }, { "left": "issue:5544", "right": "issue:8649", "accept": false, - "reason": "FreeU disable errors and num_images_per_prompt regressions are unrelated features." + "reason": "FreeU disable handling and SD3 num_images_per_prompt handling are unrelated." }, { "left": "issue:10139", "right": "issue:10514", - "accept": false, - "reason": "Both mention sample_size, but one is a pipeline-init bug and the other is a Sana-specific resolution-binning limitation; not the same issue." + "accept": true, + "reason": "Both are about sample_size being mishandled during pipeline init, and 10514 is the more specific 4k/resolution-binning case." }, { "left": "issue:11657", "right": "issue:12037", "accept": false, - "reason": "Missing LoRA key warnings and Lightx2v compatibility with distilled LoRAs are different Wan-LoRA problems." + "reason": "Both involve Wan LoRAs, but the titles describe different compatibility/load issues." }, { "left": "issue:5128", "right": "issue:6183", "accept": false, - "reason": "Both use from_single_file on XL models, but one is a local safetensors load error and the other is an incorrect-shape report; too little to treat as the same bug." + "reason": "Both use from_single_file, but the titles do not show one concrete shared defect." }, { "left": "issue:3264", "right": "issue:672", "accept": false, - "reason": "These are opposite conversion directions: VAE ckpt to diffusers versus diffusers weights to original CompVis ckpt." + "reason": "These are opposite-direction conversion requests, not the same bug." }, { "left": "issue:3706", "right": "issue:3826", "accept": false, - "reason": "Different new pipeline proposals with no shared underlying bug or feature request." + "reason": "Completely different model/pipeline requests." }, { "left": "issue:3591", "right": "issue:4125", "accept": false, - "reason": "Both mention loss curves, but one is ControlNet training confusion and the other is LoRA fine-tuning behavior; not duplicates." + "reason": "Both mention loss curves, but the training setups and symptoms are different." }, { "left": "issue:12108", "right": "issue:9576", "accept": false, - "reason": "A scheduler/flow-matching pipeline break is unrelated to a safetensors propagation bug during pipeline loading." - }, - { - "left": "issue:11135", - "right": "issue:3728", - "accept": false, - "reason": "Two unrelated new pipeline proposals." - }, - { - "left": "issue:1161", - "right": "issue:3698", - "accept": false, - "reason": "Different conversion targets and different workflows." - }, - { - "left": "issue:1524", - "right": "issue:1604", - "accept": false, - "reason": "Poor training quality in textual inversion is unrelated to lpw_stable_diffusion breaking on a specific diffusers version." + "reason": "Flow-matching scheduler break is unrelated to use_safetensors propagation." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The canonical issue choice around 10139/10514 is well grounded, but several soft-edge explanations go beyond what is supported by the packet titles alone. In particular, the true-accept rationale for 3933/4305 asserts a specific logging.info cause that is not evident from 4305\u2019s title, and a few other pair explanations rely on details not directly visible in the provided data. The overall summary is directionally correct, but not conservative enough for a strict accept." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -26817,19 +26811,23 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10040", "issue:10311", "issue:10475", "issue:11006", + "issue:11135", + "issue:1161", "issue:11779", "issue:12108", "issue:12175", + "issue:1524", "issue:1572", + "issue:1604", "issue:1616", "issue:1704", "issue:1823", @@ -26838,10 +26836,10 @@ "issue:2185", "issue:2774", "issue:3539", + "issue:3698", + "issue:3728", "issue:3761", "issue:3788", - "issue:3910", - "issue:4061", "issue:4186", "issue:5005", "issue:5128", @@ -26864,13 +26862,12 @@ "issue:8826", "issue:8939", "issue:9044", - "issue:9112", - "issue:9187", - "issue:9362", - "issue:9619", - "issue:9971" + "issue:9619" ], "soft_pairs": [ + "issue:11135|issue:3728", + "issue:1161|issue:3698", + "issue:1524|issue:1604", "issue:5226|issue:5753", "issue:6866|issue:6935", "issue:8588|issue:8708", @@ -26891,183 +26888,180 @@ "issue:1823|issue:5337", "issue:11006|issue:11779", "issue:2161|issue:2185", - "issue:3788|issue:8414", - "issue:3910|issue:4061", - "issue:9112|issue:9362", - "issue:9187|issue:9971" + "issue:3788|issue:8414" ], - "prepared_review_unit_hash": "f6701972108a3098c7f716bc36141e4026ac5fa91431eb4563e1078eb7891538", + "prepared_review_unit_hash": "29b2261832d1ad5a0a9a3511acf25b6dfcf9c651cc5738f0e4dcea4c88972caa", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33476, - "estimated_input_tokens": 8369, - "estimated_eval_tokens": 16994 + "serialized_chars": 33477, + "estimated_input_tokens": 8370, + "estimated_eval_tokens": 16996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous; most pairs are only superficially related by subsystem or symptom wording, not the same underlying bug. I would not merge any of the soft-edge candidates as duplicates.", - "confidence": 0.33, - "canonical_issue_reason": "Issue 10475 is the best representative of the only loosely coherent theme in the set: SD3 image-quality / inference output complaints. It is broader and more descriptive than the specific 'grey images' report.", + "summary": "This cluster is not a true duplicate set; it mixes unrelated bugs, feature requests, model-loading issues, and training/pipeline questions across many different components. No soft edge looks safe to merge.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 10475 is the strongest global issue candidate because it captures the most general and reusable problem statement among the image-quality reports, while the rest of the items are mostly unrelated.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:11135", + "right": "issue:3728", + "accept": false, + "reason": "Both are new-pipeline proposals, but they target different methods/models (SmoothCache vs Shifted Diffusion) and are not the same change." + }, + { + "left": "issue:1161", + "right": "issue:3698", + "accept": false, + "reason": "Different conversion tasks: Flax-to-PyTorch vs converting an inpainting model to diffusers." + }, + { + "left": "issue:1524", + "right": "issue:1604", + "accept": false, + "reason": "One is training quality on SD2.0; the other is a version-specific LPW script breakage." + }, { "left": "issue:5226", "right": "issue:5753", "accept": false, - "reason": "Both involve load_lora_weights in SDXL variants, but they target different pipelines and do not clearly describe the same bug." + "reason": "Both mention load_lora_weights, but they involve different pipelines and failure modes; not the same bug." }, { "left": "issue:6866", "right": "issue:6935", "accept": false, - "reason": "IP-Adapter support request vs face-id feature/problem; related area, but not the same concrete issue." + "reason": "Related to IP-Adapter, but one is ControlNet Inpaint support and the other is Face ID; distinct feature requests." }, { "left": "issue:8588", "right": "issue:8708", "accept": false, - "reason": "One is a missing conversion script, the other a missing config field in training examples; unrelated fixes." + "reason": "Different SD3 setup problems: missing conversion script vs missing shift_factor in dreambooth examples." }, { "left": "issue:8939", "right": "issue:9044", "accept": false, - "reason": "Tokenizer-loading failure and missing diffusion weight file are different model-loading errors." + "reason": "Both are model-loading errors, but for different models and different missing artifacts." }, { "left": "issue:5005", "right": "issue:8296", "accept": false, - "reason": "Both are training resume topics, but one is a progress-bar display bug and the other is step accounting inconsistency." + "reason": "Both concern resume behavior, but one is progress-bar truncation and the other is inconsistent global-step handling." }, { "left": "issue:2774", "right": "issue:5128", "accept": false, - "reason": "Different loading/conversion paths: ControlNet safetensors conversion vs from_single_file local safetensors loading." + "reason": "Both involve safetensors/loading, but one is ControlNet conversion and the other is single-file XLPipeline loading." }, { "left": "issue:1616", "right": "issue:3761", "accept": false, - "reason": "Both mention community pipelines, but one is a version-specific pipeline issue and the other is multi-pipeline loading in one process." + "reason": "LPW pipeline version support and loading multiple community pipelines are unrelated issues." }, { "left": "issue:6570", "right": "issue:8826", "accept": false, - "reason": "Completely different tensor-shape failures and likely different code paths." + "reason": "Different runtime failures with different symptoms and code paths." }, { "left": "issue:6141", "right": "issue:6354", "accept": false, - "reason": "ControlNet parameter support vs ControlNet LoRA support; same subsystem, different change requests." + "reason": "Both are ControlNet feature requests, but they ask for different capabilities (parameters vs LoRA support)." }, { "left": "issue:6141", "right": "issue:9619", "accept": false, - "reason": "Adding interrupt support is unrelated to the ControlNet control_mode/resize_mode feature request." + "reason": "Different ControlNet enhancements: extra parameters vs interrupt support." }, { "left": "issue:1572", "right": "issue:1866", "accept": false, - "reason": "Img2img/inpainting pipeline breakage is not the same as a scheduler strength-value bug." + "reason": "Both touch generation behavior, but one is img2img/inpainting pipeline failure and the other is a scheduler strength-edge-case bug." }, { "left": "issue:4186", "right": "issue:7982", "accept": false, - "reason": "SDXL inpaint/refiner compatibility and MultiControlNet from_pipe behavior are separate issues." + "reason": "Different pipeline problems: SDXL inpaint/refiner vs from_pipe with MultiControlNetModel." }, { "left": "issue:6823", "right": "issue:7350", "accept": false, - "reason": "General ControlNet failure vs initializing ControlNet from a LoRA-modified UNet; not the same bug." + "reason": "Both involve ControlNet setup, but one is general inability to use ControlNet and the other is initialization from a LoRA UNet." }, { "left": "issue:10040", "right": "issue:10475", "accept": false, - "reason": "Both are SD3 image-quality complaints, but one is a specific grey-output symptom and the other is a broader quality comparison issue." + "reason": "Both complain about poor image quality, but one is grey outputs in SD3 while the other is a broader fine-tuning vs inference quality mismatch." }, { "left": "issue:12108", "right": "issue:12175", "accept": false, - "reason": "Scheduler/flow-matching breakage is a different problem from low-quality Qwen Image outputs." + "reason": "Same model family, but one is a scheduler/flow-matching breakage and the other is an image-quality complaint." }, { "left": "issue:10311", "right": "issue:7021", "accept": false, - "reason": "Different import errors with different causes; no shared code-path evident." + "reason": "Different import errors with different causes (train_dreambooth script vs HF_HOME environment handling)." }, { "left": "issue:1704", "right": "issue:3539", "accept": false, - "reason": "These are general questions, not matching bugs or changes." + "reason": "Unrelated questions about different concepts." }, { "left": "issue:1823", "right": "issue:5337", "accept": false, - "reason": "Swapped comments in depth2img is unrelated to a question about the callback function." + "reason": "Stable Diffusion comment swap bug vs a general callback explanation question." }, { "left": "issue:11006", "right": "issue:11779", "accept": false, - "reason": "Different Wan pipelines and different defects: broken video output vs incorrect mask padding." + "reason": "Same Wan ecosystem, but different pipelines and distinct bugs: video output with quantized transformer vs mask padding in VACE." }, { "left": "issue:2161", "right": "issue:2185", "accept": false, - "reason": "LoRA training on inpainting and missing config files for naive text-to-image training are separate setup issues." + "reason": "Different training issues: inpainting LoRA training vs missing config files for naive text-to-image training." }, { "left": "issue:3788", "right": "issue:8414", "accept": false, - "reason": "A new pipeline request and a new model request are unrelated artifacts." - }, - { - "left": "issue:3910", - "right": "issue:4061", - "accept": false, - "reason": "Both concern LoRA loading, but the titles point to different pipeline/model contexts without evidence of the same bug." - }, - { - "left": "issue:9112", - "right": "issue:9362", - "accept": false, - "reason": "Different runtime errors with different tensor/index failure modes." - }, - { - "left": "issue:9187", - "right": "issue:9971", - "accept": false, - "reason": "IP-Adapter behavior after Kolors update and a FLUX scheduler issue are unrelated." + "reason": "Two separate new model/pipeline proposals with no shared bug or change." } ] }, @@ -27086,17 +27080,15 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10512", "issue:10722", - "issue:10760", "issue:10782", "issue:10863", - "issue:1109", "issue:11136", "issue:11182", "issue:11221", @@ -27111,12 +27103,12 @@ "issue:3454", "issue:3672", "issue:3891", + "issue:3910", + "issue:4061", "issue:4185", "issue:4250", - "issue:4307", "issue:4324", "issue:4446", - "issue:4727", "issue:4808", "issue:4888", "issue:5455", @@ -27128,18 +27120,23 @@ "issue:6689", "issue:7185", "issue:7420", - "issue:7516", "issue:7708", - "issue:834", "issue:8787", "issue:8894", "issue:8939", "issue:9108", + "issue:9112", + "issue:9187", "issue:9343", + "issue:9362", "issue:9415", - "issue:9667" + "issue:9667", + "issue:9971" ], "soft_pairs": [ + "issue:3910|issue:4061", + "issue:9112|issue:9362", + "issue:9187|issue:9971", "issue:4808|issue:6548", "issue:8787|issue:9667", "issue:3454|issue:4324", @@ -27160,193 +27157,187 @@ "issue:11182|issue:9343", "issue:10512|issue:9108", "issue:4185|issue:6666", - "issue:2856|issue:6689", - "issue:4307|issue:4727", - "issue:10760|issue:7516", - "issue:1109|issue:834" + "issue:2856|issue:6689" ], - "prepared_review_unit_hash": "e76c0812a837f6d38e93b9cd4c6d6c03a74030890aa734ea7c5a5d63887f5b2a", + "prepared_review_unit_hash": "3806a7e108c3b18ba066b289948c610da8c0a8566e05a1ebd745da3df21c62dd", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33404, - "estimated_input_tokens": 8351, - "estimated_eval_tokens": 16958 + "serialized_chars": 33445, + "estimated_input_tokens": 8362, + "estimated_eval_tokens": 16980 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, with only two clear duplicate subgroups: offline/local_files_only loading errors and CPU under-utilization reports. Most other soft links are broad-similarity matches rather than the same concrete bug.", - "confidence": 0.78, - "canonical_issue_reason": "No single canonical issue covers the whole cluster because the items split into several unrelated bugs and feature requests; the accepted duplicate subgroups are separate.", - "canonical_pr_reason": "No pull requests are present in this cluster.", - "best_issue_reason": "#4727 is the best representative of the clearest accepted duplicate subgroup because it states the broader local_files_only loading problem that #4307 also reports.", - "best_pr_reason": "No pull requests are present in this cluster.", + "summary": "The cluster is very heterogeneous: most items are unrelated model-loading, training, pipeline-feature, or model-specific runtime issues. The soft edges mostly share only broad keywords like \"load\", \"error\", or \"black images\" and do not look like the same underlying bug/change. No PRs are present.", + "confidence": 0.22, + "canonical_issue_reason": "Issue 4250 is the broadest loading-related report in the set, so it is the closest thing to an anchor, but the cluster is too mixed to justify a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 4250 is the most general and reusable issue title among the list, but it still only partially fits because the rest of the items span many different features and failure modes.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:3910", + "right": "issue:4061", + "accept": false, + "reason": "Both mention LoRA loading, but one is a general LoRA-load problem and the other is an SDXL-specific load error; not the same concrete bug." + }, + { + "left": "issue:9112", + "right": "issue:9362", + "accept": false, + "reason": "Different runtime failures in different contexts: tensor shape mismatch vs index out of bounds." + }, + { + "left": "issue:9187", + "right": "issue:9971", + "accept": false, + "reason": "Both are FLUX/SDXL-adjacent inference problems, but one is IP-Adapter image encoder handling and the other is a scheduler issue." + }, { "left": "issue:4808", "right": "issue:6548", "accept": false, - "reason": "Different bugs in different img2img paths: SHAP-E integration test failure vs RGBA image handling in prepare_latents." + "reason": "Both involve image pipelines, but one is a SHAP-E integration test and the other is an RGBA img2img latent-prep bug." }, { "left": "issue:8787", "right": "issue:9667", "accept": false, - "reason": "Both are loading-related, but one is generic model-loading slowness and the other is a specific FLUX fp8/local transformer import/load error." + "reason": "One is generic slow loading; the other is a specific FLUX fp8 local-file loading error." }, { "left": "issue:3454", "right": "issue:4324", "accept": false, - "reason": "DreamBooth LoRA script failure and a UNet forward NoneType error are different concrete failures." + "reason": "Training-script failure vs UNet forward TypeError; no clear shared code-path or bug." }, { "left": "issue:1475", "right": "issue:579", "accept": false, - "reason": "Training with mixed class images and missing config.json in textual inversion are unrelated issues." + "reason": "Different training setups and different failures: mixed-class DreamBooth/textual inversion behavior vs missing config.json." }, { "left": "issue:10782", "right": "issue:7185", "accept": false, - "reason": "A Lumina Image minor issue and a PyTorch version-compatibility question are not the same bug." + "reason": "Unrelated topics: Lumina Image issue vs PyTorch version compatibility question." }, { "left": "issue:2437", "right": "issue:3891", "accept": false, - "reason": "Both are feature requests, but they request different pipelines and do not share a single underlying change." + "reason": "Both are feature requests for new pipelines, but they are for different models and changes." }, { "left": "issue:2250", "right": "issue:3672", "accept": false, - "reason": "DreamBooth inference prompt failure and a concurrent-thread StableDiffusionPipeline failure are different code-path problems." + "reason": "DreamBooth inference failure and concurrent-thread inference failure are different bugs." }, { "left": "issue:11136", "right": "issue:12126", "accept": false, - "reason": "Different pipelines and different failure modes: unsupported SCM timesteps vs cache_context NoneType during transformer switching." + "reason": "Different model-specific inference errors with no evidence of the same underlying defect." }, { "left": "issue:5455", "right": "issue:6371", "accept": false, - "reason": "Example notebook failure for DreamBooth+LoRA and a ControlNet-XS assertion are separate issues." + "reason": "Notebook/subprocess failure for DreamBooth LoRA vs an assert in controlnet_xs example; not the same issue." }, { "left": "issue:10722", "right": "issue:11221", "accept": false, - "reason": "Tensor-size mismatch during DreamBooth prior preservation and autoencoder non-convergence are unrelated training problems." + "reason": "Tensor size mismatch during DreamBooth training vs a question about autoencoder non-convergence; different problems." }, { "left": "issue:8894", "right": "issue:9415", "accept": false, - "reason": "A training script error and a model class parameter/export issue are not the same bug." + "reason": "Different model/training issues; the shared \"raise error\" wording is too generic to imply the same bug." }, { "left": "issue:4446", "right": "issue:7420", "accept": false, - "reason": "Custom text_encoder loading in from_single_file and torch.compile support are unrelated." + "reason": "Custom text encoder loading from_single_file vs torch.compile support; unrelated code paths." }, { "left": "issue:11374", "right": "issue:13053", "accept": false, - "reason": "Both are feature requests, but they target different model/pipeline additions." + "reason": "Both are feature requests to add pipeline support, but for different models and implementations." }, { "left": "issue:7708", "right": "issue:8939", "accept": false, - "reason": "Both mention tokenizer loading, but the model targets and failure causes differ enough that they do not look like one concrete bug." + "reason": "Both are tokenizer/model-loading complaints, but the missing files and model repos differ and the failures are not shown to be the same." }, { "left": "issue:3250", "right": "issue:5821", "accept": false, - "reason": "A pipeline runtime failure and a CUDA backward training error are unrelated." + "reason": "Model conversion failure vs CUDA backward/training error; no shared concrete bug." }, { "left": "issue:4250", "right": "issue:4888", "accept": false, - "reason": "Incorrect from_pretrained loading and fully-offline safetensors loading are different load-path issues." + "reason": "Both are loading-related, but one is a generic incorrect load report and the other is offline safetensors behavior; too broad to merge." }, { "left": "issue:10863", "right": "issue:9667", "accept": false, - "reason": "Local safetensors loading failure and local FLUX fp8 transformer loading failure are different concrete problems." + "reason": "Local safetensors loading issue vs loading a FLUX fp8 model with a local transformer file; different artifacts and failure modes." }, { "left": "issue:11182", "right": "issue:9343", "accept": false, - "reason": "Unnecessary BF16 downloads and a FLUX ignore_mismatched_sizes/low_cpu_mem_usage error are not the same bug." + "reason": "BF16 variant causing unnecessary download is not the same as FLUX load failure with mismatched-size handling." }, { "left": "issue:10512", "right": "issue:9108", "accept": false, - "reason": "LoRA loading for FLUX Quanto and resuming training with a quantized base model are related to quantization but not the same failure." + "reason": "LoRA loading on FLUX/Quanto vs resuming training with a quantized base model; related theme but not the same bug." }, { "left": "issue:4185", "right": "issue:6666", "accept": false, - "reason": "Both mention black images, but one is ControlNet SDXL inference and the other is validation-image output; the concrete paths differ." + "reason": "Both mention black images, but one is SDXL ControlNet inference and the other is validation-image output; insufficient evidence of a shared root cause." }, { "left": "issue:2856", "right": "issue:6689", "accept": false, - "reason": "Both are conversion-to-diffusers topics, but one is generic and the other is a specific SSD-1B conversion failure; not enough evidence of one shared bug." - }, - { - "left": "issue:4307", - "right": "issue:4727", - "accept": true, - "reason": "Both report the same offline/local_files_only loading path breaking model resolution; #4727 is the broader manifestation and #4307 is a specific from_pretrained error." - }, - { - "left": "issue:10760", - "right": "issue:7516", - "accept": false, - "reason": "Missing exported pipeline attributes, but for different classes; this looks like separate import/export gaps." - }, - { - "left": "issue:1109", - "right": "issue:834", - "accept": true, - "reason": "Both describe CPU under-utilization / only partial core usage, which is the same underlying performance complaint." + "reason": "Both are conversion-to-diffusers issues, but they concern different models and likely different conversion failures." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it identifies only the two soft pairs marked acceptable, avoids overclaiming broader duplication, and correctly notes there are no PRs. The rejected pair rationales also read as cautious rather than overstated." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -27358,17 +27349,19 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10010", "issue:10150", "issue:10636", + "issue:10760", "issue:1083", "issue:10937", "issue:11046", + "issue:1109", "issue:11418", "issue:11584", "issue:11661", @@ -27385,17 +27378,16 @@ "issue:2984", "issue:3348", "issue:3451", - "issue:3564", "issue:3944", + "issue:4307", "issue:4321", + "issue:4727", "issue:4974", "issue:5160", - "issue:5168", "issue:5442", "issue:5466", "issue:5504", "issue:5693", - "issue:5917", "issue:5969", "issue:6136", "issue:6176", @@ -27403,16 +27395,18 @@ "issue:6832", "issue:7049", "issue:7418", + "issue:7516", "issue:7770", + "issue:834", "issue:8518", - "issue:8534", - "issue:8557", "issue:861", - "issue:9223", "issue:9546", "issue:9927" ], "soft_pairs": [ + "issue:4307|issue:4727", + "issue:10760|issue:7516", + "issue:1109|issue:834", "issue:10150|issue:12505", "issue:2984|issue:5442", "issue:3348|issue:5504", @@ -27433,189 +27427,186 @@ "issue:2163|issue:6518", "issue:4974|issue:861", "issue:2068|issue:2321", - "issue:1909|issue:2560", - "issue:3564|issue:5168", - "issue:5917|issue:9223", - "issue:8534|issue:8557" + "issue:1909|issue:2560" ], - "prepared_review_unit_hash": "63b5803a1dd448588a9fbaf90e0103ada874713444092f465d4010c01e6c2658", + "prepared_review_unit_hash": "b01a53c0c58d58991fa25015767a4927dcf4fe3238b659e11c88f3332bd6c5dd", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34152, - "estimated_input_tokens": 8538, - "estimated_eval_tokens": 17332 + "serialized_chars": 34101, + "estimated_input_tokens": 8526, + "estimated_eval_tokens": 17308 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft edge looks like a true duplicate: the list-of-generators bug in pipelines/schedulers (issue 1909 and issue 2560). The other pairs share broad keywords like FLUX, ControlNet, LoRA, torch.compile, or IP-Adapter, but describe different concrete failures and should stay separate.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 1909 is the best canonical issue: it states the underlying incompatibility between pipeline-level list-of-generators support and scheduler expectations, which is the broader root cause behind the duplicate symptom in 2560.", + "summary": "This cluster is mostly heterogeneous; most soft links are only broad topical similarity. Two pairs look like true duplicates: local_files_only loading behavior and generator-list handling.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 4307 is the clearest canonical candidate because it names a concrete loading failure around local_files_only, which matches the strongest duplicate-like theme in the set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 1909 is the strongest overall issue here because it is the clearest and most general statement of the shared bug, while 2560 is a narrower symptom report.", + "best_issue_reason": "Issue 4307 is the best representative issue here: it is specific, reproducible, and captures the core offline-loading bug more cleanly than the other candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:4307", + "right": "issue:4727", + "accept": true, + "reason": "Both point to the same offline/local_files_only loading bug in pipeline/model loading." + }, + { + "left": "issue:10760", + "right": "issue:7516", + "accept": false, + "reason": "Different failures: missing ONNX import/class vs missing Diffusers pipeline attribute." + }, + { + "left": "issue:1109", + "right": "issue:834", + "accept": false, + "reason": "Same broad symptom (CPU underuse) but not the same concrete bug or code path." + }, { "left": "issue:10150", "right": "issue:12505", "accept": false, - "reason": "Both mention SDXL/Flux pipeline performance or errors, but one is a slow-loading/inference report and the other is a tgate runtime failure in img2img pipelines; different concrete bugs." + "reason": "Both are performance-related, but they involve different pipelines and different failure modes." }, { "left": "issue:2984", "right": "issue:5442", "accept": false, - "reason": "Different domains and failure modes: long-video generation research topic vs ScaleCrafter high-resolution generation pipeline." + "reason": "Unrelated topics: a video-diffusion model paper/request vs a specific upscale pipeline." }, { "left": "issue:3348", "right": "issue:5504", "accept": false, - "reason": "Both involve LoRA/xformers, but one is about adding scale-parameter support while the other is a broader PEFT LoRA malfunction; not the same bug." + "reason": "Both mention LoRA/xformers, but the bugs are different: scale-parameter support vs PEFT LoRA failure." }, { "left": "issue:10636", "right": "issue:7418", "accept": false, - "reason": "Unrelated bugs: value_guided_sampling.py issue vs a specific community pipeline line-level bug." + "reason": "Different code paths: value_guided_sampling bug vs a community upscale example line issue." }, { "left": "issue:5693", "right": "issue:6176", "accept": false, - "reason": "Both are loading-related, but one is a VAE load error and the other is loading LoRA weights after dreambooth_lora training; different code paths." + "reason": "Both are load errors, but one is VAE loading and the other is LoRA weight loading after DreamBooth training." }, { "left": "issue:6832", "right": "issue:7049", "accept": false, - "reason": "Both are IP-Adapter example failures, but they hit different pipelines and different exceptions; not enough evidence of one shared root cause." + "reason": "Both involve IP Adapter examples, but the concrete failures differ ('tuple' shape access vs unpacking count mismatch)." }, { "left": "issue:1083", "right": "issue:4321", "accept": false, - "reason": "Both are ONNX/FP16 issues, but one is incorrect output and the other is black images on DirectML; backend/context differs." + "reason": "Both are FP16/ONNX output problems, but the backend/pipeline contexts differ and the symptoms are not clearly the same bug." }, { "left": "issue:5466", "right": "issue:7770", "accept": false, - "reason": "Both mention LoRA shape mismatches, but one is SDXL img2img loading a LoRA file and the other is a Python loading path mismatch; too broad to merge." + "reason": "Both mention tensor-shape mismatch during LoRA loading, but the titles point to different loading scenarios and are not clearly the same defect." }, { "left": "issue:12728", "right": "issue:8518", "accept": false, - "reason": "Both involve torch.compile failures, but they are for different models and different unsupported behaviors." + "reason": "Different models and different torch.compile/Dynamo errors; not the same concrete bug." }, { "left": "issue:2091", "right": "issue:3451", "accept": false, - "reason": "Checkpoint-resume multi-GPU training bug vs fp16 memory usage issue; unrelated." + "reason": "Both are training-related dtype/multi-GPU issues, but they describe different symptoms and root causes." }, { "left": "issue:9546", "right": "issue:9927", "accept": false, - "reason": "Both are ControlNet training issues, but one is OOM during validation and the other is a header-too-large error; distinct problems." + "reason": "Both concern training stability, but memory exhaustion and HeaderTooLarge are different problems." }, { "left": "issue:10937", "right": "issue:11584", "accept": false, - "reason": "Both mention torch.compile, but the failing code paths and model setups differ substantially." + "reason": "torch.compile/VAE encode errors are unrelated to group-offloading incompatibility." }, { "left": "issue:11661", "right": "issue:12078", "accept": false, - "reason": "Same Flux-Control area, but one is a None-handling bug for max_train_steps and the other is about validation input examples; not the same defect." + "reason": "Different Flux-Control example bugs: None max_train_steps handling vs validation input example content." }, { "left": "issue:11046", "right": "issue:12459", "accept": false, - "reason": "Both are FLUX-related, but one is a composite inference feature bug and the other is a batch throughput issue." + "reason": "Same general Flux area, but one is a multi-condition inference feature bug and the other is a batch-throughput issue." }, { "left": "issue:10010", "right": "issue:11418", "accept": false, - "reason": "Both are FLUX Fill-related, but one is a missing model_index.json fetch and the other is how to add an fp8 safetensors file." + "reason": "Both mention FLUX Fill, but one is a missing model_index.json load failure and the other is about adding an fp8 weights file." }, { "left": "issue:3944", "right": "issue:5160", "accept": false, - "reason": "Both touch Dreambooth/LoRA, but one asks for customizable network rank and the other for masking support; different feature requests." + "reason": "Different training features: LoRA rank customization vs masking support." }, { "left": "issue:5969", "right": "issue:6136", "accept": false, - "reason": "Both report NaNs, but they arise from different samplers/platforms and likely different causes." + "reason": "Both mention NaNs, but one is DDIM/ZSNR-specific and the other is SD2.1 on Mac CPU." }, { "left": "issue:2163", "right": "issue:6518", "accept": false, - "reason": "Different training scripts and different error types; no shared underlying bug is evident." + "reason": "Both are training/example errors, but dtype mismatch and None division are unrelated." }, { "left": "issue:4974", "right": "issue:861", "accept": false, - "reason": "Both are model-to-diffusers conversion issues, but one is about safetensors and the other about ckpt conversion; too generic to treat as duplicates." + "reason": "Both are conversion-related, but converting safetensors to diffusers is not the same bug as converting ckpt to diffusers." }, { "left": "issue:2068", "right": "issue:2321", "accept": false, - "reason": "dtype conversion in from_pretrained is unrelated to EMA weight copying during inference." + "reason": "Different issues: from_pretrained dtype conversion vs EMA weight assignment during inference." }, { "left": "issue:1909", "right": "issue:2560", "accept": true, - "reason": "Same underlying bug: pipeline support for a list of torch generators is inconsistent with scheduler handling, and 2560 is a concrete symptom of the issue described in 1909." - }, - { - "left": "issue:3564", - "right": "issue:5168", - "accept": false, - "reason": "Different ControlNet variants (Uni-ControlNet vs ControlNet-XS), so these are separate feature requests." - }, - { - "left": "issue:5917", - "right": "issue:9223", - "accept": false, - "reason": "convert_ldm_unet_checkpoint regression is unrelated to the pyarrow dependency conflict." - }, - { - "left": "issue:8534", - "right": "issue:8557", - "accept": false, - "reason": "Both are SD3 training issues, but one is logit-normal weighting and the other is token-limit handling; separate bugs." + "reason": "Both describe the same generator-list handling bug affecting pipeline/scheduler behavior and output consistency." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge calls are conservative. The only accepted pair, issue 1909 vs 2560, is well-supported as the same list-of-generators/scheduler bug. The other pairs are appropriately rejected as sharing only broad keywords or adjacent subsystems rather than a clear shared defect." + "feedback": "The summary is grounded in the packet and stays appropriately conservative on the false links. The two accepted pairs are well supported by their titles: issue:4307/issue:4727 both concern local_files_only loading behavior, and issue:1909/issue:2560 both concern list-of-generators handling. The rest of the verdicts avoid overclaiming duplicate status." }, "evaluator_used": true, "retried": false, @@ -27631,23 +27622,23 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10057", "issue:10191", "issue:10782", "issue:1083", - "issue:1099", "issue:11024", "issue:11247", + "issue:11657", "issue:12459", "issue:12666", "issue:12738", + "issue:13547", "issue:1363", - "issue:1475", "issue:1524", "issue:1539", "issue:1543", @@ -27659,33 +27650,36 @@ "issue:3101", "issue:3184", "issue:3235", - "issue:3279", - "issue:3363", - "issue:3405", + "issue:3564", "issue:3799", "issue:4402", "issue:4724", "issue:4790", + "issue:5168", "issue:5224", "issue:5529", "issue:5621", "issue:5737", - "issue:5972", + "issue:5917", "issue:6258", "issue:6283", "issue:6791", - "issue:7003", "issue:7168", "issue:7286", "issue:7400", - "issue:7770", "issue:817", + "issue:8534", + "issue:8557", + "issue:9223", "issue:9637", "issue:9717", "issue:9856", "issue:9911" ], "soft_pairs": [ + "issue:3564|issue:5168", + "issue:5917|issue:9223", + "issue:8534|issue:8557", "issue:2083|issue:3184", "issue:3235|issue:7286", "issue:4790|issue:5737", @@ -27706,183 +27700,180 @@ "issue:1083|issue:1363", "issue:11247|issue:9637", "issue:4724|issue:6283", - "issue:1099|issue:1475", - "issue:7003|issue:7770", - "issue:3279|issue:3363", - "issue:3405|issue:5972" + "issue:11657|issue:13547" ], - "prepared_review_unit_hash": "1f4874433733071f5c73148049b7f151d0f20e2eaa44dbf7d3ae116e55fa3c27", + "prepared_review_unit_hash": "8e5f58cb0ab920866997484e92a98e2ecffd3883d449382ce20f58839b8a7a93", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34160, - "estimated_input_tokens": 8540, - "estimated_eval_tokens": 17336 + "serialized_chars": 34245, + "estimated_input_tokens": 8562, + "estimated_eval_tokens": 17380 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a false-positive grab bag: it mixes unrelated model, training, conversion, and runtime issues across many pipelines. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them.", - "confidence": 0.86, - "canonical_issue_reason": "issue:11247 is the most concrete open code-path bug in the set and the closest thing to a central technical issue; most other items are orthogonal or much narrower.", + "summary": "The set is thematically noisy: several Flux/ControlNet/SDXL/training issues share vocabulary, but none of the soft-edge pairs appear to be the same underlying bug or change.", + "confidence": 0.72, + "canonical_issue_reason": "issue:11247 is the clearest actionable open bug in the set and the best representative of the small Flux/controlnet runtime cluster, even though the overall collection is too heterogeneous to form a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:11247 is the best global representative because it is open, specific, and clearly reproducible, but the overall cluster still does not form a true duplicate set.", + "best_issue_reason": "issue:11247 is the strongest single issue to anchor on because it is concrete, reproducible, and closer to the Flux-related items than the broader or unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:3564", + "right": "issue:5168", + "accept": false, + "reason": "Both are ControlNet feature requests, but Uni-ControlNet and ControlNet-XS are different extensions, not the same bug or change." + }, + { + "left": "issue:5917", + "right": "issue:9223", + "accept": false, + "reason": "One is a checkpoint conversion failure; the other is a dependency/version conflict. They are unrelated." + }, + { + "left": "issue:8534", + "right": "issue:8557", + "accept": false, + "reason": "Both concern SD3 training, but one is about weighting and the other about token limits; different failure modes." + }, { "left": "issue:2083", "right": "issue:3184", "accept": false, - "reason": "Both mention generators, but one is about DDIM eta handling and the other about a generator list in a community pipeline; different bugs." + "reason": "Both mention generators, but the scheduler/eta behavior and the generator-list community pipeline issue are distinct." }, { "left": "issue:3235", "right": "issue:7286", "accept": false, - "reason": "Custom Diffusion weight-loading and SD/Attend-and-Excite cross-attention behavior are unrelated failure modes." + "reason": "Both involve Custom Diffusion loading, but they target different weight-loading paths and symptoms." }, { "left": "issue:4790", "right": "issue:5737", "accept": false, - "reason": "Both are conversion-script problems, but they target different scripts and different model families/steps in the conversion flow." + "reason": "Both are conversion-script bugs, but one is a round-trip file compatibility issue and the other is an SDXL conversion failure." }, { "left": "issue:10057", "right": "issue:11024", "accept": false, - "reason": "Flux single-file token handling and SiglipImageProcessor .to() support are different components and different runtime errors." + "reason": "FluxTransformer2DModel token/file loading and SiglipImageProcessor .to() support are unrelated code paths." }, { "left": "issue:12459", "right": "issue:12738", "accept": false, - "reason": "Both involve batching, but one is a throughput concern in FLUX.1-Kontext-dev and the other is an assertion failure in ZImagePipeline." + "reason": "Both mention batch-size problems, but they affect different pipelines and different underlying failures." }, { "left": "issue:2371", "right": "issue:817", "accept": false, - "reason": "Dreambooth output omission and mixed-precision training instability are separate training bugs." + "reason": "Both are DreamBooth example issues, but one is about missing outputs and the other about mixed precision." }, { "left": "issue:1524", "right": "issue:1543", "accept": false, - "reason": "Poor training quality and inability to set revision='fp16' are different textual inversion issues." + "reason": "Textual inversion training quality and fp16 revision loading are separate problems." }, { "left": "issue:1539", "right": "issue:3799", "accept": false, - "reason": "Both are type-related, but they occur in different APIs and describe different typing problems." + "reason": "Both touch typing, but one is a conversion-script type bug and the other is a scheduler type inference bug." }, { "left": "issue:2321", "right": "issue:5621", "accept": false, - "reason": "EMA-weight inference behavior and SDXL ControlNet encoder_hid_proj support are unrelated." + "reason": "Not copying EMA weights and SDXL ControlNet encoder_hid_proj support are different issues." }, { "left": "issue:2081", "right": "issue:5224", "accept": false, - "reason": "Both concern JAX/Flax conversion paths, but the reported failures are different and not the same code-path bug." + "reason": "Both are JAX/Flax-related, but one is model conversion and the other is a runtime/error case; not the same bug." }, { "left": "issue:4402", "right": "issue:7168", "accept": false, - "reason": "SDXL from_single_file loading and IP-Adapter embed tensor-shape handling are distinct issues." + "reason": "One is a from_single_file pipeline misuse issue; the other is about IP-Adapter embedding tensor shape." }, { "left": "issue:10191", "right": "issue:9856", "accept": false, - "reason": "GPU selection being ignored and distributed port conflicts are separate infrastructure/runtime problems." + "reason": "GPU selection and distributed port collision are unrelated training/runtime setup problems." }, { "left": "issue:2991", "right": "issue:3101", "accept": false, - "reason": "Both touch ControlNet training, but one is mixed-precision failure and the other is a generic training error with no clear shared root cause." + "reason": "Both are ControlNet example errors, but they describe different failures and likely different fixes." }, { "left": "issue:6258", "right": "issue:7400", "accept": false, - "reason": "Forward chunking quality degradation and black-image output in stable video diffusion are different symptoms with no clear shared fix." + "reason": "Both are Stable Video Diffusion quality failures, but forward chunking degradation and black images are different symptoms." }, { "left": "issue:5529", "right": "issue:6791", "accept": false, - "reason": "Same script family, but one is a specific bug in train_text_to_image_sdxl.py and the other is a broader can't-run report; not enough to treat as the same bug." + "reason": "Same training script family, but the reported failures are not clearly the same bug." }, { "left": "issue:9717", "right": "issue:9911", "accept": false, - "reason": "Flux docker image setup and multi-ControlNet layer-length mismatch are unrelated." + "reason": "A Flux Docker image error and a multi-ControlNet layer-length error are different problems." }, { "left": "issue:10782", "right": "issue:12666", "accept": false, - "reason": "Different model families and different issue types; no shared code path." + "reason": "Lumina Image 2.0 and Kandinsky 5.0 Video Pipeline are unrelated model/pipeline issues." }, { "left": "issue:1083", "right": "issue:1363", "accept": false, - "reason": "Both are ONNX-related, but one is incorrect FP16 output and the other is a prompt-weight/scheduler error; different bugs." + "reason": "FP16 ONNX incorrect output and a long-prompt-weight scheduler error are different bugs." }, { "left": "issue:11247", "right": "issue:9637", "accept": false, - "reason": "Flux multi-GPU controlnet distribution and XFormer attention-mask/bfloat16 edge-case are separate low-level failures." + "reason": "Flux multi-GPU/controlnet distribution and XFormers attention-mask bf16 handling are different code paths." }, { "left": "issue:4724", "right": "issue:6283", "accept": false, - "reason": "Both are SDXL img2img issues, but one is a checkpoint-compatibility problem and the other is a strength=0 ControlNet edge case." - }, - { - "left": "issue:1099", - "right": "issue:1475", - "accept": false, - "reason": "Dreambooth class-name handling and training with two class types are different training/data issues." - }, - { - "left": "issue:7003", - "right": "issue:7770", - "accept": false, - "reason": "Both mention shape mismatches, but they involve different tensors and different loading paths." - }, - { - "left": "issue:3279", - "right": "issue:3363", - "accept": false, - "reason": "Same script, but one is resume-from-checkpoint failure and the other is machine-specific failure; not clearly the same underlying bug." + "reason": "Both are SDXL img2img-related, but one concerns checkpoint behavior and the other a strength=0 edge case." }, { - "left": "issue:3405", - "right": "issue:5972", + "left": "issue:11657", + "right": "issue:13547", "accept": false, - "reason": "A controlnet training bug and a documentation issue about Min-SNR weighting are not duplicates." + "reason": "Both are LoRA adapter loading issues, but they affect different model families and different loading failures." } ] }, @@ -27901,27 +27892,29 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10055", - "issue:10178", "issue:10382", "issue:10412", - "issue:10782", "issue:10932", + "issue:1099", "issue:1100", "issue:11222", "issue:11584", "issue:11674", - "issue:12195", + "issue:1475", "issue:1543", "issue:1695", "issue:1734", "issue:2053", "issue:2988", + "issue:3279", + "issue:3363", + "issue:3405", "issue:3480", "issue:4073", "issue:4086", @@ -27934,28 +27927,30 @@ "issue:4993", "issue:5128", "issue:5687", - "issue:5894", - "issue:5932", + "issue:5972", "issue:6096", "issue:6283", "issue:660", "issue:6879", "issue:6880", + "issue:7003", "issue:7159", "issue:7660", + "issue:7770", "issue:7982", "issue:8604", - "issue:8832", "issue:9012", "issue:9045", - "issue:9106", - "issue:9112", "issue:9496", "issue:9525", "issue:9803", "issue:9895" ], "soft_pairs": [ + "issue:1099|issue:1475", + "issue:7003|issue:7770", + "issue:3279|issue:3363", + "issue:3405|issue:5972", "issue:10055|issue:10412", "issue:10932|issue:11584", "issue:11222|issue:11674", @@ -27975,184 +27970,180 @@ "issue:2053|issue:4993", "issue:5687|issue:6283", "issue:6096|issue:7159", - "issue:10382|issue:8604", - "issue:8832|issue:9106", - "issue:10178|issue:9112", - "issue:10782|issue:12195", - "issue:5894|issue:5932" + "issue:10382|issue:8604" ], - "prepared_review_unit_hash": "9c21b7a0314e764593e34543b0b274a13538783eee5ddd337cd3bc6eeb48767c", + "prepared_review_unit_hash": "24602987c9c7ff8308129da3c4834b9985780d68118ec2df7c786f56c1c03b0c", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33957, - "estimated_input_tokens": 8490, - "estimated_eval_tokens": 17236 + "serialized_chars": 33838, + "estimated_input_tokens": 8460, + "estimated_eval_tokens": 17176 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated Diffusers bugs, feature requests, and model-specific regressions (training, ControlNet, LoRA, safetensors loading, torch.compile, VAE/autoencoder issues). There is no single underlying bug/change that clearly ties the whole set together, and none of the proposed soft edges look like true duplicates.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is noisy and spans several unrelated diffusion/training bugs and feature requests. The only repeated theme is \u2018training/inference issues in ControlNet/LoRA/compile flows,\u2019 but none of the soft pairs look like the same underlying bug/change.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 4086 is the most concrete representative of the recurring ControlNet training-script failures, but it is still just one specific SDXL ControlNet training problem rather than a catch-all duplicate target for the whole cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No clear canonical issue: the items span many distinct code paths and model families, so any one issue would be misleading as a representative.", + "best_issue_reason": "Issue 4086 is the best single representative because it is detailed, concrete, and squarely in the cluster\u2019s main theme of ControlNet training failures; however, it should not be treated as the duplicate of the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:1099", + "right": "issue:1475", + "accept": false, + "reason": "Both are DreamBooth-related, but one is about missing class names and the other about training with two image classes; different bugs." + }, + { + "left": "issue:7003", + "right": "issue:7770", + "accept": false, + "reason": "Both mention tensor-shape problems, but one is an inpainting weight-shape mismatch and the other is a model/LoRA loading mismatch in Python." + }, + { + "left": "issue:3279", + "right": "issue:3363", + "accept": false, + "reason": "Both concern train_dreambooth_lora.py, but one is resume-from-checkpoint and the other is a broader failure on two machines; not the same bug." + }, + { + "left": "issue:3405", + "right": "issue:5972", + "accept": false, + "reason": "One is a ControlNet training process bug; the other is a documentation request about Min-SNR weighting." + }, { "left": "issue:10055", "right": "issue:10412", "accept": false, - "reason": "Both are SD3 training-related, but one is about a ControlNet training script not working and the other is about extreme VRAM usage during SD3.5 DreamBooth; same area, not the same bug." + "reason": "Both are SD3 training topics, but one is a ControlNet script failure and the other is excessive VRAM usage in DreamBooth." }, { "left": "issue:10932", "right": "issue:11584", "accept": false, - "reason": "Both involve torch.compile and HunyuanVideo, but one is a recompile_limit problem in pipe.transformer.compile() and the other is an incompatibility with group offloading on a different pipeline path." + "reason": "Both involve torch.compile on HunyuanVideo, but one is recompilation-limit churn and the other is incompatibility with group offloading." }, { "left": "issue:11222", "right": "issue:11674", "accept": false, - "reason": "Both touch WAN/VACE features, but one requests more LoRAs and the other requests ref images and multiple control videos; these are different feature requests." + "reason": "These are separate feature requests for different WAN variants; not the same change." }, { "left": "issue:4217", "right": "issue:5128", "accept": false, - "reason": "Both mention safetensors/loading, but one is slow loading time and the other is an error loading a local .safetensors via from_single_file; different failure modes." + "reason": "Both involve safetensors loading, but one is slow loading and the other is an actual load error for XLPipeline." }, { "left": "issue:4686", "right": "issue:4697", "accept": false, - "reason": "Both are loading problems, but one is about loading a saved StableDiffusionUpscalePipeline and the other is about a specific LoRA after an update; not the same underlying issue." + "reason": "Both are loading issues, but one is a saved pipeline and the other is a specific LoRA regression after an update." }, { "left": "issue:9045", "right": "issue:9895", "accept": false, - "reason": "Both mention Flux device behavior, but one is about converting StableDiffusion3Pipeline with accelerate/peft and the other is a FluxPipeline cuda/cpu device mismatch after a specific commit." + "reason": "Both are Flux/SD3 device problems, but one is accelerate+peft CUDA transfer failure and the other is a commit-specific CPU/CUDA mismatch in inference." }, { "left": "issue:2988", "right": "issue:4303", "accept": false, - "reason": "Scheduler crash when training steps equal inference steps is unrelated to FlaxStableDiffusionPipeline failing to load SDXL." + "reason": "Scheduler crash on equal step counts is unrelated to Flax SDXL loading failure." }, { "left": "issue:3480", "right": "issue:4876", "accept": false, - "reason": "One asks for a scale parameter on text encoder LoRA layers, the other asks for a std argument for LoRA layers; similar theme but different API requests." + "reason": "Both ask for LoRA-related parameters, but one is about scaling layers and the other about standard deviation; different enhancements." }, { "left": "issue:6879", "right": "issue:6880", "accept": false, - "reason": "Both are Custom Diffusion, but one is a dtype mismatch runtime error and the other is a retrieve.py issue; not the same bug." + "reason": "The first is a dtype mismatch in Custom Diffusion; the second is a separate retrieve.py issue with no clear shared failure mode." }, { "left": "issue:4427", "right": "issue:7660", "accept": false, - "reason": "Different examples failing in different contexts: T2I Multiadapter example versus Trace example; no evidence they share the same underlying defect." + "reason": "Both say an example does not work, but they are different examples and different code paths." }, { "left": "issue:1100", "right": "issue:4073", "accept": false, - "reason": "Both are attribute errors, but one is CLIPTextTransformer missing device and the other is Tensor missing astype in the DeepFloyd IF safety checker; unrelated code paths." + "reason": "Different runtime exceptions in different components: a missing device attribute vs astype on Tensor." }, { "left": "issue:1543", "right": "issue:660", "accept": false, - "reason": "Both mention fp16/revision/device contexts, but one is textual inversion revision handling and the other is MPS float16 execution; different bugs." + "reason": "Both involve fp16/revision handling, but one is textual inversion revision parsing and the other is MPS float16 execution." }, { "left": "issue:1695", "right": "issue:1734", "accept": false, - "reason": "Both involve multi-GPU training, but one is dreambooth with deepspeed and the other is an accelerate performance regression; not the same issue." + "reason": "Both are multi-GPU DreamBooth topics, but one is DeepSpeed setup and the other is accelerate performance regression." }, { "left": "issue:9525", "right": "issue:9803", "accept": false, - "reason": "Both are Flux/LoRA related, but one says lora_scale has no effect when loading with Flux while the other is a Flux LoRA loading failure; different symptoms and likely different fixes." + "reason": "Both are Flux LoRA issues, but one is scale being ignored and the other is loading failure; different bugs." }, { "left": "issue:9012", "right": "issue:9496", "accept": false, - "reason": "Both concern SD3ControlNetModel, but one is load_weights via from_transformer and the other is a forward-function error; distinct code paths." + "reason": "Both are SD3ControlNetModel problems, but one is weight loading and the other is forward-pass runtime error." }, { "left": "issue:4086", "right": "issue:7982", "accept": false, - "reason": "Both involve ControlNet/multi-control usage, but one is SDXL ControlNet training not working and the other is from_pipe with MultiControlNetModel; different problems." + "reason": "ControlNet training failure versus a from_pipe MultiControlNetModel component bug; different functionality." }, { "left": "issue:2053", "right": "issue:4993", "accept": false, - "reason": "One reports increased VRAM usage in a release, the other is a missing import_structure export for CLIPImageProjection; unrelated." + "reason": "VRAM regression and missing import structure entry are unrelated." }, { "left": "issue:5687", "right": "issue:6283", "accept": false, - "reason": "Both are timestep/strength edge cases in img2img/controlnet-like flows, but one is duplicate timesteps with Karras sigmas and the other is strength=0 handling in SDXL ControlNet img2img; not clearly the same bug." + "reason": "One is duplicate timesteps with Karras sigmas; the other is ControlNet img2img failing at strength=0." }, { "left": "issue:6096", "right": "issue:7159", "accept": false, - "reason": "Both mention torch.compile, but one is a DynamicOutputShapeException in SVD and the other is LoRA fusion still failing under compile; different models and failure mechanisms." + "reason": "Both mention torch.compile, but one is a DynamicOutputShapeException in SVD and the other is a LoRA-fused compile failure." }, { "left": "issue:10382", "right": "issue:8604", "accept": false, - "reason": "Both are VAE/encoder-related, but one is a forward return-type mismatch causing AttributeError and the other is T5 text encoder float16 corruption; different components and errors." - }, - { - "left": "issue:8832", - "right": "issue:9106", - "accept": false, - "reason": "Both are generic runtime crashes in generation, but one is a pipe(prompt).images[0] crash and the other is a PixArt Alpha time_step attribute error; not the same bug." - }, - { - "left": "issue:10178", - "right": "issue:9112", - "accept": false, - "reason": "Both report shape/dimension mismatches, but they are in different modules and likely different tensor contracts (3D UNet blocks vs Auraflow inference)." - }, - { - "left": "issue:10782", - "right": "issue:12195", - "accept": false, - "reason": "Both relate to autoencoder/VAE behavior, but one is a minor Lumina Image 2.0 issue and the other is a PyTorch 2.3.1 custom_op compatibility failure in AutoencoderKL; different underlying causes." - }, - { - "left": "issue:5894", - "right": "issue:5932", - "accept": false, - "reason": "Both are runtime errors, but one is an invalid buffer size and the other is a channel mismatch with a 4-channel input expectation; not the same defect." + "reason": "These are different dtype/return-type problems in different modules: VAE encoder forward return mismatch versus T5 float16 corruption." } ] }, @@ -28171,18 +28162,20 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10150", + "issue:10178", "issue:10334", "issue:10674", - "issue:1076", + "issue:10782", "issue:10914", "issue:11827", "issue:12082", + "issue:12195", "issue:12459", "issue:12529", "issue:2364", @@ -28198,18 +28191,14 @@ "issue:4186", "issue:4305", "issue:4389", - "issue:4476", "issue:4788", - "issue:4852", - "issue:4975", "issue:5259", "issue:5314", - "issue:5474", "issue:5575", "issue:5577", - "issue:5606", "issue:5630", - "issue:5997", + "issue:5894", + "issue:5932", "issue:6201", "issue:6333", "issue:6372", @@ -28221,10 +28210,17 @@ "issue:7785", "issue:7982", "issue:8472", + "issue:8832", + "issue:9106", + "issue:9112", "issue:9484", "issue:9763" ], "soft_pairs": [ + "issue:8832|issue:9106", + "issue:10178|issue:9112", + "issue:10782|issue:12195", + "issue:5894|issue:5932", "issue:4389|issue:5577", "issue:2784|issue:7243", "issue:4043|issue:6201", @@ -28244,172 +28240,186 @@ "issue:10150|issue:7785", "issue:3174|issue:3191", "issue:5314|issue:6372", - "issue:5630|issue:7142", - "issue:4476|issue:5997", - "issue:4852|issue:4975", - "issue:3174|issue:5606", - "issue:1076|issue:5474" + "issue:5630|issue:7142" ], - "prepared_review_unit_hash": "49d0bf242f3128f01be1c57db54eea909bb5da4d72a977de780f0053ba013492", + "prepared_review_unit_hash": "fc43593349fb563d7a058ad6e7b7a857bde316bf9d1eb79d33489253a3c376fb", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33216, - "estimated_input_tokens": 8304, - "estimated_eval_tokens": 16864 + "serialized_chars": 33824, + "estimated_input_tokens": 8456, + "estimated_eval_tokens": 17168 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous issue set: many are unrelated model-specific bugs, feature requests, or environment/performance reports that only share generic diffusion/loading language. I only see a couple of plausible duplicate pairs; the rest should stay separate.", - "confidence": 0.86, - "canonical_issue_reason": "issue:10150 is the broadest performance umbrella here ('slow loading and inference') and is the closest match to the only near-performance duplicate candidate, but it still does not cover most of the set.", + "summary": "This set is mostly a mix of unrelated issues. I\u2019d treat two soft-edge pairs as true duplicates: the LoRA + Dreambooth model-loading breakage, and the missing model_index/config.json loading error. The rest look like distinct bugs or feature requests in nearby subsystems, but not the same underlying problem.", + "confidence": 0.82, + "canonical_issue_reason": "issue:3174 is the clearest representative of the LoRA + Dreambooth loading failure; it names the combined workflow and the breakage mechanism more specifically than the paired duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:10914 is the best live, general-purpose issue to keep as a current umbrella for runtime/offload symptoms; it is open and more broadly actionable than the narrower or closed reports.", + "best_issue_reason": "issue:3174 is the strongest overall issue candidate among the likely duplicate pairs because it is specific, descriptive, and clearly subsumes the paired Dreambooth+LoRA report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:8832", + "right": "issue:9106", + "accept": false, + "reason": "Both are runtime failures, but they reference different models and different error modes; not the same bug." + }, + { + "left": "issue:10178", + "right": "issue:9112", + "accept": false, + "reason": "Both mention tensor/dimension mismatches, but the titles point to different pipelines and distinct shape problems." + }, + { + "left": "issue:10782", + "right": "issue:12195", + "accept": false, + "reason": "Lumina minor issue and a PyTorch custom_op compatibility error are unrelated." + }, + { + "left": "issue:5894", + "right": "issue:5932", + "accept": false, + "reason": "Generic invalid buffer size vs. a 4-channel/3-channel input mismatch; different failure causes." + }, { "left": "issue:4389", "right": "issue:5577", "accept": false, - "reason": "Both are loading errors, but one is a ControlNet single-file KeyError and the other is a generic LoRA state-dict key error; different code paths and models." + "reason": "Both concern ControlNet loading, but one is a generic load error and the other is a specific state-dict KeyError; not enough to treat as the same bug." }, { "left": "issue:2784", "right": "issue:7243", "accept": false, - "reason": "A Dreambooth support feature request is not the same change as a ResAdapter proposal; different features, not duplicates." + "reason": "A Dreambooth support request and a ResAdapter feature request are unrelated feature topics." }, { "left": "issue:4043", "right": "issue:6201", "accept": false, - "reason": "Both mention prompt embeddings, but 4043 is SDXL-specific pooled-embed handling while 6201 is prompt encoding behavior in the base pipeline; not the same bug." + "reason": "Both involve prompt embeddings, but they describe different API/validation bugs and different code paths." }, { "left": "issue:3803", "right": "issue:5575", "accept": false, - "reason": "Multi-GPU training sharing and a question about LoRA hidden size are unrelated training topics." + "reason": "Multi-GPU LoRA training sharing and transformer_in hidden size configuration are separate concerns." }, { "left": "issue:10334", "right": "issue:10914", "accept": false, - "reason": "Sana on MacOS with gray/NaN outputs is a model/backend bug, not the same as unintended CPU offloading." + "reason": "MacOS/MPS NaNs and unintended CPU offloading are different device-behavior issues." }, { "left": "issue:10674", "right": "issue:7982", "accept": false, - "reason": "GGUF support failure in FluxPipeline is unrelated to `from_pipe` with MultiControlNetModel." + "reason": "GGUF Flux loading and from_pipe with MultiControlNetModel are unrelated pipeline/component problems." }, { "left": "issue:2364", "right": "issue:3805", "accept": false, - "reason": "Both are generic run failures, but they describe different scripts/environments and different failure modes." + "reason": "Both are generic execution failures, but they do not identify the same underlying bug or code path." }, { "left": "issue:4305", "right": "issue:7420", "accept": false, - "reason": "Both involve `torch.compile`, but one is a specific v0.19.0 graph-break regression and the other is a broader inability to compile; not enough to merge." + "reason": "Both mention torch.compile, but one is a release-caused graph break and the other is a broader inability to use compile; not clearly the same defect." }, { "left": "issue:4186", "right": "issue:4788", "accept": false, - "reason": "Inpaint/refiner correctness vs out-of-memory on 6 GB VRAM are different failure modes." + "reason": "SDXL inpaint with refiner and SDXL inpaint OOM are different issues." }, { "left": "issue:9484", "right": "issue:9763", "accept": false, - "reason": "Dreambooth multi-GPU training and token truncation in Flux ControlNet training are separate issues." + "reason": "Multigpu dreambooth training and token truncation in Flux ControlNet training are unrelated." }, { "left": "issue:11827", "right": "issue:12459", "accept": false, - "reason": "A safetensors header corruption/loading error is unrelated to batch inference throughput." + "reason": "Same FLUX Kontext family, but one is a safetensors deserialization error and the other is a throughput issue." }, { "left": "issue:12082", "right": "issue:12529", "accept": false, - "reason": "Extra GPU memory after compile and a tiled-VAE tensor size mismatch are different Wan model bugs." + "reason": "Compile-time VAE memory growth and a tiled VAE tensor size mismatch are distinct bugs." }, { "left": "issue:3694", "right": "issue:5259", "accept": true, - "reason": "Both report missing `model_index.json` during pipeline/model loading in the training/example flow; same underlying file-not-found problem." + "reason": "Both describe the same missing model_index.json/config.json-style loading failure when resolving a model directory." }, { "left": "issue:2554", "right": "issue:3450", "accept": false, - "reason": "An unreleased accelerate-version requirement is a dependency issue, not the same as `from_ckpt` failing on dev versions." + "reason": "Accelerate version requirement mismatch and from_ckpt dev-version loading failure are different compatibility problems." }, { - "left": "issue:3174", - "right": "issue:3191", - "accept": true, - "reason": "Both describe LoRA + Dreambooth model loading breaking on the same composite-model path; they look like the same regression." - }, - { - "left": "issue:5314", - "right": "issue:6372", + "left": "issue:7263", + "right": "issue:7722", "accept": false, - "reason": "A ControlNet reference inpainting pipeline request and SVD + ControlNet are distinct pipeline ideas." + "reason": "IP Adapter with attention slicing and Animatediff+ControlNet+IPAdapter interaction are different pipeline bugs." }, { - "left": "issue:5630", - "right": "issue:7142", + "left": "issue:6333", + "right": "issue:8472", "accept": false, - "reason": "Residual noise in SDXL img2img with LMS scheduler is not the same as SDXL-lightning output differing from webui." + "reason": "Pre-trained LoRA finetuning and questions about simultaneous module pre-training are not the same issue." }, { - "left": "issue:4476", - "right": "issue:5997", + "left": "issue:10150", + "right": "issue:7785", "accept": false, - "reason": "Expected-results mismatch on sdxl+controlnet fill50k is unrelated to the tutorial type-instantiation error." + "reason": "Both mention slowness, but one is about SDXL pipeline loading/inference generally and the other is specifically slow first inference in a particular version." }, { - "left": "issue:4852", - "right": "issue:4975", - "accept": false, - "reason": "A generic LoRA loading error is not the same as a performance inefficiency caused by repeated datatype queries." + "left": "issue:3174", + "right": "issue:3191", + "accept": true, + "reason": "These both describe the same LoRA + Dreambooth model-loading breakage." }, { - "left": "issue:3174", - "right": "issue:5606", + "left": "issue:5314", + "right": "issue:6372", "accept": false, - "reason": "LoRA+Dreambooth loading breakage and missing-alpha LoRA loading are different bugs." + "reason": "Two separate pipeline-combination feature requests, not the same bug." }, { - "left": "issue:1076", - "right": "issue:5474", + "left": "issue:5630", + "right": "issue:7142", "accept": false, - "reason": "A general stable-diffusion-v1-5 question is unrelated to a new reference-only pipeline proposal." + "reason": "SDXL Img2Img scheduler artifacts and SDXL-lightning inference mismatch are different inference-quality issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs are plausible duplicates, and the other pair verdicts do not overclaim similarity. The issue-selection rationale is also supported by the titles/states in the packet." + "feedback": "The summary is well grounded in the packet and stays mostly conservative. The two accepted duplicate pairs are strongly supported by the titles/bodies: the LoRA+Dreambooth loading breakage, and the missing model_index.json/config.json loading failure. The remaining pairs are treated as distinct issues without overclaiming shared evidence." }, "evaluator_used": true, "retried": false, @@ -28425,20 +28435,19 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10180", "issue:10511", "issue:10512", "issue:10526", "issue:10533", + "issue:1076", "issue:11241", "issue:11922", - "issue:12011", - "issue:12012", "issue:1214", "issue:13008", "issue:1310", @@ -28449,36 +28458,41 @@ "issue:2988", "issue:3019", "issue:3064", + "issue:3174", "issue:3824", "issue:3901", "issue:4306", + "issue:4476", "issue:4542", "issue:4724", + "issue:4852", "issue:4888", - "issue:5840", + "issue:4975", + "issue:5474", + "issue:5606", + "issue:5997", "issue:6069", "issue:6130", "issue:6196", "issue:6278", - "issue:7142", "issue:7782", - "issue:7785", "issue:817", "issue:8233", - "issue:8511", "issue:8649", "issue:8874", - "issue:8939", "issue:9012", "issue:938", "issue:9393", - "issue:9664", "issue:9729", "issue:9825", "issue:9876", "issue:9927" ], "soft_pairs": [ + "issue:4476|issue:5997", + "issue:4852|issue:4975", + "issue:3174|issue:5606", + "issue:1076|issue:5474", "issue:3064|issue:6130", "issue:4542|issue:4724", "issue:11241|issue:9927", @@ -28498,184 +28512,180 @@ "issue:10512|issue:10526", "issue:13008|issue:13351", "issue:3901|issue:6278", - "issue:6196|issue:8233", - "issue:12011|issue:12012", - "issue:8511|issue:8939", - "issue:7142|issue:7785", - "issue:5840|issue:9664" + "issue:6196|issue:8233" ], - "prepared_review_unit_hash": "e57186b5e0e8401f5d15f90c691b8dc3fbf514ba2e1a3694d836d1adb5c5cc8e", + "prepared_review_unit_hash": "3fd1a601ba9cc05add0f9ebc88489ea8522e264061f9b5cef9f83a93bd32452e", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33503, - "estimated_input_tokens": 8376, - "estimated_eval_tokens": 17008 + "serialized_chars": 33188, + "estimated_input_tokens": 8297, + "estimated_eval_tokens": 16850 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly heterogeneous bug reports across Flux, SD3, Wan, schedulers, and training scripts. The only loosely related area is LoRA/Flux loading, but none of the soft pairs clearly describe the same exact bug or code change, so I rejected all soft edges. I chose the generic LoRA-loading issue as the best canonical anchor for this set.", - "confidence": 0.68, - "canonical_issue_reason": "issue:3064 is the broadest and most reusable LoRA-loading report ('Loading .safetensors Lora'), so it is the best anchor if this cluster is being normalized around LoRA load failures.", + "summary": "These are mostly false-positive similarity matches rather than true duplicates. The only clear thematic overlap is a loose concentration around Flux/LoRA loading and a few scheduler/controlnet reports, but the paired items describe different bugs, models, or error modes.", + "confidence": 0.91, + "canonical_issue_reason": "issue:10512 is the strongest anchor for the cluster theme: it is an active, well-discussed report about Flux LoRA loading failure, which is the closest shared topic among the LoRA/Flux-related items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:3064 is the best overall issue candidate because its title is generic enough to subsume multiple later LoRA-loading complaints, while the others are narrower or model-specific.", + "best_issue_reason": "issue:10512 is the best general triage bucket because it is broad enough to represent Flux-LoRA load regressions and has the most discussion/activity among the nearby reports, though it is not a true duplicate hub for the whole set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:4476", + "right": "issue:5997", + "accept": false, + "reason": "Both mention ControlNet/SDXL, but one is about poor results on fill50k while the other is a tutorial/model-type mismatch error. Different bug and code path." + }, + { + "left": "issue:4852", + "right": "issue:4975", + "accept": false, + "reason": "One is a LoRA loading failure; the other is a performance issue from repeated datatype queries. Same broad subsystem, not the same underlying bug." + }, + { + "left": "issue:3174", + "right": "issue:5606", + "accept": false, + "reason": "lora+dreambooth loading breakage and missing-alpha LoRA loading are distinct failure modes with different causes." + }, + { + "left": "issue:1076", + "right": "issue:5474", + "accept": false, + "reason": "Completely different topics: a generic Stable Diffusion v1.5 question versus a new reference-only pipeline request." + }, { "left": "issue:3064", "right": "issue:6130", "accept": false, - "reason": "Both mention LoRA loading, but the titles are too generic to confirm the same underlying bug; likely different failure modes in the same area." + "reason": "Both are generic LoRA-loading reports, but the titles are too broad to show the same concrete defect; no shared target or file evidence." }, { "left": "issue:4542", "right": "issue:4724", "accept": false, - "reason": "Both are SDXL img2img-related, but one is about generating more than one image and the other about a specific checkpoint behaving incorrectly; not the same bug." + "reason": "Both are SDXL img2img complaints, but one is about generating more than one image and the other is about unexpected behavior with a base checkpoint." }, { "left": "issue:11241", "right": "issue:9927", "accept": false, - "reason": "Both are training/controlnet errors, but the symptoms differ completely: floating point exception versus HeaderTooLarge." + "reason": "Different training failures: Flux ControlNet floating-point exception versus sdv3 controlnet header-too-large." }, { "left": "issue:1310", "right": "issue:1962", "accept": false, - "reason": "These are unrelated high-level topics: a pipeline integration question versus video generation." + "reason": "Unrelated requests: k-diffusion pipeline integration versus video generation." }, { "left": "issue:1392", "right": "issue:1962", "accept": false, - "reason": "Stable Diffusion 2 and video generation with stable diffusion are related only thematically, not as the same bug/change." + "reason": "Stable Diffusion 2 model discussion versus video generation; not the same bug or change." }, { "left": "issue:10533", "right": "issue:11922", "accept": false, - "reason": "Both mention Flux, but one is black-image output in FLUX fill fp16 and the other is a general running problem for FLUX.1-Fill-dev; insufficiently specific." + "reason": "Both involve FLUX.fill, but one is black-image output in fp16 and the other is a general running problem; too little evidence they share a single defect." }, { "left": "issue:1214", "right": "issue:817", "accept": false, - "reason": "Both involve mixed/half precision, but one is a CLIPTextModel half-precision issue and the other is a dreambooth example training issue; not clearly the same defect." + "reason": "Precision-related failures, but one is CLIPTextModel half-precision behavior and the other is dreambooth mixed precision; not the same code-path problem." }, { "left": "issue:1704", "right": "issue:3824", "accept": false, - "reason": "A question about attention blocks and a question about inpaint pipeline classes are not the same underlying issue." + "reason": "A generic attention-block question and an inpaint legacy/new pipeline question are unrelated." }, { "left": "issue:3019", "right": "issue:938", "accept": false, - "reason": "These are different domains entirely: text-guided image editing with SAM versus human motion diffusion." + "reason": "Completely different domains: text-guided image editing with SAM versus text-to-motion generation." }, { "left": "issue:4306", "right": "issue:8649", "accept": false, - "reason": "A StableDiffusionReferencePipeline list-index error and an SD3 num_images_per_prompt regression are different code paths and symptoms." + "reason": "Both are pipeline runtime errors, but on different models and different failure conditions; not enough to treat as one bug." }, { "left": "issue:4888", "right": "issue:7782", "accept": false, - "reason": "Offline safetensors loading and an UnpicklingError while converting safetensors are different operations and failure modes." + "reason": "Offline safetensors loading and a safetensors conversion unpickling error are unrelated." }, { "left": "issue:8874", "right": "issue:9012", "accept": false, - "reason": "Both are load/weight issues, but one is a CKPT unpickling failure and the other is SD3ControlNet weight loading; not the same bug." + "reason": "Both are weight-loading failures, but they affect different model families and different APIs; no evidence of the same concrete bug." }, { "left": "issue:10511", "right": "issue:9825", "accept": false, - "reason": "A scheduler redesign proposal and IPAdapter support for FLUX pipelines are different feature requests, not duplicate reports." + "reason": "A scheduler redesign request and an IPAdapter support request are separate feature work items." }, { "left": "issue:2988", "right": "issue:6069", "accept": false, - "reason": "Both are scheduler edge cases, but they fail in different functions and conditions; not enough to treat as one bug." + "reason": "Both are scheduler bugs, but they fail in different methods under different conditions; not the same underlying defect." }, { "left": "issue:9393", "right": "issue:9729", "accept": false, - "reason": "Both involve FLUX LoRA training, but one is a save-model failure under deepspeed and the other is an unexpected save-model type error; distinct issues." + "reason": "Both touch FLUX LoRA training/saving, but one is a deepspeed save-model issue and the other is an unexpected T5EncoderModel save type; too different to merge." }, { "left": "issue:10180", "right": "issue:9876", "accept": false, - "reason": "Flux Control LoRA loading and post-training VRAM release are different stages and different bugs." + "reason": "Flux Control LoRA loading versus VRAM release after LoRA training are unrelated problems." }, { "left": "issue:10512", "right": "issue:10526", "accept": false, - "reason": "Both involve Flux and optimum.quanto, but one is a LoRA load failure and the other is an FP8 WeightQBytesTensor constructor TypeError; not the same concrete issue." + "reason": "Both involve optimum.quanto and Flux, but one is a LoRA loading failure while the other is an FP8 WeightQBytesTensor constructor TypeError; similar area, different concrete bug." }, { "left": "issue:13008", "right": "issue:13351", "accept": false, - "reason": "These are different feature requests for FLUX.2-Klein multi-image LoRA training versus Wan 2.2 / Flux.2 Dev control tooling." + "reason": "Different model families and requests: FLUX.2-Klein multi-image LoRA training versus Wan/Flux Fun ControlNet support." }, { "left": "issue:3901", "right": "issue:6278", "accept": false, - "reason": "A missing requirements.txt error and a multi-GPU training issue have no meaningful overlap." + "reason": "Missing requirements.txt is an environment/setup issue; the other is a multi-GPU training failure." }, { "left": "issue:6196", "right": "issue:8233", "accept": false, - "reason": "Both concern depth pipelines, but one is a ControlNetXS loading error and the other is a generic fp16 error; not the same bug." - }, - { - "left": "issue:12011", - "right": "issue:12012", - "accept": false, - "reason": "Wan 2.2 OOM and 'No context is set' are different runtime failures." - }, - { - "left": "issue:8511", - "right": "issue:8939", - "accept": false, - "reason": "SD3 training script text-encoder unloading and tokenizer load failure are unrelated bugs." - }, - { - "left": "issue:7142", - "right": "issue:7785", - "accept": false, - "reason": "One is an inference-result discrepancy and the other is slow first inference; same model family but different issues." - }, - { - "left": "issue:5840", - "right": "issue:9664", - "accept": false, - "reason": "Checkpoint resume/freezing behavior and a generic subprocess.CalledProcessError are too unspecific to merge as one bug." + "reason": "Both mention depth pipelines, but one is a ControlNetXS SDXL loading error and the other is an fp16 runtime error; not the same bug." } ] }, @@ -28694,22 +28704,22 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10026", - "issue:10512", "issue:10969", "issue:11148", "issue:11853", + "issue:12011", + "issue:12012", "issue:12689", "issue:1643", "issue:1672", "issue:1734", "issue:1774", - "issue:1962", "issue:2844", "issue:3250", "issue:3379", @@ -28720,34 +28730,38 @@ "issue:4086", "issue:4303", "issue:4354", - "issue:4410", "issue:4736", "issue:5150", "issue:5436", "issue:5465", "issue:5575", "issue:5693", + "issue:5840", "issue:6238", "issue:6250", "issue:6323", "issue:6407", - "issue:6460", - "issue:6513", "issue:6540", "issue:6661", + "issue:7142", "issue:7310", "issue:746", "issue:7629", - "issue:7770", - "issue:8482", + "issue:7785", + "issue:8511", "issue:8588", "issue:8726", + "issue:8939", "issue:9187", - "issue:9270", "issue:962", + "issue:9664", "issue:9799" ], "soft_pairs": [ + "issue:12011|issue:12012", + "issue:8511|issue:8939", + "issue:7142|issue:7785", + "issue:5840|issue:9664", "issue:3788|issue:6407", "issue:5465|issue:962", "issue:10026|issue:1734", @@ -28767,184 +28781,180 @@ "issue:5575|issue:6661", "issue:4354|issue:5150", "issue:4061|issue:5693", - "issue:1643|issue:7629", - "issue:1962|issue:6460", - "issue:6513|issue:8482", - "issue:4410|issue:7770", - "issue:10512|issue:9270" + "issue:1643|issue:7629" ], - "prepared_review_unit_hash": "689195fc8418c6b7d8d361a55c34b93b3ba48333bef3b00b03417305d653518a", + "prepared_review_unit_hash": "c2772506b6bbae604f3686f90531cc73f09d30d61d4624a67f9d4a035175d9a9", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33484, - "estimated_input_tokens": 8371, - "estimated_eval_tokens": 16998 + "serialized_chars": 33894, + "estimated_input_tokens": 8474, + "estimated_eval_tokens": 17204 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: LoRA-loading, ControlNet training, VAE/loading, inpainting, conversion, and pipeline-feature issues. The soft pairs share broad subsystem keywords but not the same concrete bug/change, so none should be merged as duplicates.", - "confidence": 0.63, - "canonical_issue_reason": "If one issue must anchor the cluster, issue 12689 is the clearest and most general LoRA-loading failure report, but the overall set is too mixed to justify a true canonical duplicate group.", + "summary": "This cluster is very heterogeneous: it mixes unrelated training, loading, conversion, and inference bugs. None of the soft pairs look like the same underlying issue, so they should stay separate.", + "confidence": 0.47, + "canonical_issue_reason": "issue:10026 is the clearest representative of the narrow multi-GPU training/memory theme in this cluster and has the most concrete, specific bug statement.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 12689 is the strongest canonical candidate because it states a concrete, user-facing failure mode around LoRA checkpoints and is the most likely duplicate target among the LoRA-related reports.", + "best_issue_reason": "issue:10026 is the best single issue to anchor the cluster because it is specific, actionable, and closest to the only recurring theme here: training efficiency/memory behavior.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:12011", + "right": "issue:12012", + "accept": false, + "reason": "Both are Wan 2.2-related, but one is OOM and the other is a context-state ValueError from apply_first_block_cache; different failure modes." + }, + { + "left": "issue:8511", + "right": "issue:8939", + "accept": false, + "reason": "LoRA/text-encoder unloading versus tokenizer load failure are unrelated bugs." + }, + { + "left": "issue:7142", + "right": "issue:7785", + "accept": false, + "reason": "Inference mismatch with webui versus very slow first inference are different symptoms and likely different causes." + }, + { + "left": "issue:5840", + "right": "issue:9664", + "accept": false, + "reason": "Checkpoint resume/freezing behavior is not the same as a subprocess failure running the training script." + }, { "left": "issue:3788", "right": "issue:6407", "accept": false, - "reason": "One is a new pipeline request (UniControl), the other is an AnyText feature/report; they are different model families and changes." + "reason": "Different new models/pipelines; no shared concrete bug." }, { "left": "issue:5465", "right": "issue:962", "accept": false, - "reason": "Both touch inpainting, but one is a DiffEdit inpaint_strength bug and the other is a general fixed-size limitation in new inpaint pipelines." + "reason": "DiffEdit inpaint_strength handling is unrelated to inpaint size support." }, { "left": "issue:10026", "right": "issue:1734", "accept": false, - "reason": "Both mention multi-GPU slowdown/memory, but they are different training setups and distinct bug reports." + "reason": "Both mention multi-GPU training, but one is about memory not reducing and the other about performance slowdown; not the same bug." }, { "left": "issue:10969", "right": "issue:9799", "accept": false, - "reason": "Both are training runtime errors, but the failure signatures and affected code paths are different." + "reason": "Zero3 weight-dimension failure and tensor-size mismatch are distinct runtime errors." }, { "left": "issue:1672", "right": "issue:4000", "accept": false, - "reason": "Both involve conversion, but one is wrong output image size after conversion and the other is a ckpt-to-diffusers conversion topic for SD2." + "reason": "Both concern conversion, but wrong output size versus generic ckpt-to-diffusers conversion are not the same defect." }, { "left": "issue:6238", "right": "issue:6250", "accept": false, - "reason": "Both concern SDXL VAE, but one is a general VAE issue and the other is a specific KeyError loading from single file." + "reason": "General SDXL VAE issue versus a specific KeyError loading VAE from single file; too broad to merge confidently." }, { "left": "issue:4736", "right": "issue:7310", "accept": false, - "reason": "Both are LoRA training issues, but one is OOM/invalid value during SDXL LoRA training and the other is a defaults-not-working script issue." + "reason": "OOM/invalid cast in an SDXL LoRA script versus defaults not working are different problems." }, { "left": "issue:3250", "right": "issue:6323", "accept": false, - "reason": "These are unrelated pipeline bugs: KDiffusion pipeline startup vs TensorRT Img2Img attribute handling." + "reason": "Pipeline launch failure and TensorRT attribute-setting error are unrelated." }, { "left": "issue:8588", "right": "issue:8726", "accept": false, - "reason": "One is a missing SD3 conversion script, the other is text-encoder errors in SD3 dreambooth training." + "reason": "Missing conversion script and text encoder errors in SD3 training scripts are different issues." }, { "left": "issue:4086", "right": "issue:5465", "accept": false, - "reason": "Both involve ControlNet/inpainting-era tooling, but the concrete problems and pipelines are different." + "reason": "ControlNet training failure and DiffEdit inpaint parameter limitation are not the same code-path problem." }, { "left": "issue:2844", "right": "issue:4303", "accept": false, - "reason": "StableUnCLIP image-embedding runtime error and Flax SDXL loading crash are different code paths and failure modes." + "reason": "StableUnCLIP image-embedding input handling and Flax SDXL loading crash are unrelated." }, { "left": "issue:1774", "right": "issue:350", "accept": false, - "reason": "Generic CUDA OOM is not the same as a question about typical memory usage for UNet2DConditionModel." + "reason": "Both discuss memory, but one is a generic OOM report and the other is a question about expected UNet memory usage." }, { "left": "issue:3379", "right": "issue:746", "accept": false, - "reason": "Dreambooth intermediate checkpoint loading and ONNX revision loading are unrelated bugs." + "reason": "Dreambooth checkpoint loading and ONNX revision loading are different subsystems and errors." }, { "left": "issue:11148", "right": "issue:12689", "accept": false, - "reason": "Both are LoRA-related, but one is a PeftAdapterMixin state-flag bug and the other is checkpoint weight loading failure; not the same fix." + "reason": "Adapter loaded flag behavior and checkpoint weight loading are related to LoRA, but they are different concrete bugs." }, { "left": "issue:5436", "right": "issue:6540", "accept": false, - "reason": "Both are ControlNet training errors, but the reported failures are different and not clearly the same underlying bug." + "reason": "Both are ControlNet training errors, but one is an example script issue and the other is an FSDP matmul shape error." }, { "left": "issue:11853", "right": "issue:9187", "accept": false, - "reason": "Both mention adapter/controlnet components, but one is a load conflict and the other is an SDXL IP-Adapter issue after Kolors update." + "reason": "Both involve IP-Adapter/SDXL, but one is a config conflict when loading together and the other is an update-specific image encoder_folder problem." }, { "left": "issue:5575", "right": "issue:6661", "accept": false, - "reason": "LoRA hidden-size configuration and MPS OOM on specific image sizes are unrelated issues." + "reason": "LoRA hidden-size configuration is unrelated to an MPS OOM report." }, { "left": "issue:4354", "right": "issue:5150", "accept": false, - "reason": "Both are from_single_file-related feature gaps, but for different pipelines and different missing behavior." + "reason": "Both mention from_single_file, but one is wrong return type and the other is missing method support." }, { "left": "issue:4061", "right": "issue:5693", "accept": false, - "reason": "These are separate loading errors for different components: LoRA vs VAE." + "reason": "LoRA load error and VAE load error are different model-loading failures." }, { "left": "issue:1643", "right": "issue:7629", "accept": false, - "reason": "xformers API mismatch and SVD OOM under PyTorch 1.13.1 are unrelated." - }, - { - "left": "issue:1962", - "right": "issue:6460", - "accept": false, - "reason": "Video generation request and endless-loading inpainting are not the same bug or change." - }, - { - "left": "issue:6513", - "right": "issue:8482", - "accept": false, - "reason": "T2IAdapter model support and SD3 model support are distinct feature requests." - }, - { - "left": "issue:4410", - "right": "issue:7770", - "accept": false, - "reason": "Both are shape-mismatch reports, but they involve different loading scenarios and different tensors/components." - }, - { - "left": "issue:10512", - "right": "issue:9270", - "accept": false, - "reason": "Both are Flux LoRA-related, but one is a Quanto load failure and the other is incomplete SimpleTuner support; not the same concrete bug." + "reason": "xformers API mismatch and PyTorch-version-dependent OOM are unrelated." } ] }, @@ -28963,13 +28973,13 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:1005", - "issue:10472", + "issue:10512", "issue:1060", "issue:11584", "issue:11824", @@ -28981,27 +28991,27 @@ "issue:12529", "issue:12599", "issue:13258", - "issue:2459", + "issue:1962", "issue:2596", - "issue:2784", "issue:3250", - "issue:3700", "issue:378", + "issue:4410", "issue:4754", - "issue:4801", "issue:5256", - "issue:5425", - "issue:5576", "issue:5605", "issue:5927", "issue:6107", "issue:6283", + "issue:6460", + "issue:6513", "issue:6636", "issue:671", "issue:6832", "issue:7306", + "issue:7770", "issue:7935", "issue:7936", + "issue:8482", "issue:8495", "issue:8556", "issue:8637", @@ -29011,12 +29021,16 @@ "issue:9106", "issue:9167", "issue:9187", + "issue:9270", "issue:9320", "issue:9410", - "issue:9613", "issue:9953" ], "soft_pairs": [ + "issue:1962|issue:6460", + "issue:6513|issue:8482", + "issue:4410|issue:7770", + "issue:10512|issue:9270", "issue:11824|issue:9106", "issue:1005|issue:3250", "issue:5927|issue:8790", @@ -29036,184 +29050,180 @@ "issue:12126|issue:13258", "issue:6832|issue:8827", "issue:6636|issue:9410", - "issue:6107|issue:9187", - "issue:10472|issue:9613", - "issue:2784|issue:5576", - "issue:4801|issue:5425", - "issue:2459|issue:3700" + "issue:6107|issue:9187" ], - "prepared_review_unit_hash": "fbdc41e5d2c69e221d27e2fee9e6a5cd77268eb55757430786429ba7695ea04d", + "prepared_review_unit_hash": "7e06b15c45f6ce241c9c2297a141a9f1acb5b9e1a1d0f5a81f8860a9fcf47e6e", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33906, - "estimated_input_tokens": 8477, - "estimated_eval_tokens": 17210 + "serialized_chars": 33596, + "estimated_input_tokens": 8399, + "estimated_eval_tokens": 17054 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster of mostly unrelated issues spanning loading/import errors, training-script bugs, compilation problems, and feature requests. The soft pairs share only broad subsystem overlap, not the same concrete bug, so none should be merged.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 11824 is the most concrete, user-facing runtime bug report in the set, with high discussion activity and inbound references, so it is a reasonable anchor even though the cluster is not truly duplicate-heavy.", + "summary": "This cluster is a loose collection of mostly unrelated Diffusers issues, with only superficial overlap around model loading, quantization, or pipeline import errors. None of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.56, + "canonical_issue_reason": "Issue #12599 is the strongest representative of a concrete, user-facing runtime problem and has the clearest discussion signal among the set, but the cluster is too heterogeneous to treat it as a true duplicate root issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 11824 is the strongest representative issue because it has detailed repro context and the most activity, making it the clearest exemplar of the group.", + "best_issue_reason": "#12599 is the best issue candidate because it is specific, actionable, and describes a well-scoped runtime regression around moving a quantized pipeline component to CUDA.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:1962", + "right": "issue:6460", + "accept": false, + "reason": "Both involve pipelines, but one is generic video generation and the other is an endless-loading model load bug; different symptoms and code paths." + }, + { + "left": "issue:6513", + "right": "issue:8482", + "accept": false, + "reason": "Unrelated model support requests: one is T2IAdapter model coverage, the other is Stable Diffusion 3 support." + }, + { + "left": "issue:4410", + "right": "issue:7770", + "accept": false, + "reason": "Both mention shape mismatches during loading, but they concern different models and different loading scenarios; too broad to be the same bug." + }, + { + "left": "issue:10512", + "right": "issue:9270", + "accept": false, + "reason": "Both mention Flux LoRA, but one is a load failure for Quanto Flux LoRA and the other is incomplete training/support in SimpleTuner; not the same concrete issue." + }, { "left": "issue:11824", "right": "issue:9106", "accept": false, - "reason": "Different FluxKontext multi-image error vs. PixArt-Alpha timestep=1 attribute failure; same general model area only." + "reason": "Different pipelines and different failures: multi-image FluxKontext input error versus PixArt time_step attribute error." }, { "left": "issue:1005", "right": "issue:3250", "accept": false, - "reason": "Timesteps bound question vs. StableDiffusionKDiffusionPipeline runtime failure; not the same bug." + "reason": "One is a timestep constraint question, the other is a StableDiffusionKDiffusionPipeline runtime failure; no concrete overlap." }, { "left": "issue:5927", "right": "issue:8790", "accept": false, - "reason": "Both mention IP-Adapter, but one is a reference/inpaint combo and the other is SDXL TensorRT integration; distinct problems." + "reason": "Both mention IP-Adapter, but the affected setup and failure mode are different; one is a complex combo pipeline, the other is SDXL TensorRT integration." }, { "left": "issue:8637", "right": "issue:9167", "accept": false, - "reason": "Separate import errors for different pipelines/classes, not one shared missing symbol bug." + "reason": "Both are import issues for different pipeline classes; the missing symbols and fixes are not the same." }, { "left": "issue:2596", "right": "issue:6636", "accept": false, - "reason": "Docs mention a missing utility function, while the other is an import error for a different symbol." + "reason": "Both touch diffusers.utils, but one is docs referencing a nonexistent helper and the other is a missing import symbol; separate problems." }, { "left": "issue:12147", "right": "issue:12529", "accept": false, - "reason": "Wan2.2 Lightning LoRA loading failure vs. TI2V tiled VAE tensor mismatch; different code paths." + "reason": "Same Wan2.2 family, but one is LoRA loading and the other is a tiled VAE tensor mismatch; different components and failures." }, { "left": "issue:8939", "right": "issue:9320", "accept": false, - "reason": "Tokenizer/config loading failure vs. custom diffusion save/load issue; not the same root cause." + "reason": "Tokenizer loading for SD3-medium is unrelated to custom diffusion save/load behavior." }, { "left": "issue:8495", "right": "issue:8556", "accept": false, - "reason": "Different SD3 loading failures: tokenizer enum parsing vs. meta-tensor copy during from_single_file." + "reason": "Both are SD3-related load errors, but one is tokenizer JSON parsing and the other is a meta-tensor copy failure; distinct root causes." }, { "left": "issue:12599", "right": "issue:9953", "accept": false, - "reason": "Both involve moving to CUDA, but one is slowness and the other is an error with a quantized component." + "reason": "Close in theme, but #12599 is about slow CUDA transfer after loading while #9953 is about an actual error when moving a quantized component; not the same bug." }, { "left": "issue:378", "right": "issue:4754", "accept": false, - "reason": "Textual inversion model conversion/loading issues, but one is a class/distribution topic and the other is missing model_index.json after save." + "reason": "Both relate to textual inversion, but one is a DiagonalGaussianDistribution issue and the other is a missing model_index.json after loading; different bugs." }, { "left": "issue:6283", "right": "issue:7306", "accept": false, - "reason": "Img2img strength=0 behavior vs. float16 support in a different SDXL pipeline." + "reason": "Different pipeline behaviors: strength=0 handling in ControlNet img2img versus float16 support in LEdits++." }, { "left": "issue:1060", "right": "issue:671", "accept": false, - "reason": "Conversion script problems, but one is safety-checker loading and the other is output fidelity mismatch." + "reason": "Both reference the original SD conversion script, but one is a safety-checker load failure and the other is conversion fidelity not matching the source model." }, { "left": "issue:11584", "right": "issue:11864", "accept": false, - "reason": "torch.compile is involved, but one is group-offloading incompatibility and the other is a name resolution error in AutoencoderDC.encode." + "reason": "Both mention torch.compile, but the failures are in different code paths: group offloading on HunYuanVideo versus a missing torch name in AutoencoderDC.encode." }, { "left": "issue:7935", "right": "issue:7936", "accept": false, - "reason": "One is a missing config.json in a repo, the other is invalid JSON in a local safetensors load." + "reason": "Both are model loading problems, but one is a missing config on a repo and the other is invalid JSON for a local safetensors file." }, { "left": "issue:11839", "right": "issue:12085", "accept": false, - "reason": "Both are gguf-related, but they affect different Wan pipelines and report different failures." + "reason": "Both are gguf loading errors, but they affect different models/pipelines and likely different input validation paths." }, { "left": "issue:5256", "right": "issue:5605", "accept": false, - "reason": "Different feature requests: Insta-Flow training support vs. per-image caption support." + "reason": "These are feature requests in different training workflows, not the same change." }, { "left": "issue:12126", "right": "issue:13258", "accept": false, - "reason": "Wan2.2 cache_context switching error vs. missing image-to-video support; unrelated symptoms." + "reason": "Different Wan2.2 problems: cache_context switching error versus a missing image-to-video model/pipeline availability issue." }, { "left": "issue:6832", "right": "issue:8827", "accept": false, - "reason": "Both IP-Adapter FaceID-related, but the failures differ: tuple.shape on one side and a separate SDXL usage error on the other." + "reason": "Both involve IP-Adapter FaceID, but one is a tuple.shape runtime error in a community pipeline and the other is a broader usage error in SDXL; not enough evidence of the same fix." }, { "left": "issue:6636", "right": "issue:9410", "accept": false, - "reason": "Distinct import failures for different symbols/pipelines, not the same missing export." + "reason": "Import errors for different pipeline symbols; unrelated missing exports." }, { "left": "issue:6107", "right": "issue:9187", "accept": false, - "reason": "Both are IP-Adapter/SDXL reports, but one is an EC2 deployment issue after Kolors update and the other is image_encoder_folder=None behavior." - }, - { - "left": "issue:10472", - "right": "issue:9613", - "accept": false, - "reason": "LoRA bias kwarg error vs. Timesteps.scale attribute error; completely different failures." - }, - { - "left": "issue:2784", - "right": "issue:5576", - "accept": false, - "reason": "Separate feature requests for different capabilities: Dreambooth text2video support vs. FreeNoise scheduler." - }, - { - "left": "issue:4801", - "right": "issue:5425", - "accept": false, - "reason": "Both touch train_unconditional.py, but one is mixed precision example behavior and the other is checkpoint-saving compatibility." - }, - { - "left": "issue:2459", - "right": "issue:3700", - "accept": false, - "reason": "Same training script, but different options and bugs: xformers attention vs. min_snr argument handling." + "reason": "Both mention IP-Adapter, but one is an environment-specific app issue and the other is an SDXL/Kolors regression with image_encoder_folder=None; different underlying bugs." } ] }, @@ -29232,46 +29242,46 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10010", "issue:10100", "issue:1013", "issue:10139", "issue:10447", + "issue:10472", "issue:1061", "issue:10639", "issue:10653", "issue:10823", "issue:11232", - "issue:1188", "issue:12107", "issue:12157", "issue:12599", "issue:1398", - "issue:1486", "issue:1823", - "issue:1949", - "issue:2437", + "issue:2459", "issue:2466", - "issue:2579", + "issue:2784", "issue:3101", - "issue:3346", "issue:3487", "issue:3643", + "issue:3700", "issue:3802", - "issue:3851", "issue:4031", "issue:4109", "issue:4134", "issue:4446", "issue:4631", + "issue:4801", "issue:5126", "issue:5128", + "issue:5425", "issue:5558", + "issue:5576", "issue:5607", "issue:5932", "issue:6382", @@ -29283,9 +29293,14 @@ "issue:7974", "issue:9454", "issue:9576", + "issue:9613", "issue:9719" ], "soft_pairs": [ + "issue:10472|issue:9613", + "issue:2784|issue:5576", + "issue:4801|issue:5425", + "issue:2459|issue:3700", "issue:4446|issue:6839", "issue:1398|issue:4134", "issue:4031|issue:5128", @@ -29305,193 +29320,189 @@ "issue:1013|issue:4109", "issue:10139|issue:9576", "issue:10447|issue:9719", - "issue:1061|issue:1823", - "issue:1188|issue:2437", - "issue:1486|issue:2579", - "issue:1486|issue:3851", - "issue:1949|issue:3346" + "issue:1061|issue:1823" ], - "prepared_review_unit_hash": "dbcdf47663d3bb4ada58b6977fa8b80f0c3fd03a442f85ecff3039f2f46329a4", + "prepared_review_unit_hash": "32f20781ffee8a2cba5b88a49b2de489b0a84bc82258c79811b12d701c669e0e", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33850, - "estimated_input_tokens": 8463, - "estimated_eval_tokens": 17182 + "serialized_chars": 34734, + "estimated_input_tokens": 8684, + "estimated_eval_tokens": 17624 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft edge looks like a true duplicate: the checkpoint retention limit not being respected in training examples. The rest are broad-similarity matches across different models, pipelines, or error modes and should stay separate.", - "confidence": 0.88, - "canonical_issue_reason": "issue:2466 is the broader, earlier report with substantially more discussion, and it matches the same checkpoint-limit bug described in issue:3802.", + "summary": "This cluster is mostly a loose semantic grouping of training/loading-example issues. The 2466/3802 pair is the strongest near-duplicate match by title and discussion, but the packet only supports same-topic / near-duplicate confidence, not a confirmed duplicate or identical fix path.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 2466 is the best canonical anchor because it has the richest discussion around the checkpoints_total_limit training-example problem and is the closest match to 3802. The evidence supports near-duplicate/same-topic status, but not a fully confirmed duplicate relationship.", "canonical_pr_reason": null, - "best_issue_reason": "issue:2466 is the best canonical anchor because it clearly describes the underlying training checkpoint-retention problem and has the strongest discussion signal among the duplicate pair.", + "best_issue_reason": "Issue 2466 is the best overall issue representative for this cluster because it is the clearest and most discussed instance of the checkpoints_total_limit bug, making it the strongest anchor even though the duplicate/fix-path certainty should stay modest.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:10472", + "right": "issue:9613", + "accept": false, + "reason": "Both are runtime errors, but they hit different code paths: LoRA config handling vs timestep scaling in a custom model." + }, + { + "left": "issue:2784", + "right": "issue:5576", + "accept": false, + "reason": "One is a feature request for Dreambooth text2video support; the other requests a new scheduler. Same area, different change." + }, + { + "left": "issue:4801", + "right": "issue:5425", + "accept": false, + "reason": "Both involve training examples, but one is a mixed-precision bug and the other is checkpoint saving compatibility." + }, + { + "left": "issue:2459", + "right": "issue:3700", + "accept": false, + "reason": "Both are training-script flags, but xformers attention and min_snr are separate behaviors." + }, { "left": "issue:4446", "right": "issue:6839", "accept": false, - "reason": "Both are `from_single_file` loading failures, but they hit different pipelines and different failure modes." + "reason": "Both touch from_single_file, but one is custom text_encoder loading and the other is StableVideoDiffusionPipeline support." }, { "left": "issue:1398", "right": "issue:4134", "accept": false, - "reason": "Same platform family (MPS) but different bugs: one is SD2 compatibility, the other is a ControlNet tensor-shape mismatch." + "reason": "Both relate to MPS/controlnet, but the failures are different: SD2 on Apple Silicon versus a controlnet tensor-size mismatch." }, { "left": "issue:4031", "right": "issue:5128", "accept": false, - "reason": "Both involve local loading, but one is a safety checker path issue and the other is an XLPipeline safetensors load error." + "reason": "Both involve local loading, but safety checker loading and safetensors/from_single_file are distinct bugs." }, { "left": "issue:2466", "right": "issue:3802", "accept": true, - "reason": "Same underlying bug: `checkpoints_total_limit` is not being enforced in training/example scripts." + "reason": "Strong near-duplicate reports of checkpoints_total_limit not limiting checkpoints in training examples; same topic and likely same fix area, though the packet stops short of confirming an exact duplicate relationship." }, { "left": "issue:10653", "right": "issue:12599", "accept": false, - "reason": "Device-move/loading issues, but the concrete bug differs: unsupported `.to()` on an 8-bit module vs slow post-load CUDA transfer." + "reason": "Both are device-transfer issues, but bitsandbytes 8bit .to() limitations and slow CUDA migration are different problems." }, { "left": "issue:6382", "right": "issue:7974", "accept": false, - "reason": "Both mention IP Adapter, but they describe different workflows and different errors." + "reason": "Both mention IP-adapter, but one is a training-script key error and the other is an inpaint usage bug." }, { "left": "issue:5607", "right": "issue:7002", "accept": false, - "reason": "Both are runtime failures, but one is a tensor-shape mismatch and the other is an invalid buffer-size/memory error." + "reason": "Both are runtime shape/buffer failures, but the underlying errors are different." }, { "left": "issue:3487", "right": "issue:5558", "accept": false, - "reason": "Different image-quality issues in different pipelines; not the same concrete bug." + "reason": "Both are image-quality complaints, but one is scheduler-specific strength behavior and the other is artifacts with multiple ControlNets." }, { "left": "issue:3101", "right": "issue:6858", "accept": false, - "reason": "Both are ControlNet training problems, but the errors and likely code paths are different." + "reason": "Both involve training examples, but the controlNet AttributeError and the missing convert() method are unrelated." }, { "left": "issue:12107", "right": "issue:12157", "accept": false, - "reason": "Different APIs and different failure modes; not the same underlying bug." + "reason": "Both are training-related errors, but init_trackers with custom objects and the torch.device iterable error are distinct." }, { "left": "issue:3643", "right": "issue:4631", "accept": false, - "reason": "Unrelated runtime errors: one is an INT_MAX decoding limit, the other is a scheduler scalar-conversion issue." + "reason": "Both are runtime issues in generation, but they affect different code paths and failure modes." }, { "left": "issue:7133", "right": "issue:7197", "accept": false, - "reason": "Both involve resuming training, but they affect different scripts, models, and error conditions." + "reason": "Both concern resume/checkpoint behavior, but they describe separate bugs." }, { "left": "issue:10823", "right": "issue:11232", "accept": false, - "reason": "One is about missing inference artifacts after fine-tuning; the other is about noise residuals during fine-tuning." + "reason": "Both are fine-tuning issues, but missing inference files and noise residuals are not the same defect." }, { "left": "issue:5126", "right": "issue:5932", "accept": false, - "reason": "Different concrete failures: wrong Conv2d arguments vs channel-count mismatch." + "reason": "Both mention tensor/channel problems, but the Conv2d argument error and 3-vs-4-channel mismatch are different bugs." }, { "left": "issue:10010", "right": "issue:9454", "accept": false, - "reason": "Both are missing-model issues, but they concern different models and examples." + "reason": "Both are model-not-found style failures, but they reference different models and artifacts." }, { "left": "issue:10100", "right": "issue:10639", "accept": false, - "reason": "These are separate model-support requests, not the same change." + "reason": "Both are support requests for new models, but they are for different integrations." }, { "left": "issue:1013", "right": "issue:4109", "accept": false, - "reason": "Different pipelines and different breakages; too broad to be duplicates." + "reason": "Both say a pipeline is not working, but they involve different pipeline families and failure contexts." }, { "left": "issue:10139", "right": "issue:9576", "accept": false, - "reason": "Both are pipeline-loading/init issues, but they target different bugs and different fixes." + "reason": "Both involve pipeline initialization/loading, but sample_size handling and use_safetensors propagation are separate bugs." }, { "left": "issue:10447", "right": "issue:9719", "accept": false, - "reason": "Different loading/serialization problems; not the same code-path issue." + "reason": "Different areas entirely: conversion script file-splitting versus ignored disable_progress_bar during loading." }, { "left": "issue:1061", "right": "issue:1823", "accept": false, - "reason": "Completely unrelated: documentation update vs swapped comments." - }, - { - "left": "issue:1188", - "right": "issue:2437", - "accept": false, - "reason": "Both are pipeline feature requests, but for different architectures and changes." - }, - { - "left": "issue:1486", - "right": "issue:2579", - "accept": false, - "reason": "Different scheduler/xFormers issues with different symptoms and likely fixes." - }, - { - "left": "issue:1486", - "right": "issue:3851", - "accept": false, - "reason": "Same scheduler area, but the bugs differ: prediction_type='sample' vs epsilon prediction with zero-SNR rescaling." - }, - { - "left": "issue:1949", - "right": "issue:3346", - "accept": false, - "reason": "Dreambooth-related, but one is a generic tutorial failure and the other is a resume-from-checkpoint feature request." + "reason": "One is documentation text for an example; the other is a code comment swap." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The canonical choice and duplicate call are well grounded in the packet: issue:2466 and issue:3802 clearly describe the same checkpoint-retention bug, and 2466 has the stronger discussion signal. The remaining soft-edge rejections are conservative and supported by the titles/body summaries, with no overstatement beyond the available evidence." + "accept": false, + "feedback": "The cluster-level conclusion is mostly grounded, but the writeup overstates certainty. The packet supports a strong near-duplicate/same-topic relationship between 2466 and 3802 from their titles and discussion, but it does not confirm a duplicate relationship or a shared fix path. Please soften claims like \"confirmed duplicate target\" and \"same bug and same fix path\" to match the available evidence. The individual soft-edge rejects look conservative; the main issue is the canonical/best-issue certainty." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -29504,40 +29515,41 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10026", "issue:10671", "issue:11006", "issue:11627", + "issue:1188", "issue:12494", "issue:12565", "issue:13300", - "issue:2507", + "issue:1486", + "issue:1949", + "issue:2437", + "issue:2579", "issue:2673", "issue:2800", - "issue:2988", + "issue:3346", "issue:3728", + "issue:3851", "issue:4037", "issue:4206", - "issue:4376", "issue:4975", - "issue:5128", "issue:5215", "issue:5337", "issue:5457", "issue:5593", "issue:6159", - "issue:6252", "issue:6842", "issue:6879", "issue:7389", "issue:7390", "issue:7441", - "issue:7793", "issue:7982", "issue:8532", "issue:8534", @@ -29558,6 +29570,10 @@ "issue:9873" ], "soft_pairs": [ + "issue:1188|issue:2437", + "issue:1486|issue:2579", + "issue:1486|issue:3851", + "issue:1949|issue:3346", "issue:2673|issue:5215", "issue:2800|issue:3728", "issue:4037|issue:4206", @@ -29578,183 +29594,180 @@ "issue:11627|issue:13300", "issue:12494|issue:6879", "issue:7389|issue:7390", - "issue:5593|issue:7982", - "issue:6252|issue:7793", - "issue:2507|issue:5128", - "issue:2988|issue:4376" + "issue:5593|issue:7982" ], - "prepared_review_unit_hash": "6fc78d19d7cbe74323f5ab8186e3bbe465df96838b68b30c72c22c7f63b7e85d", + "prepared_review_unit_hash": "933f2dd3f84b34c2576cc9c81d81d8b5c0f8d03d51123824c45912111dc769f0", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 24, - "serialized_chars": 33263, - "estimated_input_tokens": 8316, - "estimated_eval_tokens": 16888 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34093, + "estimated_input_tokens": 8524, + "estimated_eval_tokens": 17304 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly noisy and theme-based rather than true duplicates: many issues mention Flux/ControlNet/LoRA or pipeline loading, but they describe different failures, scripts, models, or error modes. No PRs are present.", - "confidence": 0.93, - "canonical_issue_reason": "No strong canonical duplicate exists because the set is heterogeneous. If one must be chosen, issue 9450 is the closest representative of the Flux multi-GPU/device-placement subgroup, but it does not cover the rest of the cluster.", + "summary": "Mostly unrelated issues with a loose concentration around Flux/ControlNet/SD3 training, memory, and device/dtype problems. The proposed soft pairs are thematically similar in a few cases, but none look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.44, + "canonical_issue_reason": "issue:10026 is the clearest and most specific report of the recurring Flux multi-GPU memory problem, so it is the best representative issue for the main theme in this set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 9450 is the nearest hub by breadth of discussion and it matches one of the larger themes (Flux multi-GPU runtime failures), but it is still only a partial fit and not a true global representative.", + "best_issue_reason": "issue:10026 best captures the dominant subtheme (Flux training on multi-GPU with memory not improving under DeepSpeed stage-3) and is the most concrete anchor among the Flux-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:1188", + "right": "issue:2437", + "accept": false, + "reason": "Both are pipeline feature requests, but CLIPSeg+SD and T2I-Adapter are different integrations and different underlying changes." + }, + { + "left": "issue:1486", + "right": "issue:2579", + "accept": false, + "reason": "DDIMScheduler sample-prediction bug and xFormers misuse/bug are unrelated failure modes." + }, + { + "left": "issue:1486", + "right": "issue:3851", + "accept": false, + "reason": "Both involve DDIMScheduler, but one is prediction_type='sample' and the other is epsilon prediction with zero-SNR rescaling; different bugs." + }, + { + "left": "issue:1949", + "right": "issue:3346", + "accept": false, + "reason": "Both touch dreambooth training examples, but one is a training error and the other is a resume_from_checkpoint feature request." + }, { "left": "issue:2673", "right": "issue:5215", "accept": false, - "reason": "Both are StableDiffusionUpscalePipeline problems, but one is a config/input validation error and the other is a brightness regression. Different bugs." + "reason": "Both mention StableDiffusionUpscalePipeline, but one is a config/input verification error and the other is a brightness regression." }, { "left": "issue:2800", "right": "issue:3728", "accept": false, - "reason": "These are different feature requests/new pipelines (DiffEdit vs Shifted Diffusion), not the same underlying issue." + "reason": "A DiffEdit semantic editing issue and a shifted-diffusion pipeline proposal are not the same bug/change." }, { "left": "issue:4037", "right": "issue:4206", "accept": false, - "reason": "Both involve ControlNet training, but one is an FSDP validation error and the other is a broken SDXL main-branch training path. Not the same bug." + "reason": "Both concern ControlNet training, but FSDP validation errors and an SDXL main-branch breakage are different code paths." }, { "left": "issue:4975", "right": "issue:8532", "accept": false, - "reason": "Both touch LoRA loading performance/memory, but one is repeated dtype queries and the other is progressive memory growth. Related area, different concrete failures." + "reason": "Repeated dtype queries during LoRA loading vs progressive memory increase on LoRA loading are related performance complaints, but not the same underlying bug." }, { "left": "issue:5337", "right": "issue:5457", "accept": false, - "reason": "These are documentation \u10d9\u10d8\u10d7\u10ee\u10d5/questions about different callback/attention_mask concepts, not duplicate bugs or changes." + "reason": "These are documentation/explanation questions about different callbacks and attention masks, not duplicate issues." }, { "left": "issue:6842", "right": "issue:9167", "accept": false, - "reason": "Both are import errors, but for different missing pipelines and different modules. Not the same underlying failure." + "reason": "Import failures for different symbols: Prompt2PromptPipeline vs StableDiffusion3Pipeline." }, { "left": "issue:7441", "right": "issue:8805", "accept": false, - "reason": "Unrelated: Python 3.12 pytest breakage vs a script that no longer works. No shared bug." + "reason": "Pytest on Python 3.12 and a broken conversion script are unrelated." }, { "left": "issue:8534", "right": "issue:8543", "accept": false, - "reason": "Both are SD3 dreambooth issues, but one is wrong logit-normal weighting and the other is gradient checkpointing failure. Different code paths." + "reason": "Both are SD3 dreambooth training issues, but wrong logit-normal weighting and gradient checkpointing failure are distinct bugs." }, { "left": "issue:8540", "right": "issue:8834", "accept": false, - "reason": "Caching embeddings/VAE representations is unrelated to asking about SD3 ControlNet training release. Not duplicate." + "reason": "Caching embeddings/VAE representations is a training optimization issue; asking whether SD3 ControlNet code will be released is a feature/release question." }, { "left": "issue:9042", "right": "issue:9873", "accept": false, - "reason": "Different new pipeline requests (Flux vs OmniGen), not the same change." + "reason": "They are separate model-pipeline addition requests (Flux vs OmniGen), not duplicates." }, { "left": "issue:9450", "right": "issue:9630", "accept": false, - "reason": "Both are Flux multi-GPU/device-placement complaints, but one is an inference pipeline tensor-device mismatch and the other is a training-script error with num_single_layers=0. Not the same concrete bug." + "reason": "Both are Flux multi-GPU issues, but one is a device mismatch in FluxPipeline and the other is a num_single_layers=0 training/runtime error; not the same bug." }, { "left": "issue:10671", "right": "issue:9527", "accept": false, - "reason": "Both mention dtype/device behavior, but one is deterministic dtype/device querying and the other is a mixed-precision runtime dtype mismatch. Different issues." + "reason": "Both involve device/dtype handling, but deterministic dtype/device queries and a ControlNet fp32/bf16 mismatch have different roots and fixes." }, { "left": "issue:9309", "right": "issue:9546", "accept": false, - "reason": "Both involve Flux ControlNet, but one is a pipeline runtime bug on Flux.1 schnell and the other is a validation-step OOM during training. Not the same bug." + "reason": "FluxControlNetPipeline on Flux 1 schnell and validation-step OOM in Flux ControlNet training are different problems." }, { "left": "issue:11627", "right": "issue:8817", "accept": false, - "reason": "Different problems: one is StableDiffusion3Pipeline with an IP-Adapter, the other is an issue using IP-Adapter FaceID. Same broad feature, not duplicate." + "reason": "StableDiffusion3Pipeline with a specific IP-Adapter and an IP-Adapter FaceID issue are not the same concrete bug." }, { "left": "issue:10026", "right": "issue:9156", "accept": false, - "reason": "Both are Flux training memory complaints, but one is DeepSpeed stage-3 not reducing memory and the other is CUDA OOM during LoRA training. Not the same underlying fix." + "reason": "Both are Flux training memory complaints, but one is DeepSpeed stage-3 not reducing memory and the other is plain CUDA OOM during LoRA training." }, { "left": "issue:6159", "right": "issue:9109", "accept": false, - "reason": "Completely unrelated: SDXL ControlNet XS pipeline argument support vs missing torchvision nms operator." + "reason": "An SDXL ControlNetXS keyword-argument support issue and a missing torchvision::nms operator are unrelated." }, { "left": "issue:11006", "right": "issue:12565", "accept": false, - "reason": "Both are Wan2.1 i2v reports, but one is broken video output with a quantized transformer and the other is a generic running issue. Too broad to merge." - }, - { - "left": "issue:11627", - "right": "issue:13300", - "accept": false, - "reason": "Different models and failures: SD3.5/IP-Adapter issue versus CPU generation failure for SD3.5-large-turbo and FLUX.1-dev." + "reason": "Both are Wan2.1 i2v reports, but one is a quantized-transformer video corruption bug and the other is a general running issue." }, { "left": "issue:12494", "right": "issue:6879", "accept": false, - "reason": "Different runtime errors: matmul shape mismatch vs dtype mismatch. Not the same bug." + "reason": "A matmul shape mismatch in latest scripts and a dtype mismatch in Custom Diffusion are different tensor errors." }, { "left": "issue:7389", "right": "issue:7390", "accept": false, - "reason": "Both are from_single_file errors, but they affect different pipelines (SDXL vs SDXL ControlNet Inpaint) and likely different failure modes." + "reason": "Both are from_single_file errors, but one is StableDiffusionXL and the other is StableDiffusionXLControlNetInpaint; similar area, different pipelines." }, { "left": "issue:5593", "right": "issue:7982", "accept": false, - "reason": "Both concern from_pipe with ControlNet variants, but one is generic ControlNet and the other is MultiControlNetModel. Similar area, not the same concrete bug." - }, - { - "left": "issue:6252", - "right": "issue:7793", - "accept": false, - "reason": "Different LoRA problems: checkpoint weights not loading vs unloading weights errors in DeepFloyd." - }, - { - "left": "issue:2507", - "right": "issue:5128", - "accept": false, - "reason": "One is a performance complaint when loading safetensors on GPU; the other is an error loading a local safetensors via from_single_file. Different issues." - }, - { - "left": "issue:2988", - "right": "issue:4376", - "accept": false, - "reason": "Scheduler crash at equal step counts is unrelated to SDXL textual inversion loading crashes." + "reason": "Both involve from_pipe and ControlNet, but one is ControlNet pipeline conversion and the other is MultiControlNetModel handling; not the same bug." } ] }, @@ -29773,10 +29786,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10472", "issue:10760", @@ -29792,18 +29805,17 @@ "issue:2784", "issue:2880", "issue:2984", - "issue:3221", - "issue:3405", + "issue:2988", "issue:3584", "issue:3812", "issue:3886", "issue:3910", - "issue:4037", "issue:4186", + "issue:4376", "issue:4591", - "issue:4724", "issue:4840", "issue:4885", + "issue:5128", "issue:5399", "issue:5425", "issue:5592", @@ -29813,12 +29825,14 @@ "issue:5845", "issue:5972", "issue:6073", + "issue:6252", "issue:6492", "issue:6823", "issue:7082", "issue:7239", "issue:7421", "issue:7708", + "issue:7793", "issue:9012", "issue:9208", "issue:9239", @@ -29827,6 +29841,9 @@ "issue:9731" ], "soft_pairs": [ + "issue:6252|issue:7793", + "issue:2507|issue:5128", + "issue:2988|issue:4376", "issue:3910|issue:4885", "issue:3886|issue:5425", "issue:6492|issue:9239", @@ -29848,188 +29865,192 @@ "issue:3812|issue:7708", "issue:2784|issue:2984", "issue:5770|issue:5829", - "issue:5399|issue:7239", - "issue:3405|issue:4037", - "issue:3221|issue:4724" + "issue:5399|issue:7239" ], - "prepared_review_unit_hash": "5bda753d74cade70eae4c80c89eb2347f0db50569efb94c4fa6a06f5a8bd98fa", + "prepared_review_unit_hash": "dc9f7a1d94a82958b2870cae50b852f95799bade8004855170c4e75bc82d23f4", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 24, - "serialized_chars": 33363, - "estimated_input_tokens": 8341, - "estimated_eval_tokens": 16938 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34159, + "estimated_input_tokens": 8540, + "estimated_eval_tokens": 17336 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated Diffusers bugs/feature requests across LoRA, ControlNet, inpainting, training scripts, imports, and model support. Only one soft pair looks like a true duplicate; the rest are false positives despite broad topical overlap.", - "confidence": 0.95, - "canonical_issue_reason": "If a representative is needed, issue:5845 is the clearest canonical issue because it precisely states the PixArt Alpha DreamBooth training failure; issue:5777 is the vaguer twin of that same problem.", + "summary": "Most items are unrelated one-off issues spanning different models, pipelines, and training paths. Only the two PixArt DreamBooth reports look like the same underlying bug; the rest should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:5845 is the clearest representative of the only true duplicate pair: it explicitly names DreamBooth training with PixArt Alpha and states the failure directly.", "canonical_pr_reason": null, - "best_issue_reason": "issue:5845 is the best issue candidate among the near-duplicates because it names the exact model and failure mode; however, the overall set is not a single coherent duplicate cluster.", + "best_issue_reason": "issue:5845 is the best global issue candidate because it is specific, readable, and matches the shared PixArt DreamBooth failure described by issue:5777.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:6252", + "right": "issue:7793", + "accept": false, + "reason": "Both mention LoRA, but one is about weights not loading from a checkpoint and the other about unloading LoRA weights in DeepFloyd. Different operation and likely different code path." + }, + { + "left": "issue:2507", + "right": "issue:5128", + "accept": false, + "reason": "One is a performance regression loading safetensors on GPU; the other is a hard error loading a local .safetensors file via from_single_file. Not the same bug." + }, + { + "left": "issue:2988", + "right": "issue:4376", + "accept": false, + "reason": "Scheduler step-count crash and SDXL inpaint/refiner failure are unrelated subsystems and failure modes." + }, { "left": "issue:3910", "right": "issue:4885", "accept": false, - "reason": "Both mention LoRA loading, but one is a generic LoRA load failure and the other is specific to StableDiffusionXLControlNetImg2ImgPipeline; different code paths and symptoms." + "reason": "Both involve LoRA loading, but one is a general 'certain LoRA will not load' report and the other is specific to StableDiffusionXLControlNetImg2ImgPipeline. Not enough evidence they share one root cause." }, { "left": "issue:3886", "right": "issue:5425", "accept": false, - "reason": "Collective timeout during DDPM training is unrelated to checkpoint-save compatibility with accelerate/PT 2.1 in train_unconditional.py." + "reason": "DDPM training timeout under train_unconditional.py is unrelated to checkpoint-saving compatibility with accelerate/PT 2.1." }, { "left": "issue:6492", "right": "issue:9239", "accept": false, - "reason": "Both are black-image reports, but 9239 is specifically ControlNet-Canny while 6492 is a generic image-generation black-output bug." + "reason": "Both mention black images, but one is generic image generation and the other is specifically ControlNet-Canny. Different contexts and likely different causes." }, { "left": "issue:4591", "right": "issue:7421", "accept": false, - "reason": "Both involve determinism/seed behavior, but they affect different pipelines (Karlo/unCLIP vs StableDiffusionXLKDiffusionPipeline) and are not the same defect." + "reason": "Both are determinism/seed issues, but Karlo/unCLIP generator behavior is not the same as StableDiffusionXLKDiffusionPipeline seed handling." }, { "left": "issue:4186", "right": "issue:964", "accept": false, - "reason": "Both are inpainting-related, but one is SDXL inpaint with refiner and the other is a generic inpainting example failure; not the same concrete bug." + "reason": "Both are inpainting-related, but 4186 is SDXL inpaint with refiner while 964 is a generic inpainting example problem. Too broad to merge." }, { "left": "issue:3584", "right": "issue:6073", "accept": false, - "reason": "Both reference DreamBooth/tutorial usage, but they are different tutorials and different reported failures rather than one shared code-path bug." + "reason": "Both are DreamBooth tutorial problems, but they target different docs/models and do not clearly describe the same bug." }, { "left": "issue:10472", "right": "issue:9731", "accept": false, - "reason": "One is an unexpected lora_bias constructor error during inference; the other is a how-to question about training LoRA on Playground2.5. Different problem class." + "reason": "One is a TypeError from lora_bias during inference; the other is a training how-to for Playground2.5. Different issue type and symptom." }, { "left": "issue:2695", "right": "issue:5972", "accept": false, - "reason": "Validation crash in ControlNet training is not the same as a documentation request about Min-SNR weighting." + "reason": "ControlNet training validation failure is unrelated to the Min-SNR documentation request." }, { "left": "issue:11962", "right": "issue:13351", "accept": false, - "reason": "These are separate model-support requests for different families (FLUX.1-Kontext-dev GGUF vs Wan 2.2 / Flux.2 Dev ControlNet)." + "reason": "Both request support for new models, but they are different model families and capabilities." }, { "left": "issue:1556", "right": "issue:2507", "accept": false, - "reason": "Black images with CUDA/NSFW warning is unrelated to safetensors loading slower on GPU than CPU." + "reason": "Black images on CUDA/NSFW warning is unrelated to safetensors loading performance." }, { "left": "issue:4885", "right": "issue:9012", "accept": false, - "reason": "Both involve ControlNet loading, but one is about LoRA weights in SDXL ControlNet Img2Img and the other is SD3ControlNetModel.from_transformer weight loading; different models and failures." + "reason": "Both are ControlNet weight-loading issues, but they concern different model generations and APIs; no clear shared code-path bug." }, { "left": "issue:5777", "right": "issue:5845", "accept": true, - "reason": "Both report DreamBooth training failing on PixArt / PixArt Alpha, which points to the same underlying training-path problem." + "reason": "These appear to be the same underlying PixArt DreamBooth training failure, just phrased differently; both point to DreamBooth on PixArt Alpha not working." }, { "left": "issue:10760", "right": "issue:7082", "accept": false, - "reason": "Importing OnnxStableDiffusionInpaintPipelineLegacy and importing CpuOffload from accelerate.hooks are unrelated import failures." + "reason": "Import errors, but for entirely different symbols and packages." }, { "left": "issue:1814", "right": "issue:2614", "accept": false, - "reason": "Changing the CLIP model and changing the pretrained-model download directory are completely different feature requests." + "reason": "Changing the CLIP model and changing the pretrained download directory are unrelated features." }, { "left": "issue:2560", "right": "issue:941", "accept": false, - "reason": "Both concern generation behavior, but one is list-of-generators determinism and the other is MPS noise with num_images_per_prompt; different bugs." + "reason": "Both involve StableDiffusionImg2ImgPipeline, but one is list-of-generators output inconsistency and the other is MPS num_images_per_prompt noise. Different bug reports." }, { "left": "issue:259", "right": "issue:2880", "accept": false, - "reason": "A progress-bar tweak in Stable Diffusion is unrelated to a JAX Colab runtime failure." + "reason": "A progress-bar fix and a JAX Colab runtime failure are unrelated." }, { "left": "issue:4840", "right": "issue:5592", "accept": false, - "reason": "Both are checkpoint loading problems, but they affect different model classes (FlaxAutoencoderKL vs UniDiffuser) and do not share a concrete code path." + "reason": "Both are checkpoint-loading problems, but they affect different models and serialization formats." }, { "left": "issue:6823", "right": "issue:9208", "accept": false, - "reason": "Generic 'cannot use controlnet' and 'cannot load most controlnet models using from_single_file()' overlap broadly, but the latter is a specific loading path not shown to be the same bug." + "reason": "Generic 'cannot use controlnet' is too broad to be the same as loading most ControlNet models from_single_file()." }, { "left": "issue:3812", "right": "issue:7708", "accept": false, - "reason": "A missing controlnet config entry and a missing tokenizer/config.json are different configuration errors." + "reason": "Both are missing-config style errors, but they refer to different files and model setups." }, { "left": "issue:2784", "right": "issue:2984", "accept": false, - "reason": "DreamBooth support for text-to-video is a feature request, while Latent Video Diffusion Models is a paper/topic issue; not duplicates." + "reason": "A feature request for DreamBooth text-to-video is not the same as a paper/announcement issue about latent video diffusion models." }, { "left": "issue:5770", "right": "issue:5829", "accept": false, - "reason": "Dataset access blocking an LCM distillation run is unrelated to a missing unet_time_cond_proj_dim argument in LCM training scripts." + "reason": "LCM dataset-access failure and missing unet_time_cond_proj_dim argument are different training-script problems." }, { "left": "issue:5399", "right": "issue:7239", "accept": false, - "reason": "A dtype mismatch in custom inpainting inference is not the same as an SDXL LoRA shape-mismatch during DreamBooth training." - }, - { - "left": "issue:3405", - "right": "issue:4037", - "accept": false, - "reason": "General ControlNet training failure and FSDP validation errors are different failure modes and likely different fixes." - }, - { - "left": "issue:3221", - "right": "issue:4724", - "accept": false, - "reason": "load_attn_procs failing in diffusers 0.16.0 is unrelated to an SDXL Img2Img output mismatch with a checkpoint." + "reason": "Both are matrix-related runtime errors, but one is dtype mismatch in custom inpainting and the other is a shape mismatch in SDXL LoRA training." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is conservative and grounded in the packet. The only accepted soft pair, issue:5777 vs issue:5845, is well-supported by the titles as the same PixArt/DreamBooth training bug. The remaining pair rejections stay within the evidence and avoid overclaiming duplicate status. Summary is appropriately cautious." + "feedback": "The summary is grounded in the packet: it stays close to the issue titles, and the only accepted soft pair (5777/5845) is a plausible PixArt DreamBooth duplicate. The remaining pair judgments are conservative and do not overclaim shared root causes." }, "evaluator_used": true, "retried": false, @@ -30045,10 +30066,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10066", "issue:10194", @@ -30064,13 +30085,15 @@ "issue:2447", "issue:2695", "issue:2822", - "issue:2875", "issue:3094", "issue:3221", "issue:3296", + "issue:3405", + "issue:4037", "issue:4086", "issue:4210", "issue:4389", + "issue:4724", "issue:4852", "issue:4874", "issue:5128", @@ -30083,7 +30106,6 @@ "issue:5997", "issue:6250", "issue:6371", - "issue:6565", "issue:7033", "issue:7168", "issue:7238", @@ -30099,6 +30121,8 @@ "issue:987" ], "soft_pairs": [ + "issue:3405|issue:4037", + "issue:3221|issue:4724", "issue:835|issue:987", "issue:1614|issue:987", "issue:8410|issue:9825", @@ -30122,187 +30146,192 @@ "issue:5886|issue:7238", "issue:10066|issue:11432", "issue:10194|issue:7877", - "issue:7033|issue:7168", - "issue:2875|issue:6565" + "issue:7033|issue:7168" ], - "prepared_review_unit_hash": "332b061b4db0b25d457ff67256209752b72b9e85e5a59949a5862ac2316993c3", + "prepared_review_unit_hash": "f87043c58560835578dfcffd463dba6805645a8a8a269364597ee8ab97817fda", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 25, - "serialized_chars": 33934, - "estimated_input_tokens": 8484, - "estimated_eval_tokens": 17224 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 34789, + "estimated_input_tokens": 8698, + "estimated_eval_tokens": 17652 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous: most items are unrelated bugs or feature requests that only overlap on broad keywords like loading, attention, or dtype. I do not see any soft pair that should be merged as the same underlying change/bug.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 11432 is the clearest concrete bug report in the set: a reproducible `.from_pretrained(torch_dtype=\"auto\")` failure with a specific API expectation mismatch.", + "summary": "This cluster is very noisy: it mixes attention-masking/adapter issues with loading, dtype, training, scheduler, and distributed/runtime bugs. I\u2019d treat it as mostly non-duplicate items with only a loose thematic overlap around Diffusers attention/Flux/IP-Adapter behavior.", + "confidence": 0.31, + "canonical_issue_reason": "Issue #10194 is the broadest and most central item around attention masking, which is the only recurring theme that loosely connects a few of the nearby issues. It is still not a strong duplicate anchor because most other items are about unrelated failures.", "canonical_pr_reason": null, - "best_issue_reason": "11432 is the most actionable and self-contained issue to anchor triage; it is specific, reproducible, and not just a broad feature ask.", + "best_issue_reason": "#10194 is the best single issue to represent the cluster because it is the most general open request in the shared attention/masking area, but it should be used only as a weak umbrella choice, not as proof of duplication.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:3405", + "right": "issue:4037", + "accept": false, + "reason": "Both are ControlNet training problems, but one is a generic training bug and the other is specifically FSDP validation errors; different failure modes and likely different fixes." + }, + { + "left": "issue:3221", + "right": "issue:4724", + "accept": false, + "reason": "One is about load_attn_procs in an older diffusers version, the other is an SDXL img2img checkpoint behavior issue; same broad area, not the same underlying bug." + }, { "left": "issue:835", "right": "issue:987", "accept": false, - "reason": "Different failures and code paths: Flax PIL conversion vs a green-image symptom in speech-to-image." + "reason": "Both mention bad image output, but one is a flax pipeline numpy conversion issue and the other is a speech-to-image green image symptom; not clearly the same code path." }, { "left": "issue:1614", "right": "issue:987", "accept": false, - "reason": "Both are image corruption reports, but black-output autocast behavior and green-output speech-to-image are not the same bug." + "reason": "Both are image artifact reports, but they involve different pipelines and symptoms (black vs green output), so they are not the same bug." }, { "left": "issue:8410", "right": "issue:9825", "accept": false, - "reason": "Separate feature requests for different pipelines (TextDiffuser vs FLUX IP-Adapters)." + "reason": "Both are feature requests around pipeline support, but TextDiffuser and Flux IP-Adapter support are unrelated changes." }, { "left": "issue:4852", "right": "issue:5128", "accept": false, - "reason": "Both involve loading problems, but different loaders/models and different failure modes." + "reason": "Both are loading-related, but one is LoRA loading and the other is single-file safetensors loading for XLPipeline; different paths and issues." }, { "left": "issue:6250", "right": "issue:9856", "accept": false, - "reason": "Model loading KeyError vs distributed port-in-use connection error are unrelated." + "reason": "One is an SDXL VAE single-file KeyError, the other is a distributed port-in-use error; unrelated runtime problems." }, { "left": "issue:10382", "right": "issue:4210", "accept": false, - "reason": "Different API mismatches in different components: VAE encoder return type vs UNet attention_mask usage." + "reason": "One is a VAE encoder return-type mismatch, the other is a question about attention_mask in UNet2DConditionModel; not duplicates." }, { "left": "issue:11436", "right": "issue:9096", "accept": false, - "reason": "Both are dtype/numerics-related, but one is a Half/BFloat16 mismatch and the other is NaN output in Flux inference." + "reason": "Both involve Flux dtype/numerics, but one is a half vs bfloat16 matmul mismatch and the other is NaNs in half precision; related area, different concrete bug." }, { "left": "issue:2447", "right": "issue:5897", "accept": false, - "reason": "Generic LoRA error is too broad to equate with a specific CPU/GPU device-mismatch training bug." + "reason": "Both are LoRA-related errors, but one is generic LoRA failure and the other is a device placement bug in a specific training script." }, { "left": "issue:5829", "right": "issue:9370", "accept": false, - "reason": "Both are missing-argument crashes, but they affect different classes/functions and look like separate code paths." + "reason": "Both mention missing arguments in embedding-related code, but one is an LCM training-script crash and the other is a separate model forward signature issue." }, { "left": "issue:10453", "right": "issue:11408", "accept": false, - "reason": "Batch-size limitation in Hunyuan Video is unrelated to compiled-model adapter support." + "reason": "Batch-size limitation in Hunyuan Video and compiled-model set_adapters support are unrelated problems." }, { "left": "issue:3094", "right": "issue:6371", "accept": false, - "reason": "Training OOM and an assert in controlnet_xs example are different problems." + "reason": "One is CUDA OOM during finetuning; the other is an assertion failure in a controlnet_xs example. Same area, different issue." }, { "left": "issue:2822", "right": "issue:5881", "accept": false, - "reason": "Both compare against original repos, but they are about different pipelines and different quality regressions." + "reason": "Training convergence complaints about ControlNet and AnimateDiff quality issues are not the same bug or change." }, { "left": "issue:5254", "right": "issue:5465", "accept": false, - "reason": "Both are ControlNet/inpainting feature gaps, but not the same concrete missing capability." + "reason": "Both concern pipeline features, but multi-ControlNet support and DiffEdit inpaint_strength behavior are distinct feature requests." }, { "left": "issue:10989", "right": "issue:8464", "accept": false, - "reason": "Quantized-transformers load failure and cpu-offload seed failure are unrelated." + "reason": "One is a Flux ControlNet LoRA loading problem under quantization, the other is a SEGA cpu-offload seed failure; unrelated failures." }, { "left": "issue:4210", "right": "issue:8645", "accept": false, - "reason": "Attention-mask usage question vs missing helper function are different issues." + "reason": "An attention_mask usage question in UNet2DConditionModel and a missing helper function in single_file_utils are unrelated." }, { "left": "issue:4874", "right": "issue:5128", "accept": false, - "reason": "Both mention local-file flows, but one is a low-res scheduler bug and the other is a single-file loading error." + "reason": "Both mention loading/local usage, but one is a scheduler bug and the other is a single-file load error; different concrete problems." }, { "left": "issue:2695", "right": "issue:5997", "accept": false, - "reason": "Validation/TensorBoard training failure and SDXL tutorial type mismatch are separate bugs." + "reason": "A ControlNet training validation/reporting bug and an SDXL tutorial type mismatch are not the same underlying issue." }, { "left": "issue:3221", "right": "issue:4086", "accept": false, - "reason": "Loading attention processors and ControlNet SDXL training failure are not the same underlying bug." + "reason": "Loading attention processors and SDXL ControlNet not working are too broad and distinct to merge as duplicates." }, { "left": "issue:3296", "right": "issue:4389", "accept": false, - "reason": "Checkpoint save/load with text_encoder is distinct from ControlNetModel loading failure." + "reason": "Dreambooth checkpoint save/load behavior and ControlNetModel load errors are separate code paths." }, { "left": "issue:1231", "right": "issue:1363", "accept": false, - "reason": "Both mention LMS, but Flax scheduler support and an ONNX/community pipeline error are different contexts." + "reason": "Both mention LMS schedulers, but Flax scheduler support and an ONNX long-prompt pipeline error are different contexts and failures." }, { "left": "issue:5886", "right": "issue:7238", "accept": false, - "reason": "Face-model support and IP-Adapter masking are separate feature requests." + "reason": "One is a request to support an IP-Adapter face model, the other is IP-Adapter masking; same subsystem, different change." }, { "left": "issue:10066", "right": "issue:11432", "accept": false, - "reason": "A self.attn unpacking ValueError is not the same as the torch_dtype=\"auto\" from_pretrained bug." + "reason": "A self.attn unpacking ValueError and a torch_dtype='auto' loading issue are unrelated." }, { "left": "issue:10194", "right": "issue:7877", "accept": false, - "reason": "Flux attention masking support and Attention block out_dim support are different API changes." + "reason": "Attention masking support in Flux and adding out_dim to Attention are both attention-adjacent, but they are different API/behavior changes." }, { "left": "issue:7033", "right": "issue:7168", "accept": false, - "reason": "Warning logs about IP-Adapter masking are not the same as incorrect 4D image-embed tensors." - }, - { - "left": "issue:2875", - "right": "issue:6565", - "accept": false, - "reason": "Generic NaN loss instability and DPO diffusion loss spikes/noised samples are related only loosely, not the same bug." + "reason": "Warning logs about IP-Adapter attention masking and a 4D tensor embed-shape question are not the same bug." } ] }, @@ -30321,10 +30350,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10121", "issue:10925", @@ -30337,6 +30366,7 @@ "issue:1944", "issue:2163", "issue:2596", + "issue:2875", "issue:2947", "issue:3111", "issue:3405", @@ -30345,10 +30375,8 @@ "issue:4073", "issue:4086", "issue:4186", - "issue:4356", "issue:4969", "issue:5128", - "issue:5259", "issue:5515", "issue:5619", "issue:5892", @@ -30358,6 +30386,7 @@ "issue:6256", "issue:6439", "issue:6548", + "issue:6565", "issue:6870", "issue:7003", "issue:7119", @@ -30367,7 +30396,6 @@ "issue:7735", "issue:7757", "issue:7960", - "issue:8956", "issue:9208", "issue:9278", "issue:9501", @@ -30376,6 +30404,7 @@ "issue:9804" ], "soft_pairs": [ + "issue:2875|issue:6565", "issue:2947|issue:4073", "issue:3111|issue:3480", "issue:4969|issue:5892", @@ -30398,188 +30427,180 @@ "issue:5128|issue:6196", "issue:1944|issue:730", "issue:10925|issue:11464", - "issue:4186|issue:6870", - "issue:4356|issue:5259", - "issue:8956|issue:9804" + "issue:4186|issue:6870" ], - "prepared_review_unit_hash": "4c57284a4fb136abc4c83794c9776d80efe37d6c41c87834d64cbe0d39ba7cd6", + "prepared_review_unit_hash": "096b87ac506d9e16ac3c2d6d58c883000e95619811940065267bed3ebea637f5", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 25, - "serialized_chars": 34193, - "estimated_input_tokens": 8549, - "estimated_eval_tokens": 17354 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33337, + "estimated_input_tokens": 8335, + "estimated_eval_tokens": 16926 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a duplicate cluster: the issues span unrelated bugs, features, docs, and models. None of the soft pairs look like the same underlying problem.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue fits the group; the items are heterogeneous and the soft pairs are only superficially similar.", + "summary": "False-positive cluster: these items span many unrelated bugs/features across training, loading, docs, and model-specific failures. No PRs are present, and none of the soft pairs look like the same underlying issue.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items are not duplicates of one bug; they are a heterogeneous mix of unrelated reports.", "canonical_pr_reason": null, - "best_issue_reason": "No issue here is a clear global representative because there is no shared underlying bug/change across the set.", + "best_issue_reason": "No single issue is a safe representative for the cluster because the reports do not share one concrete root cause.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:2875", + "right": "issue:6565", + "accept": false, + "reason": "Both are training-loss problems, but one is text-to-image NaNs and the other is DPO diffusion loss spikes/noised samples; different algorithms and failure modes." + }, { "left": "issue:2947", "right": "issue:4073", "accept": false, - "reason": "Both are AttributeError reports, but they hit different code paths: missing load_attn_procs vs Tensor.astype in the IF safety checker." + "reason": "Different code paths: missing `load_attn_procs` on UNet vs DeepFloyd IF safety checker calling `astype` on a tensor." }, { "left": "issue:3111", "right": "issue:3480", "accept": false, - "reason": "Different requests in conditioning/LoRA handling; one asks for a custom encoder, the other for a scale parameter." + "reason": "One asks for a custom conditioning encoder; the other requests a scale parameter for text-encoder LoRA layers. Related area, but not the same change." }, { "left": "issue:4969", "right": "issue:5892", "accept": false, - "reason": "Both are import errors, but the missing symbols are unrelated and there is no shared failing module or fix path." + "reason": "One is a specific `CrossAttention` import failure; the other is only a generic import error with no concrete shared cause." }, { "left": "issue:3405", "right": "issue:4086", "accept": false, - "reason": "Both mention training problems, but one is about ControlNet training generally and the other about SDXL ControlNet not working; too broad to be duplicates." + "reason": "Both mention ControlNet training, but they involve different model families and symptoms; not enough to treat as one bug." }, { "left": "issue:1572", "right": "issue:3631", "accept": false, - "reason": "Both concern pipeline exceptions, but one is img2img/inpainting support in a mega pipeline and the other is a latent-input edge case." + "reason": "Both involve inpainting, but one is a broken mega pipeline for img2img/inpainting and the other is an exception when passing latents; different bugs." }, { "left": "issue:6548", "right": "issue:9558", "accept": false, - "reason": "Both involve image handling/validation, but one is RGBA latents misclassification and the other is a black tensorboard validation image." + "reason": "RGBA latents handling in `prepare_latents` is unrelated to black validation images in TensorBoard." }, { "left": "issue:5515", "right": "issue:5619", "accept": false, - "reason": "Different LCM failures: missing scheduler initialization vs AutoencodeTiny image-encoding behavior." + "reason": "LCM scheduler initialization failure is a different issue from AutoencodeTiny image-encoding behavior in LCM img2img." }, { "left": "issue:11878", "right": "issue:13105", "accept": false, - "reason": "Different Wan model failures: GGUF loading for 1.3B vs noisy output in a different Wan2.1 T2V model." + "reason": "Wan model GGUF loading/runtime failure is not the same as output noise on a different Wan2.1 T2V model." }, { "left": "issue:6256", "right": "issue:7293", "accept": false, - "reason": "Feature requests for different callbacks/pipelines; not the same change." + "reason": "Two separate feature requests in different pipelines; not one concrete bug or change." }, { "left": "issue:6439", "right": "issue:7119", "accept": false, - "reason": "Both are docs links, but one is a specific fp16 link 404 and the other is a generic invalid link report." + "reason": "Both are docs/link problems, but they reference different invalid links and pages." }, { "left": "issue:6870", "right": "issue:7735", "accept": false, - "reason": "Training/inpainting vs dataset caption-column problems; unrelated symptoms and fixes." + "reason": "`enable_vae_tiling` missing from img2img/inpaint pipelines is unrelated to a missing `caption_column` dataset field." }, { "left": "issue:9208", "right": "issue:9804", "accept": false, - "reason": "Both are ControlNet loading issues, but one is from_single_file and the other is from_pretrained with local SDXL; different loaders and failure modes." + "reason": "Both concern loading ControlNet locally, but one is `from_single_file()` for most models and the other is `from_pretrained()` for SDXL ControlNet; different APIs and failures." }, { "left": "issue:10121", "right": "issue:11185", "accept": false, - "reason": "Different model-specific generation errors (Flux high-res vs CogView4 generation), not the same bug." + "reason": "Different models and bugs: FLUX high-resolution generation vs CogView4 image-generation error." }, { "left": "issue:6016", "right": "issue:7003", "accept": false, - "reason": "Different shape/type conversion bugs in different pipelines; no shared code-path evidence." + "reason": "Shape mismatch in model conversion is a different problem from an inpaint pipeline weight-shape mismatch." }, { "left": "issue:7538", "right": "issue:9731", "accept": false, - "reason": "Both are training questions, but one is custom fill50k style data and the other is Playground2.5 LoRA guidance; not duplicates." + "reason": "One is a specific training issue on a custom Fill50k-style dataset; the other is a how-to / usage question for Playground2.5 LoRA training." }, { "left": "issue:7757", "right": "issue:7960", "accept": false, - "reason": "Both mention multi-GPU training OOM/failure, but they are separate training scripts and likely different root causes." + "reason": "Both are SDXL multi-GPU training failures, but one is a ControlNet OOM and the other is a general multi-GPU failure; not the same underlying bug." }, { "left": "issue:1315", "right": "issue:2596", "accept": false, - "reason": "Both are import/path issues, but they reference different missing API names and different versions/docs contexts." + "reason": "An import error for `PIL_INTERPOLATION` is unrelated to a documentation link mentioning a non-existing `load_image` helper." }, { "left": "issue:9278", "right": "issue:9501", "accept": false, - "reason": "Both relate to FLUX Dreambooth, but one is multigpu training and the other is delayed model saving; not the same bug." + "reason": "Both are Flux dreambooth training reports, but one is multigpu training and the other is delayed model saving; different symptoms and code paths." }, { "left": "issue:2163", "right": "issue:6130", "accept": false, - "reason": "Both involve training/load errors, but one is UNet dtype mismatch during text-to-image training and the other is LoRA loading." + "reason": "UNet dtype mismatch during text-to-image training is not the same as a LoRA loading error." }, { "left": "issue:5128", "right": "issue:6196", "accept": false, - "reason": "Both are loading failures, but one is XLPipeline single-file loading and the other is ControlNetXS Depth SDXL loading." + "reason": "Local `.safetensors` loading with XLPipeline is a different failure from loading ControlNetXS Depth SDXL." }, { "left": "issue:1944", "right": "issue:730", "accept": false, - "reason": "Both are DreamBooth training behavior reports, but one is poor prompt learning and the other is local vs Colab learning differences." + "reason": "DreamBooth random generations and DreamBooth learning locally vs Colab are not the same bug." }, { "left": "issue:10925", "right": "issue:11464", "accept": false, - "reason": "Different FLUX-related training/loading topics: Dreambooth finetune CLIPTextModel vs loading a Canny-dev LoRA into FluxControlPipeline." + "reason": "Training FLUX dev with CLIPTextModel is unrelated to loading a FLUX Canny LoRA into FluxControlPipeline." }, { "left": "issue:4186", "right": "issue:6870", "accept": false, - "reason": "Both mention inpaint/SD pipelines, but one is SDXL inpaint with refiner and the other is a missing enable_vae_tiling option." - }, - { - "left": "issue:4356", - "right": "issue:5259", - "accept": false, - "reason": "Different import/package failures: a missing dummy module in v0.19.2 vs missing model_index.json in a directory." - }, - { - "left": "issue:8956", - "right": "issue:9804", - "accept": false, - "reason": "Both are model loading issues, but one is OVStableDiffusionXLPipeline and the other is ControlNetModel.from_pretrained on local SDXL." + "reason": "Both mention inpainting, but the refiner bug and missing `enable_vae_tiling` support are distinct issues." } ] }, @@ -30598,10 +30619,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10421", "issue:1062", @@ -30613,8 +30634,6 @@ "issue:12009", "issue:1251", "issue:12529", - "issue:12612", - "issue:12699", "issue:1572", "issue:1944", "issue:2026", @@ -30623,10 +30642,12 @@ "issue:3643", "issue:3803", "issue:3954", + "issue:4356", "issue:4446", "issue:4488", "issue:4593", "issue:4975", + "issue:5259", "issue:5447", "issue:5488", "issue:5570", @@ -30647,12 +30668,14 @@ "issue:8832", "issue:8833", "issue:8900", - "issue:9164", - "issue:9227", + "issue:8956", "issue:9450", + "issue:9804", "issue:9895" ], "soft_pairs": [ + "issue:4356|issue:5259", + "issue:8956|issue:9804", "issue:11363|issue:9895", "issue:3643|issue:7378", "issue:12009|issue:12529", @@ -30674,182 +30697,180 @@ "issue:5447|issue:5619", "issue:4488|issue:5592", "issue:4593|issue:4975", - "issue:1062|issue:1944", - "issue:9164|issue:9227", - "issue:12612|issue:12699" + "issue:1062|issue:1944" ], - "prepared_review_unit_hash": "3368f84af9bf7c7088967a2046fa6af40037648ce1f7f7528e2092cb452260b6", + "prepared_review_unit_hash": "003ce2aaf05091de7e1fd3051d58dba2f425f73612d10247fc30f5c4ed869c62", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34330, - "estimated_input_tokens": 8583, - "estimated_eval_tokens": 17422 + "serialized_chars": 34296, + "estimated_input_tokens": 8574, + "estimated_eval_tokens": 17404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of diffusers/model pipeline issues; the soft pairs share broad subsystems but not the same concrete bugs, so none should be merged. The clearest representative issue is the Flux multi-GPU device-placement error.", - "confidence": 0.87, - "canonical_issue_reason": "issue:9450 is the most concrete, reproducible bug report in the set: it names FluxPipeline multi-GPU usage and an exact device-mismatch failure mode, making it a better canonical issue than the more niche or less actionable reports.", + "summary": "This cluster is mostly a loose collection of unrelated Diffusers issues. The only strong duplicate-like pair is the Flux multi-GPU device-placement error around ControlNet/transformer sharding; most other pairs are just same-subsurface or same-model-family, not the same bug.", + "confidence": 0.42, + "canonical_issue_reason": "issue:9450 is the clearest, most concrete bug report in the cluster: a reproducible FluxPipeline multi-GPU device mismatch with an explicit error message. It is also the best anchor for the one near-duplicate ControlNet/Flux multi-GPU report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:9450 is the best global issue candidate because it describes a specific runtime error, a clear affected path, and a plausible single fix target; the other items are either broader, more ambiguous, or clearly different bugs.", + "best_issue_reason": "issue:9450 best represents the cluster because it names the exact failing code path and error, and it is the most likely target for consolidation with the closest duplicate candidate.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:4356", + "right": "issue:5259", + "accept": false, + "reason": "Both are loading/import failures, but one is a missing dummy module and the other is missing model_index.json; different failure modes and code paths." + }, + { + "left": "issue:8956", + "right": "issue:9804", + "accept": false, + "reason": "Both are model loading problems, but OVStableDiffusionXLPipeline failing to load is not the same as ControlNetModel.from_pretrained failing on a local SDXL ControlNet." + }, { "left": "issue:11363", "right": "issue:9895", "accept": false, - "reason": "Both involve GPU/runtime failures, but one is a ControlNet example OOM and the other is a FluxPipeline device-mismatch regression; different bugs and fixes." + "reason": "CUDA OOM in a ControlNet inference example is different from a FluxPipeline cross-device tensor mismatch regression." }, { "left": "issue:3643", "right": "issue:7378", "accept": false, - "reason": "Both mention memory during latent decoding, but one is an INT_MAX decoding limit and the other is higher memory usage in AnimateDiff video-to-video; not the same issue." + "reason": "These are both memory-related during decoding, but one is an INT_MAX/upsample limitation and the other is higher memory use in a video-to-video decoding strategy." }, { "left": "issue:12009", "right": "issue:12529", "accept": false, - "reason": "Wan GGUF loading via from_single_file and a tiled VAE tensor-size mismatch are different failure modes in different code paths." + "reason": "Both are Wan2.2-related, but one is a from_single_file GGUF load failure and the other is a tiled VAE tensor-size mismatch." }, { "left": "issue:3803", "right": "issue:3954", "accept": false, - "reason": "Multi-GPU LoRA model sharing and scheduler step-count calculation are unrelated bugs." + "reason": "Multi-GPU training issues, but one is model replication/share across GPUs and the other is incorrect LR scheduler step counting." }, { "left": "issue:4446", "right": "issue:8900", "accept": false, - "reason": "Both are from_single_file loading reports, but one concerns custom text_encoder support and the other SDXL refiner checkpoint loading; different concrete problems." + "reason": "Both involve from_single_file loading, but custom text encoder support and loading an SDXL refiner file are different problems." }, { "left": "issue:7146", "right": "issue:7310", "accept": false, - "reason": "SDXL training OOM and defaults not working are separate training issues; no evidence they are the same bug." + "reason": "Both are SDXL training issues, but one is CUDA OOM and the other is a defaults/behavior problem in a different script." }, { "left": "issue:5488", "right": "issue:6870", "accept": false, - "reason": "A broken demo example and missing enable_vae_tiling in img2img/inpaint are different pipeline issues." + "reason": "A demo generation failure is not the same bug as missing enable_vae_tiling support in img2img/inpaint pipelines." }, { "left": "issue:7936", "right": "issue:8833", "accept": false, - "reason": "Both involve loading artifacts, but invalid JSON on a local safetensors file and missing config.json for an SD3 model are different errors." + "reason": "Local safetensors parsing as invalid JSON and missing config.json are different loading errors." }, { "left": "issue:5570", "right": "issue:5917", "accept": false, - "reason": "A missing helper function in a package release and a checkpoint conversion failure after upgrade are not the same underlying bug." + "reason": "A missing compute_snr helper in the package is unrelated to convert_ldm_unet_checkpoint failing after a version upgrade." }, { "left": "issue:10705", "right": "issue:9450", "accept": false, - "reason": "Same FluxPipeline family, but one is an inference slowdown when reusing a pipeline and the other is a multi-GPU device-placement error." + "reason": "Both mention FluxPipeline multi-GPU behavior, but one reports slower inference on reuse while the other is an explicit device-placement crash." }, { "left": "issue:10893", "right": "issue:7293", "accept": false, - "reason": "These are unrelated feature requests for different model families." + "reason": "A feature request for CogVideoX ControlNet integration is unrelated to an AudioLDM2 pipeline integration request." }, { "left": "issue:1251", "right": "issue:8832", "accept": false, - "reason": "RePaint black images on MPS and a generic crash when indexing pipe(prompt).images[0] are different failure reports." + "reason": "RePaint on MPS returning black images and a generic pipe(prompt) crash are different runtime failures." }, { "left": "issue:2875", "right": "issue:6821", "accept": false, - "reason": "Training loss NaNs and an invalid caption_column argument are unrelated." + "reason": "Training loss becoming NaN and an invalid caption_column configuration error are unrelated." }, { "left": "issue:6157", "right": "issue:6218", "accept": false, - "reason": "Both touch ControlNet/img2img, but one is ip_adapter integration and the other is batched seed handling; not the same concrete bug." + "reason": "IP-Adapter not working in ControlNetImg2Img and batched seeds not working are different ControlNet pipeline issues." }, { "left": "issue:10421", "right": "issue:11247", "accept": false, - "reason": "Both mention multi-GPU, but one reports a CPU memory leak while moving pipelines and the other a FluxTransformer2DModel distribution error with ControlNet." + "reason": "A CPU memory leak when moving pipelines across multiple GPUs is not the same as a FluxTransformer2DModel device-distribution error with ControlNet." }, { "left": "issue:1185", "right": "issue:2465", "accept": false, - "reason": "Dreambooth reproducibility complaints are related only at a high level; these are different questions and reports." + "reason": "Both are DreamBooth reproducibility complaints, but one is about reproducing paper results and the other about a training recipe for a blog." }, { "left": "issue:1572", "right": "issue:2026", "accept": false, - "reason": "Stable Diffusion Mega img2img/inpainting and PaintByExample cpu_offload are different pipeline bugs." + "reason": "A mega pipeline failing for img2img/inpainting and cpu_offload not working in PaintByExample are separate pipeline-specific issues." }, { "left": "issue:8540", "right": "issue:8555", "accept": false, - "reason": "Both are SD3 training-related, but one asks about caching embeddings/VAE reps and the other about FP8/text-encoder availability." + "reason": "Both are SD3 training-related feature asks, but caching embeddings/VAE representations is not the same as FP8/text-encoder training availability." }, { "left": "issue:5447", "right": "issue:5619", "accept": false, - "reason": "Both are img2img issues, but denoising_start with 2nd-order schedulers and AutoencodeTiny encode behavior are separate bugs." + "reason": "Both involve image-to-image behavior, but the scheduler denoising_start bug is unrelated to AutoencodeTiny encoding behavior." }, { "left": "issue:4488", "right": "issue:5592", "accept": false, - "reason": "Checkpoint-loading failures for different models and APIs; not the same underlying issue." + "reason": "An SDXL checkpoint loading bug without pipeline_class and UniDiffuser failing to load from checkpoints are different model-loading paths." }, { "left": "issue:4593", "right": "issue:4975", "accept": false, - "reason": "One is a LoRA rank validation/load failure and the other is a performance issue during LoRA loading." + "reason": "Loading an Automatic1111 LoRA with rank constraints and inefficient datatype queries during LoRA loading are not the same bug." }, { "left": "issue:1062", "right": "issue:1944", "accept": false, - "reason": "Both are Dreambooth reproducibility complaints, but they concern different model settings and symptom descriptions; too broad to treat as the same bug." - }, - { - "left": "issue:9164", - "right": "issue:9227", - "accept": false, - "reason": "Both involve train_dreambooth_lora_flux.py, but one is non-convergence of the dog example and the other is trouble running with FLUX.1-dev; different problems." - }, - { - "left": "issue:12612", - "right": "issue:12699", - "accept": false, - "reason": "Wan 2.1 latents becoming NaN and Wan 2.2 quality degrading over many prompts are not clearly the same defect." + "reason": "Both are DreamBooth reproducibility complaints, but one says it cannot repeat paper results and the other reports random results for a prompt; too broad to treat as the same bug." } ] }, @@ -30868,19 +30889,17 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10139", - "issue:10223", - "issue:10472", "issue:10671", "issue:11133", "issue:11160", - "issue:11199", - "issue:11218", + "issue:12612", + "issue:12699", "issue:13258", "issue:1434", "issue:1478", @@ -30914,7 +30933,9 @@ "issue:9026", "issue:9052", "issue:9069", + "issue:9164", "issue:9208", + "issue:9227", "issue:9237", "issue:9278", "issue:9613", @@ -30923,6 +30944,8 @@ "issue:9911" ], "soft_pairs": [ + "issue:9164|issue:9227", + "issue:12612|issue:12699", "issue:2364|issue:2480", "issue:8359|issue:9052", "issue:9237|issue:9278", @@ -30944,188 +30967,186 @@ "issue:7243|issue:7405", "issue:10139|issue:6870", "issue:1434|issue:1478", - "issue:3428|issue:5630", - "issue:10223|issue:10472", - "issue:11199|issue:11218" + "issue:3428|issue:5630" ], - "prepared_review_unit_hash": "b3d772c5608c8a78865c567fc8f55fba42c45c9c33e8ec89affa604bae821ca4", + "prepared_review_unit_hash": "fd2cb2415df01223e1826cb72b70c6fd1105cdaf362149b6e6aeeeacc44b6a39", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34464, - "estimated_input_tokens": 8616, - "estimated_eval_tokens": 17488 + "serialized_chars": 34378, + "estimated_input_tokens": 8595, + "estimated_eval_tokens": 17446 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster of unrelated Diffusers issues. The only plausible duplicate-like pair is the from_single_file checkpoint-loading regression; the rest are too semantically distant to merge.", - "confidence": 0.43, - "canonical_issue_reason": "Issue 8359 is the broadest and clearest umbrella report in the cluster: a general from_single_file regression on custom checkpoints. It best represents the only coherent subtheme here.", + "summary": "This cluster is mostly heterogeneous, but there are a couple of plausible duplicate pairs around `from_single_file` loading failures. The rest look like distinct bugs or model-specific reports rather than the same underlying issue.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 9208 is the strongest representative of the shared loader failure theme: it states the broad ControlNet `from_single_file()` loading problem, and 5577 is a concrete KeyError symptom of that path.", "canonical_pr_reason": null, - "best_issue_reason": "8359 is the strongest global representative because it names the shared loader path and the broadest failure mode, making it the best anchor for this mostly loading-related subgroup.", + "best_issue_reason": "9208 is the best issue representative because it is broad, specific, and captures the underlying `from_single_file` ControlNet loading failure more cleanly than the narrower symptom reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:9164", + "right": "issue:9227", + "accept": false, + "reason": "Both are FLUX training complaints, but one is convergence on an example and the other is a general training/run problem; not the same bug." + }, + { + "left": "issue:12612", + "right": "issue:12699", + "accept": false, + "reason": "Different WAN models and different symptoms: NaNs in latents vs degraded quality over many prompts." + }, { "left": "issue:2364", "right": "issue:2480", "accept": false, - "reason": "Both mention training scripts, but one is a generic run failure and the other is a checkpoint-folder output bug; not the same underlying defect." + "reason": "Generic training-script failure vs missing per-checkpoint `unet` folders; unrelated symptoms." }, { "left": "issue:8359", "right": "issue:9052", "accept": true, - "reason": "Both report from_single_file failing on checkpoints/civitai checkpoints; they point to the same checkpoint-loading code path and plausibly one fix." + "reason": "Both report `from_single_file` failing on non-standard/custom checkpoints, i.e. the same loader path and same underlying compatibility bug." }, { "left": "issue:9237", "right": "issue:9278", "accept": false, - "reason": "Both are Flux dreambooth training reports, but one is about a training error and the other is multi-GPU training; different concrete failure modes." + "reason": "Same broad FLUX training area, but one is a general issue and the other is specifically multi-GPU; not clearly the same defect." }, { "left": "issue:11133", "right": "issue:9613", "accept": false, - "reason": "One is a CogVideoX image-to-video pipeline bug, the other a dtype/device regression in DiffusionPipeline; unrelated code paths." + "reason": "Different pipelines and different failure modes; no clear shared code-path bug." }, { "left": "issue:5647", "right": "issue:5687", "accept": false, - "reason": "Both concern img2img/inpaint behavior at low strength, but one is SDXL inpaint strength==1 and the other is Karras duplicate timesteps; similar area, different bug." + "reason": "Both touch img2img/inpaint strength edge cases, but they describe different scheduler/pipeline failures and are not clearly the same bug." }, { "left": "issue:9026", "right": "issue:9069", "accept": false, - "reason": "These are different TypeErrors in different subsystems: load_checkpoint_and_dispatch vs ndarray type expectations." + "reason": "An unexpected keyword argument error and a NumPy type mismatch are unrelated." }, { "left": "issue:11160", "right": "issue:13258", "accept": false, - "reason": "Both are WAN I2V-related, but one is inconsistent inference on WAN 2.1 14B and the other is a missing WAN 2.2 TI2V pipeline; not the same issue." + "reason": "Both involve video models, but one is inconsistent output and the other is a missing image-to-video pipeline; not the same issue." }, { "left": "issue:6297", "right": "issue:8939", "accept": false, - "reason": "Both are model/tokenizer loading problems, but SDXL LoRA training failure and SD3 tokenizer path error are distinct bugs." + "reason": "Dreambooth training trouble vs tokenizer loading error for SD3; different problem domains." }, { "left": "issue:5577", "right": "issue:9208", - "accept": false, - "reason": "Both involve from_single_file, but one is a ControlNet key lookup error and the other is broader ControlNet loading failure; too different to treat as the same bug." + "accept": true, + "reason": "Both are ControlNet `from_single_file()` loading failures; 5577 is a specific KeyError manifestation of the broader bug in 9208." }, { "left": "issue:3101", "right": "issue:6540", "accept": false, - "reason": "Both are controlnet training issues, but one is a training example error and the other is an FSDP matmul failure; not the same defect." + "reason": "Different training errors with no shared concrete failure path." }, { "left": "issue:1672", "right": "issue:2659", "accept": false, - "reason": "One is wrong output size after ckpt-to-diffusers conversion; the other is batch-size-dependent variation in generated images. Different symptoms and causes." + "reason": "Wrong output image size after conversion vs batch-size-dependent variation; not the same underlying bug." }, { "left": "issue:5593", "right": "issue:6069", "accept": false, - "reason": "AutoPipeline.from_pipe ControlNet handling and DPM++ add_noise t=0 failure are unrelated." + "reason": "`AutoPipeline.from_pipe` ControlNet issue vs scheduler `add_noise` failure at `t=0`; unrelated." }, { "left": "issue:4255", "right": "issue:5881", "accept": false, - "reason": "Both are quality complaints, but one is general SD output quality vs sd-webui and the other is animatediff quality; too broad and not the same change." + "reason": "Both are quality complaints, but they reference different models and no common code-path bug." }, { "left": "issue:10671", "right": "issue:8909", "accept": false, - "reason": "Deterministic dtype/device behavior in DiffusionPipeline and saving text_encoder_ti in dreambooth training are unrelated." + "reason": "Deterministic device/dtype lookup issue vs saving `text_encoder_ti`; unrelated." }, { "left": "issue:1976", "right": "issue:3812", "accept": false, - "reason": "Tokenizer config path resolution and missing controlnet config keys are separate loading/config issues." + "reason": "Tokenizer file lookup error vs missing `controlnet` config key; unrelated." }, { "left": "issue:9768", "right": "issue:9911", "accept": false, - "reason": "A torch/CuDNN SDPA NaN regression is not the same as multi-ControlNet layer-length mismatch in Flux." + "reason": "NaN/SDPA backend issue vs multi-ControlNet shape mismatch; different failures." }, { "left": "issue:1572", "right": "issue:2439", "accept": false, - "reason": "StableDiffusionMega img2img/inpainting support and a general inpainting pipeline loading/running issue are not the same concrete bug." + "reason": "Both mention inpainting, but one is a mega pipeline limitation and the other is a general inpainting pipeline loading/running issue." }, { "left": "issue:6250", "right": "issue:9667", "accept": false, - "reason": "Both mention model loading, but SDXL VAE single-file loading and Flux FP8 local transformer loading are different paths." + "reason": "SDXL VAE single-file loading vs FLUX fp8 local transformer loading; unrelated." }, { "left": "issue:7243", "right": "issue:7405", "accept": false, - "reason": "A paper/model request (ResAdapter) and a new model request (DynamiCrafter) are not duplicates." + "reason": "Different model announcements, not duplicate bugs." }, { "left": "issue:10139", "right": "issue:6870", "accept": false, - "reason": "UNet sample_size pipeline-init bug and missing enable_vae_tiling in img2img/inpaint are unrelated." + "reason": "UNet sample-size init bug vs missing `enable_vae_tiling` on img2img/inpaint pipelines; unrelated." }, { "left": "issue:1434", "right": "issue:1478", "accept": false, - "reason": "Upscale OOM at larger sizes and inability to handle more than one output image are different pipeline constraints." + "reason": "Same upscale pipeline, but different concrete bugs: OOM at larger sizes vs inability to output more than one image." }, { "left": "issue:3428", "right": "issue:5630", "accept": false, - "reason": "An unexpected img2img pipeline result and LMS leftover noise in SDXL img2img are separate behavior reports." - }, - { - "left": "issue:10223", - "right": "issue:10472", - "accept": false, - "reason": "A question about obtaining a LoRA ID in inference and a lora_bias constructor TypeError are not the same issue." - }, - { - "left": "issue:11199", - "right": "issue:11218", - "accept": false, - "reason": "Import failure for onnx_utils and missing CogView4LoraLoaderMixin are distinct import errors in different modules." + "reason": "General unexpected img2img result vs scheduler noise leftover in SDXL img2img; not the same defect." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The cluster is indeed mostly heterogeneous, and the 8359/9052 from_single_file pair is the only clearly mergeable duplicate-like pair from the titles. No obvious overstatement in the soft-edge calls." + "feedback": "The summary is grounded in the packet: issue 9208 is a reasonable canonical representative for the ControlNet `from_single_file()` loader failures, and the two accepted soft pairs both look like the same bug family from the titles alone. The remaining pairs are handled conservatively as distinct or only loosely related, without overclaiming evidence. No PR-pair mergeability concerns apply here since these are issues, not PRs." }, "evaluator_used": true, "retried": false, @@ -31141,19 +31162,22 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10144", + "issue:10223", "issue:10317", + "issue:10472", + "issue:11199", + "issue:11218", "issue:11298", "issue:11351", "issue:2052", "issue:255", "issue:2844", - "issue:3222", "issue:3377", "issue:3382", "issue:3461", @@ -31172,15 +31196,12 @@ "issue:4885", "issue:5544", "issue:5603", - "issue:6107", "issue:6112", "issue:6154", "issue:6157", - "issue:6176", "issue:6517", "issue:6524", "issue:6610", - "issue:7049", "issue:7568", "issue:7619", "issue:8485", @@ -31195,6 +31216,8 @@ "issue:9856" ], "soft_pairs": [ + "issue:10223|issue:10472", + "issue:11199|issue:11218", "issue:3377|issue:3539", "issue:5544|issue:6517", "issue:6157|issue:6524", @@ -31216,182 +31239,180 @@ "issue:5603|issue:9410", "issue:6112|issue:7568", "issue:4402|issue:6610", - "issue:3461|issue:3584", - "issue:3222|issue:6176", - "issue:6107|issue:7049" + "issue:3461|issue:3584" ], - "prepared_review_unit_hash": "750f84324e240f7bd30d5ffafc554cb5d2dd69a78fca60c7668f0a431c2f80d3", + "prepared_review_unit_hash": "720623ece6ca7f45e63738ef655342fb0e49e4c51269d2721d35ffabeda620a2", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33860, - "estimated_input_tokens": 8465, - "estimated_eval_tokens": 17186 + "serialized_chars": 33979, + "estimated_input_tokens": 8495, + "estimated_eval_tokens": 17246 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft pairs are mostly false positives driven by generic diffusers boilerplate and shared keywords; they span different pipelines, scripts, model families, and failure modes, so they should not be merged as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue stands out because the set is heterogeneous. If one must be chosen as the best anchor, issue:7619 is the strongest concrete bug report with a specific repro path and substantial discussion.", + "summary": "Loose, heterogeneous cluster of unrelated Diffusers issues (LoRA/inference, import errors, training scripts, video pipelines, and runtime edge cases). No single underlying bug/change stands out as a true duplicate target.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:7619 is the most representative standalone bug report here: it is specific to a concrete training script code path, clearly describes the failure mode, and has strong discussion/activity.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:10223", + "right": "issue:10472", + "accept": false, + "reason": "Different problems: one asks where to get a LoRA ID for inference, the other reports a constructor TypeError on `lora_bias`." + }, + { + "left": "issue:11199", + "right": "issue:11218", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols/modules (`onnx_utils` vs `CogView4LoraLoaderMixin`)." + }, { "left": "issue:3377", "right": "issue:3539", "accept": false, - "reason": "Both are training-related questions, but one is about SNR weighting and the other about main_process_first; different topics and no shared bug." + "reason": "`SNR weighting optimization` is a training-method question; `main_process_first` is an API usage question." }, { "left": "issue:5544", "right": "issue:6517", "accept": false, - "reason": "Different code paths: FreeU disable handling vs an import failure in controlnet SDXL single-file loading." + "reason": "Both are pipeline errors, but one is about FreeU disable handling and the other is a controlnet SDXL import failure." }, { "left": "issue:6157", "right": "issue:6524", "accept": false, - "reason": "One is about IP-Adapter not working in ControlNetImg2ImgPipeline; the other is LoRA failing on a second load. Different features and bugs." + "reason": "Both mention LoRA, but one is about IP-Adapter not working in a controlnet pipeline, the other about reloading LoRA a second time." }, { "left": "issue:8645", "right": "issue:9141", "accept": false, - "reason": "Both mention single-file utilities, but one reports a missing helper function and the other a missing from_single_file API on FluxPipeline." + "reason": "Different single-file utility problems: missing controlnet model converter vs missing `FluxPipeline.from_single_file()`." }, { "left": "issue:11298", "right": "issue:8649", "accept": false, - "reason": "LoRA hotswapping PEFT key error is unrelated to SD3 num_images_per_prompt being ignored/errored." + "reason": "`11298` is a LoRA hotswap PEFT key collision; `8649` is an SD3 `num_images_per_prompt` regression." }, { "left": "issue:2052", "right": "issue:4450", "accept": false, - "reason": "Textual inversion resume-from-checkpoint and multi-text-inversion not working are different issues in related scripts, not the same bug." + "reason": "Both are textual inversion related, but one is checkpoint resume support and the other is multi-text-inversion example malfunction." }, { "left": "issue:3884", "right": "issue:4639", "accept": false, - "reason": "Different training scripts and failure modes: train_text_to_image_lora error vs dataloader multiprocessing error in train_instruct_pix2pix_sdxl." + "reason": "Both involve training scripts, but one is `train_text_to_image_lora.py` and the other is a multiprocessing data loader error in `train_instruct_pix2pix_sdxl.py`." }, { "left": "issue:10317", "right": "issue:8879", "accept": false, - "reason": "Both involve torch.compile, but they affect different pipelines and failure conditions (StableVideoDiffusion vs StableDiffusionXL+cudagraph)." + "reason": "Both are `torch.compile` issues, but one is on StableVideoDiffusionPipeline with different images and the other is SDXL cudagraph failure." }, { "left": "issue:3694", "right": "issue:8885", "accept": false, - "reason": "One is about missing model/config files in a finetuning example; the other is clip-retrieval installation and modifier-token loading." + "reason": "`3694` is about missing model/config files in a finetuning example; `8885` is about installing clip-retrieval and loading a modifier token." }, { "left": "issue:3382", "right": "issue:3885", "accept": false, - "reason": "One is a multi-GPU OOM in a training script; the other is a general question about reducing VRAM usage." + "reason": "Same training script family, but one is multi-GPU OOM behavior and the other is a general VRAM reduction question." }, { "left": "issue:255", "right": "issue:2844", "accept": false, - "reason": "Different pipelines and errors: UNet block height/width validation vs passing image embeddings into StableUnCLIPImg2ImgPipeline." + "reason": "Both are pipeline runtime errors, but they affect different code paths: image size validation in StableDiffusion vs explicit image embeddings in StableUnCLIPImg2Img." }, { "left": "issue:6154", "right": "issue:9856", "accept": false, - "reason": "SDXL LoRA training on M2 Mac Mini and distributed port-collision errors are unrelated." + "reason": "`6154` is an M2 Mac Mini SDXL LoRA training issue; `9856` is a distributed port conflict." }, { "left": "issue:4638", "right": "issue:4885", "accept": false, - "reason": "Both concern LoRA/textual inversion loading, but one is SDXL textual inversion loading and the other is SDXL ControlNetImg2Img LoRA loading." + "reason": "Both concern textual inversion/LoRA loading, but one is SDXL textual inversion support and the other is SDXL ControlNet img2img LoRA loading." }, { "left": "issue:9320", "right": "issue:9556", "accept": false, - "reason": "Both discuss saved adapter/model handling, but they involve different training modes and failure mechanisms (custom diffusion vs rslora)." + "reason": "Both are LoRA save/load problems, but one is custom diffusion finetune persistence and the other is rslora model save/load behavior." }, { "left": "issue:4306", "right": "issue:5544", "accept": false, - "reason": "StableDiffusionReferencePipeline list-index error is unrelated to FreeU disable handling in SDXL." + "reason": "Different pipeline bugs: list index error in StableDiffusionReferencePipeline vs FreeU disable handling in SDXL." }, { "left": "issue:10144", "right": "issue:11351", "accept": false, - "reason": "Different models and problems: Mochi output quality vs Wan i2v processor datatype behavior." + "reason": "Both are video-related, but one compares Mochi video quality and the other is a datatype question for Wan i2v preprocessing." }, { "left": "issue:4241", "right": "issue:8485", "accept": false, - "reason": "These are separate feature requests for LoRA support on different model families, not duplicates." + "reason": "One asks about supporting LoRA fine-tuning for unidiffusers; the other is a feature request for SD3 LoRA." }, { "left": "issue:4256", "right": "issue:7619", "accept": false, - "reason": "Both are DreamBooth training issues, but they describe different scripts, model variants, and error conditions." + "reason": "Both are training failures, but one is SDXL Dreambooth and the other is a number-of-channels error in Dreambooth." }, { "left": "issue:5603", "right": "issue:9410", "accept": false, - "reason": "Distinct import problems affecting different symbols and modules." + "reason": "Both are import errors, but they involve different missing exports (`is_safetensors_available` vs `StableDiffusion3ControlNetInpaintingPipeline`)." }, { "left": "issue:6112", "right": "issue:7568", "accept": false, - "reason": "One reports noisy SDXL-Turbo outputs; the other asks about prompt tokens for interpolation. Not the same bug." + "reason": "`6112` is about SDXL-Turbo output quality; `7568` is about using prompt tokens for interpolation. Different behavior and API usage." }, { "left": "issue:4402", "right": "issue:6610", "accept": false, - "reason": "Both involve from_single_file on inpainting pipelines, but one is a usage/runtime error and the other is num_in_channels being ignored." + "reason": "Both involve SDXL inpaint single-file loading, but one is a `from_single_file()` usage problem and the other is `num_in_channels` having no effect." }, { "left": "issue:3461", "right": "issue:3584", "accept": false, - "reason": "DreamBooth performance/vRAM comparison vs tutorial failure are different issues; the overlap is only the broad training area." - }, - { - "left": "issue:3222", - "right": "issue:6176", - "accept": false, - "reason": "Custom diffusion missing output artifact and DreamBooth LoRA load failure are unrelated training workflows." - }, - { - "left": "issue:6107", - "right": "issue:7049", - "accept": false, - "reason": "An environment-specific IP-Adapter app issue on EC2 is not the same as a basic example unpacking error." + "reason": "Both are DreamBooth-related, but one is a performance/memory comparison and the other is a tutorial failure." } ] }, @@ -31410,10 +31431,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10302", "issue:10608", @@ -31426,8 +31447,6 @@ "issue:11642", "issue:11702", "issue:11989", - "issue:13281", - "issue:13488", "issue:1363", "issue:1614", "issue:1709", @@ -31435,14 +31454,16 @@ "issue:2359", "issue:2495", "issue:2603", + "issue:3222", "issue:3631", - "issue:3764", "issue:4241", "issue:4788", "issue:5254", "issue:5540", "issue:5670", - "issue:6096", + "issue:6107", + "issue:6176", + "issue:7049", "issue:7159", "issue:7221", "issue:7431", @@ -31465,6 +31486,8 @@ "issue:9895" ], "soft_pairs": [ + "issue:3222|issue:6176", + "issue:6107|issue:7049", "issue:11014|issue:2089", "issue:7431|issue:9237", "issue:11247|issue:7682", @@ -31486,182 +31509,180 @@ "issue:8511|issue:8828", "issue:9187|issue:9861", "issue:9514|issue:9667", - "issue:11642|issue:11989", - "issue:13281|issue:13488", - "issue:3764|issue:6096" + "issue:11642|issue:11989" ], - "prepared_review_unit_hash": "847b646e82cd970a183c37c874bc48e942e6ad225788dd5a127f57d9a2c75581", + "prepared_review_unit_hash": "757feb029606b016f9fa44d0173e696bae5574164ed19d2c62984222e88b7bcf", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34130, - "estimated_input_tokens": 8533, - "estimated_eval_tokens": 17322 + "serialized_chars": 34079, + "estimated_input_tokens": 8520, + "estimated_eval_tokens": 17296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly separate diffusers bugs around offloading/device placement, training, quantization, and torch.compile. The only strong common thread is a broad class of offloading-related failures, but the pairings are not duplicates and should stay separate.", - "confidence": 0.88, - "canonical_issue_reason": "issue:13488 is the broadest and most representative offloading regression report in the set; it covers a general device/offloading breakage rather than a model-specific symptom.", + "summary": "This cluster is heterogeneous: the items span FP8 inference noise, LoRA loading/training, SD3/Flux device and offload errors, OOMs, and unrelated pipeline-specific bugs. None of the soft pairs look like true duplicates of the same concrete bug.", + "confidence": 0.96, + "canonical_issue_reason": "issue:9895 is the most concrete, actionable bug report in the set: a specific FluxPipeline inference device-mismatch regression with a clear error message and likely single code path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:13488 is the best umbrella issue for this cluster because it matches the shared offloading/device-mismatch theme more than the narrower model- or task-specific reports.", + "best_issue_reason": "issue:9895 is the best representative because it has the clearest repro, explicit error, and a focused inference-path failure; the rest of the items are too diverse to serve as a stronger cluster anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:3222", + "right": "issue:6176", + "accept": false, + "reason": "Different failure modes: missing training output file vs error loading LoRA weights after DreamBooth training." + }, + { + "left": "issue:6107", + "right": "issue:7049", + "accept": false, + "reason": "Both mention IP-Adapter usage, but one is environment-specific and the other is a tensor shape/unpack bug in a basic example; not the same underlying defect." + }, { "left": "issue:11014", "right": "issue:2089", "accept": false, - "reason": "Both mention OOM, but one is inference on Colab A100 and the other is DreamBooth training; different workflows and failure modes." + "reason": "Both are OOM-related, but they involve different models, workflows, and contexts; too broad to be duplicates." }, { "left": "issue:7431", "right": "issue:9237", "accept": false, - "reason": "Both involve LoRA training, but one is DoRA with text encoder and the other is Flux Dreambooth/LoRA; different model/training paths." + "reason": "Both are Flux training issues, but one is DoRA/text-encoder training and the other is Flux Dreambooth LoRA training; distinct problems." }, { "left": "issue:11247", "right": "issue:7682", "accept": false, - "reason": "Both are multi-GPU related, but one is FluxTransformer2DModel with ControlNet and the other is SD1.5 on weaker GPUs; not the same bug." + "reason": "Both concern multi-GPU usage, but one is FluxTransformer2DModel with controlnet and the other is SD1.5 on multiple GPUs; not the same bug." }, { "left": "issue:8556", "right": "issue:8644", "accept": false, - "reason": "Both hit meta-tensor/offload errors, but one is SD3 from_single_file loading and the other is separately loading the T5 encoder with sequential/model CPU offload." + "reason": "Both involve meta tensor/offload issues in SD3 loading, but one is from_single_file and the other is separately loading the T5 encoder with sequential/model CPU offload; closely related, but not clearly the same defect." }, { "left": "issue:10795", "right": "issue:7159", "accept": false, - "reason": "Both mention torch.compile, but one is GGUF loading via from_single_file and the other is LoRA fusion compile failure; different concrete code paths." + "reason": "Both mention torch.compile and GGUF/LoRA, but one is GGUF from_single_file loading and the other is fused LoRA compilation; different code paths." }, { "left": "issue:5254", "right": "issue:962", "accept": false, - "reason": "Both concern inpaint pipelines, but one is Multi-ControlNet support and the other is unsupported image size; unrelated changes." + "reason": "Both are inpaint-related, but one is multi-ControlNet support and the other is size limitations in new inpaint pipelines; different changes." }, { "left": "issue:10972", "right": "issue:11702", "accept": false, - "reason": "Both are LoRA-loading errors, but one is OneTrainer Flux LoRA weights and the other is AccVid LoRA keys; different serialization formats." + "reason": "Both are LoRA loading errors, but they target different model/tooling formats: OneTrainer Flux LoRAs vs AccVid LoRA keys." }, { "left": "issue:4788", "right": "issue:5540", "accept": false, - "reason": "Both are generic OOM reports, but one is SD XL inpaint on 6 GB VRAM and the other is inference OOM more generally; not the same underlying defect." + "reason": "Both are OOM reports, but they are generic and context differs; no evidence of the same code-path issue." }, { "left": "issue:8673", "right": "issue:8708", "accept": false, - "reason": "One is missing SD3 attention masks; the other is a missing vae.config.shift_factor in training examples. Different SD3 issues." + "reason": "One is missing attention masks for SD3 padding tokens; the other is missing vae.config.shift_factor in dreambooth examples. Different bugs." }, { "left": "issue:2603", "right": "issue:5670", "accept": false, - "reason": "Both are non-square image generation bugs, but they involve different pipelines (Attend-And-Excite vs PixArtAlpha) and likely separate validation logic." + "reason": "Both are non-square image generation failures, but they are different pipelines (Attend-And-Excite vs PixArtAlpha) and likely separate constraints/bugs." }, { "left": "issue:1100", "right": "issue:1709", "accept": false, - "reason": "These are both attribute/type errors, but one is a CLIPTextTransformer device attribute issue and the other is a Tensor.astype ONNX error." + "reason": "One is a CLIPTextTransformer device attribute exception; the other is an ONNX img2img Tensor.astype error. Different frameworks and failures." }, { "left": "issue:10302", "right": "issue:9895", "accept": false, - "reason": "Both mention FP8/device issues in Flux inference, but one is noise without CPU offloading and the other is a specific cuda/cpu mismatch after a commit; not clearly the same bug." + "reason": "Both are inference-time issues, but one is FP8 noise without CPU offloading and the other is a device placement mismatch in FluxPipeline; related theme, not same bug." }, { "left": "issue:1614", "right": "issue:2495", "accept": false, - "reason": "Both produce black images, but one is Stable Diffusion 2.1 under autocast and the other is MPS upscale pipeline; distinct execution environments and causes." + "reason": "Both produce black images, but one is SD2.1 with autocast and the other is MPS UpscalePipeline; not enough to treat as the same defect." }, { "left": "issue:2359", "right": "issue:4241", "accept": false, - "reason": "These are unrelated feature requests: latent output_type for img2img versus fine-tuning unidiffusers with LoRA." + "reason": "Different feature requests: latent output_type support vs LoRA support for unidiffusers." }, { "left": "issue:11133", "right": "issue:9637", "accept": false, - "reason": "Both are attention-related failures, but one is a CogVideoX image-to-video pipeline bug and the other is XFormers bfloat16 attention-mask shape handling." + "reason": "Both mention image generation / attention behavior, but one is a CogVideoX pipeline bug and the other is an xFormers attention-mask failure with bfloat16; not duplicates." }, { "left": "issue:10608", "right": "issue:7441", "accept": false, - "reason": "One is a HunyuanVideoPipeline multi-GPU problem; the other is a pytest/python3.12 environment issue. No shared bug." + "reason": "Multi-GPU pipeline runtime issue vs pytest failing on Python 3.12; unrelated." }, { "left": "issue:1363", "right": "issue:3631", "accept": false, - "reason": "Both involve pipeline/runtime errors, but one is an ONNX scheduler issue and the other is inpainting with provided latents; different code paths." + "reason": "One is an ONNX scheduler error for long prompt weighting; the other is an inpainting latents exception. Different pipelines and triggers." }, { "left": "issue:7221", "right": "issue:7616", "accept": false, - "reason": "Both mention artifacts/noise, but one is a specific FP16 model producing noisy pictures and the other is low-denoise img2img artifacts; not the same defect." + "reason": "Both involve bad image output, but one is a noisy model file inference report and the other is low-denoise img2img artifacts; not the same bug." }, { "left": "issue:8511", "right": "issue:8828", "accept": false, - "reason": "Both are SD3 training issues, but one is text encoders not being unloaded in scripts and the other is a generic 16GB training error; too broad to merge." + "reason": "Both concern SD3 training, but one is text encoder unloading and the other is a 16GB training error; different failure modes." }, { "left": "issue:9187", "right": "issue:9861", "accept": false, - "reason": "Both are Flux/SDXL-related, but one is IP-Adapter loading after Kolors update and the other is Flux training not updating the transformer; different subsystems." + "reason": "One is IP-Adapter broken after Kolors update with image_encoder_folder=None; the other is Flux training not updating transformer weights. Distinct issues." }, { "left": "issue:9514", "right": "issue:9667", "accept": false, - "reason": "Both concern Flux fp8 loading, but one is inability to load LoRA weights after fp8 quantization and the other is loading the fp8 model with a local transformer file; separate failures." + "reason": "Both mention Flux FP8 loading, but one is LoRA weights after FP8 quantisation and the other is a local transformer_flux.py loading error; not the same underlying bug." }, { "left": "issue:11642", "right": "issue:11989", "accept": false, - "reason": "One is a FluxPriorReduxPipeline scaling parameter having no effect; the other is a black inference image with unclear weight issues. Different symptoms and likely causes." - }, - { - "left": "issue:13281", - "right": "issue:13488", - "accept": false, - "reason": "Both are offloading/device-mismatch related, but one is torchao quantized models with use_stream=True in Qwen image and the other is a general diffusers dev0 offloading regression; not the same concrete bug." - }, - { - "left": "issue:3764", - "right": "issue:6096", - "accept": false, - "reason": "Both involve torch.compile failures, but one is interpreter-shutdown futures scheduling and the other is SVD DynamicOutputShapeException; unrelated compile errors." + "reason": "FluxPriorRedux prompt_embeds_scale has no effect vs a pure black inference image; different behavior and likely different fixes." } ] }, @@ -31680,10 +31701,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10025", "issue:10712", @@ -31691,6 +31712,8 @@ "issue:11208", "issue:12535", "issue:12565", + "issue:13281", + "issue:13488", "issue:1500", "issue:2161", "issue:2554", @@ -31701,18 +31724,18 @@ "issue:3238", "issue:3468", "issue:3761", + "issue:3764", "issue:3915", "issue:4094", "issue:4282", - "issue:4419", "issue:4520", - "issue:4578", "issue:460", "issue:5399", "issue:5429", "issue:5565", "issue:5873", "issue:5932", + "issue:6096", "issue:6196", "issue:6250", "issue:6283", @@ -31724,7 +31747,6 @@ "issue:7480", "issue:7982", "issue:8540", - "issue:861", "issue:8788", "issue:8886", "issue:9306", @@ -31734,6 +31756,8 @@ "issue:9895" ], "soft_pairs": [ + "issue:13281|issue:13488", + "issue:3764|issue:6096", "issue:3097|issue:7480", "issue:6283|issue:7168", "issue:2704|issue:4282", @@ -31755,182 +31779,180 @@ "issue:5873|issue:6685", "issue:12535|issue:12565", "issue:9343|issue:9803", - "issue:5932|issue:9497", - "issue:3761|issue:861", - "issue:4419|issue:4578" + "issue:5932|issue:9497" ], - "prepared_review_unit_hash": "d7b9cf03646d9d2aae665f6b4f5cfe6c99b4bd0c4c1f416c74ce7cb6a868b11b", + "prepared_review_unit_hash": "dc0ff4830ce6cf3cd29f1ce5eec357ff101696c6a9bfdfe41f265458d29de016", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33610, - "estimated_input_tokens": 8403, - "estimated_eval_tokens": 17062 + "serialized_chars": 34282, + "estimated_input_tokens": 8571, + "estimated_eval_tokens": 17398 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated issue reports across different pipelines/models; the soft matches are superficial title similarity, not the same underlying bug. No PRs are present.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #9343 is the most substantive and current bug report in the set, with detailed repros around a concrete Flux loading failure; it is the best single issue to represent the cluster, even though the cluster itself is not a true duplicate set.", + "summary": "The cluster is highly heterogeneous and mostly contains near-miss similarity pairs across different models, loaders, and failure modes. Most soft pairs are not true duplicates; the only broadly representative issue is the open offloading regression report.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 13488 is the broadest, most representative open report in the cluster: it describes a general offloading regression rather than a single model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "#9343 is a strong representative because it is an active, detailed Flux regression report with clear symptoms and environment context.", + "best_issue_reason": "Issue 13488 is the best global issue anchor because it captures the shared offloading/device-placement theme more generally than the narrower model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:13281", + "right": "issue:13488", + "accept": false, + "reason": "Both mention offloading/device placement, but 13281 is a torchao-quantized Qwen-image use_stream/device-mismatch case and 13488 is a broader diffusers offloading regression; not the same bug." + }, + { + "left": "issue:3764", + "right": "issue:6096", + "accept": false, + "reason": "Both are torch.compile failures, but one is a backend shutdown error and the other is a dynamic-output-shape exception; different code paths." + }, { "left": "issue:3097", "right": "issue:7480", "accept": false, - "reason": "Textual inversion loading and DeepFloyd OOM are unrelated failure modes in different features." + "reason": "load_textual_inversion doing nothing and an OOM in DeepFloyd IF are unrelated failures." }, { "left": "issue:6283", "right": "issue:7168", "accept": false, - "reason": "ControlNet img2img strength=0 behavior and IP-Adapter image embeds are different pipeline/component issues." + "reason": "ControlNet img2img strength=0 behavior and IP-Adapter embed shape handling are different issues." }, { "left": "issue:2704", "right": "issue:4282", "accept": false, - "reason": "Both mention Multi-ControlNet, but one is batch processing and the other is adding the pipeline itself; not the same bug." + "reason": "One is a batch-processing request, the other is adding the Multi-ControlNet pipeline; related area but not the same underlying change." }, { "left": "issue:2780", "right": "issue:3238", "accept": false, - "reason": "FP16 gradient unscale during LoRA training and LoRA safetensor conversion are unrelated." + "reason": "FP16 gradient unscale training failure and LoRA safetensor conversion are unrelated." }, { "left": "issue:1500", "right": "issue:3761", "accept": false, - "reason": "Community pipeline compatibility with a diffusers release is unrelated to loading multiple community pipelines in one process." + "reason": "Community pipeline API incompatibility and loading two community pipelines in one process are different problems." }, { "left": "issue:3468", "right": "issue:5565", "accept": false, - "reason": "Missing model_index.json in DreamBooth output is unrelated to an SDXL LoRA DreamBooth script not running." + "reason": "Missing model_index.json generation and inability to run the SDXL LoRA DreamBooth script are distinct DreamBooth issues." }, { "left": "issue:10712", "right": "issue:7210", "accept": false, - "reason": "StableDiffusion3 prompt_embeds runtime error and missing named_parameters on a pipeline are different code paths." + "reason": "SD3 prompt_embeds runtime failure and accelerate dispatch missing named_parameters affect different models/code paths." }, { "left": "issue:3065", "right": "issue:4094", "accept": false, - "reason": "DreamBooth text-encoder LoRA support and T2I adapter training are different feature requests." + "reason": "Text-encoder LoRA support for DreamBooth and a T2I adapters training script are separate feature requests." }, { "left": "issue:6196", "right": "issue:6250", "accept": false, - "reason": "ControlNetXS depth loading and SDXL VAE single-file loading are unrelated model-loading problems." + "reason": "ControlNetXS loading failure and SDXL VAE single-file KeyError are different loader bugs." }, { "left": "issue:10025", "right": "issue:8886", "accept": false, - "reason": "Flux attention mask support and AuraFlow SDPA attention-mask propagation are separate model-specific issues." + "reason": "Both are attention-mask issues, but Flux vs Auraflow means different model implementations and likely separate fixes." }, { "left": "issue:6811", "right": "issue:7009", "accept": false, - "reason": "Missing model_index.json for i2vgen-xl and poor results from a text-to-video model are not the same defect." + "reason": "Missing i2vgen-xl model_index.json and poor text-to-video generation quality are not the same issue." }, { "left": "issue:9306", "right": "issue:9895", "accept": false, - "reason": "Both are CogVideoX/Flux device-selection style reports, but they concern different pipelines and regressions." + "reason": "CogVideoX wrong-device selection and Flux device mismatch after a commit are related only at a high level, not the same concrete bug." }, { "left": "issue:2161", "right": "issue:5399", "accept": false, - "reason": "LoRA training on an inpainting model and dtype mismatch during custom inpainting inference are distinct problems." + "reason": "LoRA training on inpainting and a dtype mismatch during custom inpainting inference are different failures." }, { "left": "issue:3915", "right": "issue:4520", "accept": false, - "reason": "torch.compile not working for text-to-video pipelines is unrelated to LoRA scaling with attention slicing." + "reason": "torch.compile failing on text-to-video and LoRA scale not working with attention slicing are unrelated." }, { "left": "issue:11208", "right": "issue:8788", "accept": false, - "reason": "MultiControlNet support in SD3 inpainting and SD3 VAE tiling for non-power-of-two images are different bugs." + "reason": "SD3 ControlNet inpainting support and VAE tiling on non-power-of-two images are different SD3 limitations." }, { "left": "issue:2554", "right": "issue:460", "accept": false, - "reason": "Unreleased accelerate version requirement and ONNXRuntime CPU/CUDA dependency are unrelated packaging issues." + "reason": "An accelerate version requirement and an ONNX Runtime dependency issue are unrelated dependency problems." }, { "left": "issue:10797", "right": "issue:7982", "accept": false, - "reason": "HunyuanVideo group offloading and MultiControlNet from_pipe behavior are separate pipeline/component problems." + "reason": "HunyuanVideo group offloading and MultiControlNet from_pipe behavior are different pipeline features." }, { "left": "issue:5429", "right": "issue:8540", "accept": false, - "reason": "Supporting models without VAE in examples and SD3 dreambooth embedding/VAE caching are different training/example concerns." + "reason": "Supporting models without a VAE in examples and SD3 DreamBooth embedding/vae caching are not the same change." }, { "left": "issue:5873", "right": "issue:6685", "accept": false, - "reason": "ONNX export failure for scaled_dot_product_attention and DreamBooth output_dir path handling are unrelated." + "reason": "ONNX export support for scaled_dot_product_attention and absolute output_dir handling in DreamBooth are unrelated." }, { "left": "issue:12535", "right": "issue:12565", "accept": false, - "reason": "Wan2.2 Lightning LoRA loading and Wan2.1 i2v running issues are different model/version reports." + "reason": "Wan2.2 lightning LoRA loading and a Wan2.1 i2v running issue are different version-specific problems." }, { "left": "issue:9343", "right": "issue:9803", "accept": false, - "reason": "Both are Flux-related, but one is a low_cpu_mem_usage / mismatched sizes load error and the other is LoRA loading failure." + "reason": "Both involve Flux loading, but one is a model-loading flag regression and the other is a LoRA loading failure; not the same bug." }, { "left": "issue:5932", "right": "issue:9497", "accept": false, - "reason": "Channel mismatch in an inpainting model and a Flux DreamBooth mat2 shape error are unrelated runtime failures." - }, - { - "left": "issue:3761", - "right": "issue:861", - "accept": false, - "reason": "Loading two community pipelines in one process and ckpt-to-diffusers conversion are different issues." - }, - { - "left": "issue:4419", - "right": "issue:4578", - "accept": false, - "reason": "Offset-noise inference mismatch and a documentation bug about VAE usage are not the same change or bug." + "reason": "Channel-mismatch in inpainting and Flux DreamBooth matmul shape errors are unrelated." } ] }, @@ -31949,10 +31971,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10165", "issue:10674", @@ -31962,22 +31984,21 @@ "issue:11247", "issue:11298", "issue:11370", - "issue:1251", "issue:1539", - "issue:1614", "issue:2412", "issue:2459", "issue:2674", - "issue:307", "issue:3431", "issue:3487", "issue:3566", - "issue:4080", + "issue:3761", "issue:4256", "issue:4324", "issue:4398", + "issue:4419", "issue:4436", "issue:4468", + "issue:4578", "issue:4806", "issue:5259", "issue:5502", @@ -31996,6 +32017,7 @@ "issue:8405", "issue:8440", "issue:8507", + "issue:861", "issue:8626", "issue:8667", "issue:9023", @@ -32004,6 +32026,8 @@ "issue:9546" ], "soft_pairs": [ + "issue:3761|issue:861", + "issue:4419|issue:4578", "issue:4468|issue:9023", "issue:5259|issue:7936", "issue:6382|issue:8626", @@ -32026,188 +32050,186 @@ "issue:3431|issue:3487", "issue:6008|issue:6107", "issue:11247|issue:11298", - "issue:10674|issue:11370", - "issue:1251|issue:1614", - "issue:307|issue:4080" + "issue:10674|issue:11370" ], - "prepared_review_unit_hash": "0af8e5f67cbd120eefc9675799c4ac1305c74bd0fc353be2beb5c54c2f4e2cac", + "prepared_review_unit_hash": "e148e943b8b0ffc4e4eb72ea39a3268a44ee1d6d52271503fb237a9b1c5d19b3", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 34525, - "estimated_input_tokens": 8632, - "estimated_eval_tokens": 17520 + "serialized_chars": 34515, + "estimated_input_tokens": 8629, + "estimated_eval_tokens": 17514 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly false-positive similarity: the issues span unrelated bugs in LoRA, IP-Adapter, ControlNet, SDXL/Flux training, conversion scripts, and black-image/output failures. None of the soft pairs appear to describe the same underlying bug or change.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 11298 is the most substantial open, actionable LoRA bug in the set, but the cluster is heterogeneous and does not really have a single true canonical duplicate.", + "summary": "This set is mostly a loose collection of unrelated training/inference/conversion issues; none of the soft pairs look like true duplicates. I picked the most concrete current LoRA/adapter runtime bug as the canonical issue, but overall cluster cohesion is weak.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 11298 is a specific, reproducible LoRA/adapter runtime failure (PEFT key error during hotswapping) and is the clearest representative of the few LoRA-themed reports here.", "canonical_pr_reason": null, - "best_issue_reason": "11298 is the best representative issue only because it is open, detailed, and centered on a concrete user-facing LoRA failure; the rest are too disparate to serve as one hub.", + "best_issue_reason": "11298 is the best issue candidate because it has a clear error, a concrete user-facing failure mode, and a narrowly defined fix path.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:3761", + "right": "issue:861", + "accept": false, + "reason": "Different problems: loading two community pipelines in one process vs a ckpt-to-diffusers conversion failure." + }, + { + "left": "issue:4419", + "right": "issue:4578", + "accept": false, + "reason": "Offset-noise inference mismatch is unrelated to a documentation complaint about VAE usage." + }, { "left": "issue:4468", "right": "issue:9023", "accept": false, - "reason": "Different problems: multi-GPU performance discrepancy vs. sample code not running at all." + "reason": "Multi-GPU performance discrepancy is not the same as a generic sample-code runtime failure." }, { "left": "issue:5259", "right": "issue:7936", "accept": false, - "reason": "Missing model_index.json is not the same as invalid JSON while loading a local safetensors file." + "reason": "Both are load/conversion errors, but one is missing model_index.json while the other is an invalid JSON/safetensors parse issue." }, { "left": "issue:6382", "right": "issue:8626", "accept": false, - "reason": "One is an IP-adapter key error in SDXL/LCM LoRA training; the other is guidance for multiple images/masks with a single IP adapter." + "reason": "One is a PEFT/IP-Adapter key error after LCM LoRA training; the other is a guidance request about multiple IP-Adapter images/masks." }, { "left": "issue:1539", "right": "issue:4806", "accept": false, - "reason": "Conversion script type bug is unrelated to the UNet2DModel parameter type issue." + "reason": "Both mention type problems, but they hit different APIs and different validation paths." }, { "left": "issue:3487", "right": "issue:3566", "accept": false, - "reason": "Both involve image quality, but one is inpaint strength with EulerAncestral and the other is a controlnet_reference community pipeline result issue." + "reason": "Different pipeline behaviors: inpaint strength with EulerAncestral vs controlnet_reference community pipeline results." }, { "left": "issue:4324", "right": "issue:5502", "accept": false, - "reason": "A NoneType in UNet forward is a different failure mode from fp16 support in custom diffusion training." + "reason": "A NoneType-forward error in UNet is unrelated to fp16 support in a training script." }, { "left": "issue:5886", "right": "issue:6914", "accept": false, - "reason": "Support request for IP-Adapter face model is not the same as an offload-related FaceID attribute error." + "reason": "Feature request for face model support is not the same as an offload-related FaceID attribute error." }, { "left": "issue:2459", "right": "issue:2674", "accept": false, - "reason": "xformers attention not working in a training script is unrelated to missing safetensors dependency support." + "reason": "One is xformers support in a training script; the other is a missing dependency/requirements issue for LoRA." }, { "left": "issue:2412", "right": "issue:4256", "accept": false, - "reason": "Generic dreambooth errors, but one is not the same bug as SDXL Dreambooth training failure." + "reason": "Both are DreamBooth-related, but they describe different errors and training setups, not the same bug." }, { "left": "issue:6482", "right": "issue:8507", "accept": false, - "reason": "FP16 unscale on checkpoint resume is unrelated to SD3 text_encoder training failure." + "reason": "Resume-from-checkpoint FP16 unscale failure is unrelated to SD3 text-encoder training failure." }, { "left": "issue:5607", "right": "issue:9362", "accept": false, - "reason": "Tensor size mismatch in concatenation is not the same as an index-out-of-bounds error." + "reason": "Different tensor-shape/indexing failures with no sign of the same code path." }, { "left": "issue:10855", "right": "issue:8440", "accept": false, - "reason": "Gradient accumulation optimizer-step behavior is unrelated to a FromOriginalModelMixin subclass ValueError." + "reason": "Gradient accumulation behavior is unrelated to a FromOriginalModelMixin subclass ValueError." }, { "left": "issue:10969", "right": "issue:9546", "accept": false, - "reason": "Zero3 training weight-dimension failure is different from validation OOM in the Flux controlnet example." + "reason": "Zero3 weight-shape failure and validation OOM are different problems." }, { "left": "issue:4436", "right": "issue:7782", "accept": false, - "reason": "Converting CIFITAI safetensors with VAE is a different issue than a safetensors invalid-load-key parsing error." + "reason": "Both involve conversion, but one is a CIVITAI/VAE conversion question and the other is an invalid-load-key parse error." }, { "left": "issue:10674", "right": "issue:9187", "accept": false, - "reason": "Flux GGUF compatibility and SDXL IP-Adapter image_encoder_folder=None are separate pipeline issues." + "reason": "Flux GGUF support failure is unrelated to an IP-Adapter SDXL issue after the Kolors update." }, { "left": "issue:4398", "right": "issue:5689", "accept": false, - "reason": "Black SDXL LoRA-dreambooth output and residual noise with DPM++ are distinct image-quality bugs." + "reason": "All-black SDXL LoRA outputs and residual-noise DPM++ behavior are different symptoms with different likely causes." }, { "left": "issue:10165", "right": "issue:10952", "accept": false, - "reason": "Seed preservation when changing LoRA scale is unrelated to an adapter-name mismatch error in SDXLLongPromptWeightingPipeline." + "reason": "Seed preservation when changing LoRA scale is unrelated to an adapter-name key error in SDXLLongPromptWeightingPipeline." }, { "left": "issue:6520", "right": "issue:7310", "accept": false, - "reason": "Blank validation output during adapter training is not the same as defaults failing in SDXL text-to-image LoRA training." + "reason": "Blank validation output in T2I adapter training is not the same as SDXL LoRA defaults not working." }, { "left": "issue:8405", "right": "issue:8667", "accept": false, - "reason": "Multiple ControlNets tensor-size error and SD3ControlNetModel non-power-of-two image mismatch are different shape bugs." + "reason": "Both are controlnet shape errors, but they involve different models and failure conditions." }, { "left": "issue:3431", "right": "issue:3487", "accept": false, - "reason": "Both are inpainting-related, but the reported failure modes and scheduler/controlnet contexts differ." + "reason": "Both are inpainting/controlnet quality complaints, but they describe distinct pipelines and scenarios." }, { "left": "issue:6008", "right": "issue:6107", "accept": false, - "reason": "IP-Adapter plus face failing with LCM LoRA after a release is unrelated to an app that works locally but not on AWS EC2." + "reason": "IP-Adapter+Face failing with LCM LoRA is unrelated to a Colab-vs-EC2 deployment problem." }, { "left": "issue:11247", "right": "issue:11298", "accept": false, - "reason": "Distributed FluxTransformer2DModel with controlnet and LoRA hotswapping key errors are different code paths and fixes." + "reason": "Multi-GPU FluxTransformer2DModel distribution with ControlNet is a different issue from PEFT key errors while hotswapping LoRAs." }, { "left": "issue:10674", "right": "issue:11370", "accept": false, - "reason": "Flux GGUF support and a corrupted/invalid pickle load in the Hunyuan conversion script are unrelated." - }, - { - "left": "issue:1251", - "right": "issue:1614", - "accept": false, - "reason": "Black RePaint output on MPS and black SD2.1 output with autocast are separate device/autocast bugs." - }, - { - "left": "issue:307", - "right": "issue:4080", - "accept": false, - "reason": "A request to merge Stable Diffusion pipelines is not the same as adding an SDXL inpainting pipeline." + "reason": "GGUF incompatibility in FluxPipeline is unrelated to a conversion script hitting an invalid pickle load key." } ] }, @@ -32226,28 +32248,31 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:11199", "issue:1125", "issue:11343", "issue:12052", + "issue:1251", "issue:1524", "issue:1536", + "issue:1614", "issue:1616", "issue:1925", "issue:2156", - "issue:2324", "issue:2609", "issue:3045", + "issue:307", "issue:3154", "issue:3223", "issue:3346", "issue:3540", "issue:3613", + "issue:4080", "issue:4109", "issue:4185", "issue:4306", @@ -32269,18 +32294,17 @@ "issue:7053", "issue:7421", "issue:7483", - "issue:761", "issue:8440", "issue:8469", "issue:8546", "issue:8579", "issue:8873", - "issue:8885", - "issue:9421", "issue:9515", "issue:9895" ], "soft_pairs": [ + "issue:1251|issue:1614", + "issue:307|issue:4080", "issue:4306|issue:6382", "issue:4488|issue:5621", "issue:4504|issue:4641", @@ -32302,182 +32326,180 @@ "issue:5630|issue:5703", "issue:7053|issue:9515", "issue:1524|issue:3346", - "issue:1536|issue:1616", - "issue:2324|issue:761", - "issue:8885|issue:9421" + "issue:1536|issue:1616" ], - "prepared_review_unit_hash": "592075d5b34556c353871364445cece6b1f2b503e0fbd1089ec0eed39bd159d1", + "prepared_review_unit_hash": "63aedb876a1a583182644ef194e99212b3a79c8cc1e31b93a6b77918d1de28ea", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34060, - "estimated_input_tokens": 8515, - "estimated_eval_tokens": 17286 + "serialized_chars": 34022, + "estimated_input_tokens": 8506, + "estimated_eval_tokens": 17268 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a false-positive semantic grouping: the issues span many unrelated bugs (imports, SDXL/ControlNet, LoRA conversion, training, offloading, scheduler behavior, etc.). None of the soft pairs look like the same underlying defect, so they should stay separate.", - "confidence": 0.97, - "canonical_issue_reason": "issue:11343 is the broadest, most representative import-regression report, but it is not a true canonical for this whole mixed cluster.", + "summary": "This cluster is mostly a loose collection of Diffusers issues across different pipelines, models, and failure modes. The soft-similarity pairs are mostly symptom-level matches rather than the same underlying bug, so none should be merged as duplicates. If one issue has to anchor the set, #11343 is the broadest import-regression report.", + "confidence": 0.42, + "canonical_issue_reason": "No single true duplicate stands out; #11343 is the broadest representative because it concerns a general import regression affecting multiple Diffusers modules.", "canonical_pr_reason": null, - "best_issue_reason": "issue:11343 is the closest representative because it describes a general diffusers import failure after a transformers update; even so, it only fits a small slice of the cluster.", + "best_issue_reason": "#11343 is the best global representative because it captures a broad, user-visible regression around importing Diffusers after a dependency update.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:1251", + "right": "issue:1614", + "accept": false, + "reason": "Both mention black images, but one is MPS RePaintPipeline-specific and the other is SD 2.1 autocast-specific; different triggers and likely different root causes." + }, + { + "left": "issue:307", + "right": "issue:4080", + "accept": false, + "reason": "One is a proposal to merge pipelines, the other is a request to add an SDXL inpainting pipeline; not the same bug or change." + }, { "left": "issue:4306", "right": "issue:6382", "accept": false, - "reason": "Different bugs: list-index error in StableDiffusionReferencePipeline vs IP-Adapter key error during SDXL LoRA training/inference." + "reason": "List-index failure in ReferencePipeline and IP-Adapter key error in SDXL training/inference are unrelated code paths." }, { "left": "issue:4488", "right": "issue:5621", "accept": false, - "reason": "Different problem areas: SDXL checkpoint loading from single file vs ControlNet encoder_hid_proj support." + "reason": "One is an SDXL checkpoint-loading issue, the other is ControlNet encoder_hid_proj support; both are model-loading topics but not the same defect." }, { "left": "issue:4504", "right": "issue:4641", "accept": false, - "reason": "Both are LoRA-related, but one is a loading exception from state_dict handling and the other is local-file load_lora_weights behavior; not the same concrete bug." + "reason": "Both involve LoRA loading, but one is a state_dict assignment error and the other is native LoRA loading from a local file; different bugs." }, { "left": "issue:5152", "right": "issue:5524", "accept": false, - "reason": "W\u00fcrstchen version bug vs W\u00fcrstchen LoRA attribute error; related subsystem, but different failures." + "reason": "W\u00fcrstchen alpha bug and an AttributeError in LoRA loading are unrelated." }, { "left": "issue:5886", "right": "issue:8469", "accept": false, - "reason": "IP-Adapter face-model support request vs corrupt faces on a specific face model; feature request vs output quality bug." + "reason": "Feature request for IP-Adapter face model support is not the same as broken face outputs from a specific face model." }, { "left": "issue:5889", "right": "issue:6460", "accept": false, - "reason": "Stable video diffusion request vs endless loading of an inpainting model; unrelated model/pipeline problems." + "reason": "Stable video diffusion and endless loading of an inpainting model are different pipeline problems." }, { "left": "issue:8440", "right": "issue:8873", "accept": false, - "reason": "Subclass FromOriginalModelMixin ValueError vs xformers performance slowdown; not the same issue." + "reason": "Subclass ValueError in FromOriginalModelMixin and xformers performance slowdown are unrelated." }, { "left": "issue:4185", "right": "issue:5997", "accept": false, - "reason": "Both involve SDXL ControlNet, but one is black images and the other is a model-type instantiation mismatch in a tutorial." + "reason": "Both touch SDXL ControlNet, but one is black-image inference after rebasing and the other is a tutorial type mismatch; not the same underlying bug." }, { "left": "issue:3045", "right": "issue:7483", "accept": false, - "reason": "LoRA conversion in general vs SDXL 1.0 base-model conversion failure; same broad topic, different concrete code paths." + "reason": "Both concern LoRA conversion, but one is a generic safetensors-to-diffusers conversion request and the other is an SDXL-base-model-specific script failure." }, { "left": "issue:12052", "right": "issue:9895", "accept": false, - "reason": "Different device-mismatch failures in different pipelines/models (Wan 2.2 offloading vs FluxPipeline after a commit)." + "reason": "Both are device-mismatch failures, but they occur in different models and code paths (Wan 2.2 offloading vs FluxPipeline after a commit)." }, { "left": "issue:4109", "right": "issue:7421", "accept": false, - "reason": "Different pipeline bugs: SDXL inpaint not working vs seed handling in StableDiffusionXLKDiffusionPipeline." + "reason": "Both are SDXL-related, but one is an inpainting pipeline not working and the other is a seed reproducibility issue in KDiffusionPipeline." }, { "left": "issue:8546", "right": "issue:8579", "accept": false, - "reason": "Both SD3-related, but one is missing from-single-file support and the other is LoRA support not functional." + "reason": "Missing from-single-file support and broken SD3 LoRA support are separate features/issues." }, { "left": "issue:11199", "right": "issue:11343", "accept": false, - "reason": "Both are import failures, but one is specific to diffusers.pipelines.onnx_utils while the other is a broader transformers-update import regression." + "reason": "Both involve import problems, but one is a specific onnx_utils import failure while the other is a broader module-import regression after a transformers update." }, { "left": "issue:2609", "right": "issue:4460", "accept": false, - "reason": "Canny ControlNet checkpoint request vs differing outputs between stable diffusion and diffusers; no shared bug." + "reason": "Canny ControlNet checkpoint support and differing outputs between Stable Diffusion and Diffusers are not the same bug." }, { "left": "issue:3154", "right": "issue:3223", "accept": false, - "reason": "Both mention memory/clearing, but one is disk offloading when RAM is full and the other is RAM not cleared after moving pipeline to cuda." + "reason": "Both relate to memory handling, but one is failed offloading when RAM is full and the other is RAM not clearing after moving to CUDA." }, { "left": "issue:3540", "right": "issue:4667", "accept": false, - "reason": "TextToVideoZero prompt-embed inputs vs StableDiffusionPipeline.from_single_file regression; unrelated API paths." + "reason": "TextToVideoZero prompt-embed support and from_single_file loading failure are unrelated." }, { "left": "issue:2156", "right": "issue:3613", "accept": false, - "reason": "Dreambooth GPU usage vs Dreambooth OOM with torch 2.0; performance/placement issue vs memory exhaustion." + "reason": "Dreambooth using CPU instead of GPU versus Dreambooth OOM with torch 2.0 are opposite training issues, not duplicates." }, { "left": "issue:1125", "right": "issue:1925", "accept": false, - "reason": "Both are inpainting-related, but one is a runtime error in a specific pipeline and the other is half-precision failure on SD2 inpainting." + "reason": "Stable Diffusion Mega inpaint runtime error and SD 2 inpainting half-precision failure are different pipeline/version-specific problems." }, { "left": "issue:5630", "right": "issue:5703", "accept": false, - "reason": "Different scheduler issues: leftover noise with LMS in SDXL img2img vs inability to reconstruct noise with ddim_inverse." + "reason": "LMS scheduler noise in SDXL img2img and inability to reconstruct noise with DDIM inverse are different scheduler behaviors." }, { "left": "issue:7053", "right": "issue:9515", "accept": false, - "reason": "3D UNet class-conditioning issue vs SD3 JointAttnProcessor2_0 RMSNorm omission; different model components." + "reason": "UNet3D class conditioning and missing RMSNorm in SD3 joint attention are different model-architecture issues." }, { "left": "issue:1524", "right": "issue:3346", "accept": false, - "reason": "Textual inversion training quality vs dreambooth resume_from_checkpoint support; unrelated training concerns." + "reason": "Textual inversion training quality and DreamBooth checkpoint resume support are unrelated." }, { "left": "issue:1536", "right": "issue:1616", "accept": false, - "reason": "LPW custom pipeline incompatibility vs LPW community pipeline on a specific diffusers version; same area but not the same failure." - }, - { - "left": "issue:2324", - "right": "issue:761", - "accept": false, - "reason": "Dreambooth instance-data loading bug vs 8-bit Adam training failure; separate training path problems." - }, - { - "left": "issue:8885", - "right": "issue:9421", - "accept": false, - "reason": "Custom Diffusion colab/install and modifier token issue vs access to runwayml/stable-diffusion-inpainting model; unrelated." + "reason": "Both mention LPW pipelines, but one is incompatibility with a new Diffusers version and the other is a community pipeline on 0.8.0; not the same concrete bug." } ] }, @@ -32499,7 +32521,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10392", "issue:10421", @@ -32517,12 +32539,11 @@ "issue:13140", "issue:1717", "issue:2185", + "issue:2324", "issue:2659", - "issue:2830", "issue:3296", "issue:3454", "issue:3651", - "issue:3706", "issue:3826", "issue:3871", "issue:4194", @@ -32532,25 +32553,27 @@ "issue:4389", "issue:4664", "issue:4697", - "issue:4779", "issue:4852", "issue:5016", "issue:5150", "issue:5153", "issue:5442", "issue:6196", - "issue:6460", "issue:6821", "issue:6949", "issue:7133", - "issue:7333", "issue:7431", + "issue:761", "issue:7793", "issue:7851", + "issue:8885", "issue:9187", + "issue:9421", "issue:9527" ], "soft_pairs": [ + "issue:2324|issue:761", + "issue:8885|issue:9421", "issue:4389|issue:6196", "issue:4697|issue:9187", "issue:1717|issue:4303", @@ -32572,199 +32595,187 @@ "issue:12499|issue:12529", "issue:3871|issue:6821", "issue:12011|issue:12052", - "issue:4194|issue:5150", - "issue:2830|issue:7333", - "issue:3706|issue:6460", - "issue:4779|issue:7333" + "issue:4194|issue:5150" ], - "prepared_review_unit_hash": "6b8c93608a08567332c1dc5e50c11cbf59d48ca20a89ab0b73eb7dfd81cb41b1", + "prepared_review_unit_hash": "b2904344c1c680583dfbde321da03bb727581f5232343c156e3eebf45e8200cf", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 25, - "serialized_chars": 34031, - "estimated_input_tokens": 8508, - "estimated_eval_tokens": 17272 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33233, + "estimated_input_tokens": 8309, + "estimated_eval_tokens": 16874 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items in this set are unrelated model/pipeline bug reports or feature requests. Only one soft pair looks like the same underlying issue: SDXL LoRA training with text encoder/text_encoders in the Dreambooth LoRA script.", - "confidence": 0.92, - "canonical_issue_reason": "issue:5016 is the clearest anchor for the shared SDXL LoRA text-encoder training bug because it names the exact script (`train_dreambooth_lora_sdxl.py`) and the failing capability explicitly.", + "summary": "The cluster is heterogeneous: it mixes unrelated issues across models, pipelines, training scripts, loading paths, and hardware/offload behaviors. I don\u2019t see any soft pair that clearly represents the same underlying bug/change.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:5016 is the best representative issue: it is concrete, specific, and directly overlaps the duplicate-looking SDXL LoRA text-encoder training report.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:2324", + "right": "issue:761", + "accept": false, + "reason": "Both involve DreamBooth training, but one is about instance data loading and the other about 8-bit Adam; different failure modes." + }, + { + "left": "issue:8885", + "right": "issue:9421", + "accept": false, + "reason": "Unrelated topics: custom diffusion token/clip-retrieval setup vs accessing a specific model repository." + }, { "left": "issue:4389", "right": "issue:6196", "accept": false, - "reason": "Both are loading errors, but one is generic ControlNetModel loading and the other is ControlNetXS Depth SDXL; different model paths and failure modes." + "reason": "Both concern ControlNet loading, but they target different model variants and likely different code paths." }, { "left": "issue:4697", "right": "issue:9187", "accept": false, - "reason": "Both mention LoRA/IP-Adapter loading problems, but they target different components and triggers (specific LoRA after 0.20.0 vs SDXL IP-Adapter after Kolors update)." + "reason": "Different features/models: a specific LoRA load failure vs IP-Adapter breakage after a Kolors update." }, { "left": "issue:1717", "right": "issue:4303", "accept": false, - "reason": "Offline cache loading failure is unrelated to a Flax SDXL load crash; different subsystem and bug class." + "reason": "Offline cache loading bug vs Flax SDXL loading crash; not the same problem." }, { "left": "issue:4340", "right": "issue:5016", - "accept": true, - "reason": "Both report the same SDXL LoRA text-encoder training problem in Dreambooth/LoRA training, and could plausibly be merged into one fix." + "accept": false, + "reason": "Both are SDXL LoRA/text-encoder training issues, but they reference different scripts and symptoms; not enough to call them the same bug." }, { "left": "issue:4852", "right": "issue:7793", "accept": false, - "reason": "Generic LoRA loading error vs DeepFloyd LoRA unloading error are different code paths and not clearly the same bug." + "reason": "Generic LoRA-loading error vs unloading LoRA weights in DeepFloyd; different workflows and failures." }, { "left": "issue:3296", "right": "issue:4664", "accept": false, - "reason": "Checkpoint save/load with text_encoder is a training bug; the SDXL LoRA issue is a model/pipeline naming/loading problem." + "reason": "Checkpoint save/load with text_encoder vs SDXL LoRA loading behavior; related domain, but different concrete bugs." }, { "left": "issue:4306", "right": "issue:7851", "accept": false, - "reason": "List-index-out-of-range in reference pipeline is unrelated to concurrent pipeline-call out-of-bounds; similar symptom, different context." + "reason": "Reference pipeline list-index error vs concurrency out-of-bounds error; different symptoms and contexts." }, { "left": "issue:11702", "right": "issue:13001", "accept": false, - "reason": "Both are model-loading shape/key problems, but they involve different model families and different failures (LoRA key error vs GGUF shape mismatch)." + "reason": "Both involve model-loading errors, but one is a LoRA key error and the other is a Flux2.Klein GGUF shape mismatch." }, { "left": "issue:10421", "right": "issue:10653", "accept": false, - "reason": "A CPU memory leak while moving pipelines to multiple GPUs is not the same as bitsandbytes 8-bit modules refusing `.to(cpu)`. " + "reason": "Memory leak when moving pipelines across GPUs vs bitsandbytes 8-bit `.to()` unsupported on a specific transformer model." }, { "left": "issue:10392", "right": "issue:11418", "accept": false, - "reason": "Hyper-FLUX FP8 LoRA usage and adding a FLUX1 fill FP8 file are different requests/issues, not a shared bug." + "reason": "Different Flux requests: using Flux-dev-fp8 with a LoRA vs asking how to add a specific fp8 safetensors file." }, { "left": "issue:12657", "right": "issue:13140", "accept": false, - "reason": "Both involve Qwen Edit, but one is a quantized regression and the other is a NoneType error in pipeline composition; not the same concrete bug." + "reason": "Quantized Qwen Image Edit failure vs Qwen Edit Plus/Pipelines TypeError; same family, but not the same concrete issue." }, { "left": "issue:3454", "right": "issue:3651", "accept": false, - "reason": "Latest-version breakage in a LoRA script and multi-GPU failure in plain Dreambooth are different training scenarios and likely different fixes." + "reason": "Both are DreamBooth training problems, but one is a latest-version compatibility issue and the other is multi-GPU support." }, { "left": "issue:11182", "right": "issue:9527", "accept": false, - "reason": "Unnecessary BF16 download and a controlnet/mainpipe dtype mismatch are separate issues." + "reason": "BF16 variant download inefficiency vs dtype mismatch between controlnet fp32 and main pipeline bf16; different bugs." }, { "left": "issue:5153", "right": "issue:5442", "accept": false, - "reason": "FreeU and ScaleCrafter are different pipeline/model features, not duplicate bug reports." + "reason": "Distinct research/features: FreeU vs ScaleCrafter, not the same underlying change." }, { "left": "issue:2185", "right": "issue:3871", "accept": false, - "reason": "Missing config files for naive text-to-image training is unrelated to checkpoint resume errors." + "reason": "Training config files missing vs checkpoint resume error; unrelated training setup issues." }, { "left": "issue:7133", "right": "issue:7431", "accept": false, - "reason": "Checkpoint size mismatch in SDXL Dreambooth LoRA and DoRA text-encoder training issues overlap only broadly; they are not the same bug." + "reason": "Both are DreamBooth/text-encoder training issues, but one is checkpoint resume size mismatch and the other is DoRA-specific training behavior." }, { "left": "issue:11135", "right": "issue:3826", "accept": false, - "reason": "These are two different new pipeline proposals (SmoothCache vs Audio-Journey), so they are not duplicates." + "reason": "Completely different proposed pipelines: SmoothCache acceleration vs Audio-Journey." }, { "left": "issue:2659", "right": "issue:6949", "accept": false, - "reason": "Batch-size variation and even-step blank images are distinct generation correctness bugs." + "reason": "Both affect generation outputs, but one is batch-size variability and the other is even-step blank images from a specific scheduler." }, { "left": "issue:12499", "right": "issue:12529", "accept": false, - "reason": "Both are Wan 2.2 shape/tensor mismatches, but one is condition-shape and the other is tiled-VAE tensor-size mismatch; different layers of the pipeline." + "reason": "Both are Wan 2.2 shape mismatch reports, but one is I2V conditioning and the other is tiled VAE tensor sizing." }, { "left": "issue:3871", "right": "issue:6821", "accept": false, - "reason": "Checkpoint-resume failure and caption_column validation error are different training problems." + "reason": "Checkpoint resume training error vs an invalid caption_column configuration; different root causes." }, { "left": "issue:12011", "right": "issue:12052", "accept": false, - "reason": "OOM during Wan 2.2 i2v inference and a device-mismatch multiply failure are different concrete failures." + "reason": "Same model family, but one is an OOM and the other is a device-mismatch failure under offloading." }, { "left": "issue:4194", "right": "issue:5150", "accept": false, - "reason": "VAE loading problems with from_single_file and a missing from_single_file method on UpscalePipeline are not the same issue." - }, - { - "left": "issue:2830", - "right": "issue:7333", - "accept": false, - "reason": "A general question about making image+text-to-video and a specific image-to-video technique proposal are not duplicate bug/change reports." - }, - { - "left": "issue:3706", - "right": "issue:6460", - "accept": false, - "reason": "A new model announcement (Wuerstchen) is unrelated to an endless-loading bug when loading an inpainting model." - }, - { - "left": "issue:4779", - "right": "issue:7333", - "accept": false, - "reason": "ModelScope image-to-video pipeline discussion and a Tuning-Free Noise Rectification technique are different changes, not the same underlying item." + "reason": "Both mention from_single_file, but one is a VAE loading problem and the other is a missing method on a different pipeline." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the only accepted soft pair, issue:4340 vs issue:5016, is strongly supported by the titles and appears mergeable as the same SDXL LoRA text-encoder training bug. The remaining pairwise verdicts are conservative and do not overstate duplicate evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -32776,10 +32787,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:1013", "issue:1055", @@ -32793,8 +32804,10 @@ "issue:2361", "issue:2465", "issue:2534", + "issue:2830", "issue:3468", "issue:3584", + "issue:3706", "issue:3970", "issue:3984", "issue:4117", @@ -32803,24 +32816,23 @@ "issue:4303", "issue:4634", "issue:4704", + "issue:4779", "issue:4969", "issue:50", "issue:5012", - "issue:5150", "issue:5219", "issue:5259", "issue:5395", "issue:5433", "issue:5436", - "issue:5458", - "issue:5515", "issue:5607", "issue:5628", "issue:6092", "issue:6224", "issue:6297", - "issue:6790", + "issue:6460", "issue:6934", + "issue:7333", "issue:7682", "issue:785", "issue:8277", @@ -32830,6 +32842,9 @@ "issue:9780" ], "soft_pairs": [ + "issue:2830|issue:7333", + "issue:3706|issue:6460", + "issue:4779|issue:7333", "issue:11148|issue:12012", "issue:1363|issue:2534", "issue:1013|issue:3970", @@ -32852,195 +32867,202 @@ "issue:3984|issue:785", "issue:4134|issue:5607", "issue:4303|issue:8939", - "issue:4969|issue:9167", - "issue:5150|issue:5458", - "issue:5515|issue:6790" + "issue:4969|issue:9167" ], - "prepared_review_unit_hash": "de10045c0b8aa849b427e8b4125eb059c8f56e2987fe2a0bdcd0cf7f64e87646", + "prepared_review_unit_hash": "ffaa672948898f1b1fe9416dd04548a2b2ae8f345c02999a24236d2571aaf268", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 25, - "serialized_chars": 34277, - "estimated_input_tokens": 8570, - "estimated_eval_tokens": 17396 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35039, + "estimated_input_tokens": 8760, + "estimated_eval_tokens": 17776 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of Diffusers/Wan/SDXL/DreamBooth/LoRA training and pipeline issues. The soft pairs share broad subsystem keywords, but they do not look like the same concrete bug or mergeable fix.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 3584 is the broadest representative here: it concerns a failed DreamBooth Diffusers tutorial and sits near several other training/example regressions.", + "summary": "This cluster is mostly noisy soft-similarity matches across unrelated Diffusers topics (pipelines, training scripts, schedulers, PEFT, loading/conversion). Only one pair looks like the same underlying bug: the missing LatentDiffusionPipeline symbol. All other soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 50 is the clearest canonical target because it states the missing LatentDiffusionPipeline problem in the most direct, generic form; issue 1055 is the same report with slightly different wording.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 3584 is the best global issue candidate because it is general enough to anchor the training/tutorial side of the cluster without being tied to a single narrow failure mode.", + "best_issue_reason": "Issue 50 is the best issue to anchor the only clear duplicate subgroup in this set; it is older and more canonical than 1055. The rest of the issues are not close enough to form one duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:2830", + "right": "issue:7333", + "accept": false, + "reason": "Different image-to-video requests: one is about using ModelScope video models, the other about a specific Tuning-Free Noise Rectification paper/approach." + }, + { + "left": "issue:3706", + "right": "issue:6460", + "accept": false, + "reason": "A model announcement/request (Wuerstchen) is unrelated to an endless-loading bug when loading runwayml/stable-diffusion-inpainting." + }, + { + "left": "issue:4779", + "right": "issue:7333", + "accept": false, + "reason": "ModelScope image-to-video pipeline request and Tuning-Free Noise Rectification issue are different model/problem statements." + }, { "left": "issue:11148", "right": "issue:12012", "accept": false, - "reason": "Different subsystems and failures: PEFT adapter state vs Wan cache/context error." + "reason": "PEFT adapter flag handling for LoRA loading is unrelated to Wan 2.2 apply_first_block_cache context-state errors." }, { "left": "issue:1363", "right": "issue:2534", "accept": false, - "reason": "Both involve schedulers/ONNX-adjacent text, but the concrete errors and code paths are unrelated." + "reason": "Both mention schedulers, but one is an ONNX long-prompt/LMS issue and the other is a DPM vs UniPC/DEIS scheduler error in a different workflow." }, { "left": "issue:1013", "right": "issue:3970", "accept": false, - "reason": "Different problems: missing/working pipeline class in older Diffusers vs SDXL prompt embeddings behavior." + "reason": "StableDiffusionMegaPipeline on Diffusers 6.0 and SDXL prompt embeddings failure are different pipeline/code-path problems." }, { "left": "issue:2324", "right": "issue:2465", "accept": false, - "reason": "Both are DreamBooth-related, but one is a training-data ingestion bug and the other is a recipe/how-to question." + "reason": "Dreambooth instance-data bug and a request for a reproducible training recipe are not the same issue." }, { "left": "issue:4236", "right": "issue:5433", "accept": false, - "reason": "SDXL refiner text-encoder registration and DPM++ visual artifacts are distinct issues." + "reason": "SDXL refiner text-encoder registration and DPM++ artifacts without refiner are distinct SDXL problems." }, { "left": "issue:5436", "right": "issue:6092", "accept": false, - "reason": "ControlNet XL example error and LoRA example not training are different training failures." + "reason": "ControlNet XL training example failure and LoRA example not training anything are different scripts and failure modes." }, { "left": "issue:11006", "right": "issue:12012", "accept": false, - "reason": "Same Wan family, but one is broken video output and the other is a missing-context exception from caching." + "reason": "Wan 2.1 quantized-transformer video corruption and Wan 2.2 cache-context ValueError are different code paths." }, { "left": "issue:1565", "right": "issue:8939", "accept": false, - "reason": "GPU placement/OOM vs tokenizer-loading failure are unrelated." + "reason": "GPU selection/OOM behavior is unrelated to a tokenizer-loading error for Stable Diffusion 3 Medium." }, { "left": "issue:7682", "right": "issue:9780", "accept": false, - "reason": "Multi-GPU SD1.5 execution and SD3.5 model attribute mismatch are different code paths and model families." + "reason": "Multi-GPU SD1.5 runtime issues and a SD3.5 norm_added_k attribute error are unrelated." }, { "left": "issue:8277", "right": "issue:8477", "accept": false, - "reason": "Both touch consistency training, but one is non-convergence while the other is a DDP runtime error." + "reason": "Both are consistency-training related, but one is non-convergence and the other is a DistributedDataParallel script error; not the same bug." }, { "left": "issue:4634", "right": "issue:4704", "accept": false, - "reason": "Custom Diffusion save/serialization failure vs training-script failure are not the same concrete bug." + "reason": "Safe serialization for Custom Diffusion and a failing Custom Diffusion training script are different problems." }, { "left": "issue:5219", "right": "issue:6934", "accept": false, - "reason": "Loading a converted SDXL model and breaking the conversion-to-original-SDXL path are related, but not the same defect." + "reason": "One is a loading failure for a converted SDXL safetensors model; the other is broken conversion to original SDXL format. Related area, but not the same concrete bug." }, { "left": "issue:5395", "right": "issue:5628", "accept": false, - "reason": "LoRA combination bug and LMS/Karras denoising offset are unrelated scheduler/model-merging issues." + "reason": "PEFT LoRA-combining bug and LMS/Karras denoising offset issue are unrelated." }, { "left": "issue:5012", "right": "issue:6297", "accept": false, - "reason": "Different LoRA training concerns: text-encoder training in the script vs a user-specific DreamBooth LoRA training failure." + "reason": "Both involve SDXL LoRA training, but one is about text-encoder training support and the other is a general 'can\u2019t train on my photos' report." }, { "left": "issue:1261", "right": "issue:3584", "accept": false, - "reason": "xFormers backward CUDA assertion is unrelated to a DreamBooth tutorial failure." + "reason": "Xformers backward-pass failure and a DreamBooth tutorial failure are not the same bug." }, { "left": "issue:2361", "right": "issue:6224", "accept": false, - "reason": "Checkpoint-saving crash and TorchDynamo fine-tuning issue are different failure modes." + "reason": "Checkpoint-saving crash in finetuning and a TorchDynamo issue during finetuning are different failures." }, { "left": "issue:1055", "right": "issue:50", - "accept": false, - "reason": "These both mention LatentDiffusionPipeline, but one is a missing class on latest branch and the other is an older no-attribute import issue." + "accept": true, + "reason": "Same missing LatentDiffusionPipeline symbol/attribute problem, phrased two ways; this is a clear duplicate pair." }, { "left": "issue:1261", "right": "issue:4117", "accept": false, - "reason": "xFormers attention-backward failure is unrelated to SDXL DreamBooth training." + "reason": "Xformers attention-backward failure and SDXL Dreambooth issues are unrelated." }, { "left": "issue:3468", "right": "issue:5259", "accept": false, - "reason": "Dreambooth model_index.json generation and loading a missing model_index.json are opposite sides of different workflows, not one bug." + "reason": "Missing model_index.json during Dreambooth inference and Dreambooth not generating model_index.json are adjacent but not the same concrete report." }, { "left": "issue:3984", "right": "issue:785", "accept": false, - "reason": "Class-label validation and PNDM scheduler overhead are unrelated." + "reason": "Class-label conditioning error and PNDMScheduler cost/performance issue are unrelated." }, { "left": "issue:4134", "right": "issue:5607", "accept": false, - "reason": "MPS ControlNet tensor mismatch and generic tensor-size mismatch are too different to treat as one bug." + "reason": "MPS ControlNet tensor-shape mismatch and a generic tensor-size mismatch in another context are not clearly the same code-path." }, { "left": "issue:4303", "right": "issue:8939", "accept": false, - "reason": "Flax SDXL load crash and tokenizer-load error are different import/load paths." + "reason": "Flax SDXL load crash and SD3 tokenizer loading failure are different backend/model problems." }, { "left": "issue:4969", "right": "issue:9167", "accept": false, - "reason": "Both are import errors, but they concern different symbols and likely different breaks." - }, - { - "left": "issue:5150", - "right": "issue:5458", - "accept": false, - "reason": "Missing from_single_file implementation and local_files_only handling in LoRA loading are unrelated API issues." - }, - { - "left": "issue:5515", - "right": "issue:6790", - "accept": false, - "reason": "LCM initialization without scheduler and LCM training state_dict mismatch are distinct concrete failures." + "reason": "Importing CrossAttention in Diffusers v0.20.1 and importing StableDiffusion3Pipeline are different import/API failures." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative: only issue 50/1055 is accepted as a duplicate pair, matching the one deterministic accept edge, and the other soft-edge rejections are consistent with the issue titles/body context. No overstatement detected." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -33052,10 +33074,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10382", "issue:10823", @@ -33073,24 +33095,24 @@ "issue:2081", "issue:2161", "issue:2673", - "issue:2728", "issue:3174", "issue:3325", "issue:4104", - "issue:4250", "issue:4255", "issue:4551", "issue:4639", "issue:4724", "issue:4788", - "issue:4892", "issue:5016", + "issue:5150", + "issue:5458", + "issue:5515", "issue:5558", - "issue:5760", "issue:5840", "issue:6492", "issue:6517", "issue:6598", + "issue:6790", "issue:7146", "issue:7223", "issue:730", @@ -33106,6 +33128,8 @@ "issue:9856" ], "soft_pairs": [ + "issue:5150|issue:5458", + "issue:5515|issue:6790", "issue:7223|issue:7333", "issue:1643|issue:730", "issue:8787|issue:9613", @@ -33127,192 +33151,187 @@ "issue:1434|issue:4788", "issue:4724|issue:5558", "issue:6517|issue:9055", - "issue:5016|issue:5840", - "issue:2728|issue:4250", - "issue:4892|issue:5760" + "issue:5016|issue:5840" ], - "prepared_review_unit_hash": "c1866dbef89b0a1a59e0a91da564dd039ee6c19ec6268a3f3b75d6060ea82540", + "prepared_review_unit_hash": "69bd1cf3c6f788cacc282234e26073c5968feb220430f529a315e9b5ac688f50", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 34070, - "estimated_input_tokens": 8518, - "estimated_eval_tokens": 17292 + "serialized_chars": 34099, + "estimated_input_tokens": 8525, + "estimated_eval_tokens": 17306 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous: many unrelated Diffusers bugs/features across loading, training, video pipelines, and numerical/runtime errors. Only the black-image pair looks like a likely true duplicate; the rest are symptom-level or subsystem-level overlaps, not the same underlying issue.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 4104 is the best anchor because it is the more specific report in the only plausible duplicate pair, and 6492 appears to describe the same black-image symptom more generally.", + "summary": "The items are mostly unrelated bug reports and feature requests across different pipelines/features. None of the proposed soft pairs look like the same underlying bug or change, so all soft-edge links should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "issue:10382 is a precise, concrete bug report with a clear failing code path (VAE encoder forward return type mismatch causing AttributeError), making it the strongest single issue candidate among this set.", "canonical_pr_reason": null, - "best_issue_reason": "4104 is the strongest representative issue for this cluster because it matches the only credible duplicate-like pair and has the more diagnostic error context.", + "best_issue_reason": "issue:10382 is specific, actionable, and clearly scoped to one bug, which makes it suitable as the representative issue in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:5150", + "right": "issue:5458", + "accept": false, + "reason": "One is missing from_single_file support; the other is lora_state_dict ignoring local_files_only. Related area, but different bugs." + }, + { + "left": "issue:5515", + "right": "issue:6790", + "accept": false, + "reason": "LCM pipeline init-without-scheduler versus training state_dict key mismatch are different failure modes and code paths." + }, { "left": "issue:7223", "right": "issue:7333", "accept": false, - "reason": "Both are video-generation related, but they concern different proposed pipelines/features, not the same bug or change." + "reason": "Both are video-generation related feature requests, but they target different models/features and are not the same change." }, { "left": "issue:1643", "right": "issue:730", "accept": false, - "reason": "Both involve DreamBooth, but one is an xformers API/signature error and the other is a training-quality complaint." + "reason": "Both involve DreamBooth, but one is an xformers method signature error and the other is local training quality differences; not the same bug." }, { "left": "issue:8787", "right": "issue:9613", "accept": false, - "reason": "One is about slow model loading; the other is a Timesteps attribute error. Different failure modes and code paths." + "reason": "Slow model loading is unrelated to the Timesteps.scale attribute error." }, { "left": "issue:9096", "right": "issue:9768", "accept": false, - "reason": "Both mention NaNs, but one is Flux half-precision inference and the other is an SDPA/CuDNN backend issue." + "reason": "Both mention NaNs, but the reported environments and likely root causes differ (Flux half precision vs torch 2.5 SDPA/CuDNN)." }, { "left": "issue:11136", "right": "issue:8788", "accept": false, - "reason": "Different topics: SCM intermediate timestep support versus SD3 VAE tiling on non-power-of-two images." + "reason": "SanaSprint intermediate timestep support is unrelated to SD3 VAE tiling behavior." }, { "left": "issue:4104", "right": "issue:6492", - "accept": true, - "reason": "Both describe black image output from generation; 4104 adds the specific invalid-cast symptom, so these look like the same underlying bug." + "accept": false, + "reason": "Both mention black outputs, but they appear to be separate image-generation issues with different contexts and symptoms." }, { "left": "issue:3325", "right": "issue:4639", "accept": false, - "reason": "Both are training-script failures, but they are different scripts with different errors and no clear shared code-path bug." + "reason": "CUDA invalid argument during DreamBooth training is unrelated to multiprocessing data-loader errors in a different script." }, { "left": "issue:12012", "right": "issue:9856", "accept": false, - "reason": "One is a context-state retrieval error in Wan caching; the other is a distributed port-in-use error. Not the same issue." + "reason": "Wan 2.2 context-state error is unrelated to distributed port-in-use errors." }, { "left": "issue:10382", "right": "issue:8960", "accept": false, - "reason": "A VAE forward return-type mismatch is unrelated to gradient accumulation being nonfunctional." + "reason": "VAE forward return type mismatch is unrelated to gradient accumulation being nonfunctional in a training example." }, { "left": "issue:10986", "right": "issue:11709", "accept": false, - "reason": "Different problems: MPS ComplexDouble tensors versus a CausVid LoRA key-loading failure." + "reason": "ComplexDouble tensors on MPS and CausVid LoRA key errors are different bugs affecting different components." }, { "left": "issue:1643", "right": "issue:4551", "accept": false, - "reason": "One is an xformers method-call mismatch; the other is an SDXL DreamBooth crash. Same broad area, different bug." + "reason": "DreamBooth xformers signature error is not the same as SDXL dreambooth crash/loading issue." }, { "left": "issue:11062", "right": "issue:11127", "accept": false, - "reason": "A CivitAI LoRA loading error is not the same as a Flux single-file model compatibility issue." + "reason": "Loading a specific LoRA error and a single-file Flux model incompatibility are distinct model-loading problems." }, { "left": "issue:2081", "right": "issue:2673", "accept": false, - "reason": "Weight conversion to JAX and upscale pipeline verification errors are unrelated." + "reason": "JAX conversion failures and StableDiffusionUpscalePipeline config/input verification errors are different issues." }, { "left": "issue:10823", "right": "issue:7146", "accept": false, - "reason": "One is about missing inference files from a fine-tuning script; the other is an SDXL training OOM." + "reason": "Fine-tuning script output files and SDXL CUDA OOM are unrelated training issues." }, { "left": "issue:4255", "right": "issue:6598", "accept": false, - "reason": "Both compare outputs, but one is general quality degradation and the other is img2img parity with A1111; not the same concrete bug." + "reason": "Different-results-quality complaint versus img2img parity complaint; both are output-quality, but not the same bug." }, { "left": "issue:2161", "right": "issue:3174", "accept": false, - "reason": "Inpainting LoRA training and LoRA/dreambooth loading regressions are different issues." + "reason": "Inpainting LoRA training and LoRA/dreambooth loading regression are different workflows and failures." }, { "left": "issue:10963", "right": "issue:8432", "accept": false, - "reason": "Both are ImportErrors, but they reference different symbols and modules." + "reason": "AutoencoderKLWan import failure and FromOriginalVAEMixin import failure are separate import/export issues." }, { "left": "issue:11359", "right": "issue:11569", "accept": false, - "reason": "Both are about LTX-Video, but one is a speed feature request and the other asks for a specific diffusers repo release." + "reason": "Both concern LTX-Video, but one is a performance feature request and the other is a repo packaging request." }, { "left": "issue:1434", "right": "issue:4788", "accept": false, - "reason": "Both are OOM reports, but they concern different pipelines, image sizes, and contexts." + "reason": "Both are memory/OOM reports, but they involve different pipelines, image sizes, and contexts." }, { "left": "issue:4724", "right": "issue:5558", "accept": false, - "reason": "These are different ControlNet/SDXL behaviors: img2img mismatch versus multi-ControlNet inpaint artifacts." + "reason": "SDXL img2img behavior with a checkpoint is unrelated to ControlNet inpaint artifacts with multiple ControlNets." }, { "left": "issue:6517", "right": "issue:9055", "accept": false, - "reason": "Both are import failures, but they involve different APIs and modules and do not share a concrete bug." + "reason": "Both are import errors, but they involve different mixins, modules, and failure points." }, { "left": "issue:5016", "right": "issue:5840", "accept": false, - "reason": "Both are DreamBooth LoRA training issues, but one is about text-encoder training and the other about checkpoint resume/freezing." - }, - { - "left": "issue:2728", - "right": "issue:4250", - "accept": false, - "reason": "A safetensors loading failure is not the same as a generic from_pretrained load problem." - }, - { - "left": "issue:4892", - "right": "issue:5760", - "accept": false, - "reason": "Different video-generation research pipelines; no evidence of the same bug or change." + "reason": "Training text encoder not working and resume-from-checkpoint freezing are different SDXL DreamBooth LoRA issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analyst stays conservative and the only accepted duplicate-like pair, issue 4104 vs 6492, is grounded by the packet titles: both describe black image output, with 4104 adding the more diagnostic cast warning. The other soft-edge rejections are appropriately cautious given only title-level evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -33324,10 +33343,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10049", "issue:10428", @@ -33342,6 +33361,7 @@ "issue:222", "issue:2375", "issue:2560", + "issue:2728", "issue:2844", "issue:3363", "issue:3450", @@ -33349,23 +33369,22 @@ "issue:3871", "issue:4030", "issue:4241", + "issue:4250", "issue:4389", "issue:4566", + "issue:4892", "issue:4911", - "issue:5510", "issue:5558", "issue:5605", + "issue:5760", "issue:5931", "issue:6354", - "issue:6570", "issue:6636", "issue:7000", "issue:7056", "issue:7347", "issue:746", "issue:8435", - "issue:9063", - "issue:9089", "issue:9096", "issue:9187", "issue:9415", @@ -33378,6 +33397,8 @@ "issue:993" ], "soft_pairs": [ + "issue:2728|issue:4250", + "issue:4892|issue:5760", "issue:4389|issue:4911", "issue:222|issue:3453", "issue:7056|issue:9415", @@ -33399,182 +33420,180 @@ "issue:10428|issue:9895", "issue:1367|issue:746", "issue:1166|issue:2218", - "issue:2036|issue:993", - "issue:9063|issue:9089", - "issue:5510|issue:6570" + "issue:2036|issue:993" ], - "prepared_review_unit_hash": "abeec80f3239d5ea3adea7604950891e91f9a81d70305f82b68eabf592e5fdce", + "prepared_review_unit_hash": "51769a1d0308b17445d9d21a44290475a10761ee0b51d7a34710a50abd2f08f9", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33774, - "estimated_input_tokens": 8444, - "estimated_eval_tokens": 17144 + "serialized_chars": 33656, + "estimated_input_tokens": 8414, + "estimated_eval_tokens": 17084 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are not a duplicate cluster: they span many unrelated pipelines, features, and failure modes. None of the suggested soft pairs looks like the same underlying bug/change closely enough to merge.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue stands out because the set is heterogeneous and the soft pairs are mostly superficial similarity, not true duplicates.", + "summary": "Mostly unrelated issues with superficial keyword overlap (loading, training, Flux, LoRA, video). I don\u2019t see a true duplicate cluster or a shared code-path change that would justify merging any soft pair.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits the cluster cleanly; the items span distinct bugs and feature requests rather than one underlying defect. If forced to pick a representative, the Flux device-mismatch regression issues are the closest family.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 9895 is the strongest anchor only in the sense that it is a concrete, reproducible Flux regression with an explicit commit reference and a specific device-mismatch error.", + "best_issue_reason": "issue:9895 is the strongest representative if one is needed: it is a concrete, recent FluxPipeline regression with a specific device-placement failure and clear reproduction context.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:2728", + "right": "issue:4250", + "accept": false, + "reason": "Both are loading failures, but one is UNet2DConditionModel safetensors loading and the other is a broader from_pretrained misload; different code paths and symptoms." + }, + { + "left": "issue:4892", + "right": "issue:5760", + "accept": false, + "reason": "Both are video-related, but TokenFlow video editing and video-to-audio synthesis are unrelated problems and changes." + }, { "left": "issue:4389", "right": "issue:4911", "accept": false, - "reason": "Both are loading errors, but one is about ControlNetModel loading and the other about custom text_encoder loading from_single_file; different code paths and failure causes." + "reason": "ControlNetModel loading and custom text_encoder loading in from_single_file are different components and failure modes." }, { "left": "issue:222", "right": "issue:3453", "accept": false, - "reason": "Both mention training/runtime errors, but 3453 is a specific BFloat16 CUDA limitation while 222 is a generic training failure with no evidence of the same bug." + "reason": "Generic training runtime failure versus a specific BFloat16 triu_tril CUDA limitation in text-to-image training; not the same bug." }, { "left": "issue:7056", "right": "issue:9415", "accept": false, - "reason": "Both describe an error after adding a parameter, but they concern different models/components (SDXL LoRA vs CogVideoXTransformer3DModel) and likely different bugs." + "reason": "Both mention parameter-related errors, but SDXL LoRA train_text_encoder and CogVideoXTransformer3DModel module parameters are unrelated code paths." }, { "left": "issue:2132", "right": "issue:3363", "accept": false, - "reason": "Same broad DreamBooth script family, but 2132 is a specific Accelerator.trackers AttributeError while 3363 is a different cross-machine failure with no shared root cause shown." + "reason": "Both involve DreamBooth/LoRA, but missing Accelerator.trackers is a dependency/API issue, while 'failed on two machines' is broader and not the same defect." }, { "left": "issue:9515", "right": "issue:9810", "accept": false, - "reason": "These are unrelated: missing RMSNorm in an attention processor versus LoRA module_to_save support." + "reason": "SD3Transformer2DModel RMSNorm omission and LoRA module_to_save() support are different implementation gaps." }, { "left": "issue:3450", "right": "issue:5931", "accept": false, - "reason": "A from_ckpt dev-version loading regression is not the same as nondeterministic generation output." + "reason": "from_ckpt loading failure and nondeterministic generation are distinct problems." }, { "left": "issue:5605", "right": "issue:6354", "accept": false, - "reason": "Both are feature requests in training/customization, but one is per-image captions for SDXL DreamBooth and the other is LoRA support for ControlNet." + "reason": "These are separate feature requests: per-image captions for SDXL Dreambooth vs LoRA support for ControlNet." }, { "left": "issue:7000", "right": "issue:9096", "accept": false, - "reason": "A PyTorch deprecation warning is not the same underlying problem as Flux half-precision NaN outputs." + "reason": "PyTorch deprecation warning in outputs.py and Flux half-precision NaNs are unrelated." }, { "left": "issue:4030", "right": "issue:8435", "accept": false, - "reason": "Both are runtime errors, but they involve different pipelines and different failure contexts; no clear shared code-path bug." + "reason": "Stable Diffusion v2.1 embedding runtime error and from_single_file runtime error are not the same code-path failure." }, { "left": "issue:10049", "right": "issue:6636", "accept": false, - "reason": "Import errors, but for different symbols/modules: MochiPipeline versus DIFFUSERS_SLOW_IMPORT." + "reason": "Cannot import MochiPipeline and missing DIFFUSERS_SLOW_IMPORT are different import-symbol issues." }, { "left": "issue:10446", "right": "issue:9450", "accept": false, - "reason": "Both touch Flux multi-GPU behavior, but one is FluxControlNetPipeline model-sharding incompatibility and the other is a transformer-related device mismatch in FluxPipeline; not the same concrete bug." + "reason": "Both involve Flux/multi-GPU, but FluxControlNetPipeline sharding incompatibility and a transformer= device mismatch are different concrete bugs." }, { "left": "issue:9856", "right": "issue:9911", "accept": false, - "reason": "Distributed port collision and Flux multi-ControlNet layer-length error are unrelated." + "reason": "Distributed port-in-use conflict and multi-controlnet layer-length mismatch are unrelated." }, { "left": "issue:1922", "right": "issue:2375", "accept": false, - "reason": "Both are NameErrors in examples, but they reference different missing names in different scripts and do not indicate the same underlying defect." + "reason": "Undefined init_git_repo in a notebook and missing safe_open are separate NameError problems." }, { "left": "issue:10797", "right": "issue:9187", "accept": false, - "reason": "Different pipelines and features: HunyuanVideo group offloading versus SDXL IP-Adapter behavior after Kolors update." + "reason": "HunyuanVideoPipeline group offloading and SDXL IP-Adapter image_encoder_folder=None after Kolors update are unrelated regressions." }, { "left": "issue:4566", "right": "issue:7347", "accept": false, - "reason": "Both are LoRA-training related, but one is checkpoint resume and the other is a post-update training failure; too broad to treat as the same bug." + "reason": "Checkpoint resume failure for SDXL LoRA and a general LoRA training failure after update are not the same specific bug." }, { "left": "issue:4241", "right": "issue:6354", "accept": false, - "reason": "A feature request for unidiffusers LoRA support is not the same as ControlNet LoRA support." + "reason": "A support request for unidiffusers LoRA fine-tuning and a request for ControlNet LoRA support are different features." }, { "left": "issue:2844", "right": "issue:3871", "accept": false, - "reason": "StableUnCLIP image-embedding runtime error and checkpoint-resume training error are unrelated." + "reason": "Explicit image-embedding runtime error in StableUnCLIPImg2ImgPipeline and checkpoint-resume training error are unrelated." }, { "left": "issue:2560", "right": "issue:5558", "accept": false, - "reason": "Both involve image generation quality/output, but one is list-of-generators nondeterminism and the other is multi-ControlNet artefacts; different issues." + "reason": "Different-generator output variance and multi-ControlNet artifacts are not the same issue." }, { "left": "issue:10428", "right": "issue:9895", "accept": false, - "reason": "Both are Flux inference device errors, but one is on Ascend NPU and the other is a CUDA/CPU regression after a specific commit; not enough to merge as one bug." + "reason": "Both are Flux inference failures, but Ascend NPU inference error and a CUDA/CPU device mismatch regression are different hardware/path-specific problems." }, { "left": "issue:1367", "right": "issue:746", "accept": false, - "reason": "Scheduler config saving and ONNX revision loading are unrelated pipeline/config issues." + "reason": "Scheduler config save with custom trained_betas and ONNX revision loading are unrelated." }, { "left": "issue:1166", "right": "issue:2218", "accept": false, - "reason": "TPU hang while saving during textual inversion is not the same as overtraining during diffusers training." + "reason": "TPU save hang in textual inversion and overtrained models during training do not describe the same defect." }, { "left": "issue:2036", "right": "issue:993", "accept": false, - "reason": "A model-specific OSError with stable-diffusion-v1-4 is not the same as an fp16 data-type mismatch." - }, - { - "left": "issue:9063", - "right": "issue:9089", - "accept": false, - "reason": "Both are FluxPipeline-related, but one is a tokenizer slow/fast instantiation error and the other says FluxPipeline cannot be found; different problems." - }, - { - "left": "issue:5510", - "right": "issue:6570", - "accept": false, - "reason": "Both are SDXL InstructPix2Pix runtime errors, but the failing operations differ: dtype mismatch versus tensor shape mismatch." + "reason": "OSError loading stable-diffusion-v1-4 and fp16 dtype mismatch are different failure modes." } ] }, @@ -33593,10 +33612,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10010", "issue:10016", @@ -33604,10 +33623,8 @@ "issue:11046", "issue:1125", "issue:11627", - "issue:12080", "issue:12108", "issue:12458", - "issue:13065", "issue:13300", "issue:1633", "issue:2444", @@ -33616,17 +33633,17 @@ "issue:3728", "issue:3948", "issue:4014", - "issue:4080", "issue:4790", "issue:4808", + "issue:5510", "issue:5628", "issue:5647", "issue:5703", - "issue:5966", "issue:617", "issue:6218", "issue:6323", "issue:6520", + "issue:6570", "issue:6749", "issue:6758", "issue:7049", @@ -33641,6 +33658,8 @@ "issue:8551", "issue:8626", "issue:9012", + "issue:9063", + "issue:9089", "issue:9202", "issue:940", "issue:941", @@ -33648,6 +33667,8 @@ "issue:967" ], "soft_pairs": [ + "issue:9063|issue:9089", + "issue:5510|issue:6570", "issue:6323|issue:9660", "issue:12108|issue:12458", "issue:10010|issue:7237", @@ -33670,188 +33691,186 @@ "issue:1633|issue:2905", "issue:5628|issue:5703", "issue:11046|issue:7974", - "issue:617|issue:967", - "issue:12080|issue:13065", - "issue:4080|issue:5966" + "issue:617|issue:967" ], - "prepared_review_unit_hash": "e5fb7d5c4a207f55fe41bc4bcecafe62a3e800097c9a1e3add3ac93be7689771", + "prepared_review_unit_hash": "ecaf134a83c7dd8a92c09011e19bd837c6b125c4fa4011dcb96391d4efd500ed", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 34734, - "estimated_input_tokens": 8684, - "estimated_eval_tokens": 17624 + "serialized_chars": 34949, + "estimated_input_tokens": 8738, + "estimated_eval_tokens": 17732 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a single duplicate cluster: it mixes many unrelated Diffusers issues across different pipelines, models, schedulers, and feature requests (FLUX, SD3/SDXL, Qwen Image, ControlNet, IP-Adapter, inpainting, conversion tools, CPU/MPS/ONNX, etc.). The soft edges are mostly title-similarity false positives rather than the same underlying bug.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This cluster is a mix of unrelated bugs, feature requests, and pipeline-specific issues. None of the soft-similarity pairs looks like the same underlying defect, so I would not merge any of them as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue stands out: the items span different pipelines, models, backends, and failure modes, so there is no safe umbrella duplicate.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 9063 is the most concrete and actionable report in the set, but only as a representative example; it does not subsume the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:9063", + "right": "issue:9089", + "accept": false, + "reason": "Both mention Flux, but one is a tokenizer instantiation failure and the other is a missing pipeline class; different root causes and fixes." + }, + { + "left": "issue:5510", + "right": "issue:6570", + "accept": false, + "reason": "Same pipeline family, but one is a dtype mismatch and the other is a tensor-shape mismatch; not the same bug." + }, { "left": "issue:6323", "right": "issue:9660", "accept": false, - "reason": "Both involve pipeline attributes/mode handling, but one is TensorRT img2img guidance_scale and the other is from_pretrained eval mode; different bugs and code paths." + "reason": "One is TensorRT guidance_scale assignment, the other is from_pretrained eval-mode behavior; unrelated code paths." }, { "left": "issue:12108", "right": "issue:12458", "accept": false, - "reason": "Both mention Qwen image, but one is a scheduler/flow-matching breakage and the other is batch inference feature/issue; not the same defect." + "reason": "Both involve Qwen-related work, but one is a scheduler/flow-matching breakage and the other is a batch inference feature request." }, { "left": "issue:10010", "right": "issue:7237", "accept": false, - "reason": "FLUX model file not found vs EDMEulerScheduler missing symbol; completely different failure modes." + "reason": "A missing FLUX Fill model_index.json file is unrelated to EDMEulerScheduler lookup failures." }, { "left": "issue:6520", "right": "issue:6749", "accept": false, - "reason": "Training validation blank results vs InstantID replication mismatch; different pipelines and symptoms." + "reason": "Training log_validation blank outputs and InstantID result replication are different issues with different surfaces." }, { "left": "issue:10472", "right": "issue:7606", "accept": false, - "reason": "LoRA bias constructor error vs Kandinsky LoRA deprecation warning; not the same bug." + "reason": "Both touch LoRA, but one is an unexpected constructor kwarg and the other is a deprecation/processor API issue." }, { "left": "issue:11627", "right": "issue:8626", "accept": false, - "reason": "Both mention IP-Adapter, but one is SD3.5-Large IP-Adapter support and the other is guidance for multiple IP-adapter images/masks; feature requests, not one concrete bug." + "reason": "One is a Stable Diffusion 3.5 IP-Adapter pipeline question; the other is guidance/documentation for multi-image IP-Adapter usage." }, { "left": "issue:3728", "right": "issue:7509", "accept": false, - "reason": "New pipeline request vs ReNoise pipeline proposal; unrelated feature work." + "reason": "A new pipeline request and a ReNoise pipeline proposal are not the same underlying change." }, { "left": "issue:7049", "right": "issue:9202", "accept": false, - "reason": "IP-Adapter shape/unpack error in a basic example vs FaceID Plus V2 not working with PAG pipeline; different pipelines and root causes." + "reason": "Both use IP-Adapter, but one errors during unpacking in the basic example and the other is a FaceID Plus V2 compatibility problem in a different pipeline." }, { "left": "issue:2707", "right": "issue:4790", "accept": false, - "reason": "Syntax error in conversion script vs incompatibility between conversion scripts; both conversion-related but different concrete defects." + "reason": "The converter syntax error and the round-trip conversion incompatibility are different defects, not one duplicate bug." }, { "left": "issue:1125", "right": "issue:13300", "accept": false, - "reason": "Old inpaint runtime error vs CPU inference failures for SD3.5/FLUX; unrelated models and error paths." + "reason": "These concern different pipelines/models and different runtime contexts; they are not the same inpaint/CPU failure." }, { "left": "issue:3948", "right": "issue:4014", "accept": false, - "reason": "Pale generated images vs watermark pixel artifacts; both image quality complaints but not the same issue." + "reason": "Pale images versus watermark pixel artifacts are distinct image-quality problems." }, { "left": "issue:6218", "right": "issue:6758", "accept": false, - "reason": "Batched seeds in ControlNet/Img2Img vs InstantID num_images_per_prompt support; different parameters and pipelines." + "reason": "Batched seeds in ControlNet/Img2Img and num_images_per_prompt support in InstantID are separate parameter issues." }, { "left": "issue:2444", "right": "issue:2707", "accept": false, - "reason": "Dreambooth inpaint subprocess failure vs conversion script syntax error; unrelated failures." + "reason": "A training-script exit failure and a converter syntax error are unrelated." }, { "left": "issue:5647", "right": "issue:8551", "accept": false, - "reason": "SDXL inpaint strength==1 bug vs VAE device_map balance latent placement bug; both inpaint-related but distinct code paths." + "reason": "Both are SDXL inpaint issues, but one is strength==1 handling and the other is device placement with balanced device_map." }, { "left": "issue:940", "right": "issue:941", "accept": false, - "reason": "Both are MPS-related, but one is scheduler crash and the other is num_images_per_prompt noise in img2img; not the same bug." + "reason": "Both mention MPS, but one is a scheduler crash and the other is a num_images_per_prompt noise bug; different causes." }, { "left": "issue:10016", "right": "issue:8228", "accept": false, - "reason": "Both are load/from_single_file issues, but one is SD3.5M shape mismatch and the other is CLIPTextModel load failure; different model loading problems." + "reason": "These are different single-file loading failures affecting different components and model shapes." }, { "left": "issue:4808", "right": "issue:6218", "accept": false, - "reason": "SHAP-E img2img integration test failure vs batched seeds bug in ControlNet/Img2Img; unrelated." + "reason": "A failing SHAP-E integration test is not the same as the ControlNet/Img2Img batched-seed bug." }, { "left": "issue:7708", "right": "issue:7936", "accept": false, - "reason": "Missing tokenizer/config.json for SDXL vs invalid JSON when loading local safetensors; different file-format/load errors." + "reason": "Missing tokenizer config and invalid safetensors JSON are both load failures, but they are not the same root problem." }, { "left": "issue:7793", "right": "issue:9012", "accept": false, - "reason": "DeepFloyd LoRA unload error vs SD3ControlNetModel.from_transformer weight-loading error; unrelated model subsystems." + "reason": "LoRA unloading and SD3ControlNet weight loading are different operations with different failure paths." }, { "left": "issue:1633", "right": "issue:2905", "accept": false, - "reason": "Optional Karras sigmas in one wrapper pipeline vs adding Karras sigmas to all schedulers; one is a feature request, the other a broad scheduler enhancement." + "reason": "One requests optional Karras sigmas in a wrapper pipeline; the other asks to add Karras sigmas to all schedulers. Related theme, but not the same concrete change." }, { "left": "issue:5628", "right": "issue:5703", "accept": false, - "reason": "LMS/Karras denoising offset bug vs ddim_inverse noise reconstruction failure; both scheduler-related but distinct algorithms and symptoms." + "reason": "Offset behavior with LMS Karras sigmas and DDIM inverse noise reconstruction are distinct scheduler bugs." }, { "left": "issue:11046", "right": "issue:7974", "accept": false, - "reason": "Flux pipeline with controlnet/inpainting/IP-adapter combination vs inpaint with IP-Adapter (face+style); overlapping themes but different requested combinations." + "reason": "A combined FLUX controlnet/inpainting/IP-adapter issue is not the same as an inpaint-with-IP-Adapter bug." }, { "left": "issue:617", "right": "issue:967", "accept": false, - "reason": "NNPACK hardware support warning vs ONNX scheduler compatibility TypeError; unrelated backend/runtime issues." - }, - { - "left": "issue:12080", - "right": "issue:13065", - "accept": false, - "reason": "Qwen Image editing inference vs Qwen-Image controlnet inpaint/canny; same model family but different features and problems." - }, - { - "left": "issue:4080", - "right": "issue:5966", - "accept": false, - "reason": "Request for SDXL inpainting pipeline vs ControlNet for Stable Diffusion 2.1; different model generations and features." + "reason": "NNPACK unsupported hardware warnings and Onnx scheduler operand errors are unrelated." } ] }, @@ -33870,22 +33889,23 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10066", "issue:10202", "issue:10492", "issue:10542", "issue:11702", - "issue:11962", "issue:12078", + "issue:12080", "issue:12157", "issue:12175", "issue:12319", "issue:12459", + "issue:13065", "issue:1310", "issue:13281", "issue:1434", @@ -33902,13 +33922,14 @@ "issue:3761", "issue:3885", "issue:3937", + "issue:4080", "issue:4400", "issue:5044", "issue:5143", "issue:5606", "issue:5607", "issue:5873", - "issue:5923", + "issue:5966", "issue:6069", "issue:6157", "issue:6418", @@ -33920,11 +33941,11 @@ "issue:7418", "issue:8668", "issue:9178", - "issue:9210", - "issue:9264", "issue:9476" ], "soft_pairs": [ + "issue:12080|issue:13065", + "issue:4080|issue:5966", "issue:5143|issue:6418", "issue:6594|issue:7418", "issue:12319|issue:13281", @@ -33946,182 +33967,180 @@ "issue:2091|issue:3885", "issue:10202|issue:9178", "issue:10542|issue:12459", - "issue:1310|issue:2015", - "issue:5923|issue:9210", - "issue:11962|issue:9264" + "issue:1310|issue:2015" ], - "prepared_review_unit_hash": "57221b0fb2bdb2cefd637a94c220c118c776fa4a319ba95dedad04fffd0a79b6", + "prepared_review_unit_hash": "6e54873bb0683fbd0dedc967cd557a77f92952c2cd72493f6b40c7605bcff371", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34548, - "estimated_input_tokens": 8637, - "estimated_eval_tokens": 17530 + "serialized_chars": 34484, + "estimated_input_tokens": 8621, + "estimated_eval_tokens": 17498 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous; the soft-similarity pairs are mostly false positives rather than true duplicates. No PRs are present. I selected one concrete bug report as the most canonical issue, but overall this cluster does not form a single underlying defect/change.", - "confidence": 0.69, - "canonical_issue_reason": "issue:12157 is a concrete, reproducible bug report with a specific trigger and exact exception, making it the clearest representative issue among a mostly mixed set.", + "summary": "This set is a grab-bag of unrelated model, training, loading, offloading, and feature-request issues. The soft pairs are similarity-only false positives; there is no clear duplicate cluster or single canonical artifact.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:12157 is the strongest standalone issue candidate: it has a precise failure mode, clear context, and enough detail to be actionable as a canonical reference.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:12080", + "right": "issue:13065", + "accept": false, + "reason": "Both are Qwen-Image related, but one is generic image editing inference and the other is a controlnet combination issue; different underlying problems." + }, + { + "left": "issue:4080", + "right": "issue:5966", + "accept": false, + "reason": "Both mention diffusion pipelines, but these are different feature requests for different models and capabilities." + }, { "left": "issue:5143", "right": "issue:6418", "accept": false, - "reason": "Different problems: tiny numeric differences in UNet output vs stable video diffusion repeating the first frame. Not the same underlying bug." + "reason": "One is about tiny numerical output differences; the other is a video finetuning collapse to identical frames. Not the same bug." }, { "left": "issue:6594", "right": "issue:7418", "accept": false, - "reason": "One is a network/download ConnectionError, the other is a bug in a community pipeline file. Different failure paths." + "reason": "Connection/download failure versus a community pipeline code bug; no shared code-path problem." }, { "left": "issue:12319", "right": "issue:13281", "accept": false, - "reason": "Both involve offloading, but one is a block_level group-offloading bug and the other is a torchao quantized model/device mismatch with use_stream=True. Too different to merge." + "reason": "Both involve offloading, but one is generic block-level offloading and the other is a torchao-quantized Qwen-Image device mismatch with use_stream=True." }, { "left": "issue:1434", "right": "issue:1934", "accept": false, - "reason": "Both mention memory usage, but one is an upscale OOM and the other is cpu_offload VRAM consumption. Different code paths and symptoms." + "reason": "Both are memory-related, but one is OOM in an upscale pipeline and the other is excessive VRAM from cpu_offload; different failure modes." }, { "left": "issue:12078", "right": "issue:9476", "accept": false, - "reason": "Flux Control example validation input issue vs DreamBooth Flux dtype mismatch during validation. Different concrete bugs." + "reason": "Both are FLUX training/validation issues, but one is bad validation input in an example and the other is a float/BFloat16 dtype mismatch." }, { "left": "issue:12157", "right": "issue:12175", "accept": false, - "reason": "A training-time quantization/config iteration error is not the same as bad generated image quality. One is a crash, the other is output quality." + "reason": "One is a training-time torch.device iteration error; the other is a quality complaint. Not the same issue." }, { "left": "issue:3937", "right": "issue:6157", "accept": false, - "reason": "ZeroscopeXL loading/behavior issue and ControlNet+IP-Adapter incompatibility are unrelated concrete bugs." + "reason": "Unrelated pipeline/model problems: ZeroscopeXL loading versus ControlNet img2img ip_adapter support." }, { "left": "issue:10066", "right": "issue:5607", "accept": false, - "reason": "Different runtime errors and likely different stack locations; same broad area is not enough to treat them as duplicates." + "reason": "Different runtime errors in different code paths: unpacking self.attn versus tensor size mismatch." }, { "left": "issue:6069", "right": "issue:8668", "accept": false, - "reason": "Scheduler.add_noise failing at t=0 is unrelated to img2img image alignment-to-16 constraints." + "reason": "Scheduler add_noise failing at t=0 is unrelated to SD3 img2img input alignment requirements." }, { "left": "issue:6545", "right": "issue:6891", "accept": false, - "reason": "Both are tracker/meta issues, but they target different example-script refactors and not the same underlying change." + "reason": "Both are trackers, but they target different refactors: modular inference flow versus model card utilities." }, { "left": "issue:2361", "right": "issue:3296", "accept": false, - "reason": "Both concern checkpointing, but one crashes on saving checkpoints and the other breaks save/load with text_encoder in DreamBooth. Distinct scripts and bugs." + "reason": "Both involve checkpointing in training scripts, but one is resume/multi-GPU and the other is save/load with text_encoder; not the same bug." }, { "left": "issue:10492", "right": "issue:11702", "accept": false, - "reason": "TorchAO quantize/Lora fuse error and LoRA loading key error with diffusers are different issues in different flows." + "reason": "Different LoRA/quantization failures: torchao quantize+fuse versus AccVid LoRA key lookup with diffusers." }, { "left": "issue:2507", "right": "issue:5606", "accept": false, - "reason": "Loading performance on GPU vs a LoRA alpha-value bug are unrelated." + "reason": "Safetensors load performance is unrelated to LoRA alpha handling." }, { "left": "issue:2618", "right": "issue:6548", "accept": false, - "reason": "Both involve image inputs, but one is ControlNet image input typing and the other is RGBA handling in prepare_latents. Not the same bug." + "reason": "Both involve image input handling, but one is ControlNet tensor input support and the other is RGBA images being misclassified as latents." }, { "left": "issue:3377", "right": "issue:4400", "accept": false, - "reason": "A training optimization question is not the same as a text_encoder support request for a specific script." + "reason": "A training hyperparameter question is unrelated to text_encoder support in a different DreamBooth script." }, { "left": "issue:3565", "right": "issue:3613", "accept": false, - "reason": "Both are OOM reports, but they hit different training scripts/configurations and do not describe the same defect." + "reason": "Both mention OOM, but they are different scripts and different training setups; no single code-path bug." }, { "left": "issue:5873", "right": "issue:7237", "accept": false, - "reason": "ONNX export support issue vs missing scheduler class; unrelated failures." + "reason": "ONNX export support for scaled_dot_product_attention is unrelated to a missing scheduler class." }, { "left": "issue:3761", "right": "issue:5044", "accept": false, - "reason": "Cannot load two community pipelines in one process is not the same as Kandinsky 2.2 failing to load." + "reason": "Loading two community pipelines and failing to load Kandinsky 2.2 are separate loading problems." }, { "left": "issue:2091", "right": "issue:3885", "accept": false, - "reason": "Checkpoint resume with multi-GPU training and general VRAM reduction for text-to-image are different training concerns, not one bug." + "reason": "Checkpoint resume in multi-GPU training is not the same as general VRAM reduction guidance for a training script." }, { "left": "issue:10202", "right": "issue:9178", "accept": false, - "reason": "Flux LoRA unload handling and Flux LoRA PEFT target-module errors are separate issues." + "reason": "Both mention FLUX LoRA, but one is unloading behavior and the other is peft target module errors during training." }, { "left": "issue:10542", "right": "issue:12459", "accept": false, - "reason": "Hunyuan batch-size breakage and FLUX Kontext throughput concerns are different models and different symptoms." + "reason": "Different models and symptoms: Hunyuan batch-size breakage versus FLUX batch inference throughput." }, { "left": "issue:1310", "right": "issue:2015", "accept": false, - "reason": "K-Diffusion + Stable Diffusion pipeline and categorical diffusion pipeline are unrelated pipeline topics." - }, - { - "left": "issue:5923", - "right": "issue:9210", - "accept": false, - "reason": "Multi-GPU training hang vs dataset column validation error are not the same underlying bug." - }, - { - "left": "issue:11962", - "right": "issue:9264", - "accept": false, - "reason": "GGUF quantized model support for FLUX.1-Kontext-dev and a request for a flux inpainting model are different feature requests/issues." + "reason": "These are unrelated pipeline ideas, not the same bug or change." } ] }, @@ -34140,10 +34159,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10472", "issue:10514", @@ -34155,6 +34174,7 @@ "issue:11352", "issue:11569", "issue:11651", + "issue:11962", "issue:13015", "issue:13053", "issue:1392", @@ -34169,15 +34189,12 @@ "issue:3613", "issue:3672", "issue:3700", - "issue:3781", "issue:3803", - "issue:3880", "issue:4213", "issue:457", - "issue:4782", - "issue:5334", "issue:5474", "issue:5877", + "issue:5923", "issue:5932", "issue:6008", "issue:6230", @@ -34190,10 +34207,14 @@ "issue:861", "issue:8738", "issue:9138", + "issue:9210", + "issue:9264", "issue:9270", "issue:9690" ], "soft_pairs": [ + "issue:5923|issue:9210", + "issue:11962|issue:9264", "issue:2851|issue:3803", "issue:3613|issue:6230", "issue:10526|issue:9690", @@ -34215,24 +34236,22 @@ "issue:1392|issue:5474", "issue:1643|issue:5932", "issue:255|issue:3672", - "issue:3700|issue:6277", - "issue:3781|issue:5334", - "issue:3880|issue:4782" + "issue:3700|issue:6277" ], - "prepared_review_unit_hash": "71fad34ff3fb770da5584ade9fc3f58373a209425ca8c3cf99e3ac3447d6f180", + "prepared_review_unit_hash": "13fc6b4946631934a2bf2b35d6fd94f64fee64aadc52a3413f52adc5ff42e3f8", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33833, + "serialized_chars": 33835, "estimated_input_tokens": 8459, "estimated_eval_tokens": 17174 }, @@ -34241,156 +34260,156 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set: the items span unrelated bugs, feature requests, and pipeline-specific failures. None of the soft-similarity pairs look like the same underlying issue, so all soft edges should be rejected.", - "confidence": 0.98, - "canonical_issue_reason": "No single issue cleanly represents the cluster because the topics are heterogeneous (LoRA loading, quantization, training, import bugs, pipeline feature requests, device/offload errors, etc.).", + "summary": "This cluster is heterogeneous: mostly unrelated bug reports, feature requests, and training/runtime issues across LoRA, Flux, quantization, pipelines, and misc. inference/training paths. No single underlying duplicate bug/change stands out, so the soft pairs look like superficial textual similarity only.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong canonical representative; the cluster does not center on one bug or change.", + "best_issue_reason": "issue:11651 is the most concrete, reproducible bug report in the set (FluxControl + flux-fill-lora load failure), but it should be treated only as a representative issue, not a true duplicate canonical for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:5923", + "right": "issue:9210", + "accept": false, + "reason": "Different failure modes: multi-GPU text-to-image fine-tuning hang vs dataset column validation error." + }, + { + "left": "issue:11962", + "right": "issue:9264", + "accept": false, + "reason": "One is GGUF quantized model support for FLUX.1-Kontext-dev; the other is an inpainting feature request for Flux. Not the same bug/change." + }, { "left": "issue:2851", "right": "issue:3803", "accept": false, - "reason": "Both mention training and multi-device context, but one is about push_to_hub on TPU and the other about LoRA model sharing across GPUs; different failures." + "reason": "TPU push_to_hub subprocess issue vs multi-GPU LoRA training data-parallel bug; unrelated code paths." }, { "left": "issue:3613", "right": "issue:6230", "accept": false, - "reason": "Both are OOM-related training issues, but one is DreamBooth OOM on torch 2.0 and the other is SDXL text-to-image training OOM; not the same bug." + "reason": "Both mention OOM, but one is DreamBooth training and the other is SDXL text-to-image training; different concrete issues." }, { "left": "issue:10526", "right": "issue:9690", "accept": false, - "reason": "Flux FP8 quantization TypeError is a runtime dependency/API mismatch; example code cleanup is a maintenance request, not the same issue." + "reason": "Flux FP8 optimum.quanto constructor TypeError vs example code cleanup; different problem types." }, { "left": "issue:1478", "right": "issue:2673", "accept": false, - "reason": "Both involve upscale pipelines, but one is multi-image output handling and the other is config/image-shape validation for StableDiffusionUpscalePipeline." + "reason": "Upscale pipeline multiple-output handling vs SD upscale config/input verification error; not the same defect." }, { "left": "issue:1979", "right": "issue:861", "accept": false, - "reason": "Both are conversion-related, but one is converting SD to diffusers generally and the other is a specific ckpt conversion failure; too broad to merge." + "reason": "Both are conversion-related, but one is a general SD-to-diffusers conversion problem and the other is a specific ckpt conversion command; insufficiently same underlying bug." }, { "left": "issue:11651", "right": "issue:9270", "accept": false, - "reason": "Both mention LoRA/Flux, but one is loading flux-fill-lora with FluxControl and the other is incomplete LoRA support for Flux Dev from SimpleTuner; distinct integration problems." + "reason": "Both involve Flux LoRA support, but one is a FluxControl load failure and the other is incomplete support in SimpleTuner; different integrations and failure points." }, { "left": "issue:3238", "right": "issue:6008", "accept": false, - "reason": "LoRA conversion to diffusers and IP-Adapter-plus-face with LCM LoRA are different code paths and different failure modes." + "reason": "LoRA safetensor conversion to diffusers vs IP-Adapter Face failing with LCM LoRA; unrelated." }, { "left": "issue:5877", "right": "issue:6695", "accept": false, - "reason": "Both surface subprocess errors, but they occur in different training workflows and have no shared concrete bug." + "reason": "Both mention subprocess errors, but the actual training-script contexts and root causes are different and too vague to merge." }, { "left": "issue:457", "right": "issue:785", "accept": false, - "reason": "One is MPS color artifacting; the other is scheduler performance cost. No same underlying defect." + "reason": "MPS blue artifacts vs PNDM scheduler performance cost; completely different issues." }, { "left": "issue:3593", "right": "issue:7180", "accept": false, - "reason": "Both involve pipeline/runtime failures, but one is a LoRA+xformers second-call bug and the other is SDXL image2image controlnet cpu offload failure." + "reason": "LoRA+xformers second-call failure vs SDXL controlnet CPU offload failure; different code paths and symptoms." }, { "left": "issue:4213", "right": "issue:7592", "accept": false, - "reason": "From-single-file accelerator dependency issue and DoRA state_dict loading bug are unrelated." + "reason": "from_single_file accelerate dependency issue vs DoRA state_dict loading omission; unrelated." }, { "left": "issue:10514", "right": "issue:9138", "accept": false, - "reason": "Sana 4k resolution-binning/sample_size limitation and a generic int-vs-str TypeError are different problems." + "reason": "Sana resolution binning/sample size support issue vs generic int/str TypeError; not the same bug." }, { "left": "issue:10472", "right": "issue:11232", "accept": false, - "reason": "LoRA inference lora_bias constructor error is unrelated to text-to-image fine-tuning noise residuals." + "reason": "LoRA lora_bias constructor error during inference vs noise residuals during text-to-image fine-tuning; different stages and causes." }, { "left": "issue:10760", "right": "issue:7228", "accept": false, - "reason": "Missing OnnxStableDiffusionInpaintPipelineLegacy attribute and traced-model dtype attribute error are separate import/model-loading issues." + "reason": "Missing import attribute for an ONNX pipeline vs traced model missing dtype; different failures." }, { "left": "issue:10798", "right": "issue:13015", "accept": false, - "reason": "Flux quantization with bitsandbytes device-combination bug is unrelated to QwenImageEditPlus NPU tensor device mismatch." + "reason": "Flux quantization/bitsandbytes device-combination bug vs NPU tensor-device mismatch in QwenImageEditPlus; unrelated." }, { "left": "issue:11135", "right": "issue:5474", "accept": false, - "reason": "Both are pipeline proposals, but they are different architectures and changes; not duplicates." + "reason": "New SmoothCache pipeline proposal vs Stable Diffusion Reference Only pipeline request; different features." }, { "left": "issue:11352", "right": "issue:8738", "accept": false, - "reason": "CPU warning for 8bit quantized model movement and SD3Transformer2DModel configuration failure are different quantization/model setup issues." + "reason": "Missing warning when moving 8-bit model to CPU vs SD3Transformer2DModel misconfiguration; unrelated." }, { "left": "issue:11569", "right": "issue:13053", "accept": false, - "reason": "A request for a repo for ltxv-13b-0.9.7-distilled and a request to support Unipic 3.0 Pipeline are separate feature requests." + "reason": "Model repo request for ltxv-13b-0.9.7-distilled vs Unipic 3.0 pipeline support; unrelated feature requests." }, { "left": "issue:1392", "right": "issue:5474", "accept": false, - "reason": "Stable Diffusion 2 release/tracking and a Stable Diffusion Reference Only pipeline proposal are not the same change." + "reason": "Generic Stable Diffusion 2 issue vs new Reference Only pipeline proposal; not the same artifact." }, { "left": "issue:1643", "right": "issue:5932", "accept": false, - "reason": "xformers enable_xformers_memory_efficient_attention argument mismatch and a 3-channel/4-channel input mismatch are unrelated runtime errors." + "reason": "DreamBooth xformers call signature error vs input-channel mismatch in upscale pipeline; different bugs." }, { "left": "issue:255", "right": "issue:3672", "accept": false, - "reason": "Image size divisibility error in StableDiffusionPipeline and concurrent thread failure are different failure classes." + "reason": "UNet block size validation error vs concurrent-thread inference failure; unrelated." }, { "left": "issue:3700", "right": "issue:6277", "accept": false, - "reason": "min_snr argument missing in train_text_to_image_lora.py and broken gradients in the same script are different training issues." - }, - { - "left": "issue:3781", - "right": "issue:5334", - "accept": false, - "reason": "Multiple LoRAs regression and accelerate.prepare/accumulate needing multiple models are related to training plumbing but not the same bug." - }, - { - "left": "issue:3880", - "right": "issue:4782", - "accept": false, - "reason": "Both concern inpainting artifacts, but one is degraded unmasked areas and the other is mask==0 regions being modified; close but not clearly the same defect." + "reason": "Missing min_snr argument support in a training script vs broken gradients in LoRA example; different defects." } ] }, @@ -34409,28 +34428,27 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10302", "issue:10337", "issue:10797", "issue:10914", - "issue:1100", "issue:11298", "issue:11352", "issue:11370", "issue:11872", "issue:12329", "issue:12529", - "issue:1367", - "issue:2786", "issue:3280", "issue:3442", "issue:3454", "issue:3694", + "issue:3781", + "issue:3880", "issue:4073", "issue:4109", "issue:4183", @@ -34439,8 +34457,10 @@ "issue:4450", "issue:4554", "issue:4754", + "issue:4782", "issue:487", "issue:4874", + "issue:5334", "issue:5436", "issue:6388", "issue:6441", @@ -34452,7 +34472,6 @@ "issue:8673", "issue:8744", "issue:8958", - "issue:898", "issue:9167", "issue:9200", "issue:9209", @@ -34464,6 +34483,8 @@ "issue:9913" ], "soft_pairs": [ + "issue:3781|issue:5334", + "issue:3880|issue:4782", "issue:4109|issue:4354", "issue:4386|issue:6388", "issue:4554|issue:8543", @@ -34485,189 +34506,190 @@ "issue:12329|issue:12529", "issue:10914|issue:11352", "issue:6441|issue:9913", - "issue:3694|issue:4754", - "issue:1100|issue:898", - "issue:1367|issue:2786" + "issue:3694|issue:4754" ], - "prepared_review_unit_hash": "dbf7fef65ecaa59c9537238d1564639c9fe9ef62c6af0b8d9dff5f0c50760498", + "prepared_review_unit_hash": "a24f7d084f8b076d3e1207476d529b059bae1b8958f45857019dec369c90df3e", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33938, - "estimated_input_tokens": 8485, - "estimated_eval_tokens": 17226 + "serialized_chars": 33846, + "estimated_input_tokens": 8462, + "estimated_eval_tokens": 17180 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a noisy set of offloading/loading/training-related issues across different models and pipelines, but the soft edges do not describe the same concrete bug or change. I would not merge any of the candidate pairs.", - "confidence": 0.74, - "canonical_issue_reason": "issue:10914 is the broadest umbrella candidate: it centers on unintended CPU offloading, which is the closest shared theme across several nearby issues in this cluster.", + "summary": "Mostly a heterogeneous issue cluster around offloading/quantization/loading, with a few clear duplicate pairs (especially inpainting and one textual-inversion save/load pair). The 3442/4450 textual-inversion link is too weak to treat as the same bug from the packet alone.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 10914 is the broadest, clearest description of the cluster\u2019s main theme: unintended CPU offloading. It generalizes better than the more specific quantization- or pipeline-tied reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:11872 is the clearest and most concrete report in the cluster, focused on repeated CPU/GPU transfers during offloading loops rather than a vague symptom.", + "best_issue_reason": "10914 is the most representative user-facing issue in the set and works best as the umbrella bug for the offloading-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:3781", + "right": "issue:5334", + "accept": false, + "reason": "Both touch LoRA/training, but one is about loading multiple LoRAs and the other about accelerate.prepare/accumulate needing multiple models; different bugs." + }, + { + "left": "issue:3880", + "right": "issue:4782", + "accept": true, + "reason": "Both describe the same inpainting defect: unmasked or mask==0 areas being altered when they should stay unchanged." + }, { "left": "issue:4109", "right": "issue:4354", "accept": false, - "reason": "Both are SDXL-related, but one is a pipeline failure and the other is a wrong return type from single-file loading; different bugs." + "reason": "General SDXL inpaint failure vs from_single_file returning the wrong pipeline type; not the same code-path issue." }, { "left": "issue:4386", "right": "issue:6388", "accept": false, - "reason": "One is about LoRA conversion, the other about gradient checkpointing in SDXL LoRA training; unrelated failure modes." + "reason": "SDXL LoRA conversion and SDXL+LoRA gradient-checkpointing are unrelated." }, { "left": "issue:4554", "right": "issue:8543", "accept": false, - "reason": "Kandinsky OOM and SD3 dreambooth gradient-checkpointing failure are different pipelines and different root causes." + "reason": "Different pipelines and symptoms: Kandinsky 2.2 OOM vs SD3 dreambooth gradient-checkpointing failure." }, { "left": "issue:5436", "right": "issue:9674", "accept": false, - "reason": "Both are training-related, but the reported problems differ: a controlnet XL training error vs bad SD3 controlnet results." + "reason": "Both are training-example problems, but the concrete failures differ: ControlNet XL example error vs bad SD3 ControlNet result." }, { "left": "issue:6801", "right": "issue:9200", "accept": false, - "reason": "Scheduler loading and SDXL ControlNet dtype errors are separate code paths and symptoms." + "reason": "Scheduler-loading failure and SDXL ControlNet dtype error are distinct issues." }, { "left": "issue:8588", "right": "issue:8673", "accept": false, - "reason": "Missing conversion script versus missing attention masks are not the same bug." + "reason": "Missing SD3 conversion script vs missing SD3 attention masks are unrelated." }, { "left": "issue:3454", "right": "issue:487", "accept": false, - "reason": "Dreambooth LoRA training failure and M1 CPU pipeline support are unrelated." + "reason": "Both are example/training failures, but they involve different models and failure modes with no clear shared code path." }, { "left": "issue:9484", "right": "issue:9546", "accept": false, - "reason": "Multi-GPU/deepspeed training and validation-step OOM in Flux ControlNet are different issues." + "reason": "Deepspeed/multigpu training setup vs validation-step OOM are different Flux training problems." }, { "left": "issue:10797", "right": "issue:11370", "accept": false, - "reason": "Group offloading in HunyuanVideoPipeline and a broken conversion script are unrelated." + "reason": "Group offloading on HunyuanVideoPipeline and a bad conversion file are unrelated." }, { "left": "issue:3280", "right": "issue:4073", "accept": false, - "reason": "DeepFloyd scheduler incompatibility and a DeepFloyd safety-checker dtype error are different bugs." + "reason": "Scheduler compatibility in DeepFloyd IF and a Tensor/astype safety-checker error are different bugs." }, { "left": "issue:3442", "right": "issue:4450", "accept": false, - "reason": "Both mention textual inversion, but one is an embedding shape issue and the other is multi-text inversion not working; not the same concrete defect." + "reason": "Both are textual-inversion related, but the packet only gives titles and no shared targets/files or direct evidence that they are the same underlying token-dimension bug." }, { "left": "issue:10302", "right": "issue:11872", "accept": false, - "reason": "FP8 inference noise without CPU offloading and repeated offload ping-pong between CPU/GPU are different performance/accuracy problems." + "reason": "FP8 inference noise without CPU offloading is not the same as repeated CPU/GPU movement inefficiency." }, { "left": "issue:4183", "right": "issue:4874", "accept": false, - "reason": "ControlNet guidance-scale failure and upscale scheduler bug are separate pipeline behaviors." + "reason": "ControlNet guidance_scale<=1 error and UpscalePipeline low_res_scheduler bug are unrelated." }, { "left": "issue:8463", "right": "issue:8958", "accept": false, - "reason": "Tokenization NoneType error in InstructP2P-SDXL and a PyTorch 2.4 register_fake import/runtime issue are unrelated." + "reason": "Tokenizer/tokenization failure in InstructP2P-SDXL and a PyTorch register_fake compatibility issue are unrelated." }, { "left": "issue:10337", "right": "issue:9343", "accept": false, - "reason": "Quantized-transformer FLUX IPAdapter failure and FLUX loading with mismatched sizes are different loading bugs." + "reason": "Different FLUX loading paths: quantized-transformer IPAdapter failure vs low_cpu_mem_usage/ignore_mismatched_sizes error." }, { "left": "issue:8744", "right": "issue:9209", "accept": false, - "reason": "Single-file training workflow and HF mirror connection failure are unrelated." + "reason": "Single-file training usage vs HF mirror connectivity are unrelated." }, { "left": "issue:11298", "right": "issue:9637", "accept": false, - "reason": "LoRA hotswap PEFT key error and XFormers attention-mask/bfloat16 issue are different subsystems and symptoms." + "reason": "LoRA hotswapping PEFT key error and XFormers attention-mask/bfloat16 failure are different code paths." }, { "left": "issue:6636", "right": "issue:9167", "accept": false, - "reason": "Importing DIFFUSERS_SLOW_IMPORT and importing StableDiffusion3Pipeline are separate import failures." + "reason": "Separate import errors involving different missing symbols/classes." }, { "left": "issue:12329", "right": "issue:12529", "accept": false, - "reason": "Wrong transformer class selection and tiled VAE tensor mismatch are different Wan2.2 issues." + "reason": "Wrong Wan model classification vs Wan2.2 VAE tensor-size mismatch are unrelated." }, { "left": "issue:10914", "right": "issue:11352", "accept": false, - "reason": "Both concern CPU/offload behavior, but one is unintended offloading and the other is a missing warning for explicit 8-bit CPU moves; not the same bug." + "reason": "Both involve CPU movement, but 11352 is specifically about a missing warning for moving 8-bit quantized models to CPU, not the same unintended-offload bug." }, { "left": "issue:6441", "right": "issue:9913", "accept": false, - "reason": "Colab from_pretrained failure and set_lora_device not working are unrelated API problems." + "reason": "Colab from_pretrained failure and set_lora_device not working are different issues." }, { "left": "issue:3694", "right": "issue:4754", - "accept": false, - "reason": "Both involve model_index.json/config.json, but one is a training-example setup failure and the other is loading a fine-tuned textual inversion artifact; too different to treat as one bug." - }, - { - "left": "issue:1100", - "right": "issue:898", - "accept": false, - "reason": "CLIPTextTransformer.device exception and TPU bfloat16 support are unrelated." - }, - { - "left": "issue:1367", - "right": "issue:2786", - "accept": false, - "reason": "Scheduler config serialization and numpy input compatibility in Depth2Img are unrelated." + "accept": true, + "reason": "Both point to the same textual inversion save/load artifact problem: missing model_index.json/config.json after fine-tuning or example execution." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but at least one soft-edge acceptance looks overstated. In particular, issue:3442 vs issue:4450 is not supported strongly enough by the packet alone: both are textual inversion-related, but the packet only gives titles and no shared targets/files or direct evidence that they are the same token-dimension bug. The other accepted pair (3694 vs 4754) is plausible, but the 3442/4450 verdict is too confident for a soft-edge match, so I would reject on precision grounds." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -34679,13 +34701,14 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10514", "issue:10520", + "issue:1100", "issue:11178", "issue:11819", "issue:12009", @@ -34695,6 +34718,7 @@ "issue:12661", "issue:1271", "issue:1305", + "issue:1367", "issue:1541", "issue:1821", "issue:1865", @@ -34702,16 +34726,14 @@ "issue:2107", "issue:2331", "issue:2518", + "issue:2786", "issue:3382", "issue:3487", "issue:3717", "issue:4014", "issue:4185", - "issue:4213", "issue:4229", - "issue:4279", "issue:4398", - "issue:4530", "issue:4848", "issue:5205", "issue:5227", @@ -34727,12 +34749,15 @@ "issue:8228", "issue:8503", "issue:8786", + "issue:898", "issue:9101", "issue:9443", "issue:9763", "issue:9927" ], "soft_pairs": [ + "issue:1100|issue:898", + "issue:1367|issue:2786", "issue:2518|issue:5429", "issue:9763|issue:9927", "issue:10514|issue:10520", @@ -34755,188 +34780,186 @@ "issue:5227|issue:5934", "issue:11819|issue:9101", "issue:1305|issue:5205", - "issue:8503|issue:9443", - "issue:4014|issue:4530", - "issue:4213|issue:4279" + "issue:8503|issue:9443" ], - "prepared_review_unit_hash": "e6b17b4ffdf462e13294b8a7f928856dbdf92a14180d81e7024f46455733119c", + "prepared_review_unit_hash": "b63594dfc58b4507bd01d6eacd890f2514af59fd15b041c7054d87ae8444e0f0", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 33918, - "estimated_input_tokens": 8480, - "estimated_eval_tokens": 17216 + "serialized_chars": 34542, + "estimated_input_tokens": 8636, + "estimated_eval_tokens": 17528 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: most pairs are only loosely similar by subsystem or keywords, not the same underlying bug/change. I reject all soft duplicate edges; the closest pair is the Wan GGUF loading reports, but they still differ by model/class and failure mode.", - "confidence": 0.94, - "canonical_issue_reason": "No true canonical duplicate stands out because the cluster spans many unrelated bugs and feature requests. If a representative issue is needed, issue:12009 is the most concrete runtime failure report and is closest to another Wan GGUF loading report.", + "summary": "This is not a duplicate cluster; it\u2019s a heterogeneous set of unrelated issues and feature requests across different models, pipelines, and training paths. All soft-pair candidates should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: the items span distinct bugs/features (Sana 4K loading/device errors, ControlNet requests, tokenizer/compiler issues, Wan GGUF loading, training OOMs, etc.), so none is a safe duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:12009 is the strongest single anchor: it has a precise, reproducible loading failure and a clear code path, making it more representative than the broader feature requests or vague training complaints.", + "best_issue_reason": "If forced to anchor the set, issue:10520 is the most concrete and actionable bug report, but it only represents one narrow Sana failure mode and is not a true cluster canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:1100", + "right": "issue:898", + "accept": false, + "reason": "Different errors and subsystems: CLIPTextTransformer device attribute bug vs TPU bfloat16 scalar-type support." + }, + { + "left": "issue:1367", + "right": "issue:2786", + "accept": false, + "reason": "Scheduler config save with custom trained_betas is unrelated to numpy input compatibility in Depth2Img." + }, { "left": "issue:2518", "right": "issue:5429", "accept": false, - "reason": "Both are example-related feature requests, but one is xformers support and the other is VAE handling; different changes." + "reason": "One is xformers support in a training script; the other is support for models without VAE in examples. Not the same bug." }, { "left": "issue:9763", "right": "issue:9927", "accept": false, - "reason": "Both involve ControlNet/SD3 training and long text, but the concrete failures differ: token truncation vs HeaderTooLarge." + "reason": "Both involve ControlNet/SD3, but one is token truncation and the other is a HeaderTooLarge failure; different concrete issues." }, { "left": "issue:10514", "right": "issue:10520", "accept": false, - "reason": "Different Sana 4K failures: resolution binning/sample size vs cross-device tensor placement." + "reason": "Same Sana 4K area, but one is a resolution binning/sample_size limit and the other is a device-mismatch runtime error." }, { "left": "issue:2331", "right": "issue:5474", "accept": false, - "reason": "Different pipeline requests: adding ControlNet vs a new Reference-Only pipeline." + "reason": "General ControlNet pipeline request vs a specific reference-only SD pipeline proposal; different changes." }, { "left": "issue:1821", "right": "issue:3487", "accept": false, - "reason": "Both touch inpaint quality, but one is negative_prompt behavior and the other is scheduler/strength result quality." + "reason": "Different inpaint quality problems: negative_prompt ineffectiveness vs strength behavior with EulerAncestralDiscreteScheduler." }, { "left": "issue:12536", "right": "issue:12661", "accept": false, - "reason": "Both mention context parallelism, but one is a sharding-size assertion in Wan inference and the other is a ChronoEdit crash." + "reason": "Both mention context parallelism, but one is a sharding divisibility assertion and the other is a ChronoEdit crash; not the same code-path bug." }, { "left": "issue:1541", "right": "issue:817", "accept": false, - "reason": "Dreambooth is shared, but the bugs are unrelated: CKPT/model-type detection vs mixed precision." + "reason": "Dreambooth checkpoint/model-type loading failure is unrelated to mixed-precision support in the Dreambooth example." }, { "left": "issue:4848", "right": "issue:8786", "accept": false, - "reason": "Different models and failures: SDXL long-prompt loading vs SD3 token-length handling." + "reason": "lpw_stable_diffusion_xl failure is unrelated to SD3 max_sequence_length token handling." }, { "left": "issue:1261", "right": "issue:684", "accept": false, - "reason": "Both are performance/backward-compatibility issues, but one is xformers backward correctness and the other is AMD memory optimizations." + "reason": "xformers attention backward assert is a CUDA attention bug, while the other is AMD training memory optimization not working." }, { "left": "issue:5379", "right": "issue:5380", "accept": false, - "reason": "Both are community pipeline proposals, but they describe different pipelines entirely." + "reason": "Separate community pipeline requests with no shared bug or implementation path." }, { "left": "issue:12009", "right": "issue:12085", "accept": false, - "reason": "Closest pair, but still not the same bug: different Wan classes/models and different GGUF load failures." + "reason": "Both are Wan gguf-loading reports, but they affect different transformer classes and show different load failures." }, { "left": "issue:4014", "right": "issue:4398", "accept": false, - "reason": "Both mention image artifacts, but one is watermark artifacts and the other is a different SDXL LoRA-dreambooth black-image issue." + "reason": "SDXL watermark pixel artifacts and all-black images in a SDXL LoRA dreambooth pipeline are different failure modes." }, { "left": "issue:5474", "right": "issue:6372", "accept": false, - "reason": "Different pipeline requests: Reference Only vs SVD + ControlNet." + "reason": "Different pipeline requests: Stable Diffusion Reference Only vs SVD + ControlNet." }, { "left": "issue:11178", "right": "issue:8228", "accept": false, - "reason": "Both are single-file/model loading problems, but one is MistoLine ControlNet loading and the other is CLIPTextModel loading in from_single_file." + "reason": "MistoLine single-file ControlNet loading failure is distinct from CLIPTextModel loading failure in from_single_file." }, { "left": "issue:1271", "right": "issue:1919", "accept": false, - "reason": "Different Dreambooth environment/setup problems: notebook dependencies vs missing datasets in requirements." + "reason": "Notebook dependency installation problems are unrelated to missing datasets in requirements.txt." }, { "left": "issue:2107", "right": "issue:4185", "accept": false, - "reason": "Different symptom and scope: low-resolution black/glitchy images vs SDXL ControlNet black images." + "reason": "Both mention black/poor images, but one is low-resolution artifacts generally and the other is SDXL ControlNet-specific black images." }, { "left": "issue:3717", "right": "issue:5923", "accept": false, - "reason": "Both are multi-GPU training issues, but one is OOM and the other is stuck execution." + "reason": "One is multi-GPU OOM; the other is a stuck execution problem in text-to-image fine-tuning." }, { "left": "issue:1865", "right": "issue:3382", "accept": false, - "reason": "Different distributed-training failures: ZeRO stage3 dimension error vs multi-GPU CUDA OOM." + "reason": "Zero-stage3 finetune dimension error is not the same as multi-GPU CUDA OOM." }, { "left": "issue:4229", "right": "issue:5923", "accept": false, - "reason": "Both involve multi-GPU training, but one is an accelerated Dreambooth error and the other is a text-to-image fine-tuning hang." + "reason": "Different multi-GPU training failures: accelerated Dreambooth error vs stuck text-to-image fine-tuning." }, { "left": "issue:5227", "right": "issue:5934", "accept": false, - "reason": "Both mention torch.compile, but one is specifically load_lora_weight compatibility and the other is a broader compile error." + "reason": "load_lora_weight under torch.compile is a specific LoRA-loading issue; the other is a broader torch.compile error." }, { "left": "issue:11819", "right": "issue:9101", "accept": false, - "reason": "Different requests: a FLUX Kontext image-editing LoRA training script vs an InstructPix2Pix SD3 training script." + "reason": "Both are training-script requests, but for different models and tasks (FLUX Kontext image editing vs SD3 InstructPix2Pix)." }, { "left": "issue:1305", "right": "issue:5205", "accept": false, - "reason": "Different tasks and pipelines: Direct Inversion vs Repaint + ControlNet." + "reason": "Direct Inversion paper/example request is unrelated to the repaint + ControlNet + LoRA/text-inversion pipeline discussion." }, { "left": "issue:8503", "right": "issue:9443", "accept": false, - "reason": "Both are SD3 issues, but one is gradient checkpointing crashes and the other is tokenizer instantiation from slow version." - }, - { - "left": "issue:4014", - "right": "issue:4530", - "accept": false, - "reason": "Both are artifact complaints in SDXL, but the reported causes and affected components differ." - }, - { - "left": "issue:4213", - "right": "issue:4279", - "accept": false, - "reason": "Both are model-loading issues, but one is SDXL from_single_file/accelerate and the other is CivitAI LoRA loading." + "reason": "Gradient checkpointing crash in SD3 is unrelated to tokenizer instantiation from a slow version." } ] }, @@ -34955,10 +34978,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10147", "issue:10798", @@ -34970,8 +34993,6 @@ "issue:1214", "issue:1434", "issue:1500", - "issue:1672", - "issue:1807", "issue:2331", "issue:2440", "issue:2695", @@ -34980,12 +35001,15 @@ "issue:3564", "issue:3661", "issue:3748", + "issue:4014", "issue:4031", "issue:4073", - "issue:4117", "issue:4206", + "issue:4213", + "issue:4279", "issue:4305", "issue:4471", + "issue:4530", "issue:4686", "issue:4880", "issue:4885", @@ -34994,7 +35018,6 @@ "issue:5037", "issue:5399", "issue:5488", - "issue:5565", "issue:5607", "issue:5737", "issue:5757", @@ -35010,6 +35033,8 @@ "issue:8729" ], "soft_pairs": [ + "issue:4014|issue:4530", + "issue:4213|issue:4279", "issue:5037|issue:8729", "issue:3748|issue:6130", "issue:10147|issue:7199", @@ -35031,182 +35056,180 @@ "issue:4880|issue:5488", "issue:5757|issue:6146", "issue:4206|issue:4985", - "issue:1500|issue:3221", - "issue:1672|issue:1807", - "issue:4117|issue:5565" + "issue:1500|issue:3221" ], - "prepared_review_unit_hash": "af6b60cb47cf46905b59e984914eadaaafe6bdf9a587ab00e6394bf7b8b1ad68", + "prepared_review_unit_hash": "d233c7a566f4633b7b0f194252a07a3dee84fad299ef04ae7f0803b9742fe028", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34071, - "estimated_input_tokens": 8518, - "estimated_eval_tokens": 17292 + "serialized_chars": 34093, + "estimated_input_tokens": 8524, + "estimated_eval_tokens": 17304 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items cover unrelated feature requests and bugs across controlnet, LoRA, SDXL, quantization, attention kernels, training scripts, and model conversion. None of the soft-similarity pairs look like the same underlying issue, so all should be kept separate.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This set is a mixed bag of unrelated Diffusers issues across SDXL, ControlNet, LoRA, quantization, safety checking, and training scripts; none of the soft pairs looks like a true duplicate.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out: the items cover different bugs/features across unrelated pipelines, and the closest pairs still diverge by model, pipeline, or failure mode.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No global best issue for deduping; the set is too heterogeneous to anchor a duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:4014", + "right": "issue:4530", + "accept": false, + "reason": "Both mention image artifacts in SDXL, but one is watermark-related and the other is refiner color artifacts; different symptoms and likely different causes." + }, + { + "left": "issue:4213", + "right": "issue:4279", + "accept": false, + "reason": "One is `from_single_file()` needing accelerate, the other is LoRA loading for SDXL 0.9; different code paths and failures." + }, { "left": "issue:5037", "right": "issue:8729", "accept": false, - "reason": "One is a validation-image argument bug in training scripts; the other is an SDXL controlnet training issue. Different code paths and symptoms." + "reason": "Both involve validation images in training scripts, but the scripts and error behavior differ; not the same concrete bug." }, { "left": "issue:3748", "right": "issue:6130", "accept": false, - "reason": "LoRA dtype mismatch when loading safetensors vs a generic LoRA load failure. Related area, but not the same concrete bug." + "reason": "Both are LoRA-loading complaints, but one is a specific float16/float32 safetensor mismatch while the other is a generic load failure." }, { "left": "issue:10147", "right": "issue:7199", "accept": false, - "reason": "MV-Adapter multi-view generation support request vs ViewFusion multi-view consistency research/topic. No shared bug or change." + "reason": "Multi-view generation support vs. a specific ViewFusion multi-view consistency feature request; related area, not the same change." }, { "left": "issue:2331", "right": "issue:3564", "accept": false, - "reason": "ControlNet pipeline addition vs Uni-ControlNet support request. Same broad subsystem, but different features and likely different implementation work." + "reason": "General ControlNet pipeline request vs. Uni-ControlNet support; distinct feature requests." }, { "left": "issue:1214", "right": "issue:3661", "accept": false, - "reason": "Half-precision CLIPTextModel bug vs from_ckpt conversion for SD2.x weights. Different components and failure modes." + "reason": "Half-precision CLIPTextModel issue vs. `from_ckpt` conversion problem for SD 2.x weights; different failures." }, { "left": "issue:4031", "right": "issue:4073", "accept": false, - "reason": "Standalone safety checker local-file loading vs DeepFloyd IF safety checker astype error. Different bugs in different loaders." + "reason": "Both mention safety checkers, but one is local loading and the other is a DeepFloyd IF tensor/type error; different code paths." }, { "left": "issue:10798", "right": "issue:11215", "accept": false, - "reason": "Bitsandbytes device-combination bug vs FLUX quantization slowness/LoRA support concerns. Same model family, but not the same concrete defect." + "reason": "Both touch FLUX quantization, but one is a device-combination bug and the other is slow inference plus LoRA support; not the same defect." }, { "left": "issue:1166", "right": "issue:761", "accept": false, - "reason": "TPU save hang in textual inversion vs DreamBooth 8-bit Adam failure. Different training modes and failure points." + "reason": "TPU textual inversion saving hang vs. DreamBooth 8-bit Adam failure; unrelated training bugs." }, { "left": "issue:1434", "right": "issue:4686", "accept": false, - "reason": "Upscale pipeline OOM during inference vs inability to reload a saved upscale pipeline. Both upscale-related, but distinct issues." + "reason": "Upscale pipeline OOM vs. loading a saved upscale pipeline failing; different failure modes." }, { "left": "issue:4471", "right": "issue:4885", "accept": false, - "reason": "SDXL img2img LoRA loading vs SDXL ControlNet img2img LoRA loading. Similar area, but different pipelines and likely separate fixes." + "reason": "Both are LoRA-loading issues in SDXL pipelines, but one is plain Img2Img and the other is ControlNet Img2Img; not enough evidence of the same underlying bug." }, { "left": "issue:5016", "right": "issue:5737", "accept": false, - "reason": "SDXL DreamBooth LoRA text encoder training vs SDXL conversion script failure. Different scripts and bugs." + "reason": "DreamBooth LoRA text encoder training problem vs. SDXL conversion failure; unrelated." }, { "left": "issue:5607", "right": "issue:7168", "accept": false, - "reason": "Tensor size mismatch in one pipeline vs IP-Adapter image embed tensor-shape confusion. Not the same error or path." + "reason": "Tensor size mismatch in one case vs. 4D IP-Adapter embeddings in the other; different tensor-shape issues." }, { "left": "issue:2440", "right": "issue:5399", "accept": false, - "reason": "Inpainting model load error in float16 vs custom inpainting dtype mismatch at inference. Related to dtype, but different bugs." + "reason": "Both involve inpainting and dtype errors, but one is a load-time float16 issue and the other is a runtime matrix dtype mismatch." }, { "left": "issue:11853", "right": "issue:6008", "accept": false, - "reason": "ControlNet+IP-Adapter load conflict on SDXL vs IP-Adapter Plus Face with LCM LoRA regression. Different combinations and symptoms." + "reason": "Both mention IP-Adapter/LoRA/ControlNet combinations, but the specific model setups and reported failures are different." }, { "left": "issue:4305", "right": "issue:7357", "accept": false, - "reason": "torch.compile graph break due to a library version vs slow inference with torch.compile and fuse_loras. Performance issues, but not the same defect." + "reason": "`torch.compile` graph break vs. slow inference despite `torch.compile` and `fuse_loras`; performance-related but not the same bug." }, { "left": "issue:2695", "right": "issue:3405", "accept": false, - "reason": "ControlNet training validation failure vs a generic controlnet training bug. Too vague to conclude same underlying issue." + "reason": "Both are ControlNet training issues, but one is validation/Tensorboard-specific and the other is a broad training-process bug." }, { "left": "issue:12022", "right": "issue:12037", "accept": false, - "reason": "flash_attention_3 interface incompatibility vs Wan 2.2 LoRA compatibility problem. Different subsystems and failure modes." + "reason": "Flash Attention 3 interface compatibility vs. Wan 2.2 LoRA guidance compatibility; different model/runtime problems." }, { "left": "issue:5966", "right": "issue:8482", "accept": false, - "reason": "ControlNet for SD 2.1 support request vs Stable Diffusion 3 medium support request. Same general feature class, but different models and work." + "reason": "ControlNet for SD 2.1 vs. support for Stable Diffusion 3 Medium; different feature requests." }, { "left": "issue:4880", "right": "issue:5488", "accept": false, - "reason": "ControlNet single-image type error vs a generic demo code failure. The titles do not indicate the same bug." + "reason": "A specific ControlNet image-argument TypeError vs. a vague demo-code failure; not the same concrete issue." }, { "left": "issue:5757", "right": "issue:6146", "accept": false, - "reason": "DreamBooth LoRA checkpoint resume error vs multi-GPU training question. One is a resume bug, the other is a distributed-training setup issue." + "reason": "Checkpoint resume error in DreamBooth LoRA SDXL vs. multi-GPU training support; distinct training concerns." }, { "left": "issue:4206", "right": "issue:4985", "accept": false, - "reason": "Main-branch broken for SDXL controlnet training vs SDXL instruct-pix2pix OOM. Different training pipelines and problems." + "reason": "ControlNet training broken on main vs. SDXL InstructPix2Pix OOM; different pipeline and failure type." }, { "left": "issue:1500", "right": "issue:3221", "accept": false, - "reason": "Community pipeline incompatibility with a diffusers release vs load_attn_procs not working in v0.16.0. Both version-related, but not the same concrete incompatibility." - }, - { - "left": "issue:1672", - "right": "issue:1807", - "accept": false, - "reason": "Wrong output size after ckpt conversion vs inference getting slower over time. Different symptoms and root causes." - }, - { - "left": "issue:4117", - "right": "issue:5565", - "accept": false, - "reason": "StableDiffusionXL DreamBooth support issue vs inability to run an SDXL LoRA DreamBooth example script. Related domain, but not the same bug." + "reason": "Different version-compatibility problems affecting different LoRA/attn-loading APIs; not the same bug." } ] }, @@ -35225,10 +35248,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10573", "issue:10795", @@ -35241,9 +35264,8 @@ "issue:12329", "issue:12575", "issue:13043", - "issue:1604", - "issue:1876", - "issue:1979", + "issue:1672", + "issue:1807", "issue:2324", "issue:2442", "issue:2507", @@ -35253,13 +35275,14 @@ "issue:3878", "issue:3891", "issue:4057", + "issue:4117", "issue:4183", "issue:4217", "issue:4646", - "issue:4936", "issue:5075", "issue:5395", "issue:5474", + "issue:5565", "issue:5875", "issue:5953", "issue:6232", @@ -35280,6 +35303,8 @@ "issue:9861" ], "soft_pairs": [ + "issue:1672|issue:1807", + "issue:4117|issue:5565", "issue:1188|issue:3891", "issue:2442|issue:4057", "issue:3348|issue:3551", @@ -35301,192 +35326,187 @@ "issue:3826|issue:5474", "issue:12575|issue:13043", "issue:7056|issue:7133", - "issue:6758|issue:6964", - "issue:1604|issue:4936", - "issue:1876|issue:1979" + "issue:6758|issue:6964" ], - "prepared_review_unit_hash": "bd97dd0adc85c1aac7747bdbb6011813fd63aaa42a77b40c330e886db5e0cb58", + "prepared_review_unit_hash": "1e4373916925de83c904b5a75e144e52dcb46bff752bedcbd53b17c1c3f4c152", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34710, - "estimated_input_tokens": 8678, - "estimated_eval_tokens": 17612 + "serialized_chars": 34758, + "estimated_input_tokens": 8690, + "estimated_eval_tokens": 17636 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are topic-neighbors rather than true duplicates. I would accept only the safetensors-loading pair and the SD-to-diffusers conversion pair; the rest differ in concrete failure mode, model family, or whether they are feature requests vs bugs.", - "confidence": 0.58, - "canonical_issue_reason": "issue:1979 is the broadest, cleanest representative of the clear conversion duplicate pair; its title captures the core problem without narrowing to a single edge case.", + "summary": "This cluster is heterogeneous and does not look duplicate-driven; the soft pairs are mostly superficially similar titles within different bugs, pipelines, or model families. All soft edges should be rejected.", + "confidence": 0.9, + "canonical_issue_reason": "No clear canonical duplicate exists because the items span unrelated issues. If one representative issue is needed, issue 9643 is the broadest Flux/controlnet-related report in the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:1979 is the best canonical anchor among the accepted duplicates because it is generic, actionable, and likely to subsume the more specific checkpoint-conversion report.", + "best_issue_reason": "Issue 9643 is the most concise, representative issue title among the Flux/controlnet subgroup, but it should be treated only as a loose cluster representative, not a duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:1672", + "right": "issue:1807", + "accept": false, + "reason": "Wrong image size after ckpt conversion is unrelated to inference slowdown over repeated generations." + }, + { + "left": "issue:4117", + "right": "issue:5565", + "accept": false, + "reason": "Both mention Dreambooth/SDXL, but one is about SDXL not working for Dreambooth and the other is a LoRA script failure; different failure modes." + }, { "left": "issue:1188", "right": "issue:3891", "accept": false, - "reason": "Both are pipeline requests, but they ask for different pipelines and modalities; not the same change." + "reason": "Both are pipeline requests, but they ask for completely different pipelines and features." }, { "left": "issue:2442", "right": "issue:4057", "accept": false, - "reason": "Both mention inpainting, but one is about loss behavior during finetuning and the other is about blurred output; different bugs." + "reason": "Loss-curve questions for inpainting training are not the same as a blurred-output finetuning bug." }, { "left": "issue:3348", "right": "issue:3551", "accept": false, - "reason": "Same subsystem, but one is a LoRA/xFormers scale feature request and the other is xFormers being disabled; not the same bug." + "reason": "One is about preserving the scale parameter with xFormers, the other about LoRA disabling xFormers entirely; related area, different bug." }, { "left": "issue:8834", "right": "issue:9101", "accept": false, - "reason": "Both are SD3 training-related, but one asks for ControlNet training code and the other for an InstructPix2Pix training script." + "reason": "A question about SD3 ControlNet training code release is not the same as requesting an InstructPix2Pix training script." }, { "left": "issue:9630", "right": "issue:9861", "accept": false, - "reason": "Both are Flux training issues, but the failure modes differ: multi-GPU/single-GPU num_single_layers handling vs transformer not updating." + "reason": "Training with num_single_layers=0 on a specific multi-GPU setup is a different issue from transformer weights not updating." }, { "left": "issue:1185", "right": "issue:2324", "accept": false, - "reason": "Both are Dreambooth-related, but reproducibility and instance-data loading are different underlying problems." + "reason": "Dreambooth reproducibility problems are not the same as instance data not being read." }, { "left": "issue:5075", "right": "issue:6879", "accept": false, - "reason": "Different concrete errors and code paths: SDXL refiner prompt embedding shape mismatch vs Custom Diffusion dtype mismatch." + "reason": "SDXL refiner prompt-embedding shape mismatch is unrelated to a custom diffusion dtype mismatch." }, { "left": "issue:10573", "right": "issue:9643", "accept": false, - "reason": "Both mention multiple ControlNets, but they are for different model families and do not look like the same underlying defect." + "reason": "Both involve multiple ControlNets, but they affect different pipelines and failure paths; not the same bug." }, { "left": "issue:3878", "right": "issue:5875", "accept": false, - "reason": "These are unrelated: a pix2pix training error versus an ONNX conversion prompt error." + "reason": "Pix2Pix imagefolder training error is unrelated to ONNX conversion prompt errors for SDXL base." }, { "left": "issue:5395", "right": "issue:6232", "accept": false, - "reason": "LoRA merging/PEFT and DPMSolver scheduler behavior are unrelated bugs." + "reason": "A LoRA combination bug is not the same as a scheduler add_noise edge-case." }, { "left": "issue:6382", "right": "issue:7306", "accept": false, - "reason": "Different issues in different paths: IP-Adapter key error during training versus float16 support in a pipeline." + "reason": "An IP-Adapter key error during/after LCM LoRA training is unrelated to float16 support in LEdits++." }, { "left": "issue:7021", "right": "issue:7681", "accept": false, - "reason": "Both are import failures, but they stem from different environment/library problems." + "reason": "Both are import errors, but they stem from different causes and different modules." }, { "left": "issue:4646", "right": "issue:6517", "accept": false, - "reason": "Both touch ControlNet import/export, but one is ONNX conversion and the other is an import-time failure for SDXL img2img." + "reason": "ONNX conversion failure for ControlNet is unrelated to the ControlNet SDXL import traceback." }, { "left": "issue:4183", "right": "issue:5953", "accept": false, - "reason": "Both are ControlNet pipeline bugs, but one is about guidance_scale <= 1 and the other about image/control_image size mismatch." + "reason": "Guidance-scale <= 1 controlnet generation errors are different from mismatched image/control_image sizes." }, { "left": "issue:10795", "right": "issue:12009", "accept": false, - "reason": "Both involve GGUF/from_single_file loading, but the models and failure modes differ: torch.compile incompatibility vs Wan2.2 loading failure." + "reason": "Both involve from_single_file/GGUF, but one is about torch.compile on transformer models and the other about Wan2.2 model loading meta-tensor failure." }, { "left": "issue:11010", "right": "issue:11045", "accept": false, - "reason": "Same broad Flux area, but one is a support request for a new model architecture and the other is a loading crash in training." + "reason": "Flux architecture support and a Flux Schnell Dreambooth crash are different underlying problems." }, { "left": "issue:2507", "right": "issue:4217", - "accept": true, - "reason": "These look like the same safetensors loading performance issue; both are about slow safetensors load times." + "accept": false, + "reason": "Both concern loading speed, but they refer to different safetensors loading scenarios and symptoms." }, { "left": "issue:12113", "right": "issue:12329", "accept": false, - "reason": "Related Wan pipeline/model-version area, but one is a channel mismatch runtime error and the other is a wrong-version loader bug; not enough evidence they are the same defect." + "reason": "A channel-mismatch runtime error and a model-version misload (Wan2.1 vs Wan2.2) are distinct bugs." }, { "left": "issue:3826", "right": "issue:5474", "accept": false, - "reason": "Both are new-pipeline requests, but they propose different pipelines with different use cases." + "reason": "These are unrelated new-pipeline requests for different modalities and use cases." }, { "left": "issue:12575", "right": "issue:13043", "accept": false, - "reason": "Both mention attention backends, but one is backend-check validation and the other is a CUDA kernel availability issue on Blackwell." + "reason": "Attention-backend checks causing an error is not the same as a missing kernel image on RTX 5090/Blackwell." }, { "left": "issue:7056", "right": "issue:7133", "accept": false, - "reason": "Both are SDXL text-encoder training issues, but one is a parameter error and the other is a resume-from-checkpoint size mismatch." + "reason": "train_text_encoder parameter failure and checkpoint-resume text-encoder size mismatch are different SDXL training issues." }, { "left": "issue:6758", "right": "issue:6964", "accept": false, - "reason": "Different pipeline limitations: num_images_per_prompt support in InstantID versus 4-channel UNet incompatibility in ControlNet inpaint." - }, - { - "left": "issue:1604", - "right": "issue:4936", - "accept": false, - "reason": "Both are version regressions, but they affect different scripts and failure modes." - }, - { - "left": "issue:1876", - "right": "issue:1979", - "accept": true, - "reason": "These are the same conversion problem at different specificity levels; 1876 is a subset of the broader SD-to-diffusers failure in 1979." + "reason": "Lack of num_images_per_prompt support and a 4-channel UNet crash in inpaint are different control-flow bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative. The accepted pairings are narrowly supported by the titles/body context, and the rejected pairs are mostly distinguished by different bug modes, model families, or feature-request vs bug framing. The canonical choice of issue:1979 over issue:1876 is also reasonable and sufficiently cautious." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -35498,10 +35518,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10282", "issue:10514", @@ -35513,7 +35533,10 @@ "issue:11321", "issue:12003", "issue:12334", + "issue:1604", "issue:1865", + "issue:1876", + "issue:1979", "issue:2015", "issue:2412", "issue:3174", @@ -35522,13 +35545,11 @@ "issue:4185", "issue:4368", "issue:4697", - "issue:4788", + "issue:4936", "issue:5442", "issue:5596", - "issue:5621", "issue:5689", "issue:5934", - "issue:6028", "issue:6096", "issue:6131", "issue:6481", @@ -35552,6 +35573,8 @@ "issue:9971" ], "soft_pairs": [ + "issue:1604|issue:4936", + "issue:1876|issue:1979", "issue:5934|issue:6096", "issue:4185|issue:5689", "issue:11314|issue:11321", @@ -35573,188 +35596,189 @@ "issue:6481|issue:6741", "issue:6870|issue:7945", "issue:8955|issue:9343", - "issue:12003|issue:12334", - "issue:4185|issue:5621", - "issue:4788|issue:6028" + "issue:12003|issue:12334" ], - "prepared_review_unit_hash": "c9ed92e063ce242e240df8db31b72cb5f8c2aa4a8236a24e5b2b86cd259131df", + "prepared_review_unit_hash": "2741407aec9818fe50c8f3395c6836cdb68f4104a79abbf1174376e4687d179b", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33389, - "estimated_input_tokens": 8348, - "estimated_eval_tokens": 16952 + "serialized_chars": 33977, + "estimated_input_tokens": 8495, + "estimated_eval_tokens": 17246 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad keywords (loading, training, ControlNet, LoRA, OOM, etc.) but not the same concrete failure mode or code path, so none should be merged as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue stands out because the items span many unrelated bugs and features across different models, pipelines, and failure types.", + "summary": "This cluster is mostly a loose set of unrelated training/loading issues. The safest anchor is the tracker issue:6545, but none of the soft-edge pairs is supported strongly enough to treat as the same bug; issue:1876 vs issue:1979 is only a possible overlap, not a clear duplicate.", + "confidence": 0.84, + "canonical_issue_reason": "issue:6545 is the broad tracker with the strongest reference signal and widest scope, so it is the best representative issue for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: there is no coherent underlying bug/change tying the cluster together closely enough to make one issue a reliable representative.", + "best_issue_reason": "issue:6545 is the most central and general issue in the set, making it the best cluster anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:1604", + "right": "issue:4936", + "accept": false, + "reason": "Both are training-related, but they describe different scripts and failure modes; not the same bug." + }, + { + "left": "issue:1876", + "right": "issue:1979", + "accept": false, + "reason": "There is only weak textual overlap around SD-to-diffusers conversion; the packet shows no explicit shared target, pair evidence, or clear same root cause." + }, { "left": "issue:5934", "right": "issue:6096", "accept": false, - "reason": "Both mention torch.compile, but one is a generic compile error and the other is a specific SVD DynamicOutputShapeException; different code paths and fixes." + "reason": "A generic torch.compile error and an SVD dynamic-shape exception are different code-path failures." }, { "left": "issue:4185", "right": "issue:5689", "accept": false, - "reason": "Both are SDXL inference problems, but one is black images with ControlNet and the other is residual noise with DPM++; not the same bug." + "reason": "Both concern image quality, but black images with ControlNet and residual noise with DPM++ are distinct symptoms and likely distinct bugs." }, { "left": "issue:11314", "right": "issue:11321", "accept": false, - "reason": "One is a training-script logic mistake, the other is a README/documentation bug; not the same underlying change." + "reason": "One is a training-script bug and the other is a README issue; they are not the same underlying defect." }, { "left": "issue:2015", "right": "issue:5442", "accept": false, - "reason": "Completely different pipeline/features: categorical diffusion vs ScaleCrafter higher-resolution generation." + "reason": "These refer to different features with no concrete shared failure mode." }, { "left": "issue:3174", "right": "issue:3585", "accept": false, - "reason": "Both involve LoRA loading, but one is a regression in new LoRA features and the other is a failure using a synthesized LoRA model; too different to be the same bug." + "reason": "Both mention LoRA, but the scenarios and failure paths differ too much to merge as one bug." }, { "left": "issue:4697", "right": "issue:8885", "accept": false, - "reason": "Different subsystems and symptoms: loading a LoRA after an update versus installation plus modifier-token loading in a custom diffusion example." + "reason": "A specific LoRA loading problem and a Custom Diffusion/clip-retrieval setup issue are unrelated." }, { "left": "issue:10891", "right": "issue:9476", "accept": false, - "reason": "Both mention dtype issues, but one is DCAE internal type conversions and the other is Flux validation input/bias dtype mismatch; not the same code path." + "reason": "Both involve dtype-related errors, but the models and execution paths differ; not enough to treat as one bug." }, { "left": "issue:8182", "right": "issue:858", "accept": false, - "reason": "A logger method typo and a Parameter.named_children AttributeError are unrelated bugs." + "reason": "Both are AttributeErrors, but they involve different missing attributes and unrelated code paths." }, { "left": "issue:5596", "right": "issue:8732", "accept": false, - "reason": "Pokemon captioning dataset conversion error versus checkpoint saving in SD1.5 training; no common failure." + "reason": "A captioning/conversion attribute error is not the same as a checkpoint-saving issue." }, { "left": "issue:10514", "right": "issue:11208", "accept": false, - "reason": "Different features and models: Sana resolution binning/sample_size mismatch versus SD3 ControlNet inpainting MultiControlNet support." + "reason": "These are different unsupported-feature reports in different pipelines." }, { "left": "issue:6131", "right": "issue:7974", "accept": false, - "reason": "Both mention IP Adapter, but one is IP-Adapter Plus not working and the other is inpaint with IP Adapter; too broad and likely different fixes." + "reason": "Both involve IP-Adapter, but the pipeline context and failure mode differ." }, { "left": "issue:10282", "right": "issue:9045", "accept": false, - "reason": "Both are loading/device-related, but one is a tensor shape mismatch and the other is a meta-tensor to CUDA conversion failure; not the same bug." + "reason": "A weight-shape mismatch while loading differs from a CUDA conversion issue with accelerate/peft." }, { "left": "issue:1865", "right": "issue:2412", "accept": false, - "reason": "Different training failures: a ZeRO stage3 dimension error versus a generic Dreambooth error." + "reason": "Different DreamBooth/SD2 errors with no clear shared root cause." }, { "left": "issue:6545", "right": "issue:6552", "accept": false, - "reason": "One is about modularizing inference in example scripts; the other is FP16 resume training. They are separate tracker tasks." + "reason": "Both are trackers in example scripts, but one is about modularizing inference and the other about FP16 resume behavior." }, { "left": "issue:7197", "right": "issue:9927", "accept": false, - "reason": "Resume-training KeyError on SD1.5 versus HeaderTooLarge in SD3 ControlNet training; unrelated bugs." + "reason": "Different training-time failures in different contexts; not the same bug." }, { "left": "issue:7735", "right": "issue:9971", "accept": false, - "reason": "Caption column validation error versus DEIS scheduler not working on FLUX; different areas entirely." + "reason": "A dataset column error and a scheduler failure are unrelated." }, { "left": "issue:11006", "right": "issue:11133", "accept": false, - "reason": "Both are video pipelines, but different models and symptoms: Wan 2.1 quantized transformer output corruption versus CogVideoX pipeline bug." + "reason": "Both involve video pipelines, but the models and symptoms are different." }, { "left": "issue:3613", "right": "issue:4368", "accept": false, - "reason": "Both are OOM reports, but for different training setups and models; not the same underlying issue." + "reason": "Both mention OOM, but they are separate training setups and not one underlying issue." }, { "left": "issue:6481", "right": "issue:6741", "accept": false, - "reason": "Dreambooth batch-size bug and Diffusion DPO missing no_flip argument are unrelated script issues." + "reason": "Different train-script problems: batch-size behavior versus a missing argument." }, { "left": "issue:6870", "right": "issue:7945", "accept": false, - "reason": "Missing enable_vae_tiling in img2img/inpaint versus a community pipeline combination request; not a duplicate bug." + "reason": "Different pipeline feature bugs with no shared concrete failure." }, { "left": "issue:8955", "right": "issue:9343", "accept": false, - "reason": "Both are model-loading problems, but one is CLIPTextModelWithProjection state_dict loading and the other is Flux low_cpu_mem_usage/ignore_mismatched_sizes behavior; not the same defect." + "reason": "A CLIPTextModel state-dict loading error and a FLUX loading-flag issue are different problems." }, { "left": "issue:12003", "right": "issue:12334", "accept": false, - "reason": "Meta-tensor copy failure versus xformers attention issue; these are different runtime problems." - }, - { - "left": "issue:4185", - "right": "issue:5621", - "accept": false, - "reason": "Both involve ControlNet/SDXL, but black images in inference and unsupported encoder_hid_proj are distinct issues." - }, - { - "left": "issue:4788", - "right": "issue:6028", - "accept": false, - "reason": "Both are out-of-memory errors, but for different models and pipelines; too broad to merge." + "reason": "A meta-tensor device-transfer failure and an xFormers attention issue are distinct bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the packet, and one soft-edge verdict overstates the evidence. In particular, issue:1876 vs issue:1979 is treated as a clear same-bug duplicate, but the packet only shows weak textual similarity and no explicit shared targets or pair evidence. That should be phrased more conservatively as a possible overlap, not a clear duplicate. Because the evaluator asks for conservative soft-edge judgments grounded in the packet, I would reject this output." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -35767,10 +35791,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10281", "issue:10282", @@ -35794,12 +35818,15 @@ "issue:4353", "issue:4356", "issue:4453", + "issue:4788", "issue:4826", "issue:5224", "issue:5540", "issue:5607", + "issue:5621", "issue:5630", "issue:5757", + "issue:6028", "issue:6252", "issue:6333", "issue:6382", @@ -35815,12 +35842,12 @@ "issue:9051", "issue:9063", "issue:9101", - "issue:9178", - "issue:9911", "issue:9913", "issue:9996" ], "soft_pairs": [ + "issue:4185|issue:5621", + "issue:4788|issue:6028", "issue:7418|issue:7991", "issue:7441|issue:9913", "issue:8540|issue:9101", @@ -35843,181 +35870,186 @@ "issue:6333|issue:9063", "issue:4353|issue:5630", "issue:7306|issue:7480", - "issue:9047|issue:9051", - "issue:9178|issue:9911" + "issue:9047|issue:9051" ], - "prepared_review_unit_hash": "0e9cc1604d47c1196adfd8cc06e286ce2e9157925a91e8e3e027aacd39521635", + "prepared_review_unit_hash": "e620a1d10000b72bb26fdcc00f4150b3fce4c7164a7248d54a92e5eb53b308de", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 24, - "serialized_chars": 33729, - "estimated_input_tokens": 8433, - "estimated_eval_tokens": 17122 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34505, + "estimated_input_tokens": 8627, + "estimated_eval_tokens": 17510 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No strong duplicates here: the soft-similarity pairs mostly share broad Diffusers/SDXL/Flux/controlnet wording but describe different bugs, features, or scripts. I rejected all soft edges.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #307 is the broadest umbrella request in the set, but it is too generic to treat as a true duplicate target; it is only the closest thing to a central issue among otherwise unrelated items.", + "summary": "This set is not a true duplicate cluster: it mixes unrelated feature requests, model/support questions, and distinct bugs across different pipelines and error modes. I would not merge any of the soft edges, and I would not nominate a single canonical issue for the whole set.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue; the items span unrelated topics and the soft pairs do not describe the same underlying bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #307 is the most canonical-style issue because it is broad and subsystem-level, but it does not actually match the other reports closely enough to absorb them as duplicates.", + "best_issue_reason": "No single issue is representative enough to serve as a safe duplicate target for this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:4185", + "right": "issue:5621", + "accept": false, + "reason": "Both are SDXL ControlNet-related, but one is black images after a rebasing change while the other is lack of encoder_hid_proj support; different problems and fixes." + }, + { + "left": "issue:4788", + "right": "issue:6028", + "accept": false, + "reason": "Both mention OOM, but they involve different models/pipelines (SD XL inpaint vs Kandinsky 3.0) and likely different memory bottlenecks." + }, { "left": "issue:7418", "right": "issue:7991", "accept": false, - "reason": "Different problems: one is a specific bug in a community upscale-LDM3D example, the other is a general bug in the basic training tutorial." + "reason": "Both are example-script bugs, but they are in different scripts and contexts (community upscale LDM3D script vs basic training tutorial)." }, { "left": "issue:7441", "right": "issue:9913", "accept": false, - "reason": "One is a pytest/Python 3.12 compatibility failure; the other is about set_lora_device not working. Different code paths and symptoms." + "reason": "Unrelated: python3.12 pytest failure versus a LoRA device-setting issue." }, { "left": "issue:8540", "right": "issue:9101", "accept": false, - "reason": "Both are training-script feature requests, but for different models and goals (SD3 caching vs. InstructPix2Pix for SD3). Not the same change." + "reason": "Both concern SD3 training scripts, but one is dreambooth caching and the other is adding an InstructPix2Pix training script; not the same change." }, { "left": "issue:1434", "right": "issue:5540", "accept": false, - "reason": "Both mention memory, but one is a specific upscale-pipeline OOM and the other is a generic inference OOM report." + "reason": "Both are memory complaints, but they are different pipelines and symptom profiles; not the same concrete bug." }, { "left": "issue:3428", "right": "issue:6382", "accept": false, - "reason": "Both concern training/checkpoint behavior, but one is about changing Img2ImgPipeline behavior and the other is an IP-adapter key error in LCM LoRA training/output use." + "reason": "Img2img pipeline behavior change versus an IP-adapter key error during SDXL LCM LoRA training/use; different code paths." }, { "left": "issue:1538", "right": "issue:4109", "accept": false, - "reason": "Different pipelines and failures: StableDiffusionMegaPipeline with SD 2. base versus StableDiffusionXLInpaintPipeline not working." + "reason": "Different unsupported pipelines/models: StableDiffusionMegaPipeline with SD 2-base versus SDXL inpaint not working." }, { "left": "issue:2163", "right": "issue:3453", "accept": false, - "reason": "Both are training-script errors, but the root causes differ: UNet dtype mismatch versus BFloat16 CUDA triu/tril limitation." + "reason": "Both are training-script runtime errors, but the actual failures differ: UNet dtype mismatch versus CUDA bfloat16 triu/tril not implemented." }, { "left": "issue:4037", "right": "issue:4826", "accept": false, - "reason": "Both are ControlNet-related, but one is FSDP validation errors during training and the other is MultiControlNet reference-mode runtime errors." + "reason": "Both involve ControlNet, but one is FSDP validation errors during training and the other is multi-ControlNet reference errors; distinct issues." }, { "left": "issue:2052", "right": "issue:6252", "accept": false, - "reason": "Both involve checkpoint/resume/loading, but textual inversion resume and LoRA weights not loaded are different mechanisms and failure modes." + "reason": "Both concern checkpoints, but one is textual inversion resume behavior and the other is LoRA weights not loading from a checkpoint." }, { "left": "issue:10281", "right": "issue:8414", "accept": false, - "reason": "A diffusion scheduler request and a new text-to-audio model request are unrelated feature asks." + "reason": "A new diffusion scheduler request and a new text-to-audio model request are different features, not the same change." }, { "left": "issue:3233", "right": "issue:4453", "accept": false, - "reason": "Both mention LoRA conversion, but one is a generic convert-trained-LoRA-to-safetensor request and the other is SDXL LoRA conversion for A1111 compatibility." + "reason": "Both ask about LoRA-to-safetensors conversion, but one is generic conversion and the other is SDXL-specific compatibility with AUTO1111; not the same issue." }, { "left": "issue:4185", "right": "issue:8729", "accept": false, - "reason": "Both are ControlNet/SDXL validation problems, but one is black images in inference and the other is unexpected validation images during webdataset training." + "reason": "Both are SDXL ControlNet-related, but one is inference black images and the other is an unexpected validation image during training; different bugs." }, { "left": "issue:5224", "right": "issue:5607", "accept": false, - "reason": "One is a Flax Stable Diffusion 2.1 error; the other is a tensor-size mismatch. No clear same underlying bug." + "reason": "No concrete overlap beyond being errors; Flax SD 2.1 issue and a tensor size mismatch are unrelated." }, { "left": "issue:1127", "right": "issue:1445", "accept": false, - "reason": "Both are ONNX-related, but one is an import traceback with DMLExecutionProvider and the other is an AttributeError in a legacy inpaint pipeline." + "reason": "Both are ONNX pipeline problems, but they affect different pipelines and failure modes (import traceback vs legacy inpaint attribute error)." }, { "left": "issue:10282", "right": "issue:9996", "accept": false, - "reason": "Different load-time shape/load-format problems: x_embedder shape mismatch versus Flux transformer loading in nf4." + "reason": "Both are model-loading failures, but one is an x_embedder shape mismatch and the other is a Flux nf4 transformer loading problem; different underlying causes." }, { "left": "issue:10928", "right": "issue:4356", "accept": false, - "reason": "One is a missing fp16 checkpoint file in a local UNet directory; the other is a missing dummy module in diffusers packaging. Unrelated." + "reason": "Completely different failures: missing fp16 weight file versus missing dummy module import." }, { "left": "issue:2783", "right": "issue:3612", "accept": false, - "reason": "Both are ControlNet feature requests, but one asks for an img2img/inpainting pipeline and the other asks how to create a ControlNet without a model/reference preprocessor. Not the same change." + "reason": "Different feature requests: creating an img2img/inpainting ControlNet pipeline versus creating a ControlNet without a model using a specific preprocessor." }, { "left": "issue:2838", "right": "issue:307", "accept": false, - "reason": "Both are about pipeline structure, but one is a controlnet_pipeline UX request and the other is a broad request to merge Stable Diffusion pipelines. Too different in scope." + "reason": "One asks for a ControlNet pipeline variation, the other asks to merge Stable Diffusion pipelines generally; not the same change." }, { "left": "issue:2052", "right": "issue:5757", "accept": false, - "reason": "Both involve resuming training, but textual inversion checkpoint resume and DreamBooth LoRA resume are separate scripts and issues." + "reason": "Both are resume-from-checkpoint problems, but they target different training scripts and likely different checkpoint-handling code." }, { "left": "issue:6333", "right": "issue:9063", "accept": false, - "reason": "One is about finetuning pre-trained LoRA by PEFT; the other is a Flux tokenizer instantiation/loading error. Different problem domains." + "reason": "Unrelated: PEFT LoRA finetuning request versus FluxPipeline tokenizer instantiation error." }, { "left": "issue:4353", "right": "issue:5630", "accept": false, - "reason": "Both are SDXL quality issues, but one is a general poor-quality generation complaint and the other is scheduler-specific leftover noise in img2img." + "reason": "Different symptoms and scopes: generic poor SDXL image quality versus LMS scheduler leaving noise in SDXL img2img." }, { "left": "issue:7306", "right": "issue:7480", "accept": false, - "reason": "Both are runtime/memory concerns, but one is float16 support in LEditsPPPipelineStableDiffusionXL and the other is OOM in DeepFloyd IF." + "reason": "Different pipelines and problems: float16 unsupported in LEditsPPPipelineStableDiffusionXL versus OOM in DeepFloyd_IF." }, { "left": "issue:9047", "right": "issue:9051", "accept": false, - "reason": "Both involve Flux, but one is MPS device support and the other is batch inference support. Different feature areas." - }, - { - "left": "issue:9178", - "right": "issue:9911", - "accept": false, - "reason": "Both are Flux + LoRA/ControlNet-related, but one is a PEFT target-module error in LoRA training while the other is multi-ControlNet with differing layer lengths." + "reason": "Both are Flux-related, but one is MPS device incompatibility and the other is missing batch inference support; not the same bug." } ] }, @@ -36036,10 +36068,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10533", "issue:1076", @@ -36059,10 +36091,8 @@ "issue:2776", "issue:3284", "issue:3391", - "issue:3451", "issue:3613", "issue:3812", - "issue:3885", "issue:3984", "issue:4733", "issue:4885", @@ -36085,12 +36115,15 @@ "issue:9148", "issue:9167", "issue:9171", + "issue:9178", "issue:9665", "issue:9861", "issue:987", - "issue:9873" + "issue:9873", + "issue:9911" ], "soft_pairs": [ + "issue:9178|issue:9911", "issue:10533|issue:11989", "issue:3284|issue:4733", "issue:1305|issue:5442", @@ -36113,181 +36146,180 @@ "issue:11258|issue:12329", "issue:1851|issue:3613", "issue:11581|issue:5798", - "issue:7306|issue:7432", - "issue:3451|issue:3885" + "issue:7306|issue:7432" ], - "prepared_review_unit_hash": "a0dc5f004e4aeeb53c682a26470b7b22ad4dbcbe9b10c0c288ceabc539cdd60c", + "prepared_review_unit_hash": "33a0f6a84a2c84a0ca0963359536c1d1c910dd945a6d5e699128fca353fce22c", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34157, - "estimated_input_tokens": 8540, - "estimated_eval_tokens": 17336 + "serialized_chars": 34171, + "estimated_input_tokens": 8543, + "estimated_eval_tokens": 17342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No pull requests are present. The issues are mostly unrelated model/pipeline support requests or distinct runtime bugs; none of the soft pairs look like the same underlying defect strongly enough to merge.", - "confidence": 0.89, - "canonical_issue_reason": "issue:11989 is the best issue anchor because it clearly describes a concrete black-image inference failure with a broad symptom that could absorb true duplicates.", + "summary": "The cluster is highly heterogeneous: most items are distinct bug reports or feature requests that only share broad model/pipeline keywords. I found no soft pair that clearly describes the same underlying fix; all proposed merges should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue cleanly represents this cluster; if forced to choose an anchor, issue #11989 is the broadest symptom report, but the set is too mixed to treat it as a true duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "issue:11989 is the strongest standalone issue: it is symptom-focused, clearly stated, and has enough detail to serve as a useful duplicate target for black-output regressions.", + "best_issue_reason": "Issue #11989 is the most generic, broadly phrased report about a black inference image, so it is the closest available representative among these weakly related issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:9178", + "right": "issue:9911", + "accept": false, + "reason": "Both are Flux-related, but one is a PEFT target-modules training error and the other is a multi-ControlNet layer-length mismatch; different failures and code paths." + }, { "left": "issue:10533", "right": "issue:11989", "accept": false, - "reason": "Both mention black outputs, but they refer to different Flux scenarios and do not establish the same concrete code path or root cause." + "reason": "Both mention black outputs, but #10533 is specific to FLUX fill fp16 while #11989 is a broader suspected weight-related black image issue; not the same concrete bug." }, { "left": "issue:3284", "right": "issue:4733", "accept": false, - "reason": "Both are training-related, but one is an accelerate launch failure and the other is a checkpoint-resume optimizer issue; different bugs." + "reason": "Both involve dreambooth LoRA training, but one fails with accelerate and the other is a checkpoint-resume optimizer inf-check error; distinct problems." }, { "left": "issue:1305", "right": "issue:5442", "accept": false, - "reason": "Direct Inversion and ScaleCrafter are unrelated pipeline/features; no shared failure mode." + "reason": "Completely different pipelines/features: Direct Inversion editing versus ScaleCrafter high-resolution generation." }, { "left": "issue:2776", "right": "issue:3984", "accept": false, - "reason": "Different training errors with different exception types and causes; not the same underlying bug." + "reason": "One is a Dreambooth/DeepSpeed runtime-version issue, the other is a class_labels requirement when num_class_embeds > 0; unrelated errors." }, { "left": "issue:5004", "right": "issue:8708", "accept": false, - "reason": "One is fp16 checkpoint resume in SDXL Dreambooth; the other is a missing config field in SD3 training examples." + "reason": "Both are Dreambooth-related, but one is fp16 checkpoint resume and the other is a missing SD3 VAE config field in examples; different root causes." }, { "left": "issue:5025", "right": "issue:9167", "accept": false, - "reason": "An import error for randn_tensor is unrelated to failing to import StableDiffusion3Pipeline." + "reason": "Both are import errors, but they concern different missing symbols in different modules; not the same fix." }, { "left": "issue:5931", "right": "issue:9171", "accept": false, - "reason": "Determinism complaints and single-file v_prediction loading are different issues." + "reason": "One is nondeterministic StableDiffusionPipeline generation, the other is from_single_file handling of v_prediction SD 1.5 models; unrelated symptoms." }, { "left": "issue:9148", "right": "issue:9873", "accept": false, - "reason": "These are separate feature requests for different pipelines/models, not duplicates." + "reason": "These are separate feature requests for different pipelines/models: Flux inpainting versus OmniGen support." }, { "left": "issue:9665", "right": "issue:9861", "accept": false, - "reason": "Different training problems: accelerator/deepspeed interaction versus Flux transformer not updating." + "reason": "One is a DeepSpeed/accelerator.prepare interaction, the other is Flux training not updating transformer weights; different code paths." }, { "left": "issue:11160", "right": "issue:13105", "accept": false, - "reason": "Both concern WAN inference, but one reports inconsistent results and the other output noise on a different model/version; root cause is not established." + "reason": "Both are WAN-related, but they target different model sizes/tasks and different symptoms (inconsistent results vs output noise)." }, { "left": "issue:1445", "right": "issue:5917", "accept": false, - "reason": "Legacy inpaint pipeline AttributeError is unrelated to a checkpoint conversion failure after upgrading diffusers." + "reason": "Different areas and failures: ONNX inpaint pipeline legacy attribute error versus checkpoint conversion failure after a version upgrade." }, { "left": "issue:3391", "right": "issue:987", "accept": false, - "reason": "Different pipelines and symptoms: overexposed super-resolution versus green speech-to-image output." + "reason": "Both describe odd image colors, but they are different pipelines with different inputs and outputs; no shared underlying bug is evident." }, { "left": "issue:4885", "right": "issue:6252", "accept": false, - "reason": "Both mention LoRA loading, but one is a specific SDXL ControlNet pipeline and the other is generic checkpoint loading; not enough evidence of one bug." + "reason": "Both mention LoRA loading, but one is SDXL ControlNet Img2Img weight loading and the other is checkpoint LoRA retrieval; too broad to merge." }, { "left": "issue:6336", "right": "issue:7722", "accept": false, - "reason": "TensorRT VAE compilation with AutoencoderTiny is unrelated to an AnimateDiff ControlNet/IP-Adapter error." + "reason": "TensorRT VAE compilation with AutoencoderTiny is unrelated to the animatediff_controlnet/IPAdapter error." }, { "left": "issue:8922", "right": "issue:8970", "accept": false, - "reason": "Both produce black images, but they are different models/platforms (SD3 quantized T5 vs Kolors MPS) with no shared code path shown." + "reason": "Both produce black images, but on different models/backends (SD3 single-file quantized T5 vs Kolors on MPS); no shared fix is apparent." }, { "left": "issue:2695", "right": "issue:3812", "accept": false, - "reason": "A validation/reporting failure in ControlNet training is not the same as a missing controlnet config field." + "reason": "One is a ControlNet training validation/reporting problem, the other is a missing controlnet config field; different issues." }, { "left": "issue:1076", "right": "issue:1188", "accept": false, - "reason": "A generic stable-diffusion-v1-5 question and a CLIPSeg pipeline feature request are unrelated." + "reason": "A general Stable Diffusion model question versus a feature request for a CLIPSeg pipeline; not duplicates." }, { "left": "issue:13008", "right": "issue:13232", "accept": false, - "reason": "Separate feature requests for FLUX.2-Klein training and LTX-2.3 support." + "reason": "Different feature requests for different model families and pipelines; no common code-path." }, { "left": "issue:7237", "right": "issue:7341", "accept": false, - "reason": "Missing scheduler symbol and TorchVersion/Version comparison TypeError are distinct failures." + "reason": "EDMEulerScheduler missing symbol and TorchVersion/Version comparison TypeError are unrelated compatibility issues." }, { "left": "issue:11258", "right": "issue:12329", "accept": false, - "reason": "Different model families and support issues: LTX single-file support versus Wan transformer version selection." + "reason": "Different single-file model support topics for different architectures (LTX vs WAN) and different failure modes." }, { "left": "issue:1851", "right": "issue:3613", "accept": false, - "reason": "One is slow multi-GPU Dreambooth training, the other is GPU OOM with torch 2.0; not the same bug." + "reason": "One is multi-GPU being slower than single GPU, the other is out-of-memory with torch 2.0; distinct performance versus memory issues." }, { "left": "issue:11581", "right": "issue:5798", "accept": false, - "reason": "Different API breakages in different pipelines: IP-Adapter dtype handling versus callback_on_step_end support." + "reason": "An IP-Adapter dtype constructor error in FLUX versus an unexpected callback_on_step_end argument in ControlNet; unrelated." }, { "left": "issue:7306", "right": "issue:7432", "accept": false, - "reason": "Float16 problems in one pipeline are unrelated to output differences versus WebUI." - }, - { - "left": "issue:3451", - "right": "issue:3885", - "accept": false, - "reason": "Memory usage anomaly and a general VRAM reduction question are related only at a high level, not the same concrete issue." + "reason": "Float16 support in LEdits++ XL and general image-result differences versus WebUI are not the same bug." } ] }, @@ -36306,10 +36338,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10010", "issue:10147", @@ -36322,7 +36354,6 @@ "issue:11092", "issue:11418", "issue:11561", - "issue:11581", "issue:11878", "issue:11922", "issue:11978", @@ -36342,7 +36373,9 @@ "issue:2495", "issue:259", "issue:3325", + "issue:3451", "issue:3468", + "issue:3885", "issue:4080", "issue:4427", "issue:4542", @@ -36355,12 +36388,12 @@ "issue:8414", "issue:8626", "issue:8667", - "issue:9069", "issue:9366", "issue:964", "issue:9744" ], "soft_pairs": [ + "issue:3451|issue:3885", "issue:10337|issue:10612", "issue:11418|issue:11922", "issue:11978|issue:8414", @@ -36383,181 +36416,180 @@ "issue:4427|issue:7931", "issue:4542|issue:8626", "issue:10010|issue:10540", - "issue:1076|issue:1392", - "issue:11581|issue:9069" + "issue:1076|issue:1392" ], - "prepared_review_unit_hash": "ade7325fc9705f1d240378e73ece5551144c856b131e211f1c3813d47b9bb17b", + "prepared_review_unit_hash": "955460e2fb562d583b760f3e39be0939e7778bbfa501b310c309e095eede4251", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34010, - "estimated_input_tokens": 8503, - "estimated_eval_tokens": 17262 + "serialized_chars": 33946, + "estimated_input_tokens": 8487, + "estimated_eval_tokens": 17230 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous. A few items are loosely related by model family (FLUX, Wan, Dreambooth, IP-Adapter), but none of the soft pairs look like the same concrete bug/change, so all soft edges should be rejected. The clearest single issue in the batch is the FLUX Fill model loading failure caused by a missing `model_index.json` URL.", + "summary": "Mostly a loose collection of unrelated GitHub issues with a few superficial thematic overlaps (FLUX Fill, adapters, memory, img2img timesteps), but no duplicate-quality matches among the soft edges.", "confidence": 0.93, - "canonical_issue_reason": "Issue 10010 is the most concrete FLUX Fill loading bug here: it names the exact failing URL and root cause, making it the best anchor for the FLUX Fill example-load problem.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 10010 is the best representative issue because it is specific, reproducible, and identifies the underlying loader failure directly rather than a vague symptom.", + "best_issue_reason": "issue:11922 is the broadest FLUX.1-Fill-dev runtime report, so it is the best single umbrella representative of the FLUX Fill subset, though it is not a true duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:3451", + "right": "issue:3885", + "accept": false, + "reason": "Both mention VRAM, but one is a specific fp16-vs-fp32 memory regression in train_text_to_image.py and the other is a general VRAM-reduction question." + }, { "left": "issue:10337", "right": "issue:10612", "accept": false, - "reason": "Both involve FLUX and adapters, but one is an IPAdapter + quantized transformers failure and the other is an NF4 LoRA load error; different code paths." + "reason": "Different failure modes: quantized transformers breaking FLUX IPAdapter vs NF4 quantized Flux Fill LoRA loading." }, { "left": "issue:11418", "right": "issue:11922", "accept": false, - "reason": "One asks how to add an fp8 FLUX Fill weight file; the other reports a FLUX.1-Fill-dev runtime problem. Different issues." + "reason": "One is about adding an fp8 safetensors file; the other is a generic FLUX.1-Fill-dev runtime problem." }, { "left": "issue:11978", "right": "issue:8414", "accept": false, - "reason": "These are unrelated new-model requests for Bria 3.2 and ConsistencyTTA; no shared bug or change." + "reason": "Both are model-addition requests, but for completely different models and code paths." }, { "left": "issue:12666", "right": "issue:13142", "accept": false, - "reason": "One is a missing video pipeline/model support request; the other is a `from_pretrained` regression with transformers 5.1.0. Not the same problem." + "reason": "Unrelated version-compatibility bugs: WanVACE GGUF loading vs PRXPipeline breaking with transformers 5.1.0." }, { "left": "issue:1574", "right": "issue:1734", "accept": false, - "reason": "Both are Dreambooth-related, but one is a training failure on an 8GB GPU and the other is multi-GPU slowness. Different bugs." + "reason": "Both are Dreambooth training complaints, but one is a bare-metal 8GB GPU failure and the other is slow multi-GPU training." }, { "left": "issue:2107", "right": "issue:2495", "accept": false, - "reason": "Both mention bad/black images, but one is low-resolution output corruption and the other is an MPS upscale pipeline issue. Not the same concrete bug." + "reason": "Different image-output bugs on different backends: low-resolution glitches vs MPS upscale producing black images." }, { "left": "issue:228", "right": "issue:259", "accept": false, - "reason": "A broken release link and a progress-bar fix are unrelated." + "reason": "Broken model link vs progress-bar behavior; no shared bug." }, { "left": "issue:4830", "right": "issue:8667", "accept": false, - "reason": "Both are tensor-size errors in ControlNet-related code, but they affect different models and conditions; not clearly the same bug." + "reason": "Both are tensor-shape issues, but they affect different models and scenarios: MultiControlNet vs SD3ControlNetModel on non-power-of-two images." }, { "left": "issue:5769", "right": "issue:7185", "accept": false, - "reason": "Mixed-precision training behavior and PyTorch 2.2 compatibility are distinct concerns." + "reason": "Mixed-precision training correctness is unrelated to pytorch 2.2 support compatibility." }, { "left": "issue:7405", "right": "issue:9744", "accept": false, - "reason": "Two different new-model requests (DynamiCrafter vs Mochi Video Model), not duplicates." + "reason": "Different model requests: DynamiCrafter video generation vs Mochi video model." }, { "left": "issue:1261", "right": "issue:964", "accept": false, - "reason": "An xformers backward-pass assertion and an inpainting example failure are unrelated." + "reason": "Xformers backward-pass assert is not the same as the inpainting example failing." }, { "left": "issue:11088", "right": "issue:11878", "accept": false, - "reason": "Both are Wan GGUF load errors, but they target different model families/sizes and do not show the same concrete failure path." + "reason": "Both involve Wan and GGUF, but they are different model classes and distinct load failures." }, { "left": "issue:2420", "right": "issue:3325", "accept": false, - "reason": "A LoRA/xformers memory-efficient attention problem and a Dreambooth CUDA invalid-argument error are different training failures." + "reason": "Different training failures: xformers memory-efficient attention error vs CUDA invalid argument in Dreambooth." }, { "left": "issue:10147", "right": "issue:11561", "accept": false, - "reason": "Multi-view generation support and FLUX IP-Adapter loading are separate feature requests/issues." + "reason": "Different adapter features: MV-Adapter for multi-view generation vs FluxFillPipeline IP-Adapter loading." }, { "left": "issue:4080", "right": "issue:6928", "accept": false, - "reason": "An SDXL inpainting pipeline request and a Marigold colorization option request are unrelated." + "reason": "Unrelated feature requests: SDXL inpainting pipeline vs a Marigold depthmap colorization option." }, { "left": "issue:11092", "right": "issue:9366", "accept": false, - "reason": "Both involve img2img/timesteps/scheduler behavior, but the reported failures and triggering conditions are different; not enough to treat as the same bug." + "reason": "Both touch img2img timestep logic, but the pipelines and scheduler contexts differ and the titles do not indicate the same concrete bug." }, { "left": "issue:1934", "right": "issue:2053", "accept": false, - "reason": "Both concern VRAM usage, but one is cpu_offload memory consumption and the other is a general version regression. Different issues." + "reason": "General VRAM complaints, but one is cpu_offload memory overhead and the other is a version regression consuming more VRAM." }, { "left": "issue:2480", "right": "issue:3468", "accept": false, - "reason": "Both are Dreambooth output-structure problems, but one is missing per-checkpoint `unet` folders and the other is missing `model_index.json`. Distinct artifacts." + "reason": "Both concern Dreambooth checkpoint artifacts, but missing per-checkpoint unet folders is different from missing model_index.json." }, { "left": "issue:10866", "right": "issue:13043", "accept": false, - "reason": "A LoRA compatibility issue and a Blackwell attention-backend kernel error are unrelated." + "reason": "Completely different issues: Lumina Image LoRA compatibility vs attention backend kernel support on RTX 5090." }, { "left": "issue:4427", "right": "issue:7931", "accept": false, - "reason": "Both mention adapter examples, but one is T2I Multiadapter and the other is SDXL ControlNet inpaint with IP-Adapter embeds. Different pipelines and bugs." + "reason": "Both mention adapter-like features, but they are different pipeline bugs and not the same code-path failure." }, { "left": "issue:4542", "right": "issue:8626", "accept": false, - "reason": "An img2img image-count limitation and guidance for multiple IP-Adapter images/masks are not the same underlying issue." + "reason": "SDXL img2img producing only one image is unrelated to guidance for multiple IP adapter images/masks." }, { "left": "issue:10010", "right": "issue:10540", "accept": false, - "reason": "Both touch FLUX Fill loading, but one is a missing example model_index URL and the other is a `from_single_file` regression after adding FLUX Fill support. Different failure modes." + "reason": "Broken FLUX Fill example URL is not the same as a from_single_file loading regression after FLUX Fill support was added." }, { "left": "issue:1076", "right": "issue:1392", "accept": false, - "reason": "These are just two different model/general questions (Stable Diffusion v1-5 and Stable Diffusion 2), not duplicates." - }, - { - "left": "issue:11581", - "right": "issue:9069", - "accept": false, - "reason": "A FLUX IP-Adapter constructor `dtype` error and a NumPy type mismatch error are unrelated." + "reason": "Generic model-support questions for different Stable Diffusion releases, not the same bug or change." } ] }, @@ -36576,12 +36608,13 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10591", + "issue:11581", "issue:11864", "issue:11978", "issue:12107", @@ -36613,7 +36646,6 @@ "issue:5515", "issue:5544", "issue:5743", - "issue:5894", "issue:6481", "issue:6794", "issue:7021", @@ -36621,9 +36653,9 @@ "issue:7681", "issue:8557", "issue:9042", + "issue:9069", "issue:9089", "issue:9109", - "issue:9112", "issue:9393", "issue:9454", "issue:9497", @@ -36631,6 +36663,7 @@ "issue:9613" ], "soft_pairs": [ + "issue:11581|issue:9069", "issue:1657|issue:3065", "issue:4269|issue:4880", "issue:4109|issue:4286", @@ -36653,181 +36686,180 @@ "issue:2606|issue:5743", "issue:13107|issue:13484", "issue:5023|issue:7021", - "issue:5433|issue:5515", - "issue:5894|issue:9112" + "issue:5433|issue:5515" ], - "prepared_review_unit_hash": "4878b9923f1282db063809b1aaeaddda3da98e84ee8cdf0886115eb7b8725fa0", + "prepared_review_unit_hash": "351905f6af6fa2d66d5fc4597a6e78856ccfda38982fbe471a9c06c60fc60b60", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34138, - "estimated_input_tokens": 8535, - "estimated_eval_tokens": 17326 + "serialized_chars": 34168, + "estimated_input_tokens": 8542, + "estimated_eval_tokens": 17340 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set; it mixes unrelated issues across training scripts, import errors, pipeline requests, and model-specific failures. All soft pairs are only superficially similar and should be kept separate.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue fits the full set: the items span different models, pipelines, and failure modes, with only broad keyword overlap.", + "summary": "The cluster is mostly a loose collection of unrelated model/pipeline/training issues connected only by broad LoRA/Flux/diffusion wording. None of the soft pairs look like the same concrete bug, so all should stay separate.", + "confidence": 0.41, + "canonical_issue_reason": "issue:13261 is the most substantial and active report here: a detailed, open LoRA/Lokr compatibility failure on FLUX.2-klein-9B, which best represents the cluster\u2019s central LoRA-on-new-models theme.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 13261 is the most detailed and discussion-rich report, so it is the closest thing to an anchor for a Flux-LoRA subset, but it still does not represent the rest of the cluster.", + "best_issue_reason": "issue:13261 has the richest reproduction context and discussion, making it the strongest anchor for this otherwise loosely related set of issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:11581", + "right": "issue:9069", + "accept": false, + "reason": "Different failures and code paths: IP-Adapter FLUX dtype constructor error vs ndarray type mismatch." + }, { "left": "issue:1657", "right": "issue:3065", "accept": false, - "reason": "One is a Kaggle notebook request; the other is a DreamBooth LoRA feature request. Different intent and no shared bug." + "reason": "One asks for DreamBooth notebook examples; the other requests a LoRA text-encoder tuning option." }, { "left": "issue:4269", "right": "issue:4880", "accept": false, - "reason": "Both are ControlNet validation errors, but the concrete failure differs: default-arg TypeError vs image input type handling." + "reason": "Both are ControlNet validation errors, but the specific bug symptoms and trigger conditions differ." }, { "left": "issue:4109", "right": "issue:4286", "accept": false, - "reason": "SDXL inpaint pipeline failure and LoRA loading failure are different code paths and symptoms." + "reason": "SDXL inpaint import/runtime issue vs LoRA loading failure in SDXL; not the same bug." }, { "left": "issue:7431", "right": "issue:9497", "accept": false, - "reason": "DreamBooth DoRA training issues and Flux mat2 shape errors are unrelated model/training problems." + "reason": "Different training regressions: DoRA/text-encoder issues vs Flux matmul shape error." }, { "left": "issue:13249", "right": "issue:13261", "accept": false, - "reason": "Both mention LoRA, but they concern different models (Z-Image vs FLUX.2-klein-9B) and different failure modes." + "reason": "Both concern LoRA on new models, but they involve different model families and distinct failure modes." }, { "left": "issue:11864", "right": "issue:2375", "accept": false, - "reason": "Both are NameError reports, but they reference different missing names in unrelated code paths ('torch' vs 'safe_open')." + "reason": "torch.compile fullgraph NameError is unrelated to the safe_open import NameError." }, { "left": "issue:4598", "right": "issue:9109", "accept": false, - "reason": "Generic missing-dependency UX issue versus a specific torchvision operator/runtime import failure; not the same bug." + "reason": "Generic missing-dependency messaging vs a specific torchvision operator registration error." }, { "left": "issue:11978", "right": "issue:9042", "accept": false, - "reason": "Both add pipelines, but for different models (Bria 3.2 vs Flux); this is not a duplicate change request." + "reason": "Separate feature requests for different pipeline additions, not one shared change." }, { "left": "issue:5544", "right": "issue:7681", "accept": false, - "reason": "FreeU toggle behavior in SDXL and an OpenSSL/lib import failure are unrelated." + "reason": "FreeU disable behavior is unrelated to an OpenSSL/lib import failure." }, { "left": "issue:6481", "right": "issue:9393", "accept": false, - "reason": "Both are training-related, but one is batch-size behavior in DreamBooth and the other is a Flux LoRA save failure under DeepSpeed." + "reason": "Different DreamBooth training problems: batch-size handling vs DeepSpeed model-saving failure." }, { "left": "issue:1566", "right": "issue:4551", "accept": false, - "reason": "Different DreamBooth crashes with different triggers: fp16 checkpoint saving versus SDXL base model usage." + "reason": "Checkpoint-save fp16 crash and SDXL DreamBooth crash are different bugs with different triggers." }, { "left": "issue:12107", "right": "issue:9613", "accept": false, - "reason": "Custom init_trackers object handling and a Timesteps.scale attribute error are separate API/runtime problems." + "reason": "accelerator.init_trackers custom-object error is unrelated to the Timesteps.scale attribute error." }, { "left": "issue:5488", "right": "issue:5509", "accept": false, - "reason": "Both are image-generation issues, but one is a broken demo and the other is a prompt/image batch-size validation error." + "reason": "Demo image generation failure is not the same as np.ndarray/cv2 batch-size validation." }, { "left": "issue:10591", "right": "issue:8557", "accept": false, - "reason": "Both involve SD3 training, but one is a LoRA script bug and the other is a token-limit complaint; not the same failure." + "reason": "SD3 training-script issue vs SD3 token-limit discussion; too different to be duplicates." }, { "left": "issue:2856", "right": "issue:4974", "accept": false, - "reason": "Both are conversion-to-diffusers topics, but they concern different source formats and distinct problems." + "reason": "Both involve conversion to diffusers, but one is generic SD conversion and the other is safetensor-specific." }, { "left": "issue:4265", "right": "issue:6794", "accept": false, - "reason": "Unrelated import errors: a missing ControlNet pipeline class versus a training utility import failure." + "reason": "Pipeline import error and cast_training_params import error are unrelated failures." }, { "left": "issue:4398", "right": "issue:4530", "accept": false, - "reason": "Both mention SDXL image artifacts, but one is black outputs in LoRA DreamBooth and the other is color artifacts in the refiner." + "reason": "Black images in an SDXL LORA-dreambooth pipeline are not the same as refiner color artifacts." }, { "left": "issue:4925", "right": "issue:9546", "accept": false, - "reason": "Both are OOM reports, but they occur on different models and steps (SDXL ControlNet distributed training vs Flux validation)." + "reason": "Both mention OOM, but they affect different training setups and different steps." }, { "left": "issue:9089", "right": "issue:9454", "accept": false, - "reason": "Both are missing-model/pipeline reports, but for different components (FluxPipeline vs CogVideoX Image2Video)." + "reason": "Missing FluxPipeline class and missing CogVideoX Image2Video model are distinct missing-component issues." }, { "left": "issue:2606", "right": "issue:5743", "accept": false, - "reason": "Both are training-stuck reports, but the contexts differ completely (DeepSpeed save_state hang vs LCD training at 0%)." + "reason": "DeepSpeed save_state hang and LCD training stuck at 0% are different training stalls." }, { "left": "issue:13107", "right": "issue:13484", "accept": false, - "reason": "Both are Flux LoRA failures, but one is missing keys for Klein LoRA and the other is a load failure for FAL loras on Flux 2 dev." + "reason": "Both are Flux LoRA-loading problems, but they refer to different models and error conditions." }, { "left": "issue:5023", "right": "issue:7021", "accept": false, - "reason": "A pipeline import error and an HF_HOME import/config error are not the same underlying bug." + "reason": "Wuerstchen import regression and HF_HOME import error are unrelated." }, { "left": "issue:5433", "right": "issue:5515", "accept": false, - "reason": "Both touch scheduler/pipeline behavior, but one is SDXL artifacting with DPM++ and the other is LCM initialization without a scheduler." - }, - { - "left": "issue:5894", - "right": "issue:9112", - "accept": false, - "reason": "Invalid buffer size and Auraflow tensor-shape mismatch are unrelated runtime failures." + "reason": "Scheduler artifacts with SDXL DPM++ are not the same as LCM init-without-scheduler failure." } ] }, @@ -36846,10 +36878,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10239", "issue:10453", @@ -36876,13 +36908,13 @@ "issue:4975", "issue:5044", "issue:5509", + "issue:5894", "issue:5963", "issue:6176", "issue:6506", "issue:6560", "issue:6815", "issue:6974", - "issue:7033", "issue:7168", "issue:7347", "issue:7348", @@ -36894,12 +36926,13 @@ "issue:9007", "issue:9051", "issue:9069", - "issue:9136", + "issue:9112", "issue:9164", "issue:9393", "issue:9914" ], "soft_pairs": [ + "issue:5894|issue:9112", "issue:9164|issue:9393", "issue:7347|issue:8871", "issue:3468|issue:3700", @@ -36922,191 +36955,190 @@ "issue:3876|issue:7348", "issue:5509|issue:6506", "issue:2577|issue:7168", - "issue:4321|issue:8922", - "issue:7033|issue:9136" + "issue:4321|issue:8922" ], - "prepared_review_unit_hash": "37236f7f9d6f1ec9fff60791534625ecea8ca0d253bfce9d3d20e593d99c17e2", + "prepared_review_unit_hash": "21b108b5b758e36ae6342eb99070b1f9efd4ecf1dcb4967e706e8ee2349ae2d2", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33367, - "estimated_input_tokens": 8342, - "estimated_eval_tokens": 16940 + "serialized_chars": 33430, + "estimated_input_tokens": 8358, + "estimated_eval_tokens": 16972 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are false positives: they share a broad subsystem or error theme, but not the same concrete bug. The only likely true duplicate is the from_ckpt loading reports (3595/3661).", - "confidence": 0.77, - "canonical_issue_reason": "issue:3595 is the broadest, older from_ckpt loading report, and issue:3661 reads like the Stable Diffusion 2.x-specific instance of the same bug.", + "summary": "Conservative read: this cluster is mostly unrelated, and none of the candidate issue pairs is strong enough to accept as a true duplicate/subset edge. There are no PRs in the packet.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:3595 is the best representative because it describes the underlying from_ckpt failure at the right abstraction level and subsumes the SD2-specific follow-up.", + "best_issue_reason": "issue:3595 is the closest thing to a broad representative because it is a generic from_ckpt loading report, but it should be treated only as a loose thematic anchor, not as a confirmed duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:5894", + "right": "issue:9112", + "accept": false, + "reason": "Both are runtime failures, but the concrete symptoms and model contexts differ: invalid buffer size vs tensor dimension mismatch in Auraflow." + }, { "left": "issue:9164", "right": "issue:9393", "accept": false, - "reason": "Both are Flux/Dreambooth training issues, but one is convergence and the other is model saving under deepspeed; different failures." + "reason": "Both involve Flux training, but one is about convergence and the other about deepspeed save-model behavior." }, { "left": "issue:7347", "right": "issue:8871", "accept": false, - "reason": "Both mention LoRA training, but the concrete bugs differ: latest-update breakage vs FP16 unscale error." + "reason": "Both are LoRA training problems, but the reported errors and likely code paths are different." }, { "left": "issue:3468", "right": "issue:3700", "accept": false, - "reason": "Missing model_index.json after Dreambooth training is unrelated to the min_snr argument problem in a LoRA script." + "reason": "Dreambooth model-index/loading failure and a min_snr script argument are different issues." }, { "left": "issue:10239", "right": "issue:10453", "accept": false, - "reason": "Same pipeline family, but enable_sequential_cpu_offload support and batch size > 1 are different code paths." + "reason": "Sequential CPU offload support and batch-size > 1 support are separate HunyuanVideo limitations." }, { "left": "issue:1475", "right": "issue:761", "accept": false, - "reason": "Different training issues: mixed class-of-images behavior vs 8-bit Adam optimizer failure." + "reason": "These are different DreamBooth failures: mixed class images vs 8-bit Adam optimizer." }, { "left": "issue:3111", "right": "issue:3418", "accept": false, - "reason": "One asks for custom conditioning encoders; the other adds a text-encoder section to a specific training script." + "reason": "Custom conditioning encoder support and adding text-encoder support to a training script are related areas, not the same bug." }, { "left": "issue:1931", "right": "issue:4427", "accept": false, - "reason": "Different models and failures: SD2 float16 mismatch vs multiadapter example not working." + "reason": "A float16 dtype mismatch and a Multiadapter example failure are unrelated defects." }, { "left": "issue:10674", "right": "issue:9051", "accept": false, - "reason": "Both involve Flux, but GGUF loading and batch inference are distinct bugs." + "reason": "Flux GGUF loading and Flux batch inference are distinct problems." }, { "left": "issue:4236", "right": "issue:6974", "accept": false, - "reason": "Both touch dual-text-encoder handling, but refiner registration and unloading textual inversion are different problems." + "reason": "Both touch SDXL text-encoder handling, but one is refiner registration and the other is unloading textual inversion state." }, { "left": "issue:4911", "right": "issue:8287", "accept": false, - "reason": "Custom text_encoder loading from_single_file is not the same as the text_encoder=None failure." + "reason": "Custom text encoder loading from_single_file and the text_encoder=None path are different code paths." }, { "left": "issue:5044", "right": "issue:5963", "accept": false, - "reason": "Different Kandinsky generations and different failure modes: load failure vs embeds-vs-prompts handling." + "reason": "Different Kandinsky versions and different failure modes make this too weak to merge." }, { "left": "issue:10674", "right": "issue:7483", "accept": false, - "reason": "Unrelated issues: Flux GGUF compatibility vs LoRA-to-Diffusers conversion for SDXL-base models." + "reason": "Flux GGUF loading and LoRA-to-Diffusers conversion for SDXL are unrelated." }, { "left": "issue:10863", "right": "issue:9914", "accept": false, - "reason": "Local safetensors loading and Xlabs LoRA loading are different code paths with different symptoms." + "reason": "Local safetensors loading errors and Flux Xlabs LoRA loading are different model-loading issues." }, { "left": "issue:6176", "right": "issue:6560", "accept": false, - "reason": "Training-time LoRA load failure is not the same as the LoRA shape-size regression." + "reason": "Both involve LoRA loading, but the concrete failure modes differ and there is no clear shared code path." }, { "left": "issue:3174", "right": "issue:4975", "accept": false, - "reason": "Both concern LoRA internals, but one is a loading breakage and the other is a performance issue." + "reason": "One is a model-loading breakage; the other is a performance inefficiency in LoRA loading." }, { "left": "issue:3623", "right": "issue:4593", "accept": false, - "reason": "Unable to load larger models is not the same as an A1111 LoRA rank constraint." + "reason": "Generic large-model loading trouble is not the same as the specific LoRA rank constraint failure." }, { "left": "issue:3595", "right": "issue:3661", - "accept": true, - "reason": "Same from_ckpt loading bug; 3661 is the Stable Diffusion 2.x-specific manifestation of the broader 3595 report." + "accept": false, + "reason": "They are thematically related to from_ckpt, but the evidence only supports a soft similarity, not a confirmed duplicate/subset relation." }, { "left": "issue:6815", "right": "issue:9007", "accept": false, - "reason": "Both can yield black output, but the cast warning and the DPMSolver order issue are different root causes." + "reason": "Both can produce black outputs, but the scheduler/pipeline contexts differ and the root cause is not shown to be the same." }, { "left": "issue:11436", "right": "issue:9069", "accept": false, - "reason": "Different errors and models: dtype mismatch in Hidream vs an ndarray type mismatch." + "reason": "A dtype mismatch and an ndarray type mismatch are unrelated errors." }, { "left": "issue:3876", "right": "issue:7348", "accept": false, - "reason": "Same ControlNet inpaint area, but the demo error and the EulerAncestral weird-results bug are not the same change." + "reason": "ControlNet inpaint demo error and scheduler weird-results are different defects." }, { "left": "issue:5509", "right": "issue:6506", "accept": false, - "reason": "Batch-size validation for image inputs is unrelated to StableVideoDiffusion returning a list for np output." + "reason": "Image/prompt batch-size validation is unrelated to StableVideoDiffusion output_type handling." }, { "left": "issue:2577", "right": "issue:7168", "accept": false, - "reason": "DDIM inverse scheduling and IP-Adapter image embeds are unrelated issues." + "reason": "DDIMInverseScheduler issues and IP-Adapter embedding shape problems are different subsystems." }, { "left": "issue:4321", "right": "issue:8922", "accept": false, - "reason": "Both mention black/zero outputs, but DirectML FP16 black images and SD3 8-bit T5xxl zeroes are different bugs." - }, - { - "left": "issue:7033", - "right": "issue:9136", - "accept": false, - "reason": "Attention-masking warning logs and quality degradation at some resolutions are not the same underlying problem." + "reason": "Both mention black outputs, but one is DirectML FP16 rendering and the other is SD3 quantized T5xxl zero-output behavior." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The analyst\u2019s summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:3595 \u2194 issue:3661, is well supported by the titles as the broader from_ckpt report plus an SD2-specific variant. The remaining pairs are plausibly distinct failures or code paths rather than clear duplicates, so the false verdicts are appropriately cautious." + "accept": false, + "feedback": "The summary is not conservative enough for this packet. All listed pairs have deterministic_accept=false, so marking issue:3595 vs issue:3661 as a true duplicate/subset relation overstates the evidence. At most, you can call it a plausible soft similarity, but not accept it as the true edge. The rest of the rejections are broadly grounded, but the one accepted soft edge makes the overall result ungrounded." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -37118,10 +37150,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10025", "issue:10797", @@ -37144,7 +37176,6 @@ "issue:1949", "issue:2036", "issue:2107", - "issue:2218", "issue:2371", "issue:2552", "issue:3222", @@ -37158,21 +37189,23 @@ "issue:4954", "issue:5510", "issue:5570", - "issue:5633", "issue:6351", "issue:6520", "issue:6686", + "issue:7033", "issue:7142", "issue:7801", "issue:861", "issue:8668", "issue:8729", + "issue:9136", "issue:9179", "issue:9223", "issue:9717", "issue:9971" ], "soft_pairs": [ + "issue:7033|issue:9136", "issue:10797|issue:9971", "issue:1534|issue:435", "issue:3238|issue:861", @@ -37195,181 +37228,180 @@ "issue:1475|issue:4954", "issue:1572|issue:4932", "issue:1672|issue:2036", - "issue:1949|issue:2552", - "issue:2218|issue:5633" + "issue:1949|issue:2552" ], - "prepared_review_unit_hash": "29f253d544d6e91a8fa646b436bdfaec069fb5898378e686aaef19c3ea7176d3", + "prepared_review_unit_hash": "6743d62153b62ea1135f64d678bfda7402ae266adbc821be44c054fecb256e67", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34078, - "estimated_input_tokens": 8520, - "estimated_eval_tokens": 17296 + "serialized_chars": 34070, + "estimated_input_tokens": 8518, + "estimated_eval_tokens": 17292 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are only loosely related by diffusion-model tooling and model families, but they span different pipelines, error modes, and scripts. None of the soft pairs look like true duplicates or the same fixable code-path change.", - "confidence": 0.93, - "canonical_issue_reason": "issue:11050 is the most concrete and actionable report: it names the exact script and the specific dtype-casting bug in prompt_embeds/pooled_prompt_embeds, making it a better cluster representative than the broader or more ambiguous reports.", + "summary": "This cluster is not a duplicate set; the items are mostly unrelated bug reports that only share broad model/pipeline vocabulary. I would not merge any soft pairs.", + "confidence": 0.94, + "canonical_issue_reason": "issue:11464 is the clearest, most concrete Flux-specific failure report (exact pipeline and LoRA loading path), while the rest are broader or different bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:11050 is the strongest standalone issue for triage because it is narrowly scoped, reproducible, and points to a likely single-line fix in a named file.", + "best_issue_reason": "issue:11464 is the most actionable reference point because it names a specific failing code path and artifact, making it the best representative among these loosely related issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:7033", + "right": "issue:9136", + "accept": false, + "reason": "Both involve IP-Adapter, but one is warning logs about attention masking and the other is output quality at some resolutions; different symptoms and likely different fixes." + }, { "left": "issue:10797", "right": "issue:9971", "accept": false, - "reason": "Different pipelines and failures: HunyuanVideo group offloading vs FLUX scheduler behavior. Only a broad FLUX/video theme overlaps." + "reason": "Different pipelines and failure modes: HunyuanVideo group offloading vs FLUX DEIS scheduler behavior." }, { "left": "issue:1534", "right": "issue:435", "accept": false, - "reason": "Both involve training notebooks, but one is a Dreambooth notebook error and the other is a textual inversion VAE output attribute error. Different bugs and code paths." + "reason": "Different training notebooks and distinct errors; both Dreambooth/textual inversion related, but not the same bug." }, { "left": "issue:3238", "right": "issue:861", "accept": false, - "reason": "Both are conversion-related, but one is LoRA safetensor conversion and the other is ckpt-to-diffusers conversion. Not the same underlying issue." + "reason": "Both are model conversion issues, but one is LoRA safetensor conversion and the other is ckpt-to-diffusers conversion; not the same underlying problem." }, { "left": "issue:11050", "right": "issue:7801", "accept": false, - "reason": "One is a specific training-script dtype cast bug; the other is a mixed_precision mismatch report. Similar theme, different concrete problem." + "reason": "One is a specific dtype-casting bug in SD3 controlnet training; the other is a generic mixed_precision mismatch report." }, { "left": "issue:2107", "right": "issue:4398", "accept": false, - "reason": "Both mention black/glitchy images, but one is low-resolution inference and the other is an SDXL LoRA-dreambooth output issue. Not the same bug." + "reason": "Both mention black or glitchy images, but one is a low-resolution generation issue and the other is an SDXL LoRA dreambooth pipeline result issue." }, { "left": "issue:3222", "right": "issue:6686", "accept": false, - "reason": "Different symptoms and subsystems: missing custom diffusion weight file after training vs Dynamo compile/save-load performance regression." + "reason": "Unrelated: missing custom diffusion weights after training versus Dynamo save/load performance regression." }, { "left": "issue:11464", "right": "issue:9717", "accept": false, - "reason": "Different FLUX problems: loading a specific LoRA into FluxControlPipeline vs a Docker image error." + "reason": "Both are Flux-related, but one is LoRA loading in FluxControlPipeline and the other is a docker image error; different concrete failures." }, { "left": "issue:4476", "right": "issue:8729", "accept": false, - "reason": "Both touch SDXL ControlNet training, but one is about expected results and the other about unexpected validation images. Too broad to be the same bug." + "reason": "Both involve SDXL controlnet training, but one is poor results on fill50k and the other is an unexpected validation image; not the same bug." }, { "left": "issue:6520", "right": "issue:9179", "accept": false, - "reason": "Different training scripts and failures: blank validation output in t2i adapter training vs nonsensical SDXL+ControlNet training results." + "reason": "Different symptoms and scopes: blank validation images in adapter training versus nonsensical SDXL+ControlNet training results." }, { "left": "issue:4255", "right": "issue:7142", "accept": false, - "reason": "Both compare diffusers output to webui, but they concern different models and different reproduction contexts. Not the same concrete issue." + "reason": "Both compare against webui, but they concern different models/pipelines and different quality regressions." }, { "left": "issue:5570", "right": "issue:9223", "accept": false, - "reason": "A missing utility function in packaging is unrelated to a dependency-version conflict around pyarrow/datasets." + "reason": "Completely different problems: missing training utility function versus package dependency conflict." }, { "left": "issue:5510", "right": "issue:8668", "accept": false, - "reason": "Different failures: dtype mismatch in SDXL InstructPix2Pix vs image-size alignment failure in SD3 img2img." + "reason": "Different code paths and errors: dtype mismatch in SDXL InstructPix2Pix versus SD3 img2img input-size constraint." }, { "left": "issue:11006", "right": "issue:12037", "accept": false, - "reason": "Both are Wan video-model issues, but one is quantized I2V broken output and the other is incompatibility with specific distilled LoRAs. Not mergeable as one bug." + "reason": "Both are Wan video-model issues, but one is broken output with quantized transformer and the other is lora compatibility with a different Wan model/version." }, { "left": "issue:10025", "right": "issue:12071", "accept": false, - "reason": "Both mention FLUX transformer behavior, but one is about attention masks and the other about single-block forward behavior changes. Different code-path concerns." + "reason": "Both mention Flux transformers, but one is attention masking and the other is changed single-block forward behavior; not enough evidence of the same bug." }, { "left": "issue:10954", "right": "issue:11418", "accept": false, - "reason": "One is a LoRA failing to load; the other is a question about adding an fp8 model file. Same ecosystem, different issue." + "reason": "Different user problems: LoRA loading failure versus asking how to add an FP8 model file." }, { "left": "issue:1185", "right": "issue:2371", "accept": false, - "reason": "Different Dreambooth outcomes: reproducibility concerns vs missing objects in generated output." + "reason": "Both are Dreambooth-related, but reproducibility and missing objects in output are distinct issues." }, { "left": "issue:12107", "right": "issue:6351", "accept": false, - "reason": "Unrelated problems: accelerator tracker initialization with custom objects vs DistributedDataParallel missing disable_adapters." + "reason": "Unrelated runtime errors in different subsystems: tracker initialization versus DDP adapter access." }, { "left": "issue:122", "right": "issue:4101", "accept": false, - "reason": "A Python import error during training is unrelated to a controlnet conversion failure." + "reason": "No meaningful overlap beyond training/conversion context; different errors and workflows." }, { "left": "issue:1398", "right": "issue:1537", "accept": false, - "reason": "Both mention Apple MPS, but one is a general Stable Diffusion 2 compatibility issue and the other is specifically about two schedulers. Not the same bug." + "reason": "Shared Apple MPS theme only; one is SD2 on MPS generally, the other is specific scheduler behavior on MPS." }, { "left": "issue:1475", "right": "issue:4954", "accept": false, - "reason": "Different training problems: class-image usage in Dreambooth/textual inversion vs a pickle/unpickling error in textual inversion." + "reason": "One is about training with multiple class image types, the other is a textual inversion unpickling error." }, { "left": "issue:1572", "right": "issue:4932", "accept": false, - "reason": "Different pipeline behaviors: stable_diffusion_mega img2img/inpainting failure vs missing pytorch_model.bin after Dreambooth training." + "reason": "Different pipelines and failures: img2img/inpainting support versus missing pytorch_model.bin after Dreambooth." }, { "left": "issue:1672", "right": "issue:2036", "accept": false, - "reason": "One is an output-size regression after conversion; the other is an OSError loading a model. Not the same code defect." + "reason": "Different issues: wrong output size after conversion versus an OSError loading a model." }, { "left": "issue:1949", "right": "issue:2552", "accept": false, - "reason": "Both are tutorial/training questions, but they target different examples and error modes." - }, - { - "left": "issue:2218", - "right": "issue:5633", - "accept": false, - "reason": "Different problems: overtraining during model training vs a bug in transformer_temporal.py." + "reason": "Both are tutorial/training questions, but they concern different tutorials and different problems." } ] }, @@ -37388,10 +37420,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:11241", "issue:11592", @@ -37400,6 +37432,7 @@ "issue:1541", "issue:1672", "issue:1931", + "issue:2218", "issue:2363", "issue:2549", "issue:2659", @@ -37409,7 +37442,6 @@ "issue:3065", "issue:3112", "issue:3296", - "issue:3401", "issue:3418", "issue:3480", "issue:3926", @@ -37419,8 +37451,8 @@ "issue:4852", "issue:5178", "issue:5285", + "issue:5633", "issue:5892", - "issue:5897", "issue:5917", "issue:5963", "issue:6222", @@ -37443,6 +37475,7 @@ "issue:9613" ], "soft_pairs": [ + "issue:2218|issue:5633", "issue:2838|issue:2858", "issue:2991|issue:6540", "issue:3065|issue:4304", @@ -37466,193 +37499,192 @@ "issue:11592|issue:9613", "issue:6382|issue:8649", "issue:1672|issue:6382", - "issue:1931|issue:4709", - "issue:3401|issue:5897" + "issue:1931|issue:4709" ], - "prepared_review_unit_hash": "741fdc6922e1ffc9044ab0acf7e2b76273f5560ec92652a86647b4b251bdbf09", + "prepared_review_unit_hash": "535118d01502948832345b26342853cafce70787712909f4ada7af6e4c51d9b4", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 34243, - "estimated_input_tokens": 8561, - "estimated_eval_tokens": 17378 + "serialized_chars": 34137, + "estimated_input_tokens": 8535, + "estimated_eval_tokens": 17326 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous diffusion/training/loading issues. The only soft pair that looks like the same underlying bug is the batch-size-dependent DDPM scheduler report; the rest are broader subsystem neighbors but not true duplicates.", - "confidence": 0.64, - "canonical_issue_reason": "issue:6222 is the best representative because it states the core bug directly: DDPM output depends on batch size. It matches the accepted duplicate-style report more precisely than the symptom-level phrasing in issue:2659.", + "summary": "This is mostly a mixed bag of unrelated diffusers issues. The only strong duplicate-like pair is the batch-size-dependent generation bug (2659/6222); the rest are at best same-subsystem reports, not the same underlying defect.", + "confidence": 0.87, + "canonical_issue_reason": "issue:6222 is the best canonical candidate because it states the underlying batch-size dependency more directly, which matches the duplicate-like pair with issue:2659.", "canonical_pr_reason": null, - "best_issue_reason": "issue:6222 is the strongest global issue candidate: it is specific, technically clear, and corresponds to the only pair that appears to describe the same defect.", + "best_issue_reason": "issue:6222 is the clearest representative of the only true overlap in this set: a batch-size-dependent scheduler/output bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:2218", + "right": "issue:5633", + "accept": false, + "reason": "Different problems: training quality/overtraining vs a transformer_temporal bug." + }, { "left": "issue:2838", "right": "issue:2858", "accept": false, - "reason": "Both are Stable Diffusion adjacent, but one is about a ControlNet pipeline behavior request and the other is about seeding image support in an UnCLIP img2img flow; different changes." + "reason": "Both mention pipelines, but one is about ControlNet behavior and the other is about img2img seeding; not the same bug." }, { "left": "issue:2991", "right": "issue:6540", "accept": false, - "reason": "Both involve ControlNet training, but one is a mixed-precision example failure and the other is an FSDP matmul/shape error; not the same bug." + "reason": "Both involve ControlNet training, but the failures are different: mixed-precision example error vs FSDP matmul shape issue." }, { "left": "issue:3065", "right": "issue:4304", "accept": false, - "reason": "These are related DreamBooth/LoRA feature requests, but one is about adding text-encoder LoRA tuning to an existing script and the other is SDXL text-to-image LoRA support; separate work." + "reason": "One is a feature request for text-encoder LoRA in DreamBooth, the other is SDXL LoRA support; not the same change." }, { "left": "issue:3112", "right": "issue:6372", "accept": false, - "reason": "Both mention ControlNet, but one asks for multi-ControlNet inpainting while the other is SVD + ControlNet; different pipelines and problems." + "reason": "Different pipelines and goals: multi-ControlNet inpainting vs SVD+ControlNet support." }, { "left": "issue:3418", "right": "issue:3480", "accept": false, - "reason": "One requests text-encoder support in a training script; the other requests a scale parameter for text-encoder LoRA layers. Same area, not the same issue." + "reason": "Related to text-encoder LoRA, but one adds training support while the other asks for a scale parameter; separate changes." }, { "left": "issue:3926", "right": "issue:5285", "accept": false, - "reason": "Documentation example request vs Japanese translation request; unrelated changes." + "reason": "Docs-related, but unrelated topics: an example request vs a translation request." }, { "left": "issue:5178", "right": "issue:5917", "accept": false, - "reason": "One is DPM SDE resolution-dependent behavior after a first run; the other is a checkpoint conversion regression after upgrading diffusers. Different code paths." + "reason": "Both are generation/conversion bugs, but the concrete failures are different and on different code paths." }, { "left": "issue:5892", "right": "issue:7021", "accept": false, - "reason": "Both are import errors, but the reported causes and contexts differ; too generic to treat as duplicates." + "reason": "Both are import errors, but the reported causes are different; no clear shared root bug." }, { "left": "issue:5917", "right": "issue:5963", "accept": false, - "reason": "Checkpoint conversion failure vs Kandinsky embeds API failure; no clear shared underlying defect." + "reason": "Checkpoint conversion failure vs Kandinsky embed input handling; not the same defect." }, { "left": "issue:7168", "right": "issue:9136", "accept": false, - "reason": "Both involve IP-Adapter, but one asks about image-embed tensor shape and the other reports quality issues at certain resolutions; not the same bug." + "reason": "Both mention IP Adapter, but one is a tensor-shape/embed issue and the other is output quality at certain resolutions." }, { "left": "issue:7237", "right": "issue:9424", "accept": false, - "reason": "Missing scheduler class vs a broken notebook on latest versions; different failure modes and likely different causes." + "reason": "Missing scheduler class vs a notebook breakage report; not the same underlying issue." }, { "left": "issue:11241", "right": "issue:9484", "accept": false, - "reason": "Flux ControlNet core-dump during training and FLUX DreamBooth multigpu/deepspeed are different training failures, not one concrete bug." + "reason": "Both mention FLUX training, but one is a ControlNet floating-point crash and the other is a multi-GPU DreamBooth/deepspeed training request/issue." }, { "left": "issue:2549", "right": "issue:4213", "accept": false, - "reason": "SD2 UNet incompatibility and SDXL from_single_file without accelerate are separate loading issues." + "reason": "Different failures: SD2 UNet/model compatibility vs from_single_file requiring accelerate." }, { "left": "issue:2659", "right": "issue:6222", "accept": true, - "reason": "Both describe batch-size-dependent output variation in DDPM/Stable Diffusion; the wording differs, but the underlying bug appears to be the same scheduler dependency." + "reason": "Both describe the same batch-size-dependent diffusion output/scheduler bug; 6222 is the clearer root-cause report." }, { "left": "issue:1541", "right": "issue:3296", "accept": false, - "reason": "DreamBooth model-type detection failure vs checkpoint save/load with text encoder; different problems." + "reason": "DreamBooth ckpt/model-type loading vs checkpoint save/load with text_encoder; related area, different bug." }, { "left": "issue:2363", "right": "issue:6584", "accept": false, - "reason": "General LoRA conversion question vs a specific DreamShaper inpaint conversion failure; not the same issue." + "reason": "Both are conversion questions, but one is LoRA conversion and the other is a specific model conversion problem." }, { "left": "issue:4852", "right": "issue:8493", "accept": false, - "reason": "Generic LoRA loading error vs SD3Transformer state_dict mismatch; different model/loading paths." + "reason": "Different loading failures on different model classes; not the same code-path problem." }, { "left": "issue:7690", "right": "issue:8359", "accept": false, - "reason": "Tokenizer load failure and from_single_file custom checkpoint support are unrelated loading problems." + "reason": "Tokenizer loading failure vs from_single_file custom checkpoint failure; different root causes." }, { "left": "issue:7133", "right": "issue:7138", "accept": false, - "reason": "Checkpoint resume text-encoder size mismatch vs SDXL UNet structure mismatch; both SDXL-related, but not the same bug." + "reason": "Both are SDXL mismatch reports, but one is checkpoint resume text-encoder size mismatch and the other is UNet structure mismatch." }, { "left": "issue:11791", "right": "issue:12319", "accept": false, - "reason": "Both involve group offloading, but one is about loading LoRA weights after offloading and the other is a block_level offloading bug; too broad to merge confidently." + "reason": "Both involve group offloading, but one is LoRA weight loading after offloading and the other is a broader block_level offloading bug; not clearly the same defect." }, { "left": "issue:11592", "right": "issue:9613", "accept": false, - "reason": "FluxLoraLoaderMixin adapter deletion regression and a Timesteps.scale attribute error are unrelated regression reports." + "reason": "FluxLoraLoaderMixin delete_adapters regression vs a Timesteps.scale attribute error; unrelated." }, { "left": "issue:6382", "right": "issue:8649", "accept": false, - "reason": "IP-Adapter key error after LCM LoRA training vs SD3 num_images_per_prompt handling; different subsystems." + "reason": "IP adapter key error during SDXL LCM LoRA training vs SD3 num_images_per_prompt behavior; different problems." }, { "left": "issue:1672", "right": "issue:6382", "accept": false, - "reason": "ckpt-to-diffusers image-size conversion issue vs IP-Adapter key error during use; unrelated." + "reason": "Checkpoint-to-diffusers image size issue vs IP adapter key error; unrelated." }, { "left": "issue:1931", "right": "issue:4709", "accept": false, - "reason": "Half/float dtype mismatch in SD2 vs SDXL ControlNet guess mode support; different bugs." - }, - { - "left": "issue:3401", - "right": "issue:5897", - "accept": false, - "reason": "class_labels requirement for class embeddings vs a device mismatch in LoRA training; not duplicates." + "reason": "Float16 type mismatch in SD2 vs SDXL ControlNet guess mode support; different code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analyst\u2019s summary is well grounded in the packet: most pairs are clearly only loosely related by subsystem, and the single accepted pair (issue:2659 / issue:6222) is the most plausible duplicate-style match from the titles alone. The rejected pairs are generally conservative and do not overclaim equivalence. No PR-mergeability concern applies here because this is an issue-only cluster." + "feedback": "The summary is well grounded in the packet: the only clearly supported duplicate-like pair is 2659/6222, and the rest of the soft-edge rejections stay conservative and consistent with the issue titles. I don\u2019t see overstatement beyond what the packet supports." }, "evaluator_used": true, "retried": false, @@ -37668,24 +37700,23 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:11149", "issue:11436", "issue:11978", "issue:12358", - "issue:1445", "issue:1451", "issue:1478", - "issue:1500", "issue:2495", "issue:2663", "issue:3209", "issue:3347", "issue:3363", + "issue:3401", "issue:3432", "issue:3454", "issue:3540", @@ -37705,6 +37736,7 @@ "issue:5284", "issue:5319", "issue:540", + "issue:5897", "issue:5997", "issue:6159", "issue:6238", @@ -37722,6 +37754,7 @@ "issue:9953" ], "soft_pairs": [ + "issue:3401|issue:5897", "issue:4198|issue:5075", "issue:11978|issue:12358", "issue:1478|issue:2495", @@ -37744,181 +37777,180 @@ "issue:1451|issue:5224", "issue:6159|issue:7978", "issue:3980|issue:4460", - "issue:3363|issue:3454", - "issue:1445|issue:1500" + "issue:3363|issue:3454" ], - "prepared_review_unit_hash": "9702d9c4e756ff4528027718484fd69bb48251cba03cde219c4707fef0572c7b", + "prepared_review_unit_hash": "3117c44dd3e310811656942b6c2acfb0a267261d51760c3a07e62a8cb38b8f46", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33492, - "estimated_input_tokens": 8373, - "estimated_eval_tokens": 17002 + "serialized_chars": 33518, + "estimated_input_tokens": 8380, + "estimated_eval_tokens": 17016 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated bug reports, feature requests, and version-specific pipeline issues. None of the soft pairs look like strong duplicates under a strict triage standard. No pull requests are present.", - "confidence": 0.93, - "canonical_issue_reason": "issue:540 is the broadest and most referenced issue in the set, so it is the most reasonable anchor if one must choose a representative issue for this otherwise unrelated cluster.", + "summary": "This cluster is mostly heterogeneous: dtype/device runtime errors, unrelated pipeline feature requests, and performance/model-support issues. None of the soft pairs looks like the same underlying bug or change with enough specificity to merge.", + "confidence": 0.91, + "canonical_issue_reason": "issue:11436 is the clearest concrete bug report in the set: a reproducible runtime dtype mismatch with a specific failure message and context.", "canonical_pr_reason": null, - "best_issue_reason": "issue:540 has the widest apparent downstream impact and the most inbound references, making it the best representative issue even though the cluster does not form a true duplicate set.", + "best_issue_reason": "issue:11436 is the best representative issue here because it is specific, actionable, and describes an actual runtime defect rather than a feature request or vague incompatibility.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:3401", + "right": "issue:5897", + "accept": false, + "reason": "Both are training-time errors, but they concern different failures and code paths: class label validation vs multi-device LoRA training." + }, { "left": "issue:4198", "right": "issue:5075", "accept": false, - "reason": "Both mention mat1/mat2 errors, but one is a dtype mismatch and the other is a shape mismatch in a different SDXL refiner path." + "reason": "Both mention matmul dtype/shape errors, but the underlying problems are different: a notebook dtype mismatch vs SDXL Refiner prompt-embedding shape mismatch." }, { "left": "issue:11978", "right": "issue:12358", "accept": false, - "reason": "These are separate feature requests for different pipelines/models (Bria 3.2 vs Lumina-DiMOO), not the same change." + "reason": "These are separate pipeline-addition requests for different models; same category, not the same change." }, { "left": "issue:1478", "right": "issue:2495", "accept": false, - "reason": "One reports a multi-image output limitation; the other reports an MPS black-image bug. Different symptoms and likely different causes." + "reason": "Both involve StableDiffusionUpscalePipeline, but one is an output-count limitation and the other is an MPS black-image bug." }, { "left": "issue:2663", "right": "issue:4250", "accept": false, - "reason": "The first is about loading failure with safetensors safety checker files; the second is a general from_pretrained load issue." + "reason": "These are different model-loading bugs with different failure modes; not the same defect." }, { "left": "issue:4206", "right": "issue:5997", "accept": false, - "reason": "One is broken SDXL ControlNet training on main; the other is a tutorial/config mismatch error involving clip_text_model." + "reason": "SDXL ControlNet training being broken and a tutorial type-mismatch error are distinct issues with different scopes." }, { "left": "issue:11436", "right": "issue:720", "accept": false, - "reason": "Both are dtype-related, but they occur in different code paths and with different root causes: quantizer API error vs traced UNet Half/Float mismatch." + "reason": "Both are dtype-related runtime errors, but they occur in different pipelines and code paths, so they are not clearly the same bug." }, { "left": "issue:4773", "right": "issue:5319", "accept": false, - "reason": "A loading bug for CivitAI LoRA is not the same as a performance request to speed up LoRA loading with PEFT." + "reason": "Loading a CivitAI LoRA and speeding up LoRA loading with PEFT are different concerns; one is a bug report, the other a performance request." }, { "left": "issue:7931", "right": "issue:9495", "accept": false, - "reason": "Both involve SDXL and IP-Adapter, but they affect different pipeline variants and report different failures." + "reason": "Both mention SDXL/IP-Adapter, but one targets ControlNet inpaint with image embeds and the other PAG behavior; no clear same underlying defect." }, { "left": "issue:8233", "right": "issue:9953", "accept": false, - "reason": "Depth fp16 errors and quantized-component CUDA \u057f\u0565\u0572\u0561\u0583\u0578\u056dation errors are different failure modes in different subsystems." + "reason": "Both touch precision/quantization problems, but one is an fp16 depth-pipeline error and the other is moving a quantized component to CUDA." }, { "left": "issue:7357", "right": "issue:7785", "accept": false, - "reason": "Both are performance complaints, but one is about SDXL with torch.compile/fuse_loras and the other is about slow first inference in diffusers 0.27.x." + "reason": "Both are slowdown reports, but one is about compile/fuse_loras inference speed and the other is a first-inference regression in a newer diffusers release." }, { "left": "issue:3209", "right": "issue:3347", "accept": false, - "reason": "Both mention NaNs, but one is an AutoencoderKL large-image encoder instability and the other is a generic pipeline output NaN report." + "reason": "Both mention NaNs, but one is confined to AutoencoderKL on large images while the other is a broader pipeline output issue." }, { "left": "issue:3540", "right": "issue:3937", "accept": false, - "reason": "These are unrelated: prompt embedding support in TextToVideoZero versus a ZeroscopeXL model-loading/normal-use issue." + "reason": "These are different pipeline-specific failures: prompt-embedding support in TextToVideoZero vs a ZeroscopeXL loading/usage problem." }, { "left": "issue:540", "right": "issue:725", "accept": false, - "reason": "Both concern memory, but one is runtime GPU placement of UNet and the other is load-time device mapping/accelerate support; not the same bug or change." + "reason": "Both concern memory usage, but one is about keeping only UNet on GPU during inference and the other is about device_map/accelerate loading behavior." }, { "left": "issue:6238", "right": "issue:9844", "accept": false, - "reason": "The first is a generic SDXL VAE issue; the second specifically reports NaNs in the SDXL VAE encoder. Too broad to treat as the same underlying bug." + "reason": "Both involve SDXL VAE, but the reports are too vague and likely refer to different failure modes; not enough evidence to merge." }, { "left": "issue:3432", "right": "issue:3565", "accept": false, - "reason": "A CPU Half precision conv error is unrelated to a CUDA out-of-memory training failure." + "reason": "These are both resource-related training issues, but one is a Half-CPU kernel limitation and the other is CUDA OOM." }, { "left": "issue:5281", "right": "issue:7658", "accept": false, - "reason": "One is a device-placement/offload bug with multiple XL pipelines; the other is a question about multiple conditioning with ControlNet in SDXL." + "reason": "One is a device-placement error with multiple XL pipelines, the other is a feature question about multiple conditioning in SDXL ControlNet." }, { "left": "issue:3564", "right": "issue:5284", "accept": false, - "reason": "Both are ControlNet-related feature requests, but they request different extensions (Uni-ControlNet vs ControlNet-LLLite)." + "reason": "Both are support requests, but for different ControlNet variants and different implementations." }, { "left": "issue:3761", "right": "issue:6323", "accept": false, - "reason": "Loading multiple community pipelines and a TensorRT guidance_scale attribute error are unrelated issues." + "reason": "Loading two community pipelines and a TensorRT pipeline attribute error are unrelated." }, { "left": "issue:11149", "right": "issue:11436", "accept": false, - "reason": "One is a quantizer API TypeError about an unexpected dtype argument; the other is a runtime matmul dtype mismatch in inference." + "reason": "Both involve dtype/quantization, but one is an unexpected-argument API error while the other is a runtime matrix dtype mismatch." }, { "left": "issue:1451", "right": "issue:5224", "accept": false, - "reason": "Both are Flax Stable Diffusion problems, but they involve different model versions and different failure contexts." + "reason": "Both are Flax Stable Diffusion issues, but they involve different models and different failures." }, { "left": "issue:6159", "right": "issue:7978", "accept": false, - "reason": "SDXL ControlNet-XS missing denoising_end support and a missing torchvision::nms operator are clearly unrelated." + "reason": "A missing denoising_end argument in an SDXL ControlNet pipeline is unrelated to a torchvision operator registration error." }, { "left": "issue:3980", "right": "issue:4460", "accept": false, - "reason": "Prompt-length divergence from A1111 is not the same as a broad stable diffusion vs diffusers result mismatch." + "reason": "Both are about output differences, but one is tied to prompt length/tokenization and the other is a broad diffusers-vs-stable-diffusion comparison." }, { "left": "issue:3363", "right": "issue:3454", "accept": false, - "reason": "Both concern train_dreambooth_lora.py, but the reported breakage modes differ and there is no evidence they share the same root cause." - }, - { - "left": "issue:1445", - "right": "issue:1500", - "accept": false, - "reason": "An Onnx inpaint legacy AttributeError is unrelated to a community pipeline incompatibility with Diffusers v0.10.0." + "reason": "These both reference train_dreambooth_lora.py, but the reports describe different environments and failure modes, so they are not clearly the same bug." } ] }, @@ -37937,16 +37969,16 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ - "issue:10823", "issue:11010", "issue:12078", "issue:1404", "issue:1445", + "issue:1500", "issue:1672", "issue:1807", "issue:1823", @@ -37981,7 +38013,6 @@ "issue:7480", "issue:7682", "issue:7722", - "issue:8514", "issue:852", "issue:867", "issue:8898", @@ -37992,6 +38023,7 @@ "issue:9873" ], "soft_pairs": [ + "issue:1445|issue:1500", "issue:1866|issue:5465", "issue:4993|issue:6283", "issue:1672|issue:867", @@ -38014,181 +38046,180 @@ "issue:2459|issue:4932", "issue:3565|issue:7480", "issue:3975|issue:5128", - "issue:2089|issue:3647", - "issue:10823|issue:8514" + "issue:2089|issue:3647" ], - "prepared_review_unit_hash": "ebbbf536c20e0c4afd1a9883e0090e2be8b4808c8c86f5244435ff2296bf5f32", + "prepared_review_unit_hash": "79558fa6a97bdf2f0eef4fb51e11547023f4cec341209f6bcaf6197dde7f3b25", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 34386, - "estimated_input_tokens": 8597, - "estimated_eval_tokens": 17450 + "serialized_chars": 33837, + "estimated_input_tokens": 8460, + "estimated_eval_tokens": 17176 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of Diffusers training/inference/example issues with superficial wording overlap. None of the soft edges look like true duplicates or the same code-path bug, so all are rejected. Issue 10823 is the best representative of the main cluster theme around fine-tuning scripts not producing inference-ready artifacts.", - "confidence": 0.69, - "canonical_issue_reason": "Issue 10823 most directly and broadly states the core training-output problem: fine-tuning scripts not producing the files needed for inference.", + "summary": "This cluster is largely heterogeneous. The only loose commonality is a few Flux-related issues, but they target different examples, models, and code paths. None of the proposed soft pairs look like true duplicates or mergeable into one fix.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 11010 is the broadest Flux-related item in the set and has the most engagement; it is the best thematic anchor, though the cluster overall is not a clean duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "10823 is the clearest, most general issue in the set and best captures the shared theme of missing inference-ready outputs after fine-tuning.", + "best_issue_reason": "11010 is the best representative if one issue must anchor the cluster, because it frames a general Flux model-support change rather than a narrow script-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:1445", + "right": "issue:1500", + "accept": false, + "reason": "Both are compatibility bugs, but they hit different pipelines and different failure modes; not the same underlying issue." + }, { "left": "issue:1866", "right": "issue:5465", "accept": false, - "reason": "Both involve schedulers/img2img strength handling, but they describe different pipelines and failure modes; not the same underlying bug." + "reason": "Both mention strength values, but one is scheduler behavior in img2img and the other is a DiffEdit pipeline limitation; different code paths." }, { "left": "issue:4993", "right": "issue:6283", "accept": false, - "reason": "Both mention missing/incorrect exports in SDXL-related code, but one is an import-structure issue and the other is a pipeline strength bug." + "reason": "One is a missing export/import-structure bug, the other is a ControlNet img2img strength=0 behavior issue." }, { "left": "issue:1672", "right": "issue:867", "accept": false, - "reason": "One is about wrong image size after ckpt-to-diffusers conversion; the other is GPU memory not being released in FastAPI." + "reason": "Image-size conversion bug vs GPU memory retention bug; unrelated symptoms and fixes." }, { "left": "issue:4566", "right": "issue:4733", "accept": false, - "reason": "Both are resume-from-checkpoint training complaints, but they affect different scripts and error conditions." + "reason": "Both are checkpoint-resume training issues, but they affect different training scripts and appear to stem from different resume logic." }, { "left": "issue:5678", "right": "issue:7722", "accept": false, - "reason": "These are both attention-related, but one is higher-order-gradient instability in attention code and the other is an Animatediff+IPAdapter usage error." + "reason": "Higher-order autograd attention bug vs Animatediff+IPAdapter integration error; no shared concrete failure." }, { "left": "issue:1404", "right": "issue:1896", "accept": false, - "reason": "CLIP-guided SD and its dict/size error are unrelated failures; same broad feature area, not the same bug." + "reason": "Both involve CLIP Guided Stable Diffusion, but one is a feature request/topic and the other is a specific size/type error." }, { "left": "issue:1823", "right": "issue:2880", "accept": false, - "reason": "A comment swap in depth2img is unrelated to a JAX colab not running." + "reason": "A comment swap in depth2img is unrelated to a JAX Colab startup failure." }, { "left": "issue:2420", "right": "issue:6277", "accept": false, - "reason": "Both touch LoRA/xFormers training, but one is an xFormers attention failure and the other is broken gradients in a different example." + "reason": "Both concern LoRA training, but one is xformers attention compatibility and the other is broken gradients; different bugs." }, { "left": "issue:3026", "right": "issue:6230", "accept": false, - "reason": "Both are training-script runtime issues, but one is InstructPix2Pix single-GPU launch errors and the other is SDXL text-to-image OOM." + "reason": "InstructPix2Pix launch error vs SDXL training OOM; no shared underlying defect." }, { "left": "issue:3694", "right": "issue:7682", "accept": false, - "reason": "Both mention setup/resource pain, but one is missing model files in a finetuning example and the other is multi-GPU behavior on weaker GPUs." + "reason": "Missing model/config files in a finetuning example is unrelated to multi-GPU performance issues." }, { "left": "issue:5578", "right": "issue:9793", "accept": false, - "reason": "A missing model_index.json load error is not the same as a progress bar update problem." + "reason": "Model-index lookup error vs progress bar update issue; entirely different code paths." }, { "left": "issue:12078", "right": "issue:9227", "accept": false, - "reason": "Both are FLUX fine-tuning related, but one is a validation-input example issue and the other is a specific DreamBooth FLUX training problem." + "reason": "Both are Flux-related, but one is about example validation input and the other is a FLUX.1-dev training-script problem; not the same bug." }, { "left": "issue:11010", "right": "issue:9270", "accept": false, - "reason": "These both mention FLUX/LoRA support, but one is a Chroma architecture-support request and the other is incomplete LoRA support in SimpleTuner." + "reason": "Both mention Flux, but one is a broad architecture-support request and the other is incomplete LoRA support from a separate toolchain." }, { "left": "issue:1445", "right": "issue:852", "accept": false, - "reason": "Legacy ONNX inpaint AttributeError and an MPS device_map crash are unrelated." + "reason": "Different pipelines and different version-compatibility failures; not the same issue." }, { "left": "issue:6183", "right": "issue:9208", "accept": false, - "reason": "Both are loading-from-file problems, but one is SDXL shape mismatch from_single_file and the other is controlnet model loading failure." + "reason": "Both involve from_single_file loading, but one is an incorrect-shape result and the other is a ControlNet model-loading failure." }, { "left": "issue:6561", "right": "issue:6832", "accept": false, - "reason": "Both are IP-Adapter related, but one is a missing config file path and the other is a tuple-vs-shape runtime error in a community pipeline." + "reason": "IP-Adapter loading/config-path error vs Face ID tuple/shape error; unrelated failures." }, { "left": "issue:7333", "right": "issue:9873", "accept": false, - "reason": "Image-to-video research pipeline request and OmniGen pipeline addition are different feature requests." + "reason": "New pipeline/model feature request vs an OmniGen pipeline addition; same broad area, but not the same underlying change." }, { "left": "issue:1807", "right": "issue:3124", "accept": false, - "reason": "A performance slowdown in inference is not the same as a model conversion failure." + "reason": "Performance degradation over generations is unrelated to a conversion failure." }, { "left": "issue:5719", "right": "issue:8898", "accept": false, - "reason": "Both are file-selection/loading issues, but one is LoRA weight file precedence and the other is from_pretrained subfolder resolution." + "reason": "Both are loader-path validation issues, but one is LoRA weight file precedence and the other is subfolder path handling; not one concrete bug." }, { "left": "issue:2459", "right": "issue:4932", "accept": false, - "reason": "Both concern training/output artifacts, but one is xformers enablement in a LoRA script and the other is missing pytorch_model.bin after Dreambooth." + "reason": "Different training/export bugs with no shared failure path." }, { "left": "issue:3565", "right": "issue:7480", "accept": false, - "reason": "OOM in text-to-image training and DeepFloyd_IF OOM are different workloads and failure contexts." + "reason": "Both are OOM reports, but on different examples and models; too generic to merge." }, { "left": "issue:3975", "right": "issue:5128", "accept": false, - "reason": "A typo in an error message and an XLPipeline local safetensors load error are unrelated." + "reason": "A typo in an error message is unrelated to a local safetensors loading failure." }, { "left": "issue:2089", "right": "issue:3647", "accept": false, - "reason": "DreamBooth AltDiffusion OOM and DreamBooth training with DeepFloyd are different memory issues in different models." - }, - { - "left": "issue:10823", - "right": "issue:8514", - "accept": false, - "reason": "One is about finetuning scripts not producing inference-ready files; the other is an EMAModel-caused parallel fine-tuning error in InstructP2P." + "reason": "Both are DreamBooth-related, but one is AltDiffusion OOM and the other is DeepFloyd training; different model-specific issues." } ] }, @@ -38207,12 +38238,13 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10226", + "issue:10823", "issue:11014", "issue:11359", "issue:11374", @@ -38255,13 +38287,13 @@ "issue:6894", "issue:6911", "issue:7333", - "issue:8955", + "issue:8514", "issue:9051", "issue:9343", - "issue:9667", "issue:9717" ], "soft_pairs": [ + "issue:10823|issue:8514", "issue:2883|issue:7333", "issue:3812|issue:6870", "issue:11408|issue:9051", @@ -38285,187 +38317,186 @@ "issue:4450|issue:6092", "issue:3487|issue:6870", "issue:3301|issue:6894", - "issue:4484|issue:6639", - "issue:8955|issue:9667" + "issue:4484|issue:6639" ], - "prepared_review_unit_hash": "fa47994752972232acaa9163b5620cb65c8493e12aca061b43d8185eb541f0f0", + "prepared_review_unit_hash": "c0f6bc74fa1434573640566d89044aa4ade88c8b2748fb31198122481bdbfeaa", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 34240, - "estimated_input_tokens": 8560, - "estimated_eval_tokens": 17376 + "serialized_chars": 34230, + "estimated_input_tokens": 8558, + "estimated_eval_tokens": 17372 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same underlying bug or feature; most are only superficially similar by keywords (memory, LoRA, pipeline, Flux, etc.). The set is heterogeneous, so there is no strong duplicate cluster to collapse.", - "confidence": 0.93, - "canonical_issue_reason": "No true canonical issue emerges from this set because the items cover unrelated bugs and feature requests; if a representative is needed, issue 12348 is the clearest concrete runtime bug report.", + "summary": "This cluster is a loose mix of unrelated bugs, feature requests, and training/inference issues; none of the soft pairs look like true duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "issue:12348 is the strongest representative bug report here: it is concrete, reproducible, and narrowly scoped to a specific tensor-mismatch failure in a named pipeline.", "canonical_pr_reason": null, - "best_issue_reason": "issue 12348 is the strongest standalone triage candidate: it is a narrow, reproducible tensor-mismatch bug with a specific pipeline and resolution-dependent failure mode.", + "best_issue_reason": "issue:12348 stands out as the most actionable issue: clear error mode, specific model/pipeline, and a well-defined trigger condition.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:10823", + "right": "issue:8514", + "accept": false, + "reason": "Both are training-related, but one is about missing inference artifacts after fine-tuning and the other is an EMAModel parallel fine-tuning error; different failure modes and code paths." + }, { "left": "issue:2883", "right": "issue:7333", "accept": false, - "reason": "Different problems: a generic image-to-video pipeline request vs a specific tuning-free noise rectification research feature." + "reason": "An image-to-video pipeline feature request is not the same as a noise-rectification research request; they target different changes." }, { "left": "issue:3812", "right": "issue:6870", "accept": false, - "reason": "Different scopes: missing config key for ControlNet vs missing enable_vae_tiling support in img2img/inpaint pipelines." + "reason": "One is a missing config key for ControlNet, the other is a missing VAE tiling option in img2img/inpaint pipelines; unrelated bugs." }, { "left": "issue:11408", "right": "issue:9051", "accept": false, - "reason": "Both mention Flux, but one is about set_adapters on compiled models and the other about batch inference support." + "reason": "set_adapters failing on compiled models and Flux batch inference being unsupported are different API/runtime issues." }, { "left": "issue:11014", "right": "issue:3094", "accept": false, - "reason": "Both are OOM reports, but they concern different scripts, model setups, and failure contexts." + "reason": "Both mention OOM, but the repros are different workloads: FLUX on A100 vs a DreamBooth finetune example." }, { "left": "issue:2806", "right": "issue:6911", "accept": false, - "reason": "Unrelated: customized pipeline printing behavior vs a 3D model ignoring class labels." + "reason": "Custom pipeline printing behavior and UNetConditional3DModel class labels are unrelated subsystem bugs." }, { "left": "issue:4835", "right": "issue:5395", "accept": false, - "reason": "Both involve ControlNet/LoRA-like composition, but one is a MultiControlNet img2img bug and the other is PEFT LoRA combining." + "reason": "MultiControlNet img2img behavior and LoRA weight-combination issues are distinct problems affecting different components." }, { "left": "issue:12034", "right": "issue:12216", "accept": false, - "reason": "Both are quality complaints on different models; no shared code path or concrete identical failure mode is evident." + "reason": "Both compare against reference outputs, but they involve different models and different quality regressions." }, { "left": "issue:1188", "right": "issue:2015", "accept": false, - "reason": "A specific CLIPSeg+Stable Diffusion pipeline request is not the same as a categorical diffusion pipeline proposal." + "reason": "These are separate feature requests for different pipeline types; same broad theme but not the same change." }, { "left": "issue:1195", "right": "issue:1538", "accept": false, - "reason": "Memory-efficient attention with fp16 weights is unrelated to SD2 base support in StableDiffusionMegaPipeline." + "reason": "Memory-efficient attention with fp16 weights and SD2-base pipeline compatibility are different bugs." }, { "left": "issue:3393", "right": "issue:4386", "accept": false, - "reason": "Both ask about LoRA conversion, but they are separate user questions with no evidence of the same bug or fix." + "reason": "Both ask about LoRA conversion, but one is an A1111 safetensors-to-bin conversion question and the other is a different SDXL conversion question." }, { "left": "issue:6008", "right": "issue:6382", "accept": false, - "reason": "Both mention LCM/IP-Adapter, but one is a failure with a specific face adapter combo and the other is an IP-adapter key error after SDXL LCM training." + "reason": "Both mention IP-Adapter and LCM LoRA, but one is an inference-time failure and the other is a training/output key mismatch; not the same underlying bug." }, { "left": "issue:9343", "right": "issue:9717", "accept": false, - "reason": "Different Flux loading failures: one involves mismatched sizes/low_cpu_mem_usage, the other a local fp8 transformer loader problem." + "reason": "FLUX loading with mismatched sizes and a Flux-dev docker image error are different contexts and failure points." }, { "left": "issue:1717", "right": "issue:5678", "accept": false, - "reason": "Offline cache loading and higher-order-derivative attention/autograd are entirely different issues." + "reason": "Offline cache loading and higher-order-derivative errors in attention are entirely unrelated." }, { "left": "issue:10226", "right": "issue:12348", "accept": false, - "reason": "Both are tensor mismatch complaints, but one is Dreambooth Flux+LoRA and the other is Wan image-to-video at certain resolutions." + "reason": "Both report tensor mismatches, but they involve different models, scripts, and circumstances; training DreamBooth Flux with LoRA is not the same bug as Wan image-to-video resolution-dependent mismatch." }, { "left": "issue:1166", "right": "issue:3886", "accept": false, - "reason": "TPU model-saving hang during textual inversion is unrelated to distributed ddpm training timeout." + "reason": "A TPU save hang in textual inversion and a distributed training watchdog timeout are different training failures." }, { "left": "issue:4584", "right": "issue:4736", "accept": false, - "reason": "These are separate SDXL LoRA training failures: checkpoint resume error vs OOM/invalid-cast during training." + "reason": "Resume-from-checkpoint failure and OOM/invalid-cast during SDXL LoRA training are different bugs in the same script family." }, { "left": "issue:11359", "right": "issue:11374", "accept": false, - "reason": "One is a feature request for faster LTX-Video inference, the other a request to add SkyReels-V2 support." + "reason": "These are separate feature requests for different models and capabilities, not the same change." }, { "left": "issue:1188", "right": "issue:1392", "accept": false, - "reason": "CLIPSeg pipeline addition is unrelated to the generic Stable Diffusion 2 issue." + "reason": "A CLIPSeg pipeline request and a Stable Diffusion 2 issue are unrelated." }, { "left": "issue:3235", "right": "issue:4139", "accept": false, - "reason": "Custom Diffusion weight loading with biases is not the same as precision casting in a custom diffusion attention processor." + "reason": "Both involve custom diffusion, but one is a loading failure for biased weights and the other is a precision-casting concern in attention processing." }, { "left": "issue:3280", "right": "issue:3289", "accept": false, - "reason": "DeepFloyd scheduler compatibility and DeepFloyd super-resolution sizing bugs are different pipeline problems." + "reason": "Non-default schedulers failing in DeepFloyd IF and super-resolution breaking at non-64x64 inputs are different bugs." }, { "left": "issue:4450", "right": "issue:6092", "accept": false, - "reason": "Multi-text inversion not working is distinct from the generic LoRA example not training anything." + "reason": "Multi-text inversion not working and LoRA training not doing anything are separate example-script issues." }, { "left": "issue:3487", "right": "issue:6870", "accept": false, - "reason": "Inpaint strength with EulerAncestral scheduler is unrelated to VAE tiling support." + "reason": "Poor inpaint results with a specific scheduler and a missing enable_vae_tiling option are not the same defect." }, { "left": "issue:3301", "right": "issue:6894", "accept": false, - "reason": "Dreambooth LoRA training not working and SDXL Dreambooth LoRA failing in A1111 are related only at a broad topic level, not the same bug." + "reason": "Both are about LoRA training, but they concern different scripts/models and different breakages; too broad to merge." }, { "left": "issue:4484", "right": "issue:6639", "accept": false, - "reason": "A vague SDXL Kohya LoRA quality complaint is not the same as different outputs from load_lora_weights vs manual loading." - }, - { - "left": "issue:8955", - "right": "issue:9667", - "accept": false, - "reason": "Both are loading errors, but they affect different text/transformer model paths and appear to be separate bugs." + "reason": "Weird SDXL Kohya LoRA outputs and a discrepancy between combined vs separate LoRA loading are related to LoRA behavior but describe different bugs and code paths." } ] }, @@ -38484,10 +38515,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10925", "issue:11045", @@ -38503,7 +38534,6 @@ "issue:2606", "issue:2645", "issue:3086", - "issue:3461", "issue:3674", "issue:3765", "issue:3826", @@ -38520,7 +38550,6 @@ "issue:6277", "issue:6689", "issue:6832", - "issue:6967", "issue:6974", "issue:7221", "issue:7380", @@ -38528,16 +38557,19 @@ "issue:8514", "issue:8817", "issue:8832", + "issue:8955", "issue:9051", "issue:9089", "issue:9109", "issue:9370", + "issue:9667", "issue:9673", "issue:9744", "issue:9873", "issue:9953" ], "soft_pairs": [ + "issue:8955|issue:9667", "issue:6832|issue:8817", "issue:3826|issue:8414", "issue:9744|issue:9873", @@ -38560,191 +38592,187 @@ "issue:3086|issue:556", "issue:4304|issue:5594", "issue:5002|issue:9370", - "issue:4562|issue:6689", - "issue:3461|issue:6967" + "issue:4562|issue:6689" ], - "prepared_review_unit_hash": "b674a134838130ad78956f558b8cad993f5dfb69d19d0a16ba1013fe206062f5", + "prepared_review_unit_hash": "c5ebf153b96cbee13b2bb1b36f559791d3f620412b93524b3bc244a5014782c2", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33630, - "estimated_input_tokens": 8408, - "estimated_eval_tokens": 17072 + "serialized_chars": 33530, + "estimated_input_tokens": 8383, + "estimated_eval_tokens": 17022 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issue reports; only the two IP-Adapter FaceID reports look like the same underlying bug. No PRs are present.", - "confidence": 0.81, - "canonical_issue_reason": "issue:10925 is the broadest and most representative active issue in the set, centered on FLUX Dreambooth finetuning; it is a better anchor than narrower crash/error reports.", + "summary": "The set is a loose collection of unrelated issues; the soft-similarity pairs mostly share only broad subsystem words (FLUX, IP-Adapter, training, dtype, etc.) and do not describe the same concrete bug or change. No PRs are present.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 8955 is the most concrete, well-documented bug report in the set, with a specific runtime error and detailed context, so it is the best anchor if one must pick a representative issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:10925 is the strongest global representative for this cluster because it is broad, active, and on the main FLUX training path rather than a narrowly scoped symptom.", + "best_issue_reason": "Issue 8955 has the clearest failure mode and strongest reproduction detail, making it the most suitable standalone issue for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:8955", + "right": "issue:9667", + "accept": false, + "reason": "Both mention FLUX/loading, but one is a CLIPTextModelWithProjection state-dict load error and the other is an fp8/local transformer file issue; different failure paths." + }, { "left": "issue:6832", "right": "issue:8817", - "accept": true, - "reason": "Both report IP Adapter FaceID failures; 8817 is a vague restatement of the same load/use problem described concretely in 6832." + "accept": false, + "reason": "Both involve IP-Adapter FaceID, but one reports a tuple/shape AttributeError and the other is a generic inability to use FaceID; not the same concrete bug." }, { "left": "issue:3826", "right": "issue:8414", "accept": false, - "reason": "Different model/pipeline requests: Audio-Journey vs ConsistencyTTA. No same bug or change." + "reason": "These are different requests for different new audio pipelines/models; same general area, but not the same underlying change." }, { "left": "issue:9744", "right": "issue:9873", "accept": false, - "reason": "Different feature additions for different models (Mochi video vs OmniGen image pipeline)." + "reason": "Both are model-addition requests, but for different models (Mochi vs OmniGen) and different pipelines." }, { "left": "issue:11045", "right": "issue:8832", "accept": false, - "reason": "Different code paths: Dreambooth FLUX training load crash vs generic inference crash on pipe(prompt).images[0]." + "reason": "One is a FLUX DreamBooth load crash; the other is a generic pipeline image-generation crash. Too vague and not the same code path." }, { "left": "issue:9051", "right": "issue:9089", "accept": false, - "reason": "One is missing FluxPipeline in diffusers; the other is batch inference support. Not the same underlying issue." + "reason": "One is about FLUX batch inference support, the other about a missing FluxPipeline class; related subsystem but different issues." }, { "left": "issue:11581", "right": "issue:11627", "accept": false, - "reason": "Both mention IP-Adapter/FLUX, but the concrete failure modes and target pipelines differ." + "reason": "Both mention IP-Adapter, but the concrete error and pipeline/model context differ (FLUX dtype kwarg vs SD3.5 pipeline usage)." }, { "left": "issue:5465", "right": "issue:9109", "accept": false, - "reason": "Unrelated issues: DiffEdit inpaint_strength behavior vs torchvision nms import/runtime error." + "reason": "DiffEdit inpaint-strength behavior and torchvision::nms import failure are unrelated bugs." }, { "left": "issue:11436", "right": "issue:1931", "accept": false, - "reason": "Both are dtype mismatch reports, but for different models and likely different code paths; too broad to merge." + "reason": "Both are dtype mismatch reports, but they affect different models and pipelines with different root causes." }, { "left": "issue:2645", "right": "issue:5254", "accept": false, - "reason": "One is a mac/CUDA assertion failure; the other is multi-ControlNet feature support. Different problem entirely." + "reason": "Mac/CUDA assertion failure is unrelated to Multi-ControlNet support in the inpaint pipeline." }, { "left": "issue:4419", "right": "issue:7221", "accept": false, - "reason": "Different symptoms and models: offset-noise inference mismatch vs noisy output from a specific checkpoint." + "reason": "Offset-noise inference mismatch is not the same as a noisy output complaint with a specific checkpoint." }, { "left": "issue:5606", "right": "issue:9673", "accept": false, - "reason": "LoRA alpha loading bug vs high CPU usage with multiple LoRAs; not the same defect." + "reason": "Loading a LoRA with no alpha is a different bug from high CPU usage while loading multiple LoRAs." }, { "left": "issue:7380", "right": "issue:8414", "accept": false, - "reason": "Different research/model requests with no shared bug or implementation target." + "reason": "A one-step diffusion/distillation implementation request is unrelated to a new ConsistencyTTA model request." }, { "left": "issue:10925", "right": "issue:12459", "accept": false, - "reason": "Training Dreambooth FLUX dev CLIPTextModel vs batch inference throughput in FLUX.1-Kontext-dev; different stages and symptoms." + "reason": "Dreambooth FLUX finetuning and FLUX.1-Kontext batch throughput are different problems in the same ecosystem." }, { "left": "issue:1475", "right": "issue:3765", "accept": false, - "reason": "Dreambooth/textual inversion data-class issue vs ControlNet training image artifact issue; unrelated." + "reason": "Training with mixed image classes and ControlNet stacking effects are different training issues." }, { "left": "issue:3674", "right": "issue:6277", "accept": false, - "reason": "Same script family, but one is metadata.jsonl parsing and the other is broken gradients; distinct bugs." + "reason": "Metadata JSONL parsing and broken gradients in an example script are unrelated." }, { "left": "issue:8514", "right": "issue:9953", "accept": false, - "reason": "Different problems: EMAModel parallel fine-tuning error vs moving a quantized pipeline to CUDA." + "reason": "Parallel fine-tuning with EMAModel and moving a quantized pipeline to CUDA are different failure modes." }, { "left": "issue:2459", "right": "issue:6974", "accept": false, - "reason": "Different behaviors in different components: xformers attention in training script vs unloading textual inversion components." + "reason": "XFormers support in a LoRA training script and unload_textual_inversion not cleaning up tokenizer/text encoder state are unrelated." }, { "left": "issue:1543", "right": "issue:4790", "accept": false, - "reason": "One is revision='fp16' handling in textual inversion; the other is round-trip conversion between formats." + "reason": "A revision='fp16' parameter issue is not the same as a conversion round-trip compatibility bug." }, { "left": "issue:1695", "right": "issue:2606", "accept": false, - "reason": "Both involve DeepSpeed, but one is multi-GPU Dreambooth support and the other is save_state hanging in a text-to-image LoRA script." + "reason": "Both involve training/DeepSpeed, but one is multi-GPU training support and the other is save_state hanging; not the same bug." }, { "left": "issue:3086", "right": "issue:556", "accept": false, - "reason": "Unrelated: audio-to-image request vs seamless texture tiling output." + "reason": "Audio-to-image and seamless texture tiling are completely different features." }, { "left": "issue:4304", "right": "issue:5594", "accept": false, - "reason": "Different SDXL LoRA topics: feature support vs memory savings. Not the same change." + "reason": "SDXL LoRA support and SDXL LoRA memory savings are related only at a broad training level, not the same change." }, { "left": "issue:5002", "right": "issue:9370", "accept": false, - "reason": "Different scheduler/API omission vs embedding forward signature mismatch." + "reason": "Missing use_karras_sigmas on KDPM2 schedulers and missing pooled_projection in CombinedTimestepGuidanceTextProjEmbeddings are unrelated API bugs." }, { "left": "issue:4562", "right": "issue:6689", "accept": false, - "reason": "Both are conversion problems, but they reference different models/files and lack evidence of the same specific conversion bug." - }, - { - "left": "issue:3461", - "right": "issue:6967", - "accept": false, - "reason": "Performance/memory comparison vs prior-preservation shape mismatch; unrelated Dreambooth concerns." + "reason": "Both are conversion failures, but they concern different source/target models and likely different conversion paths." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge decisions are conservative. The one accepted pair (6832/8817) is a reasonable same-bug match, and the rejected pairs do not overclaim shared causality. No PRs are present, so the mergeability constraint is not an issue." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -38756,10 +38784,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10514", "issue:10866", @@ -38768,16 +38796,15 @@ "issue:1251", "issue:1310", "issue:1392", - "issue:1985", "issue:2107", "issue:222", "issue:2392", "issue:2674", "issue:2728", - "issue:2783", "issue:3296", "issue:3420", "issue:3432", + "issue:3461", "issue:3803", "issue:4236", "issue:4686", @@ -38793,6 +38820,7 @@ "issue:6686", "issue:6726", "issue:6839", + "issue:6967", "issue:6974", "issue:7347", "issue:7960", @@ -38810,6 +38838,7 @@ "issue:9979" ], "soft_pairs": [ + "issue:3461|issue:6967", "issue:6382|issue:9876", "issue:3420|issue:6974", "issue:1251|issue:2107", @@ -38832,187 +38861,189 @@ "issue:3296|issue:5516", "issue:4932|issue:6974", "issue:8955|issue:9914", - "issue:6839|issue:9208", - "issue:1985|issue:2783" + "issue:6839|issue:9208" ], - "prepared_review_unit_hash": "51fa53ef098c27233a2216ce112d863f6f131589bd784ec67d7331275b36aaa9", + "prepared_review_unit_hash": "d5c531810b517e117b1a5993fdb6dea4f9b9699ed6edfa9a26f0ee6b728672e6", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33548, - "estimated_input_tokens": 8387, - "estimated_eval_tokens": 17030 + "serialized_chars": 33665, + "estimated_input_tokens": 8417, + "estimated_eval_tokens": 17090 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair is a safe duplicate merge; most are only superficially similar by subsystem or symptom. The closest pair is the prompt_embeds issues, but they still look like adjacent bugs in related pipelines rather than one exact defect. No PRs were present.", - "confidence": 0.84, - "canonical_issue_reason": "issue:6201 is the most concrete and actionable issue in the set: it describes a specific prompt_embeds/negative_prompt_embeds failure path in a core Stable Diffusion pipeline and is open for tracking.", + "summary": "This cluster is mostly a loose title-similarity bucket of unrelated bugs. The only notably close pair is 2392/6201, which appears to be in the same prompt_embeds/no-prompt validation area, but the packet only gives titles/metadata, so that remains a likely related issue rather than a confirmed duplicate.", + "confidence": 0.62, + "canonical_issue_reason": "issue:6201 is the best representative of the prompt_embeds/no-prompt validation theme, but only at a title/metadata level; it should be treated as a likely related report rather than a proven subsumer of issue:2392.", "canonical_pr_reason": null, - "best_issue_reason": "issue:6201 is the strongest overall triage candidate because it has a clear repro, a narrow code-path, and active discussion around a likely fix.", + "best_issue_reason": "issue:6201 is the strongest standalone issue in the cluster because its title most clearly captures the shared prompt_embeds/no-prompt bug pattern and is the most general representative among the candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:3461", + "right": "issue:6967", + "accept": false, + "reason": "Both are training-related, but one is a DreamBooth performance/memory complaint and the other is an SDXL prior-preservation shape mismatch; different bugs." + }, { "left": "issue:6382", "right": "issue:9876", "accept": false, - "reason": "Different problems: LoRA/IP-adapter training/trained-model usage vs VRAM not being released after LoRA training." + "reason": "One is an IP-adapter key error after LCM LoRA training; the other is VRAM not being released after LoRA training. Different failure modes and code paths." }, { "left": "issue:3420", "right": "issue:6974", "accept": false, - "reason": "Unrelated defects: ControlNet inpaint pipeline compatibility vs unload_textual_inversion leaving tokenizer/text encoder state behind." + "reason": "ControlNet inpaint pipeline integration vs unloading textual inversion components; unrelated implementation bugs." }, { "left": "issue:1251", "right": "issue:2107", "accept": false, - "reason": "Both mention black images, but the triggers differ materially: MPS RePaintPipeline vs low-resolution image handling." + "reason": "Both mention black/glitchy images, but one is an MPS/RePaintPipeline issue and the other is low-resolution image handling. Not the same root cause." }, { "left": "issue:6435", "right": "issue:9933", "accept": false, - "reason": "Both mention width/height, but one is default initialization in ControlNet and the other is a missing API parameter in SD3 img2img." + "reason": "Both involve width/height, but one is ControlNet default initialization and the other is missing img2img parameters in SD3. Different API bugs." }, { "left": "issue:2392", "right": "issue:6201", "accept": false, - "reason": "Closely related prompt_embeds failures, but they appear to be different pipeline code paths and error surfaces, so not the same underlying bug with enough confidence." + "reason": "They look related on title alone because both involve prompt_embeds with missing prompt handling, but the packet does not confirm the same code path or exact duplicate bug." }, { "left": "issue:2674", "right": "issue:5857", "accept": false, - "reason": "Both are LoRA-related, but one is about missing safetensors dependency and the other is LCM LoRA behavior on AnimateDiff SDXL." + "reason": "Both are LoRA-related, but one is a safetensors dependency/requirements issue and the other is an AnimateDiff SDXL quality problem. Not duplicates." }, { "left": "issue:4236", "right": "issue:6686", "accept": false, - "reason": "Refiner text-encoder registration vs Dynamo compilation save/load performance are different issues despite both involving SDXL components." + "reason": "SDXL Refiner text-encoder registration vs Dynamo compilation after save/load; different behaviors and fixes." }, { "left": "issue:10866", "right": "issue:12147", "accept": false, - "reason": "Different LoRA-loading failures for different model families (Lumina vs Wan2.2), not the same bug." + "reason": "Both are LoRA loading failures, but they concern different models (Lumina Image 2.0 vs Wan2.2 Lightning) and likely different loaders." }, { "left": "issue:1310", "right": "issue:1392", "accept": false, - "reason": "K-Diffusion integration issue vs Stable Diffusion 2 feature request; no shared concrete defect." + "reason": "K-Diffusion + Stable Diffusion pipeline request vs a generic Stable Diffusion 2 issue; too broad and not the same bug." }, { "left": "issue:4892", "right": "issue:6726", "accept": false, - "reason": "TokenFlow video-editing pipeline vs CCSR super-resolution pipeline are distinct changes with no evidence of a shared code-path bug." + "reason": "TokenFlow video editing and CCSR super-resolution are unrelated pipeline/model changes." }, { "left": "issue:8560", "right": "issue:8950", "accept": false, - "reason": "Both are training-related, but one is SD3 OOM and the other is an SD3 LoRA bug; different failure modes." + "reason": "One is SD3 training OOM; the other is an SD3 LoRA training bug. Memory exhaustion is not the same as the reported functional error." }, { "left": "issue:222", "right": "issue:3432", "accept": false, - "reason": "Generic training RuntimeError vs CPU half-precision convolution limitation; different underlying causes." + "reason": "Both mention runtime/training failures on CPU half precision, but the reports are too generic and point to different contexts." }, { "left": "issue:10514", "right": "issue:8788", "accept": false, - "reason": "Different compatibility limits: Sana 4k resolution binning/sample_size constraint vs SD3 VAE tiling on non-power-of-two images." + "reason": "Both involve resolution/size constraints, but Sana resolution binning and SD3 VAE tiling are different model-specific limitations." }, { "left": "issue:11370", "right": "issue:7982", "accept": false, - "reason": "Hunyuan video conversion deserialization error vs from_pipe with MultiControlNetModel; unrelated functionality." + "reason": "Video conversion pickle-load failure vs MultiControlNet from_pipe failure; unrelated bugs." }, { "left": "issue:2728", "right": "issue:4686", "accept": false, - "reason": "Both involve loading weights, but one is safetensors loading in UNet and the other is loading a saved UpscalePipeline; not the same bug." + "reason": "Both are loading-from-pretrained issues, but one is UNet safetensors loading and the other is a locally saved upscale pipeline. Different artifacts and failure points." }, { "left": "issue:7347", "right": "issue:7960", "accept": false, - "reason": "Both are training failures, but one is a LoRA training regression and the other is multi-GPU SDXL training failure." + "reason": "Generic LoRA training failure after update vs SDXL multi-GPU training failure; not enough evidence of the same bug." }, { "left": "issue:5509", "right": "issue:5607", "accept": false, - "reason": "Different tensor-shape mismatch contexts: image batch size vs prompt batch size, and a separate tensor dimension mismatch runtime error." + "reason": "Both are tensor/image shape mismatch errors, but the exact mismatched dimensions and triggering paths differ." }, { "left": "issue:3803", "right": "issue:8472", "accept": false, - "reason": "Multi-GPU LoRA training issue vs general question about pre-training LoRA with other modules; not the same bug/change." + "reason": "Multi-GPU LoRA training bug vs a general question about pre-training LoRA with other modules; not the same issue." }, { "left": "issue:9527", "right": "issue:9979", "accept": false, - "reason": "Different dtype/channel problems in controlnet/Flux img2img paths; same broad area, but not one concrete defect." + "reason": "One is a dtype mismatch between controlnet and main pipeline; the other is a Flux img2img controlnet channel error. Different code paths." }, { "left": "issue:3296", "right": "issue:5516", "accept": false, - "reason": "Dreambooth checkpoint save/load with text_encoder vs LoRA not functioning with t2i adapters; different training/integration bugs." + "reason": "Checkpoint save/load with text_encoder vs LoRA not functioning with t2i adapters; both are LoRA-adjacent but distinct problems." }, { "left": "issue:4932", "right": "issue:6974", "accept": false, - "reason": "Dreambooth output-file issue vs unloading textual inversion components; unrelated behaviors." + "reason": "Dreambooth not returning pytorch_model.bin vs textual inversion unload not cleaning up tokenizer/text_encoder_2; unrelated save/unload bugs." }, { "left": "issue:8955", "right": "issue:9914", "accept": false, - "reason": "Both concern loading text models/LoRAs, but one is a CLIPTextModel state_dict mismatch and the other is Flux Xlabs LoRA loading with a specific fix proposal." + "reason": "Both concern loading errors, but one is a CLIPTextModel state_dict mismatch and the other is an Xlabs LoRA loading proposal. Not the same bug." }, { "left": "issue:6839", "right": "issue:9208", "accept": false, - "reason": "Both are from_single_file loading problems, but for different model types and failure surfaces; not enough evidence of the same bug." - }, - { - "left": "issue:1985", - "right": "issue:2783", - "accept": false, - "reason": "Embeddings loading on Stable Diffusion vs a request for a ControlNet img2img/inpainting pipeline are unrelated." + "reason": "from_single_file failures for StableVideoDiffusion vs ControlNet models; same general theme, but different pipelines and loaders." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is a bit too confident for the evidence in the packet. In particular, the packet only gives titles/metadata, so claims like \u201cexplicit repro,\u201d \u201cclear shared code-path,\u201d and that issue:6201 \u201csubsumes\u201d issue:2392 are not well grounded. The 2392/6201 pair is plausible on title similarity, but it should be framed more conservatively as a likely related prompt_embeds/no-prompt validation issue rather than a confirmed duplicate. The rest of the soft-edge rejections look appropriately conservative." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -39025,24 +39056,24 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10107", "issue:11136", "issue:11208", "issue:11489", "issue:12612", - "issue:13053", - "issue:13067", "issue:13258", "issue:1350", "issue:1367", "issue:1574", + "issue:1985", "issue:2392", "issue:2465", + "issue:2783", "issue:2784", "issue:2904", "issue:3264", @@ -39079,6 +39110,7 @@ "issue:9393" ], "soft_pairs": [ + "issue:1985|issue:2783", "issue:6131|issue:8469", "issue:10107|issue:8543", "issue:3619|issue:6911", @@ -39101,191 +39133,187 @@ "issue:3264|issue:3537", "issue:4453|issue:5980", "issue:6176|issue:6392", - "issue:7357|issue:7420", - "issue:13053|issue:13067" + "issue:7357|issue:7420" ], - "prepared_review_unit_hash": "0dced0fd4b6fedf182bf7f794d4bd3afa6af877e29db2b1f2183174b05d7e763", + "prepared_review_unit_hash": "7fd6fa7860a4bf93fdf002aecaf98e0c923945a2c7ccf934a9a13f9d874cd5d1", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33413, - "estimated_input_tokens": 8354, - "estimated_eval_tokens": 16964 + "serialized_chars": 33469, + "estimated_input_tokens": 8368, + "estimated_eval_tokens": 16992 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues; a few duplicates cluster around inpaint strength=1 noise and LoRA weight loading, but the rest are distinct bugs/features.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 8450 is the most complete current report for the SDXL inpaint strength=1 noise regression, and it matches the same inpaint/scheduler symptom family as the related duplicates.", + "summary": "Heterogeneous cluster of mostly unrelated issues spanning training scripts, LoRA loading, inpainting, schedulers, and feature requests; no clear duplicate core or canonical representative emerges.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are a heterogeneous mix of unrelated bugs/features across different pipelines and training scripts.", "canonical_pr_reason": null, - "best_issue_reason": "8450 is the strongest standalone canonical issue because it has the clearest title, active report, and broadest description of the inpaint bug.", + "best_issue_reason": "No single issue is a strong representative because the cluster is broad and incoherent rather than centered on one underlying defect.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:1985", + "right": "issue:2783", + "accept": false, + "reason": "Different feature areas: loading new embeddings in Stable Diffusion vs requesting a controlnet pipeline." + }, { "left": "issue:6131", "right": "issue:8469", "accept": false, - "reason": "Both are about IP-Adapter-related failures, but they describe different models and symptoms, so they are not the same concrete bug." + "reason": "Both involve IP-Adapter-related topics, but one is about IP Adapter Plus support and the other is about corrupted faces; not the same bug." }, { "left": "issue:10107", "right": "issue:8543", "accept": false, - "reason": "Both mention gradient checkpointing in training examples, but one is about validation-time execution and the other is a failure in the SD3 dreambooth example; not the same bug." + "reason": "Both mention gradient checkpointing, but one is about validation behavior in examples and the other is a SD3 dreambooth failure; different code paths." }, { "left": "issue:3619", "right": "issue:6911", "accept": false, - "reason": "Different subsystems and failures: CrossFrameAttention in Text2Video-Zero versus class labels in UNetConditional3DModel." + "reason": "Unrelated problems: Text2Video-Zero cross-frame attention vs UNetConditional3DModel class-label handling." }, { "left": "issue:4307", "right": "issue:4580", "accept": false, - "reason": "Unrelated problems: local_files_only loading versus UniPC scheduling with karras sigmas." + "reason": "Different failures: local_files_only from_pretrained handling vs uniPC schedule with use_karras_sigmas." }, { "left": "issue:7348", "right": "issue:8450", - "accept": true, - "reason": "Both report inpaint pipelines producing weird/noisy results at strength=1 with EulerAncestralDiscreteScheduler-like behavior, so they look like the same underlying bug." + "accept": false, + "reason": "Both are inpainting-quality complaints, but one is ControlNet inpaint with a specific scheduler and the other is SDXL inpaint at strength=1.0; not clearly the same bug." }, { "left": "issue:6809", "right": "issue:9045", "accept": false, - "reason": "Both involve PEFT/LoRA-related stacks, but one is a LoRA loading regression and the other is a CUDA device conversion issue in SD3; different code paths." + "reason": "Both involve LoRA/PEFT, but one is adapter loading under PEFT and the other is CUDA conversion with accelerate+peft; different concrete issues." }, { "left": "issue:11136", "right": "issue:11208", "accept": false, - "reason": "Different feature/support limitations in different pipelines; no shared concrete bug." + "reason": "Different unsupported-feature reports in different pipelines: SanaSprint SCM timesteps vs SD3ControlNetInpaintingPipeline MultiControlNetModel." }, { "left": "issue:2392", "right": "issue:6734", "accept": false, - "reason": "Distinct failures: prompt_embeds validation in img2img versus a tokenizer NoneType error." + "reason": "Different NoneType/prompt-related errors in different pipeline contexts; not the same underlying bug." }, { "left": "issue:4061", "right": "issue:4303", "accept": false, - "reason": "Both are model-loading issues around SDXL, but one is an SDXL LoRA load error and the other is a Flax pipeline crash loading SDXL; not the same bug." + "reason": "Different SDXL problems: LoRA loading error vs FlaxStableDiffusionPipeline SDXL crash." }, { "left": "issue:3487", "right": "issue:5647", - "accept": true, - "reason": "Both describe poor/incorrect inpaint results when strength is 1 or near 1, with EulerAncestralDiscreteScheduler implicated; same underlying inpaint bug." + "accept": false, + "reason": "Both involve inpaint strength/scheduler behavior, but the models and failure descriptions differ enough that they do not look like the same concrete bug." }, { "left": "issue:12612", "right": "issue:13258", "accept": false, - "reason": "Different Wan issues: NaNs in latents versus a missing image-to-video model/support request." + "reason": "Different Wan model issues: NaNs in latents on 0.35.2 vs missing Wan2.2 image-to-video support." }, { "left": "issue:1574", "right": "issue:2465", "accept": false, - "reason": "One is a training failure on low-memory Linux hardware, the other is a request for a reproducible recipe." + "reason": "Training failure vs a request for a reproducible recipe; not duplicate reports." }, { "left": "issue:1350", "right": "issue:2784", "accept": false, - "reason": "Completely different tasks: object detection research versus a feature request for text-to-video dreambooth support." + "reason": "Unrelated feature requests: DiffusionDet object detection vs Dreambooth support for text-to-video models." }, { "left": "issue:4354", "right": "issue:6615", "accept": false, - "reason": "Both involve single-file loading, but one is about the returned pipeline type and the other about local YAML config handling; not the same bug." + "reason": "Both touch from_single_file, but one is wrong pipeline type and the other is local YAML config loading; different defects." }, { "left": "issue:4386", "right": "issue:5594", "accept": false, - "reason": "Unrelated SDXL LoRA conversion discussion versus memory usage for LoRA fine-tuning." + "reason": "LoRA conversion question vs SDXL fine-tuning memory usage topic; unrelated." }, { "left": "issue:4936", "right": "issue:6392", "accept": false, - "reason": "Both concern Dreambooth/LoRA, but one is resume behavior and the other is custom LoRA loading; different failures." + "reason": "Different LoRA problems: resume training broken vs load_lora_weights failing for custom LoRA." }, { "left": "issue:7197", "right": "issue:9210", "accept": false, - "reason": "Different training-script errors: a resume KeyError versus argument validation for image_column." + "reason": "Different training script errors: resume KeyError vs dataset column validation error." }, { "left": "issue:11489", "right": "issue:9393", "accept": false, - "reason": "Both are Flux Dreambooth LoRA training reports, but one is a training-time error and the other is a model-saving failure; not clearly the same bug." + "reason": "Both are Flux Dreambooth LoRA training issues, but one is an error during training and the other is failure to save the model; not clearly the same code-path bug." }, { "left": "issue:1367", "right": "issue:2904", "accept": false, - "reason": "Scheduler config saving and AudioLDM pipeline scheduler NoneType are different issues." + "reason": "Different subsystems: scheduler config serialization vs AudioLDM pipeline scheduler attribute error." }, { "left": "issue:3264", "right": "issue:3537", "accept": false, - "reason": "Different conversion utilities for different model types; no shared bug." + "reason": "Both are conversion scripts, but they target different model types and workflows." }, { "left": "issue:4453", "right": "issue:5980", "accept": false, - "reason": "One is SDXL LoRA conversion to safetensors for webui, the other is ControlNet SDXL model file-format discussion." + "reason": "Both mention SDXL and formats, but one is LoRA conversion for A1111 and the other is ControlNet model packaging; not the same issue." }, { "left": "issue:6176", "right": "issue:6392", - "accept": true, - "reason": "Both are LoRA weight loading failures around `load_lora_weights` / dreambooth LoRA outputs, so they plausibly share the same loading bug." + "accept": false, + "reason": "Both are LoRA-loading complaints, but the reported contexts differ and there is no evidence they share the same failure mode." }, { "left": "issue:7357", "right": "issue:7420", "accept": false, - "reason": "Performance regression with compile/fuse_loras is not the same as being unable to use torch.compile at all." - }, - { - "left": "issue:13053", - "right": "issue:13067", - "accept": false, - "reason": "Separate feature requests for different pipelines/models." + "reason": "One is about slow inference with torch.compile/fuse_loras, the other is inability to use torch.compile at all." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft pairs are plausible duplicates based on closely matching titles/symptoms, while the rejected pairs are mostly clearly distinct bugs or feature requests. No mergeability issues apply since there are no PR pairs." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -39297,10 +39325,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:1005", "issue:10147", @@ -39313,6 +39341,8 @@ "issue:11830", "issue:12052", "issue:1249", + "issue:13053", + "issue:13067", "issue:1802", "issue:1931", "issue:2549", @@ -39322,7 +39352,6 @@ "issue:4073", "issue:4236", "issue:4354", - "issue:4398", "issue:4402", "issue:4724", "issue:4885", @@ -39335,7 +39364,6 @@ "issue:6252", "issue:6278", "issue:6382", - "issue:6666", "issue:7420", "issue:746", "issue:761", @@ -39352,6 +39380,7 @@ "issue:9927" ], "soft_pairs": [ + "issue:13053|issue:13067", "issue:4885|issue:8532", "issue:1249|issue:4073", "issue:3454|issue:6278", @@ -39374,188 +39403,190 @@ "issue:1082|issue:761", "issue:10969|issue:9156", "issue:2549|issue:4236", - "issue:3390|issue:5719", - "issue:4398|issue:6666" + "issue:3390|issue:5719" ], - "prepared_review_unit_hash": "3d0c1b429d2f35506697df6165d3b2796f233e28f07a45808f155b1d0966474b", + "prepared_review_unit_hash": "af40b1de0d903f2b63587eaf952481307df0ac0e0c00d2ccbe63ba3a2b6cdef4", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34124, - "estimated_input_tokens": 8531, - "estimated_eval_tokens": 17318 + "serialized_chars": 34103, + "estimated_input_tokens": 8526, + "estimated_eval_tokens": 17308 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a collection of unrelated issue reports across different models/pipelines; the soft-similarity pairs do not describe the same underlying bug or change, so none should be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is mostly heterogeneous: a mix of unrelated feature requests, training-script failures, loading bugs, and dtype/device issues across different pipelines. Only one pair (4354/4402) looks like the same underlying from_single_file SDXL inpaint bug; the rest are too broad or different in concrete failure mode to merge.", + "confidence": 0.87, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster because the items span unrelated models, scripts, and error classes. If a representative is needed, issue 4354 is the clearest concrete bug report and the only near-duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 4354 is the strongest representative because it is a specific, reproducible API bug with a clear failure mode and directly overlaps the only likely duplicate (4402).", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:13053", + "right": "issue:13067", + "accept": false, + "reason": "Both are feature requests for different model adapters (Unipic vs Anima), not the same change." + }, { "left": "issue:4885", "right": "issue:8532", "accept": false, - "reason": "Different problems: LoRA weights not loading in an SDXL ControlNet pipeline vs memory growth while loading LoRA weights." + "reason": "Both mention LoRA, but one is a missing load in SDXL ControlNet img2img and the other is a memory growth issue while loading weights." }, { "left": "issue:1249", "right": "issue:4073", "accept": false, - "reason": "Different failure modes in different components: ONNX pipeline device attribute error vs DeepFloyd IF safety checker astype error." + "reason": "Different concrete bugs in different components: ONNXPipeline scheduler device access vs DeepFloyd IF safety checker astype handling." }, { "left": "issue:3454", "right": "issue:6278", "accept": false, - "reason": "Both are training-script failures, but they concern different scripts and likely different causes." + "reason": "Both are training failures, but they involve different scripts and different root causes; not the same bug." }, { "left": "issue:10954", "right": "issue:9341", "accept": false, - "reason": "Different FLUX LoRA loading issues: one is a ComfyUI-compatible LoRA failing to load, the other is text_model LoRA incompatibility." + "reason": "Both concern FLUX LoRA loading, but one is a generic load failure and the other is specifically about LoRAs containing text_model weights." }, { "left": "issue:4724", "right": "issue:6252", "accept": false, - "reason": "Different pipelines and symptoms: SDXL Img2Img mismatch vs LoRA weights not loaded from checkpoint." + "reason": "One is SDXL Img2Img behavior with a checkpoint; the other is LoRA weights not loading from a checkpoint. Related area, different bug." }, { "left": "issue:5897", "right": "issue:9045", "accept": false, - "reason": "Both mention device mismatches, but one is LoRA training and the other is SD3 pipeline conversion with accelerate/peft." + "reason": "Both are device-related failures, but one is a training LoRA device mismatch and the other is a StableDiffusion3 accelerate/peft CUDA conversion problem." }, { "left": "issue:7420", "right": "issue:8589", "accept": false, - "reason": "Unrelated topics: torch.compile support vs SD3 DreamBooth prior preservation." + "reason": "torch.compile inability and SD3 prior-preservation training are unrelated issues." }, { "left": "issue:5960", "right": "issue:9927", "accept": false, - "reason": "Both involve image/ControlNet issues, but one is invalid cast warnings during training and the other is a HeaderTooLarge error." + "reason": "Both are ControlNet training issues, but the errors and likely code paths differ (uint8 cast warning vs HeaderTooLarge)." }, { "left": "issue:10147", "right": "issue:7948", "accept": false, - "reason": "Different feature requests: MV-Adapter multi-view generation vs MuLan language adapter support." + "reason": "Different feature requests for different adapters/models (MV-Adapter vs MuLan)." }, { "left": "issue:11830", "right": "issue:8970", "accept": false, - "reason": "Both produce black output, but they are different pipelines and different dtype/device contexts." + "reason": "Both produce black output, but on different pipelines and platforms with different likely causes." }, { "left": "issue:3975", "right": "issue:794", "accept": false, - "reason": "A typo in an error message is not the same as a general request for better unsupported-class errors." + "reason": "Both are error-message/UI wording issues, but they are separate messages and not the same fix." }, { "left": "issue:4354", "right": "issue:4402", - "accept": false, - "reason": "Same API area, but different incorrect from_single_file behavior and likely different bugs." + "accept": true, + "reason": "Both report the same from_single_file SDXL Inpaint pipeline misbehavior; one says the returned type is wrong, the other says the function cannot be used correctly." }, { "left": "issue:5023", "right": "issue:5875", "accept": false, - "reason": "Different import/conversion issues for different models; no clear shared underlying defect." + "reason": "Import error in WuerstchenCombinedPipeline and ONNX conversion prompt error are unrelated." }, { "left": "issue:5633", "right": "issue:7991", "accept": false, - "reason": "Different bug contexts: a specific transformer_temporal.py bug vs a basic training tutorial issue." + "reason": "A transformer_temporal model bug and a basic training tutorial bug are different scopes and code paths." }, { "left": "issue:10223", "right": "issue:6382", "accept": false, - "reason": "One asks where to obtain a LoRA ID; the other reports an IP adapter key error after training." + "reason": "One asks where to obtain a LoRA id for inference; the other is an IP-adapter key error after SDXL LCM LoRA training. Not the same issue." }, { "left": "issue:1005", "right": "issue:746", "accept": false, - "reason": "Different generations of pipeline constraints: timestep count vs ONNX revision loading." + "reason": "Different subsystems and failures: inference timestep validation vs ONNX revision loading." }, { "left": "issue:1802", "right": "issue:1931", "accept": false, - "reason": "Related to UNet inputs and float16 dtype, but the concrete failures are different." + "reason": "One is about encoder_hidden_states=None on UNet2DConditionModel; the other is a float16 dtype mismatch in SD2." }, { "left": "issue:11006", "right": "issue:12052", "accept": false, - "reason": "Both involve Wan models and quantization/offloading, but one is video output corruption and the other is cross-device tensor multiplication." + "reason": "Both involve Wan video pipelines, but one is broken output with quantized transformer and the other is a cross-device tensor multiplication failure with offloading." }, { "left": "issue:10782", "right": "issue:8320", "accept": false, - "reason": "Different issues around Lumina Image 2.0 vs from_single_file attribute handling." + "reason": "Completely different topics: Lumina Image minor issue vs from_single_file AutoencoderKL __name__ attribute error." }, { "left": "issue:1082", "right": "issue:761", "accept": false, - "reason": "Both are DreamBooth training errors, but the concrete runtime failures and triggers differ." + "reason": "Both are DreamBooth training failures, but the errors and causes differ (CUBLAS failure vs 8-bit Adam optimizer failure)." }, { "left": "issue:10969", "right": "issue:9156", "accept": false, - "reason": "Different Flux training problems: zero3 weight dimensionality vs CUDA OOM." + "reason": "FLUX controlnet zero3 weight-shape error and Flux LoRA CUDA OOM are different failures." }, { "left": "issue:2549", "right": "issue:4236", "accept": false, - "reason": "Both mention model conditioning, but one is SD 2.0 UNet incompatibility and the other is SDXL refiner text encoder registration." + "reason": "Different model families and bugs: SD 2.0 UNet behavior vs SDXL Refiner text encoder registration." }, { "left": "issue:3390", "right": "issue:5719", "accept": false, - "reason": "Loading local safetensors is unrelated to prioritizing LoRA weight filenames." - }, - { - "left": "issue:4398", - "right": "issue:6666", - "accept": false, - "reason": "Both mention black images, but they are different pipelines and likely different root causes." + "reason": "Both touch local file loading, but one is about loading safetensors generally and the other is a specific LoRA filename precedence bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The cluster is indeed heterogeneous overall, and the only clearly plausible duplicate-style pair is 4354/4402, which is reasonably identified as the same from_single_file SDXL inpaint issue. The other soft-edge rejections are appropriately cautious and do not overstate equivalence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -39567,10 +39598,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10492", "issue:10715", @@ -39583,13 +39614,12 @@ "issue:11791", "issue:12673", "issue:1434", - "issue:1672", "issue:1695", "issue:2036", "issue:2156", "issue:2507", "issue:3296", - "issue:4185", + "issue:4398", "issue:4680", "issue:4808", "issue:4912", @@ -39599,6 +39629,7 @@ "issue:5630", "issue:5821", "issue:6107", + "issue:6666", "issue:6906", "issue:692", "issue:7082", @@ -39621,6 +39652,7 @@ "issue:9602" ], "soft_pairs": [ + "issue:4398|issue:6666", "issue:4680|issue:692", "issue:4912|issue:9241", "issue:5821|issue:7306", @@ -39644,187 +39676,186 @@ "issue:7082|issue:7147", "issue:9142|issue:9297", "issue:3296|issue:7619", - "issue:2036|issue:6107", - "issue:1672|issue:4185" + "issue:2036|issue:6107" ], - "prepared_review_unit_hash": "230ce9483716604565ea8f3ab702093bcdac30aa311819ff21efb08bda958fcb", + "prepared_review_unit_hash": "30bd03d2778baed1dd75d3515b8adc3598a59d40aea71efee56966cb6ba6a89e", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 33453, - "estimated_input_tokens": 8364, - "estimated_eval_tokens": 16984 + "serialized_chars": 33382, + "estimated_input_tokens": 8346, + "estimated_eval_tokens": 16948 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of issue reports mostly about LoRA loading, offloading, and training/runtime errors. The titles are broadly similar but the underlying bugs differ, so I do not see a strong duplicate set. No PRs are present.", - "confidence": 0.43, - "canonical_issue_reason": "issue:11209 is the cleanest anchor: it is an open, directly user-facing LoRA loading failure and its duplicate-looking twin (11224) suggests this is the most representative item in the LoRA-loading subset.", + "summary": "The set is mostly a grab bag of unrelated issues. I don\u2019t see any soft-edge pair that is clearly the same underlying bug; the closest item is the duplicated \"Error in loading Lora\" reports, but that pair was not among the proposed soft edges.", + "confidence": 0.78, + "canonical_issue_reason": "issue:11224 is the best representative because it is the active, higher-discussion report for the exact \"Error in loading Lora\" problem and appears to subsume the earlier duplicate report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:11209 is the best single representative of the cluster\u2019s most repeated theme (LoRA loading errors), while still being specific enough to anchor triage.", + "best_issue_reason": "issue:11224 is the strongest issue candidate overall in this set: it is concrete, open, and has the clearest duplicate signal among the listed items.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:4398", + "right": "issue:6666", + "accept": false, + "reason": "Both mention black images, but one is SDXL LoRA dreambooth generation and the other validation-image output; too broad to treat as the same bug." + }, { "left": "issue:4680", "right": "issue:692", "accept": false, - "reason": "Both are general fine-tuning topics, but one is SDXL inpainting and the other is a generic request for a diffusion fine-tuning example; not the same bug/change." + "reason": "These are unrelated fine-tuning topics; one is SDXL inpainting, the other is a general request for a fine-tuning example." }, { "left": "issue:4912", "right": "issue:9241", "accept": false, - "reason": "Both involve model conversion scripts, but they target different artifacts and workflows (SDXL checkpoints vs XLab LoRA conversion)." + "reason": "Both involve conversion scripts, but they target different source formats and different workflows; not the same concrete change." }, { "left": "issue:5821", "right": "issue:7306", "accept": false, - "reason": "These describe different runtime problems: a CUDA backward/training failure versus a float16 dtype issue in a specific SDXL pipeline." + "reason": "Both are training/runtime errors, but the titles point to different failure modes and different pipelines." }, { "left": "issue:692", "right": "issue:752", "accept": false, - "reason": "A generic fine-tuning example request is not the same as support for multiple concepts/classes in Dreambooth." + "reason": "One is a generic example request and the other is a Dreambooth feature request; not a duplicate bug or change." }, { "left": "issue:7263", "right": "issue:9202", "accept": false, - "reason": "Both mention adapter-related pipeline issues, but they are different code paths and failure modes (attention slicing vs FaceID Plus V2 IP-Adapter)." + "reason": "Both involve IP-Adapter-related incompatibilities, but they affect different pipelines and different interactions, so they are not clearly the same bug." }, { "left": "issue:8557", "right": "issue:8708", "accept": false, - "reason": "Both are SD3 training issues, but one is token-limit related and the other is a missing config field; not the same defect." + "reason": "Different SD3 training issues: token-limit behavior versus a missing VAE config field." }, { "left": "issue:5529", "right": "issue:7146", "accept": false, - "reason": "One is a bug in a specific SDXL training script, the other is a CUDA OOM during SDXL fine-tuning; different failure classes." + "reason": "Same script, but one is a bug report and the other is a CUDA OOM symptom; not the same underlying defect." }, { "left": "issue:11033", "right": "issue:3296", "accept": false, - "reason": "Different loading/saving problems in different scripts: single-file UNet loading versus checkpoint save/load with text encoder." + "reason": "Both concern loading/saving in training scripts, but they refer to different code paths and different model setups." }, { "left": "issue:4808", "right": "issue:5630", "accept": false, - "reason": "A failing SHAP-E integration test and an SDXL img2img scheduler artifact issue are unrelated." + "reason": "Both are img2img-related, but one is a SHAP-E integration test failure and the other is SDXL scheduler noise; different bugs." }, { "left": "issue:10492", "right": "issue:11209", "accept": false, - "reason": "Both involve LoRA-related terminology, but quantize/fuse errors are not the same as a LoRA loading error." + "reason": "TorchAO quantize/Lora fuse is a different subsystem from LoRA loading errors." }, { "left": "issue:10492", "right": "issue:11224", "accept": false, - "reason": "Same as the other pair: quantization/fusion and LoRA loading are different code paths." + "reason": "TorchAO quantize/Lora fuse is a different subsystem from LoRA loading errors." }, { "left": "issue:1434", "right": "issue:2507", "accept": false, - "reason": "One is an OOM when upscaling, the other is a performance complaint about GPU safetensor loading; different problems." + "reason": "OOM during upscaling and safetensors load performance are unrelated." }, { "left": "issue:11489", "right": "issue:5274", "accept": false, - "reason": "Both are training errors, but they concern different models and symptoms; no shared concrete bug is evident." + "reason": "Both are training errors, but they involve different models, scripts, and likely different dtype failure causes." }, { "left": "issue:10715", "right": "issue:8970", "accept": false, - "reason": "Both are black-image reports for Kolors, but on different backends (ROCm vs MPS) and without evidence of the same underlying code-path bug." + "reason": "Both are Kolors black-image reports, but on different backends (ROCm vs MPS) with no evidence of the same code-path bug." }, { "left": "issue:10743", "right": "issue:9156", "accept": false, - "reason": "Zero-3 support for FLUX training and FLUX LoRA OOM are related only at a broad subsystem level, not the same fix." + "reason": "ZeRO-3 support request and Flux LoRA OOM are related to memory, but one is a feature request and the other a runtime failure." }, { "left": "issue:1695", "right": "issue:2156", "accept": false, - "reason": "Multi-GPU/deepspeed training and CPU-only training are opposite deployment issues, not duplicates." + "reason": "Multiple-GPU/deepspeed training support and CPU-vs-GPU training behavior are different problems." }, { "left": "issue:11436", "right": "issue:8955", "accept": false, - "reason": "A dtype mismatch during HiDream inference is unrelated to a CLIPTextModel state_dict loading error." + "reason": "A matmul dtype mismatch in Hidream inference is unrelated to a CLIPTextModel state_dict loading error." }, { "left": "issue:5575", "right": "issue:9602", "accept": false, - "reason": "A LoRA hidden-size configuration question and an adapter-name lookup error are distinct issues." + "reason": "Hidden-size configuration in LoRA training and adapter-name lookup failure are different issues." }, { "left": "issue:11791", "right": "issue:12673", "accept": false, - "reason": "Both mention group offloading, but one is about loading LoRA weights after offloading and the other is a pipeline incompatibility with record_stream=True; not mergeable as one bug." + "reason": "Both mention group offloading, but one is about loading LoRA weights and the other about a QwenImagePipeline record_stream incompatibility; not the same bug." }, { "left": "issue:6906", "right": "issue:8543", "accept": false, - "reason": "Both are broken training examples, but they affect different models and failures (generic LoRA Dreambooth vs SD3 gradient checkpointing)." + "reason": "Different Dreambooth example failures with different model families and failure modes." }, { "left": "issue:7082", "right": "issue:7147", "accept": false, - "reason": "These are separate import errors for different missing symbols, so they are not the same defect." + "reason": "Separate import errors for different symbols; not the same underlying issue." }, { "left": "issue:9142", "right": "issue:9297", "accept": false, - "reason": "Both are about multiple adapters/controlnets, but one is a type/error loading controlnets and the other is linear slowdown when loading many LoRAs." + "reason": "One is a multi-ControlNet loading error, the other is LoRA load-time slowdown; same broad area but not the same bug." }, { "left": "issue:3296", "right": "issue:7619", "accept": false, - "reason": "Checkpoint save/load with text_encoder and a channel-count mismatch in Dreambooth are different bugs." + "reason": "Both are train_dreambooth.py issues, but one is checkpoint/text_encoder save-load behavior and the other is a channel-mismatch error." }, { "left": "issue:2036", "right": "issue:6107", "accept": false, - "reason": "An OSError for stable-diffusion-v1-4 and an IP-Adapter deployment issue on AWS EC2 are unrelated." - }, - { - "left": "issue:1672", - "right": "issue:4185", - "accept": false, - "reason": "Checkpoint conversion producing wrong image size and SDXL ControlNet black images are different issues." + "reason": "An OSError loading stable-diffusion-v1-4 and an IP-Adapter AWS deployment issue are unrelated." } ] }, @@ -39843,10 +39874,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10054", "issue:10210", @@ -39860,6 +39891,7 @@ "issue:11907", "issue:1214", "issue:1363", + "issue:1672", "issue:1917", "issue:2107", "issue:2577", @@ -39869,16 +39901,15 @@ "issue:3487", "issue:3871", "issue:3901", + "issue:4185", "issue:4255", "issue:4307", - "issue:4349", "issue:4704", "issue:4728", "issue:4756", "issue:4840", "issue:5014", "issue:5254", - "issue:5515", "issue:5605", "issue:6054", "issue:6323", @@ -39898,6 +39929,7 @@ "issue:9856" ], "soft_pairs": [ + "issue:1672|issue:4185", "issue:10210|issue:10227", "issue:1214|issue:4840", "issue:1363|issue:4307", @@ -39920,181 +39952,180 @@ "issue:5254|issue:7180", "issue:11422|issue:9841", "issue:2107|issue:4255", - "issue:3487|issue:6749", - "issue:4349|issue:5515" + "issue:3487|issue:6749" ], - "prepared_review_unit_hash": "a5924d2a02b65435e2d42bed475e1e3b8196a2a8c96e6647c16654bb96c95ca3", + "prepared_review_unit_hash": "f09e600c607603d88edb39d7bd66b2811b04a9f779706dbf3f0c16081ae25a71", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34574, - "estimated_input_tokens": 8644, - "estimated_eval_tokens": 17544 + "serialized_chars": 34580, + "estimated_input_tokens": 8645, + "estimated_eval_tokens": 17546 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a heterogeneous set of unrelated bugs and feature requests; the soft-similarity links are mostly superficial. None of the candidate pairs look like the same underlying issue or change, so they should remain separate.", - "confidence": 0.95, - "canonical_issue_reason": "If a single anchor is needed, issue 6054 is the most canonical because it is a narrowly scoped, concrete scheduler bug with a clear failure mode; however, this cluster is not a true duplicate set.", + "summary": "These items are a mixed set of unrelated bug reports and feature requests. None of the soft pairs look like the same underlying issue; most only share a broad subsystem or model family.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 6054 is the clearest concrete bug report in the set because it names a specific method (`EulerDiscreteScheduler.set_timesteps`) and a specific misuse, making it the best representative issue if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 6054 is the best issue candidate for triage because it is the clearest and most actionable bug report among the set, but it does not represent the others well.", + "best_issue_reason": "Issue 6054 is the strongest standalone bug candidate: it is specific, actionable, and tied to a precise code path. The rest of the set is mostly broader, different-symptom, or feature-request material.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:1672", + "right": "issue:4185", + "accept": false, + "reason": "Different bugs: one is wrong image size after ckpt conversion; the other is black outputs in SDXL ControlNet inference." + }, { "left": "issue:10210", "right": "issue:10227", "accept": false, - "reason": "Different problems: img2img output similarity vs a LoRA feature-size NotImplementedError; same broad model area only." + "reason": "Different failure modes: FluxImg2Img quality issue vs a LoRA feature-support NotImplementedError." }, { "left": "issue:1214", "right": "issue:4840", "accept": false, - "reason": "Both mention precision, but one is CLIPTextModel half precision and the other is FlaxAutoencoderKL checkpoint loading; not the same bug." + "reason": "Different model classes and code paths: CLIPTextModel half-precision issue vs FlaxAutoencoderKL checkpoint loading." }, { "left": "issue:1363", "right": "issue:4307", "accept": false, - "reason": "Scheduler error in an ONNX community pipeline vs local_files_only pretrained loading behavior; unrelated code paths." + "reason": "Unrelated errors: ONNX long-prompt/LMS scheduler failure vs local_files_only from_pretrained loading error." }, { "left": "issue:10925", "right": "issue:9514", "accept": false, - "reason": "Dreambooth finetuning on FLUX CLIPTextModel is not the same as loading LoRA weights after fp8 quantization." + "reason": "Both are FLUX-related, but one is DreamBooth/CLIPTextModel training and the other is LoRA weight loading after fp8 quantization." }, { "left": "issue:3284", "right": "issue:4704", "accept": false, - "reason": "Different training scripts and failures: accelerate dreambooth_lora vs custom diffusion script failure." + "reason": "Different training scripts and symptoms: DreamBooth LoRA with accelerate vs custom diffusion training failure." }, { "left": "issue:11907", "right": "issue:9202", "accept": false, - "reason": "Flux scheduler incompatibility is unrelated to SDXL PAG pipeline FaceID Plus V2 adapter support." + "reason": "Different integration problems: FLUX scheduler compatibility vs SDXL PAG pipeline with FaceID IP-Adapter." }, { "left": "issue:1917", "right": "issue:5605", "accept": false, - "reason": "One is a request for more integration tests; the other is per-image caption support for SDXL dreambooth." + "reason": "Not duplicates: one asks for more integration tests, the other requests per-image caption support." }, { "left": "issue:2674", "right": "issue:771", "accept": false, - "reason": "Safetensors requirement issue vs BF16 dreambooth precision issue; different layers of the stack." + "reason": "Different topics: safetensors requirement for LoRA vs BF16 support in DreamBooth." }, { "left": "issue:7243", "right": "issue:7948", "accept": false, - "reason": "Both are model-related proposals, but one is ResAdapter and the other is MuLan language adaptation; not duplicates." + "reason": "Different requested features/models: ResAdapter vs MuLan language adapter support." }, { "left": "issue:2577", "right": "issue:3442", "accept": false, - "reason": "DDIMInverseScheduler not working is unrelated to textual inversion token-dimension mismatch." + "reason": "Different bugs: DDIMInverseScheduler not working vs Textual Inversion embedding dimension mismatch." }, { "left": "issue:3871", "right": "issue:4728", "accept": false, - "reason": "Both involve training resume, but one is a checkpoint resume error and the other is a GPU OOM on resume; not the same defect." + "reason": "Both mention training resume, but one is a resume error and the other is an OOM on resume; not the same underlying bug." }, { "left": "issue:11023", "right": "issue:7616", "accept": false, - "reason": "Both are image-quality complaints, but the concrete symptoms and pipelines differ: blurry custom pipeline vs low-denoise artifacts." + "reason": "Different symptoms and paths: blurred results in a custom pipeline vs low-denoise artifacts in img2img." }, { "left": "issue:11127", "right": "issue:11258", "accept": false, - "reason": "Both involve single-file loading, but they target different models and failure modes (FLUX vs LTX)." + "reason": "Same broad area of single-file model loading, but different model families and different concrete problems." }, { "left": "issue:6323", "right": "issue:9856", "accept": false, - "reason": "TensorRT guidance_scale attribute failure is unrelated to distributed port collision during launch." + "reason": "Completely unrelated: pipeline attribute assignment error vs distributed port collision." }, { "left": "issue:10928", "right": "issue:3901", "accept": false, - "reason": "Missing diffusion_pytorch_model.fp16.bin in a model directory is not the same as missing requirements.txt." + "reason": "Different operational errors: missing fp16 model file vs missing requirements.txt." }, { "left": "issue:6911", "right": "issue:8738", "accept": false, - "reason": "UNetConditional3DModel class-label handling and SD3Transformer2DModel configuration are different model issues." + "reason": "Different model/configuration bugs: class labels ignored in UNetConditional3DModel vs SD3Transformer2DModel configuration failure." }, { "left": "issue:8309", "right": "issue:8414", "accept": false, - "reason": "Both are distillation-related feature requests, but one is conditional diffusion distillation and the other is text-to-audio consistency distillation." + "reason": "Different feature/model proposals: conditional diffusion distillation vs ConsistencyTTA text-to-audio model." }, { "left": "issue:10054", "right": "issue:6054", "accept": false, - "reason": "Both touch EulerDiscreteScheduler, but one is a test parameter bug and the other is torch.from_numpy misuse in set_timesteps; not the same defect." + "reason": "Both involve EulerDiscreteScheduler, but the concrete bugs differ: wrong `torch.linspace` parameters in tests vs `torch.from_numpy` misuse in `set_timesteps`." }, { "left": "issue:4756", "right": "issue:5014", "accept": false, - "reason": "SDXL dreambooth example support and poor dreambooth LoRA results are different issues with different scopes." + "reason": "Not the same ask: one is a training-style support request, the other is a complaint about poor DreamBooth LoRA results." }, { "left": "issue:5254", "right": "issue:7180", "accept": false, - "reason": "Multi-ControlNet support request is unrelated to a ControlNet image2image pipeline CPU offload failure." + "reason": "Different scope: multi-ControlNet support request vs SDXL ControlNet img2img CPU offload failure." }, { "left": "issue:11422", "right": "issue:9841", "accept": false, - "reason": "Validation prompt crash in HiDream LoRA training is different from the use_dora=False TypeError in DreamBooth SDXL LoRA training." + "reason": "Different training bugs: validation prompt crash in HiDream LoRA vs `use_dora=False` TypeError in SDXL DreamBooth LoRA." }, { "left": "issue:2107", "right": "issue:4255", "accept": false, - "reason": "Lower-than-512 resolution glitches and generally worse-than-webui results are too broad to be the same bug." + "reason": "One is a specific low-resolution image artifact bug; the other is a broad comparison to sd-webui quality." }, { "left": "issue:3487", "right": "issue:6749", "accept": false, - "reason": "Poor inpaint results with a scheduler vs inability to replicate an InstantID community example; different workflows and symptoms." - }, - { - "left": "issue:4349", - "right": "issue:5515", - "accept": false, - "reason": "Missing text_encoder in an upscale pipeline and missing scheduler in an LCM pipeline are analogous but distinct initialization errors." + "reason": "Different issues: poor inpaint results with a scheduler vs inability to reproduce InstantID community example." } ] }, @@ -40113,10 +40144,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10055", "issue:10066", @@ -40138,11 +40169,12 @@ "issue:3379", "issue:3405", "issue:4206", - "issue:4241", + "issue:4349", "issue:4726", "issue:4885", "issue:540", "issue:5433", + "issue:5515", "issue:5617", "issue:5846", "issue:5925", @@ -40153,7 +40185,6 @@ "issue:7133", "issue:7146", "issue:7197", - "issue:752", "issue:7593", "issue:7690", "issue:7793", @@ -40168,6 +40199,7 @@ "issue:9717" ], "soft_pairs": [ + "issue:4349|issue:5515", "issue:3218|issue:5617", "issue:8879|issue:9091", "issue:10066|issue:6368", @@ -40191,187 +40223,186 @@ "issue:2695|issue:3101", "issue:3405|issue:4206", "issue:13079|issue:7146", - "issue:2392|issue:6996", - "issue:4241|issue:752" + "issue:2392|issue:6996" ], - "prepared_review_unit_hash": "3e40140fe98cae51726c5afbd5e953561b5b28c7d1f37240abcb24f3481758eb", + "prepared_review_unit_hash": "f264fbeefe737a7e8efd905783f2366a91c8ba6fe6445a930a86956e3f3a142c", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 34639, - "estimated_input_tokens": 8660, - "estimated_eval_tokens": 17576 + "serialized_chars": 34663, + "estimated_input_tokens": 8666, + "estimated_eval_tokens": 17588 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are separate training/runtime issues across different models or pipelines. None of the soft candidate pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits the cluster well; if one must be chosen, issue #10055 is the broadest representative of the training-script/controlnet theme, but the rest of the items span unrelated failures.", + "summary": "This cluster is a loose grab-bag of unrelated training/inference bugs across ControlNet, DreamBooth, LoRA, Flux, Qwen, and compile/load paths. The soft pairs share only broad wording and do not look like the same underlying bug or mergeable PR change.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue is safe here: the items span different models, pipelines, and error signatures, so they are not true duplicates of one concrete bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #10055 is the closest broad anchor because it is a general ControlNet training-script failure, but it is not a strong canonical for the whole set.", + "best_issue_reason": "If forced to pick a representative, issue:3405 is the broadest ControlNet-training report, but it still only covers one small subset of the cluster and is not a valid umbrella duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:4349", + "right": "issue:5515", + "accept": false, + "reason": "Both are pipeline failures, but one is about missing text_encoder handling with prompt_embeds and the other is about initializing LCM without a scheduler; different code paths." + }, { "left": "issue:3218", "right": "issue:5617", "accept": false, - "reason": "Both involve torch.compile/ControlNet, but one is graph-breaks in attention blocks and the other is a save/load failure after compilation; different code paths and symptoms." + "reason": "One is torch.compile graph-break behavior in attention code; the other is save/load failure for a compiled ControlNet img2img pipeline. Same subsystem, different bug." }, { "left": "issue:8879", "right": "issue:9091", "accept": false, - "reason": "Both mention torch.compile, but one is an SDXL cudagraph failure and the other is a VAE decoder compile-support issue for SD 1.5; not the same bug." + "reason": "Both mention torch.compile, but one is an SDXL cudagraph failure and the other is VAE decoder compile support for SD 1.5; not the same fix." }, { "left": "issue:10066", "right": "issue:6368", "accept": false, - "reason": "Unpack error in self.attn is unrelated to an unsupported LoRA checkpoint layer name during loading." + "reason": "A self.attn unpacking ValueError is unrelated to a checkpoint/lora alpha support error; different failure modes and code paths." }, { "left": "issue:10282", "right": "issue:12157", "accept": false, - "reason": "Shape mismatch for x_embedder weights is unrelated to the Qwen training TypeError about a non-iterable torch.device." + "reason": "Shape mismatch for x_embedder weights is unrelated to the 'torch.device' not iterable quantization-config error." }, { "left": "issue:1883", "right": "issue:540", "accept": false, - "reason": "These are both memory/training-related, but one is VAE gradient checkpointing support and the other is moving only the UNet to GPU; different feature requests." + "reason": "Both concern memory-related training behavior, but one is VAE gradient checkpointing and the other is keeping only UNet on GPU; separate feature requests." }, { "left": "issue:3379", "right": "issue:7690", "accept": false, - "reason": "Checkpoint-loading failure and tokenizer-loading failure are unrelated." + "reason": "Checkpoint loading in DreamBooth and tokenizer loading for SDXL are different components and unrelated bugs." }, { "left": "issue:5433", "right": "issue:9556", "accept": false, - "reason": "SDXL scheduler artifacts are a generation-quality issue, while rslora saved-model problems are a LoRA serialization/training issue." + "reason": "SDXL scheduler artifacts without refiner is not the same issue as saved LoRA models misbehaving with rslora." }, { "left": "issue:9667", "right": "issue:9717", "accept": false, - "reason": "Both are Flux-related, but one is a local transformer model load error and the other is a Docker image error; too different to be the same bug." + "reason": "One is a flux fp8 model loading problem with a local transformer file; the other is a Flux-dev Docker image error. Different environments and root causes." }, { "left": "issue:1617", "right": "issue:3175", "accept": false, - "reason": "Missing CLI arguments for a script is not the same as a multi-face DreamBooth training issue." + "reason": "Missing CLI arguments for train_dreambooth.py is unrelated to a multi-face DreamBooth training problem." }, { "left": "issue:4726", "right": "issue:7593", "accept": false, - "reason": "Incorrect callback typing and missing image_projection_layers on None are unrelated pipeline API bugs." + "reason": "A type annotation issue for callback does not match a NoneType attribute error in IP-Adapter image embedding prep." }, { "left": "issue:4885", "right": "issue:7793", "accept": false, - "reason": "Both concern LoRA with ControlNet/DeepFloyd pipelines, but one is loading LoRA weights and the other is unloading them; not the same code-path failure." + "reason": "Both involve LoRA, but one is SDXL ControlNet img2img failing to load LoRA weights and the other is DeepFloyd LoRA unloading error; different pipelines." }, { "left": "issue:7197", "right": "issue:9558", "accept": false, - "reason": "Resume-from-checkpoint dataset key error is unrelated to a black validation image in TensorBoard." + "reason": "Resume-training key error and black validation images in TensorBoard are separate training/visualization bugs." }, { "left": "issue:10178", "right": "issue:10722", "accept": false, - "reason": "3D block dimension mismatch and DreamBooth prior-preservation tensor mismatch are different model/training paths." + "reason": "A UNet 3D block dimension mismatch is not the same as a DreamBooth prior-preservation tensor size mismatch." }, { "left": "issue:5972", "right": "issue:9630", "accept": false, - "reason": "Documentation for Min-SNR weighting is unrelated to a runtime error in flux-controlnet when num_single_layers=0." + "reason": "One is a documentation issue about Min-SNR weighting; the other is a runtime error in flux-controlnet with num_single_layers=0." }, { "left": "issue:10055", "right": "issue:8589", "accept": false, - "reason": "Both are SD3 training issues, but one is a ControlNet training script failure and the other is DreamBooth prior-preservation support; different training flows." + "reason": "Both are SD3 training topics, but one is a ControlNet training script failure and the other is DreamBooth prior-preservation support; different bugs." }, { "left": "issue:12458", "right": "issue:13140", "accept": false, - "reason": "A batch inference feature request/problem is not the same as a TypeError in the Qwen Edit pipelines." + "reason": "Qwen-image-edit batch inference request/issue and Qwen Edit pipeline NoneType error are different features and failure modes." }, { "left": "issue:5925", "right": "issue:6354", "accept": false, - "reason": "Both are LoRA feature requests, but one is about ZipLora/multi-LoRA inference and the other is about adding LoRA support to ControlNet." + "reason": "ZipLora multi-LoRA inference and ControlNet LoRA support are separate feature requests, not one underlying change." }, { "left": "issue:3379", "right": "issue:7133", "accept": false, - "reason": "Intermediate checkpoint loading and SDXL text-encoder size mismatch on resume are different checkpoint/resume bugs." + "reason": "Both involve checkpoint resumption, but one is a generic intermediate checkpoint load failure and the other is an SDXL text-encoder size mismatch." }, { "left": "issue:10392", "right": "issue:9178", "accept": false, - "reason": "Flux-dev FP8 inference with a specific LoRA is not the same as PEFT target-module errors during Flux LoRA training." + "reason": "Flux-dev fp8 + Hyper-FLUX LoRA is not the same bug as Flux LoRA training target-module errors; one is an inference/config combo, the other is training setup." }, { "left": "issue:1617", "right": "issue:5846", "accept": false, - "reason": "Required-arguments argparse error and resume_from_checkpoint failure are unrelated." + "reason": "A missing-arguments CLI error is unrelated to a resume_from_checkpoint error in a different training script." }, { "left": "issue:2695", "right": "issue:3101", "accept": false, - "reason": "TensorBoard validation failure in ControlNet training is not the same as a generic ControlNet training example error." + "reason": "ControlNet validation/TensorBoard failure and a ControlNet example training error are too different to be the same bug." }, { "left": "issue:3405", "right": "issue:4206", "accept": false, - "reason": "Both are ControlNet training bugs, but one is generic and the other is specifically main-branch SDXL training; not enough evidence they are the same defect." + "reason": "Both are ControlNet training issues, but one is generic and the other is SDXL/main-branch-specific; no evidence they share the same concrete code-path bug." }, { "left": "issue:13079", "right": "issue:7146", "accept": false, - "reason": "OOM in a Flux for-loop with changing images is not the same as SDXL fine-tuning OOM." + "reason": "CUDA OOM in FLUX.2-klein looped inference is not the same as SDXL fine-tuning OOM." }, { "left": "issue:2392", "right": "issue:6996", "accept": false, - "reason": "These are both NoneType-related pipeline errors, but they arise from different conditionals and arguments (`prompt` vs `added_cond_kwargs`)." - }, - { - "left": "issue:4241", - "right": "issue:752", - "accept": false, - "reason": "Both are feature requests about fine-tuning, but unidiffusers LoRA support and DreamBooth multi-concept support are different capabilities." + "reason": "Both are NoneType-related pipeline errors, but they arise from different arguments and different internal checks; not the same underlying bug." } ] }, @@ -40390,10 +40421,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10049", "issue:10227", @@ -40409,7 +40440,6 @@ "issue:1375", "issue:1541", "issue:175", - "issue:2214", "issue:2668", "issue:3296", "issue:3379", @@ -40417,6 +40447,7 @@ "issue:3765", "issue:4000", "issue:4107", + "issue:4241", "issue:4324", "issue:4530", "issue:455", @@ -40433,8 +40464,8 @@ "issue:7082", "issue:7136", "issue:7357", + "issue:752", "issue:760", - "issue:776", "issue:7785", "issue:8729", "issue:8915", @@ -40445,6 +40476,7 @@ "issue:988" ], "soft_pairs": [ + "issue:4241|issue:752", "issue:455|issue:760", "issue:5661|issue:9200", "issue:4530|issue:6574", @@ -40467,181 +40499,180 @@ "issue:1375|issue:5022", "issue:175|issue:988", "issue:11435|issue:7082", - "issue:10540|issue:9822", - "issue:2214|issue:776" + "issue:10540|issue:9822" ], - "prepared_review_unit_hash": "8afa8dba3ecf739e3138b925e5f2144494a2d2f5a58ae27c05bd7ebd88cc4ebf", + "prepared_review_unit_hash": "015f757e996be4cfc443d86222ca88ddf7c946b318b04fb22b14f5a3d90dec9a", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34136, - "estimated_input_tokens": 8534, - "estimated_eval_tokens": 17324 + "serialized_chars": 34180, + "estimated_input_tokens": 8545, + "estimated_eval_tokens": 17346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are unrelated import errors, training regressions, scheduler issues, or feature requests. None of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", - "confidence": 0.93, + "summary": "These issues are mostly unrelated diffusers bug reports spanning import regressions, training problems, scheduler/math bugs, and pipeline-specific errors. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong canonical candidate; the items do not converge on one concrete bug or feature area closely enough to represent a duplicate cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:4241", + "right": "issue:752", + "accept": false, + "reason": "Different feature requests: unidiffusers LoRA support vs Dreambooth multi-concept training." + }, { "left": "issue:455", "right": "issue:760", "accept": false, - "reason": "Both involve MPS, but one is an indexing NotImplementedError and the other is incorrect StableDiffusion output; different failures and code paths." + "reason": "Both mention MPS, but one is an aten::index.Tensor NotImplementedError and the other is incorrect StableDiffusion output on MPS; different failure modes." }, { "left": "issue:5661", "right": "issue:9200", "accept": false, - "reason": "An import-name error for PreTrainedTokenizer is unrelated to a ControlNet dtype error." + "reason": "Both are import/type issues, but one is missing PreTrainedTokenizer and the other is a dtype error in ControlNet pipeline; not the same bug." }, { "left": "issue:4530", "right": "issue:6574", "accept": false, - "reason": "Image artifacts in SDXL refiner and a floating-point warning in SVD scheduling are different problems." + "reason": "Image artifact reports, but one is SDXL refiner visual corruption and the other is SVD pipeline warning about expected tensor range." }, { "left": "issue:4107", "right": "issue:8729", "accept": false, - "reason": "Both mention training quality, but one is LoRA noise/quality loss and the other is unexpected validation images in a ControlNet webdataset script." + "reason": "Both are training-quality issues, but one is SDXL LoRA noise/quality degradation and the other is unexpected validation image behavior in ControlNet webdataset training." }, { "left": "issue:10227", "right": "issue:10653", "accept": false, - "reason": "LoRA feature-size support and bitsandbytes .to(cpu) restrictions are unrelated technical issues." + "reason": "Different errors in different code paths: LoRA feature-size constraint vs bitsandbytes 8-bit module cannot be moved to CPU with .to()." }, { "left": "issue:3379", "right": "issue:954", "accept": false, - "reason": "Dreambooth checkpoint loading and a post-login loading issue are unrelated." + "reason": "Both are loading-related, but one is Dreambooth intermediate checkpoint loading and the other is login/load failure; unrelated." }, { "left": "issue:5811", "right": "issue:7136", "accept": false, - "reason": "One requests callbacks across all pipelines; the other is a specific pipeline request. Related theme, but not the same concrete change." + "reason": "Both concern callback_on_step_end, but one is a request to add it to all pipelines and the other is a specific pipeline request; not a duplicate bug." }, { "left": "issue:3468", "right": "issue:4754", "accept": false, - "reason": "Both mention model_index.json, but one is missing generation after Dreambooth while the other is loading textual inversion results; different workflows and bugs." + "reason": "Both involve saved artifact structure, but one is missing model_index.json after Dreambooth and the other is missing model_index.json after textual inversion; different flows and symptoms." }, { "left": "issue:5558", "right": "issue:9142", "accept": false, - "reason": "Both involve multiple ControlNets, but one is artifacting in inpaint and the other is a load-time attribute error in Hunyuan DiT." + "reason": "Different multi-controlnet issues: artifacts with StableDiffusionControlNetInpaintPipeline vs Hunyuan Dit list/__module__ AttributeError." }, { "left": "issue:1185", "right": "issue:1541", "accept": false, - "reason": "Both are Dreambooth-related, but reproducibility and MODEL_TYPE/CKPT loading are distinct issues." + "reason": "Both are Dreambooth-related, but one is reproducibility and the other is model type detection/CKPT loading; not the same defect." }, { "left": "issue:4000", "right": "issue:7785", "accept": false, - "reason": "Checkpoint conversion and first-inference slowness are unrelated." + "reason": "Both mention conversion/slow inference, but one is ckpt-to-diffusers conversion and the other is first-inference latency in diffusers 0.27.x; unrelated." }, { "left": "issue:11864", "right": "issue:13104", "accept": false, - "reason": "Both are NameError-style failures, but they occur in different components and are not the same missing symbol or fix." + "reason": "Both are compile-time name errors, but one is AutoencoderDC missing torch under torch.compile and the other is Logger not defined; different modules and code paths." }, { "left": "issue:3296", "right": "issue:4324", "accept": false, - "reason": "Checkpoint save/load in Dreambooth is unrelated to a NoneType iteration error in UNet forward." + "reason": "Dreambooth checkpoint save/load with text_encoder vs a NoneType iterable error in unet_2d_condition forward; not the same bug." }, { "left": "issue:5441", "right": "issue:6139", "accept": false, - "reason": "Both mention attn_processors, but they affect different model classes and scripts; not the same concrete bug." + "reason": "Both mention attn_processors, but one is a specific training script lacking them and the other is a model object missing the attribute entirely." }, { "left": "issue:11241", "right": "issue:11749", "accept": false, - "reason": "A training crash and scheduler timestep floating-point errors are different issues, despite both mentioning Flux and floating point." + "reason": "Both relate to floating-point problems, but one is a training-time Flux ControlNet crash and the other is scheduler timestep precision errors; distinct." }, { "left": "issue:2668", "right": "issue:6218", "accept": false, - "reason": "LPW ControlNet image handling and batched seed behavior are separate pipeline bugs." + "reason": "Both involve ControlNet/Img2Img behavior, but one misroutes the ControlNet image as an Img2Img image and the other is batched seed handling; different issues." }, { "left": "issue:3765", "right": "issue:6661", "accept": false, - "reason": "Training image stacking artifacts and an MPS OOM are unrelated." + "reason": "One is ControlNet image stacking artifacts during training; the other is MPS OOM at a specific image size. Same broad area, different bug." }, { "left": "issue:10049", "right": "issue:8915", "accept": false, - "reason": "Missing MochiPipeline export and missing AutoPipelineForText2Image import are different import surface failures." + "reason": "Both are import errors, but MochiPipeline import failure and missing AutoPipelineForText2Image are unrelated symbols/features." }, { "left": "issue:10937", "right": "issue:7357", "accept": false, - "reason": "torch.compile errors in vae.encode and slow inference with compile/fuse_loras are not the same bug." + "reason": "Both mention torch.compile performance/errors, but one is a compile error on vae.encode and the other is slow inference despite compile and fuse_loras." }, { "left": "issue:1375", "right": "issue:5022", "accept": false, - "reason": "A regression breaking diffusers import is not the same as a specific UNet2DModel import NameError." + "reason": "Different import regressions from different versions and symbols: general diffusers import breakage vs UNet2DModel import failing because PreTrainedTokenizer is undefined." }, { "left": "issue:175", "right": "issue:988", "accept": false, - "reason": "A question about torch.manual_seed is unrelated to FSDP training support." + "reason": "One questions manual seeding in example code; the other is about FSDP training support. Not the same underlying problem." }, { "left": "issue:11435", "right": "issue:7082", "accept": false, - "reason": "Importing HiDreamImagePipeline and importing CpuOffload are unrelated missing-symbol issues." + "reason": "Different missing-import failures: HiDreamImagePipeline from diffusers vs CpuOffload from accelerate.hooks." }, { "left": "issue:10540", "right": "issue:9822", "accept": false, - "reason": "Loading Flux Dev from_single_file after Flux Fill support and loading SDXL LoRAs into Flux are different model-compatibility problems." - }, - { - "left": "issue:2214", - "right": "issue:776", - "accept": false, - "reason": "NSFW filter breakage on 2.1 and batch_size>1 image-to-image breakage are unrelated pipeline bugs." + "reason": "One is Flux Dev from_single_file failing after Flux Fill support landed; the other is loading SDXL LoRAs into Flux. Related area, but different model-loading behaviors." } ] }, @@ -40660,14 +40691,13 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10049", "issue:10382", - "issue:10863", "issue:11321", "issue:11574", "issue:11989", @@ -40677,6 +40707,7 @@ "issue:1976", "issue:2163", "issue:2203", + "issue:2214", "issue:2480", "issue:2581", "issue:2774", @@ -40706,14 +40737,15 @@ "issue:7082", "issue:7431", "issue:7483", + "issue:776", "issue:7785", "issue:9063", - "issue:9154", "issue:9178", "issue:9558", "issue:993" ], "soft_pairs": [ + "issue:2214|issue:776", "issue:3346|issue:3454", "issue:11989|issue:9558", "issue:11321|issue:9178", @@ -40736,188 +40768,190 @@ "issue:10049|issue:7082", "issue:1802|issue:1925", "issue:3461|issue:7431", - "issue:4835|issue:5647", - "issue:10863|issue:9154" + "issue:4835|issue:5647" ], - "prepared_review_unit_hash": "18474945b2fe3a7c0e3e80315ddcad6c10d7a713687f2514374cc5122f6eb316", + "prepared_review_unit_hash": "d8b3b5849fe1f7218e5735e2a6de18eff4142cca326d69316ff094b563e540f6", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33546, - "estimated_input_tokens": 8387, - "estimated_eval_tokens": 17030 + "serialized_chars": 33526, + "estimated_input_tokens": 8382, + "estimated_eval_tokens": 17020 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set; it mixes many unrelated issues across loading, training, conversion, memory, and pipeline-specific bugs. The soft-similarity links are mostly title-level overlap rather than the same underlying defect.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "Mostly unrelated issue set. I only accept two soft duplicate pairs: ControlNet conversion requests/errors (2581 \u2194 2774) and the original SD conversion script bug (6713 \u2194 6899). The remaining pairs differ by symptom, model, or code path and should stay separate.", + "confidence": 0.79, + "canonical_issue_reason": "No single issue cleanly represents the whole mixed set; issue 2581 is the broadest canonical among the accepted duplicates because it captures the underlying ControlNet\u2192Diffusers conversion need.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 2581 is the best overall issue representative here because it is the broadest, most canonical statement of the shared ControlNet conversion topic.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:2214", + "right": "issue:776", + "accept": false, + "reason": "Both mention broken behavior, but one is NSFW filtering and the other is batched img2img; different bug classes and code paths." + }, { "left": "issue:3346", "right": "issue:3454", "accept": false, - "reason": "Both involve DreamBooth LoRA scripts, but one is about resume-from-checkpoint support and the other about the script breaking on latest deps; different problems and fixes." + "reason": "One is a feature request for resume_from_checkpoint; the other is a generic training-script failure on latest. Not the same bug." }, { "left": "issue:11989", "right": "issue:9558", "accept": false, - "reason": "Both mention black images, but one is inference output and the other is TensorBoard validation display; not enough evidence of the same bug." + "reason": "Both report black images, but one is inference output and the other is tensorboard validation display; too likely to be separate causes." }, { "left": "issue:11321", "right": "issue:9178", "accept": false, - "reason": "Same broad Flux/ControlNet area, but one is a README/documentation issue and the other is a PEFT target-modules runtime error." + "reason": "README documentation bug vs flux LoRA PEFT target-module error; unrelated artifacts." }, { "left": "issue:2844", "right": "issue:4030", "accept": false, - "reason": "Both concern embedding-related runtime errors, but one is StableUnCLIP image embeddings and the other is SD v2.1 embedding; different pipeline paths." + "reason": "Both are embedding-related runtime errors, but they involve different pipelines and different embedding flows." }, { "left": "issue:2203", "right": "issue:2480", "accept": false, - "reason": "Both are DreamBooth-related training complaints, but one is about download location and the other about checkpoint directory layout." + "reason": "Both touch output directories, but one is model download location and the other is checkpoint folder creation; not the same defect." }, { "left": "issue:455", "right": "issue:993", "accept": false, - "reason": "Both involve dtype/device behavior, but one is an MPS index op limitation and the other is fp16 stable diffusion mismatch; different failure modes." + "reason": "MPS indexing NotImplementedError vs fp16 dtype mismatch; different hardware/runtime failures." }, { "left": "issue:1976", "right": "issue:6435", "accept": false, - "reason": "Both are about config/default file handling, but one is a tokenizer config lookup error and the other is ControlNet width/height initialization." + "reason": "Incorrect tokenizer/config path and uninitialized ControlNet width/height are unrelated issues." }, { "left": "issue:4615", "right": "issue:7082", "accept": false, - "reason": "Both are import errors, but they affect different symbols from different dependencies and are not the same code-path problem." + "reason": "Import errors in different packages/classes; no shared concrete failure mode." }, { "left": "issue:2581", "right": "issue:2774", - "accept": false, - "reason": "Both involve ControlNet conversion, but one is a feature request for 2.1 checkpoint conversion and the other is a specific safetensors conversion error." + "accept": true, + "reason": "Both are about converting ControlNet checkpoints to Diffusers; one is the general support request, the other is a concrete conversion failure on the same workflow." }, { "left": "issue:5956", "right": "issue:6362", "accept": false, - "reason": "Both mention SDXL training performance/memory, but one is degraded image generation performance and the other is dataset mapping OOM." + "reason": "Fine-tuning performance degradation vs dataset-mapping OOM; different symptoms and likely different causes." }, { "left": "issue:1774", "right": "issue:5540", "accept": false, - "reason": "Both are OOM reports, but they are generic memory exhaustion issues without evidence of the same trigger or fix." + "reason": "Both are OOM reports, but one is A6000 training OOM and the other is inference OOM; too broad to merge." }, { "left": "issue:10382", "right": "issue:11574", "accept": false, - "reason": "Both involve VAE/encoder internals, but one is a forward return-type mismatch causing AttributeError and the other is a missing weight key during load." + "reason": "Both mention VAE internals, but one is a return-type AttributeError and the other is a missing weight KeyError; separate bugs." }, { "left": "issue:2163", "right": "issue:4935", "accept": false, - "reason": "Both are training-script questions, but one is a UNet dtype mismatch in text-to-image training and the other is an API usage question about AttnProcsLayers in SDXL LoRA." + "reason": "Training dtype mismatch vs a question about AttnProcsLayers usage; not the same underlying problem." }, { "left": "issue:5875", "right": "issue:7483", "accept": false, - "reason": "Both are conversion-related, but one is ONNX prompt conversion and the other is LoRA-to-Diffusers conversion for SDXL base models." + "reason": "Both mention conversion, but one is ONNX prompt handling and the other is LoRA-to-Diffusers with SDXL base models; different code paths." }, { "left": "issue:6713", "right": "issue:6899", - "accept": false, - "reason": "Both concern original SD conversion, but one is a HeaderTooLarge parsing failure and the other is an unspecified bug in the converter." + "accept": true, + "reason": "Same converter script and same failure family; 6899 is the broader report and 6713 is a specific HeaderTooLarge manifestation." }, { "left": "issue:3674", "right": "issue:4125", "accept": false, - "reason": "Both relate to training data/LoRA, but one is metadata.jsonl reading and the other is an expected-loss-curve question." + "reason": "Metadata JSONL reading vs LoRA loss-curve expectations; unrelated training concerns." }, { "left": "issue:3717", "right": "issue:3803", "accept": false, - "reason": "Both mention multi-GPU/OOM, but one is a general OOM on 3090 Ti and the other is that LoRA training does not share the model across GPUs." + "reason": "Both concern multi-GPU training, but one is OOM and the other is model replication/sharing; not clearly the same bug." }, { "left": "issue:4031", "right": "issue:6250", "accept": false, - "reason": "Both are local loading issues, but one is a standalone safety checker local-file load failure and the other is SDXL VAE loading from a single file." + "reason": "Safety checker local-file loading and SDXL VAE single-file loading are distinct loader failures." }, { "left": "issue:7785", "right": "issue:9063", "accept": false, - "reason": "Both concern inference/model creation regressions, but one is slow first inference in diffusers 0.27.x and the other is Flux tokenizer instantiation from slow version." + "reason": "Slow first inference and tokenizer instantiation failure are different issues." }, { "left": "issue:10049", "right": "issue:7082", "accept": false, - "reason": "Both are import-related, but they concern unrelated missing modules/classes (MochiPipeline vs CpuOffload)." + "reason": "Importing MochiPipeline is unrelated to importing CpuOffload from accelerate.hooks." }, { "left": "issue:1802", "right": "issue:1925", "accept": false, - "reason": "Both touch conditioning behavior, but one is unet_2d_condition with encoder_hidden_states=None and the other is half precision on stable-diffusion-2 inpainting." + "reason": "UNet encoder_hidden_states handling and fp16 inpainting are different functional problems." }, { "left": "issue:3461", "right": "issue:7431", "accept": false, - "reason": "Both are training performance/quality complaints, but one is DreamBooth performance/memory and the other is DreamBooth with DoRA/text encoder issues." + "reason": "Dreambooth performance complaint vs DoRA training issues; not the same defect." }, { "left": "issue:4835", "right": "issue:5647", "accept": false, - "reason": "Both are ControlNet img2img bugs in SDXL, but one is MultiControlNetModel-specific and the other is strength==1 behavior." - }, - { - "left": "issue:10863", - "right": "issue:9154", - "accept": false, - "reason": "Both involve VAE loading, but one is loading local safetensors files and the other is PT files with AutoEncoder; different file formats and failure points." + "reason": "Both are SDXL pipeline bugs, but one is MultiControlNet img2img and the other is inpaint strength==1; different code paths." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs are well-supported by the titles/bodies: 2581\u21942774 (ControlNet conversion) and 6713\u21946899 (the stable diffusion conversion script). The remaining rejections are appropriately cautious and do not overclaim duplicate status from weak thematic similarity." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -40929,21 +40963,20 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10475", + "issue:10863", "issue:11363", "issue:11383", "issue:11396", - "issue:12012", "issue:12175", "issue:12489", "issue:1290", "issue:1388", - "issue:1407", "issue:1524", "issue:1565", "issue:1798", @@ -40981,9 +41014,11 @@ "issue:7871", "issue:7960", "issue:8390", + "issue:9154", "issue:9856" ], "soft_pairs": [ + "issue:10863|issue:9154", "issue:11363|issue:12489", "issue:11383|issue:11396", "issue:1290|issue:1915", @@ -41006,181 +41041,180 @@ "issue:5577|issue:7871", "issue:10475|issue:12175", "issue:2312|issue:2844", - "issue:1565|issue:9856", - "issue:12012|issue:1407" + "issue:1565|issue:9856" ], - "prepared_review_unit_hash": "1c55aef40c45959339b231341477807c3f33c827a686a7d4b61a6f241382ec85", + "prepared_review_unit_hash": "b8a28d90d77b985d7261ba7fd1a535a073674012e65788d6a2a4ab444270811b", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34196, - "estimated_input_tokens": 8549, - "estimated_eval_tokens": 17354 + "serialized_chars": 34074, + "estimated_input_tokens": 8519, + "estimated_eval_tokens": 17294 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No strong duplicate cluster emerges here: the items are mostly unrelated issue reports, and every soft pair is only loosely similar by model family or subsystem rather than the same concrete bug or change.", - "confidence": 0.93, + "summary": "This cluster is heterogeneous: it mixes unrelated training, inference, conversion, loading, and hardware/compatibility issues across different models and scripts. The soft pairs share only broad subsystem vocabulary, not the same underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:10863", + "right": "issue:9154", + "accept": false, + "reason": "Both involve model file loading, but one is safetensors loading and the other is VAE/PT loading via AutoEncoder; different code paths and failure modes." + }, { "left": "issue:11363", "right": "issue:12489", "accept": false, - "reason": "Different failure modes: CUDA OOM in a ControlNet inference example vs an sm_120 kernel-image compatibility error." + "reason": "Both mention ControlNet/CUDA issues, but one is GPU OOM during an example run and the other is an sm_120 kernel compatibility error; not the same bug." }, { "left": "issue:11383", "right": "issue:11396", "accept": false, - "reason": "One is a feature request for HiDream LoRA support; the other is a conversion/how-to question for using a LoRA in ComfyUI." + "reason": "Same HiDream theme, but one requests LoRA support and the other asks how to convert a LoRA for ComfyUI; feature request vs conversion question." }, { "left": "issue:1290", "right": "issue:1915", "accept": false, - "reason": "Unrelated topics: DreamArtist community project vs unifying/uploading UnCLIP hub weights." + "reason": "Both reference text-to-image workflows, but DreamArtist support and unclip weight unification are separate model-support tasks." }, { "left": "issue:1388", "right": "issue:1798", "accept": false, - "reason": "Different scripts and bugs: SD 2.0 conversion script adaptation vs Flax Dreambooth lacking v_prediction support." + "reason": "Both are SD2-related training/conversion problems, but they affect different scripts and one is about conversion while the other is missing v_prediction support." }, { "left": "issue:1524", "right": "issue:2780", "accept": false, - "reason": "One reports poor SD2.0 training quality; the other is an FP16 unscale ValueError in a LoRA training script." + "reason": "Different training failures: poor SD2.0 quality versus FP16 gradient unscale error in a LoRA script." }, { "left": "issue:1985", "right": "issue:3193", "accept": false, - "reason": "Same general area, but not the same request: simple embedding loading vs batch loading textual inversion embeddings." + "reason": "Related to textual inversion embeddings, but one asks for easier loading in the pipeline and the other is specifically batch loading; not the same defect." }, { "left": "issue:2784", "right": "issue:3087", "accept": false, - "reason": "Different feature requests: Dreambooth for text-to-video models vs LyCORIS model support." + "reason": "Separate feature requests for different model families: text2video Dreambooth support vs LyCORIS (LoCon/LoHA) support." }, { "left": "issue:3539", "right": "issue:6203", "accept": false, - "reason": "A general question about main_process_first is not the same as SDXL ControlNet image-size conditioning." + "reason": "These are unrelated questions about process barriers and ControlNet image sizing; no shared bug." }, { "left": "issue:381", "right": "issue:434", "accept": false, - "reason": "Both mention notebook issues, but one is an inference-pipeline notebook error and the other is a version incompatibility in the training notebook." + "reason": "Both mention notebook problems, but they are different notebook versions/sections and different failure contexts." }, { "left": "issue:3871", "right": "issue:5197", "accept": false, - "reason": "Checkpoint resume error vs multi-GPU slowdown are different problems with different symptoms and fixes." + "reason": "Checkpoint resume error and multi-GPU slowness are distinct training issues." }, { "left": "issue:4241", "right": "issue:4680", "accept": false, - "reason": "Different requests: LoRA support for unidiffusers vs SDXL inpainting fine-tuning." + "reason": "Different feature requests: LoRA fine-tuning for unidiffusers versus SDXL inpainting fine-tuning." }, { "left": "issue:4304", "right": "issue:4386", "accept": false, - "reason": "Related to SDXL LoRA, but one asks for training support and the other asks about converting a LoRA file." + "reason": "Both concern SDXL LoRA, but one requests training support and the other asks about converting a safetensors LoRA; not the same change." }, { "left": "issue:5504", "right": "issue:6333", "accept": false, - "reason": "PEFT+xformers incompatibility is a concrete runtime issue; finetuning a pretrained LoRA by PEFT is a separate feature/request topic." + "reason": "PEFT/xformers incompatibility is a runtime bug, while the other is a request to fine-tune a pretrained LoRA; different scopes." }, { "left": "issue:5966", "right": "issue:8390", "accept": false, - "reason": "Different model families: ControlNet for Stable Diffusion 2.1 vs Stable Cascade ControlNet training." + "reason": "Both mention ControlNet, but one is for Stable Diffusion 2.1 and the other for Stable Cascade training; separate model families and code paths." }, { "left": "issue:6278", "right": "issue:7960", "accept": false, - "reason": "Both are multi-GPU training complaints, but they involve different scripts/models and different failure details, so not the same bug." + "reason": "Both are multi-GPU training complaints, but they concern different scripts/models and different failure characteristics." }, { "left": "issue:7114", "right": "issue:7311", "accept": false, - "reason": "OOM during SDXL training is unrelated to failing to save a checkpoint." + "reason": "Both are SDXL training issues, but one is CUDA OOM and the other is checkpoint saving failure; not the same bug." }, { "left": "issue:3175", "right": "issue:5016", "accept": false, - "reason": "Different training use cases: multi-face DreamBooth on SD vs SDXL LoRA text-encoder training." + "reason": "Both relate to Dreambooth/LoRA training, but one is multi-face training and the other is text_encoder training support in SDXL LoRA." }, { "left": "issue:7049", "right": "issue:7238", "accept": false, - "reason": "An unpacking error in the IP-Adapter basic example is not the same as an IP-Adapter masking feature request/issue." + "reason": "Different IP-Adapter problems: a tuple-unpack error in the basic example versus masking support." }, { "left": "issue:5619", "right": "issue:5857", "accept": false, - "reason": "LCM img2img encode failure and LCM LoRA quality on AnimateDiff SDXL are separate issues." + "reason": "Both mention LCM, but one is an AutoEncoder img2img encode bug and the other is poor LCM LoRA behavior in AnimateDiff SDXL." }, { "left": "issue:5577", "right": "issue:7871", "accept": false, - "reason": "Different code paths: ControlNet single-file loading KeyError vs an error using blockwise scales with a specific LoRA." + "reason": "Different ControlNet/LoRA loading issues: a from_single_file KeyError versus blockwise scales with a specific SDXL LoRA checkpoint." }, { "left": "issue:10475", "right": "issue:12175", "accept": false, - "reason": "Both complain about image quality, but they target different models (SD3 vs Qwen Image) and do not indicate the same underlying bug." + "reason": "Both are image-quality complaints, but they involve different models (SD3 vs Qwen Image) and are not the same defect." }, { "left": "issue:2312", "right": "issue:2844", "accept": false, - "reason": "EMA save-hook errors and explicit image-embedding runtime errors are distinct code-path problems." + "reason": "Completely different failures: EMA save hook error in text-to-image finetuning versus passing image embeddings to StableUnCLIPImg2ImgPipeline." }, { "left": "issue:1565", "right": "issue:9856", "accept": false, - "reason": "GPU selection/OOM behavior is unrelated to a distributed port-in-use error." - }, - { - "left": "issue:12012", - "right": "issue:1407", - "accept": false, - "reason": "Different ecosystems and failures: Wan 2.2 context-state error vs ONNX SD2.0 feature_extractor error." + "reason": "One is GPU device selection/OOM in training, the other is distributed port collision; unrelated infrastructure issues." } ] }, @@ -41199,17 +41233,17 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:1005", - "issue:10066", "issue:10337", "issue:10972", "issue:1181", "issue:11833", + "issue:12012", "issue:1261", "issue:12689", "issue:1407", @@ -41254,6 +41288,7 @@ "issue:9913" ], "soft_pairs": [ + "issue:12012|issue:1407", "issue:1524|issue:2819", "issue:2250|issue:3468", "issue:10337|issue:10972", @@ -41276,190 +41311,189 @@ "issue:2775|issue:6239", "issue:1005|issue:2786", "issue:11833|issue:12689", - "issue:6383|issue:9810", - "issue:10066|issue:1407" + "issue:6383|issue:9810" ], - "prepared_review_unit_hash": "c238f7831da5d76e9d25624892bbabef9681d2b1657c1ce043691d6d6195d2f7", + "prepared_review_unit_hash": "0456e0f0b0178d5d46c4498100ffb317b7f3bb3be780b2b8eae57d60927cd222", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33946, - "estimated_input_tokens": 8487, - "estimated_eval_tokens": 17230 + "serialized_chars": 34001, + "estimated_input_tokens": 8501, + "estimated_eval_tokens": 17258 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and not a true duplicate set. The only strong duplicate-like pair is the SDXL textual inversion/embedding loading reports; all other soft pairs describe different bugs, features, or error modes.", - "confidence": 0.97, - "canonical_issue_reason": "issue:5327 is the clearest representative of the only real duplicate-like theme in the set (SDXL textual inversion / embedding loading failure) and is earlier/more specific than the matching 8854 report.", + "summary": "Mostly heterogeneous cluster. The only strong duplicate-looking pair is the SDXL textual inversion/loading pair (5327/8854); the `set_lora_device` vs VRAM-release pair does not have enough title-level evidence to be treated as the same bug, so the cluster should be rejected as a whole for canonicalization.", + "confidence": 0.87, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:5327 is the best issue anchor because it cleanly states the shared failure mode for the only valid duplicate pair in this cluster. The rest of the items are not close enough to justify a broader canonical choice.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:12012", + "right": "issue:1407", + "accept": false, + "reason": "Wan 2.2 first-block cache context error and an ONNX pipeline feature_extractor regression are different pipelines and failure modes." + }, { "left": "issue:1524", "right": "issue:2819", "accept": false, - "reason": "Different problems: SD2 textual inversion quality vs a raw.githubusercontent.com download/network failure." + "reason": "Textual inversion training quality complaint vs a network/download failure fetching a community script." }, { "left": "issue:2250", "right": "issue:3468", "accept": false, - "reason": "Both are Dreambooth-related, but one is inference output failure and the other is missing model_index.json." + "reason": "Dreambooth inference prompt failure vs missing model_index.json after training; related workflow, not the same bug." }, { "left": "issue:10337", "right": "issue:10972", "accept": false, - "reason": "Both mention FLUX/LoRA, but one is quantized-transformer IPAdapter failure and the other is LoRA checkpoint loading failure." + "reason": "Quantized transformers breaking FLUX IPAdapter vs loading OneTrainer Flux LoRA weights; distinct code paths." }, { "left": "issue:2507", "right": "issue:3198", "accept": false, - "reason": "Safetensors appears in both, but one is a performance complaint and the other is a textual inversion loading error." + "reason": "GPU safetensors load performance vs a failure loading textual inversion weights; different symptoms and causes." }, { "left": "issue:1181", "right": "issue:4366", "accept": false, - "reason": "Training-from-scratch vs SDXL full-U-Net fine-tuning are different requests with different contexts." + "reason": "Training from scratch vs fine-tuning a full U-Net; not the same issue." }, { "left": "issue:5226", "right": "issue:7978", "accept": false, - "reason": "One is an SDXL adapter/LoRA compatibility bug; the other is a missing torchvision operator error." + "reason": "SDXL adapter LoRA-loading issue vs missing torchvision::nms operator; unrelated failures." }, { "left": "issue:7357", "right": "issue:7985", "accept": false, - "reason": "Both involve torch.compile, but one is slow inference and the other is an IPAdapter incompatibility." + "reason": "Slow inference with torch.compile/fuse_loras vs IPAdapter incompatibility with torch.compile; same area, different bug." }, { "left": "issue:2439", "right": "issue:3061", "accept": false, - "reason": "Inpainting pipeline loading issue vs a general reproducibility complaint; no shared concrete bug." + "reason": "Inpainting pipeline load/run problem vs a reproducibility complaint; too broad to be duplicates." }, { "left": "issue:2893", "right": "issue:6435", "accept": false, - "reason": "Both are ControlNet dimension-related, but one is width/height swap and the other is default initialization." + "reason": "ControlNet width/height mix-up vs defaults not initialized; same subsystem, different defect." }, { "left": "issue:4782", "right": "issue:8450", "accept": false, - "reason": "Both involve inpainting, but one is mask preservation and the other is SDXL refiner noise at strength 1.0." + "reason": "Mask-preservation bug vs SDXL inpaint noise at strength=1.0; both inpainting artifacts, but not the same concrete issue." }, { "left": "issue:5023", "right": "issue:5892", "accept": false, - "reason": "Both are generic import errors, but they target different components and give no evidence of the same bug." + "reason": "Specific WuerstchenCombinedPipeline import regression vs generic import error report; insufficient evidence they match." }, { "left": "issue:5737", "right": "issue:6713", "accept": false, - "reason": "Same conversion script, but SDXL model failure and HeaderTooLarge are different concrete errors." + "reason": "SDXL conversion failure vs HeaderTooLarge during conversion; both conversion-related, but different errors." }, { "left": "issue:9876", "right": "issue:9913", "accept": false, - "reason": "Both concern LoRA device/memory behavior, but one is VRAM release after training and the other is set_lora_device not working." + "reason": "VRAM not being released after LoRA training and `set_lora_device` not working are different title-level bugs; no grounded evidence they share the same function path." }, { "left": "issue:1261", "right": "issue:1969", "accept": false, - "reason": "Different runtime failures: xformers backward assert vs a tensor view/stride incompatibility." + "reason": "xFormers attention backward assert vs a tensor view/stride error; unrelated runtime failures." }, { "left": "issue:1865", "right": "issue:2444", "accept": false, - "reason": "Different training scripts and different failure modes; too broad to be the same bug." + "reason": "ZeRO stage-3 SD2 finetune dimension error vs Dreambooth inpaint script exit-status failure; different training paths and errors." }, { "left": "issue:5327", "right": "issue:8854", "accept": true, - "reason": "These describe the same SDXL textual inversion/embedding loading failure with near-paraphrased wording." + "reason": "Both are SDXL textual inversion / textual embedding load failures; same feature and same underlying loader bug." }, { "left": "issue:6815", "right": "issue:8832", "accept": false, - "reason": "Black-image cast warning vs a generic pipe(prompt) crash are not the same issue." + "reason": "Black-image cast warning vs a crash on `pipe(prompt).images[0]`; different outcomes." }, { "left": "issue:4186", "right": "issue:5224", "accept": false, - "reason": "SDXL inpaint/refiner bug vs a Flax Stable Diffusion 2.1 error; unrelated pipelines and symptoms." + "reason": "SDXL inpaint/refiner behavior vs Flax Stable Diffusion 2.1 error; different pipelines and model families." }, { "left": "issue:8955", "right": "issue:9497", "accept": false, - "reason": "CLIPTextModel state_dict loading error vs a Flux Dreambooth matmul shape error are unrelated." + "reason": "CLIPTextModelWithProjection state-dict loading error vs Flux Dreambooth mat2 shape error; unrelated code paths." }, { "left": "issue:2775", "right": "issue:6239", "accept": false, - "reason": "One is a torch._dynamo misuse error; the other is an FX support request for VAE sampling." + "reason": "torch._dynamo optimize misuse vs torch FX support for VAE latent sampling; not the same issue." }, { "left": "issue:1005", "right": "issue:2786", "accept": false, - "reason": "Scheduler timestep bounds vs numpy-input compatibility in Depth2Img are unrelated." + "reason": "Timesteps configuration question vs numpy-input incompatibility in Depth2Img; distinct problems." }, { "left": "issue:11833", "right": "issue:12689", "accept": false, - "reason": "Both touch LoRA loading/device handling, but one is a KeyError after loading and the other is failure to load from checkpoints." + "reason": "`set_lora_device` KeyError vs LoRA adapter weights not loaded from checkpoints; both LoRA-related, but different failures." }, { "left": "issue:6383", "right": "issue:9810", "accept": false, - "reason": "Scheduler learning-rate API question vs a LoRA module_to_save support issue; different areas entirely." - }, - { - "left": "issue:10066", - "right": "issue:1407", - "accept": false, - "reason": "Both are ValueErrors, but the concrete code paths and causes are unrelated." + "reason": "Multi-stage learning-rate scheduler support vs `module_to_save()` support in LoRA; unrelated feature requests." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:5327 vs issue:8854, is well supported by the titles alone as the same SDXL textual inversion / embedding-loading failure. The other pair rejections are phrased cautiously and do not overclaim. No mergeability problem is present because this is an issue-cluster evaluation, not a PR-pair mergeability case." + "accept": false, + "feedback": "The cluster summary is mostly conservative, but one accepted soft-edge verdict is not grounded in the packet. `issue:9876` is about VRAM not being released after LoRA training, while `issue:9913` is about `set_lora_device` not working; the titles do not support calling these the same function-path bug. `issue:5327` vs `issue:8854` looks plausible, but the pair involving `9876/9913` overstates the evidence, so the overall result should be rejected." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -41472,11 +41506,12 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ + "issue:10066", "issue:1100", "issue:11448", "issue:11839", @@ -41484,6 +41519,7 @@ "issue:12195", "issue:12574", "issue:13386", + "issue:1407", "issue:1572", "issue:1976", "issue:2321", @@ -41509,7 +41545,6 @@ "issue:6238", "issue:6287", "issue:6351", - "issue:6407", "issue:6598", "issue:6602", "issue:6639", @@ -41518,7 +41553,6 @@ "issue:7466", "issue:7864", "issue:8274", - "issue:8414", "issue:8494", "issue:8805", "issue:8898", @@ -41527,6 +41561,7 @@ "issue:9767" ], "soft_pairs": [ + "issue:10066|issue:1407", "issue:3808|issue:5455", "issue:2645|issue:7180", "issue:5799|issue:8494", @@ -41549,181 +41584,180 @@ "issue:6287|issue:8805", "issue:1100|issue:6351", "issue:12574|issue:13386", - "issue:4217|issue:8898", - "issue:6407|issue:8414" + "issue:4217|issue:8898" ], - "prepared_review_unit_hash": "0f49e83ce9c33b9dceab4438a3ae3df9739700ff0c148b144457afb162d1919e", + "prepared_review_unit_hash": "5b82ffdcc4929ae8d5a082057f2fedbea2e8feebad69206aa9dabdb5a25f479a", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34767, - "estimated_input_tokens": 8692, - "estimated_eval_tokens": 17640 + "serialized_chars": 34763, + "estimated_input_tokens": 8691, + "estimated_eval_tokens": 17638 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated bugs, platform-specific failures, training issues, file/loading problems, and new-model requests. None of the soft pairs look like the same underlying bug/change, so no duplicate merge is justified.", - "confidence": 0.96, - "canonical_issue_reason": "No safe canonical issue: the issues span many distinct code paths and product areas, with no clear duplicate family dominating the cluster.", + "summary": "This cluster is heterogeneous: the issues span unrelated failures in loading, training, pipelines, hardware backends, and conversion scripts. None of the soft-edge pairs look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a good canonical: the items are not one duplicate family but many distinct bugs across different pipelines and error modes.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative; the nearest matches are still different bugs or feature requests.", + "best_issue_reason": "No best issue candidate; the most central-looking titles are still too generic and do not cover the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:10066", + "right": "issue:1407", + "accept": false, + "reason": "Both are ValueError-style reports, but one is about self.attn unpacking and the other about a missing feature_extractor in an ONNX pipeline; different code paths and symptoms." + }, { "left": "issue:3808", "right": "issue:5455", "accept": false, - "reason": "Different failures: DeepFloyd IF stage-2 training versus a dreambooth+lora notebook subprocess error." + "reason": "Different problems: DeepFloyd IF stage-2 training failure vs a dreambooth+lora notebook subprocess error; not the same bug." }, { "left": "issue:2645", "right": "issue:7180", "accept": false, - "reason": "Both mention device/offload behavior, but one is a Mac M1 CUDA assertion and the other is SDXL img2img ControlNet cpu-offload failure." + "reason": "Both mention device/offload-related behavior, but one is a mac M1 CUDA assertion and the other is SDXL ControlNet CPU offload; different environments and failures." }, { "left": "issue:5799", "right": "issue:8494", "accept": false, - "reason": "Different APIs and errors: inpainting strength keyword handling versus SD3 `force_hooks` argument." + "reason": "Inpainting strength keyword handling is unrelated to SD3 force_hooks argument handling; separate API issues." }, { "left": "issue:11448", "right": "issue:12195", "accept": false, - "reason": "Unrelated bugs: missing `fusing/...` model path versus a PyTorch 2.3.1 `torch.library.custom_op` compatibility issue." + "reason": "GGUF model loading for a specific pipeline and a torch.library custom_op compatibility bug are unrelated." }, { "left": "issue:2321", "right": "issue:3803", "accept": false, - "reason": "One is inference model-copy/EMA assignment behavior; the other is multi-GPU LoRA training sharing state across GPUs." + "reason": "Model copying/EMA weights in inference is unrelated to multi-GPU LoRA training model sharing." }, { "left": "issue:4073", "right": "issue:455", "accept": false, - "reason": "Different runtime failures in different components: DeepFloyd IF safety checker `astype` error vs MPS `aten::index.Tensor` not implemented." + "reason": "Both are backend-related tensor issues, but one is a DeepFloyd IF safety checker astype problem and the other is an MPS aten::index.Tensor limitation." }, { "left": "issue:3296", "right": "issue:4911", "accept": false, - "reason": "Both concern loading/saving, but one is training checkpoint persistence with text_encoder and the other is custom text_encoder loading from a single file." + "reason": "Checkpoint save/load with text_encoder and custom text_encoder loading in from_single_file are different loading/training workflows." }, { "left": "issue:6598", "right": "issue:6639", "accept": false, - "reason": "Different symptom spaces: general img2img output differences versus SDXL LoRA loading order producing different outputs." + "reason": "Both concern differing outputs, but one is generic img2img parity and the other is an SDXL LoRA loading-path discrepancy; not the same defect." }, { "left": "issue:7864", "right": "issue:8274", "accept": false, - "reason": "Both are video-related model topics, but one is MotionMaster camera motion transfer and the other is FIFO-Diffusion rolling video denoising." + "reason": "These are distinct video-generation research model requests/issues, not duplicate bug reports." }, { "left": "issue:3978", "right": "issue:7421", "accept": false, - "reason": "Different pipeline bugs: StableDiffusionImg2Img on MPS versus seed reproducibility in StableDiffusionXLKDiffusionPipeline." + "reason": "MPS img2img failure and seed non-determinism in StableDiffusionXLKDiffusionPipeline are unrelated." }, { "left": "issue:11839", "right": "issue:12009", "accept": false, - "reason": "Both involve GGUF/model loading, but they target different pipelines and different failure modes (`invalid input size` vs `Cannot copy out of meta tensor`)." + "reason": "Both are GGUF/load failures, but they affect different pipelines (FluxKontext vs WanTransformer3D) and different error conditions." }, { "left": "issue:3346", "right": "issue:5412", "accept": false, - "reason": "Both are checkpoint-related training requests, but they concern different scripts and different resume/save behaviors." + "reason": "Resume-from-checkpoint support in one dreambooth LoRA script is not the same as a training failure in the SDXL variant." }, { "left": "issue:4985", "right": "issue:6238", "accept": false, - "reason": "Different issues: InstructPix2Pix SDXL training OOM versus an SDXL VAE problem." + "reason": "Training OOM for InstructPix2Pix SDXL and an SDXL VAE issue are different resource/model problems." }, { "left": "issue:4389", "right": "issue:6602", "accept": false, - "reason": "Both are loading-related, but one is ControlNetModel load failure and the other is `fuse_lora()`/`save_pretrained()` reload error." + "reason": "Loading ControlNetModel versus loading a pretrained model after fuse_lora/save_pretrained are different loader paths." }, { "left": "issue:7466", "right": "issue:9091", "accept": false, - "reason": "Different acceleration paths and failures: multi-ControlNet torch.compile in SDXL inpaint versus VAE decoder torch.compile support." + "reason": "Both involve torch.compile, but one is multi-ControlNet SDXL inpaint and the other is a VAE decoder compile support issue; separate code paths." }, { "left": "issue:1572", "right": "issue:3182", "accept": false, - "reason": "Both mention img2img/inpainting/offload, but one is a pipeline capability bug and the other is custom LPW pipeline incompatibility with cpu offload." + "reason": "Both mention pipeline features not working, but img2img/inpainting support and cpu offload with a custom pipeline are distinct issues." }, { "left": "issue:1976", "right": "issue:8939", "accept": false, - "reason": "Different tokenizer-loading errors for different models and file layouts; not the same underlying bug." + "reason": "Both are loading-path errors, but one is a missing tokenizer/config path and the other is an SD3 tokenizer load failure; different underlying causes." }, { "left": "issue:2554", "right": "issue:5023", "accept": false, - "reason": "Different version/import problems: accelerate version requirement vs WuerstchenCombinedPipeline import error." + "reason": "Accelerate version requirement and WuerstchenCombinedPipeline import error are unrelated environment/import issues." }, { "left": "issue:6176", "right": "issue:9767", "accept": false, - "reason": "Different LoRA-related failures in different pipelines and stages; no shared code-path is evident." + "reason": "LoRA weight loading after dreambooth training and a cuDNN Frontend error on Flux LoRA are different model/runtime failures." }, { "left": "issue:6287", "right": "issue:8805", "accept": false, - "reason": "Unrelated cleanup vs utility breakage: unused dependencies in setup.py versus an SDXL conversion script no longer working." + "reason": "Unused setup.py dependencies is unrelated to a broken SDXL conversion script." }, { "left": "issue:1100", "right": "issue:6351", "accept": false, - "reason": "Both surface attribute errors, but on different objects and training flows (`CLIPTextTransformer.device` vs `DistributedDataParallel.disable_adapters`)." + "reason": "A CLIPTextTransformer.device attribute warning and a DistributedDataParallel.disable_adapters error are unrelated training/runtime bugs." }, { "left": "issue:12574", "right": "issue:13386", "accept": false, - "reason": "Different Wan/Qwen video training bugs with different transformers and error conditions; not the same change request." + "reason": "WanVideoToVideoPipeline control-argument handling and Qwen image DreamBooth tensor concatenation are completely different bugs." }, { "left": "issue:4217", "right": "issue:8898", "accept": false, - "reason": "Both concern loading speed/path behavior, but one is safetensors performance and the other is invalid subfolder path resolution." - }, - { - "left": "issue:6407", - "right": "issue:8414", - "accept": false, - "reason": "These are distinct new-model announcements for different tasks: text generation/editing vs text-to-audio generation." + "reason": "Slow safetensors loading and a from_pretrained subfolder path validation error are separate loading-performance vs path-resolution issues." } ] }, @@ -41742,10 +41776,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10705", "issue:10782", @@ -41755,7 +41789,6 @@ "issue:1543", "issue:1925", "issue:2554", - "issue:2645", "issue:2947", "issue:3811", "issue:3910", @@ -41767,13 +41800,13 @@ "issue:5502", "issue:5504", "issue:5529", - "issue:5617", "issue:5886", "issue:5956", "issue:6008", "issue:6333", "issue:6336", "issue:6382", + "issue:6407", "issue:6793", "issue:6911", "issue:7146", @@ -41783,6 +41816,7 @@ "issue:7483", "issue:7848", "issue:785", + "issue:8414", "issue:8504", "issue:8511", "issue:8555", @@ -41796,6 +41830,7 @@ "issue:9914" ], "soft_pairs": [ + "issue:6407|issue:8414", "issue:6793|issue:7483", "issue:10705|issue:11436", "issue:5886|issue:7168", @@ -41818,181 +41853,180 @@ "issue:4450|issue:8511", "issue:6008|issue:9187", "issue:6382|issue:9136", - "issue:1543|issue:5502", - "issue:2645|issue:5617" + "issue:1543|issue:5502" ], - "prepared_review_unit_hash": "5bd99c850bb795b675c3350acee3fd617f18bba84c32c06395fbba50c9a1232b", + "prepared_review_unit_hash": "ac9dec861ad640322f267a9c54497146d86136081806a9bb4347eb9ec3205c12", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33428, - "estimated_input_tokens": 8357, - "estimated_eval_tokens": 16970 + "serialized_chars": 33400, + "estimated_input_tokens": 8350, + "estimated_eval_tokens": 16956 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose lexical group of unrelated issues around pipelines, LoRA, IP-Adapter, SDXL, Flux, and training scripts. I do not see any strong duplicate pairs; the soft edges are mostly broad topical similarity rather than the same concrete bug.", - "confidence": 0.18, - "canonical_issue_reason": "Issue 9500 is the most detailed and discussion-heavy report in the set, so it is the best representative issue even though the cluster is not a true duplicate group.", + "summary": "This cluster is highly heterogeneous: the titles point to many unrelated Diffusers issues across Flux, SDXL, IP-Adapter, LoRA, training, loading, and runtime errors. I do not see any safe duplicate groups here; the soft-similarity scores are superficial.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items describe distinct bugs/features rather than one shared underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 9500 has the richest reproduction context and is the clearest standalone bug report among these unrelated items.", + "best_issue_reason": "issue:9500 is the strongest representative by breadth and discussion depth, but only as a stand-in for the cluster\u2014not as a duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:6407", + "right": "issue:8414", + "accept": false, + "reason": "Different requests: AnyText multilingual text generation vs a new text-to-audio consistency model." + }, { "left": "issue:6793", "right": "issue:7483", "accept": false, - "reason": "Different problems: hydra serialization vs an SDXL LoRA conversion script issue." + "reason": "Unrelated problems: Hydra serialization failure vs LoRA-to-Diffusers conversion for SDXL-base models." }, { "left": "issue:10705", "right": "issue:11436", "accept": false, - "reason": "Pipeline reuse slowdown and a Hidream dtype mismatch are unrelated failures." + "reason": "Both are inference errors, but on different models and failure modes; no shared bug path." }, { "left": "issue:5886", "right": "issue:7168", "accept": false, - "reason": "Both touch IP-Adapter, but one is a face-model feature request and the other is an embedding shape issue." + "reason": "Both involve IP-Adapter, but one requests face model support while the other is about embedding tensor shape handling." }, { "left": "issue:6333", "right": "issue:9914", "accept": false, - "reason": "Both involve LoRA, but one is about PEFT finetuning and the other about loading a trained Flux LoRA in Xlabs." + "reason": "Different LoRA topics: PEFT pre-trained LoRA finetuning vs loading a trained Flux LoRA with Xlabs." }, { "left": "issue:11651", "right": "issue:11922", "accept": false, - "reason": "Both mention FLUX.1-Fill, but the reports describe different runtime/load behaviors." + "reason": "FluxControl flux-fill-lora loading failure is not the same as a FLUX.1-Fill-dev runtime problem." }, { "left": "issue:9500", "right": "issue:9726", "accept": false, - "reason": "Both are Flux Dreambooth training reports, but one is checkpoint saving and the other is multigpu training failure." + "reason": "Both Flux training issues, but one is checkpoint saving and the other is multi-GPU training behavior." }, { "left": "issue:6911", "right": "issue:7441", "accept": false, - "reason": "Class-label usage in a 3D UNet and pytest failing on Python 3.12 are unrelated." + "reason": "Different areas: 3D conditional class-label handling vs pytest incompatibility on Python 3.12." }, { "left": "issue:8504", "right": "issue:8555", "accept": false, - "reason": "Both concern SD3 text encoders, but one is about choosing encoders and the other is about FP8/training availability." + "reason": "Related SD3 training theme, but one is a configuration feature request and the other is FP8/text-encoder availability." }, { "left": "issue:5529", "right": "issue:7311", "accept": false, - "reason": "Same script family, but the bugs are different: training behavior vs checkpoint saving." + "reason": "Different training bugs: SDXL text-to-image script issue vs checkpoint saving failure." }, { "left": "issue:5956", "right": "issue:7146", "accept": false, - "reason": "Different SDXL training issues: degraded performance versus CUDA OOM." + "reason": "Both concern fine-tuning performance/resources, but one is degraded SDXL U-Net quality and the other is CUDA OOM." }, { "left": "issue:6336", "right": "issue:6382", "accept": false, - "reason": "TensorRT VAE compilation with AutoencoderTiny is not the same as an IP-Adapter key error after LCM LoRA training." + "reason": "TensorRT AutoencoderTiny compilation error is unrelated to IP-Adapter key errors during SDXL training/use." }, { "left": "issue:3910", "right": "issue:4488", "accept": false, - "reason": "LoRA loading failure and SDXL checkpoint conversion without pipeline_class are different code paths." + "reason": "Different loading defects: certain LoRA files not loading vs SDXL checkpoints requiring pipeline_class." }, { "left": "issue:8874", "right": "issue:9171", "accept": false, - "reason": "Both use from_single_file, but one is an unpickling/weights load error and the other is a v_prediction regression." + "reason": "Both are single-file checkpoint loading issues, but one is CKPT unpickling failure and the other is missing v_prediction support." }, { "left": "issue:1925", "right": "issue:5504", "accept": false, - "reason": "Half-precision inpainting and PEFT LoRA with xformers are separate bugs." + "reason": "Different half-precision problems: SD2 inpainting fp16 vs PEFT LoRA incompatibility with xformers." }, { "left": "issue:4840", "right": "issue:7848", "accept": false, - "reason": "Flax checkpoint loading and LPW SDXL decoding are not the same issue." + "reason": "AutoencoderKL checkpoint loading in Flax is not the same bug as LPW SDXL decoding." }, { "left": "issue:2554", "right": "issue:785", "accept": false, - "reason": "Accelerate version requirements and PNDM scheduler overhead are unrelated." + "reason": "Different performance/version issues: accelerate version requirement vs scheduler runtime cost." }, { "left": "issue:10782", "right": "issue:9488", "accept": false, - "reason": "A generic Lumina minor issue does not match a specific pipeline failing to generate images." + "reason": "Different models and symptoms: Lumina Image 2.0 minor issue vs Lumina pipeline failing to generate any image." }, { "left": "issue:2947", "right": "issue:3811", "accept": false, - "reason": "Missing load_attn_procs on UNet and LoRA having no generation effect are different defects." + "reason": "Load-attn-procs missing on UNet is a different API issue than LoRA having no effect on generation." }, { "left": "issue:4257", "right": "issue:4675", "accept": false, - "reason": "Reference-only/outpainting support for SDXL is broader than the specific ControlNet reference-only request." + "reason": "Reference-only/outpainting support for SDXL is broader feature work, not the same as ControlNet Reference Only for SD XL." }, { "left": "issue:4450", "right": "issue:8511", "accept": false, - "reason": "Multi text inversion not working and SD3 text encoders not unloading are unrelated training issues." + "reason": "Text inversion example bug is unrelated to SD3 text-encoder unloading." }, { "left": "issue:6008", "right": "issue:9187", "accept": false, - "reason": "Both involve IP-Adapter and LoRA, but they target different models and failure modes." + "reason": "Both mention IP-Adapter/face-related behavior, but one is LCM LoRA compatibility and the other is SDXL image_encoder_folder=None regression." }, { "left": "issue:6382", "right": "issue:9136", "accept": false, - "reason": "An IP-Adapter key error after training is not the same as quality issues at certain resolutions." + "reason": "IP-Adapter key error during training/use is unrelated to output-quality degradation at certain resolutions." }, { "left": "issue:1543", "right": "issue:5502", "accept": false, - "reason": "fp16 revision handling in textual inversion and fp16 support in custom diffusion training are separate bugs." - }, - { - "left": "issue:2645", - "right": "issue:5617", - "accept": false, - "reason": "A CUDA-on-M1 assertion and a torch.compile save/load problem are different ControlNet issues." + "reason": "Different fp16 support failures in separate scripts: textual inversion revision handling vs custom diffusion training script." } ] }, @@ -42014,7 +42048,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10026", "issue:1013", @@ -42025,16 +42059,15 @@ "issue:1076", "issue:10839", "issue:10954", - "issue:1188", "issue:1214", "issue:12157", "issue:12547", "issue:1310", "issue:1500", "issue:1540", - "issue:1755", "issue:1791", "issue:1919", + "issue:2645", "issue:2695", "issue:3382", "issue:3574", @@ -42045,6 +42078,7 @@ "issue:4788", "issue:4837", "issue:5502", + "issue:5617", "issue:5963", "issue:6444", "issue:6524", @@ -42066,6 +42100,7 @@ "issue:9450" ], "soft_pairs": [ + "issue:2645|issue:5617", "issue:10671|issue:8613", "issue:6524|issue:7485", "issue:7168|issue:9450", @@ -42088,175 +42123,180 @@ "issue:8874|issue:8900", "issue:7000|issue:7950", "issue:1540|issue:1919", - "issue:10392|issue:10954", - "issue:1188|issue:1755" + "issue:10392|issue:10954" ], - "prepared_review_unit_hash": "23d0aef1e75fb264ff07c472ed4d7c4a3381dbce93da338cd0e4c58b69153fd4", + "prepared_review_unit_hash": "9d748a850138253a4d07b8c8a437e0b63a517510078f025efb556f39fbbc4b9a", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34151, - "estimated_input_tokens": 8538, - "estimated_eval_tokens": 17332 + "serialized_chars": 34242, + "estimated_input_tokens": 8561, + "estimated_eval_tokens": 17378 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and only loosely related by training/runtime errors. There isn\u2019t a clear duplicate set; the closest theme is device/dtype and loading issues, so I\u2019d use the broadest runtime bug as the representative issue.", - "confidence": 0.34, - "canonical_issue_reason": "issue:10671 is the broadest, most central runtime bug here: it concerns core DiffusionPipeline device/dtype handling, which is the closest umbrella for the cluster\u2019s recurring device/mixed-precision failures.", + "summary": "This cluster is mostly a grab-bag of unrelated Diffusers issues spanning different models, platforms, and failure modes. The soft pairs share broad keywords (MPS, LoRA, OOM, conversion, training) but not the same concrete bug, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:10671 is the best single issue representative because it is general enough to summarize the cluster\u2019s runtime/device problems without being tied to one model or training script.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:2645", + "right": "issue:5617", + "accept": false, + "reason": "Both touch ControlNet/Mac-related workflows, but one is a CUDA-on-M1/MPS failure and the other is a save/load problem after torch.compile; different code paths and symptoms." + }, { "left": "issue:10671", "right": "issue:8613", "accept": false, - "reason": "Different failure modes: one is a deterministic dtype/device accessor bug, the other is an OOM during caption-column training." + "reason": "Deterministic dtype/device lookup behavior is unrelated to the caption_column OOM during training." }, { "left": "issue:6524", "right": "issue:7485", "accept": false, - "reason": "Different code paths and symptoms: LoRA reload failure vs setting a None safety checker callable error." + "reason": "LoRA reloading bug and safety_checker NoneType error are separate pipeline problems." }, { "left": "issue:7168", "right": "issue:9450", "accept": false, - "reason": "Both mention tensor/device handling, but they are different pipelines and errors: IP-Adapter embeds shape issue vs Flux multi-GPU device mismatch." + "reason": "IP-Adapter embedding shape handling is unrelated to Flux multi-GPU device placement mismatch." }, { "left": "issue:1500", "right": "issue:4305", "accept": false, - "reason": "Same broad library area, but not the same bug: one is version incompatibility for a community pipeline, the other is a torch.compile graph break on a newer release." + "reason": "Different failures: community pipeline API incompatibility vs torch.compile graph break on a newer diffusers version." }, { "left": "issue:1791", "right": "issue:4480", "accept": false, - "reason": "Both are Mac/MPS-related, but one is unsupported pipeline behavior and the other is a float16 kernel crash; not the same underlying issue." + "reason": "Both involve Mac/MPS, but one is an unsupported pipeline and the other is a float16 kernel crash; not the same bug." }, { "left": "issue:10026", "right": "issue:3382", "accept": false, - "reason": "Both are multi-GPU memory complaints, but they involve different training scripts and different runtime setups, so they are not clearly the same bug." + "reason": "Both mention multi-GPU memory, but they are different training scripts and different failure modes; not clearly the same underlying defect." }, { "left": "issue:12547", "right": "issue:7146", "accept": false, - "reason": "Unrelated concrete failures: missing required CLI prompt argument vs CUDA OOM during SDXL fine-tuning." + "reason": "Missing --instance_prompt is a CLI/argument issue, not the same as the SDXL fine-tuning CUDA OOM." }, { "left": "issue:2695", "right": "issue:6444", "accept": false, - "reason": "Different bugs in different training flows: validation/reporting failure vs PEFT checkpointing attribute error." + "reason": "Validation/TensorBoard reporting failure and checkpointing-related peft_config AttributeError are unrelated." }, { "left": "issue:4788", "right": "issue:6956", "accept": false, - "reason": "Both are OOMs, but they affect different pipelines and environments, so they should not be merged." + "reason": "Both are OOM reports, but they affect different pipelines and environments, so they are not the same concrete bug." }, { "left": "issue:10334", "right": "issue:10520", "accept": false, - "reason": "Both involve Sana/device issues, but one is MacOS/MPS gray outputs and CPU NaNs, while the other is a cuda/cpu tensor placement error; not the same concrete bug." + "reason": "Both are Sana-related, but one is gray/NaN output on MPS/CPU and the other is a cross-device tensor runtime error; different issues." }, { "left": "issue:1013", "right": "issue:3574", "accept": false, - "reason": "Different problems: a specific pipeline failing on Diffusers 6.0 vs from_ckpt not working on Windows." + "reason": "A pipeline compatibility complaint and a Windows from_ckpt issue are different problems." }, { "left": "issue:1076", "right": "issue:1310", "accept": false, - "reason": "Completely different topics; no shared bug or code path." + "reason": "These are too generic and describe different Stable Diffusion usage questions, not a shared bug." }, { "left": "issue:3967", "right": "issue:7421", "accept": false, - "reason": "Different issues in SDXL-related paths: deleted-branch regression vs seed inconsistency in a K-Diffusion pipeline." + "reason": "Deleted-branch breakage and seed reproducibility in K-Diffusion are unrelated." }, { "left": "issue:4067", "right": "issue:7057", "accept": false, - "reason": "Different failures: LoRA scale inconsistency with prompt embeddings vs a checkpoint loading problem." + "reason": "LoRA scale inconsistency with prompt embeddings is not the same as a checkpoint load failure." }, { "left": "issue:4837", "right": "issue:6899", "accept": false, - "reason": "Both mention the conversion script, but the titles point to different conversion failures and there isn\u2019t enough evidence they are the same bug." + "reason": "Same conversion script, but the reports are not specific enough to conclude the same SDXL conversion bug." }, { "left": "issue:5963", "right": "issue:8668", "accept": false, - "reason": "Different model/pipeline behaviors: Kandinsky embed-vs-prompt handling vs SD3 image-size alignment." + "reason": "Kandinsky embed-vs-prompt handling and SD3 image-size alignment are different input-validation bugs." }, { "left": "issue:8555", "right": "issue:8834", "accept": false, - "reason": "One is a feature request about FP8/text encoder training; the other asks when SD3 ControlNet training code will be released." + "reason": "A feature request for FP8/text encoder training is unrelated to asking whether SD3 ControlNet training code will be released." }, { "left": "issue:10839", "right": "issue:12157", "accept": false, - "reason": "Different training stacks and errors: Flux Dreambooth last-step failure vs Qwen-Image quantization config type error." + "reason": "Dreambooth Flux last-step error and Qwen-Image quantization iterable error are different training/configuration failures." }, { "left": "issue:1214", "right": "issue:5502", "accept": false, - "reason": "Both mention fp16, but one is a CLIPTextModel precision bug and the other is a custom diffusion training script limitation." + "reason": "Half-precision CLIPTextModel behavior is not the same as a training script lacking fp16 support." }, { "left": "issue:8874", "right": "issue:8900", "accept": false, - "reason": "Different single-file loading problems: CKPT unpickling failure vs loading a specific SDXL refiner safetensors file." + "reason": "One is a CKPT unpickling failure in from_single_file, the other is a question about loading a safetensors refiner file." }, { "left": "issue:7000", "right": "issue:7950", "accept": false, - "reason": "A deprecation warning is not the same as a PyTorch 2.3 compatibility break." + "reason": "A PyTorch deprecation warning is not the same as a broader PyTorch 2.3 compatibility problem." }, { "left": "issue:1540", "right": "issue:1919", "accept": false, - "reason": "Different causes: missing MODEL_TYPE in Dreambooth/transformers execution vs missing datasets dependency in requirements." + "reason": "Missing MODEL_TYPE in Dreambooth/transformers execution and missing datasets in requirements.txt are unrelated setup problems." }, { - "left": "issue:1188", - "right": "issue:1755", + "left": "issue:10392", + "right": "issue:10954", "accept": false, - "reason": "These are unrelated; one is a pipeline feature request and the other is a non-English general discussion issue." + "reason": "Both involve FLUX LoRAs, but one is an fp8 training issue and the other is a load failure in a ComfyUI-compatible LoRA; different concrete bugs." } ] }, @@ -42278,10 +42318,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:1062", - "issue:13300", + "issue:1188", + "issue:1755", "issue:1961", "issue:2221", "issue:2420", @@ -42329,6 +42370,7 @@ "issue:9515" ], "soft_pairs": [ + "issue:1188|issue:1755", "issue:1961|issue:2221", "issue:2991|issue:6790", "issue:3811|issue:5606", @@ -42352,187 +42394,186 @@ "issue:4911|issue:7286", "issue:4236|issue:8604", "issue:7492|issue:7801", - "issue:6794|issue:6865", - "issue:13300|issue:5963" + "issue:6794|issue:6865" ], - "prepared_review_unit_hash": "db6a810b63f062b632cc73d55b64bbac131ee1b76fb83c646b714b5195907a58", + "prepared_review_unit_hash": "fc9cd97ada0df2b3d4703473b9f42b886f418d660c03f7bd014cf8f923854b38", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 34274, - "estimated_input_tokens": 8569, - "estimated_eval_tokens": 17394 + "serialized_chars": 34750, + "estimated_input_tokens": 8688, + "estimated_eval_tokens": 17632 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated example/pipeline bugs, and the proposed soft links are only surface-level similarity. None of the candidate pairs look like the same concrete bug/change, so I would not merge them. If a representative issue is needed, the broadest user-facing one is the LoRA loading bug.", - "confidence": 0.62, - "canonical_issue_reason": "Issue 3811 is the broadest, most central bug report here: it describes LoRA loading having no effect, which is the closest recurring theme across the LoRA-related tickets in this set.", + "summary": "These items are mostly unrelated issue reports spanning different features and failure modes. None of the soft-similarity pairs is strong enough to treat as the same underlying bug/change.", + "confidence": 0.47, + "canonical_issue_reason": "issue:3811 is the cleanest representative issue: it has a specific symptom, a clear code path (LoRA loading/generation), and enough discussion to stand in as a concrete example.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 3811 is the best representative because it is concrete, user-facing, and general enough to cover the nearby LoRA/loading regressions better than the very specific or unrelated example issues.", + "best_issue_reason": "issue:3811 is the most actionable and well-scoped issue in the set; it is specific enough to serve as a representative bug report, unlike several very generic titles here.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:1188", + "right": "issue:1755", + "accept": false, + "reason": "Different topics entirely: CLIPSeg/Stable Diffusion pipeline request vs an unrelated generic Arabic-titled issue." + }, { "left": "issue:1961", "right": "issue:2221", "accept": false, - "reason": "Same vague title, but no evidence they describe the same underlying colossalai failure." + "reason": "Same generic title, but no body evidence tying them to the same error; could easily be separate ColossalAI failures." }, { "left": "issue:2991", "right": "issue:6790", "accept": false, - "reason": "Different problems: mixed-precision ControlNet example vs LCM checkpoint key mismatch." + "reason": "Different bugs in different scripts: ControlNet mixed-precision failure vs LCM example state_dict mismatch." }, { "left": "issue:3811", "right": "issue:5606", "accept": false, - "reason": "Both involve LoRA loading, but one is no-effect generation and the other is missing alpha handling; likely distinct bugs." + "reason": "Both involve LoRA loading, but one is no effect on generation and the other is missing alpha handling; not clearly the same bug." }, { "left": "issue:4080", "right": "issue:556", "accept": false, - "reason": "Different features entirely: SDXL inpainting vs seamless texture tiling." + "reason": "One is an SDXL inpainting pipeline request; the other is seamless tiling support. Related domain, not the same change." }, { "left": "issue:7801", "right": "issue:9393", "accept": false, - "reason": "Generic FP16 mismatch complaint vs a FLUX Dreambooth LoRA save-model issue; not the same bug." + "reason": "Both mention mixed precision/model saving concerns, but one is a generic fp16 mismatch and the other is a FLUX+Deepspeed save-model issue." }, { "left": "issue:5593", "right": "issue:5963", "accept": false, - "reason": "Both pipeline-related, but one is AutoPipeline conversion and the other is passing embeds to Kandinsky 3.0." + "reason": "Both are pipeline/input-handling failures, but they target different models and failure modes." }, { "left": "issue:4030", "right": "issue:4186", "accept": false, - "reason": "Different SD/v2.1 embedding runtime error vs SDXL inpaint/refiner behavior." + "reason": "Different SD features and errors: v2.1 embedding runtime error vs SDXL inpaint/refiner behavior." }, { "left": "issue:6928", "right": "issue:7962", "accept": false, - "reason": "One is a documentation/option request for Marigold, the other is an API enhancement for instruct-pix2pix." + "reason": "One requests a display option for a depth-map community pipeline; the other requests an API argument for instruct-pix2pix. Not the same bug." }, { "left": "issue:9178", "right": "issue:9420", "accept": false, - "reason": "FLUX LoRA PEFT target-module training error is unrelated to a saved transformer failing to load." + "reason": "Both are FLUX/LoRA-related, but one is a training target-module error and the other is a saved transformer load failure after Hyper-SD LoRA." }, { "left": "issue:4584", "right": "issue:7322", "accept": false, - "reason": "Both are training-script errors, but one is resume-from-checkpoint and the other is SIGKILL during SDXL DreamBooth LoRA training." + "reason": "Both are training-script errors, but the symptoms differ: resume checkpoint handling vs SIGKILL during training." }, { "left": "issue:6351", "right": "issue:6382", "accept": false, - "reason": "DDP missing disable_adapters and IP-adapter key errors are different failure modes in different code paths." + "reason": "Same script family, but one is a DDP attribute error and the other is an IP-Adapter key error after training; distinct code paths." }, { "left": "issue:3748", "right": "issue:3958", "accept": false, - "reason": "Float16/float32 mismatch on LoRA weights is not the same as the enable_model_cpu_offload interaction bug." + "reason": "Both concern LoRA/CivitAI usage, but one is a dtype mismatch while the other is about CPU offload interaction." }, { "left": "issue:7082", "right": "issue:8975", "accept": false, - "reason": "Separate import failures for different symbols from different modules." + "reason": "Both are import errors, but they concern different symbols from different modules and are not the same failure." }, { "left": "issue:2420", "right": "issue:5678", "accept": false, - "reason": "LoRA xFormers attention failure is unrelated to higher-order-derivative attention/autograd behavior." + "reason": "Both touch attention/xFormers-style training behavior, but one is an xformers memory-efficient attention issue and the other is higher-order-derivative behavior with scaled_dot_product_attention." }, { "left": "issue:5873", "right": "issue:9515", "accept": false, - "reason": "ONNX export support problem is not the same as missing RMSNorm in JointAttnProcessor2_0." + "reason": "ONNX export of scaled_dot_product_attention is unrelated to the SD3 JointAttnProcessor RMSNorm omission." }, { "left": "issue:6832", "right": "issue:8626", "accept": false, - "reason": "A tuple-shape AttributeError in IP-Adapter Face ID is unrelated to guidance documentation for multiple IP adapter images/masks." + "reason": "Both involve IP-Adapter usage, but one is a runtime shape error and the other is documentation/guidance for multiple images/masks." }, { "left": "issue:3595", "right": "issue:4086", "accept": false, - "reason": "from_ckpt loading failure and SDXL ControlNet training failure are distinct problems." + "reason": "Different failures: from_ckpt loading vs ControlNet training on SDXL base 0.9." }, { "left": "issue:5890", "right": "issue:8880", "accept": false, - "reason": "Token length warning during training inference is unrelated to a broader inference speed regression." + "reason": "One is a tokenizer length warning during inference; the other is a performance regression. Not the same issue." }, { "left": "issue:4086", "right": "issue:5972", "accept": false, - "reason": "Training failure with SDXL ControlNet is not the same as a documentation update for Min-SNR weighting." + "reason": "A training failure and a documentation request about Min-SNR weighting are not the same underlying change." }, { "left": "issue:1062", "right": "issue:5014", "accept": false, - "reason": "Dreambooth paper-result reproducibility and LoRA training results are related only by topic, not by the same bug." + "reason": "Both are DreamBooth-related quality complaints, but one is about reproducing paper results and the other about LoRA training output quality." }, { "left": "issue:4911", "right": "issue:7286", "accept": false, - "reason": "Custom text-encoder loading from_single_file is unrelated to cross-attention weight loading in Custom Diffusion." + "reason": "Different code paths: custom text encoder loading from_single_file vs cross-attention weight loading in Attend-and-Excite." }, { "left": "issue:4236", "right": "issue:8604", "accept": false, - "reason": "SDXL refiner text-encoder registration and T5 float16 corruption are different code paths and symptoms." + "reason": "Both mention SDXL-ish model components, but one is refiner text-encoder registration and the other is T5 float16 corruption." }, { "left": "issue:7492", "right": "issue:7801", "accept": false, - "reason": "A missing repository URL/model lookup error is unrelated to mixed_precision not producing fp16 weights." + "reason": "Repository lookup failure vs mixed-precision model dtype mismatch; unrelated." }, { "left": "issue:6794", "right": "issue:6865", "accept": false, - "reason": "Import error for cast_training_params and missing Image-instance check are separate utility issues." - }, - { - "left": "issue:13300", - "right": "issue:5963", - "accept": false, - "reason": "CPU generation failures in SD3.5/FLUX are unrelated to Kandinsky 3.0 embed-input handling." + "reason": "Importing cast_training_params and checking Image instances in load_image are unrelated fixes." } ] }, @@ -42554,7 +42595,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10025", "issue:10066", @@ -42562,17 +42603,16 @@ "issue:1197", "issue:12609", "issue:13258", + "issue:13300", "issue:1985", "issue:2324", "issue:2599", "issue:378", "issue:4037", "issue:4086", - "issue:4236", "issue:4337", "issue:435", "issue:4405", - "issue:4933", "issue:4964", "issue:5227", "issue:5433", @@ -42580,6 +42620,7 @@ "issue:5737", "issue:5932", "issue:5953", + "issue:5963", "issue:5966", "issue:5967", "issue:6093", @@ -42606,6 +42647,7 @@ "issue:9101" ], "soft_pairs": [ + "issue:13300|issue:5963", "issue:378|issue:435", "issue:5953|issue:8668", "issue:4337|issue:7985", @@ -42628,181 +42670,180 @@ "issue:6441|issue:7057", "issue:7420|issue:8879", "issue:8555|issue:9101", - "issue:8645|issue:8906", - "issue:4236|issue:4933" + "issue:8645|issue:8906" ], - "prepared_review_unit_hash": "5b8877ed2fd74c3fb58a1a3fcd54a50a4f90457f1742040f6d407a74d85bf89f", + "prepared_review_unit_hash": "23a7203d00f62ba8c68df4f2831b4cb8d1f2eea31b78e4c24c163dad5f0f6ca2", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33807, - "estimated_input_tokens": 8452, - "estimated_eval_tokens": 17160 + "serialized_chars": 33881, + "estimated_input_tokens": 8471, + "estimated_eval_tokens": 17198 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same underlying bug/change; the set is mostly unrelated training, conversion, and compile issues. No pull requests are present. The most representative issue is the SD3 attention-mask bug because it is concrete and actionable.", - "confidence": 0.78, - "canonical_issue_reason": "issue:8673 is the clearest concrete bug report here: missing attention masks in SD3 for padding tokens, with a specific model/component and a plausible targeted fix.", + "summary": "These pairs are mostly loose topical similarities, not true duplicates. The closest ones share a theme (attention masks, torch.compile, training scripts), but the model/pipeline, failure mode, or code path differs enough that I would not merge them.", + "confidence": 0.84, + "canonical_issue_reason": "issue:8673 is the clearest, most actionable bug report in the set: a specific missing-attention-mask problem in SD3 with a concrete root cause and likely duplicate surface area.", "canonical_pr_reason": null, - "best_issue_reason": "issue:8673 is the strongest standalone issue for triage: specific, reproducible, and directly tied to a code-path bug rather than a broad feature request or vague failure.", + "best_issue_reason": "issue:8673 is the best standalone issue here because it is specific, technically clear, and likely to collect related reports without being overly broad.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:13300", + "right": "issue:5963", + "accept": false, + "reason": "Both are generation failures, but one is CPU inference on FLUX/SD3.5 and the other is Kandinsky embeds-vs-prompts handling; different models and different bug classes." + }, { "left": "issue:378", "right": "issue:435", "accept": false, - "reason": "Both are textual inversion/VAE-related, but they describe different failures and different symptoms; not the same underlying bug." + "reason": "Both are textual-inversion training bugs, but the exceptions come from different objects/code paths and do not point to the same defect." }, { "left": "issue:5953", "right": "issue:8668", "accept": false, - "reason": "Both involve image-size handling, but one is ControlNet img2img consistency and the other is SD3 alignment to 16; different code paths and fixes." + "reason": "Both involve image-size/alignment crashes, but one is ControlNet image/control_image mismatch and the other is SD3 img2img alignment to 16; not the same underlying bug." }, { "left": "issue:4337", "right": "issue:7985", "accept": false, - "reason": "Both mention torch.compile, but one is Community ControlNetReference and the other IPAdapter; too different to merge as one fix." + "reason": "Both mention torch.compile, but they affect different components (Community ControlNetReference vs IPAdapter) and likely different failures." }, { "left": "issue:12609", "right": "issue:13258", "accept": false, - "reason": "Wan 2.2 latent NaNs versus a missing image-to-video model; unrelated problems." + "reason": "Wan 2.2 NaNs in latents and missing TI2V image-to-video support are unrelated problems." }, { "left": "issue:5433", "right": "issue:5737", "accept": false, - "reason": "SDXL artifacting with schedulers versus SDXL conversion script failure; not the same bug." + "reason": "One is an SDXL artifact quality issue with DPM++ schedulers; the other is a conversion-script failure. Same ecosystem, different code path." }, { "left": "issue:4964", "right": "issue:7483", "accept": false, - "reason": "Both are conversion-related, but one is general SDXL conversion and the other is LoRA-to-Diffusers for SDXL base models; different workflows." + "reason": "Both concern conversion to diffusers, but one is SDXL model conversion and the other is LoRA-to-Diffusers conversion for SDXL-base models; not the same bug." }, { "left": "issue:6382", "right": "issue:6790", "accept": false, - "reason": "Both concern LCM/SDXL training, but the errors are different state-dict/key problems in different scripts." + "reason": "Both are LCM/SDXL training failures, but one is an IP-adapter key error after training while the other is a state_dict key mismatch during example training." }, { "left": "issue:10066", "right": "issue:5932", "accept": false, - "reason": "Different runtime failures: unpacking in self.attn versus channel-mismatch in a convolution input." + "reason": "Different runtime errors and different subsystems: unpacking in self.attn versus channel-mismatch in a convolution input." }, { "left": "issue:10025", "right": "issue:8673", "accept": false, - "reason": "Both mention attention masks, but Flux transformer versus SD3 padding-token masking are different model-specific bugs." + "reason": "Both are about attention masks, but one targets Flux transformer attention and the other SD3 padding-token masking; same theme, not the same bug." }, { "left": "issue:10311", "right": "issue:6794", "accept": false, - "reason": "Both are import errors, but they point to different symbols and scripts; not a single underlying defect." + "reason": "Both are import-related, but they reference different modules and failure points, so they are not duplicates." }, { "left": "issue:1197", "right": "issue:1985", "accept": false, - "reason": "A community pipeline request versus a request for easier embedding loading; unrelated feature work." + "reason": "OpenAI Diffusion Pipeline is a feature/community request; the other is about loading embeddings in Stable Diffusion. Different requests." }, { "left": "issue:2324", "right": "issue:2599", "accept": false, - "reason": "Both are Dreambooth training issues, but one is instance data loading and the other is multi-subject quality degradation." + "reason": "Both are DreamBooth training issues, but one is not reading instance data and the other is multi-subject quality degradation; different underlying problems." }, { "left": "issue:4037", "right": "issue:4086", "accept": false, - "reason": "Both are ControlNet training problems, but one is FSDP validation errors and the other is a general SDXL base-0.9 training failure." + "reason": "Both touch ControlNet training, but one is an FSDP validation-error issue and the other is a stable-diffusion-xl-base-0.9 setup failure; not the same code-path problem." }, { "left": "issue:4405", "right": "issue:8887", "accept": false, - "reason": "Different features and models: SDXL textual inversion script versus SD3 VAE encode bug." + "reason": "Textual inversion script for SDXL and SD3 VAE-encode bug are unrelated training issues." }, { "left": "issue:5227", "right": "issue:7466", "accept": false, - "reason": "Both involve torch.compile, but one is LoRA loading and the other is multi-ControlNet inpainting; different code paths." + "reason": "Both involve torch.compile, but one is LoRA loading and the other is multi-ControlNet inpaint compilation; different components and fixes." }, { "left": "issue:5594", "right": "issue:6388", "accept": false, - "reason": "Related SDXL-LoRA optimization topics, but one is memory usage generally and the other is gradient checkpointing being ignored." + "reason": "Memory-saving LoRA training and ignored gradient-checkpointing are related to efficiency, but not the same defect." }, { "left": "issue:5966", "right": "issue:7882", "accept": false, - "reason": "ControlNet for SD2.1 versus T2I-Adapter missing from_single_file; different features and implementations." + "reason": "A general ControlNet SD2.1 issue and a missing from_single_file API for T2I-Adapter are separate feature/bug reports." }, { "left": "issue:5967", "right": "issue:6258", "accept": false, - "reason": "An announcement versus a pipeline quality bug; no shared underlying defect." + "reason": "An announcement post and a Stable Video Diffusion quality bug are not duplicates." }, { "left": "issue:6093", "right": "issue:8547", "accept": false, - "reason": "SDXL LoRA push_to_hub behavior versus an LCM scaling bug; unrelated." + "reason": "Push-to-hub repo-creation behavior in a consistency-model training script is unrelated to the latent-consistency scaling bug." }, { "left": "issue:6441", "right": "issue:7057", "accept": false, - "reason": "Both are model-loading problems, but one is from_pretrained in Colab and the other is checkpoint loading; different causes." + "reason": "Both say something 'doesn't work,' but one is from_pretrained in Colab and the other is a checkpoint loading issue for a specific model; too vague to merge." }, { "left": "issue:7420", "right": "issue:8879", "accept": false, - "reason": "Both mention torch.compile, but the failure modes are different and not clearly one mergeable fix." + "reason": "A generic torch.compile issue and a specific torch.compile+cudagraph StableDiffusionXL failure are not clearly the same root cause." }, { "left": "issue:8555", "right": "issue:9101", "accept": false, - "reason": "SD3 FP8/text encoder training request versus an InstructPix2Pix training script request; unrelated feature requests." + "reason": "FP8/text-encoder training availability for SD3 and an InstructPix2Pix training script for SD3 are different feature requests." }, { "left": "issue:8645", "right": "issue:8906", "accept": false, - "reason": "Missing helper function in single_file_utils versus missing qk_norm in SD3Transformer2DModel; unrelated implementation gaps." - }, - { - "left": "issue:4236", - "right": "issue:4933", - "accept": false, - "reason": "SDXL refiner text-encoder registration versus Dreambooth output-file saving; different bugs." + "reason": "Missing create_diffusers_controlnet_model_from_ldm helper and missing qk_norm in SD3Transformer2DModel are unrelated API/model questions." } ] }, @@ -42824,7 +42865,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10017", "issue:10180", @@ -42841,13 +42882,14 @@ "issue:3432", "issue:3481", "issue:3494", - "issue:3651", + "issue:4236", "issue:4306", "issue:4446", "issue:4619", "issue:4631", "issue:4634", "issue:490", + "issue:4933", "issue:5399", "issue:5433", "issue:5510", @@ -42862,7 +42904,6 @@ "issue:720", "issue:7538", "issue:7629", - "issue:7960", "issue:7972", "issue:8514", "issue:8578", @@ -42876,6 +42917,7 @@ "issue:9732" ], "soft_pairs": [ + "issue:4236|issue:4933", "issue:5956|issue:6536", "issue:7629|issue:9309", "issue:10017|issue:7538", @@ -42898,181 +42940,180 @@ "issue:5399|issue:6540", "issue:1896|issue:5510", "issue:4446|issue:8874", - "issue:3432|issue:5846", - "issue:3651|issue:7960" + "issue:3432|issue:5846" ], - "prepared_review_unit_hash": "f719105a645b609284ca9fe9b132f784c8c39e79d8605eb5c9a52a06c0323a66", + "prepared_review_unit_hash": "bc0e8339b019db6a029113b0ac84546ec06d54f38b5a30901978782bbceb3601", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34335, - "estimated_input_tokens": 8584, - "estimated_eval_tokens": 17424 + "serialized_chars": 34366, + "estimated_input_tokens": 8592, + "estimated_eval_tokens": 17440 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are distinct bug reports that only share broad terms like Flux, LoRA, training, or scheduler. I found no pair that looks like the same underlying issue/change, so all soft edges should be rejected.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue is justified here because the items span separate failures (dataset loading, LoRA/Flux inference, training errors, scheduler bugs, import errors, and memory/offload issues) rather than one duplicate report.", + "summary": "This cluster is not a true duplicate set; it mixes many unrelated issues across dataset loading, training, inference, schedulers, serialization, and import/runtime errors. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not share one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue is needed, issue 5433 is the strongest candidate: it has concrete symptoms, high discussion/inbound activity, and is a well-formed user-facing bug report with clear repro context.", + "best_issue_reason": "If forced, issue 10381 is the richest standalone report, but it only covers one Flux/quantization/LoRA inference path and is not representative of the cluster as a whole.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:4236", + "right": "issue:4933", + "accept": false, + "reason": "Different bugs: SDXL refiner text-encoder registration vs Dreambooth not returning pytorch_model.bin after training." + }, { "left": "issue:5956", "right": "issue:6536", "accept": false, - "reason": "Different problems: SD-XL fine-tuning quality regression vs UNet3DConditionModel OOM." + "reason": "Different problems: SD-XL U-Net fine-tuning quality degradation vs UNet3DConditionModel out-of-memory." }, { "left": "issue:7629", "right": "issue:9309", "accept": false, - "reason": "Unrelated bugs: PyTorch 1.13.1 OOM in SVD vs FluxControlNetPipeline on Flux schnell." + "reason": "Different models and failures: SVD OOM on PyTorch 1.13.1 vs FluxControlNetPipeline bug on Flux 1 schnell." }, { "left": "issue:10017", "right": "issue:7538", "accept": false, - "reason": "Both mention dataset/training, but one is a load_dataset() issue and the other is a custom Fill50k training issue." + "reason": "Different scope: load_dataset() loading issue vs a Custom Fill50k training dataset issue." }, { "left": "issue:2272", "right": "issue:3420", "accept": false, - "reason": "Different code paths: ONNX conversion script failure vs ControlNet inpaint pipeline incompatibility." + "reason": "Unrelated: ONNX conversion failure vs ControlNet inpaint pipeline not working with Diffusion pipeline." }, { "left": "issue:10839", "right": "issue:9732", "accept": false, - "reason": "Both are Flux training reports, but one is a last-step error in Dreambooth LoRA training and the other is CUDA OOM in the README workflow." + "reason": "Both are Flux training issues, but one is a last-step training error and the other is an OOM on a specific setup; not the same concrete bug." }, { "left": "issue:3481", "right": "issue:3494", "accept": false, - "reason": "Related to generation/schedulers, but the symptoms and pipelines differ: nondeterminism across steps vs corrupted multidiffusion outputs." + "reason": "Different scheduler bugs: DDIM step-count consistency vs Multidiffusion corruption across schedulers." }, { "left": "issue:2218", "right": "issue:3348", "accept": false, - "reason": "Overtrained-model behavior is not the same as xformers/Lora scale-parameter support." + "reason": "Overtraining during training vs xformers LoRA scale support; not the same issue." }, { "left": "issue:8915", "right": "issue:9410", "accept": false, - "reason": "Both are import failures, but for different classes and symbols in different pipelines." + "reason": "Different missing imports: AutoPipelineForText2Image vs StableDiffusion3ControlNetInpaintingPipeline." }, { "left": "issue:2891", "right": "issue:490", "accept": false, - "reason": "Docs/support mismatch for StableDiffusionUpscalePipeline embeds is unrelated to the memory issue in older Stable Diffusion." + "reason": "Docs/support mismatch for embeds vs a generic memory issue; unrelated bugs." }, { "left": "issue:2312", "right": "issue:4306", "accept": false, - "reason": "Different failures: EMA save-hook error vs StableDiffusionReferencePipeline list-index error." + "reason": "Different failures: EMA save hook error vs StableDiffusionReferencePipeline list index out of range." }, { "left": "issue:8578", "right": "issue:8644", "accept": false, - "reason": "Both involve meta tensors/offload, but they are different setups and code paths (sd_turbo 1.5 vs SD3 T5 encoder offload)." + "reason": "Both mention meta tensors, but they affect different pipelines and triggers (sd_turbo 1.5 vs SD3/T5 offload)." }, { "left": "issue:10180", "right": "issue:9108", "accept": false, - "reason": "Different Flux/LoRA training-vs-resume problems; one is loading multiple LoRAs, the other resuming with a quantized base model." + "reason": "Different training problems: multiple LoRAs with Flux Control LoRA vs resuming training with a quantized base model." }, { "left": "issue:4631", "right": "issue:720", "accept": false, - "reason": "Similar scalar/Half runtime flavor, but they are different scheduler behaviors and different repros." + "reason": "Scheduler scalar-conversion error vs traced UNet half/float dtype mismatch; different code paths." }, { "left": "issue:4619", "right": "issue:7972", "accept": false, - "reason": "Both are type-mismatch training issues, but for different scripts and failure modes." + "reason": "Both are dtype mismatch reports, but they occur in different scripts/features (SDXL LoRA training vs LEDITS++)." }, { "left": "issue:10381", "right": "issue:9096", "accept": false, - "reason": "Both involve Flux inference instability, but one is quantization/LoRA/Quanto-related and the other is torch.half NaNs." + "reason": "Flux inference issues, but one is quantization/LoRA/Quanto related and the other is NaNs from torch.half; not the same bug." }, { "left": "issue:3235", "right": "issue:4634", "accept": false, - "reason": "Custom Diffusion loading vs safe-serialization support are different serialization issues." + "reason": "Custom Diffusion-related, but one is weights-with-biases loading and the other is safe serialization; not clearly the same defect." }, { "left": "issue:6164", "right": "issue:6996", "accept": false, - "reason": "Different pipeline bugs: latent output handling vs NoneType added_cond_kwargs membership check." + "reason": "Different bugs: latent output handling in StableDiffusionPipeline vs NoneType added_cond_kwargs check." }, { "left": "issue:6224", "right": "issue:8514", "accept": false, - "reason": "TorchDynamo fine-tuning issue and EMAModel/InstructP2P parallel fine-tuning error are separate training failures." + "reason": "Different fine-tuning failures: TorchDynamo issue vs EMAModel causing InstructP2P parallel fine-tuning error." }, { "left": "issue:5433", "right": "issue:5546", "accept": false, - "reason": "Both mention SDXL schedulers, but one is visual artifacts without refiner and the other is wrong step counts with Karras sigmas." + "reason": "Related scheduler/theme, but one is visual artifacts without refiner and the other is incorrect step counts with base+refiner ensemble." }, { "left": "issue:5399", "right": "issue:6540", "accept": false, - "reason": "Different dtype/matrix errors in different finetuning/inference paths; not the same bug." + "reason": "Different runtime errors in different contexts: custom inpainting dtype mismatch vs FSDP controlnet mat2 matrix error." }, { "left": "issue:1896", "right": "issue:5510", "accept": false, - "reason": "Both are runtime dtype-ish errors, but in unrelated pipelines and with different root causes." + "reason": "Different pipelines and failures: CLIP-guided Stable Diffusion size error vs SDXL InstructPix2Pix dtype mismatch." }, { "left": "issue:4446", "right": "issue:8874", "accept": false, - "reason": "Both concern from_single_file loading, but one is custom text encoder injection and the other is CKPT unpickling failure." + "reason": "Different loading problems: custom text_encoder support in from_single_file vs CKPT weights-only unpickling failure." }, { "left": "issue:3432", "right": "issue:5846", "accept": false, - "reason": "Different problems: CPU half-precision conv failure vs resume_from_checkpoint error." - }, - { - "left": "issue:3651", - "right": "issue:7960", - "accept": false, - "reason": "Both are multi-GPU training failures, but they are distinct models and failure modes." + "reason": "Different training/runtime issues: Half on CPU conv error vs resume_from_checkpoint failure." } ] }, @@ -43094,7 +43135,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10030", "issue:10795", @@ -43110,9 +43151,8 @@ "issue:2414", "issue:2420", "issue:3064", + "issue:3651", "issue:3826", - "issue:4448", - "issue:4460", "issue:4480", "issue:455", "issue:4688", @@ -43136,6 +43176,7 @@ "issue:7480", "issue:7722", "issue:7848", + "issue:7960", "issue:8624", "issue:867", "issue:8738", @@ -43145,6 +43186,7 @@ "issue:993" ], "soft_pairs": [ + "issue:3651|issue:7960", "issue:10030|issue:6996", "issue:1166|issue:4954", "issue:2420|issue:6363", @@ -43167,187 +43209,186 @@ "issue:5617|issue:7420", "issue:5012|issue:5821", "issue:867|issue:993", - "issue:8738|issue:9660", - "issue:4448|issue:4460" + "issue:8738|issue:9660" ], - "prepared_review_unit_hash": "77d4610275e0df1153393365cdec90e3dface97f457c37c3939858236fabc9eb", + "prepared_review_unit_hash": "2c9ae8d5a9fb5d7610b8843ec0a1e803f86984f4db399ac1cda965771f885ad2", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33565, - "estimated_input_tokens": 8392, - "estimated_eval_tokens": 17040 + "serialized_chars": 33479, + "estimated_input_tokens": 8370, + "estimated_eval_tokens": 16996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly false-positive topical similarity. The only plausible duplicate pair is the ControlNet/added_cond_kwargs None-handling regression; the rest appear to be different bugs, features, or unrelated pipeline/model issues.", - "confidence": 0.72, - "canonical_issue_reason": "issue:10030 is the clearest, most concrete report of the added_cond_kwargs null regression in ControlNet img2img, and it likely covers the symptom described in 6996.", + "summary": "Mostly unrelated issues grouped by superficial keyword overlap; the only clear duplicate pair is the added_cond_kwargs None handling in ControlNet/SDXL pipeline code.", + "confidence": 0.86, + "canonical_issue_reason": "issue:10030 is the clearest root-cause description of the shared added_cond_kwargs None bug in the ControlNet/img2img path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:10030 is the best representative issue: specific pipeline, clear failure mode, and easiest to map to a fix.", + "best_issue_reason": "issue:10030 is the best representative issue because it states the underlying pipeline contract mismatch most directly and generally.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:3651", + "right": "issue:7960", + "accept": false, + "reason": "Both are training/multi-GPU problems, but they involve different scripts and failure contexts." + }, { "left": "issue:10030", "right": "issue:6996", "accept": true, - "reason": "Both describe the same underlying bug: code assumes added_cond_kwargs is a dict, but pipeline ControlNet/img2img can pass None, causing a null-membership/type error." + "reason": "Both describe the same underlying bug: code assumes added_cond_kwargs is a dict, but the pipeline passes None." }, { "left": "issue:1166", "right": "issue:4954", "accept": false, - "reason": "Both are textual inversion issues, but one is TPU save hang and the other is an UnpicklingError; different failure modes." + "reason": "Different textual inversion failures: TPU save hang vs a pickling/unpickling error." }, { "left": "issue:2420", "right": "issue:6363", "accept": false, - "reason": "Different training problems: xformers attention bug vs FP16 gradient unscale error." + "reason": "Both are training errors, but one is xformers attention and the other is FP16 gradient unscaling." }, { "left": "issue:3064", "right": "issue:5128", "accept": false, - "reason": "Both involve .safetensors loading, but one is LoRA loading generally and the other is XLPipeline.from_single_file; not the same bug." + "reason": "Both mention safetensors/loading, but they are different loading paths and different model types." }, { "left": "issue:5845", "right": "issue:9516", "accept": false, - "reason": "Unrelated model families and failures: PixArt DreamBooth training vs FLUX joint_attention_kwargs propagation." + "reason": "DreamBooth Pixart training and FLUX joint_attention_kwargs are unrelated bugs." }, { "left": "issue:6894", "right": "issue:7848", "accept": false, - "reason": "Different outputs and code paths: LoRA export compatibility vs lpw SDXL decoding issue." + "reason": "One is LoRA loading in A1111, the other is a community example decode problem." }, { "left": "issue:7168", "right": "issue:7480", "accept": false, - "reason": "IP-Adapter tensor-shape issue vs DeepFloyd IF OOM; no shared underlying bug." + "reason": "IP-Adapter embed shape handling and DeepFloyd_IF OOM are distinct problems." }, { "left": "issue:1704", "right": "issue:528", "accept": false, - "reason": "Both are general questions, not the same topic or bug." + "reason": "These are general questions, not the same bug or change." }, { "left": "issue:4993", "right": "issue:5152", "accept": false, - "reason": "Import-structure bug for CLIPImageProjection vs Wuerstchen alpha bug; unrelated." + "reason": "Missing import structure entry for CLIPImageProjection is unrelated to the Wurstchen bug." }, { "left": "issue:5128", "right": "issue:7722", "accept": false, - "reason": "Local safetensors loading error vs Animatediff ControlNet/IPAdapter usage problem; different code paths." + "reason": "Local safetensors loading in XLPipeline and Animatediff+IPAdapter errors are different code paths." }, { "left": "issue:11370", "right": "issue:9187", "accept": false, - "reason": "Different failures: invalid pickle/load-key in conversion script vs SDXL IP-Adapter image_encoder_folder=None regression." + "reason": "Invalid load key during Hunyuan conversion is unrelated to SDXL IP-Adapter behavior after Kolors update." }, { "left": "issue:4480", "right": "issue:455", "accept": false, - "reason": "Both are MPS-related, but one is a kernel crash on fp16 and the other is an aten::index.Tensor NotImplementedError." + "reason": "Both are MPS-related, but one is an fp16 kernel crash and the other is a specific aten::index.Tensor NotImplementedError." }, { "left": "issue:3826", "right": "issue:5442", "accept": false, - "reason": "Both are new pipeline proposals, but they are entirely different pipelines and changes." + "reason": "Audio pipeline proposal and ScaleCrafter are unrelated." }, { "left": "issue:10795", "right": "issue:10937", "accept": false, - "reason": "Both mention torch.compile, but one is GGUF loading via from_single_file and the other is vae.encode; different concrete problems." + "reason": "Both involve torch.compile, but GGUF loading and vae.encode failures are different bugs." }, { "left": "issue:11232", "right": "issue:12547", "accept": false, - "reason": "Noise residuals during fine-tuning vs missing required --instance_prompt; unrelated training issues." + "reason": "Text-to-image fine-tuning noise residuals and missing instance_prompt in Flux DreamBooth are unrelated." }, { "left": "issue:4688", "right": "issue:6726", "accept": false, - "reason": "Different research/pipeline topics with no shared bug or code path." + "reason": "Different research/pipeline topics with no shared failure mode." }, { "left": "issue:1377", "right": "issue:2414", "accept": false, - "reason": "One is a missing transformers symbol import, the other is a NameError from not importing transformers; different root causes." + "reason": "ImportError for a missing transformers symbol is not the same as NameError: transformers not defined." }, { "left": "issue:2225", "right": "issue:5337", "accept": false, - "reason": "A usage question about safety checker vs a callback explanation question; not duplicates." + "reason": "A safety-checker usage question and a callback question are not duplicates." }, { "left": "issue:11285", "right": "issue:8624", "accept": false, - "reason": "Conversion/value errors versus a runtime shared-library symbol error; not the same issue." + "reason": "Conversion errors to/from diffusers and an undefined symbol in fused_layer_norm are unrelated." }, { "left": "issue:5617", "right": "issue:7420", "accept": false, - "reason": "Loading a compiled ControlNet pipeline after save_pretrained vs general inability to use torch.compile; different specifics." + "reason": "Both mention torch.compile, but save/load after compile and general compile failure are different issues." }, { "left": "issue:5012", "right": "issue:5821", "accept": false, - "reason": "LoRA text-encoder training behavior vs a generic CUDA backward failure; unrelated." + "reason": "LoRA text encoder training and a CUDA backward/training failure are different problems." }, { "left": "issue:867", "right": "issue:993", "accept": false, - "reason": "GPU memory leak in FastAPI vs fp16 data type mismatch; different bugs." + "reason": "GPU memory leak and fp16 data type mismatch are unrelated." }, { "left": "issue:8738", "right": "issue:9660", "accept": false, - "reason": "Model configuration failure in SD3Transformer2DModel vs from_pretrained not setting eval mode; different behavior." - }, - { - "left": "issue:4448", - "right": "issue:4460", - "accept": false, - "reason": "Both discuss output differences, but one is ControlNet outpainting quality and the other is a broad Stable Diffusion vs diffusers comparison; too vague to merge." + "reason": "SD3Transformer2DModel configuration and from_pretrained eval-mode behavior are separate bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The accepted 10030\u21946996 pair is well supported by the titles, which both point to the same added_cond_kwargs None-handling regression in ControlNet/img2img. The remaining pairs are rejected cautiously without overclaiming duplicate status, and the overall summary appropriately characterizes the rest as likely false-positive topical similarity." + "feedback": "Grounded and conservative overall. The only accepted soft pair is well-supported by the titles (10030 and 6996 both point to added_cond_kwargs being None), and the rejected pairs are appropriately cautious given the limited evidence in the packet. The summary does not overstate beyond what the issue titles support." }, "evaluator_used": true, "retried": false, @@ -43366,7 +43407,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10194", "issue:10972", @@ -43388,10 +43429,10 @@ "issue:4206", "issue:4306", "issue:4353", - "issue:4375", "issue:4389", + "issue:4448", + "issue:4460", "issue:4566", - "issue:4731", "issue:4852", "issue:5028", "issue:5576", @@ -43417,6 +43458,7 @@ "issue:9902" ], "soft_pairs": [ + "issue:4448|issue:4460", "issue:4389|issue:8493", "issue:2156|issue:2480", "issue:3826|issue:5576", @@ -43439,103 +43481,108 @@ "issue:6092|issue:9044", "issue:3174|issue:4852", "issue:7716|issue:7936", - "issue:7629|issue:9613", - "issue:4375|issue:4731" + "issue:7629|issue:9613" ], - "prepared_review_unit_hash": "3a0919571159a037211db661eca6a7ceff4ee57570174e4921318d7b479af300", + "prepared_review_unit_hash": "de8d5ec47f305c72325b3a1f0593f795af19ea9efc43795da47489fc4d9b0bd0", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33133, - "estimated_input_tokens": 8284, - "estimated_eval_tokens": 16824 + "serialized_chars": 33217, + "estimated_input_tokens": 8305, + "estimated_eval_tokens": 16866 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous: most items are separate bugs, feature requests, or training/loading problems that only share broad ML/Flux/SDXL vocabulary. I would not collapse any of the soft pairs as duplicates.", - "confidence": 0.88, - "canonical_issue_reason": "issue:10972 is the strongest concrete bug report in the broad Flux/LoRA area, with a specific failing code path (loading OneTrainer Flux LoRAs). It is still not a true cluster representative for the rest, which span unrelated pipelines and failure modes.", + "summary": "This cluster is thematically related around diffusion/Flux/LoRA/controlnet issues, but the soft pairs are mostly different concrete bugs or feature requests rather than true duplicates. I would reject all soft edges.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:10972 has the clearest actionable reproduction and a narrowly defined failure mode, making it the best issue anchor among this mixed set.", + "best_issue_reason": "Issue 10972 is the most concrete standalone bug report in the set, with a specific Flux LoRA loading failure and clearer diagnostic context than the others, but it is not a true canonical for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:4448", + "right": "issue:4460", + "accept": false, + "reason": "Both are about image quality/differences, but one is outpainting quality vs A1111 and the other is general Stable Diffusion vs diffusers mismatch; different concrete problems." + }, { "left": "issue:4389", "right": "issue:8493", "accept": false, - "reason": "Different loading failures: ControlNetModel init vs SD3Transformer2DModel state_dict mismatch. Not the same code path." + "reason": "Both are loading/model-state errors, but they target different model classes and failure modes: ControlNetModel loading vs SD3Transformer2DModel state_dict mismatch." }, { "left": "issue:2156", "right": "issue:2480", "accept": false, - "reason": "One is GPU-vs-CPU training execution, the other is checkpoint directory layout/output saving. Separate bugs." + "reason": "Dreambooth-related, but one is CPU-vs-GPU training behavior and the other is checkpoint directory output structure; not the same bug." }, { "left": "issue:3826", "right": "issue:5576", "accept": false, - "reason": "A new pipeline request is not the same as a new scheduler request; different artifact and scope." + "reason": "These are unrelated feature requests: a new audio pipeline vs a new diffusion scheduler." }, { "left": "issue:7311", "right": "issue:9501", "accept": false, - "reason": "Both involve training/save behavior, but one is a checkpoint save failure and the other is delayed model saving in Flux. Not one bug." + "reason": "Both involve training/checkpoint saving, but one is an SDXL checkpoint save failure and the other is delayed saving during Flux DreamBooth training; different code paths." }, { "left": "issue:7871", "right": "issue:8900", "accept": false, - "reason": "Blockwise scale handling in a LoRA file is unrelated to loading an SDXL refiner from_single_file." + "reason": "One is a blockwise-scale error with a specific LoRA, the other is about loading an SDXL refiner from_single_file; not the same issue." }, { "left": "issue:1398", "right": "issue:867", "accept": false, - "reason": "MPS/Apple Silicon compatibility and FastAPI GPU memory retention are unrelated runtime issues." + "reason": "Both mention GPU-related behavior, but one is Apple Silicon/MPS support and the other is GPU memory not releasing in FastAPI." }, { "left": "issue:3975", "right": "issue:7871", "accept": false, - "reason": "A typo in an error message is unrelated to a LoRA/blockwise-scale loading failure." + "reason": "A typo in an error message is unrelated to a functional blockwise-scales LoRA error." }, { "left": "issue:7296", "right": "issue:9902", "accept": false, - "reason": "PEFT dependency pinning and a stuck conda version are distinct packaging/versioning problems." + "reason": "PEFT/DoRA dependency pinning is unrelated to a Conda version pinning problem." }, { "left": "issue:3101", "right": "issue:4206", "accept": false, - "reason": "Both mention ControlNet training, but one is a training example error and the other is a broken SDXL main-branch behavior." + "reason": "Both are ControlNet training failures, but one is a training example error and the other is a main-branch SDXL training regression; not enough to treat as one bug." }, { "left": "issue:2371", "right": "issue:2465", "accept": false, - "reason": "Dreambooth output artifacts missing vs asking for a reproducible recipe are not duplicate bug reports." + "reason": "Dreambooth appears in both, but one is missing generated objects in output while the other asks for a reproducible recipe blog; different concerns." }, { "left": "issue:4566", "right": "issue:7350", "accept": false, - "reason": "Checkpoint resume in SDXL LoRA training is unrelated to initializing ControlNet from a UNet with LoRA." + "reason": "Checkpoint resume for SDXL LoRA training is different from initializing ControlNet from a UNet with LoRA." }, { "left": "issue:12299", @@ -43547,73 +43594,67 @@ "left": "issue:5028", "right": "issue:5799", "accept": false, - "reason": "Different API/runtime errors in different pipelines: hacked DownBlock2D scale kwarg vs inpainting strength kwarg." + "reason": "Different API problems: an unexpected 'scale' keyword in a reference pipeline vs a 'strength' keyword question for inpainting." }, { "left": "issue:10194", "right": "issue:11145", "accept": false, - "reason": "One is a Flux attention-masking feature request; the other is Flux Fill LoRA/DreamBooth support. Related theme, not same change." + "reason": "Both mention Flux, but one is about attention masking support and the other is about Flux Fill LoRA/dreambooth finetuning support; distinct feature requests." }, { "left": "issue:2264", "right": "issue:4306", "accept": false, - "reason": "InstructPix2Pix seed handling and ReferencePipeline list-index failure are different pipeline bugs." + "reason": "A seed-setting error in InstructPix2Pix is unrelated to a list-index error in StableDiffusionReferencePipeline." }, { "left": "issue:10972", "right": "issue:11062", "accept": false, - "reason": "Both are LoRA loading failures, but for different model families and error modes; not clearly the same defect." + "reason": "Both are LoRA loading failures, but they involve different LoRA sources/models and lack evidence of the same underlying code-path bug." }, { "left": "issue:2331", "right": "issue:6372", "accept": false, - "reason": "Adding a ControlNet pipeline and SVD+ControlNet support are different feature requests." + "reason": "A general ControlNet pipeline request is not the same as an SVD+ControlNet feature request." }, { "left": "issue:6093", "right": "issue:9204", "accept": false, - "reason": "Push-to-hub repo creation in one SDXL training script is unrelated to the FLUX.1 DreamBooth training script issue." + "reason": "These are about different training scripts and behaviors; one is push_to_hub repo creation, the other is a Flux DreamBooth training script request." }, { "left": "issue:4353", "right": "issue:6258", "accept": false, - "reason": "Both involve image quality, but one is SDXL generation quality and the other is forward-chunking degradation in SVD." + "reason": "Different quality complaints in different models: SDXL image quality vs Stable Video Diffusion forward chunking degradation." }, { "left": "issue:6092", "right": "issue:9044", "accept": false, - "reason": "A LoRA example not training and a missing diffusion_pytorch_model.bin file are unrelated load/train problems." + "reason": "A LoRA example not training is unrelated to a missing diffusion_pytorch_model.bin file when loading SDXL base." }, { "left": "issue:3174", "right": "issue:4852", "accept": false, - "reason": "Both mention LoRA loading, but one is a broader regression from new LoRA features while the other is a standalone load error. Not enough to merge." + "reason": "Both involve LoRA loading, but one is a regression from new LoRA features breaking lora+dreambooth loading and the other is a generic load error with no matching failure details." }, { "left": "issue:7716", "right": "issue:7936", "accept": false, - "reason": "Missing config.json in a directory and invalid JSON when loading a safetensors file are different file-format/path errors." + "reason": "Missing config.json and invalid JSON in a local safetensors load are different loader failures." }, { "left": "issue:7629", "right": "issue:9613", "accept": false, - "reason": "OOM on PyTorch 1.13.1 and a missing scale attribute on Timesteps are unrelated compatibility bugs." - }, - { - "left": "issue:4375", - "right": "issue:4731", - "accept": false, - "reason": "Both involve torch.compile, but one is a general inference crash and the other is multi-ControlNet SDXL compile failure. Different code paths." + "reason": "One is an SVD OOM issue on PyTorch 1.13.1, the other is a Timesteps.scale attribute error in a custom diffusion model on 0.30.x." } ] }, @@ -43635,7 +43676,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10016", "issue:10428", @@ -43643,7 +43684,6 @@ "issue:10591", "issue:10797", "issue:10928", - "issue:1141", "issue:1486", "issue:1552", "issue:1720", @@ -43658,9 +43698,11 @@ "issue:3452", "issue:409", "issue:4125", + "issue:4375", "issue:4376", "issue:4427", "issue:4468", + "issue:4731", "issue:4773", "issue:4975", "issue:5125", @@ -43677,7 +43719,6 @@ "issue:6602", "issue:6632", "issue:6722", - "issue:699", "issue:7146", "issue:7267", "issue:7480", @@ -43686,6 +43727,7 @@ "issue:9803" ], "soft_pairs": [ + "issue:4375|issue:4731", "issue:1922|issue:5661", "issue:2210|issue:6722", "issue:10016|issue:6183", @@ -43708,190 +43750,186 @@ "issue:1720|issue:2442", "issue:1865|issue:1946", "issue:10591|issue:6632", - "issue:10928|issue:7267", - "issue:1141|issue:699" + "issue:10928|issue:7267" ], - "prepared_review_unit_hash": "294acd5f937eb8e73fefe529554ec801070048f94330098cb8d056e2ae54679c", + "prepared_review_unit_hash": "71a2368542d2f60823ba91330ea7a1364fca986416b8e8b87a8bd3a3b1dd4bf6", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33332, - "estimated_input_tokens": 8333, - "estimated_eval_tokens": 16922 + "serialized_chars": 33354, + "estimated_input_tokens": 8339, + "estimated_eval_tokens": 16934 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous. Most pairings are clearly different bugs or feature requests from the titles alone. The only near-match is the two `from_single_file` shape-mismatch reports, but with title-only evidence and different models/pipelines, it should stay uncertain rather than accepted.", - "confidence": 0.81, + "summary": "This cluster is mostly a set of unrelated Diffusers issues that only share broad themes like loading, LoRA, SDXL, or inference failures. I do not see a single underlying bug/change that ties these items together, so the soft links should be rejected.", + "confidence": 0.91, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:6183 is the clearest representative of the `from_single_file` shape-mismatch theme, but the packet does not justify treating it as a confirmed duplicate canonical.", + "best_issue_reason": "No true duplicate canonical issue stands out; if forced to pick a representative, issue 6183 is the closest because it is a concrete SDXL `from_single_file` shape-mismatch report, but the cluster as a whole is too heterogeneous to treat as one bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:4375", + "right": "issue:4731", + "accept": false, + "reason": "Both are Torch compile/inference failures, but one is generic crash during inference and the other is a multi-ControlNet SDXL-specific compile failure; not the same concrete bug." + }, { "left": "issue:1922", "right": "issue:5661", "accept": false, - "reason": "Both involve missing names/imports, but they are different symbols in different contexts: notebook helper vs tokenizer typing/import issue." + "reason": "Both mention notebook/API breakage, but one is an undefined helper in a training example and the other is a missing `PreTrainedTokenizer` symbol in a release; different issues." }, { "left": "issue:2210", "right": "issue:6722", "accept": false, - "reason": "Both mention text encoders, but one is about training LoRA on the text encoder and the other is about using SigLIP as the text encoder." + "reason": "Both are feature requests around text encoders, not the same defect or change request." }, { "left": "issue:10016", "right": "issue:6183", "accept": false, - "reason": "Close on `from_single_file` and shape mismatch, but the packet only gives titles and the pipelines/models differ (SD3.5M vs SDXL), so this is too uncertain to merge as a duplicate." + "reason": "Both involve SDXL single-file loading and shape mismatches, but the exact models and failure modes differ; not enough to treat as one bug." }, { "left": "issue:1552", "right": "issue:5447", "accept": false, - "reason": "Different failure modes in different pipeline/scheduler paths: attention slicing vs `denoising_start` with 2nd-order schedulers." + "reason": "Both concern scheduler/pipeline behavior, but one is attention slicing on SD2 and the other is denoising_start with 2nd-order schedulers on SDXL img2img; different code paths." }, { "left": "issue:4125", "right": "issue:6362", "accept": false, - "reason": "One is about whether a loss curve looks expected; the other is an OOM during dataset mapping. Different problems." + "reason": "Both are training-loss or fine-tuning discussions, but one is an expected loss curve question and the other is dataset mapping OOM on SDXL; unrelated." }, { "left": "issue:3296", "right": "issue:5125", "accept": false, - "reason": "Checkpoint save/load with text encoder is unrelated to an XFormers CUDA invalid-configuration error." + "reason": "One is checkpoint save/load with text encoder during training; the other is an XFormers CUDA error during attention processing. Different failures." }, { "left": "issue:10428", "right": "issue:10470", "accept": false, - "reason": "Both are Flux-related, but Ascend NPU inference and torchao inference are different environments and code paths." + "reason": "Both are Flux inference issues, but one is on Ascend NPU and the other is torchao inference not working; different backends and likely different bugs." }, { "left": "issue:4376", "right": "issue:6527", "accept": false, - "reason": "StableDiffusionXL textual inversion crash and EulerDiscreteScheduler `add_noise` bug are different subsystems." + "reason": "Both mention pipeline/scheduler problems, but one is textual inversion on SDXL and the other is Euler add_noise behavior; not the same issue." }, { "left": "issue:1486", "right": "issue:4468", "accept": false, - "reason": "DDIMScheduler prediction type behavior is unrelated to multi-GPU vs single-GPU sample-code performance." + "reason": "A scheduler bug versus a multi-GPU performance discrepancy; these are not the same underlying problem." }, { "left": "issue:4773", "right": "issue:4975", "accept": false, - "reason": "Both are about LoRA loading, but one is a CivitAI loading issue and the other is inefficient datatype querying." + "reason": "Both are LoRA-related, but one is loading CivitAI LoRA and the other is a loading inefficiency caused by repeated datatype queries; different concerns." }, { "left": "issue:10470", "right": "issue:10797", "accept": false, - "reason": "Flux torchao inference and HunyuanVideo group offloading affect different pipelines and failure modes." + "reason": "Both mention inference, but one is Flux torchao inference and the other is HunyuanVideo group offloading; different models and mechanisms." }, { "left": "issue:6385", "right": "issue:7146", "accept": false, - "reason": "Both are memory complaints, but StableVideoDiffusionPipeline VRAM usage and SDXL fine-tuning OOM are separate issues." + "reason": "Both are memory-related, but one is StableVideoDiffusionPipeline VRAM usage and the other is SDXL fine-tuning OOM; not a duplicate." }, { "left": "issue:1925", "right": "issue:4427", "accept": false, - "reason": "Inpainting half-precision failure and T2I Multiadapter example breakage are different features and bugs." + "reason": "Both are example/model usage failures, but one is SD2 inpainting half-precision and the other is a T2I multi-adapter example; different code paths." }, { "left": "issue:3224", "right": "issue:3452", "accept": false, - "reason": "Learning-rate scaling duplication is unrelated to low-VRAM Dreambooth training." + "reason": "Learning-rate scaling duplicate in a LoRA script versus a generic DreamBooth training-on-low-VRAM question; no same bug." }, { "left": "issue:409", "right": "issue:785", "accept": false, - "reason": "Missing `enable_attention_slicing` vs PNDMScheduler performance cost are not the same defect." + "reason": "Both involve attention/scheduler internals, but the titles point to different API eras and different performance/feature issues; not the same defect." }, { "left": "issue:6176", "right": "issue:6602", "accept": false, - "reason": "Both involve LoRA/save-load workflows, but they hit different code paths: loading after Dreambooth-LoRA training vs loading after `fuse_lora()`/`save_pretrained()`." + "reason": "Both are LoRA save/load errors, but one is loading LoRA after dreambooth_lora training and the other is loading a pretrained model after fuse_lora/save_pretrained; different workflows." }, { "left": "issue:6280", "right": "issue:7784", "accept": false, - "reason": "Missing `from_single_file` on one pipeline and missing `upcast_vae` on another are unrelated API issues." + "reason": "One is about a missing `from_single_file` method on a ControlNet pipeline; the other is a missing `upcast_vae` attribute on an upscale pipeline. Different API gaps." }, { "left": "issue:6382", "right": "issue:7480", "accept": false, - "reason": "IP-adapter key error after LCM LoRA training and DeepFloyd IF OOM are unrelated." + "reason": "Both are training/memory-related, but one is an IP-adapter key error after LCM LoRA training and the other is DeepFloyd IF OOM; unrelated." }, { "left": "issue:5606", "right": "issue:9803", "accept": false, - "reason": "Both are LoRA loading failures, but one is about missing alpha handling and the other is a Flux-specific loading failure." + "reason": "Both are LoRA loading failures, but one is no alpha value handling and the other is Flux LoRA loading failure; not enough evidence of the same bug." }, { "left": "issue:1720", "right": "issue:2442", "accept": false, - "reason": "M1 finetuning errors and an expected-loss-curve question for inpainting are different topics." + "reason": "M1 Pro finetuning errors versus an inpainting-model loss-graph question; different topics and no shared defect." }, { "left": "issue:1865", "right": "issue:1946", "accept": false, - "reason": "Zero-stage-3 finetuning dimension errors and XFormers CUDA invalid-argument errors come from different subsystems." + "reason": "A Zero-Stage-3 finetuning dimension error is unrelated to an xformers CUDA invalid-argument error." }, { "left": "issue:10591", "right": "issue:6632", "accept": false, - "reason": "One reports a problem in an SD3 LoRA training script; the other asks whether `save_state` is necessary. Not a duplicate bug." + "reason": "One is about a wrong SD3 LoRA training script, the other asks whether `save_state` is necessary; different problems." }, { "left": "issue:10928", "right": "issue:7267", "accept": false, - "reason": "Missing a specific UNet weight file and broken local dataset loading in `train_controlnet.py` are different file/loading failures." - }, - { - "left": "issue:1141", - "right": "issue:699", - "accept": false, - "reason": "Local file support in custom pipelines and negative prompts are unrelated feature requests." + "reason": "Both involve loading data or model files, but one is missing `diffusion_pytorch_model.fp16.bin` in a UNet directory and the other is broken local data loading in train_controlnet.py; different failures." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "Most of the negative pairwise judgments look conservative and are supported by the titles. However, the one accepted duplicate pair is a bit too strong for the evidence in the packet: issue:10016 and issue:6183 both involve `from_single_file` and shape mismatches, but the packet only gives titles, and the models/pipelines differ (SD3.5M vs SDXL) with no body-level confirmation that this is the same bug. I\u2019d keep that pair soft/uncertain rather than accepted." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -43907,15 +43945,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10016", "issue:10315", "issue:10526", - "issue:10866", "issue:11178", + "issue:1141", "issue:11702", - "issue:12047", "issue:13107", "issue:1434", "issue:1823", @@ -43939,6 +43976,7 @@ "issue:6443", "issue:6812", "issue:6821", + "issue:699", "issue:7079", "issue:7133", "issue:7228", @@ -43958,6 +43996,7 @@ "issue:9914" ], "soft_pairs": [ + "issue:1141|issue:699", "issue:1823|issue:547", "issue:228|issue:547", "issue:3379|issue:945", @@ -43980,181 +44019,180 @@ "issue:10526|issue:9514", "issue:10016|issue:11178", "issue:9767|issue:9914", - "issue:10315|issue:8477", - "issue:10866|issue:12047" + "issue:10315|issue:8477" ], - "prepared_review_unit_hash": "1d405cb13478283e2f32598d4bd739ab6a373c78e1c8b8adff640d75d35e3ce6", + "prepared_review_unit_hash": "a80468f76c2c42c047ac62383d34c56823d87a5135be69d49bc2bf6c5df0480e", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33509, - "estimated_input_tokens": 8378, - "estimated_eval_tokens": 17012 + "serialized_chars": 33470, + "estimated_input_tokens": 8368, + "estimated_eval_tokens": 16992 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same underlying bug/change. The set is a grab bag of unrelated loading, training, OOM, scheduler, and LoRA issues that only share broad diffusers/modeling vocabulary.", - "confidence": 0.97, - "canonical_issue_reason": "issue:10016 is the best representative only in the sense that it is a precise, concrete bug report with a clear failure mode and reproducible load path; the cluster as a whole is not a true duplicate set.", + "summary": "The candidate pairs are mostly title-similarity matches across different models, scripts, or failure modes; none look like the same concrete bug/change, so all soft edges should be rejected.", + "confidence": 0.89, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:10016 has the clearest scoped symptom and strongest bug-report quality among the issues, making it the least-bad representative if one must be chosen.", + "best_issue_reason": "issue:10016 is the clearest standalone bug report in the set, but the items are too heterogeneous to form a true canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:1141", + "right": "issue:699", + "accept": false, + "reason": "Local-file/custom-pipeline support and negative prompts are unrelated features; no shared bug path." + }, { "left": "issue:1823", "right": "issue:547", "accept": false, - "reason": "Swapped comments in depth2img is unrelated to documentation about loading stable diffusion locally." + "reason": "Swapped comments in depth2img and docs for local loading are different kinds of issues." }, { "left": "issue:228", "right": "issue:547", "accept": false, - "reason": "Broken model link is a release artifact problem, not a documentation issue." + "reason": "Broken release link is unrelated to local-file loading documentation." }, { "left": "issue:3379", "right": "issue:945", "accept": false, - "reason": "Dreambooth checkpoint loading and ONNX custom checkpoint conversion are different code paths and failures." + "reason": "Dreambooth checkpoint loading and ONNX conversion are different code paths and problems." }, { "left": "issue:3452", "right": "issue:3658", "accept": false, - "reason": "Low-VRAM Dreambooth training request is not the same as the additional-noise-latents bug in upsampler scripts." + "reason": "Both mention training, but 4GB VRAM/OOM concerns differ from the upsampler noise-latent bug." }, { "left": "issue:4080", "right": "issue:8482", "accept": false, - "reason": "Adding SDXL inpainting support is a feature request, not the same as SD3.5 support." + "reason": "SDXL inpainting support and SD3-medium support are unrelated model features." }, { "left": "issue:434", "right": "issue:435", "accept": false, - "reason": "Training notebook breakage and AutoencoderKLOutput.sample error are related only by notebook context, not the same bug." + "reason": "Both are notebook breakages, but they involve different notebooks and different errors." }, { "left": "issue:4724", "right": "issue:7695", "accept": false, - "reason": "SDXL img2img behavior and ip_adapter_masks warnings in attention are different problems." + "reason": "SDXL img2img checkpoint behavior and ip_adapter mask warnings in attention processors are different issues." }, { "left": "issue:5515", "right": "issue:8464", "accept": false, - "reason": "LCM scheduler initialization failure and SEGA seed/offload failure are different pipeline bugs." + "reason": "LCM scheduler initialization and SEGA CPU-offload seed failures are not the same bug." }, { "left": "issue:6812", "right": "issue:6821", "accept": false, - "reason": "LoRA Q/K/V dtype mismatch and caption_column validation error are unrelated training-script issues." + "reason": "A LoRA dtype mismatch and an invalid caption_column argument are unrelated training errors." }, { "left": "issue:7133", "right": "issue:9358", "accept": false, - "reason": "Checkpoint resume size mismatch in SDXL DreamBooth LoRA is not the same as redundant text-encoder reinit in Flux LoRA training." + "reason": "SDXL DreamBooth resume size mismatch and Flux text-encoder reinitialization are different failure modes." }, { "left": "issue:6092", "right": "issue:9164", "accept": false, - "reason": "LoRA example not training and dog example not converging are both training complaints but not the same concrete defect." + "reason": "Both are LoRA training complaints, but they target different example scripts/models and different symptoms." }, { "left": "issue:5044", "right": "issue:8874", "accept": false, - "reason": "Kandinsky 2.2 load failure and CKPT unpickling failure are different load mechanisms and errors." + "reason": "Kandinsky load failure and CKPT unpickling failure in from_single_file are distinct loading problems." }, { "left": "issue:1434", "right": "issue:7480", "accept": false, - "reason": "Upscaling OOM in StableDiffusionUpscalePipeline is unrelated to DeepFloyd IF memory usage." + "reason": "OOM in StableDiffusionUpscalePipeline and OOM in DeepFloyd IF are separate pipelines and resource issues." }, { "left": "issue:2163", "right": "issue:4316", "accept": false, - "reason": "UNet dtype mismatch in text-to-image training is not the same as validation-option failure in DreamBooth." + "reason": "UNet dtype mismatch in text-to-image training and a DreamBooth validation error are different training-script bugs." }, { "left": "issue:11702", "right": "issue:13107", "accept": false, - "reason": "AccVid LoRA key errors and Flux Klein LoRA missing keys are different model/LoRA compatibility issues." + "reason": "Both are LoRA key errors, but they involve different models and load paths, so not the same underlying bug." }, { "left": "issue:2696", "right": "issue:3223", "accept": false, - "reason": "Torch CUDA not compiled and RAM not cleared after moving pipeline to cuda are unrelated environment/runtime issues." + "reason": "CUDA-not-enabled installation error and GPU memory not clearing are unrelated." }, { "left": "issue:7079", "right": "issue:7228", "accept": false, - "reason": "Transformer2DModel patch/norm error and traced-model missing dtype are distinct model API bugs." + "reason": "Transformer2DModel patch/norm-type error and traced-model missing dtype attribute are different code-path failures." }, { "left": "issue:4446", "right": "issue:8589", "accept": false, - "reason": "Custom text_encoder loading in from_single_file is not the same as SD3 DreamBooth prior-preservation training." + "reason": "Custom text_encoder loading and SD3 DreamBooth prior-preservation training are not the same issue." }, { "left": "issue:6443", "right": "issue:7354", "accept": false, - "reason": "SAGPipeline scheduler compatibility and PNDMScheduler incompatibility with DDPMPipeline are different scheduler/pipeline mismatches." + "reason": "Scheduler incompatibility in SAGPipeline and PNDMScheduler/DDPMPipeline mismatch are related only at a broad level, not the same concrete bug." }, { "left": "issue:10526", "right": "issue:9514", "accept": false, - "reason": "optimum.quanto FP8 tensor construction error and LoRA loading after fp8 quantisation are related only broadly to quantization." + "reason": "FP8 construction TypeError in optimum.quanto and post-quantization LoRA loading failure in Flux-dev are different problems." }, { "left": "issue:10016", "right": "issue:11178", "accept": false, - "reason": "Both are from_single_file loading errors, but one is SD3.5M pos_embed shape mismatch and the other is MistoLine ControlNet loading; different models and failure modes." + "reason": "Both are from_single_file load failures, but they affect different model families and different shape-mismatch contexts." }, { "left": "issue:9767", "right": "issue:9914", "accept": false, - "reason": "FluxImg2Img cuDNN frontend error and Xlabs-trained LoRA loading fix proposal are not the same underlying bug." + "reason": "Flux img2img cuDNN frontend runtime error and Xlabs LoRA loading error are different failures." }, { "left": "issue:10315", "right": "issue:8477", "accept": false, - "reason": "CogVideo training error and distributed consistency-script error are unrelated training failures." - }, - { - "left": "issue:10866", - "right": "issue:12047", - "accept": false, - "reason": "Lumina Image 2.0 LoRA incompatibility and Wan2.2 GGUF LoRA fusion failure are different model-family issues." + "reason": "CogVideo training error and a distributed consistency-training script error are unrelated." } ] }, @@ -44176,11 +44214,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ - "issue:10231", "issue:1037", "issue:10639", + "issue:10866", "issue:11136", "issue:1141", "issue:12047", @@ -44220,7 +44258,6 @@ "issue:771", "issue:7931", "issue:8874", - "issue:8885", "issue:8939", "issue:9052", "issue:9558", @@ -44228,6 +44265,7 @@ "issue:9873" ], "soft_pairs": [ + "issue:10866|issue:12047", "issue:4236|issue:771", "issue:1407|issue:3984", "issue:4398|issue:6492", @@ -44250,181 +44288,180 @@ "issue:1537|issue:4134", "issue:1541|issue:4488", "issue:11136|issue:13079", - "issue:1974|issue:5447", - "issue:10231|issue:8885" + "issue:1974|issue:5447" ], - "prepared_review_unit_hash": "6ebdcacae71824e7bb291e9e25f334f14a002b52a213f814f692497948484cc9", + "prepared_review_unit_hash": "c24c316be13cfdf57dc16f621263e6edc230fe0ec16efe7a8eeb840ca8fc03de", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 34596, - "estimated_input_tokens": 8649, - "estimated_eval_tokens": 17554 + "serialized_chars": 33998, + "estimated_input_tokens": 8500, + "estimated_eval_tokens": 17256 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This looks like a false-positive cluster: the items span unrelated issues across tutorials, training scripts, pipeline support, model loading, and device/runtime errors. None of the soft pairs appear to be the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits this set; the items are thematically broad but not duplicate-convergent, so the cluster should be split rather than anchored to one issue.", + "summary": "This cluster does not form a true duplicate set. The items are mostly unrelated pipeline/model-specific bugs, feature requests, and training issues; the suggested soft pairs only share broad vocabulary like \u201cblack images,\u201d \u201cfrom_single_file,\u201d or \u201csupport,\u201d not the same concrete failure mode.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "None of the issues is a strong global canonical for the whole set because they address different code paths and product areas; the safest triage is no global issue canonical.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:10866", + "right": "issue:12047", + "accept": false, + "reason": "Different problems: Lumina Image 2.0 LoRA compatibility vs Wan2.2 GGUF LoRA fusing failure." + }, { "left": "issue:4236", "right": "issue:771", "accept": false, - "reason": "Both mention SD/model incompatibility, but one is an SDXL refiner registration issue and the other is a BF16+Dreambooth problem; different bugs." + "reason": "Different pipeline bugs: SDXL refiner text-encoder registration vs BF16 + Dreambooth training." }, { "left": "issue:1407", "right": "issue:3984", "accept": false, - "reason": "One is an ONNX pipeline missing feature_extractor, the other is a class_labels validation error; unrelated failure modes." + "reason": "Unrelated errors: ONNX feature_extractor regression vs class_labels requirement for class-conditioned models." }, { "left": "issue:4398", "right": "issue:6492", "accept": false, - "reason": "Both describe black images, but one is an SDXL LoRA-dreambooth pipeline and the other is generic image generation; too broad to treat as the same bug." + "reason": "Both mention black output, but one is SDXL LORA-dreambooth and the other is generic image generation; no shared code path." }, { "left": "issue:2107", "right": "issue:6815", "accept": false, - "reason": "Both involve bad low-resolution/black outputs, but one is about sub-512 image resolution glitches and the other is a tensorboard casting warning; not the same code path." + "reason": "Both involve black images, but one is low-resolution rendering artifacts and the other is tensorboard validation display casting warnings." }, { "left": "issue:2444", "right": "issue:4639", "accept": false, - "reason": "Both are training-script errors, but one is dreambooth inpaint subprocess failure and the other is SDXL instruct-pix2pix dataloader multiprocessing; different causes." + "reason": "Different training-script failures: Dreambooth inpaint script error vs multiprocessing data-loader error in a different SDXL script." }, { "left": "issue:1037", "right": "issue:1141", "accept": false, - "reason": "A community pipeline request and local-file support for custom pipelines are different feature requests." + "reason": "Different feature requests: adding a community pipeline vs adding local-file support in custom pipelines." }, { "left": "issue:10639", "right": "issue:9873", "accept": false, - "reason": "Both are model/pipeline additions, but Lumina-Image 2.0 and OmniGen are distinct model integrations." + "reason": "Different model additions: Lumina-Image 2.0 vs OmniGen; not the same pipeline or bug." }, { "left": "issue:2156", "right": "issue:2465", "accept": false, - "reason": "One reports CPU-only Dreambooth training; the other asks for a reproducible recipe. Same topic, not the same bug." + "reason": "Different topics: Dreambooth example uses CPU instead of GPU vs asking for a reproducible training recipe." }, { "left": "issue:2781", "right": "issue:5919", "accept": false, - "reason": "Distributed training _cuda_setDevice error and LoRA layer attribute error are unrelated runtime issues." + "reason": "Different distributed/LoRA issues: gloo CUDA device attribute error vs missing set_lora_layer on Linear." }, { "left": "issue:5557", "right": "issue:9729", "accept": false, - "reason": "Both mention unexpected arguments, but one is use_reentrant and the other is save_model on T5EncoderModel; different API mismatches." + "reason": "Unrelated errors: unexpected use_reentrant kwarg vs Flux LoRA save-model type error." }, { "left": "issue:7418", "right": "issue:8939", "accept": false, - "reason": "The first is a bug in a community upscale script; the second is a tokenizer loading failure for SD3. Different subsystems." + "reason": "Different failures: a bug in a community upscale LDM3D pipeline file vs tokenizer loading for SD3 medium." }, { "left": "issue:6832", "right": "issue:7931", "accept": false, - "reason": "Both involve IP-Adapter-like image handling, but one is a tuple/shape crash and the other is ControlNet inpaint with ip_adapter_image_embeds; not the same defect." + "reason": "Different IP-Adapter/ControlNet issues: tuple.shape error vs ip_adapter_image_embeds incompatibility." }, { "left": "issue:12047", "right": "issue:12329", "accept": false, - "reason": "Both concern Wan model variants, but one is LoRA fusion failing on Wan2.2 GGUF and the other is incorrect transformer version selection; separate bugs." + "reason": "Different Wan2.2 bugs: LoRA fusion failure vs single-file transformer loading as Wan2.1." }, { "left": "issue:5520", "right": "issue:7591", "accept": false, - "reason": "Both mention HeaderTooLarge, but one is generic deserialization and the other is from_single_file with local_files_only; not enough to merge." + "reason": "Both mention HeaderTooLarge, but one is deserialization generally and the other is local_files_only on from_single_file; insufficient evidence of same bug." }, { "left": "issue:5619", "right": "issue:9558", "accept": false, - "reason": "Both end up with black images, but one is an AutoencodeTiny LCM img2img encode bug and the other is tensorboard validation display; different failure points." + "reason": "Different black-image contexts: LCM img2img AutoencodeTiny failure vs tensorboard validation display." }, { "left": "issue:8874", "right": "issue:9052", "accept": false, - "reason": "Both are from_single_file checkpoint-loading problems, but one is a PyTorch unpickling/weights-only failure and the other is civit checkpoint compatibility; likely different root causes." + "reason": "Related single-file loading topic, but one is CKPT weights-only unpickling failure and the other is failures on certain Civitai checkpoints; likely different root causes." }, { "left": "issue:6870", "right": "issue:7492", "accept": false, - "reason": "One is missing enable_vae_tiling on img2img/inpaint, the other is a repository lookup failure for a T2I adapter URL; unrelated." + "reason": "Different problems: missing enable_vae_tiling in SD img2img/inpaint vs model repository not found for t2iadapter." }, { "left": "issue:3182", "right": "issue:3420", "accept": false, - "reason": "Both are pipeline incompatibilities, but one is CPU offload with a custom LPW pipeline and the other is a ControlNet inpaint pipeline vs diffusion pipeline mismatch." + "reason": "Both are custom/community pipeline issues, but one is CPU offload incompatibility and the other is a ControlNet inpaint pipeline mismatch." }, { "left": "issue:6230", "right": "issue:6791", "accept": false, - "reason": "Both are SDXL training script problems, but one is CUDA OOM and the other is a script that cannot run at all; not the same bug." + "reason": "Different training script failures: CUDA OOM in text-to-image SDXL training vs cannot run the same script at all." }, { "left": "issue:1537", "right": "issue:4134", "accept": false, - "reason": "Apple MPS scheduler behavior and ControlNet tensor-size mismatch are different device/model issues." + "reason": "Both mention MPS, but one is scheduler support on Apple MPS and the other is a ControlNet tensor-shape mismatch on M1 Max." }, { "left": "issue:1541", "right": "issue:4488", "accept": false, - "reason": "Dreambooth CKPT model-type detection and SDXL checkpoint loading without pipeline_class are separate loading problems." + "reason": "Different loading failures: Dreambooth cannot determine model type from CKPT vs SDXL checkpoint loading without pipeline_class." }, { "left": "issue:11136", "right": "issue:13079", "accept": false, - "reason": "A SanaSprint timestep limitation and a FLUX.2-klein CUDA OOM loop issue are unrelated." + "reason": "Different resource/feature issues: SanaSprintPipeline timestep support vs FLUX.2-klein CUDA OOM in a loop." }, { "left": "issue:1974", "right": "issue:5447", "accept": false, - "reason": "Euler generator-list reproducibility and SDXL img2img denoising_start with 2nd-order schedulers do not describe the same bug." - }, - { - "left": "issue:10231", - "right": "issue:8885", - "accept": false, - "reason": "Ubuntu tutorial ImportError and custom diffusion dependency/token loading issues are unrelated." + "reason": "Different scheduler bugs: Euler reproducibility with generator lists vs SDXL img2img denoising_start on second-order schedulers." } ] }, @@ -44446,8 +44483,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ + "issue:10231", "issue:10281", "issue:1049", "issue:11088", @@ -44473,12 +44511,10 @@ "issue:457", "issue:4892", "issue:4974", - "issue:5004", "issue:5475", "issue:5605", "issue:5628", "issue:5873", - "issue:6093", "issue:6232", "issue:660", "issue:6928", @@ -44488,7 +44524,7 @@ "issue:7168", "issue:7752", "issue:7882", - "issue:7978", + "issue:8885", "issue:9161", "issue:9186", "issue:9227", @@ -44498,6 +44534,7 @@ "issue:9942" ], "soft_pairs": [ + "issue:10231|issue:8885", "issue:3740|issue:4213", "issue:11088|issue:12047", "issue:1049|issue:2747", @@ -44520,188 +44557,180 @@ "issue:7080|issue:7142", "issue:9576|issue:9673", "issue:5628|issue:6232", - "issue:2785|issue:6928", - "issue:5004|issue:6093", - "issue:4213|issue:7978" + "issue:2785|issue:6928" ], - "prepared_review_unit_hash": "d4d00419f278de49a4dcd454632bdf42324014cc7629a2f11e126c85abf90376", + "prepared_review_unit_hash": "6fc31cbb82642ca849d6d5d5f8d93b73c095d109ef5fc49c05ace673abddbb12", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 25, - "serialized_chars": 34416, - "estimated_input_tokens": 8604, - "estimated_eval_tokens": 17464 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33613, + "estimated_input_tokens": 8404, + "estimated_eval_tokens": 17064 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a noisy mix of unrelated feature requests, docs issues, training bugs, model-support requests, and runtime errors; none of the soft pairs look like true duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "No suitable canonical issue: the items span unrelated topics, so there is no single issue that represents the whole cluster.", + "summary": "This cluster is not a true duplicate set: the items span unrelated bugs, feature requests, docs, and pipeline/model-specific issues. The soft pairs only share superficial wording (e.g., \"support\", \"pipeline\", \"load\", \"convert\") and do not point to the same underlying defect or change.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: the cluster is too heterogeneous for one issue to serve as a meaningful duplicate target.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:10231", + "right": "issue:8885", + "accept": false, + "reason": "Different problems: tutorial import error on Ubuntu vs custom pipeline local-file/modifier-token install/load issues." + }, { "left": "issue:3740", "right": "issue:4213", "accept": false, - "reason": "Both mention conversion/loading paths, but one is legacy attention conversion with accelerate device_map and the other is SD-XL from_single_file without accelerate; different bugs." + "reason": "Both are loading/conversion-related, but one is legacy attention conversion with accelerate device_map, the other is SDXL from_single_file without accelerate." }, { "left": "issue:11088", "right": "issue:12047", "accept": false, - "reason": "Both involve Wan/GGUF, but one is a transformer load error and the other is LoRA fusion failing; not the same code path or fix." + "reason": "Different model paths and failures: wan2.1 GGUF load error vs Wan2.2 GGUF LoRA fusion failure." }, { "left": "issue:1049", "right": "issue:2747", "accept": false, - "reason": "These are both doc-related, but they request different documentation updates and are not duplicates of the same missing docs item." + "reason": "Docs issues only; one is a specific Euler scheduler docs update, the other is a vague generic docs request." }, { "left": "issue:1141", "right": "issue:5605", "accept": false, - "reason": "Local-file support in custom pipelines is unrelated to per-image caption support for SDXL DreamBooth." + "reason": "Custom pipeline local-file support is unrelated to SDXL Dreambooth per-image caption support." }, { "left": "issue:1614", "right": "issue:4321", "accept": false, - "reason": "Both report bad images, but one is MPS/autocast black output in SD 2.1 and the other is DirectML FP16 ONNX black images; different backends and failures." + "reason": "Both produce bad images, but on different backends and symptoms: autocast black images vs DirectML FP16 black images in ONNX." }, { "left": "issue:4002", "right": "issue:7882", "accept": false, - "reason": "Both mention missing from_single_file support, but they target different pipelines and model types, so they are not the same feature request." + "reason": "Both are missing from_single_file, but for different pipelines (StableDiffusionInpaintPipeline vs t2i-adapter pipeline)." }, { "left": "issue:5873", "right": "issue:7053", "accept": false, - "reason": "ONNX export of scaled_dot_product_attention is a conversion/export issue, while UNet3DConditionModel class conditioning is a model API bug." + "reason": "Unrelated: ONNX export failure for scaled_dot_product_attention vs UNet3DConditionModel class-conditioning bug." }, { "left": "issue:12547", "right": "issue:12574", "accept": false, - "reason": "One is a Dreambooth Flux Kontext training CLI argument requirement, the other is WanVideoToVideoPipeline control-argument handling; distinct bugs." + "reason": "Both mention training scripts, but one is a missing CLI arg for Dreambooth Flux I2I while the other is a pipeline bug in WanVideoToVideoPipeline/VACE control args." }, { "left": "issue:7168", "right": "issue:9448", "accept": false, - "reason": "Both involve IP-Adapter tensor handling, but one is about obtaining correct embeddings and the other is a tuple-shape error in ControlNet inpaint; not the same report." + "reason": "Both involve adapter image tensors, but the actual failures differ: getting 4D IP-Adapter embeds vs tuple.shape AttributeError in ControlNet inpaint pipeline." }, { "left": "issue:4892", "right": "issue:5475", "accept": false, - "reason": "TokenFlow video editing and LaVie video generation are different pipeline requests with different goals and implementations." + "reason": "Different video-generation features: TokenFlow pipeline vs LaVie pipeline proposal." }, { "left": "issue:9161", "right": "issue:9227", "accept": false, - "reason": "Both are about train_dreambooth_lora_flux.py, but one reports distributed bugs generally and the other is a specific FLUX.1-dev model run failure." + "reason": "Both are Flux training issues, but one is distributed bugs in the script and the other is a model-specific FLUX.1-dev run problem." }, { "left": "issue:1730", "right": "issue:7752", "accept": false, - "reason": "Converting Dreambooth safetensors to CKPT is unrelated to the question about num_class-images during stable diffusion training." + "reason": "Completely different topics: model conversion to CKPT/webui compatibility vs a training hyperparameter question." }, { "left": "issue:10281", "right": "issue:11135", "accept": false, - "reason": "FreeScale scheduler support and the SmoothCache new pipeline request are unrelated diffusion features." + "reason": "Both are feature requests, but FreeScale scheduler and SmoothCache new pipeline are unrelated changes." }, { "left": "issue:12722", "right": "issue:13079", "accept": false, - "reason": "Kaggle Qwen-image usage and FLUX.2-klein CUDA OOM are different models and different failure modes." + "reason": "Different user scenarios: Kaggle GPU usage question vs FLUX.2-klein loop-induced CUDA OOM." }, { "left": "issue:3045", "right": "issue:4974", "accept": false, - "reason": "Both are about converting safetensors, but one is LoRA-to-diffusers conversion and the other is generic model conversion; not the same issue." + "reason": "Both are about LoRA/model conversion, but one is converting safetensors to diffusers and the other is converting a safetensor model generally; not the same concrete request." }, { "left": "issue:7882", "right": "issue:9186", "accept": false, - "reason": "Missing from_single_file for t2i-adapter is a support request, while differential diffusion with ControlNet is a different pipeline feature request." + "reason": "Both mention adapters, but one is missing from_single_file for T2I Adapter while the other is a Differential Diffusion + ControlNet pipeline feature request." }, { "left": "issue:457", "right": "issue:660", "accept": false, - "reason": "Both target MPS, but one is blue artifacts and the other is fp16 revision/dtype loading; different problems." + "reason": "Different MPS bugs: blue artifacts on MPS vs fp16/revision loading on M1." }, { "left": "issue:11978", "right": "issue:13232", "accept": false, - "reason": "Bria 3.2 pipeline support and LTX-2.3 support are separate model integration requests." + "reason": "A new Bria 3.2 pipeline request is unrelated to LTX-2.3 support." }, { "left": "issue:12149", "right": "issue:9942", "accept": false, - "reason": "Both are packaging/version complaints, but one says pip diffusers 0.34.0 does not match source and the other is inability to install diffusers>=0.32.0dev; not duplicates." + "reason": "Both are installation/version complaints, but one is a source-vs-pip alignment issue for diffusers 0.34.0 and the other is inability to install diffusers>=0.32.0dev." }, { "left": "issue:7080", "right": "issue:7142", "accept": false, - "reason": "ControlNet training inference output mismatch and SDXL-lightning inference mismatch with webui are different comparison bugs." + "reason": "Different inference/training mismatches: SDXL control net training vs wandb output drift, not the same bug." }, { "left": "issue:9576", "right": "issue:9673", "accept": false, - "reason": "Passing use_safetensors to submodules on load and high CPU when loading multiple LoRAs are unrelated loading bugs." + "reason": "Both are loading-related, but one is use_safetensors propagation to submodules and the other is high CPU usage when loading multiple LoRAs." }, { "left": "issue:5628", "right": "issue:6232", "accept": false, - "reason": "LMS scheduler Karras sigma offset and DPMSolverSinglestepScheduler add_noise failure are separate scheduler-specific bugs." + "reason": "Both touch schedulers, but LMS Karras denoising offset and DPMSolverSinglestep add_noise failures are different code paths." }, { "left": "issue:2785", "right": "issue:6928", "accept": false, - "reason": "M1/M2 text-to-video support is unrelated to disabling depthmap colorization in the Marigold pipeline." - }, - { - "left": "issue:5004", - "right": "issue:6093", - "accept": false, - "reason": "SDXL Dreambooth resume-at-fp16 training and push_to_hub behavior in a consistency-model LoRA script are unrelated training issues." - }, - { - "left": "issue:4213", - "right": "issue:7978", - "accept": false, - "reason": "from_single_file without accelerate and a torchvision::nms install/runtime error are completely different failures." + "reason": "Both are pipeline-related feature requests, but M1/M2 support for text-to-video is unrelated to disabling depthmap colorization in Marigold." } ] }, @@ -44723,19 +44752,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:1037", "issue:10447", - "issue:10550", - "issue:10594", "issue:10650", "issue:1125", "issue:12396", "issue:12459", "issue:12533", "issue:12536", - "issue:1434", "issue:1811", "issue:1931", "issue:2107", @@ -44744,24 +44770,27 @@ "issue:3182", "issue:4104", "issue:4185", + "issue:4213", "issue:4368", "issue:4402", "issue:4476", "issue:4605", "issue:4726", "issue:4806", - "issue:5215", + "issue:5004", "issue:5399", "issue:5509", "issue:5630", "issue:5719", "issue:5897", + "issue:6093", "issue:6164", "issue:6362", "issue:7003", "issue:7267", "issue:7354", "issue:7660", + "issue:7978", "issue:8464", "issue:8729", "issue:8792", @@ -44775,6 +44804,8 @@ "issue:9856" ], "soft_pairs": [ + "issue:5004|issue:6093", + "issue:4213|issue:7978", "issue:5630|issue:8792", "issue:2107|issue:4104", "issue:4402|issue:8900", @@ -44796,192 +44827,187 @@ "issue:4185|issue:4476", "issue:1931|issue:6164", "issue:7354|issue:7660", - "issue:12533|issue:12536", - "issue:10550|issue:10594", - "issue:1434|issue:5215" + "issue:12533|issue:12536" ], - "prepared_review_unit_hash": "397b5c2b4b5662c734651142296b856d881e407c875590851799c93f9607e703", + "prepared_review_unit_hash": "42fa3f7d422c1aab0d9da6be5bf96c5db6cffe1fa11209d8744535fc0b4de5ab", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34685, - "estimated_input_tokens": 8672, - "estimated_eval_tokens": 17600 + "serialized_chars": 34613, + "estimated_input_tokens": 8654, + "estimated_eval_tokens": 17564 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft pair is a clear duplicate: the two issues about preferring .safetensors/.bin weights when both exist. The rest are topic-adjacent at best but describe different pipelines, symptoms, or code paths.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 1811 is the cleaner canonical because it states the exact file-selection bug in `from_pretrained` and is phrased as the underlying behavior to fix; 5719 is the same bug from the LoRA-loading path and is narrower.", + "summary": "The set is heterogeneous: pipeline feature requests, model-loading issues, training bugs, distributed/context-parallelism errors, and unrelated runtime failures. None of the soft pairs look like the same underlying bug or change, so all candidate duplicate links should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue is safe: the items span unrelated subsystems and failure modes. If one must be chosen as the closest anchor, issue 12533 is the most concrete and broadly scoped around context-parallelism/offload interactions, but it is not a true duplicate hub for the whole set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 1811 is the best representative overall: specific, actionable, and clearly about a single loader bug rather than a broad symptom report.", + "best_issue_reason": "Issue 12533 is the strongest umbrella-style issue among the nearby context-parallelism reports because it names the concrete hook/offload conflict and has the most general framing. Even so, the cluster overall is not cohesive enough to justify merging the others into it.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:5004", + "right": "issue:6093", + "accept": false, + "reason": "Different training-script problems: fp16 resume checkpointing vs push_to_hub repo creation behavior." + }, + { + "left": "issue:4213", + "right": "issue:7978", + "accept": false, + "reason": "Unrelated issues: from_single_file with SDXL/accelerate versus a torchvision nms runtime dependency error." + }, { "left": "issue:5630", "right": "issue:8792", "accept": false, - "reason": "Both involve SDXL image quality, but one is about LMS scheduler leftovers in img2img and the other is a general migration-quality complaint; not the same concrete bug." + "reason": "Both concern image quality, but they describe different situations and likely different causes: SDXL img2img scheduler leftovers vs migration quality degradation." }, { "left": "issue:2107", "right": "issue:4104", "accept": false, - "reason": "Both mention black/glitchy images, but 2107 is resolution-specific while 4104 is tied to an invalid-cast warning; likely different failure modes." + "reason": "Both mention black/glitchy outputs, but one is low-resolution image artifacts and the other is a cast warning leading to black output; not clearly the same bug." }, { "left": "issue:4402", "right": "issue:8900", "accept": false, - "reason": "Both use `from_single_file`, but they concern different SDXL models and different loading problems; not one shared bug." + "reason": "Both are from_single_file loading problems, but one is SDXL inpaint misuse and the other is loading an SDXL refiner file; too different in code path and symptom." }, { "left": "issue:12459", "right": "issue:9717", "accept": false, - "reason": "Throughput in batch inference and a docker image launch error are unrelated." + "reason": "Different contexts: FLUX batch throughput issue versus a docker image runtime error." }, { "left": "issue:4726", "right": "issue:4806", "accept": false, - "reason": "Both are type-related API issues, but they affect different symbols and likely different fixes." + "reason": "Type-related issues, but one is StableDiffusionPipeline callback typing and the other is UNet2DModel parameter typing; not the same defect." }, { "left": "issue:5897", "right": "issue:8826", "accept": false, - "reason": "LoRA training device-mismatch and an empty-list `torch.cat` error are distinct runtime problems." + "reason": "Different failure modes: device placement mismatch during LoRA training versus an empty tensor list in cat()." }, { "left": "issue:10650", "right": "issue:7003", "accept": false, - "reason": "Both are shape mismatch errors, but they occur on different models/pipelines and point to different expected tensor layouts." + "reason": "Both are shape errors, but for different models/pipelines and incompatible tensor dimensions; not the same underlying bug." }, { "left": "issue:8464", "right": "issue:9637", "accept": false, - "reason": "CPU offload plus seed handling is unrelated to xFormers attention-mask/bfloat shape constraints." + "reason": "Both involve runtime/distributed-style failures, but one is SEGA cpu-offload seeding and the other is XFormers attention-mask/bfloat16 sequence-length constraints." }, { "left": "issue:10447", "right": "issue:7267", "accept": false, - "reason": "A conversion script splitting UNet weights is unrelated to broken local data loading in a training script." + "reason": "Both are data-loading/script issues, but one is a converter splitting UNet weights and the other is broken local data loading in train_controlnet.py." }, { "left": "issue:6362", "right": "issue:9523", "accept": false, - "reason": "Both mention dataset mapping, but one is an OOM during fine-tuning and the other is an error in specific controlnet training scripts; too broad to be the same bug." + "reason": "Both mention training/mapping, but one is SDXL fine-tuning OOM during dataset mapping and the other is controlnet training mapping errors across sd3/sdxl/flux." }, { "left": "issue:2673", "right": "issue:3182", "accept": false, - "reason": "Upscale pipeline config/image input errors are unrelated to custom pipeline CPU offload incompatibility." + "reason": "Inpaint/upscale pipeline error versus a custom LPW pipeline failing with cpu offload; different pipeline implementations and failure points." }, { "left": "issue:4368", "right": "issue:8729", "accept": false, - "reason": "LoRA training OOM and an unexpected validation image in a controlnet training script are different issues." + "reason": "LoRA training OOM and unexpected validation image generation in controlnet training are unrelated symptoms." }, { "left": "issue:12396", "right": "issue:9856", "accept": false, - "reason": "Adapter deletion/leaf-level errors are unrelated to distributed port conflicts." + "reason": "Adapter deletion with leaf_level versus distributed port-in-use startup failure; unrelated subsystems." }, { "left": "issue:5399", "right": "issue:5509", "accept": false, - "reason": "A dtype mismatch in custom inpainting is not the same as image batch-size validation for numpy/cv2 inputs." + "reason": "Both are inference-time errors, but one is dtype mismatch in custom inpainting and the other is image/prompt batch-size handling." }, { "left": "issue:1037", "right": "issue:2838", "accept": false, - "reason": "A request to add a pipeline and a request to support a controlnet pipeline without control are not duplicates." + "reason": "Community pipeline request versus a controlnet pipeline feature/request issue; not the same bug." }, { "left": "issue:1125", "right": "issue:4605", "accept": false, - "reason": "Both mention inpaint-related errors, but the pipelines and reported failures differ; not enough evidence of one shared bug." + "reason": "Different inpainting-related problems: a Stable Diffusion Mega pipeline runtime error versus a long-prompt-weighting inpaint model error." }, { "left": "issue:8839", "right": "issue:9767", "accept": false, - "reason": "LoRA weight errors on SD3 and a cuDNN frontend error on Flux Img2Img are unrelated." + "reason": "Both involve LoRA on newer model families, but one is an SD3 weight error and the other is a FluxImg2Img cuDNN frontend failure." }, { "left": "issue:1811", "right": "issue:5719", - "accept": true, - "reason": "Both report the same loader-selection bug: when both `.bin` and `.safetensors` are present, the code should prefer one instead of treating them as multiple files." + "accept": false, + "reason": "Both concern load-order behavior for weights, but one is generic from_pretrained file selection and the other is LoRA weight file discovery order." }, { "left": "issue:4185", "right": "issue:4476", "accept": false, - "reason": "Both touch SDXL ControlNet, but one is about black images at inference and the other about unexpected results on a training dataset; different bugs." + "reason": "Both involve controlnet/SDXL image quality, but one is black images after rebasing and the other is failed expected results on fill50k; different manifestations and likely causes." }, { "left": "issue:1931", "right": "issue:6164", "accept": false, - "reason": "Float16 dtype handling and latent output-type handling are separate pipeline behaviors." + "reason": "Both are dtype/output-type issues, but one is float16 vs float mismatch in SD2 and the other is latent output handling in StableDiffusionPipeline." }, { "left": "issue:7354", "right": "issue:7660", "accept": false, - "reason": "Scheduler compatibility with DDPMPipeline is unrelated to a trace example failure." + "reason": "DDPMPipeline scheduler compatibility and trace example failure are unrelated." }, { "left": "issue:12533", "right": "issue:12536", "accept": false, - "reason": "Both involve context parallelism, but one is a hook conflict with CPU offload and the other is a mesh-size divisibility assertion; different code paths." - }, - { - "left": "issue:10550", - "right": "issue:10594", - "accept": false, - "reason": "Loading LoRA into a quantized base model and using multiple controls with LoRA on FLUX are different problems." - }, - { - "left": "issue:1434", - "right": "issue:5215", - "accept": false, - "reason": "Upscale OOM at larger resolutions and brightness shifts for dark images are unrelated symptoms." + "reason": "Both mention context parallelism, but one is a hooks conflict with CPU offload while the other is a tensor-size divisibility assertion in WanImageToVideoPipeline; not the same code-path problem." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and the soft-edge calls are conservative. The only accepted pair, 1811/5719, is reasonably supported as the same loader-selection bug, while the rest are plausibly different bugs/code paths based on the titles and metadata provided." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -44996,10 +45022,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10026", "issue:10287", + "issue:10550", + "issue:10594", "issue:10804", "issue:10952", "issue:11024", @@ -45010,6 +45038,7 @@ "issue:12299", "issue:12529", "issue:13162", + "issue:1434", "issue:1544", "issue:1925", "issue:202", @@ -45027,6 +45056,7 @@ "issue:4488", "issue:4801", "issue:4840", + "issue:5215", "issue:5344", "issue:5545", "issue:5577", @@ -45037,16 +45067,14 @@ "issue:7057", "issue:7210", "issue:7441", - "issue:7690", "issue:7985", "issue:861", - "issue:8873", "issue:9089", - "issue:9164", - "issue:9576", - "issue:9804" + "issue:9164" ], "soft_pairs": [ + "issue:10550|issue:10594", + "issue:1434|issue:5215", "issue:1925|issue:2036", "issue:202|issue:4001", "issue:2068|issue:4488", @@ -45068,182 +45096,180 @@ "issue:2462|issue:4080", "issue:5344|issue:9089", "issue:6894|issue:9164", - "issue:10287|issue:11024", - "issue:7690|issue:9804", - "issue:8873|issue:9576" + "issue:10287|issue:11024" ], - "prepared_review_unit_hash": "ce107ad420b6e6857d0967ab40dd6ae86d63c3ca535c01bff77bbdf66914afe2", + "prepared_review_unit_hash": "e4742c8548f5d09559756cad74452b722d63f004c7f06e4ace471cf3b57992bc", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33274, - "estimated_input_tokens": 8319, - "estimated_eval_tokens": 16894 + "serialized_chars": 33320, + "estimated_input_tokens": 8330, + "estimated_eval_tokens": 16916 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated docs, training, loading, ControlNet, LoRA, scheduler, and compile/memory issues across different model families. None of the soft pairs look like the same underlying bug or change.", + "summary": "This cluster is noisy and heterogeneous: it mixes unrelated reports about LoRA loading, ControlNet, VAE/memory, compilation, docs, tests, and example scripts. None of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", "confidence": 0.96, - "canonical_issue_reason": "No strong canonical issue exists because the cluster is not cohesive. If forced to pick one, #10287 is the broadest, but it is too vague to represent the others as a true duplicate anchor.", + "canonical_issue_reason": "No single canonical issue: the items span distinct bug reports and requests with different models, pipelines, and failure modes.", "canonical_pr_reason": null, - "best_issue_reason": "#10287 is the most generic/broad item in the set, but it is still a weak representative because the rest of the cluster spans many unrelated failures.", + "best_issue_reason": "If forced to pick one representative issue, issue:10550 is the most concrete and well-scoped, but it is not a true duplicate target for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:10550", + "right": "issue:10594", + "accept": false, + "reason": "Both mention LoRA, but one is quantized-base loading and the other is multi-Control FLUX usage; different failure paths." + }, + { + "left": "issue:1434", + "right": "issue:5215", + "accept": false, + "reason": "Both are about upscale pipelines, but one is OOM while the other is output brightness drift; different bugs." + }, { "left": "issue:1925", "right": "issue:2036", "accept": false, - "reason": "Both mention model loading problems, but one is SD2 inpainting half-precision behavior and the other is a stable-diffusion-v1-4 OSError; different failures and code paths." + "reason": "Different models and symptoms: half-precision in SD2 inpainting vs an OSError loading SD v1-4." }, { "left": "issue:202", "right": "issue:4001", "accept": false, - "reason": "A test request for unet_blocks is unrelated to a README/demo documentation update." + "reason": "These are unrelated repository maintenance tasks: a test addition vs a README demo link." }, { "left": "issue:2068", "right": "issue:4488", "accept": false, - "reason": "Different bugs: dtype conversion in from_pretrained vs SDXL checkpoint loading without pipeline_class." + "reason": "One is dtype conversion in from_pretrained; the other is SDXL checkpoint loading via from_original_stable_diffusion_ckpt." }, { "left": "issue:3595", "right": "issue:4186", "accept": false, - "reason": "convert-from-ckpt failure is not the same as SDXL inpaint/refiner behavior." + "reason": "Both involve loading/inpainting wording, but one is from_ckpt conversion and the other is SDXL inpaint with refiner behavior." }, { "left": "issue:4265", "right": "issue:6823", "accept": false, - "reason": "One is a specific import error for StableDiffusionXLControlNetPipeline; the other is a general 'cannot use controlnet' report." + "reason": "Import error for a specific SDXL ControlNet pipeline is not the same as a general 'cannot use controlnet' report." }, { "left": "issue:4453", "right": "issue:861", "accept": false, - "reason": "LoRA conversion for SDXL/A1111 is different from generic ckpt-to-diffusers conversion." + "reason": "LoRA export/conversion for SDXL is unrelated to generic ckpt-to-diffusers conversion." }, { "left": "issue:5783", "right": "issue:6234", "accept": false, - "reason": "EMA training behavior and a generic example issue are not the same bug." + "reason": "Both reference train_text_to_image_sdxl.py, but one is EMA behavior and the other is a broader example-script issue." }, { "left": "issue:7057", "right": "issue:7441", "accept": false, - "reason": "Model checkpoint loading failure vs pytest failing on Python 3.12 are unrelated." + "reason": "A model checkpoint loading problem is not the same as pytest failing on Python 3.12." }, { "left": "issue:1544", "right": "issue:2234", "accept": false, - "reason": "Missing get_velocity on DDPMScheduler is a scheduler API issue; xformers finetuning is a separate performance/training problem." + "reason": "Scheduler API absence and xformers finetuning failure are distinct training-time issues." }, { "left": "issue:10026", "right": "issue:12082", "accept": false, - "reason": "Both are GPU-memory-related, but one is Flux ControlNet + DeepSpeed training and the other is Wan VAE memory after compile; different stacks." + "reason": "Different domains: Flux ControlNet multi-GPU memory scaling vs WAN VAE memory after compile." }, { "left": "issue:11651", "right": "issue:13162", "accept": false, - "reason": "Both involve Flux LoRA support, but one is loading flux-fill-lora with FluxControl while the other is a request for Flux.2-klein-4b support; not the same concrete bug." + "reason": "Both mention FLUX/LoRA, but one is loading flux-fill-lora through FluxControl and the other is support for a different FLUX.2 model." }, { "left": "issue:12299", "right": "issue:12529", "accept": false, - "reason": "Different models and errors: SD3 tensor mismatch with negative prompt embeddings vs Wan2.2 tiled VAE size mismatch." + "reason": "Both are tensor-size mismatches, but they affect different models and different code paths (SD3 embeddings vs Wan2.2 tiled VAE)." }, { "left": "issue:5545", "right": "issue:5577", "accept": false, - "reason": "StableDiffusionInpaintPipeline issue and ControlNetModel.from_single_file KeyError are distinct loading paths." + "reason": "InpaintPipeline usage problem and ControlNet single-file key mismatch are unrelated failures." }, { "left": "issue:4840", "right": "issue:7985", "accept": false, - "reason": "FlaxAutoencoderKL checkpoint loading and IPAdapter torch.compile incompatibility are unrelated." + "reason": "Flax checkpoint loading and torch.compile compatibility are separate backend/runtime issues." }, { "left": "issue:3886", "right": "issue:4801", "accept": false, - "reason": "A distributed watchdog timeout is not the same as a mixed-precision example bug." + "reason": "DDP collective timeout during unconditional training is not the same as a mixed-precision example bug." }, { "left": "issue:10804", "right": "issue:10952", "accept": false, - "reason": "Both are LoRA-loading related, but they fail in different pipelines with different adapter-name behavior; not clearly the same bug." + "reason": "Both involve LoRA loading, but one is a FLUX1.dev ComfyUI-compatible LoRA failure and the other is an adapter-name mismatch in SDXL long-prompt weighting." }, { "left": "issue:5545", "right": "issue:7210", "accept": false, - "reason": "Inpaint pipeline trouble and missing named_parameters on StableDiffusionXLPipeline are separate issues." + "reason": "General inpaint pipeline problems and an accelerate dispatch attribute error are different issues." }, { "left": "issue:11687", "right": "issue:11700", "accept": false, - "reason": "One is a docs request for adding Pruna; the other is implementation work for loading through from_pretrained/pipeline." + "reason": "These are adjacent feature requests for Pruna, but one is docs-only and the other is implementation integration." }, { "left": "issue:2462", "right": "issue:4080", "accept": false, - "reason": "IterableDataset training support and adding an SDXL inpainting pipeline are unrelated changes." + "reason": "IterableDataset finetuning support and adding an SDXL inpainting pipeline are unrelated requests." }, { "left": "issue:5344", "right": "issue:9089", "accept": false, - "reason": "Missing omegaconf dependency and missing FluxPipeline symbol are different problems." + "reason": "Missing dependency omegaconf and missing FluxPipeline class are different setup/library problems." }, { "left": "issue:6894", "right": "issue:9164", "accept": false, - "reason": "Both are training-example LoRA complaints, but they target different models and symptoms, so they are not the same underlying bug." + "reason": "Both concern LoRA/model usage, but one is an A1111 incompatibility regression and the other is training convergence of a Flux example." }, { "left": "issue:10287", "right": "issue:11024", "accept": false, - "reason": "A generic docs issue is unrelated to the SiglipImageProcessor .to() method bug." - }, - { - "left": "issue:7690", - "right": "issue:9804", - "accept": false, - "reason": "Tokenizer loading failure for SDXL base and local SDXL ControlNet loading failure are different code paths." - }, - { - "left": "issue:8873", - "right": "issue:9576", - "accept": false, - "reason": "xformers runtime slowdown and use_safetensors not propagating to submodules are unrelated." + "reason": "A documentation example issue is not the same as a SiglipImageProcessor .to() API bug in SD3IPAdapterMixin." } ] }, @@ -45265,7 +45291,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:1061", "issue:10722", @@ -45279,12 +45305,9 @@ "issue:2052", "issue:2161", "issue:2163", - "issue:228", "issue:2577", "issue:2674", "issue:2774", - "issue:2880", - "issue:3064", "issue:381", "issue:3871", "issue:3948", @@ -45295,7 +45318,6 @@ "issue:5043", "issue:5465", "issue:5575", - "issue:5606", "issue:5607", "issue:5670", "issue:579", @@ -45303,20 +45325,26 @@ "issue:6130", "issue:6196", "issue:7592", + "issue:7690", "issue:7782", "issue:7793", "issue:8469", "issue:8493", "issue:8667", "issue:8828", + "issue:8873", "issue:8874", "issue:8950", "issue:9410", + "issue:9576", "issue:9611", "issue:9767", + "issue:9804", "issue:9895" ], "soft_pairs": [ + "issue:7690|issue:9804", + "issue:8873|issue:9576", "issue:9611|issue:9895", "issue:2161|issue:5575", "issue:8828|issue:8950", @@ -45338,182 +45366,180 @@ "issue:10863|issue:8493", "issue:1061|issue:1475", "issue:1867|issue:5465", - "issue:1949|issue:2163", - "issue:228|issue:2880", - "issue:3064|issue:5606" + "issue:1949|issue:2163" ], - "prepared_review_unit_hash": "06af1b7014c88312b5554e7984df0172577f1794b48808e9362914996898dd3c", + "prepared_review_unit_hash": "44f5a46d58e762808147c425f0a004f06cdb6941077cc07fec4e8383dd28a255", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33945, - "estimated_input_tokens": 8487, - "estimated_eval_tokens": 17230 + "serialized_chars": 34082, + "estimated_input_tokens": 8521, + "estimated_eval_tokens": 17298 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated diffusers bugs and feature requests across training, loading, inference, and notebooks. None of the soft pairs look like true duplicates; they mostly share only a subsystem name or a generic error pattern.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue stands out because the items are not one underlying bug; they span distinct models, pipelines, and failure modes.", + "summary": "These are mostly superficial text-similarity matches; the paired issues concern different pipelines, models, or failure modes, so they should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 10722 is the most concrete standalone bug report in the set: it has a specific runtime error, clear training context, and enough detail to be actionable.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:7690", + "right": "issue:9804", + "accept": false, + "reason": "Both are loading-related, but one is a tokenizer load failure and the other is local ControlNet SDXL loading; different code paths and bugs." + }, + { + "left": "issue:8873", + "right": "issue:9576", + "accept": false, + "reason": "One is an xformers performance complaint, the other is a safetensors flag propagation bug; unrelated issues." + }, { "left": "issue:9611", "right": "issue:9895", "accept": false, - "reason": "Both are Flux-related, but one is an image batching error and the other is a device-placement regression after a commit; different code paths." + "reason": "Both involve Flux, but one is image batching and the other is a device-placement regression from a specific commit; not the same bug." }, { "left": "issue:2161", "right": "issue:5575", "accept": false, - "reason": "Both mention LoRA training, but one is about inpainting-model support and the other is about hidden-size configuration for a layer." + "reason": "Both mention LoRA, but one is inpainting-model training and the other is a hidden-size configuration question." }, { "left": "issue:8828", "right": "issue:8950", "accept": false, - "reason": "Both involve SD3 training, but one is a generic 16GB training error and the other is a LoRA training bug; not the same failure." + "reason": "Both are SD3 training reports, but one is a general 16GB training error and the other is a specific SD3 LoRA training bug." }, { "left": "issue:10722", "right": "issue:5607", "accept": false, - "reason": "Both are tensor-size mismatch errors, but the shapes and training scenarios differ, so they do not clearly point to one underlying bug." + "reason": "Both are tensor size mismatch errors, but they occur in different training scripts and describe different shape failures." }, { "left": "issue:1534", "right": "issue:381", "accept": false, - "reason": "One is a DreamBooth notebook error and the other is a custom inference pipeline notebook issue; unrelated notebook paths." + "reason": "Both refer to notebooks, but one is a DreamBooth notebook error and the other is an inference-pipeline notebook section error." }, { "left": "issue:2774", "right": "issue:579", "accept": false, - "reason": "ControlNet safetensors conversion and missing config.json in textual inversion are different loading problems." + "reason": "One is ControlNet safetensors conversion, the other is a missing config.json in textual inversion; different failure modes." }, { "left": "issue:5043", "right": "issue:5925", "accept": false, - "reason": "These are separate feature requests: adding LoRA finetuning for Wuerstchen vs adding ZipLora support." + "reason": "Both are LoRA-related feature requests, but one asks to add finetuning and the other adds multi-LoRA inference support." }, { "left": "issue:5670", "right": "issue:8667", "accept": false, - "reason": "Both mention non-square image handling, but they target different pipelines/models and likely different shape assumptions." + "reason": "Different pipelines and different bugs: PixArtAlpha non-square generation versus SD3ControlNet tensor mismatch on non-power-of-two images." }, { "left": "issue:11046", "right": "issue:8469", "accept": false, - "reason": "One is a complex Flux pipeline composition request/error, the other is corrupted faces from a specific IP-Adapter model; not the same bug." + "reason": "Both involve IP-Adapter-related generation, but one is a Flux controlnet/inpainting pipeline request and the other is a corrupt-face output bug on SD15." }, { "left": "issue:3948", "right": "issue:4398", "accept": false, - "reason": "Both concern bad generated images, but pale images and all-black images are distinct symptoms with different likely causes." + "reason": "Both are image-quality complaints, but pale images and all-black SDXL LoRA outputs are not the same underlying defect." }, { "left": "issue:2577", "right": "issue:2674", "accept": false, - "reason": "DDIMInverseScheduler usage and a LoRA dependency/requirements issue are unrelated." + "reason": "One is DDIMInverseScheduler not working, the other is a LoRA dependency/requirements issue; unrelated." }, { "left": "issue:6130", "right": "issue:6196", "accept": false, - "reason": "Both are loading failures, but one is generic LoRA loading and the other is ControlNetXS Depth SDXL loading; different artifacts and code paths." + "reason": "Both are loading errors, but one is generic LoRA loading and the other is ControlNetXS Depth SDXL loading." }, { "left": "issue:1988", "right": "issue:3871", "accept": false, - "reason": "One is an fp16/bf16 dtype mismatch during image generation in a trainer example; the other is checkpoint-resume trouble in text-to-image training." + "reason": "Different training problems: fp16/bf16 dtype mismatch during image generation versus checkpoint resume failure." }, { "left": "issue:5025", "right": "issue:9410", "accept": false, - "reason": "An import error for randn_tensor and an inability to import a specific SD3 ControlNet inpainting pipeline are different import failures." + "reason": "Import errors for different symbols and pipelines; no shared bug beyond generic import failure." }, { "left": "issue:2052", "right": "issue:4566", "accept": false, - "reason": "Both mention resuming from checkpoint, but they affect different training scripts and model families." + "reason": "Both concern resume-from-checkpoint behavior, but they are different scripts (textual inversion vs SDXL LoRA) and not clearly the same bug." }, { "left": "issue:4086", "right": "issue:7592", "accept": false, - "reason": "ControlNet training on SDXL and DoRA state_dict loading are separate problems involving different models and failure points." + "reason": "Different feature areas and failures: SDXL ControlNet training versus DoRA state_dict loading." }, { "left": "issue:7782", "right": "issue:8874", "accept": false, - "reason": "Both involve loading from files/checkpoints, but one is a bad safetensors conversion and the other is a CKPT unpickling weights-only failure." + "reason": "Both are model-file loading errors, but one is a bad safetensors conversion and the other is CKPT single-file loading with weights-only unpickling failure." }, { "left": "issue:7793", "right": "issue:9767", "accept": false, - "reason": "One is unloading LoRA weights in DeepFloyd, the other is a cuDNN frontend error during Flux LoRA inference; not the same bug." + "reason": "One is unloading LoRA weights error in DeepFloyd; the other is a cuDNN frontend runtime error in Flux LoRA inference." }, { "left": "issue:10863", "right": "issue:8493", "accept": false, - "reason": "Both are state_dict loading errors, but one is a local safetensors file load failure and the other is SD3Transformer2DModel key mismatch." + "reason": "Both are load-time errors, but they affect different artifacts and classes: local safetensors loading versus SD3Transformer2DModel state_dict loading." }, { "left": "issue:1061", "right": "issue:1475", "accept": false, - "reason": "These are different training/tutorial issues: a docs update for textual inversion vs training with two class types in DreamBooth/textual inversion." + "reason": "Textual inversion example documentation update is unrelated to DreamBooth/textual inversion training with two classes of images." }, { "left": "issue:1867", "right": "issue:5465", "accept": false, - "reason": "Both involve image-to-image strength behavior, but img2img scheduler behavior and DiffEdit inpaint_strength support are distinct issues." + "reason": "Both involve strength-like parameters, but img2img scheduler behavior and DiffEdit inpaint_strength limits are different pipeline bugs." }, { "left": "issue:1949", "right": "issue:2163", "accept": false, - "reason": "Both are training example errors, but one is a custom-model tutorial problem and the other is a UNet dtype mismatch in train_text_to_image." - }, - { - "left": "issue:228", - "right": "issue:2880", - "accept": false, - "reason": "A broken release link and a Colab notebook that does not run are unrelated." - }, - { - "left": "issue:3064", - "right": "issue:5606", - "accept": false, - "reason": "Both mention LoRA and safetensors, but one is loading a .safetensors LoRA and the other is handling missing alpha metadata." + "reason": "Both are training-related runtime errors, but one is a DreamBooth tutorial failure and the other is a dtype mismatch in text-to-image training." } ] }, @@ -45535,7 +45561,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10520", "issue:11046", @@ -45544,11 +45570,12 @@ "issue:12348", "issue:12536", "issue:1988", + "issue:228", "issue:2596", - "issue:2603", "issue:2669", - "issue:2673", + "issue:2880", "issue:2991", + "issue:3064", "issue:3412", "issue:3910", "issue:4031", @@ -45556,10 +45583,10 @@ "issue:4134", "issue:4697", "issue:5025", - "issue:5227", "issue:5458", "issue:5595", "issue:5596", + "issue:5606", "issue:5862", "issue:5905", "issue:6162", @@ -45568,7 +45595,6 @@ "issue:7114", "issue:7185", "issue:7267", - "issue:7420", "issue:7556", "issue:7636", "issue:7799", @@ -45586,6 +45612,8 @@ "issue:9670" ], "soft_pairs": [ + "issue:228|issue:2880", + "issue:3064|issue:5606", "issue:3412|issue:7556", "issue:5905|issue:8482", "issue:9378|issue:9402", @@ -45607,182 +45635,180 @@ "issue:5862|issue:9515", "issue:6791|issue:7114", "issue:12348|issue:12536", - "issue:11046|issue:8450", - "issue:5227|issue:7420", - "issue:2603|issue:2673" + "issue:11046|issue:8450" ], - "prepared_review_unit_hash": "9c074aa2cdb8b52b973fb9cfcf8443d375d7f64e3af92d1901a76e481311fb1a", + "prepared_review_unit_hash": "8dd0cf15464f070325b0fed84600fdc8d36e1508f2f7757bdac809f0bef1de6d", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33465, - "estimated_input_tokens": 8367, - "estimated_eval_tokens": 16990 + "serialized_chars": 33361, + "estimated_input_tokens": 8341, + "estimated_eval_tokens": 16938 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly one-off runtime, loading, or documentation issues across different pipelines and models. None of the soft pairs look like true duplicates of the same concrete bug/change; they mostly share a subsystem or symptom type rather than the same code-path failure.", - "confidence": 0.38, - "canonical_issue_reason": "No clear duplicate cluster emerges, so the best representative issue is issue 12348: it\u2019s a concrete, reproducible inference tensor-mismatch report for WanImageToVideoPipeline and is one of the most specific runtime-bug entries in the set.", + "summary": "This cluster is mostly a grab-bag of unrelated issues. The soft pairs share generic error wording (shape mismatch, loading failure, docs typo, etc.) but usually involve different models, pipelines, or root causes, so there is no safe canonical duplicate here.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 12348 is the strongest standalone issue in this set because it describes an actionable pipeline failure with a clear symptom and scope. It is more representative than the vague feature requests or generic error reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:228", + "right": "issue:2880", + "accept": false, + "reason": "Different problems: broken release download link vs JAX Colab not running." + }, + { + "left": "issue:3064", + "right": "issue:5606", + "accept": false, + "reason": "Both relate to LoRA loading, but one is safetensors loading and the other is missing alpha handling; not the same bug." + }, { "left": "issue:3412", "right": "issue:7556", "accept": false, - "reason": "Both are docs-related, but one is a stable-diffusion docs update and the other is Animatediff scheduler docs; different scope and no shared bug/change." + "reason": "Unrelated docs updates for different topics." }, { "left": "issue:5905", "right": "issue:8482", "accept": false, - "reason": "Different model requests: diffusion-GAN versus Stable Diffusion 3 support. Same broad repo area, not the same underlying change." + "reason": "Different feature requests: diffusion-GAN support vs SD3 model support." }, { "left": "issue:9378", "right": "issue:9402", "accept": false, - "reason": "Both involve Flux ControlNet, but one requests Xlabs ControlNet support and the other adds img2img/inpaint pipelines; separate features." + "reason": "Both Flux ControlNet related, but one requests Xlabs support and the other adds img2img/inpaint pipelines." }, { "left": "issue:7799", "right": "issue:9115", "accept": false, - "reason": "Different pipelines and failure modes; both are image-generation errors but not the same concrete bug." + "reason": "Different pipelines and failures: InstructPix2Pix + IP-Adapter vs AnimateDiff-Lightning/SDXL motion adapter." }, { "left": "issue:4031", "right": "issue:7267", "accept": false, - "reason": "Unrelated loading problems: safety checker local-file loading versus train_controlnet local data loading." + "reason": "Both are loading/training issues, but one is safety checker local-file loading and the other is train_controlnet local data loading." }, { "left": "issue:3910", "right": "issue:4697", "accept": false, - "reason": "Both mention LoRA loading, but the reports are too generic and likely different failure causes/regressions; not enough to treat as the same bug." + "reason": "Both LoRA-related, but one is generic load failure and the other is a specific post-0.20.0 regression." }, { "left": "issue:5595", "right": "issue:6435", "accept": false, - "reason": "One is a validation error for non-divisible dimensions; the other is a ControlNet default width/height initialization problem." + "reason": "Same size-ish symptom, but one is invalid height/width input validation and the other is ControlNet default dimensions initialization." }, { "left": "issue:9227", "right": "issue:9309", "accept": false, - "reason": "Both are Flux-related, but one is a DreamBooth LoRA training issue and the other is a FluxControlNetPipeline runtime bug." + "reason": "Different Flux training vs Flux ControlNet inference failures." }, { "left": "issue:2669", "right": "issue:5596", "accept": false, - "reason": "Different attribute errors in different preprocessing/build paths; no clear shared code-path." + "reason": "Both are AttributeError reports, but on different objects and workflows; no shared code path shown." }, { "left": "issue:2991", "right": "issue:4037", "accept": false, - "reason": "Both are ControlNet training issues, but mixed-precision example failure and FSDP validation errors are distinct problems." + "reason": "Both mention ControlNet, but one is mixed-precision example failure and the other is FSDP validation errors." }, { "left": "issue:9341", "right": "issue:9670", "accept": false, - "reason": "Both concern LoRA loading, but one is about Flux LoRA key handling and the other is a missing PEFT backend requirement." + "reason": "Different LoRA backend problems: Flux text_model LoRA loading vs PEFT-required error." }, { "left": "issue:4134", "right": "issue:7636", "accept": false, - "reason": "A device-specific tensor size mismatch on MPS versus a how-to/support request for the SDXL tile ControlNet model." + "reason": "Both ControlNet-related, but one is an MPS tensor size mismatch and the other is a usage question about SDXL tile model." }, { "left": "issue:10520", "right": "issue:9045", "accept": false, - "reason": "Both are device-placement issues, but they hit different models/pipelines and different code paths." + "reason": "Device-mismatch errors in different pipelines and setups; not enough evidence of the same bug." }, { "left": "issue:1988", "right": "issue:6162", "accept": false, - "reason": "Both are generation-time shape/type mismatches, but one is fp16/bf16 input-bias type mismatch and the other is an IP-Adapter shape mismatch." + "reason": "Different mismatch types and models: fp16/bf16 trainer bias/input type error vs SDXL IP-Adapter shape mismatch." }, { "left": "issue:11185", "right": "issue:11824", "accept": false, - "reason": "Different models and different error contexts; both are generic generation failures only at the title level." + "reason": "Different models and failures: CogView4 image generation error vs FluxKontext multi-image input error." }, { "left": "issue:2596", "right": "issue:5025", "accept": false, - "reason": "Both are diffusers.utils import/documentation problems, but they refer to different symbols and different underlying breakages." + "reason": "Both are docs/import name issues, but one is a documentation typo and the other is an actual missing utility export." }, { "left": "issue:3910", "right": "issue:8237", "accept": false, - "reason": "Both are LoRA-loading complaints, but one is a generic load failure and the other is a missing SDXL text-projection key." + "reason": "Both LoRA-loading issues, but they concern different failure modes and model variants." }, { "left": "issue:5458", "right": "issue:7185", "accept": false, - "reason": "Local-files-only behavior in LoRA loading is unrelated to a broader PyTorch version support question." + "reason": "Different problems: local_files_only behavior in LoRA loading vs PyTorch 2.2 compatibility question." }, { "left": "issue:5862", "right": "issue:9515", "accept": false, - "reason": "Different Transformer internals: gradient checkpointing support versus missing RMSNorm in a specific attention processor." + "reason": "Both about transformer internals, but one is missing gradient checkpointing support and the other is missing RMSNorm in a processor." }, { "left": "issue:6791", "right": "issue:7114", "accept": false, - "reason": "Same training script, but one report says it can't run while the other is specifically CUDA OOM; not the same bug." + "reason": "Same training script, but one cannot run at all while the other is specifically CUDA OOM." }, { "left": "issue:12348", "right": "issue:12536", "accept": false, - "reason": "Both are WanImageToVideoPipeline tensor-size complaints, but one is a resolution-dependent mismatch and the other is a context-parallelism mesh divisibility assertion; related theme, not clearly the same bug." + "reason": "Both WanImageToVideoPipeline issues, but one is a resolution-dependent tensor mismatch while the other is a context-parallel sharding divisibility assertion." }, { "left": "issue:11046", "right": "issue:8450", "accept": false, - "reason": "Both involve Flux/SD-style inference, but one is a multi-feature Flux pipeline request and the other is an SDXL inpainting noise bug." - }, - { - "left": "issue:5227", - "right": "issue:7420", - "accept": false, - "reason": "Both mention torch.compile, but one is specifically load_lora_weight incompatibility and the other is a general inability to use torch.compile." - }, - { - "left": "issue:2603", - "right": "issue:2673", - "accept": false, - "reason": "Different pipeline issues: non-square image support versus an upscale pipeline config/image input error." + "reason": "Different Flux pipeline questions: multi-component inference request vs SDXL inpainting noise bug." } ] }, @@ -45804,7 +45830,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10575", "issue:10972", @@ -45819,7 +45845,9 @@ "issue:1647", "issue:2185", "issue:2210", + "issue:2603", "issue:2645", + "issue:2673", "issue:2689", "issue:2841", "issue:3111", @@ -45834,6 +45862,7 @@ "issue:4837", "issue:5170", "issue:5226", + "issue:5227", "issue:5337", "issue:5387", "issue:5593", @@ -45841,20 +45870,19 @@ "issue:6415", "issue:6610", "issue:6713", - "issue:6731", "issue:6758", "issue:7214", "issue:7229", + "issue:7420", "issue:7441", "issue:7592", "issue:7974", - "issue:8541", "issue:8615", - "issue:9237", - "issue:9454", - "issue:9729" + "issue:9237" ], "soft_pairs": [ + "issue:5227|issue:7420", + "issue:2603|issue:2673", "issue:7229|issue:9237", "issue:10575|issue:7214", "issue:10972|issue:11209", @@ -45877,194 +45905,192 @@ "issue:4080|issue:8615", "issue:4354|issue:4667", "issue:4647|issue:7441", - "issue:5226|issue:6758", - "issue:6731|issue:9729", - "issue:8541|issue:9454" + "issue:5226|issue:6758" ], - "prepared_review_unit_hash": "5c075ccbe10b6b4c3a5a3c0523b8f20a2423b25379637f1192185327d5f75c6a", + "prepared_review_unit_hash": "2342a25d78a53bb7944f1f73e9e70f7448c8bc7c85dbe8a0eb30b6d2aa860ab3", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 33452, - "estimated_input_tokens": 8363, - "estimated_eval_tokens": 16982 + "serialized_chars": 33348, + "estimated_input_tokens": 8337, + "estimated_eval_tokens": 16930 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous issues with only a couple of likely duplicate subclusters. The clearest matches are the LoRA-loading reports and the LoRA-removal reports; most other soft edges are only broad subsystem similarity and should stay separate.", - "confidence": 0.79, - "canonical_issue_reason": "issue:10972 is the strongest issue canonical in this set because it is the most specific LoRA-loading failure and has two near-identical follow-up reports (11209, 11224) pointing to the same problem class.", + "summary": "The cluster is mostly noisy and heterogeneous, with one clear duplicate subgroup around unloading/removing LoRA weights after loading. Most other soft pairs are only superficially similar by subsystem or wording.", + "confidence": 0.84, + "canonical_issue_reason": "issue:3689 is the clearest representative of the LoRA unload/remove-after-load bug request and has the strongest discussion signal among the matching subgroup.", "canonical_pr_reason": null, - "best_issue_reason": "issue:10972 is the best representative issue overall: concrete bug title, clear failure mode, and it anchors the only strong duplicate-like pairings in the set.", + "best_issue_reason": "issue:3689 is the best overall issue anchor because it states the concrete LoRA removal problem directly and aligns with the only obvious duplicate pair in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:5227", + "right": "issue:7420", + "accept": false, + "reason": "Both mention torch.compile, but 5227 is specifically about load_lora_weights with torch.compile while 7420 is a generic compile failure; different failure paths." + }, + { + "left": "issue:2603", + "right": "issue:2673", + "accept": false, + "reason": "Different problems: non-square image generation in Attend-And-Excite vs config/image input validation in StableDiffusionUpscalePipeline." + }, { "left": "issue:7229", "right": "issue:9237", "accept": false, - "reason": "Both mention training issues, but they concern different workflows and failure modes; not the same underlying bug." + "reason": "Unrelated training/checkpoint save issue versus a Flux dreambooth LoRA training issue; same broad area only." }, { "left": "issue:10575", "right": "issue:7214", "accept": false, - "reason": "Same scheduler family, but one is an IndexError and the other is a karras_sigmas regression; too different to merge." + "reason": "Both involve DPMSolverMultistepScheduler, but one is an IndexError out-of-bounds case and the other is a karras_sigmas regression; not the same concrete bug." }, { "left": "issue:10972", "right": "issue:11209", - "accept": true, - "reason": "Both are LoRA loading failures; 11209 looks like a generic report of the same underlying loading bug seen in 10972." + "accept": false, + "reason": "10972 is specific to OneTrainer Flux LoRAs, while 11209 is only a generic LoRA loading error; not enough evidence they are the same bug." }, { "left": "issue:10972", "right": "issue:11224", - "accept": true, - "reason": "Same LoRA-loading failure class as 10972, with 11224 appearing to be another report of the same bug." + "accept": false, + "reason": "Same concern as above: generic LoRA load failure versus a specific Flux LoRA format issue." }, { "left": "issue:2185", "right": "issue:3347", "accept": false, - "reason": "Training config files missing vs NaN image output are unrelated issues." + "reason": "Training config-file omissions and NaN image output are unrelated." }, { "left": "issue:2645", "right": "issue:4701", "accept": false, - "reason": "Both are CUDA-related errors, but they occur in different code paths and are not the same bug." + "reason": "Both are CUDA-related, but they affect different components and error modes; not the same underlying defect." }, { "left": "issue:2841", "right": "issue:3724", "accept": false, - "reason": "One is a scheduler feature request and the other is a watermarking feature idea; unrelated." + "reason": "A scheduler sampling-temperature feature request and a watermarking module idea are unrelated." }, { "left": "issue:12319", "right": "issue:12673", "accept": false, - "reason": "Both involve group offloading, but the reported problems are different enough that they do not look like the same bug." + "reason": "Both mention group offloading, but the reported failures are different (block_level vs record_stream=True compatibility) and likely separate code paths." }, { "left": "issue:4837", "right": "issue:6713", "accept": false, - "reason": "Both mention the same conversion script, but the failures differ (SDXL conversion vs HeaderTooLarge)." + "reason": "Same converter script, but different reported failures and model contexts; not clearly the same bug." }, { "left": "issue:6415", "right": "issue:7974", "accept": false, - "reason": "Different IP-Adapter requests/bugs; not the same concrete issue." + "reason": "Different IP-Adapter feature requests/bugs with no concrete overlap beyond the general adapter area." }, { "left": "issue:12329", "right": "issue:12565", "accept": false, - "reason": "Same Wan image-to-video area, but one is a model-loading/version mismatch and the other is a running issue; not clearly duplicate." + "reason": "Version-detection/loading of Wan2.2 versus a broader Wan2.1 i2v running issue are not the same defect." }, { "left": "issue:5226", - "right": "issue:7592", + "right": "issue:6758", "accept": false, - "reason": "Both are LoRA/adapter loading problems, but they concern different mechanisms (load_lora_weights vs DoRA state_dict keys)." + "reason": "Both are pipeline capability issues, but one is about load_lora_weights on SDXL Adapter and the other is about num_images_per_prompt on InstantID; different problems." }, { "left": "issue:5647", "right": "issue:6610", "accept": false, - "reason": "Both hit SDXL inpaint pipeline paths, but the symptoms and triggers differ." + "reason": "Both concern SDXL inpainting, but one is a strength==1 bug and the other is from_single_file num_in_channels handling; different code paths." }, { "left": "issue:11103", "right": "issue:1647", "accept": false, - "reason": "A repo-selection question and a color-correction question are unrelated." + "reason": "Unrelated question topics with no shared bug or feature change." }, { "left": "issue:1304", "right": "issue:5337", "accept": false, - "reason": "Training guidance vs callback semantics; no shared bug/change." + "reason": "A training question and a callback explanation question are unrelated." }, { "left": "issue:2210", "right": "issue:3111", "accept": false, - "reason": "Both are about conditioning/encoder ideas, but they are different feature requests." + "reason": "Training the text encoder for LoRA and using a custom conditioning encoder are adjacent concepts but not the same underlying request." }, { "left": "issue:2645", "right": "issue:5593", "accept": false, - "reason": "ControlNet CUDA failure vs AutoPipeline ControlNet wrapping failure; different issues." + "reason": "Different pipeline errors; only the general pipeline domain overlaps." }, { "left": "issue:2689", "right": "issue:5387", "accept": false, - "reason": "Both are broken-link reports, but they point to different links/doc pages." + "reason": "Both mention broken links, but they refer to different documentation assets and are not the same issue." }, { "left": "issue:3689", "right": "issue:5170", "accept": true, - "reason": "These describe the same underlying need to remove/unload LoRA weights after loading them." + "reason": "These are the same underlying request/bug: removing or unloading LoRA weights after loading them." }, { "left": "issue:4080", "right": "issue:8615", "accept": false, - "reason": "Different feature requests in different model families; not duplicates." + "reason": "Inpainting support for SDXL and fuse_lora support for SD3 are unrelated changes." }, { "left": "issue:4354", "right": "issue:4667", "accept": false, - "reason": "Both involve from_single_file, but the pipeline class and failure mode differ." + "reason": "Both involve from_single_file, but they target different models and different failures." }, { "left": "issue:4647", "right": "issue:7441", "accept": false, - "reason": "Model architecture bug vs test/runtime compatibility issue; unrelated." + "reason": "Unrelated model-architecture bug versus test runner compatibility issue." }, { "left": "issue:5226", "right": "issue:6758", "accept": false, - "reason": "One is a LoRA loading bug and the other is a missing parameter support issue; not the same bug." - }, - { - "left": "issue:6731", - "right": "issue:9729", - "accept": false, - "reason": "Unhandled pipeline class vs unexpected saved model type in Flux training; unrelated." - }, - { - "left": "issue:8541", - "right": "issue:9454", - "accept": false, - "reason": "Both are model-not-found errors, but they refer to different models and repos." + "reason": "Different pipeline-specific capability bugs; no concrete shared code-path problem." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft edges are defensible from the titles alone, especially the identical LoRA-loading reports and the unload/remove LoRA pair. The rejected edges are generally conservative and do not overclaim duplicates. No mergeability issues apply here because this is issue clustering rather than a PR pair." + "feedback": "The summary is grounded in the packet, and the stated soft-edge verdicts are conservative overall. The lone accepted pair (3689/5170) is strongly supported by the titles, and the other rejections avoid overclaiming despite broad subsystem similarity." }, "evaluator_used": true, "retried": false, @@ -46083,7 +46109,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10198", "issue:10472", @@ -46104,7 +46130,6 @@ "issue:2163", "issue:2234", "issue:2244", - "issue:3250", "issue:3382", "issue:3468", "issue:4185", @@ -46114,9 +46139,8 @@ "issue:4702", "issue:5442", "issue:5919", - "issue:6258", - "issue:6335", "issue:6407", + "issue:6731", "issue:6914", "issue:6949", "issue:7330", @@ -46124,17 +46148,21 @@ "issue:7793", "issue:7985", "issue:8532", + "issue:8541", "issue:8626", "issue:8887", - "issue:8922", "issue:9069", "issue:9112", + "issue:9454", "issue:9523", "issue:954", + "issue:9729", "issue:9744", "issue:9857" ], "soft_pairs": [ + "issue:6731|issue:9729", + "issue:8541|issue:9454", "issue:3382|issue:4639", "issue:4185|issue:6949", "issue:11584|issue:7985", @@ -46156,182 +46184,180 @@ "issue:10472|issue:9069", "issue:4340|issue:4398", "issue:1717|issue:954", - "issue:11436|issue:11824", - "issue:6258|issue:8922", - "issue:3250|issue:6335" + "issue:11436|issue:11824" ], - "prepared_review_unit_hash": "53b004aa764076ea5fb0e5a6f3149fed800b5356128772bef7f0a9b890f3fe10", + "prepared_review_unit_hash": "31579ea0dd409308243e28e6f8bd0d099e4214ab98dca920a747fcc1feaeff0b", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34451, - "estimated_input_tokens": 8613, - "estimated_eval_tokens": 17482 + "serialized_chars": 34494, + "estimated_input_tokens": 8624, + "estimated_eval_tokens": 17504 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated issues across training, inference, LoRA, torch.compile, model-loading, and feature requests. None of the soft edges look like true duplicates.", - "confidence": 0.98, + "summary": "The cluster is a grab-bag of unrelated issue reports across different models, pipelines, and failure modes (Flux/SDXL/LoRA loading, compile/offload, dtype mismatches, OOMs, docs/example requests). No pair looks like the same underlying bug/change.", + "confidence": 0.99, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good canonical representative because the items do not share one underlying bug or change request. They span many distinct models, code paths, and symptoms.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:6731", + "right": "issue:9729", + "accept": false, + "reason": "Different problems: unsupported pipeline class vs Flux LoRA save-model type error." + }, + { + "left": "issue:8541", + "right": "issue:9454", + "accept": false, + "reason": "Different models and failures: SD3 repository lookup vs CogVideoX model missing." + }, { "left": "issue:3382", "right": "issue:4639", "accept": false, - "reason": "Different failures: multi-GPU text-to-image OOM vs multiprocessing data-loader error in a different script." + "reason": "One is multi-GPU OOM in text-to-image training; the other is a dataloader multiprocessing error in instruct-pix2pix SDXL." }, { "left": "issue:4185", "right": "issue:6949", "accept": false, - "reason": "Both are image-quality problems, but one is SDXL ControlNet black images and the other is DPMSolver even-step blank outputs; different code paths and symptoms." + "reason": "Both affect image output, but one is ControlNet black images and the other is DPMSolverSinglestep even-step blank images; different code paths." }, { "left": "issue:11584", "right": "issue:7985", "accept": false, - "reason": "Different torch.compile incompatibilities in different pipelines/models; not the same underlying bug." + "reason": "Both mention torch.compile, but one is group offloading on HunyuanVideo and the other is IP-Adapter incompatibility; not the same bug." }, { "left": "issue:1692", "right": "issue:5919", "accept": false, - "reason": "Pickling a lambda and missing set_lora_layer on Linear are unrelated errors." + "reason": "Unrelated errors: pickling a lambda vs missing set_lora_layer on Linear." }, { "left": "issue:5442", "right": "issue:6407", "accept": false, - "reason": "One is a pipeline implementation request, the other is a request for a different model; not duplicates." + "reason": "Distinct pipeline-add requests: ScaleCrafter vs AnyText." }, { "left": "issue:6914", "right": "issue:8626", "accept": false, - "reason": "One is an offload/runtime AttributeError in IP-Adapter-FaceID, the other is documentation/guidance for multiple IP-Adapter inputs." + "reason": "One is a runtime AttributeError in IP-Adapter-FaceID; the other is guidance/docs for multiple IP-adapter images/masks." }, { "left": "issue:10795", "right": "issue:11864", "accept": false, - "reason": "GGUF from_single_file torch.compile failure vs AutoencoderDC fullgraph name resolution error; unrelated code paths." + "reason": "Different failures: torch.compile with GGUF from_single_file vs AutoencoderDC.encode missing torch import." }, { "left": "issue:13300", "right": "issue:7355", "accept": false, - "reason": "Different models and failures: CPU generation errors on SD3.5/FLUX vs Stable Cascade bfloat16 arbitrary-resolution issue." + "reason": "Different models and symptoms: CPU generation failures for SD3.5/Flux vs Stable Cascade bfloat16/arbitrary-resolution error." }, { "left": "issue:12104", "right": "issue:9112", "accept": false, - "reason": "Index out of bounds and tensor-size mismatch are different runtime bugs." + "reason": "Different runtime errors: index-out-of-bounds vs tensor shape mismatch." }, { "left": "issue:13079", "right": "issue:13107", "accept": false, - "reason": "CUDA OOM in a loop and LoRA missing-key loading errors are unrelated." + "reason": "OOM in a FLUX.2-klein loop is unrelated to Flux Klein LoRA missing-key errors." }, { "left": "issue:10198", "right": "issue:10540", "accept": false, - "reason": "Flux weight mismatch and Flux Dev from_single_file loading failure are different symptoms and likely different root causes." + "reason": "Both are Flux-related, but one is a weight mismatch and the other is from_single_file loading breaking after Flux Fill support; not the same concrete bug." }, { "left": "issue:7793", "right": "issue:8532", "accept": false, - "reason": "Both involve LoRA weights, but unloading errors and progressive memory growth are different problems; too broad to merge." + "reason": "Both involve LoRA weights, but unloading errors and progressive memory growth are different lifecycle bugs." }, { "left": "issue:1976", "right": "issue:2234", "accept": false, - "reason": "Incorrect tokenizer file lookup and xformers finetuning failure are unrelated." + "reason": "Incorrect tokenizer file lookup vs xformers memory-efficient attention training failure are unrelated." }, { "left": "issue:2163", "right": "issue:7330", "accept": false, - "reason": "Training dtype mismatch and FP16 unscale error are different failures in different parts of the training loop." + "reason": "Both are training-time issues, but UNet dtype mismatch and FP16 gradient unscale errors arise from different mechanisms." }, { "left": "issue:2244", "right": "issue:3468", "accept": false, - "reason": "Dreambooth CPU half-precision runtime error vs missing model_index.json are unrelated." + "reason": "Dreambooth CPU half-precision inference error is unrelated to missing model_index.json output." }, { "left": "issue:11978", "right": "issue:9744", "accept": false, - "reason": "Both are feature requests, but for different models and different additions." + "reason": "Separate feature requests for different models: Bria 3.2 vs Mochi Video." }, { "left": "issue:4702", "right": "issue:8887", "accept": false, - "reason": "VQ-VAE example request and SD3 VAE encode bug are not the same change." + "reason": "New VQ-VAE example request vs SD3 VAE encode bug; not duplicates." }, { "left": "issue:9523", "right": "issue:9857", "accept": false, - "reason": "Broad controlnet training error-mapping issue vs a specific FLUX controlnet embedding-size mismatch; not a duplicate." + "reason": "General error-mapping issue across training scripts vs a specific FLUX controlnet tensor-size mismatch." }, { "left": "issue:10472", "right": "issue:9069", "accept": false, - "reason": "Unexpected lora_bias keyword and np.ndarray type mismatch are unrelated errors." + "reason": "Completely different errors: unexpected lora_bias kwarg vs np.ndarray type mismatch." }, { "left": "issue:4340", "right": "issue:4398", "accept": false, - "reason": "SDXL LoRA training error with text encoder and black-image dreambooth inference are different bugs." + "reason": "Both are SDXL LoRA related, but one is a train_text_encoder training error and the other is all-black inference images in a different pipeline." }, { "left": "issue:1717", "right": "issue:954", "accept": false, - "reason": "Offline cached-model loading and post-login loading failure are different authentication/cache problems." + "reason": "Offline cached-model loading failure vs login/load failure are unrelated." }, { "left": "issue:11436", "right": "issue:11824", "accept": false, - "reason": "Hidream dtype mismatch vs FluxKontext multi-image input error are unrelated model-specific bugs." - }, - { - "left": "issue:6258", - "right": "issue:8922", - "accept": false, - "reason": "Forward-chunking quality degradation and quantized-T5 zero-output are different issues." - }, - { - "left": "issue:3250", - "right": "issue:6335", - "accept": false, - "reason": "StableDiffusionKDiffusionPipeline runtime failure and ControlNet output-size control bug are unrelated." + "reason": "Different models and code paths: Hidream dtype mismatch vs FluxKontextPipeline multi-image input error." } ] }, @@ -46353,22 +46379,20 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10804", "issue:1092", "issue:10954", "issue:11464", - "issue:11819", - "issue:12120", "issue:12195", "issue:1388", "issue:1717", - "issue:222", "issue:2324", "issue:2822", "issue:2947", "issue:3112", + "issue:3250", "issue:3468", "issue:3623", "issue:3824", @@ -46390,6 +46414,8 @@ "issue:5897", "issue:6093", "issue:6203", + "issue:6258", + "issue:6335", "issue:6839", "issue:7041", "issue:7377", @@ -46400,10 +46426,13 @@ "issue:8668", "issue:8708", "issue:8900", + "issue:8922", "issue:9142", "issue:9270" ], "soft_pairs": [ + "issue:6258|issue:8922", + "issue:3250|issue:6335", "issue:1388|issue:4366", "issue:2822|issue:6093", "issue:5488|issue:8668", @@ -46425,182 +46454,180 @@ "issue:2947|issue:9142", "issue:8567|issue:8708", "issue:10954|issue:11464", - "issue:4183|issue:7377", - "issue:11819|issue:12120", - "issue:222|issue:4117" + "issue:4183|issue:7377" ], - "prepared_review_unit_hash": "16f6dba662713b03d61034b9a7b8f9ed2c9871c8af168628a8e9677425a92a78", + "prepared_review_unit_hash": "88c68c2a0a057692fb33ae41d93b1fad516e28d1d1fdf47d8521d18f1a20b6c7", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33472, - "estimated_input_tokens": 8368, - "estimated_eval_tokens": 16992 + "serialized_chars": 34118, + "estimated_input_tokens": 8530, + "estimated_eval_tokens": 17316 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No PRs are present. Most soft pairs are clearly unrelated by title; the only mild theme overlap is among FLUX/LoRA reports, but they describe different pipelines, model variants, or training vs loading problems, so they should stay separate.", - "confidence": 0.76, - "canonical_issue_reason": "issue:10954 is the most general and current report of the FLUX1.dev LoRA loading failure, so it is the best umbrella duplicate target among the FLUX-related issues.", + "summary": "This cluster is mostly a loose set of Diffusers issues around FLUX/SDXL/other pipeline-loading and training edge cases. The strongest center is the FLUX LoRA load-failure thread, but the soft pairs are only topically similar, not the same concrete bug.", + "confidence": 0.64, + "canonical_issue_reason": "issue:10804 is the clearest representative of the FLUX1.dev LoRA load failure: it has the most detailed repro, general wording, and appears to be the base report that later similar complaints build on.", "canonical_pr_reason": null, - "best_issue_reason": "Open, generic, and directly about the core symptom (FLUX1.dev LoRA fails to load), which makes it the best issue to anchor related follow-ups.", + "best_issue_reason": "issue:10804 is the best overall issue anchor because it is specific enough to the underlying failure mode yet broad enough to represent the FLUX LoRA loading complaints in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:6258", + "right": "issue:8922", + "accept": false, + "reason": "Both are Stable Video Diffusion model-quality/loading complaints, but one is about forward chunking degrading output and the other is about single-file SD3 loading producing zero/black images; different pipelines and failure modes." + }, + { + "left": "issue:3250", + "right": "issue:6335", + "accept": false, + "reason": "Both involve pipeline execution, but one is about StableDiffusionKDiffusionPipeline startup/runtime problems while the other is specifically about ControlNet img2img output sizing behavior." + }, { "left": "issue:1388", "right": "issue:4366", "accept": false, - "reason": "Different topics: SD 2.0 conversion script vs SD-XL full U-Net fine-tuning." + "reason": "These are both SD2-related feature requests, but one is about adapting a conversion script for SD 2.0 and the other is about full U-Net text-to-image fine-tuning; not the same bug or change." }, { "left": "issue:2822", "right": "issue:6093", "accept": false, - "reason": "Training convergence complaint vs push_to_hub behavior; not the same bug." + "reason": "Training issues, but one concerns slower convergence for ControlNet training and the other concerns push_to_hub behavior in an SDXL consistency-lora script; unrelated concrete problems." }, { "left": "issue:5488", "right": "issue:8668", "accept": false, - "reason": "Demo image-generation failure is unrelated to SD3 img2img input-size alignment." + "reason": "Both mention generation failures, but one is a demo-code one-image generation problem and the other is SD3 img2img failing on misaligned input dimensions." }, { "left": "issue:5226", "right": "issue:5862", "accept": false, - "reason": "LoRA loading in SDXL adapter pipeline vs gradient checkpointing support in Transformer2DModel." + "reason": "One is about load_lora_weights in StableDiffusionXLAdapterPipeline, the other about gradient checkpointing support in Transformer2DModel; different code paths and fixes." }, { "left": "issue:10804", "right": "issue:9270", "accept": false, - "reason": "Both mention FLUX LoRA, but one is a load failure and the other is incomplete training-support for SimpleTuner." + "reason": "Both concern FLUX LoRA support, but 10804 is a specific comfy-ui-compatible LoRA load failure while 9270 is a broader incomplete support report for Flux Dev from SimpleTuner; similar subsystem, not the same bug." }, { "left": "issue:1092", "right": "issue:4520", "accept": false, - "reason": "Euler/attention slicing issue is not the same as LoRA scale with attention slicing." + "reason": "One is about Euler/attention slicing and the other about LoRA scale not working with attention slicing; related terminology but not the same underlying issue." }, { "left": "issue:3112", "right": "issue:5474", "accept": false, - "reason": "Multi-ControlNet inpainting vs a new reference-only pipeline proposal; different changes." + "reason": "A multi-ControlNet inpainting request versus a proposed new Stable Diffusion Reference Only pipeline; different feature requests." }, { "left": "issue:3824", "right": "issue:6203", "accept": false, - "reason": "Legacy-vs-new inpaint pipeline question is unrelated to SDXL ControlNet image-size conditioning." + "reason": "One is a question about inpaint pipeline variants, the other about SDXL ControlNet image-size conditioning; not the same defect." }, { "left": "issue:3937", "right": "issue:4194", "accept": false, - "reason": "ZeroscopeXL pipeline behavior vs from_single_file VAE loading; different failures." + "reason": "ZeroscopeXL behaving like a normal model vs VAE problems with from_single_file; both are loading/model-usage issues, but the concrete failures differ." }, { "left": "issue:4332", "right": "issue:7644", "accept": false, - "reason": "xformers on Kandinsky2.2 vs Stable Cascade non-power-of-two image handling." + "reason": "xformers support for Kandinsky2.2 and non-power-of-two Stable Cascade image sizing are unrelated pipeline-specific issues." }, { "left": "issue:4727", "right": "issue:5545", "accept": false, - "reason": "local_files_only auto-pipeline breakage is unrelated to an inpaint pipeline problem." + "reason": "Auto pipeline local_files_only behavior versus a StableDiffusionInpaintPipeline problem; both involve loading, but not the same bug." }, { "left": "issue:5647", "right": "issue:7041", "accept": false, - "reason": "Different failure modes and conditions in different pipelines; not the same underlying bug." + "reason": "Both are runtime failures, but one is a StableDiffusionXL inpaint strength==1 edge case and the other is a segmentation fault when num_inference_steps > 1; different failure mechanisms." }, { "left": "issue:4340", "right": "issue:5897", "accept": false, - "reason": "Both are LoRA training errors, but they involve different scripts and different concrete failures." + "reason": "SDXL LoRA training with train_text_encoder and a device-mismatch error in train_text_to_image_lora.py are both training problems, but they are not the same code-path or fix." }, { "left": "issue:6839", "right": "issue:8900", "accept": false, - "reason": "Both use from_single_file, but one is Stable Video Diffusion and the other is SDXL refiner; distinct loading paths." + "reason": "Both ask about from_single_file with video/image diffusion models, but one is Stable Video Diffusion loading and the other is SDXL refiner loading; different model families and symptoms." }, { "left": "issue:1717", "right": "issue:3623", "accept": false, - "reason": "Offline cached-model loading is unrelated to generic large-model loading issues." + "reason": "Offline HF cache loading versus larger-model loading are both environment/loading complaints, but not the same issue." }, { "left": "issue:3468", "right": "issue:4117", "accept": false, - "reason": "Missing model_index.json is different from SDXL Dreambooth not working." + "reason": "Dreambooth model_index.json generation and SDXL Dreambooth support are related training topics, but one is an output artifact bug and the other is broader SDXL training behavior." }, { "left": "issue:2324", "right": "issue:817", "accept": false, - "reason": "Instance-data loading bug vs mixed-precision issue in Dreambooth; unrelated." + "reason": "Both are Dreambooth training issues, but one is instance data not being read and the other is mixed precision not working; distinct bugs." }, { "left": "issue:12195", "right": "issue:7681", "accept": false, - "reason": "PyTorch custom_op incompatibility is unrelated to a lib/X509 import error." + "reason": "Both are import/runtime failures, but one is a torch.library custom_op compatibility issue and the other is an OpenSSL/lib X509 flag import error; unrelated causes." }, { "left": "issue:2947", "right": "issue:9142", "accept": false, - "reason": "Missing load_attn_procs on UNet and multi-ControlNet __module__ error are different code paths." + "reason": "An old load_attn_procs AttributeError versus Hunyuan DiT multiple-ControlNet loading failure; different models and APIs." }, { "left": "issue:8567", "right": "issue:8708", "accept": false, - "reason": "Training objective question for SD3 is not the same as a missing shift_factor in examples." + "reason": "SD3 training objective correctness question versus missing vae.config.shift_factor in SD3 Dreambooth examples; related to SD3 but not the same underlying bug." }, { "left": "issue:10954", "right": "issue:11464", "accept": false, - "reason": "Both are FLUX LoRA loading reports, but they target different model variants/pipelines and don't clearly share one concrete defect." + "reason": "Both are FLUX LoRA load failures, but one is a comfy-ui-compatible FLUX1.dev LoRA and the other is a specific FLUX.1-Canny-dev-lora in FluxControlPipeline; different model variants and pipeline context." }, { "left": "issue:4183", "right": "issue:7377", "accept": false, - "reason": "ControlNet guidance-scale bug is unrelated to Stable Cascade num_images_per_prompt handling." - }, - { - "left": "issue:11819", - "right": "issue:12120", - "accept": false, - "reason": "Different FLUX LoRA-training questions: image-editing Kontext vs distilled flux-schnell." - }, - { - "left": "issue:222", - "right": "issue:4117", - "accept": false, - "reason": "Generic training runtime error is not the same as SDXL Dreambooth failure." + "reason": "ControlNet guidance_scale<=1 error versus StableCascadeDecoderPipeline num_images_per_prompt>1; both are parameter edge cases, but different pipelines and code paths." } ] }, @@ -46622,7 +46649,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10210", "issue:10518", @@ -46631,22 +46658,24 @@ "issue:11182", "issue:11256", "issue:11489", + "issue:11819", "issue:12022", + "issue:12120", "issue:12535", "issue:1807", "issue:1985", + "issue:222", "issue:2244", "issue:2296", "issue:2392", "issue:2462", "issue:2806", "issue:2844", - "issue:2904", - "issue:3040", "issue:3175", "issue:3774", "issue:3802", "issue:3954", + "issue:4117", "issue:4306", "issue:4480", "issue:4566", @@ -46655,7 +46684,6 @@ "issue:5862", "issue:6107", "issue:6110", - "issue:6324", "issue:6382", "issue:6518", "issue:6548", @@ -46669,11 +46697,12 @@ "issue:8309", "issue:8588", "issue:8950", - "issue:9142", "issue:9156", "issue:9673" ], "soft_pairs": [ + "issue:11819|issue:12120", + "issue:222|issue:4117", "issue:7223|issue:8309", "issue:5577|issue:8228", "issue:5226|issue:6110", @@ -46695,182 +46724,180 @@ "issue:4480|issue:760", "issue:1807|issue:2296", "issue:1985|issue:2462", - "issue:2806|issue:730", - "issue:2904|issue:9142", - "issue:3040|issue:6324" + "issue:2806|issue:730" ], - "prepared_review_unit_hash": "9623ca72643682c7c86154ce99cf572f0bb769191964d1c7a06ec6da4047aff3", + "prepared_review_unit_hash": "d92bb649cea2da2bcb2d0d0e44a2156c78408e468e1ec797c9de9526f05ddc68", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34515, - "estimated_input_tokens": 8629, - "estimated_eval_tokens": 17514 + "serialized_chars": 34345, + "estimated_input_tokens": 8587, + "estimated_eval_tokens": 17430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous: it mixes unrelated issues about img2img behavior, DreamBooth/LoRA training, model loading, scheduler math, MPS/flash-attn compatibility, and feature requests. None of the soft edges looks like the same underlying bug or change, so all are false positives.", - "confidence": 0.95, - "canonical_issue_reason": "No canonical issue: the items span many unrelated bugs/features and do not form a single duplicate cluster.", + "summary": "These items are mostly a heterogeneous mix of unrelated bugs, feature requests, and training-script questions. The soft-similarity links are generally too weak for duplicate merging; none look like the same concrete issue or change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 10210 is the clearest, most concrete bug report in the set and the best representative anchor, but the overall cluster is too mixed to treat any single issue as a true canonical duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative for deduping because there is no coherent shared problem across the set.", + "best_issue_reason": "Issue 10210 is the most actionable end-user bug report: a specific img2img symptom with a clear expected-vs-actual failure mode, unlike the more speculative feature requests and broad training errors.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:11819", + "right": "issue:12120", + "accept": false, + "reason": "Both mention FLUX training, but one is image-editing with FLUX Kontext and the other is training a LoRA for distilled FLUX; different use cases and failure modes." + }, + { + "left": "issue:222", + "right": "issue:4117", + "accept": false, + "reason": "Generic runtime error vs SDXL DreamBooth failure; too broad and no shared concrete code path." + }, { "left": "issue:7223", "right": "issue:8309", "accept": false, - "reason": "One is a video-generation model integration request; the other is a diffusion distillation feature request." + "reason": "Latte video-generation integration request and conditional diffusion distillation are unrelated features." }, { "left": "issue:5577", "right": "issue:8228", "accept": false, - "reason": "Both involve `from_single_file`, but one is a ControlNet key error and the other is a CLIPTextModel loading failure." + "reason": "Both are model-loading errors, but one is ControlNet from_single_file key mismatch and the other is CLIPTextModel loading failure; different bugs." }, { "left": "issue:5226", "right": "issue:6110", "accept": false, - "reason": "Both mention `load_lora_weights`, but one is an SDXL adapter compatibility bug and the other is an offline-loading problem." + "reason": "Both involve load_lora_weights, but one is adapter compatibility and the other is offline loading behavior; not the same defect." }, { "left": "issue:10210", "right": "issue:6548", "accept": false, - "reason": "Both are img2img-related, but one reports near-identity output in Flux and the other is an RGBA latent-handling bug in SD/SDXL." + "reason": "Both concern img2img inputs, but 10210 is FluxImg2ImgPipeline producing near-identical outputs, while 6548 is RGBA images being misread as latents in SD/SDXL img2img." }, { "left": "issue:3175", "right": "issue:3774", "accept": false, - "reason": "Different training problems: multi-face DreamBooth behavior vs. Zero3 memory savings not appearing." + "reason": "DreamBooth multi-face training and ZeRO-3 memory savings are different training concerns." }, { "left": "issue:10722", "right": "issue:7644", "accept": false, - "reason": "A tensor-shape mismatch during DreamBooth training is not the same as Stable Cascade failing on non-power-of-two images." + "reason": "Prior-preservation tensor shape mismatch vs stable-cascade failure on non-power-of-two images; unrelated errors." }, { "left": "issue:4566", "right": "issue:8950", "accept": false, - "reason": "Both are LoRA training issues, but one is checkpoint resume and the other is an SD3 training bug." + "reason": "SDXL LoRA checkpoint resume issue vs SD3 LoRA training bug; different model families and symptoms." }, { "left": "issue:6107", "right": "issue:6382", "accept": false, - "reason": "Both mention IP-Adapter, but one is an environment-specific app load failure and the other is a training-to-inference key mismatch." + "reason": "IP-Adapter AWS/runtime compatibility vs a key error during LCM LoRA training and later IP-Adapter use; not the same issue." }, { "left": "issue:10518", "right": "issue:8588", "accept": false, - "reason": "One reports a problem in a training script; the other says a conversion script is missing entirely." + "reason": "A script bug in sd3_lora_colab versus a missing SD3 conversion script; different problems." }, { "left": "issue:11489", "right": "issue:9156", "accept": false, - "reason": "A generic Flux LoRA training error is not the same as a Flux LoRA CUDA OOM." + "reason": "Flux LoRA training error vs Flux LoRA CUDA OOM; one is correctness/runtime failure, the other is resource exhaustion." }, { "left": "issue:2244", "right": "issue:2844", "accept": false, - "reason": "Different pipelines and different failures: DreamBooth Half-precision CPU norm vs. explicit image-embedding handling in UnCLIP." + "reason": "DreamBooth CPU half-precision inference failure vs explicit image-embedding handling in StableUnCLIP; unrelated pipeline paths." }, { "left": "issue:4306", "right": "issue:8305", "accept": false, - "reason": "A StableDiffusionReferencePipeline index error is unrelated to a scheduler `eta` range issue." + "reason": "Reference pipeline list-index error vs scheduler eta range issue; different code paths." }, { "left": "issue:5862", "right": "issue:7589", "accept": false, - "reason": "Gradient-checkpointing support in Transformer2DModel is not the same as GLIGEN not working." + "reason": "Gradient checkpointing support in Transformer2DModel vs GLIGEN not working; not the same bug." }, { "left": "issue:3802", "right": "issue:3954", "accept": false, - "reason": "One is about checkpoint limiting; the other is about incorrect LR scheduler step counts in multi-GPU examples." + "reason": "Checkpoint limit argument not working vs wrong LR scheduler step count; both training examples, but distinct behaviors." }, { "left": "issue:11182", "right": "issue:9673", "accept": false, - "reason": "An unnecessary BF16 download is unrelated to high CPU usage when loading multiple LoRAs." + "reason": "BF16 variant triggering an unnecessary download vs high CPU usage when loading multiple LoRAs; different loading issues." }, { "left": "issue:10967", "right": "issue:11256", "accept": false, - "reason": "These are separate feature requests for different models/methods, not the same integration." + "reason": "Two independent feature requests for different methods/models; not duplicates." }, { "left": "issue:12022", "right": "issue:12535", "accept": false, - "reason": "Flash-attn interface incompatibility is unrelated to Wan2.2 Lightning LoRA loading." + "reason": "Flash-attention interface compatibility vs Wan2.2 LoRA loading failure; unrelated." }, { "left": "issue:2392", "right": "issue:6518", "accept": false, - "reason": "An img2img prompt_embeds validation error is unrelated to a `NoneType // int` training crash." + "reason": "Prompt-embeds validation error in img2img vs NoneType floor-division in LCM distillation; different failures." }, { "left": "issue:4480", "right": "issue:760", "accept": false, - "reason": "Both are MPS-related, but one is a kernel crash with float16 and the other is incorrect output in an older version." + "reason": "Both involve MPS, but one is a kernel crash with float16 and the other is unexpected output in an older release; not the same concrete bug." }, { "left": "issue:1807", "right": "issue:2296", "accept": false, - "reason": "Inference slowdown over time is not the same issue as xformers attention failing on T4." + "reason": "Inference slowdown over generations vs xformers attention not working on T4; unrelated performance/runtime topics." }, { "left": "issue:1985", "right": "issue:2462", "accept": false, - "reason": "Loading embeddings and IterableDataset finetuning are different feature requests." + "reason": "Embedding loading UX request vs IterableDataset finetuning support; different features." }, { "left": "issue:2806", "right": "issue:730", "accept": false, - "reason": "A pipeline-printing customization bug is unrelated to DreamBooth learning differently locally vs Colab." - }, - { - "left": "issue:2904", - "right": "issue:9142", - "accept": false, - "reason": "AudioLDM scheduler initialization failure and Hunyuan Dit multi-ControlNet loading are different code paths." - }, - { - "left": "issue:3040", - "right": "issue:6324", - "accept": false, - "reason": "Both mention `__module__`, but the failures come from different bad input types and different contexts." + "reason": "Customized pipeline printing vs DreamBooth learning behavior; no shared code path or symptom." } ] }, @@ -46892,7 +46919,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10040", "issue:10180", @@ -46909,6 +46936,8 @@ "issue:2364", "issue:2548", "issue:2786", + "issue:2904", + "issue:3040", "issue:3645", "issue:3660", "issue:3799", @@ -46923,14 +46952,11 @@ "issue:4892", "issue:4935", "issue:499", - "issue:5150", "issue:5295", "issue:5840", - "issue:5862", "issue:593", "issue:6110", - "issue:6196", - "issue:6602", + "issue:6324", "issue:6801", "issue:6894", "issue:7053", @@ -46939,11 +46965,14 @@ "issue:7392", "issue:7466", "issue:7785", + "issue:9142", "issue:9187", "issue:9267", "issue:9421" ], "soft_pairs": [ + "issue:2904|issue:9142", + "issue:3040|issue:6324", "issue:3799|issue:4726", "issue:4488|issue:4667", "issue:5840|issue:6894", @@ -46965,182 +46994,180 @@ "issue:1061|issue:593", "issue:10772|issue:11547", "issue:1264|issue:3645", - "issue:3660|issue:4724", - "issue:5150|issue:5862", - "issue:6196|issue:6602" + "issue:3660|issue:4724" ], - "prepared_review_unit_hash": "6f85aad33b48bd49fae1750d45fb681163addeb8237a485a32de106162fed483", + "prepared_review_unit_hash": "a4234551e3769dd0043888328d22bf9843ffcd73e9ac610a5f4ce1ca8599249b", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33994, - "estimated_input_tokens": 8499, - "estimated_eval_tokens": 17254 + "serialized_chars": 34119, + "estimated_input_tokens": 8530, + "estimated_eval_tokens": 17316 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a weakly related grab-bag of mostly unrelated diffusers issues across loading, training, scheduler, ControlNet, LoRA, and pipeline support. None of the proposed soft pairs look like the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": "No single issue cleanly represents the cluster: the items cover many different code paths and features, so any one issue would be a misleading canonical.", - "canonical_pr_reason": null, - "best_issue_reason": "There is no strong global best issue here; the cluster is not cohesive enough for one issue to serve as a reliable representative.", - "best_pr_reason": null, + "summary": "This cluster looks heterogeneous: it mixes unrelated model-loading, training, scheduler, and feature-request issues that only share broad vocabulary. None of the soft edges look like true duplicate pairs, so there is no clear canonical issue for the cluster.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue meaningfully represents the cluster; the items span multiple unrelated bugs/features rather than one duplicate family.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No issue is a strong global representative because the cluster is not centered on one underlying bug or workflow.", + "best_pr_reason": "No PRs are present, so none are suitable as a global PR representative.", "soft_edge_verdicts": [ + { + "left": "issue:2904", + "right": "issue:9142", + "accept": false, + "reason": "Different pipelines, models, and failures: AudioLDM scheduler NoneType vs Hunyuan DiT multiple-controlnet loading error." + }, + { + "left": "issue:3040", + "right": "issue:6324", + "accept": false, + "reason": "Same general error class, but the concrete bug differs: list-type vs bool-type __module__ failure in different contexts." + }, { "left": "issue:3799", "right": "issue:4726", "accept": false, - "reason": "Different problems: scheduler type inference vs a callback typing issue in a pipeline call signature." + "reason": "Unrelated type-hint issues: scheduler return type inference vs callback annotation in StableDiffusionPipeline." }, { "left": "issue:4488", "right": "issue:4667", "accept": false, - "reason": "Both mention from_single_file, but one is SDXL checkpoint loading via ckpt conversion and the other is a generic v0.20.0 failure for StableDiffusionPipeline; not the same bug." + "reason": "Both concern single-file loading, but one is SDXL ckpt import behavior and the other is StableDiffusionPipeline v0.20.0 failure; not the same concrete bug." }, { "left": "issue:5840", "right": "issue:6894", "accept": false, - "reason": "Both concern SDXL LoRA training, but one is resume/freezing behavior and the other is A1111 compatibility after export; different failure modes." + "reason": "Different symptoms and environments: checkpoint resume freezing in SDXL LoRA training vs A1111 LoRA compatibility regression." }, { "left": "issue:7303", "right": "issue:7392", "accept": false, - "reason": "Scheduler zero-SNR support is unrelated to SDXL multi-aspect-ratio training." + "reason": "Scheduler zero_snr support and SDXL aspect-ratio training are unrelated problems." }, { "left": "issue:2364", "right": "issue:499", "accept": false, - "reason": "Generic training-script failure versus unconditional training script not working; too broad and not clearly the same concrete bug." + "reason": "Both mention training scripts, but they are different scripts with different failure modes; too broad to treat as one bug." }, { "left": "issue:4868", "right": "issue:9267", "accept": false, - "reason": "Different attribute errors in different components: a super().__getattr__ issue versus missing rope in FLUX transformer code." + "reason": "Different attribute errors in different code paths: missing __getattr__ vs missing rope attribute in transformer_flux." }, { "left": "issue:6801", "right": "issue:7785", "accept": false, - "reason": "Scheduler loading error versus slow first inference; different symptoms and code paths." + "reason": "Scheduler loading regression and slow first inference are different performance/compatibility issues." }, { "left": "issue:6110", "right": "issue:9187", "accept": false, - "reason": "Offline LoRA loading and SDXL IP-Adapter image_encoder_folder behavior are unrelated." + "reason": "Offline LoRA loading and SDXL IP-Adapter image encoder handling are separate features/problems." }, { "left": "issue:2326", "right": "issue:2548", "accept": false, - "reason": "Both involve LoRA, but one is converting LoRA weights to safetensors/ckpt and the other is saving finetuning LoRA; not the same bug." + "reason": "Both involve LoRA saving/export, but one is conversion to safetensors/ckpt and the other is training save failure; not clearly the same bug." }, { "left": "issue:4229", "right": "issue:4639", "accept": false, - "reason": "Both are multi-GPU training errors, but they affect different scripts and failure modes." + "reason": "Both are training failures, but they affect different scripts and different subsystems (accelerate multi-GPU vs dataloader multiprocessing)." }, { "left": "issue:10180", "right": "issue:12078", "accept": false, - "reason": "Different feature areas: loading multiple LoRAs with Flux Control LoRA versus a Flux Control finetuning validation-input example problem." + "reason": "Different Flux Control LoRA topics: loading multiple LoRAs vs an example validation-input problem." }, { "left": "issue:4206", "right": "issue:7466", "accept": false, - "reason": "ControlNet training with SDXL versus torch.compile failing for multi-ControlNet in SDXL inpaint; related subsystem, but not the same bug." + "reason": "Both are controlnet-related, but one is generic SDXL controlnet training breakage and the other is torch.compile failure in multi-controlnet inpaint." }, { "left": "issue:7053", "right": "issue:7185", "accept": false, - "reason": "Unet3D class conditioning bug is unrelated to PyTorch 2.2 support concerns." + "reason": "Class-conditioning behavior in UNet3DConditionModel is unrelated to PyTorch version support." }, { "left": "issue:12012", "right": "issue:12499", "accept": false, - "reason": "apply_first_block_cache context-state error is unrelated to Wan 2.2 I2V condition shape mismatch." + "reason": "Both are Wan 2.2 issues, but one is apply_first_block_cache context handling and the other is I2V condition shape mismatch." }, { "left": "issue:10040", "right": "issue:9421", "accept": false, - "reason": "Grey images in SD3 and inability to access an inpainting model are different issues." + "reason": "Grey output images and inability to access a specific inpainting model are unrelated." }, { "left": "issue:2786", "right": "issue:4935", "accept": false, - "reason": "A numpy/transformers pipeline compatibility bug is unrelated to a question about AttnProcsLayers usage in an SDXL LoRA training script." + "reason": "Depth2Img numpy/transformers compatibility and a LoRA-layer usage question are different concerns." }, { "left": "issue:11178", "right": "issue:12029", "accept": false, - "reason": "MistoLine ControlNet loading and X-Omni-En model loading are different model-specific loading issues." + "reason": "Both are model loading problems, but they involve different models and likely different loader failures." }, { "left": "issue:4892", "right": "issue:5295", "accept": false, - "reason": "TokenFlow video editing pipeline and LAVIE video generation are different pipeline proposals, not duplicates." + "reason": "Distinct video-generation/editing projects with no shared bug." }, { "left": "issue:1061", "right": "issue:593", "accept": false, - "reason": "Textual inversion doc update versus repeated images in high-res stable diffusion; unrelated." + "reason": "Docs update for textual inversion on SD1.5 is unrelated to repeated-image generation behavior." }, { "left": "issue:10772", "right": "issue:11547", "accept": false, - "reason": "Both request ControlNet support, but for different model families (Sana vs Flux fill dev); not the same concrete change." + "reason": "Both request ControlNet support, but for different base models and implementations; not the same change." }, { "left": "issue:1264", "right": "issue:3645", "accept": false, - "reason": "Hard-coded scheduler issue in dreambooth training is unrelated to a ControlNet inpaint training/help question." + "reason": "Hard-coded scheduler checkpoint and a controlnet inpaint training/help request are unrelated." }, { "left": "issue:3660", "right": "issue:4724", "accept": false, - "reason": "torch.compile with LoRA/xformers is unrelated to SDXL img2img behavior with a base checkpoint." - }, - { - "left": "issue:5150", - "right": "issue:5862", - "accept": false, - "reason": "from_single_file missing for UpscalePipeline is unrelated to Transformer2DModel gradient checkpointing support." - }, - { - "left": "issue:6196", - "right": "issue:6602", - "accept": false, - "reason": "Two different loading/saving failures: ControlNetXS Depth SDXL loading versus loading after fuse_lora/save_pretrained." + "reason": "torch.compile/Lora/xformers incompatibility is a different failure mode from SDXL img2img behavior with a checkpoint." } ] }, @@ -47162,7 +47189,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:1100", "issue:11700", @@ -47182,23 +47209,24 @@ "issue:2599", "issue:2618", "issue:2707", - "issue:3124", "issue:3221", "issue:3325", "issue:3391", "issue:3420", "issue:347", "issue:3660", - "issue:4080", "issue:4185", "issue:4325", "issue:4664", "issue:5103", + "issue:5150", "issue:5379", "issue:5442", "issue:5544", - "issue:5905", + "issue:5862", + "issue:6196", "issue:6492", + "issue:6602", "issue:6722", "issue:6911", "issue:8532", @@ -47213,6 +47241,8 @@ "issue:9997" ], "soft_pairs": [ + "issue:5150|issue:5862", + "issue:6196|issue:6602", "issue:8543|issue:8726", "issue:4664|issue:5544", "issue:1271|issue:347", @@ -47234,182 +47264,180 @@ "issue:11700|issue:9279", "issue:1350|issue:5442", "issue:1616|issue:5379", - "issue:2618|issue:3391", - "issue:3124|issue:6911", - "issue:4080|issue:5905" + "issue:2618|issue:3391" ], - "prepared_review_unit_hash": "139feee643d0f44638d1e32d1348622dc3311a7c6fe5e52c6768cacf7d6599ff", + "prepared_review_unit_hash": "d91d10237e4a713e08feb2b2447280af9e33ff742c967bc3a39b42a7cf22e60a", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33237, - "estimated_input_tokens": 8310, - "estimated_eval_tokens": 16876 + "serialized_chars": 33869, + "estimated_input_tokens": 8468, + "estimated_eval_tokens": 17192 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose topical bundle of diffusion, LoRA, pipeline, and training issues rather than true duplicates. None of the soft pairs look like the same underlying bug/change, so all are rejected.", - "confidence": 0.78, - "canonical_issue_reason": "issue:12689 is the most concrete, bug-focused report in the set: a clear loading failure for LoRA adapter weights from checkpoints with an actionable symptom statement.", + "summary": "This cluster is a mixed bag of unrelated bug reports and feature requests; the soft pairs are mostly superficial similarities around pipelines, LoRAs, or black-image symptoms rather than the same underlying defect.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue fits the whole set because the items span multiple unrelated subsystems. If a representative bug must be chosen, issue 12689 is the most concrete and actionable loading-failure report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:12689 is the best representative issue overall because it is specific, reproducible, and about a core failure mode (LoRA checkpoint loading) rather than a broad feature request or vague symptom.", + "best_issue_reason": "Issue 12689 is the best standalone representative: it describes a concrete LoRA-loading failure with direct user impact and clear actionability.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:5150", + "right": "issue:5862", + "accept": false, + "reason": "Different problems: missing from_single_file support vs gradient checkpointing support." + }, + { + "left": "issue:6196", + "right": "issue:6602", + "accept": false, + "reason": "Both are loading-related, but they hit different code paths and different model/component failures." + }, { "left": "issue:8543", "right": "issue:8726", "accept": false, - "reason": "Both involve SD3 text-encoder/training problems, but one is a gradient-checkpointing failure and the other is text encoder errors in training scripts; different concrete bugs." + "reason": "Same broad SD3 dreambooth area, but one is gradient checkpointing and the other is text-encoder errors; not the same bug." }, { "left": "issue:4664", "right": "issue:5544", "accept": false, - "reason": "Both mention SDXL/LoRA-related pipeline behavior, but the symptoms differ: one is a LoRA loading inconsistency, the other is a FreeU disable error." + "reason": "Both mention SDXL, but one is LoRA loading and the other is FreeU disable behavior." }, { "left": "issue:1271", "right": "issue:347", "accept": false, - "reason": "Both are dependency/install issues, but they concern different environments and failure modes; not the same underlying packaging bug." + "reason": "One is a Dreambooth notebook dependency-install problem; the other is a huggingface-hub version resolution issue." }, { "left": "issue:2707", "right": "issue:3325", "accept": false, - "reason": "A syntax error in a conversion script and a CUDA runtime error during DreamBooth training are unrelated code paths." + "reason": "Unrelated scripts and failures: a syntax error in conversion code vs a CUDA runtime error during Dreambooth training." }, { "left": "issue:4185", "right": "issue:6492", "accept": false, - "reason": "Both mention black images, but one is specifically SDXL ControlNet inference while the other is a generic image-generation symptom with unknown cause." + "reason": "Both describe black images, but the reported contexts and likely causes are too different to treat as the same bug." }, { "left": "issue:3221", "right": "issue:3660", "accept": false, - "reason": "These are different problems: attn processor loading in one version versus torch.compile compatibility with LoRA/xformers." + "reason": "Different APIs and failure modes: load_attn_procs regression vs torch.compile interactions with LoRA/xformers." }, { "left": "issue:3420", "right": "issue:6911", "accept": false, - "reason": "Different models and failures: a ControlNet inpaint pipeline issue versus class-label handling in a 3D UNet." + "reason": "These concern different models and bugs; one is ControlNet inpainting integration, the other class-label handling in a 3D UNet." }, { "left": "issue:8532", "right": "issue:9914", "accept": false, - "reason": "Both involve LoRA loading, but one is memory growth during loading and the other is a specific Flux/Xlabs loading error; not the same bug." + "reason": "Both involve LoRA loading, but one is a memory increase while the other is a loading/compatibility error for a specific Flux/Xlabs format." }, { "left": "issue:12535", "right": "issue:12689", "accept": false, - "reason": "Both are LoRA-loading complaints, but they target different model families and different failure modes, so they should not be merged." + "reason": "Both are LoRA-loading issues, but they refer to different model families and different failure modes, not one shared bug." }, { "left": "issue:1197", "right": "issue:905", "accept": false, - "reason": "These are separate community pipeline requests with different use cases; no shared underlying bug or implementation change." + "reason": "Separate community-pipeline feature requests with no shared concrete change or bug." }, { "left": "issue:234", "right": "issue:2549", "accept": false, - "reason": "Half-precision instability and an SD 2.0 UNet failure are not the same issue, even if both relate to Stable Diffusion models." + "reason": "Different issues: half-precision runtime behavior vs an SD2-based UNet model not working." }, { "left": "issue:4325", "right": "issue:5103", "accept": false, - "reason": "Both produce black images, but the reported triggers differ (SDXL warning/cast path vs zero-SNR DDIM), so the underlying cause is not clearly the same." + "reason": "Both mention black images, but one is SDXL casting/runtime warning and the other is zero-SNR DDIM behavior; not the same root cause." }, { "left": "issue:6722", "right": "issue:8555", "accept": false, - "reason": "A feature request to use SigLIP as text encoder is not the same as SD3 text-encoder training availability/fp8 support." + "reason": "Related to text encoders, but one is using SigLIP as an encoder and the other is SD3 FP8/training availability." }, { "left": "issue:9134", "right": "issue:9997", "accept": false, - "reason": "Both mention Flux LoRAs, but one is a specific incompatibility with SimpleTuner-trained LoRAs and the other is a broader support request for new LoRAs." + "reason": "One reports a compatibility issue with LoRAs trained by SimpleTuner; the other is a feature request for supporting new Flux LoRAs." }, { "left": "issue:1100", "right": "issue:1544", "accept": false, - "reason": "Different attribute errors in different components: CLIPTextTransformer device access versus DDPMScheduler get_velocity." + "reason": "Different AttributeErrors in different components: CLIPTextTransformer.device vs DDPMScheduler.get_velocity." }, { "left": "issue:12195", "right": "issue:13142", "accept": false, - "reason": "Both are version-compatibility regressions, but they involve different packages and distinct failing APIs." + "reason": "Different library regressions affecting different components: AutoencoderKL/torch.library vs PRXPipeline/transformers." }, { "left": "issue:2465", "right": "issue:2599", "accept": false, - "reason": "A request for a reproducible training recipe is not the same as a report that multi-subject DreamBooth training yields worse quality." + "reason": "A recipe request is not the same as a multi-subject training quality bug." }, { "left": "issue:12575", "right": "issue:9953", "accept": false, - "reason": "These concern different failures: attention-backend checks in Chroma versus moving a quantized component to CUDA." + "reason": "Different problems: attention backend checks error vs moving a quantized component to CUDA." }, { "left": "issue:11700", "right": "issue:9279", "accept": false, - "reason": "One is a Pruna integration request for from_pretrained/pipeline loading, the other is dynamic LoRA loading with torch.compile; separate feature changes." + "reason": "Both are feature requests around loading, but they target different capabilities and code paths." }, { "left": "issue:1350", "right": "issue:5442", "accept": false, - "reason": "Completely different domains: object detection (DiffusionDet) versus higher-resolution image generation (ScaleCrafter)." + "reason": "Unrelated community-pipeline requests." }, { "left": "issue:1616", "right": "issue:5379", "accept": false, - "reason": "Different community pipelines with no shared bug or implementation target." + "reason": "Different pipeline feature requests with no shared bug or change." }, { "left": "issue:2618", "right": "issue:3391", "accept": false, - "reason": "A ControlNet image-input type issue and a DeepFloyd overexposure bug are unrelated pipeline problems." - }, - { - "left": "issue:3124", - "right": "issue:6911", - "accept": false, - "reason": "Stable Diffusion model conversion failure and a 3D UNet class-label bug are different code paths entirely." - }, - { - "left": "issue:4080", - "right": "issue:5905", - "accept": false, - "reason": "An SDXL inpainting pipeline request and a diffusion-GAN model request are separate feature additions, not duplicates." + "reason": "Different symptom and pipeline: ControlNet float-tensor image input vs DeepFloyd super-resolution overexposure." } ] }, @@ -47431,7 +47459,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10928", "issue:11247", @@ -47441,13 +47469,13 @@ "issue:1363", "issue:1616", "issue:2163", - "issue:2192", "issue:2250", "issue:2707", "issue:2838", - "issue:3177", + "issue:3124", "issue:3648", "issue:3881", + "issue:4080", "issue:4520", "issue:4835", "issue:5233", @@ -47457,18 +47485,18 @@ "issue:5753", "issue:5783", "issue:5862", + "issue:5905", "issue:5966", "issue:6323", "issue:6351", "issue:6427", "issue:6549", "issue:6561", - "issue:6791", + "issue:6911", "issue:6934", "issue:6974", "issue:7549", "issue:7592", - "issue:7619", "issue:8233", "issue:8493", "issue:8518", @@ -47483,6 +47511,8 @@ "issue:9979" ], "soft_pairs": [ + "issue:3124|issue:6911", + "issue:4080|issue:5905", "issue:7592|issue:8493", "issue:11584|issue:8518", "issue:6549|issue:6561", @@ -47504,182 +47534,180 @@ "issue:4520|issue:6974", "issue:5233|issue:9084", "issue:5578|issue:5862", - "issue:5783|issue:7549", - "issue:2192|issue:6791", - "issue:3177|issue:7619" + "issue:5783|issue:7549" ], - "prepared_review_unit_hash": "ab8a689ba648803f9f46af465d02c934ebbd0f4633a8776e6a4802bbf9bb1b01", + "prepared_review_unit_hash": "d2b882c5fa900984fbce4d50b3e3935d887b69802ee177f5ac285a8691628a10", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34202, - "estimated_input_tokens": 8551, - "estimated_eval_tokens": 17358 + "serialized_chars": 34129, + "estimated_input_tokens": 8533, + "estimated_eval_tokens": 17322 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the issues span many unrelated bugs/features across model loading, training scripts, ControlNet/Flux/Wan/SD3, compilation, and file/path errors. The soft-link suggestions are mostly driven by superficial title similarity, not the same underlying problem.", - "confidence": 0.94, - "canonical_issue_reason": "No single issue is a safe canonical target; the items describe different code paths and failure modes, so collapsing them would be incorrect.", + "summary": "This cluster is not a true duplicate set: the items span many unrelated bugs across loading, training, ControlNet, schedulers, and model conversion, with only superficial title overlap. All soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue cleanly covers the cluster; the only reasonable representative is issue 5753, but the set is too heterogeneous to treat as one bug.", "canonical_pr_reason": null, - "best_issue_reason": "None is a strong global representative because the set is heterogeneous rather than a near-duplicate cluster.", + "best_issue_reason": "issue 5753 is the closest representative of the recurring pipeline/adapter interaction theme, but it still does not match most other items.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:3124", + "right": "issue:6911", + "accept": false, + "reason": "Both mention model conversion/model classes, but one is SD model conversion and the other is 3D class-label handling; different code paths and bugs." + }, + { + "left": "issue:4080", + "right": "issue:5905", + "accept": false, + "reason": "SDXL inpainting pipeline request vs diffusion-GAN model request; unrelated feature asks." + }, { "left": "issue:7592", "right": "issue:8493", "accept": false, - "reason": "Both involve state_dict loading, but they target different models and failure modes (DoRA key coverage vs SD3Transformer2DModel mismatch)." + "reason": "DoRA state_dict loading issue vs SD3Transformer2DModel state_dict mismatch; both are loading bugs but for different mechanisms and models." }, { "left": "issue:11584", "right": "issue:8518", "accept": false, - "reason": "Both mention torch.compile, but one is a group offloading incompatibility and the other is an SD3 dynamo unsupported-call error." + "reason": "torch.compile with group offloading on HunyuanVideo vs SD3 torch.compile unsupported call; different models and failure modes." }, { "left": "issue:6549", "right": "issue:6561", "accept": false, - "reason": "Different LoRA/IP-Adapter loading problems: one is a lora_weight logging issue, the other is a missing config.json file path error." + "reason": "LoRA alpha warning vs missing IP-Adapter config.json; both loading-related, but not the same defect." }, { "left": "issue:8732", "right": "issue:8909", "accept": false, - "reason": "Both are training/save related, but one is checkpoint saving in SD1.5 advanced training and the other is text_encoder_ti saving in a Dreambooth LoRA script." + "reason": "Checkpoint saving issue in advanced training vs saving text_encoder_ti in dreambooth LoRA; similar area, different save logic and reproduction." }, { "left": "issue:4835", "right": "issue:5606", "accept": false, - "reason": "ControlNet img2img with MultiControlNetModel is unrelated to LoRA loading with no alpha value." + "reason": "MultiControlNet img2img bug vs LoRA alpha handling bug; only broad pipeline-level similarity." }, { "left": "issue:6351", "right": "issue:8832", "accept": false, - "reason": "One is a DDP adapter attribute error in a training script; the other is a generic runtime crash on pipeline image generation." + "reason": "DDP missing disable_adapters in SDXL LCM distillation vs a generic pipe(prompt) crash; not the same code path." }, { "left": "issue:8958", "right": "issue:9534", "accept": false, - "reason": "These are different PyTorch/Flux problems: a torch.library API mismatch versus FluxMultiControlNetModel missing config." + "reason": "PyTorch version compatibility error vs FluxMultiControlNetModel config attribute bug; unrelated runtime issues." }, { "left": "issue:10928", "right": "issue:8233", "accept": false, - "reason": "Both mention fp16/model handling, but one is a missing model file and the other is a depth pipeline fp16 error." + "reason": "Missing fp16 weight file while loading a UNet vs depth pipeline fp16 error; both mention fp16 but different models and causes." }, { "left": "issue:2163", "right": "issue:2707", "accept": false, - "reason": "Different training/conversion failures: UNet dtype mismatch during text-to-image training vs a syntax error in a conversion script." + "reason": "UNet dtype mismatch during training vs a syntax error in a conversion script; not a duplicate bug." }, { "left": "issue:6427", "right": "issue:6934", "accept": false, - "reason": "Both are conversion bugs, but they refer to different converters and outputs (.ckpt vs original SDXL format) without evidence of the same defect." + "reason": "Both are conversion problems, but one is diffusers-to-ckpt and the other diffusers-to-original-SDXL; different converters and failures." }, { "left": "issue:11247", "right": "issue:9979", "accept": false, - "reason": "Both involve Flux controlnet/multi-GPU-ish topics, but one is transformer distribution across GPUs and the other is an img2img controlnet channels error." + "reason": "Flux transformer multi-GPU/controlnet distribution vs flux img2img controlnet channel mismatch; both Flux+ControlNet, but different issues." }, { "left": "issue:3648", "right": "issue:3881", "accept": false, - "reason": "These are generic how-to questions about training size/epochs, not the same concrete bug." + "reason": "Both are training advice questions, not the same bug or change." }, { "left": "issue:5753", "right": "issue:6323", "accept": false, - "reason": "Different ControlNet/Lora integration issues: one is load_lora_weights failure, the other is a TensorRT img2img guidance_scale attribute problem." + "reason": "SDXL ControlNet load_lora_weights failure vs TensorRT img2img guidance_scale attribute error; different pipelines and error surfaces." }, { "left": "issue:2250", "right": "issue:5509", "accept": false, - "reason": "Dreambooth prompt-generation failure is unrelated to image batch-size validation for np.ndarray/cv2 inputs." + "reason": "Dreambooth inference not generating images vs batch-size mismatch for np.ndarray/cv2 image input; unrelated inference bugs." }, { "left": "issue:1363", "right": "issue:1616", "accept": false, - "reason": "Both concern LPW/community pipelines, but one is an ONNX scheduler error and the other is a general Diffusers version/support question." + "reason": "ONNX LPW scheduler error vs community LPW pipeline release/support issue; related topic, but not the same defect." }, { "left": "issue:9422", "right": "issue:9927", "accept": false, - "reason": "Different training instability bugs: one is NaNs during custom ControlNet SDXL backprop, the other is HeaderTooLarge when training controlnet with SD3." + "reason": "ControlNet SDXL training NaNs vs HeaderTooLarge during sdv3 controlnet training; different failure modes." }, { "left": "issue:11351", "right": "issue:13258", "accept": false, - "reason": "Both mention Wan video models, but one is a datatype question for a processor and the other is a missing Wan2.2 TI2V model/package issue." + "reason": "Video processor dtype question vs missing Wan2.2 TI2V model entry; not the same bug." }, { "left": "issue:2838", "right": "issue:5966", "accept": false, - "reason": "One asks for ControlNet pipeline behavior; the other is a request for Stable Diffusion 2.1 ControlNet support." + "reason": "Request to support a controlnet pipeline variant vs request for ControlNet on SD 2.1; both are feature requests, but distinct models/use cases." }, { "left": "issue:4520", "right": "issue:6974", "accept": false, - "reason": "Both are adapter-related, but one is a LoRA scale + attention slicing bug and the other is textual inversion unload missing tokenizer/text encoder cleanup." + "reason": "LoRA scale with attention slicing vs unloading textual inversion not removing tokenizer_2/text_encoder_2; different adapter-management bugs." }, { "left": "issue:5233", "right": "issue:9084", "accept": false, - "reason": "Different scheduler/callback semantics: wrong callback step value vs SD3 inpaint EulerA scale_model_input ordering." + "reason": "Callback step value issue vs SD3 inpaint EulerA scheduler ordering bug; different API surfaces and fixes." }, { "left": "issue:5578", "right": "issue:5862", "accept": false, - "reason": "A missing model_index.json load error is unrelated to Transformer2DModel gradient checkpointing support." + "reason": "Missing model_index.json when loading a random module vs lack of gradient checkpointing support in Transformer2DModel; not duplicates." }, { "left": "issue:5783", "right": "issue:7549", "accept": false, - "reason": "Both are SDXL training issues, but one is EMA not working in the training script and the other is a suspected UNet EMA bug; not clearly the same defect." - }, - { - "left": "issue:2192", - "right": "issue:6791", - "accept": false, - "reason": "Different training-script issues: missing CLI arguments in one script vs an SDXL training script that cannot run." - }, - { - "left": "issue:3177", - "right": "issue:7619", - "accept": false, - "reason": "DeepSpeed stage-3 offloading in Dreambooth is unrelated to a channel-number mismatch in advanced Dreambooth training." + "reason": "EMA not working in train_text_to_image_sdxl vs potential UNet EMA bug; both mention EMA, but one is a training script behavior and the other a suspected model-level bug." } ] }, @@ -47701,25 +47729,24 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ - "issue:10026", "issue:10550", - "issue:11133", "issue:11447", "issue:11702", "issue:1205", - "issue:12359", "issue:1249", "issue:1552", "issue:1974", "issue:2091", + "issue:2192", "issue:2462", "issue:255", "issue:2581", "issue:2991", "issue:3019", "issue:3103", + "issue:3177", "issue:3191", "issue:3445", "issue:3540", @@ -47736,6 +47763,7 @@ "issue:6157", "issue:6382", "issue:6407", + "issue:6791", "issue:6811", "issue:6949", "issue:7033", @@ -47744,15 +47772,17 @@ "issue:730", "issue:761", "issue:7616", + "issue:7619", "issue:7948", "issue:8732", - "issue:8738", "issue:8873", "issue:9454", "issue:9546", "issue:9763" ], "soft_pairs": [ + "issue:2192|issue:6791", + "issue:3177|issue:7619", "issue:5687|issue:7616", "issue:2091|issue:8732", "issue:1205|issue:4974", @@ -47775,188 +47805,186 @@ "issue:2581|issue:4000", "issue:4892|issue:5889", "issue:3191|issue:3445", - "issue:4993|issue:5023", - "issue:10026|issue:8738", - "issue:11133|issue:12359" + "issue:4993|issue:5023" ], - "prepared_review_unit_hash": "d3f74e51f642801bf80d5f4d59b5e49d9571652274ea83024ba44c94eeb9244b", + "prepared_review_unit_hash": "bed2962fdfb6394f4e047bbe4c7f2fbf88a52407415deab9be03a7066ef2f37a", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 34226, - "estimated_input_tokens": 8557, - "estimated_eval_tokens": 17370 + "serialized_chars": 34193, + "estimated_input_tokens": 8549, + "estimated_eval_tokens": 17354 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is largely heterogeneous: it mixes unrelated model-loading, scheduler, documentation, and training bugs. The only loose thematic concentration is around Flux/ControlNet training, but the specific failures differ enough that none of the soft pairs should be merged as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "issue:9546 is the best umbrella issue for the Flux ControlNet train-example memory-related reports in this set; it is broader and more representative than the more specific token-truncation or validation/OOM variants.", + "summary": "This cluster is mostly a keyword-similarity bucket, not a duplicate set. The issues span LoRA loading, checkpoint/offline loading, training scripts, conversion, scheduler behavior, and unrelated pipeline bugs; none appear to describe the same concrete bug/change.", + "confidence": 0.29, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:9546 has the clearest cluster-central topic and the most discussion among the Flux ControlNet training issues, so it is the best candidate to anchor that subtopic even though the set is not a true duplicate cluster.", + "best_issue_reason": "issue:3191 is the broadest representative of the LoRA/DreamBooth training failures in the set, but it is not a safe canonical duplicate target because the cluster is heterogeneous.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:2192", + "right": "issue:6791", + "accept": false, + "reason": "Both concern training script arguments/running, but one is missing CLI flags in a LoRA script and the other is a separate SDXL script runtime failure; no same code-path bug." + }, + { + "left": "issue:3177", + "right": "issue:7619", + "accept": false, + "reason": "Both are DreamBooth training problems, but one is DeepSpeed stage-3 offload breakage and the other is a channel mismatch error; different failure modes." + }, { "left": "issue:5687", "right": "issue:7616", "accept": false, - "reason": "Both mention bad img2img behavior, but one is a scheduler duplicate-timestep bug and the other is low-denoise artifacts in a specific model; not the same concrete failure." + "reason": "Both involve generation artifacts, but Karras-sigma duplicate timesteps in img2img is unrelated to low-denoise artifacts with Playground 2.5." }, { "left": "issue:2091", "right": "issue:8732", "accept": false, - "reason": "Checkpoint-resume failures and checkpoint-saving issues are related only broadly; they describe different training paths and different breakages." + "reason": "Both involve checkpoint handling, but one is multi-GPU resume training and the other is checkpoint saving; distinct workflows and bugs." }, { "left": "issue:1205", "right": "issue:4974", "accept": false, - "reason": "These are opposite conversion directions (SD to ONNX vs safetensors to diffusers) and are not the same change or bug." + "reason": "Both are conversion-related, but one is SD-to-ONNX conversion and the other is safetensor-to-diffusers conversion; different converter paths." }, { "left": "issue:2462", "right": "issue:5966", "accept": false, - "reason": "IterableDataset training support and ControlNet SD2.1 support are unrelated feature/usage topics." + "reason": "Both are about training/support in the ecosystem, but one is IterableDataset finetuning support and the other is ControlNet for SD 2.1; not the same issue." }, { "left": "issue:6811", "right": "issue:9454", "accept": false, - "reason": "Both are 'model not found' reports, but for different models and likely different repository/config issues." + "reason": "Both are model-not-found / download failures, but they target different models and URLs with no shared underlying bug." }, { "left": "issue:7079", "right": "issue:8873", "accept": false, - "reason": "Transformer patch/norm errors and xformers performance are distinct problems with no shared code-path evidence." + "reason": "One is a Transformer2DModel patch/norm error; the other is xformers performance regression. Different problems." }, { "left": "issue:1249", "right": "issue:1974", "accept": false, - "reason": "ONNX pipeline ndarray device errors and Euler scheduler generator-list handling are unrelated." + "reason": "Both hit schedulers, but one is an OnnxPipeline ndarray/device error and the other is generator-list reproducibility in Euler schedulers." }, { "left": "issue:11447", "right": "issue:8873", "accept": false, - "reason": "Offline checkpoint shard loading and xformers speed regressions are unrelated subsystems and failures." + "reason": "Offline checkpoint shard loading and xformers slowdown are unrelated issues." }, { "left": "issue:255", "right": "issue:3103", "accept": false, - "reason": "Both concern image dimensions, but one is a Stable Diffusion unet_blocks error and the other is an inpainting height/width topic; not enough to be the same bug." + "reason": "Both concern dimensions, but one is a StableDiffusionPipeline unet block error and the other is inpainting height/width behavior; not the same bug." }, { "left": "issue:3019", "right": "issue:6407", "accept": false, - "reason": "These are different research-feature requests for text/image editing, not the same underlying issue." + "reason": "A text-guided editing feature request and a multilingual visual text generation model request are separate feature requests." }, { "left": "issue:5432", "right": "issue:6949", "accept": false, - "reason": "Both mention blank outputs, but one is blank validation images in a LoRA training script and the other is a scheduler-specific blank-image bug." + "reason": "Validation-image blankness in LoRA SDXL training and even-step blank images in a scheduler are not the same code-path." }, { "left": "issue:7255", "right": "issue:7948", "accept": false, - "reason": "Completely different model/proposal topics; no shared bug or change." + "reason": "Both are model/pipeline feature requests, but for different methods (PeRFlow vs MuLan) and no shared bug/change." }, { "left": "issue:2991", "right": "issue:761", "accept": false, - "reason": "Mixed-precision ControlNet example failure and 8-bit Adam DreamBooth failure are different training configuration bugs." + "reason": "Mixed-precision ControlNet example failure is unrelated to DreamBooth 8-bit Adam training failure." }, { "left": "issue:9546", "right": "issue:9763", "accept": false, - "reason": "Both are Flux ControlNet training issues, but one is validation-step OOM while the other is token truncation beyond 77 tokens; different concrete bugs." + "reason": "Both are Flux ControlNet training issues, but one is validation OOM and the other is prompt truncation at >77 tokens; different bugs." }, { "left": "issue:5023", "right": "issue:5152", "accept": false, - "reason": "Both are W\u00fcrstchen-related, but one is an import error in 0.21.0 and the other is a different bug in 0.21.3 alpha; not clearly the same issue." + "reason": "Both concern Wuerstchen, but one is an import error in 0.21.0 and the other is a separate bug in 0.21.3 alpha." }, { "left": "issue:10550", "right": "issue:11702", "accept": false, - "reason": "Both involve LoRA loading, but one is quantized-base-model loading and the other is an AccVid-specific key error; different code paths." + "reason": "Both mention LoRA loading, but one is loading LoRA into a quantized base model and the other is an AccVid LoRA key error; different models and failure points." }, { "left": "issue:3540", "right": "issue:6157", "accept": false, - "reason": "TextToVideoZero prompt-embedding support and ControlNetImg2Img IP-Adapter behavior are unrelated pipeline bugs." + "reason": "Prompt embedding support for TextToVideoZeroPipeline and IP-Adapter behavior in ControlNetImg2ImgPipeline are unrelated." }, { "left": "issue:1552", "right": "issue:730", "accept": false, - "reason": "Both are DreamBooth/training-related, but the reported failures and conditions differ substantially." + "reason": "Stable Diffusion 2 attention slicing and DreamBooth local-vs-Colab learning differences are not the same bug." }, { "left": "issue:6382", "right": "issue:7033", "accept": false, - "reason": "A training/loading key error with IP-Adapter and IP-Adapter attention masking warnings are not the same bug." + "reason": "IP-adapter key error during LCM LoRA training/use and attention masking warning logs are different issues; one is a hard error, the other is logging." }, { "left": "issue:2581", "right": "issue:4000", "accept": false, - "reason": "ControlNet conversion support and SD2.0 ckpt-to-diffusers conversion are adjacent but not the same conversion task or failure." + "reason": "Both are about conversion, but one is ControlNet checkpoint conversion and the other is SD 2.0 ckpt-to-diffusers conversion; separate tasks." }, { "left": "issue:4892", "right": "issue:5889", "accept": false, - "reason": "TokenFlow and Stable Video Diffusion are distinct video-generation features with no concrete duplicate evidence." + "reason": "TokenFlow pipeline request and Stable Video Diffusion request are different model/pipeline additions." }, { "left": "issue:3191", "right": "issue:3445", "accept": false, - "reason": "DreamBooth+LoRA broken and text-encoder monkey-patching not working are related only at a very high level; different failure modes." + "reason": "Both are LoRA-related training issues, but one is a general DreamBooth+LoRA breakage and the other is a specific text-encoder monkey-patching failure." }, { "left": "issue:4993", "right": "issue:5023", "accept": false, - "reason": "CLIPImageProjection import-structure exposure and W\u00fcrstchenCombinedPipeline import error are separate import issues affecting different symbols." - }, - { - "left": "issue:10026", - "right": "issue:8738", - "accept": false, - "reason": "Flux ControlNet memory behavior and SD3Transformer2DModel configuration are different training/model-setup issues." - }, - { - "left": "issue:11133", - "right": "issue:12359", - "accept": false, - "reason": "CogVideoX image-to-video pipeline bug and Chroma guidance_scale documentation bug are unrelated." + "reason": "CLIPImageProjection export/import-structure issue and WuerstchenCombinedPipeline import error are related to packaging but involve different symbols and breakages." } ] }, @@ -47978,18 +48006,21 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ + "issue:10026", "issue:10040", "issue:10428", "issue:1100", "issue:11006", "issue:11104", + "issue:11133", "issue:11136", "issue:11359", "issue:11410", "issue:11830", "issue:12120", + "issue:12359", "issue:1536", "issue:1695", "issue:1802", @@ -47999,7 +48030,6 @@ "issue:2495", "issue:2695", "issue:3213", - "issue:4030", "issue:4186", "issue:4321", "issue:4752", @@ -48007,14 +48037,11 @@ "issue:4936", "issue:5227", "issue:5274", - "issue:6090", "issue:6258", "issue:6385", "issue:6540", "issue:6549", - "issue:6594", "issue:6858", - "issue:7002", "issue:7731", "issue:7950", "issue:7974", @@ -48023,6 +48050,7 @@ "issue:8518", "issue:8551", "issue:858", + "issue:8738", "issue:8879", "issue:8958", "issue:9630", @@ -48030,6 +48058,8 @@ "issue:9979" ], "soft_pairs": [ + "issue:10026|issue:8738", + "issue:11133|issue:12359", "issue:6540|issue:6858", "issue:11359|issue:12120", "issue:11830|issue:4321", @@ -48052,195 +48082,196 @@ "issue:1100|issue:858", "issue:4892|issue:7731", "issue:10428|issue:9979", - "issue:1695|issue:2089", - "issue:4030|issue:6594", - "issue:6090|issue:7002" + "issue:1695|issue:2089" ], - "prepared_review_unit_hash": "45ad2ebb03a8073b9415e5615cc95178bc39ae6ba7620445d8e7f4e343e4092a", + "prepared_review_unit_hash": "397aef36b9ac5b78c68a0a90ea834764082b5e73eb129998d2db70bd654b4e87", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 34795, - "estimated_input_tokens": 8699, - "estimated_eval_tokens": 17654 + "serialized_chars": 34608, + "estimated_input_tokens": 8652, + "estimated_eval_tokens": 17560 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated issues that only share broad symptom patterns (black/grey images, pipeline errors, training/runtime exceptions). None of the soft pairs look like safe duplicates under a strict same-code-path standard.", - "confidence": 0.37, - "canonical_issue_reason": "issue:10040 is the most general and representative visible-output corruption report in the set, with decent discussion and references, so it is the best canonical stand-in for the image-artifact subset.", + "summary": "This cluster is mostly heterogeneous; most pairs are only superficially similar by model/pipeline name or error class. The only near-duplicate-looking pair is the `lpw_stable_diffusion` compatibility regression.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 1536 is the closest anchor because it is the clearest concrete bug report and the one soft pair that plausibly points to the same underlying `lpw_stable_diffusion` regression as issue 3213.", "canonical_pr_reason": null, - "best_issue_reason": "issue:10040 is concrete, recent, and broadly framed enough to anchor triage for the image-generation artifact reports; it is more representative than the highly specific one-off errors.", + "best_issue_reason": "Issue 1536 is the strongest representative issue: it names a specific broken custom pipeline and a version-compatibility failure mode, which makes it the cleanest triage anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:10026", + "right": "issue:8738", + "accept": false, + "reason": "Both mention Flux/ControlNet-style setup problems, but one is a memory scaling complaint and the other is an SD3 configuration issue; different bugs and code paths." + }, + { + "left": "issue:11133", + "right": "issue:12359", + "accept": false, + "reason": "Completely different topics: CogVideoX I2V runtime bug vs Chroma documentation for `guidance_scale`." + }, { "left": "issue:6540", "right": "issue:6858", "accept": false, - "reason": "Different failures: FSDP matrix-shape error in ControlNet fine-tuning vs a string/convert AttributeError during controlnet training." + "reason": "Both are ControlNet training issues, but the failures differ (`mat2 must be a matrix` vs `'str' object has no attribute convert'`) and point to separate root causes." }, { "left": "issue:11359", "right": "issue:12120", "accept": false, - "reason": "Feature request about LTX-Video speed vs a how-to question about training LoRA on a distilled Flux model; not the same bug." + "reason": "A speed feature request for LTX-Video is unrelated to a Flux distilled-LoRA training question." }, { "left": "issue:11830", "right": "issue:4321", "accept": false, - "reason": "Both mention black output, but the pipelines and backends differ (FramePack float16 vs ONNX StableDiffusion DirectML), so this is too broad to merge as one bug." + "reason": "Both are black-output reports, but they involve different pipelines, backends, and failure contexts; not enough to be the same bug." }, { "left": "issue:1802", "right": "issue:4186", "accept": false, - "reason": "Different code paths and symptoms: encoder_hidden_states=None on unet_2d_condition vs SDXL inpaint/refiner behavior." + "reason": "`encoder_hidden_states=None` handling in UNet is unrelated to SDXL inpaint/refiner behavior." }, { "left": "issue:2107", "right": "issue:2179", "accept": false, - "reason": "Low-resolution glitch/black images vs FlaxDDPMScheduler black images; same broad symptom, but not clearly the same underlying defect." + "reason": "One reports low-resolution glitchy/black images, the other a Flax scheduler black-image issue; similar symptom, different underlying problem." }, { "left": "issue:6385", "right": "issue:8551", "accept": false, - "reason": "VRAM usage issue vs device placement bug for image latents; unrelated underlying problems." + "reason": "VRAM usage in Stable Video Diffusion is unrelated to SDXL inpaint device placement with `device_map=\"balanced\"`." }, { "left": "issue:11136", "right": "issue:9889", "accept": false, - "reason": "SanaSprint timestep support limitation vs SDXL-turbo segfault; different models and different failure modes." + "reason": "Different models and failures: SanaSprint timestep support vs an SDXL-turbo segmentation fault." }, { "left": "issue:10040", "right": "issue:6258", "accept": false, - "reason": "Grey image generation in SD3 vs quality degradation from forward chunking in Stable Video Diffusion; not the same bug." + "reason": "Grey-image generation is not the same as forward-chunking quality degradation, even if both affect output quality." }, { "left": "issue:2695", "right": "issue:9630", "accept": false, - "reason": "Tensorboard validation failure during training vs flux-controlnet num_single_layers handling on single GPU; unrelated." + "reason": "ControlNet validation/TensorBoard handling is unrelated to a Flux-ControlNet `num_single_layers=0` runtime error." }, { "left": "issue:2495", "right": "issue:4321", "accept": false, - "reason": "Both produce black images, but they are distinct pipelines/backends (MPS upscale vs ONNX DirectML), so they should not be merged." + "reason": "Both mention black images under FP16, but one is MPS upscale and the other is DirectML ONNX; too different to merge." }, { "left": "issue:11410", "right": "issue:7950", "accept": false, - "reason": "Attention unpacking ValueError vs PyTorch 2.3 compatibility issue; not the same concrete code-path." + "reason": "A tensor-unpacking error in attention code is unrelated to a PyTorch version compatibility issue." }, { "left": "issue:6549", "right": "issue:7974", "accept": false, - "reason": "Warning-log typo/reporting issue vs IP-Adapter inpaint bug; different symptoms and fixes." + "reason": "IP-Adapter + LoRA warning logs are not the same as an inpaint+IP-Adapter functional bug." }, { "left": "issue:4936", "right": "issue:8472", "accept": false, - "reason": "Dreambooth resume regression vs a question about training LoRA with other modules; not duplicate bug reports." + "reason": "DreamBooth resume breakage is different from a general question about pre-training LoRA with other modules." }, { "left": "issue:5227", "right": "issue:8879", "accept": false, - "reason": "LoRA loading with torch.compile vs torch.compile+cudagraph failure on SDXL; related theme, but not the same underlying defect." + "reason": "Both involve `torch.compile`, but one is about `load_lora_weight` and the other about cudagraph failure in SDXL; separate failures." }, { "left": "issue:11006", "right": "issue:11104", "accept": false, - "reason": "Wan 2.1 I2V quantized-transformer video corruption vs LTX-Video offload methods broken; different pipelines and failure mechanisms." + "reason": "Different video pipelines and different symptoms; no shared concrete code-path bug." }, { "left": "issue:1536", "right": "issue:3213", - "accept": false, - "reason": "Both concern lpw_stable_diffusion, but one is a compatibility report and the other is a later breakage report; insufficient evidence they are the same bug." + "accept": true, + "reason": "Both point to the same `lpw_stable_diffusion` pipeline breakage/compatibility regression, with 3213 reading like a \u043f\u043e\u0432\u0442\u043e\u0440ed report of the same underlying issue." }, { "left": "issue:4752", "right": "issue:5274", "accept": false, - "reason": "SDXL bias/input dtype mismatch in inference vs mixed-precision training dtype error; similar dtype flavor, but different code paths and likely different fixes." + "reason": "Both are dtype mismatch symptoms, but they occur in different pipelines and training/inference paths." }, { "left": "issue:8182", "right": "issue:8958", "accept": false, - "reason": "Logger API typo vs torch.library.register_fake missing in PyTorch 2.4; completely unrelated." + "reason": "A typo in logger usage is unrelated to the `torch.library.register_fake` API absence." }, { "left": "issue:8518", "right": "issue:8879", "accept": false, - "reason": "SD3 torch.compile unsupported UserDefinedClassVariable vs SDXL torch.compile+cudagraph failure; different models and compiler failure sites." + "reason": "Both are `torch.compile` problems, but the reported unsupported call on SD3 is not the same bug as cudagraph failure on SDXL." }, { "left": "issue:1100", "right": "issue:858", "accept": false, - "reason": "CLIPTextTransformer device attribute issue vs Parameter.named_children AttributeError; different API breakages." + "reason": "Different attribute errors on unrelated objects; no shared code path." }, { "left": "issue:4892", "right": "issue:7731", "accept": false, - "reason": "Distinct research/pipeline features (TokenFlow vs StreamingT2V), not the same bug." + "reason": "TokenFlow and StreamingT2V are different video-generation features, not the same bug." }, { "left": "issue:10428", "right": "issue:9979", "accept": false, - "reason": "Both mention Flux, but one is an Ascend NPU inference error and the other is a controlnet channels mismatch; different problems." + "reason": "One is a Flux inference error on Ascend NPU, the other a Flux img2img ControlNet channel mismatch; distinct issues." }, { "left": "issue:1695", "right": "issue:2089", "accept": false, - "reason": "Dreambooth multi-GPU/deepspeed training request vs a CUDA OOM in AltDiffusion DreamBooth; unrelated." - }, - { - "left": "issue:4030", - "right": "issue:6594", - "accept": false, - "reason": "Stable Diffusion embedding runtime error vs network failure fetching a remote config file; not duplicate issues." - }, - { - "left": "issue:6090", - "right": "issue:7002", - "accept": false, - "reason": "Channel-count mismatch in a model layer vs an invalid buffer size memory error; different root causes." + "reason": "DreamBooth multi-GPU/DeepSpeed training and AltDiffusion OOM are different training problems." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: the representative issue choice and the cluster summary are supported by titles alone, and the rejected soft pairs are framed conservatively. The `lpw_stable_diffusion` pair is the only plausible near-duplicate and the verdict does not overstate the evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -48255,7 +48286,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:1013", "issue:10165", @@ -48270,9 +48301,6 @@ "issue:10940", "issue:11014", "issue:11062", - "issue:11215", - "issue:11464", - "issue:11648", "issue:11853", "issue:2234", "issue:2265", @@ -48284,6 +48312,7 @@ "issue:3566", "issue:3595", "issue:3886", + "issue:4030", "issue:4398", "issue:5064", "issue:5075", @@ -48292,20 +48321,24 @@ "issue:5258", "issue:5433", "issue:5630", + "issue:6090", "issue:6154", "issue:6297", + "issue:6594", "issue:6741", + "issue:7002", "issue:7168", "issue:7516", "issue:7982", "issue:8832", "issue:9136", "issue:9208", - "issue:9525", "issue:9558", "issue:987" ], "soft_pairs": [ + "issue:4030|issue:6594", + "issue:6090|issue:7002", "issue:7168|issue:8832", "issue:2265|issue:3886", "issue:10492|issue:11062", @@ -48327,182 +48360,180 @@ "issue:10512|issue:10804", "issue:1061|issue:2880", "issue:1070|issue:259", - "issue:10940|issue:7516", - "issue:11215|issue:9525", - "issue:11464|issue:11648" + "issue:10940|issue:7516" ], - "prepared_review_unit_hash": "cfceafada8fdff137a5554f74a1b7eff8f5057a5e8bdacf9ffb372ba3c516474", + "prepared_review_unit_hash": "b4d644473028e3a70025666dc187b5d9a22ff7629e40a80f0330e08d3f33831f", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33213, - "estimated_input_tokens": 8304, - "estimated_eval_tokens": 16864 + "serialized_chars": 33466, + "estimated_input_tokens": 8367, + "estimated_eval_tokens": 16990 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: LoRA/Flux loading and scaling issues appear alongside unrelated training, scheduler, docs, and pipeline bugs. None of the soft pairs look like true duplicates; they\u2019re only loosely similar by subsystem.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 9525 is the clearest concrete bug report in the densest recurring theme (Flux/LoRA behavior), but the overall cluster is too mixed to treat it as a real duplicate anchor.", + "summary": "This cluster is heterogeneous: LoRA-loading problems, SDXL/pipeline bugs, training OOMs, docs requests, and import/runtime errors. None of the proposed soft pairs look like the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 10512 is the clearest representative of the recurring LoRA-loading/theme in this set, with a detailed and active bug report about a concrete failure path.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 9525 is the most actionable standalone report: specific title, clear symptom, and a focused code-path (Flux LoRA scale handling).", + "best_issue_reason": "Issue 10512 is the strongest standalone issue to anchor the cluster because it is specific, actionable, and closest to the most repeated functional area (LoRA loading).", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:4030", + "right": "issue:6594", + "accept": false, + "reason": "Different failures: one is a Stable Diffusion v2.1 embedding runtime error, the other is a network/download connection error." + }, + { + "left": "issue:6090", + "right": "issue:7002", + "accept": false, + "reason": "Both are runtime failures, but the concrete bugs differ: channel-mismatch convolution input vs invalid buffer size/memory blowup." + }, { "left": "issue:7168", "right": "issue:8832", "accept": false, - "reason": "Different problems: IP-Adapter image embedding tensor shape vs a generic pipeline crash on `pipe(prompt)`." + "reason": "One is specifically about incorrect IP-Adapter image embedding tensors; the other is a generic pipeline crash at image generation." }, { "left": "issue:2265", "right": "issue:3886", "accept": false, - "reason": "Different failures: ONNXRuntime incompatibility in a training script vs distributed collective timeout during ddpm training." + "reason": "Different code paths and symptoms: ONNXRuntime incompatibility in a training script vs distributed training watchdog timeout." }, { "left": "issue:10492", "right": "issue:11062", "accept": false, - "reason": "Related to quantization/LoRA, but one is a torchao quantize fuse error and the other is a CivitAI LoRA load error in a different setup." + "reason": "Both mention LoRA, but one is about torchao quantize/fuse errors and the other is about loading a CivitAI LoRA; not the same bug." }, { "left": "issue:11014", "right": "issue:3382", "accept": false, - "reason": "Both mention OOM, but the contexts differ: inference on Colab A100 vs multi-GPU training memory usage." + "reason": "Both mention OOM, but one is a general CUDA OOM in inference and the other is multi-GPU training OOM; too broad to treat as duplicates." }, { "left": "issue:10223", "right": "issue:4398", "accept": false, - "reason": "Completely different topics: a question about a LoRA ID for inference vs all-black images in an SDXL LoRA dreambooth pipeline." + "reason": "A question about where to obtain a LoRA ID is unrelated to black-image output from the SDXL LoRA-dreambooth pipeline." }, { "left": "issue:5128", "right": "issue:9208", "accept": false, - "reason": "Both involve loading files/models, but one is a local `.safetensors` load and the other is ControlNet loading from single-file checkpoints." + "reason": "Same API family, but one is loading a local .safetensors into XLPipeline and the other is loading controlnet models from single file; not clearly the same defect." }, { "left": "issue:5215", "right": "issue:5630", "accept": false, - "reason": "Both are image-quality regressions, but one is brightness shift in upscale and the other is leftover noise in SDXL img2img with LMS." + "reason": "Both are image-quality complaints in SDXL pipelines, but brightness shift and leftover noise are different bugs." }, { "left": "issue:3566", "right": "issue:987", "accept": false, - "reason": "Both report unexpected output colors/artifacts, but the pipelines and symptoms are different (ControlNet reference vs speech-to-image green output)." + "reason": "Different pipelines and outputs: controlnet_reference unexpected results vs speech-to-image green output." }, { "left": "issue:5630", "right": "issue:9558", "accept": false, - "reason": "Different manifestations: noise leftover in SDXL img2img vs black validation images in tensorboard." + "reason": "SDXL img2img scheduler noise is unrelated to a black validation image in tensorboard." }, { "left": "issue:11853", "right": "issue:9136", "accept": false, - "reason": "Not the same bug: one is a controlnet+IP-Adapter dimension conflict, the other is a general quality issue at some resolutions." + "reason": "One is a loading/config conflict when combining ControlNet and IP-Adapter; the other is a quality issue at certain resolutions." }, { "left": "issue:6154", "right": "issue:6741", "accept": false, - "reason": "Different training problems: SDXL LoRA training on M2 Mac vs a missing `no_flip` argument in a Diffusion DPO script." + "reason": "Different training issues: M2 Mac LoRA training failure vs a missing argparse field in Diffusion DPO." }, { "left": "issue:3595", "right": "issue:7982", "accept": false, - "reason": "Both are `from_*`/loading-related, but one is `from_ckpt` failure and the other is `from_pipe` with MultiControlNetModel." + "reason": "Both involve conversion/loading helpers, but from_ckpt failure and from_pipe with MultiControlNet are different concrete problems." }, { "left": "issue:2234", "right": "issue:6297", "accept": false, - "reason": "Both concern training, but one is xformers memory-efficient attention and the other is SDXL LoRA training on photos." + "reason": "Both are training problems, but xformers finetuning failure and SDXL LoRA photo-training failure are not the same bug." }, { "left": "issue:5258", "right": "issue:5433", "accept": false, - "reason": "Different SDXL/refiner issues: controlnet inpaint with refiner vs DPM++ artifacts without refiner." + "reason": "Both mention SDXL/refiner, but one is ControlNet inpainting with refiner and the other is DPM++ artifacts without refiner." }, { "left": "issue:10165", "right": "issue:10866", "accept": false, - "reason": "Both mention LoRA, but one is seed preservation when changing scale and the other is a Lumina/Civitai compatibility problem." + "reason": "Both are LoRA-related, but seed preservation when changing scale is unrelated to compatibility/loading of a Lumina Image 2.0 LoRA." }, { "left": "issue:5064", "right": "issue:5075", "accept": false, - "reason": "Both involve SDXL refiner usage, but one is out-of-space inference and the other is a prompt-embedding shape mismatch." + "reason": "Different refiner issues: out-of-space during inference vs a tensor shape mismatch when using prompt embeddings." }, { "left": "issue:1013", "right": "issue:3149", "accept": false, - "reason": "Different core bugs: a specific StableDiffusionMegaPipeline compatibility issue vs nondeterministic image generation." + "reason": "Different versions and bug types: a pipeline not working in Diffusers 6.0 vs non-deterministic images in 0.14.0." }, { "left": "issue:1049", "right": "issue:3412", "accept": false, - "reason": "Both are docs-related, but they request different documentation updates (Euler schedulers vs stable diffusion next steps)." + "reason": "Both are docs issues, but they target unrelated documentation pages and changes." }, { "left": "issue:10512", "right": "issue:10804", "accept": false, - "reason": "Related to FLUX LoRA loading, but one is Quanto Flux LoRA load failure and the other is a ComfyUI-compatible FLUX1.dev LoRA load failure." + "reason": "Both are FLUX/LoRA load failures, but the titles suggest different model/format contexts (Quanto Flux vs ComfyUI-compatible FLUX1.dev) without enough evidence of the same bug." }, { "left": "issue:1061", "right": "issue:2880", "accept": false, - "reason": "Different content entirely: a text inversion docs update vs a JAX Colab runtime failure." + "reason": "One is a documentation update request; the other is a JAX Colab runtime failure." }, { "left": "issue:1070", "right": "issue:259", "accept": false, - "reason": "Different pipelines and symptoms: inpainting bug in new SD vs progress bar behavior in Stable Diffusion." + "reason": "Different Stable Diffusion issues: inpainting bug vs progress-bar behavior." }, { "left": "issue:10940", "right": "issue:7516", "accept": false, - "reason": "Unrelated import/runtime issues: missing `triton.ops` vs missing `DepthNormalEstimationPipeline` symbol." - }, - { - "left": "issue:11215", - "right": "issue:9525", - "accept": false, - "reason": "Both touch LoRA and quantization/Flux, but one is about slow quantization and ineffective LoRA support, not the same as `lora_scale` having no effect." - }, - { - "left": "issue:11464", - "right": "issue:11648", - "accept": false, - "reason": "Both are Flux/LoRA-related, but one is loading a specific Canny-dev LoRA in FluxControlPipeline and the other is fp8 transformer LoRA weight handling." + "reason": "Separate import problems with different missing symbols/modules: triton.ops missing vs DepthNormalEstimationPipeline absent." } ] }, @@ -48524,8 +48555,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ + "issue:11215", + "issue:11464", + "issue:11648", "issue:1185", "issue:11964", "issue:1304", @@ -48555,7 +48589,6 @@ "issue:383", "issue:4064", "issue:4080", - "issue:4117", "issue:4376", "issue:4868", "issue:4933", @@ -48564,17 +48597,18 @@ "issue:528", "issue:540", "issue:5595", - "issue:6158", "issue:660", "issue:668", - "issue:684", "issue:7428", "issue:776", "issue:905", "issue:9178", + "issue:9525", "issue:9637" ], "soft_pairs": [ + "issue:11215|issue:9525", + "issue:11464|issue:11648", "issue:1185|issue:2599", "issue:11964|issue:9178", "issue:1304|issue:2093", @@ -48596,182 +48630,180 @@ "issue:3175|issue:3803", "issue:3583|issue:7428", "issue:3811|issue:4868", - "issue:383|issue:528", - "issue:4080|issue:6158", - "issue:4117|issue:684" + "issue:383|issue:528" ], - "prepared_review_unit_hash": "d09b840b81656e8e5645999b5000d223f5c3a87dea35c61653624fd27316622b", + "prepared_review_unit_hash": "e643d7b93ed64606e27771f57a20eaf89f606aca476285e49aea5133d35c97ec", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 32722, - "estimated_input_tokens": 8181, - "estimated_eval_tokens": 16618 + "serialized_chars": 33305, + "estimated_input_tokens": 8327, + "estimated_eval_tokens": 16910 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad false positive: it mixes Dreambooth/LoRA training bugs, pipeline feature requests, platform-specific errors, and unrelated questions. None of the soft-edge pairs look like the same underlying issue or change.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 4117 is the most substantial bug report in the training-related subset and the closest thing to a cluster anchor, but it is still distinct from the other Dreambooth/LoRA reports.", + "summary": "This cluster is mostly Flux/LoRA-related user reports, but they split into distinct bugs: LoRA loading/effectiveness, fp8/quantized model loading, training target-module errors, and a separate quantization-slow complaint. No PRs are present.", + "confidence": 0.83, + "canonical_issue_reason": "issue:9525 is the cleanest, most generic Flux LoRA bug report: LoRA loading has no effect. It best represents the common failure mode behind the Flux LoRA-loading reports without adding extra unrelated symptoms.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 4117 is the strongest representative artifact: detailed repro, clear failure mode, and the broadest relevance among the training-bug issues in this mixed set.", + "best_issue_reason": "issue:9525 is the best global issue candidate because it states the core Flux/LoRA symptom directly and broadly; the other Flux issues are either more specific load errors, training setup problems, or mixed with performance concerns.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:11215", + "right": "issue:9525", + "accept": false, + "reason": "Related Flux LoRA complaints, but 11215 also mixes in quantization slowdown and frames the problem more broadly; not the same concrete bug as `lora_scale` having no effect." + }, + { + "left": "issue:11464", + "right": "issue:11648", + "accept": false, + "reason": "Both involve Flux LoRA loading, but one is a ControlPipeline load failure and the other is fp8 transformer-model handling; different failure modes." + }, { "left": "issue:1185", "right": "issue:2599", "accept": false, - "reason": "Both concern Dreambooth results, but one is about reproducibility and the other about multi-subject quality degradation; different bugs." + "reason": "Both are Dreambooth training complaints, but one is about reproducibility and the other about multi-subject quality degradation." }, { "left": "issue:11964", "right": "issue:9178", "accept": false, - "reason": "Both mention Flux LoRA, but one is a load-time missing-weights KeyError and the other is a training target-module error." + "reason": "Both are Flux LoRA issues, but one is a KeyError on missing weights while the other is a PEFT target-module configuration error during training." }, { "left": "issue:1304", "right": "issue:2093", "accept": false, - "reason": "These are both image-to-image related, but one is a how-to/training question and the other is a generic model-topic issue." + "reason": "One is a training how-to for text-guided image-to-image SD, the other is a generic image-to-image diffusion-model topic." }, { "left": "issue:1305", "right": "issue:5153", "accept": false, - "reason": "Direct Inversion and FreeU are unrelated research/features; no shared bug or change path." + "reason": "Different research/features entirely: Direct Inversion vs FreeU." }, { "left": "issue:1500", "right": "issue:2053", "accept": false, - "reason": "One is a community pipeline incompatibility, the other is a VRAM regression; different symptoms and code paths." + "reason": "Different problems: pipeline incompatibility with a specific version vs increased VRAM usage." }, { "left": "issue:1552", "right": "issue:1807", "accept": false, - "reason": "Attention slicing breakage is not the same as gradually slowing inference; different performance issues." + "reason": "One is an attention-slicing compatibility bug; the other is a runtime slowdown over repeated generations." }, { "left": "issue:1572", "right": "issue:4933", "accept": false, - "reason": "Img2img/inpainting pipeline failure is unrelated to Dreambooth checkpoint export problems." + "reason": "Different areas: img2img/inpainting pipeline support vs Dreambooth checkpoint export." }, { "left": "issue:2218", "right": "issue:5014", "accept": false, - "reason": "Both describe poor training outcomes, but one is generic overtraining and the other is specifically LoRA results not showing up." + "reason": "Training quality complaints, but one is generic overfitting and the other is not getting expected results from LoRA training." }, { "left": "issue:2361", "right": "issue:4376", "accept": false, - "reason": "Checkpoint-save crashing and textual inversion crashing are different failures in different scripts/pipelines." + "reason": "Different crash sites: checkpoint saving vs textual inversion loading." }, { "left": "issue:2437", "right": "issue:4064", "accept": false, - "reason": "Both are pipeline feature requests, but for different pipeline types and different functionality." + "reason": "Both are feature requests for pipelines, but they target different pipeline families and are not the same change." }, { "left": "issue:2462", "right": "issue:540", "accept": false, - "reason": "IterableDataset support and GPU memory usage are unrelated training concerns." + "reason": "IterableDataset training support and GPU memory optimization are unrelated bugs/features." }, { "left": "issue:2645", "right": "issue:660", "accept": false, - "reason": "Both involve Apple hardware, but one is a ControlNet CUDA assertion and the other is fp16/MPS execution." + "reason": "Both mention M1/MPS/CUDA issues, but they are different execution-path failures." }, { "left": "issue:2689", "right": "issue:776", "accept": false, - "reason": "A broken image link is not the same as an img2img batch-size bug." + "reason": "Broken image link is unrelated to the img2img batch-size bug." }, { "left": "issue:2776", "right": "issue:5595", "accept": false, - "reason": "DeepSpeed/ZeRO runtime failure is unrelated to invalid image size dimensions." + "reason": "Different errors: DeepSpeed version/runtime issue vs invalid image dimensions." }, { "left": "issue:2783", "right": "issue:905", "accept": false, - "reason": "Both mention img2img/inpainting, but one is a ControlNet pipeline request and the other is a broader community pipeline question." + "reason": "Similar broad area of img2img/inpainting support, but not the same concrete pipeline request." }, { "left": "issue:2785", "right": "issue:4080", "accept": false, - "reason": "M1/M2 text-to-video support and SDXL inpainting are different feature requests for different pipelines." + "reason": "Different feature requests: text-to-video M1/M2 support vs SDXL inpainting pipeline." }, { "left": "issue:2844", "right": "issue:668", "accept": false, - "reason": "StableUnCLIP image-embedding passing and Dreambooth on Colab are unrelated runtime errors." + "reason": "Completely different runtime failures in different workflows." }, { "left": "issue:2991", "right": "issue:9637", "accept": false, - "reason": "Both touch attention/mixed precision, but they affect different mechanisms: ControlNet mixed-precision vs XFormers attention-mask/bfloat16 edge case." + "reason": "Both involve attention/mixed-precision/XFormers edge cases, but they are different code paths and error conditions." }, { "left": "issue:3175", "right": "issue:3803", "accept": false, - "reason": "Multi-face Dreambooth training and multi-GPU LoRA synchronization are different training problems." + "reason": "Dreambooth multi-face training vs multi-GPU LoRA training are separate issues." }, { "left": "issue:3583", "right": "issue:7428", "accept": false, - "reason": "These are separate feature requests for different diffusion variants; no same implementation target." + "reason": "Different requested features: Mixture of Diffusers vs Layer Diffusion." }, { "left": "issue:3811", "right": "issue:4868", "accept": false, - "reason": "LoRA load having no effect on generation is not the same as a generic AttributeError in __getattr__." + "reason": "LoRA having no effect and a `super().__getattr__` AttributeError are unrelated bugs." }, { "left": "issue:383", "right": "issue:528", "accept": false, - "reason": "Both are conceptual questions about model classes, but they are about different frameworks and different topics." - }, - { - "left": "issue:4080", - "right": "issue:6158", - "accept": false, - "reason": "SDXL inpainting and animatediff SDXL support are separate pipeline features." - }, - { - "left": "issue:4117", - "right": "issue:684", - "accept": false, - "reason": "Dreambooth failing on SDXL is unrelated to AMD training memory optimization issues." + "reason": "General design/question threads, but about different configuration topics." } ] }, @@ -48793,17 +48825,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ - "issue:12369", - "issue:12457", "issue:12480", "issue:12481", "issue:12482", "issue:12483", "issue:2453", + "issue:4080", + "issue:4117", "issue:4152", - "issue:4241", "issue:4274", "issue:4316", "issue:4340", @@ -48821,12 +48852,14 @@ "issue:5432", "issue:5577", "issue:5932", + "issue:6158", "issue:6218", "issue:6297", "issue:6388", "issue:6423", "issue:6439", "issue:6791", + "issue:684", "issue:6865", "issue:7002", "issue:7009", @@ -48844,6 +48877,8 @@ "issue:986" ], "soft_pairs": [ + "issue:4080|issue:6158", + "issue:4117|issue:684", "issue:4152|issue:7877", "issue:4274|issue:5371", "issue:4316|issue:5432", @@ -48866,194 +48901,192 @@ "issue:12481|issue:12483", "issue:12482|issue:12483", "issue:12480|issue:12483", - "issue:2453|issue:6423", - "issue:2453|issue:4241", - "issue:12369|issue:12457" + "issue:2453|issue:6423" ], - "prepared_review_unit_hash": "4e391ebdd7279f255cdf9d73a62083af3a4483abf58579417381147f78b3473e", + "prepared_review_unit_hash": "c8ed7f079ef742f1f147f05736d0215a944d3ec5c5c7630eb5f76aecaa3c1dd7", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 33140, - "estimated_input_tokens": 8285, - "estimated_eval_tokens": 16826 + "serialized_chars": 33713, + "estimated_input_tokens": 8429, + "estimated_eval_tokens": 17114 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly unrelated issue reports, except for a tight duplicate set about `offload_state_dict` / `CLIPTextModel` / the diffusers-transformers dependency conflict. I would use issue 12483 as the canonical issue for that duplicate group.", - "confidence": 0.95, - "canonical_issue_reason": "12483 is the most complete and highest-level report in the duplicate set: it frames the problem as a diffusers 0.35.1 vs transformers 4.57.0 dependency conflict causing the `offload_state_dict` TypeError, while 12480-12482 are narrower near-duplicate titles of the same failure.", + "summary": "Most items are unrelated, but four October 2025 issues are clear duplicates of the same CLIPTextModel/offload_state_dict compatibility failure; the dependency-conflict report is the best representative.", + "confidence": 0.97, + "canonical_issue_reason": "Choose issue 12483: it states the underlying dependency mismatch clearly (diffusers 0.35.1 vs transformers 4.57.0) and subsumes the nearly identical CLIPTextModel '__init__'/'unexpected kwarg offload_state_dict' reports in 12480/12481/12482.", "canonical_pr_reason": null, - "best_issue_reason": "12483 is the best triage anchor because it captures the underlying compatibility problem, not just the surface CLIPTextModel constructor error.", + "best_issue_reason": "Issue 12483 is the strongest cluster anchor because it is the most general, diagnostic description of the same bug and is easiest to triage against the duplicate runtime TypeError reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:4080", + "right": "issue:6158", + "accept": false, + "reason": "Different features: SDXL inpainting pipeline vs Animatediff SDXL support request." + }, + { + "left": "issue:4117", + "right": "issue:684", + "accept": false, + "reason": "Different problems: Dreambooth on SDXL vs AMD training-memory optimization failure." + }, { "left": "issue:4152", "right": "issue:7877", "accept": false, - "reason": "Both concern attention APIs, but one asks for mixed attention kwargs per processor and the other for an `out_dim` option on Attention; different feature requests." + "reason": "Unrelated attention customization request vs new out_dim support request; same subsystem only." }, { "left": "issue:4274", "right": "issue:5371", "accept": false, - "reason": "Both mention BLIP, but one requests BLIP Diffusion support and the other BLIP inpainting pipeline support; separate additions." + "reason": "Different pipelines/features: BLIP diffusion addition vs BLIP inpainting pipeline support." }, { "left": "issue:4316", "right": "issue:5432", "accept": false, - "reason": "Both are training-script validation issues, but they affect different scripts and symptoms, so they are not the same bug." + "reason": "Both are training-script issues, but one is validation-option error and the other is blank validation images; not the same bug." }, { "left": "issue:4340", "right": "issue:8472", "accept": false, - "reason": "One is an SDXL LoRA training error and the other is a general question about training LoRA with other modules; not the same concrete problem." + "reason": "Both involve LoRA training, but one is an SDXL training error and the other is a general question about simultaneous modules." }, { "left": "issue:4405", "right": "issue:6388", "accept": false, - "reason": "Textual inversion script request and gradient-checkpointing ignored in SDXL LoRA training are unrelated changes." + "reason": "Feature request for SDXL textual inversion vs a gradient-checkpointing bug in SDXL LoRA training." }, { "left": "issue:4460", "right": "issue:7142", "accept": false, - "reason": "Both compare diffusers output against another implementation, but they involve different models and failure modes." + "reason": "Different symptom and context: output mismatch in diffusion inference vs SDXL-lightning inference mismatch." }, { "left": "issue:4727", "right": "issue:5577", "accept": false, - "reason": "One is about `local_files_only` auto pipelines; the other is a `from_single_file` ControlNet key error. Different code paths." + "reason": "Different loading paths: local_files_only auto pipeline breakage vs ControlNet from_single_file KeyError." }, { "left": "issue:4773", "right": "issue:8532", "accept": false, - "reason": "Both involve LoRA loading, but one is about loading a specific CivitAI LoRA and the other about progressive memory growth; different bugs." + "reason": "Loading CivitAI LoRA vs progressive memory increase while loading LoRA weights; same broad topic only." }, { "left": "issue:4806", "right": "issue:5330", "accept": false, - "reason": "Both touch UNet2DModel, but one is a parameter type issue and the other is `class_labels` being ignored in forward; not the same defect." + "reason": "UNet2DModel type annotation issue vs class_labels being ignored in forward; related area but not the same defect." }, { "left": "issue:5004", "right": "issue:6439", "accept": false, - "reason": "Checkpoint-resume training failure and a broken docs link are unrelated." + "reason": "Training resume/fp16 bug vs docs link 404; unrelated." }, { "left": "issue:5150", "right": "issue:5405", "accept": false, - "reason": "Both mention `from_single_file`, but one is a missing method on StableDiffusionUpscalePipeline and the other is weights not being overwritten in SDXL loading." + "reason": "from_single_file missing on an upscaler pipeline vs SDXL from_single_file not overwriting weights; different code paths." }, { "left": "issue:5392", "right": "issue:986", "accept": false, - "reason": "A training question for latent diffusion and a butterfly demo question are unrelated." + "reason": "General training question vs unrelated demo API question." }, { "left": "issue:5932", "right": "issue:7002", "accept": false, - "reason": "Both are runtime errors in pipelines, but they describe different symptoms and likely different root causes." + "reason": "Both are runtime shape/buffer errors, but they involve different pipelines and failure modes." }, { "left": "issue:6218", "right": "issue:7592", "accept": false, - "reason": "Batch seed handling in pipelines vs incomplete DoRA state dict loading are unrelated." + "reason": "Batch seeding bug in ControlNet/img2img vs DoRA state_dict loading bug; not the same underlying issue." }, { "left": "issue:6297", "right": "issue:9393", "accept": false, - "reason": "Both are LoRA training problems, but they involve different models, tooling, and failure points." + "reason": "Different training workflows and failures: SDXL LoRA photos training vs flux dreambooth LoRA save-model problem." }, { "left": "issue:6791", "right": "issue:7146", "accept": false, - "reason": "Same training script, but one report says it cannot run while the other is specifically CUDA OOM; not the same issue." + "reason": "train_text_to_image_sdxl.py failing to run vs CUDA OOM during SDXL fine-tuning; different root causes." }, { "left": "issue:6865", "right": "issue:9645", "accept": false, - "reason": "A load_image type-check bug and an import error for a loader mixin are unrelated." + "reason": "Both are import/loading concerns, but one is an image-instance check bug and the other is a missing symbol import." }, { "left": "issue:7009", "right": "issue:9568", "accept": false, - "reason": "Different model families and different reconstruction/generation failures." + "reason": "Text-to-video quality/loading issue vs CogVideoX autoencoder reconstruction failure; unrelated." }, { "left": "issue:9611", "right": "issue:9767", "accept": false, - "reason": "Both involve FluxImg2ImgPipeline, but one is an image batching error and the other is a cuDNN frontend error during LoRA use; too different to merge." + "reason": "Both touch Flux image pipelines, but one is batching and the other is cuDNN frontend LoRA execution error; not the same bug." }, { "left": "issue:12481", "right": "issue:12483", "accept": true, - "reason": "Same `offload_state_dict` TypeError family; 12481 is just another phrasing of the same diffusers/transformers incompatibility." + "reason": "Same underlying bug: identical CLIPTextModel unexpected 'offload_state_dict' TypeError caused by the diffusers/transformers compatibility mismatch." }, { "left": "issue:12482", "right": "issue:12483", "accept": true, - "reason": "Same underlying bug: `CLIPTextModel` receives unexpected `offload_state_dict`, matching the same compatibility problem." + "reason": "Same underlying bug: identical CLIPTextModel unexpected 'offload_state_dict' TypeError from the same version conflict." }, { "left": "issue:12480", "right": "issue:12483", "accept": true, - "reason": "Same root cause and error path; 12480 is a duplicate report of the `offload_state_dict` constructor failure." + "reason": "Same underlying bug: the title and failure match the other CLIPTextModel/offload_state_dict compatibility reports." }, { "left": "issue:2453", "right": "issue:6423", "accept": false, - "reason": "General contribution question and a specific reproducibility issue are unrelated." - }, - { - "left": "issue:2453", - "right": "issue:4241", - "accept": false, - "reason": "A contribution question and a LoRA fine-tuning feature request are not duplicates." - }, - { - "left": "issue:12369", - "right": "issue:12457", - "accept": false, - "reason": "Both are CineScale-related, but the titles are too broad to confirm the same bug or change; insufficient evidence for a duplicate merge." + "reason": "Completely unrelated: contribution question vs inability to reproduce fill50k results." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 12369/12457 is a separate CineScale pair, and 12480/12481/12482/12483 are a clear duplicate cluster around the same `offload_state_dict` / `CLIPTextModel` constructor failure. The soft-edge rejections are conservative and the accepted duplicates are well supported by the near-identical titles and high similarity scores." + "feedback": "The clustering is well grounded in the packet. The four October 2025 issues are highly similar and the choice of issue 12483 as the canonical anchor is conservative and supported by the titles. The non-matching soft pairs are also rejected with mostly cautious, title-based reasoning. No overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -49072,11 +49105,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:11519", "issue:11560", "issue:12369", + "issue:12457", "issue:1755", "issue:1962", "issue:200", @@ -49086,8 +49120,6 @@ "issue:2453", "issue:2462", "issue:2838", - "issue:3385", - "issue:3427", "issue:3576", "issue:3593", "issue:3698", @@ -49124,6 +49156,8 @@ "issue:9410" ], "soft_pairs": [ + "issue:2453|issue:4241", + "issue:12369|issue:12457", "issue:3698|issue:4445", "issue:4241|issue:4876", "issue:4241|issue:6423", @@ -49150,205 +49184,216 @@ "issue:2453|issue:2838", "issue:5932|issue:7619", "issue:5274|issue:5425", - "issue:1962|issue:2195", - "issue:3385|issue:3427" + "issue:1962|issue:2195" ], - "prepared_review_unit_hash": "a23ea9e51211db08377febf02ae14ebd6430d169449931f451d33af42a611df0", + "prepared_review_unit_hash": "ca08df602f31c3b685cfd4aaefd84991b483cc971f9869f177a1d8f9b39ad59a", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 34301, - "estimated_input_tokens": 8576, - "estimated_eval_tokens": 17408 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 34067, + "estimated_input_tokens": 8517, + "estimated_eval_tokens": 17290 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster of unrelated feature requests and bug reports. The only strong duplicate family I see is the DreamBooth channel-mismatch error pair (5932/7619), with a second textual-inversion/DiagonalGaussianDistribution pair (378/384) also looking like the same underlying bug. The other soft pairs are broader similarity matches but not true duplicates.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 5932 is the clearest concrete bug report in the set and has the strongest duplicate match (7619) with a reproducible channel-mismatch traceback.", + "summary": "Mostly unrelated issue set with a few clear duplicate families. The strongest matches are around SDXL/img2img denoising offsets, the DiagonalGaussianDistribution latent_dist error, Dreambooth channel-mismatch, and FLUX/MPS float64 support.", + "confidence": 0.92, + "canonical_issue_reason": "issue:5628 is the best canonical issue among the related bug reports: it gives a specific, well-diagnosed SDXL img2img scheduler/denoising offset problem and sits at the center of the accepted denoising-start/end duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "5932 is the best issue to keep as the canonical representative of its bug family; most other items are feature/support requests rather than the same defect.", + "best_issue_reason": "issue:5628 is the strongest overall issue to represent the cluster's real duplicate-bug content because it is precise, actionable, and directly overlaps with the other accepted scheduler/denoising reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:2453", + "right": "issue:4241", + "accept": false, + "reason": "Both are support-style requests, but one is about contributing and the other is about LoRA fine-tuning support; not the same underlying problem." + }, + { + "left": "issue:12369", + "right": "issue:12457", + "accept": true, + "reason": "Both ask for CineScale support; the titles differ mainly in specificity, but the feature request is the same." + }, { "left": "issue:3698", "right": "issue:4445", "accept": false, - "reason": "Different asks: converting an inpainting model to diffusers vs guidance on LoRA finetuning." + "reason": "Different topics: converting the inpainting model to diffusers vs. how to finetune a LoRA model." }, { "left": "issue:4241", "right": "issue:4876", "accept": false, - "reason": "Both mention LoRA, but one is about fine-tuning support and the other is about exposing a layer-std argument; not the same change." + "reason": "One is a request for LoRA fine-tuning support, the other is about exposing a LoRA layer std argument; related area, but not the same bug/change." }, { "left": "issue:4241", "right": "issue:6423", "accept": false, - "reason": "Unrelated feature request vs reproduction issue for fill50k results." + "reason": "LoRA fine-tuning support request vs. reproducibility of fill50k results; different issues." }, { "left": "issue:4445", "right": "issue:4876", "accept": false, - "reason": "Finetuning how-to vs LoRA initialization parameter request; different topics." + "reason": "General LoRA finetuning question vs. a specific parameter request for LoRA layers; not the same underlying change." }, { "left": "issue:4445", "right": "issue:692", "accept": false, - "reason": "General fine-tuning example request is not the same as a LoRA finetuning question." + "reason": "A finetuning question is not the same as asking for a diffusion-model fine-tuning example." }, { "left": "issue:3576", "right": "issue:3593", "accept": false, - "reason": "Both involve xformers, but one is Textual Inversion and the other is LoRA/PyTorch 2.0 second-call failure; different code paths." + "reason": "Both mention xformers, but they involve different features and symptoms (Textual Inversion TypeError vs. LoRA second-call failure)." }, { "left": "issue:4913", "right": "issue:6572", "accept": false, - "reason": "Different pipeline/model requests: ControlNet openpose for SDXL vs ControlNetXS inpaint pipeline." + "reason": "Different feature requests: one for ControlNet OpenPose SDXL, the other for a ControlNetXS SDXL inpaint pipeline." }, { "left": "issue:1755", "right": "issue:4609", "accept": false, - "reason": "No meaningful overlap beyond generic support-request noise; unrelated subjects." + "reason": "No meaningful overlap; one is a generic/non-English issue and the other is a model availability request." }, { "left": "issue:1755", "right": "issue:2311", "accept": false, - "reason": "Generic unrelated issue vs UniPC scheduler request." + "reason": "Unrelated issues with no shared bug or change." }, { "left": "issue:4922", "right": "issue:692", "accept": false, - "reason": "Android demo request is unrelated to diffusion fine-tuning examples." + "reason": "Android demo request vs. diffusion finetuning example request; unrelated." }, { "left": "issue:4750", "right": "issue:4978", "accept": false, - "reason": "Both touch inpainting preprocessors, but they ask for different specific preprocessors and behaviors; not clearly the same change." + "reason": "Both involve inpaint preprocessing, but they request different preprocessors and do not clearly describe the same concrete bug/change." }, { "left": "issue:200", "right": "issue:202", "accept": false, - "reason": "Different test additions for different files/classes." + "reason": "Both are test-related issues, but they target different files and test additions; not duplicates." }, { "left": "issue:11560", "right": "issue:9410", "accept": false, - "reason": "Generic import error is too vague to treat as the same as the SD3 ControlNet inpainting import failure." + "reason": "Both mention import errors, but one is generic and the other is a specific pipeline import failure; insufficient evidence they are the same bug." }, { "left": "issue:9031", "right": "issue:9032", "accept": false, - "reason": "Different FlaxStableDiffusionPipeline questions: safety checker vs TPU colab setup." + "reason": "Different FlaxStableDiffusionPipeline questions: safety checker disabling vs. a minimal Colab TPU example." }, { "left": "issue:4716", "right": "issue:4747", "accept": false, - "reason": "SDXL long-prompt handling vs missing model_index.json after loading a fine-tuned LoRA; unrelated issues." + "reason": "Different SDXL topics: long-prompt handling vs. missing model_index.json after loading a fine-tuned LoRA." + }, + { + "left": "issue:5628", + "right": "issue:5630", + "accept": true, + "reason": "Both describe SDXL/img2img denoising/scheduler issues with leftover noise or offset start/end behavior; same underlying code-path is plausible." }, { "left": "issue:378", "right": "issue:384", "accept": true, - "reason": "Same Textual Inversion / DiagonalGaussianDistribution bug family; 384 reads like the concrete error manifestation of 378." + "reason": "These are the same textual inversion / DiagonalGaussianDistribution latent_dist bug, with one issue phrased as the resulting AttributeError." }, { "left": "issue:1962", "right": "issue:3902", "accept": false, - "reason": "Both are video-related, but one is a stable-diffusion video-generation request and the other is a Control-A-Video request." + "reason": "Both are about video generation, but they refer to different capabilities and likely different code paths." }, { "left": "issue:9038", "right": "issue:9039", "accept": false, - "reason": "Prompt weighting and LoRA loading are separate API requests, not one duplicate bug." + "reason": "Different FlaxStableDiffusionPipeline requests: prompt weighting vs. loading LoRA weights." }, { "left": "issue:2462", "right": "issue:5947", "accept": false, - "reason": "IterableDataset finetuning support and Diffusion-DPO policy discussion are unrelated." + "reason": "IterableDataset finetuning support vs. a diffusion-DPO policy objective discussion; unrelated." }, { "left": "issue:11519", "right": "issue:12369", "accept": false, - "reason": "Different model support requests: MAGI-1 vs Wan 2.1 CineScale up-to-4K." + "reason": "MAGI-1 support request and CineScale support request are unrelated features." }, { "left": "issue:5447", "right": "issue:5628", - "accept": false, - "reason": "Both concern denoising start/end behavior, but they target different scheduler configurations and symptoms; too broad to merge as one bug." + "accept": true, + "reason": "Both concern denoising_start/end behavior in SDXL img2img with scheduler-specific offsets; same bug family." }, { "left": "issue:9047", "right": "issue:9224", - "accept": false, - "reason": "MPS failure vs a specific float64-on-Metal limitation; related theme, but not clearly the same underlying defect from the available evidence." + "accept": true, + "reason": "The FLUX-on-MPS failure is directly consistent with the hardcoded torch.float64-on-MPS limitation." }, { "left": "issue:2453", "right": "issue:2838", "accept": false, - "reason": "Contribution questions and ControlNet pipeline behavior are unrelated." + "reason": "Different support questions: contributing guidance vs. ControlNet pipeline behavior." }, { "left": "issue:5932", "right": "issue:7619", "accept": true, - "reason": "Same concrete DreamBooth channel-count mismatch; 7619 is essentially the same error class as 5932." + "reason": "Both report the same channel-mismatch runtime error in Dreambooth training, just with different wording and model context." }, { "left": "issue:5274", "right": "issue:5425", "accept": false, - "reason": "Different training/checkpointing problems; no shared concrete bug." + "reason": "Different training/runtime problems: mixed_precision dtype mismatch vs. checkpoint-saving compatibility with accelerate/PT 2.1." }, { "left": "issue:1962", "right": "issue:2195", "accept": false, - "reason": "Both mention video, but they are different feature requests with different targets." - }, - { - "left": "issue:3385", - "right": "issue:3427", - "accept": false, - "reason": "Distinct model-support requests for different JAX integrations." + "reason": "Video generation with stable diffusion vs. Tune A Video are related only at a very high level, not the same change or bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and the soft-edge verdicts are generally conservative. The main duplicate family callout (5932/7619) is well supported, and the other pairs are mostly reasonable false negatives. Minor caution: avoid wording that implies extra evidence not shown in the packet (for example, a specific 'traceback') unless it appears in the issue text." + "feedback": "The cluster summary is grounded in the packet and stays mostly conservative. The accepted soft-edge pairs are defensible from the titles/bodies, especially the SDXL img2img denoising family, the DiagonalGaussianDistribution error pair, the Dreambooth channel-mismatch pair, and the FLUX/MPS float64 pair. The non-accepted pairs are also appropriately cautious and generally distinguish feature/support requests from distinct bugs or requests." }, "evaluator_used": true, "retried": false, @@ -49367,7 +49412,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10049", "issue:11432", @@ -49378,7 +49423,6 @@ "issue:11630", "issue:11878", "issue:12097", - "issue:12499", "issue:12567", "issue:12732", "issue:12738", @@ -49395,7 +49439,9 @@ "issue:2838", "issue:2984", "issue:338", + "issue:3385", "issue:339", + "issue:3427", "issue:3698", "issue:3699", "issue:4141", @@ -49418,6 +49464,7 @@ "issue:9825" ], "soft_pairs": [ + "issue:3385|issue:3427", "issue:7972|issue:8241", "issue:671|issue:743", "issue:3698|issue:5162", @@ -49441,181 +49488,186 @@ "issue:12732|issue:12738", "issue:12567|issue:13105", "issue:11432|issue:11555", - "issue:2195|issue:2984", - "issue:12097|issue:12499" + "issue:2195|issue:2984" ], - "prepared_review_unit_hash": "4beb389ab275dfe8d3b19c2ebcf5fef1dc71649b04981687ff38cdcb520438e0", + "prepared_review_unit_hash": "29cd06f3b212e1d96687e95116ce25112a781b518326c2a24e191fb6aba26ffa", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 32730, - "estimated_input_tokens": 8183, - "estimated_eval_tokens": 16622 + "serialized_chars": 33227, + "estimated_input_tokens": 8307, + "estimated_eval_tokens": 16870 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly false-positive similarity pairs across unrelated feature requests and bugs (diffusers, Wan, Z-Image, Flux, tests, and model import/conversion issues). I would not merge any of the soft edges.", - "confidence": 0.67, - "canonical_issue_reason": "If a single issue must anchor this bucket, issue 11555 is the cleanest representative because it is a clearly scoped, actionable feature request with discussion and references; the rest are mostly narrower or unrelated reports.", + "summary": "Mostly unrelated issue titles with only broad topical overlap; no soft pair looks like the exact same bug or change, so this cluster does not support a strong duplicate canonical.", + "confidence": 0.41, + "canonical_issue_reason": "No single canonical issue stands out: the items span many different models, pipelines, and failure modes, and the overlaps are mostly broad topic similarity rather than duplicate reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 11555 is the strongest standalone issue here: it has a clear request, active discussion, and enough specificity to be triaged without depending on other reports.", + "best_issue_reason": "No clear best issue for canonical triage; several candidates are broad feature requests, but none cleanly subsumes the rest as the same underlying defect or change.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:3385", + "right": "issue:3427", + "accept": false, + "reason": "Both are JAX-related feature requests, but they target different models and different work; not the same change." + }, { "left": "issue:7972", "right": "issue:8241", "accept": false, - "reason": "Both mention LEDITS++, but one is a type-mismatch bug and the other is a model-size anomaly; different underlying problems." + "reason": "Both mention LEDITS++, but one is a type-mismatch bug and the other is a model-size concern; different underlying problems." }, { "left": "issue:671", "right": "issue:743", "accept": false, - "reason": "Both are about conversion, but one reports non-identical converted outputs while the other cannot convert a ckpt at all." + "reason": "Both concern conversion, but one reports non-identical outputs after conversion while the other cannot convert a ckpt at all; different bugs." }, { "left": "issue:3698", "right": "issue:5162", "accept": false, - "reason": "Different change requests: inpainting conversion vs a folder-to-safetensors script." + "reason": "Inpainting-model conversion and folder-to-safetensors conversion are unrelated tasks." }, { "left": "issue:2838", "right": "issue:5947", "accept": false, - "reason": "No shared code path; controlnet pipeline behavior and Diffusion-DPO policy objectives are unrelated." + "reason": "ControlNet pipeline behavior and Diffusion-DPO policy objectives are different topics." }, { "left": "issue:1755", "right": "issue:5480", "accept": false, - "reason": "No concrete overlap; a generic Arabic-titled issue and an EDM implementation request are not the same bug/change." + "reason": "Generic discussion and EDM implementation request are not the same issue." }, { "left": "issue:9042", "right": "issue:9264", "accept": false, - "reason": "Both are Flux-related, but one requests the base Flux pipeline and the other asks for a Flux inpainting model; distinct feature work." + "reason": "Adding the base Flux pipeline and adding a Flux inpainting model are related but distinct feature requests." }, { "left": "issue:11630", "right": "issue:11878", "accept": false, - "reason": "Same model family, but different problems: single-file loading support versus GGUF compatibility for a specific model size." + "reason": "Single-file loading support and GGUF 1.3B failure are different WanVACE issues." }, { "left": "issue:201", "right": "issue:338", "accept": false, - "reason": "Different test additions for different components; they are not the same test failure or fix." + "reason": "Both are test-related, but they cover different test classes and different scheduler behavior." }, { "left": "issue:201", "right": "issue:339", "accept": false, - "reason": "Same as above: separate test coverage requests, not one underlying issue." + "reason": "Same as above: different tests and different target behavior." }, { "left": "issue:2221", "right": "issue:2268", "accept": false, - "reason": "Both are ColossalAI errors in general, but there is no evidence they are the same failing code path or fix." + "reason": "Both mention ColossalAI, but the reports are too generic to establish the same concrete bug." }, { "left": "issue:10049", "right": "issue:11560", "accept": false, - "reason": "Both are import errors, but one is specific to MochiPipeline while the other is generic and lacks evidence of the same root cause." + "reason": "Importing MochiPipeline and a generic import error are not enough to prove the same failure." }, { "left": "issue:4913", "right": "issue:5926", "accept": false, - "reason": "Different model requests entirely: controlnet-openpose-sdxl versus Kandinsky 3.0." + "reason": "Different model requests with no shared bug or change." }, { "left": "issue:13232", "right": "issue:13351", "accept": false, - "reason": "Different model/support requests for unrelated families (LTX vs Wan/Flux controlnet)." + "reason": "LTX-2.3 support and Wan/Flux ControlNet support are unrelated feature requests." }, { "left": "issue:1158", "right": "issue:1160", "accept": false, - "reason": "Both are test problems, but one is test interference in config tests and the other is a hang in a local custom pipeline test." + "reason": "One is test interference in config tests; the other is a hang in a local custom pipeline test." }, { "left": "issue:9042", "right": "issue:9825", "accept": false, - "reason": "Both involve Flux, but one is adding the pipeline and the other is adding IPAdapter support; separate concrete changes." + "reason": "Flux pipeline support and IPAdapter support for Flux are separate enhancements, not one merged change." }, { "left": "issue:4835", "right": "issue:5112", "accept": false, - "reason": "Same pipeline name, but different bugs: MultiControlNetModel handling versus a torch.Size type error." + "reason": "Same pipeline family, but one bug is MultiControlNet behavior and the other is a float-to-size construction error." }, { "left": "issue:6042", "right": "issue:6572", "accept": false, - "reason": "Unrelated feature requests: SDXL-turbo distillation example versus a ControlNetXS inpaint pipeline." + "reason": "SDXL-turbo distillation and ControlNetXS inpainting are different features." }, { "left": "issue:2830", "right": "issue:4609", "accept": false, - "reason": "Different model requests with no shared underlying defect or implementation path." + "reason": "Image/text-to-video with ModelScope and a T2I-Adapter style model are unrelated requests." }, { "left": "issue:3699", "right": "issue:4141", "accept": false, - "reason": "Completely unrelated: macOS CUDA import error versus controlnet inpaint not respecting the second controlnet." + "reason": "CUDA-on-macOS import error and second-controlnet handling are completely different issues." }, { "left": "issue:12097", "right": "issue:12896", "accept": false, - "reason": "Both are Wan2.2 issues, but one is a VRAM OOM at the end and the other is an MPS backend failure; different symptoms and likely different fixes." + "reason": "VRAM OOM on WAN 2.2 and MPS-vs-CUDA behavior are different device/runtime problems." }, { "left": "issue:12732", "right": "issue:12738", "accept": false, - "reason": "Both concern Z-Image, but one is a generic inference pipeline error while the other is a batch-size assertion failure; not enough evidence they are the same bug." + "reason": "Both are Z-Image related, but one is a generic inference error and the other is a specific batch-size assertion failure." }, { "left": "issue:12567", "right": "issue:13105", "accept": false, - "reason": "Both mention noise, but one is specifically tied to Ulysses Attention and the other to a Wan T2V model output issue." + "reason": "Both mention noise, but one is tied to Ulysses Attention and the other to a Wan T2V model output issue; not the same bug." }, { "left": "issue:11432", "right": "issue:11555", "accept": false, - "reason": "Both use \"auto\", but one is a torch_dtype parsing bug and the other is a device_map support request; different code paths." + "reason": "torch_dtype=auto and device_map=auto are different from-pretrained behaviors." }, { "left": "issue:2195", "right": "issue:2984", "accept": false, - "reason": "Different video-generation requests with no clear shared root cause or implementation." + "reason": "Both are video-generation topics, but one is a feature request and the other is a specific long-video model proposal." } ] }, @@ -49637,7 +49689,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10120", "issue:1076", @@ -49647,11 +49699,12 @@ "issue:11653", "issue:11821", "issue:11878", + "issue:12097", + "issue:12499", "issue:12606", "issue:1755", "issue:1962", "issue:2015", - "issue:2195", "issue:2453", "issue:2635", "issue:321", @@ -49688,6 +49741,7 @@ "issue:9220" ], "soft_pairs": [ + "issue:12097|issue:12499", "issue:8493|issue:8738", "issue:11315|issue:11436", "issue:4269|issue:4615", @@ -49713,199 +49767,198 @@ "issue:4913|issue:6042", "issue:1755|issue:4042", "issue:5017|issue:6423", - "issue:5017|issue:7303", - "issue:2195|issue:3838" + "issue:5017|issue:7303" ], - "prepared_review_unit_hash": "03903b07fdff4db092d807e9722b29e500d3d55f5665fe844bc48547628aecda", + "prepared_review_unit_hash": "0083607b53d13a14e3c12eebcdba86fa4df31e64cc6b60cee6b00a98e1ca1f9e", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 33657, - "estimated_input_tokens": 8415, - "estimated_eval_tokens": 17086 + "serialized_chars": 34211, + "estimated_input_tokens": 8553, + "estimated_eval_tokens": 17362 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set does not form a single duplicate cluster; it contains many unrelated issue reports. All soft-pair candidates are false positives and should be kept separate.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The set is mostly a grab bag of unrelated issues across different models, pipelines, and training scripts; none of the soft pairs look like true duplicates under a strict same-bug standard.", + "confidence": 0.94, + "canonical_issue_reason": "issue:8493 is the most concrete, well-scoped bug report in the set (SD3Transformer2DModel state_dict loading failure) and has enough diagnostic detail to serve as the best anchor issue.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "It is the clearest representative of a specific actionable defect rather than a feature request or vague usage question.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:12097", + "right": "issue:12499", + "accept": false, + "reason": "Both are Wan 2.2 reports, but one is TI2V end-of-run OOM and the other is an I2V condition-shape mismatch; different failure modes and code paths." + }, { "left": "issue:8493", "right": "issue:8738", "accept": false, - "reason": "Both concern SD3Transformer2DModel, but one is a state_dict loading error and the other is a configuration issue; similar subsystem, not the same bug." + "reason": "Both mention SD3Transformer2DModel, but one is a state_dict loading error and the other is a configuration issue; not the same underlying bug." }, { "left": "issue:11315", "right": "issue:11436", "accept": false, - "reason": "Both are HiDream dtype-related, but one is a float64 RoPE/MPS failure and the other is a Half vs BFloat16 matmul mismatch; different code paths and symptoms." + "reason": "HiDream-related, but one is RoPE float64 on MPS and the other is a Half vs BFloat16 inference dtype mismatch; distinct defects." }, { "left": "issue:4269", "right": "issue:4615", "accept": false, - "reason": "Different problems: a TypeError from default args in check_inputs versus an import-name failure for ControlNetPipeline." + "reason": "A TypeError in check_inputs is unrelated to an import-name failure for the ControlNet pipeline." }, { "left": "issue:6287", "right": "issue:8803", "accept": false, - "reason": "One is dependency cleanup in setup.py, the other is a duplicate assignment in attention_processor.py; no duplicate bug/change." + "reason": "Unused dependencies in setup.py and a hidden_states duplicate assignment are unrelated changes/bugs." }, { "left": "issue:11436", "right": "issue:11653", "accept": false, - "reason": "One reports a runtime dtype mismatch in HiDream inference; the other requests support for .alpha LoRA keys. Different issues." + "reason": "One is a runtime dtype mismatch during inference; the other is support for .alpha LoRA keys. Different problems." }, { "left": "issue:2453", "right": "issue:5017", "accept": false, - "reason": "General contribution question versus a feature request for control mode in ControlNet; unrelated." + "reason": "General contribution question vs a request for control mode in ControlNet; not duplicates." }, { "left": "issue:10760", "right": "issue:12606", "accept": false, - "reason": "Both mention imports, but they refer to different scripts and different import failures." + "reason": "Both are import-related, but one is a missing attribute in an ONNX pipeline and the other is a wrong import in a conversion script." }, { "left": "issue:11821", "right": "issue:11878", "accept": false, - "reason": "WanVACE prompt-list support and WanVACE GGUF 1.3B loading are distinct issues." + "reason": "Both are WanVACE issues, but one is prompt-list support and the other is GGUF model loading for 1.3B; different concrete issues." }, { "left": "issue:10120", "right": "issue:8560", "accept": false, - "reason": "Both mention SD3 training memory/OOM, but one is DreamBooth+SD3 memory consumption and the other is a 4090 OOM during SD3 training; not the same concrete bug." + "reason": "Both are SD3 memory problems, but one is DreamBooth memory consumption and the other is training OOM on a 4090; not the same bug report." }, { "left": "issue:1076", "right": "issue:321", "accept": false, - "reason": "Completely different topics: stable-diffusion-v1-5 discussion versus blended diffusion." + "reason": "Stable-diffusion-v1-5 question vs Blended Diffusion; unrelated topics." }, { "left": "issue:3728", "right": "issue:7408", "accept": false, - "reason": "Different proposed pipelines/models: Shifted Diffusion versus FRESCO." + "reason": "Different proposed pipelines (Shifted Diffusion vs FRESCO), not the same underlying change." }, { "left": "issue:4225", "right": "issue:4406", "accept": false, - "reason": "ControlNet state_dict loading errors are not the same as a safetensor header deserialization failure." + "reason": "ControlNet state_dict loading errors are different from a safetensor header deserialization failure." }, { "left": "issue:2015", "right": "issue:6572", "accept": false, - "reason": "Categorical diffusion pipeline and ControlNetXS-SDXL-Inpaint-Pipeline are unrelated feature requests." + "reason": "Categorical diffusion pipeline request vs ControlNetXS SDXL inpaint pipeline request; distinct pipeline proposals." }, { "left": "issue:321", "right": "issue:322", "accept": false, - "reason": "Different diffusion methods/models: Blended Diffusion versus V-Diffusion." + "reason": "Different research methods (Blended Diffusion vs V-Diffusion), not duplicates." }, { "left": "issue:3788", "right": "issue:7408", "accept": false, - "reason": "UniControl and FRESCO are separate pipeline requests with different functionality." + "reason": "UniControl and FRESCO are separate pipeline requests with different methods and use cases." }, { "left": "issue:6444", "right": "issue:6482", "accept": false, - "reason": "Both are training-script failures, but they are different errors triggered by different conditions." + "reason": "Both involve SDXL LoRA training scripts, but one is a peft_config/checkpointing bug and the other is a resume_from_checkpoint FP16 unscale error." }, { "left": "issue:4232", "right": "issue:5284", "accept": false, - "reason": "Instruct-pix2pix via ControlNet condition is not the same change as ControlNet-LLLite support." + "reason": "Instruct-pix2pix with controlnet condition is a different feature/implementation request than ControlNet-LLLite support." }, { "left": "issue:6008", "right": "issue:6393", "accept": false, - "reason": "IP-Adapter/LCM LoRA failure and private HF download failure through from_single_file are unrelated." + "reason": "LCM LoRA interaction with IP adapter face is unrelated to private HF link download failures in from_single_file." }, { "left": "issue:9218", "right": "issue:9220", "accept": false, - "reason": "PAG guess-mode support request versus an undefined-variable bug in PAG pipeline code; not the same bug." + "reason": "Both are PAG-related, but one is a guess-mode compatibility request and the other is an undefined-variable bug in pipeline_pag_sd; not the same issue." }, { "left": "issue:1755", "right": "issue:2635", "accept": false, - "reason": "General discussion thread versus a scheduler naming question; no duplicate relationship." + "reason": "The Arabic-titled issue and the scheduler-identification question are unrelated." }, { "left": "issue:8477", "right": "issue:8894", "accept": false, - "reason": "Both involve training scripts, but they reference different scripts and likely different distributed-training failures." + "reason": "Both are training-script errors, but they concern different scripts and failure details; too broad to treat as the same bug." }, { "left": "issue:1962", "right": "issue:3838", "accept": false, - "reason": "Video generation with stable diffusion and Video Composer are distinct topics." + "reason": "Both are about video generation, but one is a general stable-diffusion question and the other is a specific Video Composer pipeline request." }, { "left": "issue:4913", "right": "issue:6042", "accept": false, - "reason": "ControlNet OpenPose SDXL model discussion is unrelated to an SDXL-turbo distillation example request." + "reason": "ControlNet OpenPose SDXL vs SDXL-Turbo distilling example; different models/tasks." }, { "left": "issue:1755", "right": "issue:4042", "accept": false, - "reason": "General thread versus a question about combining reference-only, inpainting, and depth control; not duplicates." + "reason": "The Arabic-titled issue is unrelated to combining reference-only with inpainting and depth control." }, { "left": "issue:5017", "right": "issue:6423", "accept": false, - "reason": "Control mode request for ControlNet and inability to reproduce fill50k results are unrelated." + "reason": "Control mode for ControlNet is unrelated to a fill50k reproducibility question." }, { "left": "issue:5017", "right": "issue:7303", "accept": false, - "reason": "Control mode for ControlNet and enabling zero_snr via from_pretrained are unrelated." - }, - { - "left": "issue:2195", - "right": "issue:3838", - "accept": false, - "reason": "Tune A Video and Video Composer are different video-generation projects/requests." + "reason": "Control mode request and zero_snr scheduler support are different feature requests with no shared concrete bug/change." } ] }, @@ -49927,7 +49980,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10049", "issue:10186", @@ -49944,8 +49997,9 @@ "issue:13065", "issue:13232", "issue:1976", - "issue:3113", + "issue:2195", "issue:3698", + "issue:3838", "issue:3861", "issue:3902", "issue:4042", @@ -49978,6 +50032,7 @@ "issue:9147" ], "soft_pairs": [ + "issue:2195|issue:3838", "issue:6095|issue:6096", "issue:5770|issue:6288", "issue:3698|issue:6161", @@ -50000,181 +50055,180 @@ "issue:4789|issue:6393", "issue:3902|issue:4042", "issue:10737|issue:9141", - "issue:10049|issue:12606", - "issue:3113|issue:3902" + "issue:10049|issue:12606" ], - "prepared_review_unit_hash": "3199a43a3cd07c6b72572d73fe3c994d7a1095c643f01f695f57915984a1b909", + "prepared_review_unit_hash": "b302fdb2f36d404528c17bddd9e56a22f1815d979b0f2f0051fe827c6ea4affb", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 32876, - "estimated_input_tokens": 8219, - "estimated_eval_tokens": 16694 + "serialized_chars": 33340, + "estimated_input_tokens": 8335, + "estimated_eval_tokens": 16926 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a true duplicate cluster: the issues span unrelated import errors, pipeline feature requests, training bugs, model-support requests, and documentation/API mismatches. None of the soft pairs look like the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits this cluster because the items are about different models, different failure modes, and different feature requests rather than one shared problem.", - "canonical_pr_reason": "There are no pull requests in the cluster, so no canonical PR applies.", - "best_issue_reason": "No issue is a good global representative because the topics are too heterogeneous to collapse into one duplicate family.", - "best_pr_reason": "No pull requests are present, so there is no global best PR candidate.", + "summary": "These items are mostly separate bug reports and feature requests around different pipelines/models, not duplicates of one another. The soft-similarity pairs generally share a subsystem or theme but not the same concrete failure or change.", + "confidence": 0.89, + "canonical_issue_reason": "issue:8488 is the clearest concrete bug report in the set: a specific StableDiffusion3Pipeline `from_pretrained` exception with enough detail to represent the loading-failure cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:8488 is the strongest global representative because it is specific, reproducible, and about a core code path rather than a vague request or broad topic.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:2195", + "right": "issue:3838", + "accept": false, + "reason": "Both are video-related, but one is about Tune-A-Video and the other about Video Composer; different models and different problems." + }, { "left": "issue:6095", "right": "issue:6096", "accept": false, - "reason": "Same pipeline family, but one is an IndexError in scheduling and the other is a torch.compile dynamic shape exception; different code paths and fixes." + "reason": "Same SVD area, but one is an IndexError in scheduling and the other is a torch.compile DynamicOutputShapeException; not the same bug." }, { "left": "issue:5770", "right": "issue:6288", "accept": false, - "reason": "Both mention LCM, but one is blocked by dataset access and the other is about an overly small default learning rate; not the same bug." + "reason": "LCM distillation dataset access vs. LoRA learning rate tuning are unrelated training issues." }, { "left": "issue:3698", "right": "issue:6161", "accept": false, - "reason": "One is about converting an inpainting model to Diffusers; the other is about sigma handling in schedulers. Different issues." + "reason": "Inpainting model conversion to diffusers is unrelated to the sigma-scheduling bug." }, { "left": "issue:11560", "right": "issue:8975", "accept": false, - "reason": "Both are import-related, but they concern different symbols and likely different breakages." + "reason": "Both mention import errors, but they are about different symbols and likely different root causes." }, { "left": "issue:12369", "right": "issue:13232", "accept": false, - "reason": "Different model support requests for different architectures; not the same underlying change." + "reason": "Both are feature/support requests for different models, not one underlying change." }, { "left": "issue:10893", "right": "issue:13065", "accept": false, - "reason": "Both are controlnet feature requests, but for different models and capabilities; too broad to merge as one fix." + "reason": "Both involve controlnet, but for different models and different requested capabilities." }, { "left": "issue:10460", "right": "issue:9026", "accept": false, - "reason": "One missing documented argument in UNet2DModel; the other is an unexpected argument in load_checkpoint_and_dispatch. Unrelated APIs." + "reason": "Missing `mid_block_type` on UNet2DModel is unrelated to the `load_checkpoint_and_dispatch` keyword error." }, { "left": "issue:5023", "right": "issue:9147", "accept": false, - "reason": "One is a specific pipeline import error; the other is a Flux auto-pipeline error. Different failure modes." + "reason": "Both are import/autopipeline-related, but they concern different pipelines and failure modes." }, { "left": "issue:9001", "right": "issue:9112", "accept": false, - "reason": "Both are Auraflow-related, but one is about aspect ratios and the other is a tensor shape mismatch during inference." + "reason": "Both are Auraflow issues, but aspect-ratio support and a tensor-shape mismatch are not the same bug." }, { "left": "issue:4241", "right": "issue:5017", "accept": false, - "reason": "A LoRA fine-tuning request and a control mode request are distinct feature areas." + "reason": "LoRA fine-tuning for unidiffusers and ControlNet control mode are unrelated feature requests." }, { "left": "issue:5227", "right": "issue:8518", "accept": false, - "reason": "Both involve torch.compile, but one is a LoRA weight-loading bug and the other is an SD3 compile unsupported exception." + "reason": "Both touch torch.compile, but they are different code paths, models, and exception types." }, { "left": "issue:10186", "right": "issue:10204", "accept": false, - "reason": "One is an import failure for FluxFillPipeline; the other is a quality degradation issue during iterative inpainting." + "reason": "ImportError for `FluxFillPipeline` and inpainting quality degradation are unrelated issues." }, { "left": "issue:8488", "right": "issue:8565", "accept": false, - "reason": "Both are SD3-related, but one is a from_pretrained exception and the other is an IndexError in load_lora_weights." + "reason": "Both are SD3 pipeline issues, but one is a `from_pretrained` exception and the other is a `load_lora_weights` IndexError." }, { "left": "issue:8503", "right": "issue:8511", "accept": false, - "reason": "Different SD3 problems: gradient checkpointing crash versus training script not unloading text encoders." + "reason": "Gradient checkpointing crashes and text-encoder unloading in SD3 Dreambooth/LoRA are different defects." }, { "left": "issue:3861", "right": "issue:4250", "accept": false, - "reason": "Both mention from_pretrained, but one is about syntax/API naming and the other about incorrect model loading behavior." + "reason": "Both mention `from_pretrained`, but the titles indicate different load/usage problems with no clear shared root cause." }, { "left": "issue:5318", "right": "issue:5341", "accept": false, - "reason": "Both are PEFT documentation/example requests, but they target different tutorial/script updates rather than one concrete fix." + "reason": "Both are PEFT-related documentation/example tasks, but they are separate content updates rather than one bug or change." }, { "left": "issue:1160", "right": "issue:1976", "accept": false, - "reason": "A hanging pytest test and a tokenizer/config file lookup error are unrelated." + "reason": "A hanging custom pipeline test and a tokenizer/config file lookup error are unrelated." }, { "left": "issue:10658", "right": "issue:12624", "accept": false, - "reason": "One requests provider_options for onnxruntime; the other requests a strength parameter for a video pipeline. Different features." + "reason": "`provider_options` in `InferenceSession` and `strength` for `wanimagetovideopipeline` are unrelated API requests." }, { "left": "issue:4524", "right": "issue:5118", "accept": false, - "reason": "AnimateDiff integration and ControlNet reference-only usage are separate feature requests." + "reason": "AnimateDiff support and ControlNet reference-only usage are different feature requests." }, { "left": "issue:4789", "right": "issue:6393", "accept": false, - "reason": "Both involve downloads, but one is DeepFloyd IF download failure and the other is private HF link failure via from_single_file; different root causes." + "reason": "Both involve download/load failures, but one is DeepFloyd IF and the other is private HF link handling via `from_single_file`." }, { "left": "issue:3902", "right": "issue:4042", "accept": false, - "reason": "Control-a-video and combining reference-only with inpainting/depth control are different requests." + "reason": "Control-A-Video and combining reference-only with inpainting/depth control are different feature questions." }, { "left": "issue:10737", "right": "issue:9141", "accept": false, - "reason": "Both are FluxPipeline issues, but one lacks image_encoder in encode_image and the other lacks from_single_file; different missing functionality." + "reason": "Both are Flux pipeline issues, but one is missing `image_encoder` during encode and the other is missing `from_single_file()`." }, { "left": "issue:10049", "right": "issue:12606", "accept": false, - "reason": "Both are import-related, but one is about MochiPipeline import and the other is a wrong import in a conversion script." - }, - { - "left": "issue:3113", - "right": "issue:3902", - "accept": false, - "reason": "Different control-related research/features with no shared concrete bug or code path." + "reason": "A MochiPipeline import problem and a wrong import in a conversion script are different code paths and failures." } ] }, @@ -50196,7 +50250,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10421", "issue:10460", @@ -50218,6 +50272,7 @@ "issue:2737", "issue:2822", "issue:2830", + "issue:3113", "issue:3140", "issue:338", "issue:3467", @@ -50233,8 +50288,6 @@ "issue:5034", "issue:5168", "issue:5314", - "issue:5436", - "issue:5794", "issue:6572", "issue:6866", "issue:6901", @@ -50248,6 +50301,7 @@ "issue:9825" ], "soft_pairs": [ + "issue:3113|issue:3902", "issue:2195|issue:2830", "issue:2822|issue:3140", "issue:12060|issue:13101", @@ -50272,199 +50326,198 @@ "issue:4913|issue:5168", "issue:10467|issue:10526", "issue:4750|issue:6572", - "issue:10817|issue:8503", - "issue:5436|issue:5794" + "issue:10817|issue:8503" ], - "prepared_review_unit_hash": "1757c7506c0119bbed7a2d973e045a082e689e5364e86f624cc7f32b24ee284f", + "prepared_review_unit_hash": "c1dbfaad0f5f37cfad1177e82161ccb7047416b25e0f882c4d8f0ab6d2cef063", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 33651, - "estimated_input_tokens": 8413, - "estimated_eval_tokens": 17082 + "serialized_chars": 33100, + "estimated_input_tokens": 8275, + "estimated_eval_tokens": 16806 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated Diffusers issues; only a few soft pairs look like true duplicates. No PRs are present, and there is no single umbrella issue for the whole set.", - "confidence": 0.78, - "canonical_issue_reason": "issue:2440 is the clearest duplicate target in the only strong issue family (float16 inpainting load errors), but the overall set is too heterogeneous to have one true canonical.", + "summary": "The set is mostly heterogeneous. Only two soft pairs look like true duplicates: the inpainting fp16/half-precision load failure and the FlowMatchEulerDiscreteScheduler timestep precision/indexing bug. The rest are adjacent feature requests or broad subsystem overlaps, not the same underlying issue.", + "confidence": 0.77, + "canonical_issue_reason": "issue:11749 is the strongest canonical issue candidate: it is a narrowly scoped runtime bug with a concrete failing code path, and it has a close duplicate-like companion in issue:9331.", "canonical_pr_reason": null, - "best_issue_reason": "issue:2440 is the best standalone anchor for triage: specific, reproducible, and directly matches the strongest near-duplicate pair.", + "best_issue_reason": "issue:11749 is the best global issue representative because it is specific, technical, and likely to anchor a real duplicate cluster without being a broad feature request.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:3113", + "right": "issue:3902", + "accept": false, + "reason": "Both concern video/control-related ideas, but they describe different feature requests and not the same bug or change." + }, { "left": "issue:2195", "right": "issue:2830", "accept": false, - "reason": "Different tasks: video generation request vs a ModelScope video-use question." + "reason": "Both ask for video-generation capability, but the model/use-case differs and there is no shared concrete bug." }, { "left": "issue:2822", "right": "issue:3140", "accept": false, - "reason": "Training slowdown/error in ControlNet is unrelated to an import failure." + "reason": "One is a training-quality complaint and the other is an import error; same area, different failure mode." }, { "left": "issue:12060", "right": "issue:13101", "accept": false, - "reason": "A question about DiT block availability is unrelated to a malformed huggingface issue." + "reason": "The second item is too vague to establish the same underlying issue as the DiT-block question." }, { "left": "issue:1925", "right": "issue:2440", "accept": true, - "reason": "Both report inpainting models failing in float16/half precision; same underlying loading/runtime bug." + "reason": "Both report inpainting model loading failing in float16/half precision, which points to the same underlying code-path bug." }, { "left": "issue:1594", "right": "issue:3728", "accept": false, - "reason": "Img2Img video-generation discussion and a shifted-diffusion text-to-image pipeline request are different changes." + "reason": "These are unrelated feature requests in the video/text-to-image space, not the same issue." }, { "left": "issue:8503", "right": "issue:8507", "accept": false, - "reason": "Same SD3 area, but gradient-checkpointing crashes and train_text_encoder failures are different bugs." + "reason": "Both are SD3-related, but one is a gradient-checkpointing crash and the other is a train_text_encoder failure; not the same bug." }, { "left": "issue:10421", "right": "issue:12754", "accept": false, - "reason": "Multi-GPU memory leak and from_pipe dtype conversion are different problems and code paths." + "reason": "Both involve pipeline movement/precision, but one is a CPU memory leak and the other is unintended float32 conversion." }, { "left": "issue:10950", "right": "issue:9680", "accept": false, - "reason": "Broken docs for Accelerate inference and broken SDXL unconditional generation are unrelated." + "reason": "Docs broken versus SDXL runtime failure are unrelated." }, { "left": "issue:10421", "right": "issue:12599", "accept": false, - "reason": "CUDA move slowness is not the same bug as a memory leak when moving pipelines across GPUs." + "reason": "Both concern moving pipelines to CUDA, but the symptoms differ: memory leak versus slowness." }, { "left": "issue:4305", "right": "issue:5034", "accept": false, - "reason": "torch.compile graph breaks and checkpoint-loading progress-bar glitches are unrelated." + "reason": "torch.compile graph breaks and progress bar display issues are unrelated bugs." }, { "left": "issue:9148", "right": "issue:9825", "accept": false, - "reason": "Flux inpainting pipeline support and FLUX IP-Adapter support are separate feature requests." + "reason": "Both are FLUX pipeline feature requests, but they target different capabilities." }, { "left": "issue:3467", "right": "issue:4733", "accept": false, - "reason": "Resume-step bug in ControlNet training is different from the DreamBooth LoRA optimizer-state error." + "reason": "Both involve training resume behavior, but the reported failures and code paths differ." }, { "left": "issue:5314", "right": "issue:9264", "accept": false, - "reason": "ControlNet reference inpainting and Flux inpainting are distinct pipeline requests." + "reason": "Different inpainting-related feature requests for different models; not the same change." }, { "left": "issue:2830", "right": "issue:3838", "accept": false, - "reason": "A generic video-generation question and a Video Composer request are not the same concrete issue." + "reason": "Both are video-generation requests, but they are distinct feature asks with no shared concrete bug." }, { "left": "issue:11749", "right": "issue:9331", "accept": true, - "reason": "Both describe the same FlowMatchEulerDiscreteScheduler timestep/indexing precision bug." + "reason": "Both describe the same FlowMatchEulerDiscreteScheduler timestep/indexing precision problem, just from different angles." }, { "left": "issue:4972", "right": "issue:5009", - "accept": true, - "reason": "Both are wuerstchen runtime/example failures and appear to be the same underlying issue." + "accept": false, + "reason": "Both are Wuerstchen-related, but one is example code failing and the other is a generic error report; too little evidence of sameness." }, { "left": "issue:11560", "right": "issue:9062", "accept": false, - "reason": "A vague import error is too broad to treat as the same issue as StableAudioPipeline import failure." + "reason": "A generic import error is not enough to conclude it is the same issue as the StableAudioPipeline missing import." }, { "left": "issue:272", "right": "issue:338", "accept": false, - "reason": "K-LMS inpainting support and LMS-discrete test coverage are different tasks." + "reason": "A feature request for inpainting support and a test request for LMS Discrete are not duplicates." }, { "left": "issue:10460", "right": "issue:6901", "accept": false, - "reason": "Missing mid_block_type on UNet2DModel is unrelated to missing clip_sample on FlaxDDIMScheduler." + "reason": "Missing UNet2DModel argument and missing FlaxDDIMScheduler method are different API gaps." }, { "left": "issue:1594", "right": "issue:3902", "accept": false, - "reason": "Img2Img for video generation and control-a-video are different feature requests." + "reason": "Both mention video, but one is an img2img feature request and the other is a control-a-video request." }, { "left": "issue:2737", "right": "issue:6866", "accept": false, - "reason": "CLIP guidance support and IP-Adapter support are separate feature changes." + "reason": "Different feature requests for different pipelines/schedulers; no shared bug." }, { "left": "issue:4913", "right": "issue:5168", "accept": false, - "reason": "ControlNet-openpose SDXL and ControlNet-XS support are related only broadly, not the same concrete change." + "reason": "Both are ControlNet-related support requests, but for different model variants and capabilities." }, { "left": "issue:10467", "right": "issue:10526", "accept": false, - "reason": "An FP8 example-code artifact issue and a WeightQBytesTensor constructor TypeError are different bugs." + "reason": "One is an example-code issue and the other is a specific optimum.quanto TypeError; not the same problem." }, { "left": "issue:4750", "right": "issue:6572", "accept": false, - "reason": "Inpaint + LaMa preprocessor and ControlNetXS-SDXL-Inpaint-Pipeline are different feature requests." + "reason": "Both mention inpainting, but they are different pipeline/support requests." }, { "left": "issue:10817", "right": "issue:8503", "accept": false, - "reason": "SD3 ControlNet support and SD3 gradient-checkpointing crashes are unrelated." - }, - { - "left": "issue:5436", - "right": "issue:5794", - "accept": false, - "reason": "ControlNet XL training error and missing tokenizer/config.json are different problems." + "reason": "Missing SD3 control nets and SD3 gradient-checkpointing crashes are separate issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly characterizes the set as mostly heterogeneous, notes there are no PRs, and only elevates a small number of duplicate-looking issue pairs. The accepted soft-edge verdicts are conservative and align with the issue titles, especially 1925\u21942440, 11749\u21949331, and 4972\u21945009. No clear evidence of overstatement beyond modest inference from titles." + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The two accepted soft pairs are plausibly duplicates from the titles alone: issue:1925/2440 on inpainting fp16/float16 load failures, and issue:11749/9331 on FlowMatchEulerDiscreteScheduler timestep/indexing precision. The rejections are generally cautious and fit the evidence available. The summary also avoids overclaiming beyond the packet." }, "evaluator_used": true, "retried": false, @@ -50483,7 +50536,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10460", "issue:10472", @@ -50504,7 +50557,6 @@ "issue:3431", "issue:3451", "issue:3566", - "issue:3958", "issue:4063", "issue:4376", "issue:4611", @@ -50519,7 +50571,8 @@ "issue:5318", "issue:5320", "issue:5339", - "issue:5395", + "issue:5436", + "issue:5794", "issue:5824", "issue:5926", "issue:6681", @@ -50534,6 +50587,7 @@ "issue:993" ], "soft_pairs": [ + "issue:5436|issue:5794", "issue:3431|issue:3566", "issue:5318|issue:5320", "issue:4611|issue:4779", @@ -50557,193 +50611,192 @@ "issue:10460|issue:10472", "issue:12239|issue:9825", "issue:4376|issue:5824", - "issue:2618|issue:2822", - "issue:3958|issue:5395" + "issue:2618|issue:2822" ], - "prepared_review_unit_hash": "8a47365430f4e77200019c22e313de53f69138a2b123deb6dff7d8c6f8653ba4", + "prepared_review_unit_hash": "3e952720894fe1af74bda620d66e3abd7aa7b91454a105affafbd8643ed5a279", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 33214, - "estimated_input_tokens": 8304, - "estimated_eval_tokens": 16864 + "serialized_chars": 33220, + "estimated_input_tokens": 8305, + "estimated_eval_tokens": 16866 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly unrelated issues grouped by loose thematic similarity. I only consider two soft pairs as true duplicates: the fp16 dtype mismatch reports and the StableDiffusionXLControlNetImg2Img LoRA-loading reports.", - "confidence": 0.84, - "canonical_issue_reason": "No single issue cleanly represents the whole heterogeneous set; if one canonical issue must be chosen, #4885 is the clearest concrete bug report and anchors the strongest duplicate pair (#5109) around the same pipeline/LoRA-loading failure.", + "summary": "Most soft matches are broad topical overlaps rather than true duplicates. I only accept the clearly same-bug pairs around fp16 dtype mismatch, export_to_video failures, and SDXL ControlNet LoRA loading.", + "confidence": 0.71, + "canonical_issue_reason": "issue:993 is the best representative of the clear fp16/autocast duplicate pair with issue:775: it states the concrete data-type mismatch more directly and generally.", "canonical_pr_reason": null, - "best_issue_reason": "#4885 is the best issue candidate because it is specific, reproducible, and narrowly scoped to a concrete pipeline bug, making it a strong triage anchor for the matching report in #5109.", + "best_issue_reason": "issue:993 is the most actionable issue to keep as the representative for the fp16 dtype-mismatch bug; the other candidate is just a less specific variant of the same report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:5436", + "right": "issue:5794", + "accept": false, + "reason": "Both are SDXL-related setup problems, but one is an example error and the other is a missing tokenizer/config file; different failure modes." + }, { "left": "issue:3431", "right": "issue:3566", "accept": false, - "reason": "Both are ControlNet-related, but they describe different problems and different pipelines; too broad to be the same bug." + "reason": "Both mention ControlNet quality, but one is about inpainting+ControlNet results and the other about a reference community pipeline; not the same bug." }, { "left": "issue:5318", "right": "issue:5320", "accept": false, - "reason": "One is docs/tutorials, the other is a PEFT API change; related topic, but not the same change request." + "reason": "PEFT-related, but one is tutorials/docs and the other is a specific API enhancement for `fuse_lora`; not duplicates." }, { "left": "issue:4611", "right": "issue:4779", "accept": false, - "reason": "Both mention ModelScope/video models, but they target different features and are not clearly the same underlying request." + "reason": "Both are video/modelscope themed, but one is an integration/announcement and the other is a pipeline feature request; not the same change or bug." }, { "left": "issue:6681", "right": "issue:7178", - "accept": false, - "reason": "Same function name, but the reports are too generic to confirm the same concrete export bug." + "accept": true, + "reason": "Both are about `export_to_video` failing; the first title is just vague while the second describes the same broken behavior more explicitly." }, { "left": "issue:12221", "right": "issue:13351", "accept": false, - "reason": "Different model families and different ControlNet support requests; not the same bug or change." + "reason": "Both are ControlNet support requests, but for different models/features (DiffSynth vs Wan 2.2/Flux.2); not the same item." }, { "left": "issue:2163", "right": "issue:2466", "accept": false, - "reason": "Training dtype mismatch vs checkpoint retention behavior; unrelated issues." + "reason": "Training dtype mismatch versus checkpoint retention limit; unrelated issues." }, { "left": "issue:6688", "right": "issue:9303", "accept": false, - "reason": "Different feature additions in the video space; no shared code-path bug is evident." + "reason": "Different feature requests for different video models/pipelines; no shared concrete bug or change." }, { "left": "issue:5075", "right": "issue:5258", "accept": false, - "reason": "Both involve SDXL/refiner, but one is a prompt-embedding shape error and the other is an inpaint/refiner pipeline issue." + "reason": "Both involve SDXL/refiner behavior, but one is a prompt-embedding shape mismatch and the other is a ControlNet inpaint/refiner setup; different problems." }, { "left": "issue:2213", "right": "issue:3451", "accept": false, - "reason": "TPU distributed setup hang vs fp16 memory regression; unrelated failures." + "reason": "TPU distributed hang versus fp16 memory regression; not the same bug." }, { "left": "issue:10817", "right": "issue:8507", "accept": false, - "reason": "Both are SD3-related, but one is missing auto pipeline support and the other is a DreamBooth training failure." + "reason": "Missing SD3 control nets versus a DreamBooth text-encoder training failure; different code paths." }, { "left": "issue:2985", "right": "issue:5926", "accept": false, - "reason": "Different Kandinsky versions and different feature scopes; not duplicates." + "reason": "Different model generations (Kandinsky 2.1 vs 3.0), so these are separate feature requests." }, { "left": "issue:10950", "right": "issue:9045", "accept": false, - "reason": "Documentation breakage vs runtime device-conversion failure; not the same underlying issue." + "reason": "Docs/inference section breakage versus CUDA conversion failure with accelerate+peft; unrelated." }, { "left": "issue:5054", "right": "issue:5824", "accept": false, - "reason": "Both are SDXL, but they concern different bugs in different methods." + "reason": "One is a missing pipeline attribute, the other is a bad default in `get_add_time_ids()`; different defects." }, { "left": "issue:4885", "right": "issue:5109", "accept": true, - "reason": "Same pipeline and same LoRA-loading path; one report says weights do not load, the other says the load call raises, which plausibly describes the same bug." + "reason": "Both report `StableDiffusionXLControlNetImg2ImgPipeline` failing around `load_lora_weights`; same concrete code-path and likely same fix." }, { "left": "issue:4063", "right": "issue:5205", "accept": false, - "reason": "Textual inversion unload vs inpainting/controlnet usage; different behaviors and code paths." + "reason": "Textual inversion unloading versus a broader repaint/controlnet/lora usage scenario; not the same underlying bug." }, { "left": "issue:4888", "right": "issue:5339", "accept": false, - "reason": "Both concern local/offline safetensor loading, but the failure modes are too broad and not clearly the same bug." + "reason": "Offline safetensors loading and inability to load a local safetensor are related only at a very high level; not enough to treat as duplicates." }, { "left": "issue:775", "right": "issue:993", "accept": true, - "reason": "Both describe the same fp16/dtype mismatch class of Stable Diffusion failure, with nearly identical symptom framing." + "reason": "Both describe the same fp16/data-type mismatch in Stable Diffusion, with and without autocast; clear duplicate bug reports." }, { "left": "issue:321", "right": "issue:938", "accept": false, - "reason": "Completely different model domains: diffusion images vs text-to-motion." + "reason": "Completely different research/model requests (Blended Diffusion vs Human Motion Diffusion Model)." }, { "left": "issue:11315", "right": "issue:11653", "accept": false, - "reason": "HiDream RoPE/MPS numeric issue vs LoRA key compatibility; different underlying problems." + "reason": "MPS float64 rope failure versus LoRA `.alpha` key support for HiDream; different bugs in the same model family." }, { "left": "issue:12221", "right": "issue:9825", "accept": false, - "reason": "Both are feature requests around adapters/controlnets, but they target different model families and capabilities." + "reason": "Different support requests for different pipeline features (DiffSynth ControlNet vs FLUX IPAdapters)." }, { "left": "issue:10460", "right": "issue:10472", "accept": false, - "reason": "A missing model init argument vs an unexpected LoRA keyword argument; unrelated bugs." + "reason": "One is a missing documented constructor arg, the other is an unexpected LoRA keyword error; not the same issue." }, { "left": "issue:12239", "right": "issue:9825", "accept": false, - "reason": "InfiniteTalk support vs FLUX IPAdapter support; different features." + "reason": "Support request for InfiniteTalk versus FLUX IPAdapters; separate features." }, { "left": "issue:4376", "right": "issue:5824", "accept": false, - "reason": "Both are SDXL issues, but one is textual inversion loading and the other is a default-dimension bug." + "reason": "Textual inversion crash in SDXL versus a default-value bug in `get_add_time_ids()`; different root causes." }, { "left": "issue:2618", "right": "issue:2822", "accept": false, - "reason": "Input type handling for ControlNet vs training convergence performance; not the same issue." - }, - { - "left": "issue:3958", - "right": "issue:5395", - "accept": false, - "reason": "Both mention LoRA/Civitai/PEFT, but one is cpu-offload interaction and the other is combining LoRAs; different problems." + "reason": "ControlNet image-input support versus training convergence speed; not duplicates." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative: it avoids collapsing the heterogeneous set into one theme, and the two accepted soft pairs are reasonably supported by closely matching titles/symptoms. No soft-edge verdict looks overstated relative to the available evidence." + "feedback": "The output is grounded in the packet and the soft-edge verdicts are mostly conservative. The accepted pairs are the clearest same-bug matches in the set: fp16 dtype mismatch (775/993), export_to_video failures (6681/7178), and SDXL ControlNet LoRA loading (4885/5109). The rejected pairs are generally justified by distinct titles or different code paths, and the summary does not overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -50762,7 +50815,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10658", "issue:1083", @@ -50787,16 +50840,16 @@ "issue:2904", "issue:3565", "issue:3788", + "issue:3958", "issue:460", "issue:4789", - "issue:4912", "issue:5008", "issue:5317", "issue:5318", + "issue:5395", "issue:5480", "issue:579", "issue:5835", - "issue:6161", "issue:6234", "issue:6243", "issue:7012", @@ -50814,6 +50867,7 @@ "issue:989" ], "soft_pairs": [ + "issue:3958|issue:5395", "issue:1261|issue:2444", "issue:5317|issue:5318", "issue:1755|issue:5008", @@ -50837,197 +50891,193 @@ "issue:7191|issue:7490", "issue:3565|issue:7012", "issue:1961|issue:579", - "issue:2775|issue:989", - "issue:4912|issue:6161" + "issue:2775|issue:989" ], - "prepared_review_unit_hash": "71afc8ffa10a11591e795aaa98ab6d70558a2dbb0dc22e60cf9e046313620518", + "prepared_review_unit_hash": "f12b444320355bcb5e81fa0d128f124793a185202a474fd8c691ecf3d1df03c7", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 33821, - "estimated_input_tokens": 8456, - "estimated_eval_tokens": 17168 + "serialized_chars": 33814, + "estimated_input_tokens": 8454, + "estimated_eval_tokens": 17164 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate pairs are only superficially similar and do not describe the same bug or change. The only likely duplicate is the missing-`datasets` dependency report pair (1463/1919).", - "confidence": 0.72, - "canonical_issue_reason": "Issue 1919 is the better canonical for the `datasets` dependency problem because it identifies the root cause in `requirements.txt`, while 1463 mainly reports the resulting import error.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 1919 is the clearest actionable issue in this set: it states the missing dependency/fix path directly and serves well as the duplicate target for the related import-error report.", - "best_pr_reason": null, + "summary": "This cluster is a loose mix of unrelated diffusers issues (feature requests, bug reports, docs/tests, and model-specific problems). None of the soft pairs look like true duplicates or the same concrete change.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a reliable canonical here: the cluster is too heterogeneous to represent one underlying bug or feature.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No clear best issue overall. If forced, 10658 is one of the cleaner self-contained feature requests, but the set is too mixed to privilege any one issue as a canonical target.", + "best_pr_reason": "No PRs are present, so there is no best PR candidate.", "soft_edge_verdicts": [ + { + "left": "issue:3958", + "right": "issue:5395", + "accept": false, + "reason": "Both mention LoRA/PEFT, but one is about CPU offload and the other about combining civitai LoRAs; different underlying problems." + }, { "left": "issue:1261", "right": "issue:2444", "accept": false, - "reason": "Different failures: xformers backward kernel assert vs a DreamBooth script exit-status error." + "reason": "Xformers CUDA backward assert vs a dreambooth script subprocess failure; same broad area, not the same bug." }, { "left": "issue:5317", "right": "issue:5318", "accept": false, - "reason": "Same broad PEFT area, but one is API docs and the other is tutorials; not the same bug/change." + "reason": "Documentation tasks in different scopes: PEFT API docs vs tutorials. Not a duplicate bug/change." }, { "left": "issue:1755", "right": "issue:5008", "accept": false, - "reason": "Unrelated topics; no shared underlying bug or implementation." + "reason": "No meaningful overlap: one is a generic/non-English issue title, the other is a TryOnDiffusion implementation request." }, { "left": "issue:12338", "right": "issue:13477", "accept": false, - "reason": "VAE slicing/decoding bug vs a callback `locals()` scope bug; different code paths." + "reason": "AutoencoderDC VAE slicing/decoding bug and an ErnieImage locals() callback scope bug are unrelated." }, { "left": "issue:7390", "right": "issue:8359", "accept": false, - "reason": "Both mention `from_single_file`, but they target different pipeline/custom-checkpoint scenarios and failures." + "reason": "Both involve from_single_file, but one is SDXL ControlNet inpaint and the other custom checkpoints; likely different failure modes." }, { "left": "issue:11561", "right": "issue:9825", "accept": false, - "reason": "Both involve IP-Adapter/FLUX support, but one is FluxFill-specific and the other is a broader FLUX-pipeline feature request." + "reason": "Both are IP-Adapter/FLUX-related, but one targets FluxFillPipeline specifically and the other FLUX pipelines generally; not the same concrete change." }, { "left": "issue:1594", "right": "issue:3788", "accept": false, - "reason": "One asks for img2img video generation; the other requests a new pipeline implementation." + "reason": "Img2Img for video generation and UniControl pipeline implementation are different feature requests." }, { "left": "issue:1255", "right": "issue:1375", "accept": false, - "reason": "Both are import-related, but one is a missing scheduler export and the other is a broader import regression from a PR." + "reason": "Missing DPMSolverMultistepScheduler import vs a broader import break caused by PR #1365; not the same issue." }, { "left": "issue:1363", "right": "issue:1407", "accept": false, - "reason": "Different ONNX problems: long-prompt/LMS scheduler error vs missing `feature_extractor` in an SD2.0 ONNX pipeline." + "reason": "Different ONNX pipeline failures: LMS discrete scheduler long-prompt error vs missing feature_extractor ValueError." }, { "left": "issue:4789", "right": "issue:7793", "accept": false, - "reason": "Download failure for DeepFloyd IF vs LoRA unload error; unrelated underlying bugs." + "reason": "DeepFloyd download failure and LoRA unload error are unrelated." }, { "left": "issue:2904", "right": "issue:5835", "accept": false, - "reason": "AudioLDM scheduler attribute error vs general MusicLDM pipeline usage; not the same concrete issue." + "reason": "AudioLDM scheduler NoneType error vs using pretrained MusicLDM pipeline; different pipelines and symptoms." }, { "left": "issue:1463", "right": "issue:1919", - "accept": true, - "reason": "Both point to the same missing `datasets` dependency; 1919 names the root cause in `requirements.txt` and 1463 reports the import symptom." + "accept": false, + "reason": "Both mention datasets, but one is a missing module error and the other is a requirements.txt omission in the dreambooth example." }, { "left": "issue:10658", "right": "issue:9610", "accept": false, - "reason": "ONNXRuntime provider options vs adding LoRA loading to a Stable Diffusion 3 img2img pipeline; different changes." + "reason": "Add provider_options to InferenceSession vs add load_lora_weights to SD3 img2img; unrelated feature requests." }, { "left": "issue:1083", "right": "issue:460", "accept": false, - "reason": "Both are ONNX-related, but one is FP16 output correctness and the other is runtime/provider installation requirements." + "reason": "FP16 incorrect ONNX output and CUDA-vs-CPU onnxruntime dependency are different ONNX bugs." }, { "left": "issue:10873", "right": "issue:9450", "accept": false, - "reason": "Different pipeline bugs: SanaPipeline issue vs FluxPipeline multi-GPU device placement error." + "reason": "Different pipelines and failures: SanaPipeline issue vs FluxPipeline multi-GPU device mismatch." }, { "left": "issue:1117", "right": "issue:2377", "accept": false, - "reason": "Test-request for multiple negative prompts vs tests for EMAModel; unrelated scope." + "reason": "Both are test requests, but they cover different utilities and behaviors; not the same change." }, { "left": "issue:5008", "right": "issue:5480", "accept": false, - "reason": "One is a specific TryOnDiffusion implementation issue; the other is a request for EDM support." + "reason": "TryOnDiffusion two-UNet implementation and EDM implementation request are distinct model features." }, { "left": "issue:5480", "right": "issue:7380", "accept": false, - "reason": "Both are model/pipeline feature requests, but they are for different diffusion methods and not the same change." + "reason": "Both are diffusion-method requests, but EDM and one-step distillation are different algorithms and would not merge into one PR." }, { "left": "issue:6234", "right": "issue:8803", "accept": false, - "reason": "Different problems: SDXL text-to-image example issue vs a duplicate assignment in attention processor code." + "reason": "Train script issue for SDXL and an attention_processor duplicate assignment bug are unrelated." }, { "left": "issue:6243", "right": "issue:7243", "accept": false, - "reason": "IP-Adapter Face ID support request vs ResAdapter implementation request; different features." + "reason": "IP-Adapter Face ID and ResAdapter are different adapter features." }, { "left": "issue:7191", "right": "issue:7490", "accept": false, - "reason": "Generic import problem vs a backward-pass problem; too little overlap to be the same bug." + "reason": "A vague import problem and a backward-pass problem are too unspecific and not the same underlying bug." }, { "left": "issue:3565", "right": "issue:7012", "accept": false, - "reason": "CUDA OOM during text-to-image training vs weird images with `v_prediction`; different failure modes." + "reason": "CUDA OOM during training vs v_prediction causing weird images; different symptoms and code paths." }, { "left": "issue:1961", "right": "issue:579", "accept": false, - "reason": "Different missing-package/import issues and different affected workflows; not the same report." + "reason": "ColossalAI error and missing config.json for textual inversion are unrelated." }, { "left": "issue:2775", "right": "issue:989", "accept": false, - "reason": "`torch._dynamo.optimize` non-function error is unrelated to the `weight` must be 2-D runtime error." - }, - { - "left": "issue:4912", - "right": "issue:6161", - "accept": false, - "reason": "Custom SDXL checkpoint conversion request vs sigma-discard behavior; unrelated changes." + "reason": "torch._dynamo.optimize non-function error and weight-dimension assertion failure are different runtime bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only positive duplicate call, 1463/1919, is well supported by the titles and issue descriptions (missing `datasets` package vs missing dependency in `requirements.txt`). The other pair verdicts are appropriately cautious given the limited evidence in the packet. " - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -51042,7 +51092,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10100", "issue:10883", @@ -51066,19 +51116,19 @@ "issue:3623", "issue:3728", "issue:3817", - "issue:4232", "issue:4250", "issue:4524", "issue:4702", "issue:4837", + "issue:4912", "issue:4969", "issue:5034", - "issue:5168", "issue:541", "issue:5757", "issue:5998", "issue:6016", "issue:6136", + "issue:6161", "issue:7146", "issue:7322", "issue:7350", @@ -51094,6 +51144,7 @@ "issue:9825" ], "soft_pairs": [ + "issue:4912|issue:6161", "issue:2722|issue:3623", "issue:12412|issue:9825", "issue:10897|issue:9825", @@ -51117,196 +51168,192 @@ "issue:3728|issue:3817", "issue:4969|issue:9248", "issue:10100|issue:12239", - "issue:2673|issue:2799", - "issue:4232|issue:5168" + "issue:2673|issue:2799" ], - "prepared_review_unit_hash": "2d489d75bf7a2c841a4cb79fb786fce21dfb645a6eef81ee9bab2511cb2e6557", + "prepared_review_unit_hash": "92926e0fabcf799e530bc2d64fe3daed15d4b47b27d0a08ff80ce0a4782bf159", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 33610, - "estimated_input_tokens": 8403, - "estimated_eval_tokens": 17062 + "serialized_chars": 33644, + "estimated_input_tokens": 8411, + "estimated_eval_tokens": 17078 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a collection of unrelated support requests and bug reports. The only close pair is the bf16/half type-mismatch reports, but the available evidence is still only soft similarity rather than a confirmed duplicate/root-cause match.", - "confidence": 0.64, - "canonical_issue_reason": "Issue 10891 is the broadest bfloat16-conversion bug report in the set, so it is the best tentative canonical issue, but the packet does not prove that 11117 is the same root cause.", + "summary": "This cluster is mostly a grab bag of unrelated feature requests and bug reports that only share broad Diffusers terminology. I found no soft pair that clearly looks like the same underlying bug/change, so all suggested merges are rejected.", + "confidence": 0.54, + "canonical_issue_reason": "Issue 8488 is the strongest single anchor: a concrete, high-engagement StableDiffusion3Pipeline initialization failure with substantial discussion. Even so, the cluster is too heterogeneous for it to serve as a true duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 10891 is the strongest issue candidate for grouping the bf16/half mismatch symptom, though only as a tentative umbrella for a related report rather than a confirmed duplicate.", + "best_issue_reason": "Issue 8488 is the best representative issue in this set because it is detailed, specific, and has the most discussion around a core runtime failure. It is still only a weak global representative because most other items are unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:4912", + "right": "issue:6161", + "accept": false, + "reason": "Checkpoint conversion support and sigma-selection behavior are different problems in different areas." + }, { "left": "issue:2722", "right": "issue:3623", "accept": false, - "reason": "Both are model-loading/conversion complaints, but they describe different failures and no shared concrete bug is evident." + "reason": "ControlNet conversion mismatch and large-model loading are unrelated bugs." }, { "left": "issue:12412", "right": "issue:9825", "accept": false, - "reason": "Separate feature requests for different model/pipeline support; same broad area, not the same change." + "reason": "Separate model support requests for different pipelines and features." }, { "left": "issue:10897", "right": "issue:9825", "accept": false, - "reason": "Different requested model support items with no shared code-path or bug." + "reason": "Different model support requests; no shared concrete code-path." }, { "left": "issue:4837", "right": "issue:6016", "accept": false, - "reason": "Same conversion script, but the reported failures differ and do not clearly point to one underlying defect." + "reason": "Both are conversion-script issues, but they describe different failures and likely different fixes." }, { "left": "issue:10883", "right": "issue:11519", "accept": false, - "reason": "Different model support/update requests; no common bug or merged change." + "reason": "Different model update/support requests, not the same change." }, { "left": "issue:1594", "right": "issue:2195", "accept": false, - "reason": "Both concern video generation, but one is img2img video support and the other is Tune-A-Video; not the same artifact." + "reason": "Both touch video generation, but one asks for img2img support and the other for Tune-A-Video." }, { "left": "issue:7146", "right": "issue:9732", "accept": false, - "reason": "Both mention OOM during training, but they are different training scripts/models and likely different memory issues." + "reason": "Both are OOM reports, but for different training scripts and workflows." }, { "left": "issue:2676", "right": "issue:4524", "accept": false, - "reason": "A scheduler compatibility question vs. an AnimateDiff integration request; unrelated changes." + "reason": "Scheduler naming question versus AnimateDiff support request; unrelated." }, { "left": "issue:8994", "right": "issue:9680", "accept": false, - "reason": "Both describe generation problems, but the symptoms and likely code paths are too different to merge as one bug." + "reason": "Generation stuck at 0 and broken unconditional generation are different symptoms and likely different causes." }, { "left": "issue:10891", "right": "issue:11117", "accept": false, - "reason": "The titles suggest a related bf16/half mismatch, but the packet does not provide body evidence tying them to one confirmed duplicate or shared root cause; treat this as soft similarity only." + "reason": "Both mention bfloat16/half issues, but they affect different pipelines/components and are not clearly the same bug." }, { "left": "issue:4702", "right": "issue:9101", "accept": false, - "reason": "Both ask for training scripts, but they target different models and training setups." + "reason": "Separate training-script requests for different use cases." }, { "left": "issue:6136", "right": "issue:7417", "accept": false, - "reason": "Both involve NaN-related behavior, but one is Mac CPU inference and the other is a LoRA fuse test; not the same bug." + "reason": "Both are Mac NaN reports, but one is inference output and the other is a LoRA fuse test failure." }, { "left": "issue:5757", "right": "issue:7322", "accept": false, - "reason": "Both are training errors, but they concern different scripts, versions, and failure modes." + "reason": "Checkpoint resume errors and SIGKILL during training are different failure modes." }, { "left": "issue:11117", "right": "issue:8488", "accept": false, - "reason": "These are different StableDiffusion3Pipeline failures; one is a bf16 mismatch, the other is a from_pretrained exception." + "reason": "Both are SD3 pipeline errors, but one is a type-mismatch runtime error and the other is a from_pretrained exception." }, { "left": "issue:8604", "right": "issue:8837", "accept": false, - "reason": "Different bugs in different components: corrupted output from T5 fp16 conversion vs. a sliced attention processor issue." + "reason": "T5 float16 corruption and SlicedAttnProcessor bug are unrelated." }, { "left": "issue:1156", "right": "issue:222", "accept": false, - "reason": "Generic training failures with insufficient evidence of a shared underlying defect." + "reason": "Both are vague training failures, but there is no concrete shared bug or path." }, { "left": "issue:3537", "right": "issue:541", "accept": false, - "reason": "A ControlNet conversion script request and a SageMaker support issue are unrelated." + "reason": "ControlNet conversion script and SageMaker support are unrelated." }, { "left": "issue:3221", "right": "issue:7350", "accept": false, - "reason": "Different ControlNet/LoRA loading problems with distinct failure contexts." + "reason": "Different APIs and failure modes: attention-proc loading versus ControlNet initialization from LoRA UNet." }, { "left": "issue:3178", "right": "issue:5998", "accept": false, - "reason": "Same pipeline name, but one is a generic bug report and the other is a specific TyperError; not enough to treat as one change." + "reason": "Both mention VersatileDiffusion, but the reported bugs are distinct and not mergeable as one fix." }, { "left": "issue:4250", "right": "issue:5034", "accept": false, - "reason": "Different symptoms: incorrect from_pretrained loading vs. a progress-bar display issue." + "reason": "Model loading bug and progress-bar display issue are not the same underlying problem." }, { "left": "issue:3728", "right": "issue:3817", "accept": false, - "reason": "Both are new pipeline requests, but they concern different projects and capabilities." + "reason": "Different proposed pipelines with no shared bug or implementation change." }, { "left": "issue:4969", "right": "issue:9248", "accept": false, - "reason": "An import error report and a pip install command request are not the same bug." + "reason": "ImportError for CrossAttention and install/upgrade guidance are unrelated." }, { "left": "issue:10100", "right": "issue:12239", "accept": false, - "reason": "Separate support requests for different models; only superficial similarity." + "reason": "Different model support requests with no shared concrete code-path." }, { "left": "issue:2673", "right": "issue:2799", "accept": false, - "reason": "One is an upscale pipeline usage error; the other is a request to raise a clearer mismatch error, not the same underlying bug." - }, - { - "left": "issue:4232", - "right": "issue:5168", - "accept": false, - "reason": "Both involve ControlNet-related work, but one is instruct-pix2pix training/inference and the other is ControlNet-XS support." + "reason": "Both involve pipeline/checkpoint mismatch themes, but the specific errors and fixes are different." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The writeup is mostly conservative on the unrelated pairs, but it overreaches on issue:10891 vs issue:11117. The packet does not provide body evidence linking them, and the soft-pair metadata marks that pair as deterministic_accept=false. Based on the available information, this should be treated as at most a plausible soft similarity, not a confirmed duplicate/root-cause match." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -51322,7 +51369,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10150", "issue:10737", @@ -51357,6 +51404,7 @@ "issue:4849", "issue:4912", "issue:4978", + "issue:5168", "issue:541", "issue:6008", "issue:7569", @@ -51373,6 +51421,7 @@ "issue:9936" ], "soft_pairs": [ + "issue:4232|issue:5168", "issue:6008|issue:9223", "issue:1633|issue:2737", "issue:761|issue:911", @@ -51398,185 +51447,194 @@ "issue:10737|issue:9450", "issue:4390|issue:4598" ], - "prepared_review_unit_hash": "31b130d70af874938b81ba1a3deedb1e5309014c667679f62aa568353af0ec65", + "prepared_review_unit_hash": "4bf73f63b140eebd89cf0bb421479a51d6995a2b952f5ff65f24d0bfa465b8f7", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 24, - "serialized_chars": 33086, - "estimated_input_tokens": 8272, - "estimated_eval_tokens": 16800 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 33873, + "estimated_input_tokens": 8469, + "estimated_eval_tokens": 17194 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is only loosely related by diffusion pipelines and transformer/loader issues, but the paired items are not the same underlying bug or change. Most are different pipelines, different hardware backends, or distinct feature requests, so none of the soft edges should be merged.", - "confidence": 0.31, - "canonical_issue_reason": "Issue #12754 is the clearest self-contained API bug in the set and is broadly representative of the pipeline-loading/casting theme, but the cluster overall is heterogeneous rather than a true duplicate set.", + "summary": "This set is not one duplicate cluster; it contains many unrelated issue reports across different models, pipelines, devices, and feature requests. Most soft edges are false positives from title similarity, with at most one borderline MPS-output pair that looks plausibly duplicate-like.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #12754 is the strongest representative issue because it describes a specific, actionable regression in core pipeline behavior with clear expected-vs-actual semantics.", + "best_issue_reason": "No single issue is a good global canonical here; the items are too heterogeneous to represent one underlying bug. If forced to choose a representative issue, none fits cleanly.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:4232", + "right": "issue:5168", + "accept": false, + "reason": "Different requests: instruct-pix2pix/controlnet training vs ControlNet-XS support. Same broad area, not the same bug." + }, { "left": "issue:6008", "right": "issue:9223", "accept": false, - "reason": "Different problems: IP-Adapter/LCM face integration failure vs dependency/version conflict around pyarrow; unrelated symptoms and code paths." + "reason": "One is an IP-Adapter/LCM LoRA runtime failure; the other is a dependency/version conflict around pyarrow. Unrelated." }, { "left": "issue:1633", "right": "issue:2737", "accept": false, - "reason": "Both mention scheduler/features, but one is karras sigmas in a wrapper pipeline and the other is CLIP guidance support; different changes and APIs." + "reason": "Both mention scheduler features, but one is karras sigmas in k_diffusion and the other is CLIP guidance in DPMSolver. Different changes." }, { "left": "issue:761", "right": "issue:911", "accept": false, - "reason": "Both are DreamBooth-related, but one is an 8-bit Adam training failure and the other is a bad config regression; not the same bug." + "reason": "DreamBooth issues, but one is 8-bit Adam training failure and the other is a bad config regression. Different root problems." }, { "left": "issue:11374", "right": "issue:12695", "accept": false, - "reason": "SkyReels-V2 support and Hunyuan v1.5 support are separate model-integration feature requests, not the same change." + "reason": "Both are model support requests, but for different models (SkyReels-V2 vs Hunyuan v1.5). Not duplicates." }, { "left": "issue:3171", "right": "issue:4496", "accept": false, - "reason": "LPW prompt support for ControlNet and prompt fusion are different prompt-handling features with no shared concrete bug." + "reason": "LPW prompt support for controlnet vs prompt fusion are different features and failure modes." }, { "left": "issue:4450", "right": "issue:4849", "accept": false, - "reason": "Multi textual inversion example failure and multi-GPU textual inversion training are unrelated issues despite both involving textual inversion." + "reason": "Multi-text inversion example broken vs multi-GPU training for textual inversion. Different scope and cause." }, { "left": "issue:4232", "right": "issue:4978", "accept": false, - "reason": "Instruct-pix2pix with ControlNet vs inpaint_global_harmonious preprocessor usage are different pipeline/preprocessor topics." + "reason": "Different control/preprocessor features: instruct-pix2pix with controlnet condition vs inpaint_global_harmonious preprocessor usage." }, { "left": "issue:12599", "right": "issue:13279", "accept": false, - "reason": "Extremely slow CUDA move after loading vs AutoencoderRAE loading error with older transformers are different loading/runtime problems." + "reason": "Both are loading-related, but one is CUDA transfer slowness and the other is an AutoencoderRAE compatibility error with older transformers." }, { "left": "issue:4912", "right": "issue:541", "accept": false, - "reason": "Custom SDXL checkpoint conversion and SageMaker support are separate workflow/environment requests, not the same bug or change." + "reason": "Checkpoint conversion to diffusers vs SageMaker deployment support. No shared bug." }, { "left": "issue:10795", "right": "issue:12728", "accept": false, - "reason": "torch.compile on GGUF-loaded transformer models and Wan 2.2 compile/channels_last failures are distinct compiler/model-path issues." + "reason": "Both involve torch.compile, but one is GGUF from_single_file transformer compilation and the other is Wan 2.2 channels_last/Dynamo unsupported behavior. Different code paths." }, { "left": "issue:10737", "right": "issue:9063", "accept": false, - "reason": "Missing image_encoder in FluxPipeline encode_image and tokenizer instantiation failure in FluxPipeline are different failures in different components." + "reason": "Flux pipeline issues, but one is encode_image missing image_encoder and the other is tokenizer instantiation from a slow version." }, { "left": "issue:10150", "right": "issue:12754", "accept": false, - "reason": "SDXL slow loading/inference is a performance complaint, while from_pipe float32 conversion is a dtype regression; not the same bug." + "reason": "SDXL loading/inference slowness vs from_pipe dtype conversion to float32. Related theme, different concrete bug." }, { "left": "issue:1305", "right": "issue:4063", "accept": false, - "reason": "Direct Inversion and unloading a textual inversion checkpoint are different features in the inversion/textual-inversion area, not duplicates." + "reason": "Completely different topics: image editing method paper vs unloading a textual inversion checkpoint." }, { "left": "issue:1263", "right": "issue:1375", "accept": false, - "reason": "Importing StableDiffusionSafetyChecker and a PR breaking diffusers import are different import failures with different root causes." + "reason": "Both mention import problems, but one is missing StableDiffusionSafetyChecker and the other is a regression from PR #1365. Not the same issue." }, { "left": "issue:3725", "right": "issue:4302", "accept": false, - "reason": "A1111 LoRA support failure and SDXL LoRA loading compatibility are both LoRA-related, but they are distinct compatibility problems." + "reason": "Both are LoRA-related, but one is general A1111 LoRA support and the other is a specific SDXL LoRA load failure. Too different to merge." }, { "left": "issue:1188", "right": "issue:3043", "accept": false, - "reason": "CLIPSeg x Stable Diffusion pipeline request and ODISE pipeline request are separate model integrations, not one change." + "reason": "Different community pipeline requests: CLIPSeg+Stable Diffusion vs ODISE." }, { "left": "issue:4480", "right": "issue:7569", "accept": false, - "reason": "Both are Mac/MPS-related, but one is a kernel crash during generation and the other is a failing test for FreeU; different concrete bugs." + "reason": "Both involve Mac/MPS, but one is a kernel crash during generation and the other is a FreeU test failure. Different bug class." }, { "left": "issue:4213", "right": "issue:8435", "accept": false, - "reason": "Both concern from_single_file, but one is specifically SD-XL without accelerate and the other is a generic runtime error; too broad to treat as the same bug." + "reason": "Both mention from_single_file, but 4213 is specifically about needing accelerate for SD-XL; 8435 is a generic runtime error with no matching concrete cause." }, { "left": "issue:3325", "right": "issue:7646", "accept": false, - "reason": "CUDA invalid-argument during DreamBooth training and dataloader_num_workers questions in a LoRA script are not the same underlying issue." + "reason": "Different training scripts and failures: DreamBooth CUDA invalid argument vs dataloader_num_workers behavior in text-to-image LoRA training." }, { "left": "issue:457", "right": "issue:760", - "accept": false, - "reason": "Both are MPS-related, but one reports blue artifacts and the other unexpected StableDiffusionPipeline output; different symptoms and likely causes." + "accept": true, + "reason": "Both describe Stable Diffusion output corruption on MPS, with very similar symptoms ('blue artifacts' / 'unexpected output') and the same backend/context. Plausibly the same underlying bug." }, { "left": "issue:11642", "right": "issue:9861", "accept": false, - "reason": "prompt_embeds_scale having no effect in FluxPriorReduxPipeline and Flux training not updating the transformer are unrelated Flux issues." + "reason": "Flux prompt scaling has no effect vs Flux training not updating transformer weights. Distinct bugs." }, { "left": "issue:9161", "right": "issue:9936", "accept": false, - "reason": "Distributed bugs in train_dreambooth_lora_flux.py and NCCL timeout in train_controlnet_flux.py are different multi-GPU training failures." + "reason": "Both are Flux multi-GPU training problems, but one is distributed bugs in train_dreambooth_lora_flux.py and the other is an NCCL timeout in train_controlnet_flux.py. Not the same failure." }, { "left": "issue:10737", "right": "issue:9450", "accept": false, - "reason": "Both are FluxPipeline issues, but one is a missing image encoder and the other is a multi-GPU device placement error; different code paths." + "reason": "Both are Flux-related, but one is an encode_image initializer bug and the other is a multi-GPU device placement error when passing transformer=. Different code paths." }, { "left": "issue:4390", "right": "issue:4598", "accept": false, - "reason": "Missing requirements and uninformative missing-dependency errors are both dependency-related, but one is a packaging issue and the other is an error-message improvement." + "reason": "Missing requirements vs uninformative error messages for missing dependencies. The latter is about diagnostics, not the dependency issue itself." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet: the set is clearly heterogeneous, and the soft-edge rejections are conservative rather than overstated. The only accepted edge, issue:457 vs issue:760, is plausibly duplicate-like based on shared MPS output-corruption symptoms. No PR-mergeability concerns apply here." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -51588,10 +51646,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:1076", "issue:1082", @@ -51671,12 +51729,12 @@ ], "prepared_review_unit_hash": "59c655620b7cd9d9ad83b8e06f1166dedf336e7c57adc9b32860eb5e7bacce79", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -51865,10 +51923,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10144", "issue:10336", @@ -51947,12 +52005,12 @@ ], "prepared_review_unit_hash": "e2f02a6ef58f75fab5ea4be8bda3f514975d3841a8f9151cac6f8e12f33ce581", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -52141,7 +52199,7 @@ "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10045", "issue:10111", @@ -52220,12 +52278,12 @@ ], "prepared_review_unit_hash": "570589de6fe35337daac7e5bffdba4eadd8dedbe56adcb254cba19aaaabd0c8c", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, @@ -52414,10 +52472,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10025", "issue:10282", @@ -52496,12 +52554,12 @@ ], "prepared_review_unit_hash": "3474ed79761d74cb654f393987ca9d65b565cea9c70759c28dbe421b22f2583a", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -52687,10 +52745,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10050", "issue:10054", @@ -52769,12 +52827,12 @@ ], "prepared_review_unit_hash": "581fd296433be1614f244c64bddbd68b2d409047783e2d922b7c9602474382ea", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -52963,7 +53021,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10057", "issue:10282", @@ -53040,14 +53098,14 @@ "issue:10282|issue:6368", "issue:9450|issue:9904" ], - "prepared_review_unit_hash": "534256fd54f88e5148501de2bbcf6a84ab196df54d8740de924b44fc5c23dec4", + "prepared_review_unit_hash": "7a97b3129e8fe568ab27b24e78bd6f9940646fd85bd3feed05bcc44d6b16a943", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -53062,156 +53120,156 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated Diffusers issues; the soft links are mostly superficial similarity matches rather than true duplicates. No PRs are present.", - "confidence": 0.95, - "canonical_issue_reason": "Issue #9450 is the clearest, most concrete bug report in the set and a reasonable anchor for the cluster, even though the overall group is not a single duplicate family.", + "summary": "No soft duplicate edges look like the same underlying bug or change. The set is a mix of unrelated bug reports and feature requests that only share broad subsystems (often Flux, loading, schedulers, or pipeline support), not a concrete fix target.", + "confidence": 0.93, + "canonical_issue_reason": "If a single issue must represent the set, issue 9450 is the strongest candidate because it is a concrete, reproducible bug report with a clear FluxPipeline device-mismatch symptom. That said, the items are not true duplicates of one another.", "canonical_pr_reason": null, - "best_issue_reason": "#9450 has a specific code path, explicit runtime error, and enough detail to be useful as the representative issue; most others are either broad feature requests or different failure modes.", + "best_issue_reason": "Issue 9450 is the most actionable issue in the batch: it names the exact failure mode, context, and code path, making it a better representative bug report than the more request-like or vague items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:6725", "right": "issue:9731", "accept": false, - "reason": "Both are broad model-usage questions, but one is about LDMPipeline generation and the other about Playground2.5 LoRA training; not the same bug or change." + "reason": "Different problems: one is generating images with LDMPipeline, the other is training a LoRA/style workflow for Playground2.5." }, { "left": "issue:3085", "right": "issue:539", "accept": false, - "reason": "Both mention API/compatibility problems, but one is about a removed cache-folder argument and the other about snapshot_download keyword support; different issues." + "reason": "Different API regressions: cache-folder argument removal vs snapshot_download allow_patterns compatibility." }, { "left": "issue:1941", "right": "issue:2728", "accept": false, - "reason": "Both involve loading custom or safetensors models, but they target different pipelines and different failure modes." + "reason": "Different loading failures: custom UnCLIP pipeline loading versus safetensors loading for UNet2DConditionModel." }, { "left": "issue:3623", "right": "issue:4446", "accept": false, - "reason": "Both are model-loading troubles, but one is about larger models in general and the other about custom text_encoder support in from_single_file; not the same defect." + "reason": "One is a large-model loading/memory issue; the other is about custom text_encoder support in from_single_file." }, { "left": "issue:7243", "right": "issue:9551", "accept": false, - "reason": "Both mention adapter/control-style models, but they concern different model families and different integration questions." + "reason": "Different feature requests in the same broad area: ResAdapter support vs Flux ControlNet usage." }, { "left": "issue:6162", "right": "issue:8863", "accept": false, - "reason": "Both are shape-related runtime errors, but one is specifically IP-Adapter SDXL mismatch and the other is a generic tuple/shape AttributeError; not the same underlying bug." + "reason": "Both mention shape-related failures, but the concrete bugs differ: IP-Adapter mismatch vs tuple lacking a shape attribute." }, { "left": "issue:4648", "right": "issue:7177", "accept": false, - "reason": "Both are loading/config errors, but one is missing config.json and the other is StableCascadeDecoderPipeline.from_pretrained; different causes." + "reason": "Different checkpoint/config loading paths and different symptoms; not the same bug." }, { "left": "issue:6506", "right": "issue:6839", "accept": false, - "reason": "Both are StableVideoDiffusionPipeline issues, but one is about output_type=\"np\" returning a list and the other is from_single_file support; different code paths." + "reason": "Output-type return bug versus from_single_file loading failure for StableVideoDiffusionPipeline." }, { "left": "issue:11519", "right": "issue:8410", "accept": false, - "reason": "Both are requests for support of a model family, but they ask for different models and different pipeline integrations." + "reason": "Separate model support requests: MAGI-1 versus TextDiffuser pipelines." }, { "left": "issue:1433", "right": "issue:1445", "accept": false, - "reason": "Both are ONNX-related attribute errors, but they occur in different classes/pipelines and are not clearly the same bug." + "reason": "Related ONNX area, but the concrete failures differ: missing config attribute vs legacy inpaint pipeline attribute error." }, { "left": "issue:3019", "right": "issue:4609", "accept": false, - "reason": "One requests SAM text-guided editing support and the other provides a t2iadapter model; these are unrelated feature requests." + "reason": "Unrelated feature requests: text-guided image editing with SAM versus providing a T2I-Adapter model." }, { "left": "issue:11023", "right": "issue:8613", "accept": false, - "reason": "Both report quality/performance problems, but one is blur output in a custom pipeline and the other is an OOM during caption loading; not duplicates." + "reason": "Different issues: blurry outputs in a custom pipeline versus OOM during training/input processing." }, { "left": "issue:3901", "right": "issue:4159", "accept": false, - "reason": "One is a missing requirements.txt file and the other is a VRAM-heavy DiffEdit usage issue; unrelated." + "reason": "A missing requirements.txt file is unrelated to a DiffEdit VRAM exhaustion problem." }, { "left": "issue:10057", "right": "issue:8885", "accept": false, - "reason": "One is about token issues in from_single_file and the other is about custom diffusion installation/token loading; different failures." + "reason": "Different custom-loading/token problems in different workflows; not the same underlying bug." }, { "left": "issue:10321", "right": "issue:10398", "accept": false, - "reason": "Both concern LTX-Video/Flux-style loading, but one is missing model files and the other is missing target modules for LoRA-like attachment; different problems." + "reason": "One is a missing model file error for LTX-Video; the other is target modules not found for a base model." }, { "left": "issue:2311", "right": "issue:2635", "accept": false, - "reason": "Both mention schedulers, but one is a UniPC scheduler request and the other asks which scheduler corresponds to specific names; not the same issue." + "reason": "Scheduler-related, but one asks for UniPC scheduler support while the other maps DPM++ names to scheduler types." }, { "left": "issue:1037", "right": "issue:1290", "accept": false, - "reason": "Both are community-pipeline requests, but they are for different models and different contributions." + "reason": "Separate community-pipeline requests for different models." }, { "left": "issue:3043", "right": "issue:7219", "accept": false, - "reason": "Both are model addition requests, but ODISE and SUPIR are distinct features with no shared underlying bug." + "reason": "Both are feature requests, but for different additions: ODISE vs SUPIR Upscaler." }, { "left": "issue:1207", "right": "issue:2044", "accept": false, - "reason": "Both are environment/runtime AttributeErrors, but one is a missing CUDA symbol and the other is DDP lacking dtype; unrelated." + "reason": "Completely different runtime errors: CUDA symbol lookup failure vs DDP missing dtype." }, { "left": "issue:11063", "right": "issue:8373", "accept": false, - "reason": "Both mention input/preparation logic, but one is about attention mask padding and the other is an incorrect error message; not the same defect." + "reason": "Different concerns: attention-mask padding logic versus an error-message wording issue." }, { "left": "issue:4615", "right": "issue:6142", "accept": false, - "reason": "Both are NameError/ImportError-style issues, but they refer to different symbols and different code paths." + "reason": "Import error for a pipeline class versus a NameError for start_training." }, { "left": "issue:10757", "right": "issue:8975", "accept": false, - "reason": "One is a variable-name cleanup request and the other is an import error for LoraLoaderMixin; unrelated." + "reason": "A variable rename cleanup is unrelated to an import error for LoraLoaderMixin." }, { "left": "issue:10282", "right": "issue:6368", "accept": false, - "reason": "Both involve model weight/lora loading mismatches, but they describe different unsupported states and different failure points." + "reason": "Different model-loading failures: x_embedder weight shape mismatch vs unsupported LoRA checkpoint layer." }, { "left": "issue:9450", "right": "issue:9904", "accept": false, - "reason": "Both are FluxPipeline issues, but one is a multi-GPU device-placement error and the other is silent image-shape rounding; different bugs." + "reason": "Both are FluxPipeline issues, but one is a multi-GPU device mismatch and the other is silent output-shape rounding; different bugs." } ] }, @@ -53230,10 +53288,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10010", "issue:10111", @@ -53314,12 +53372,12 @@ ], "prepared_review_unit_hash": "25afe53a6796405da625e2428e512fc46c7af08f233f00f31fe020495a682297", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -53517,10 +53575,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10054", - "issue:10231", "issue:10855", "issue:10920", "issue:11014", @@ -53551,6 +53608,8 @@ "issue:4647", "issue:4665", "issue:5108", + "issue:5320", + "issue:5341", "issue:5557", "issue:5731", "issue:6572", @@ -53560,7 +53619,6 @@ "issue:7513", "issue:7686", "issue:8465", - "issue:8624", "issue:8790", "issue:9096", "issue:9350", @@ -53569,7 +53627,6 @@ ], "soft_pairs": [ "issue:1974|issue:2083", - "issue:10231|issue:8624", "issue:11014|issue:7513", "issue:9350|issue:9799", "issue:4213|issue:5108", @@ -53591,189 +53648,187 @@ "issue:11178|issue:8465", "issue:3984|issue:7686", "issue:4178|issue:4194", - "issue:3963|issue:4665" + "issue:3963|issue:4665", + "issue:5320|issue:5341" ], - "prepared_review_unit_hash": "b0dc3d1b7f99391ac7232fe29388fb26f6b48f94df37c6bdf961cc7920b4cdd0", + "prepared_review_unit_hash": "3dc36db2b2a8afb91881cb1a35852acf89b181675b1ad4628b3a1608adf1d255", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33881, - "estimated_input_tokens": 8471, - "estimated_eval_tokens": 17198 + "serialized_chars": 33804, + "estimated_input_tokens": 8451, + "estimated_eval_tokens": 17158 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are separate issue reports with only title-level thematic overlap. The strongest duplicate-like pair is issue:12436 and issue:12483, where the broader diffusers/transformers version-conflict report plausibly subsumes the specific CLIPTextModel TypeError. By contrast, issue:1974 and issue:2083 should stay separate: the evidence only shows superficial overlap around schedulers and generators, not a shared root cause.", - "confidence": 0.82, - "canonical_issue_reason": "issue:12483 is the better canonical issue because it is broader and more diagnostic, framing the diffusers/transformers incompatibility directly, while issue:12436 is a narrower symptom of that same problem.", + "summary": "The cluster is not a duplicate set; it\u2019s a grab-bag of unrelated issues spanning schedulers, loading, training, memory, and API/version mismatches. All soft pairs are superficial similarity matches and should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the listed items are unrelated, so none should represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:12483 is the strongest representative issue: it clearly describes the underlying version conflict and is the best anchor for triage of the related TypeError report.", + "best_issue_reason": "No issue is a safe global representative because the items do not share the same underlying bug or change.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:1974", "right": "issue:2083", "accept": false, - "reason": "Only title-level similarity is visible around schedulers and multiple generators; the concrete scheduler/parameter details differ, so there is not enough evidence to call this the same bug." - }, - { - "left": "issue:10231", - "right": "issue:8624", - "accept": false, - "reason": "Different failures in different contexts: a tutorial ImportError on Ubuntu versus an undefined-symbol CUDA extension issue during SD3 inference." + "reason": "Both mention schedulers and generators, but one is about Euler schedulers with a list of generators and the other about DDIMScheduler with eta>0; different code paths and failure modes." }, { "left": "issue:11014", "right": "issue:7513", "accept": false, - "reason": "Both mention OOM, but the scenarios and likely causes differ; there is no evidence of a shared underlying bug." + "reason": "Both are memory-related, but one is a general CUDA OOM report and the other is an SDXL LoRA DreamBooth training issue on a specific GPU; not the same bug." }, { "left": "issue:9350", "right": "issue:9799", "accept": false, - "reason": "A deprecation warning about txt_ids shape is not the same as a tensor-size mismatch runtime error." + "reason": "Different problems: one is a deprecation warning about txt_ids shape, the other is a tensor size mismatch runtime error." }, { "left": "issue:4213", "right": "issue:5108", "accept": false, - "reason": "These are different pipeline/model exceptions; shared SDXL context is too broad to merge them." + "reason": "Both involve XL pipelines, but one is about from_single_file without accelerate and the other is a T2I Multiadapter XL exception; unrelated failures." }, { "left": "issue:1350", "right": "issue:3073", "accept": false, - "reason": "Separate feature requests for different model families, not the same change." + "reason": "These are separate feature requests for different model families (DiffusionDet vs Consistency models), not the same change." }, { "left": "issue:12436", "right": "issue:12483", "accept": false, - "reason": "Not a soft-edge candidate in this packet, but the broader version-conflict issue does appear to encompass the narrower constructor TypeError." + "reason": "Related ecosystem/version symptoms, but one is a CLIPTextModel kwarg error and the other is a broader diffusers/transformers dependency conflict; not the same concrete bug." }, { "left": "issue:2830", "right": "issue:4611", "accept": false, - "reason": "Unrelated video/modelscope topics without a shared bug or code path." + "reason": "Different topics: a question about using a modelscope video model versus an issue about VideoComposer being merged with Modelscope." }, { "left": "issue:5731", "right": "issue:7456", "accept": false, - "reason": "A missing trainable logvar implementation is unrelated to a missing raise statement." + "reason": "One is about a missing trainable logvar scalar in AutoencoderKL, the other is a missing raise statement; no shared bug." }, { "left": "issue:6572", "right": "issue:8790", "accept": false, - "reason": "Different model/pipeline requests; no shared defect is evident." + "reason": "Both are SDXL-related, but one is about a ControlNetXS inpaint pipeline and the other about SDXL TensorRT + IP Adapter; different problems." }, { "left": "issue:2676", "right": "issue:3974", "accept": false, - "reason": "A scheduler-support question and a safetensors loading problem are unrelated." + "reason": "A scheduler-support question and a safetensors loading issue in an inpaint pipeline are unrelated." }, { "left": "issue:4647", "right": "issue:6958", "accept": false, - "reason": "Both are UNet configuration issues, but they affect different parameters and model paths, so they do not clearly describe the same bug." + "reason": "Both mention missing mid_block args, but they concern different models and different parameters (num_layers vs use_linear_projection)." }, { "left": "issue:1539", "right": "issue:1976", "accept": false, - "reason": "A conversion-script type issue and a tokenizer file-path error are different problems." + "reason": "Conversion script type handling and a tokenizer/config file lookup error are unrelated." }, { "left": "issue:2161", "right": "issue:4605", "accept": false, - "reason": "These concern different training/pipeline failures and do not look like one underlying issue." + "reason": "One is a LoRA training question on an inpainting model; the other is a pipeline error with long prompt weighting and inpaint models; not the same underlying defect." }, { "left": "issue:10920", "right": "issue:9096", "accept": false, - "reason": "Different numerical-stability symptoms in different scheduler/model contexts; not the same code-path problem." + "reason": "Different numerical instability reports in different schedulers/models: DDIMInverseScheduler infs versus Flux half-precision NaNs." }, { "left": "issue:10054", "right": "issue:7183", "accept": false, - "reason": "Both are scheduler-related, but one is a torch.linspace argument bug and the other is a wrong class-name display issue." + "reason": "Both are scheduler issues, but one is a torch.linspace argument bug in EulerDiscreteScheduler and the other is a stale _class_name display bug." }, { "left": "issue:10855", "right": "issue:12761", "accept": false, - "reason": "Gradient accumulation behavior and an incorrect gradient-count backward error are unrelated." + "reason": "Unrelated: gradient accumulation/optimizer stepping versus a backward gradient-count mismatch." }, { "left": "issue:2984", "right": "issue:3073", "accept": false, - "reason": "Separate model requests, not duplicates." + "reason": "Both are model requests, but they target different architectures and capabilities; not one underlying change." }, { "left": "issue:11540", "right": "issue:9895", "accept": false, - "reason": "Both involve Flux, but one is about VAE slicing and the other about a device-placement regression." + "reason": "Both involve FluxPipeline, but one is about VAE slicing noise/support and the other is a device placement regression; distinct bugs." }, { "left": "issue:1617", "right": "issue:5557", "accept": false, - "reason": "Missing required arguments and an unexpected keyword argument are different bugs." + "reason": "A missing-arguments CLI error for dreambooth training is unrelated to a use_reentrant keyword-argument error." }, { "left": "issue:11178", "right": "issue:8465", "accept": false, - "reason": "Both are from_single_file loading issues, but they involve different models and different failure causes." + "reason": "Both are from_single_file loading problems, but they involve different models and different root causes (missing config.json vs loading MistoLine ControlNet)." }, { "left": "issue:3984", "right": "issue:7686", "accept": false, - "reason": "Different constructor validation errors with different parameters and model classes." + "reason": "Different validation errors in different UNet contexts: class_labels requirement versus cross_attention_dim requirement." }, { "left": "issue:4178", "right": "issue:4194", "accept": false, - "reason": "LoRA unloading with xformers and a from_single_file VAE failure are unrelated." + "reason": "LoRA unloading with XFormers and VAE loading with from_single_file are different subsystems and failures." }, { "left": "issue:3963", "right": "issue:4665", "accept": false, - "reason": "Both are Windows-related, but one is about auto-download behavior and the other about safetensors/bin file selection." + "reason": "Both mention Windows, but one is about auto-downloading weights in Gradio and the other about safetensors vs alternative bin files." + }, + { + "left": "issue:5320", + "right": "issue:5341", + "accept": false, + "reason": "A PEFT API enhancement and an example-script update are related by library area, but not the same bug or change." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The overall summary is mostly grounded, and the 12436/12483 linkage looks reasonable. However, the acceptance of issue:1974 with issue:2083 overstates the evidence: the packet only shows title-level similarity around multiple generators and schedulers, which is not enough to conservatively treat them as the same bug. The safer verdict there is non-duplicate unless body text or explicit linkage confirms shared root cause." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -53786,10 +53841,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10016", "issue:10210", @@ -53820,12 +53875,12 @@ "issue:4935", "issue:5022", "issue:5118", - "issue:5320", - "issue:5341", + "issue:5476", "issue:5877", "issue:5968", "issue:6560", "issue:7003", + "issue:7043", "issue:7191", "issue:7350", "issue:7418", @@ -53841,7 +53896,6 @@ "issue:9958" ], "soft_pairs": [ - "issue:5320|issue:5341", "issue:11448|issue:8637", "issue:1524|issue:5877", "issue:3699|issue:4418", @@ -53864,180 +53918,181 @@ "issue:2437|issue:3043", "issue:3537|issue:4702", "issue:4407|issue:4648", - "issue:4935|issue:7350" + "issue:4935|issue:7350", + "issue:5476|issue:7043" ], - "prepared_review_unit_hash": "a2614546cfee69ce8d0abd0f41af243e5217cae2d7c0cd4d40cadb260376dc09", + "prepared_review_unit_hash": "c1ed9e669b5323c7b90af3400433b1690ae0f11bca8d7fcb4218b067a75f5e06", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34027, - "estimated_input_tokens": 8507, - "estimated_eval_tokens": 17270 + "serialized_chars": 34112, + "estimated_input_tokens": 8528, + "estimated_eval_tokens": 17312 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the suggested soft pairs share only broad vocabulary (imports, shapes, LoRA, ControlNet, etc.) but not the same underlying bug or change. No duplicate edges should be accepted.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue; the cluster spans many unrelated bugs and feature requests, so none is a reliable duplicate anchor.", + "summary": "This cluster is mostly a set of unrelated issues that only share broad surface themes via keyword similarity (imports, loading, shape mismatches, training scripts). I did not find any soft pair that looks like the same underlying bug/change.", + "confidence": 0.86, + "canonical_issue_reason": "issue:9171 is the strongest representative: a concrete, regression-style from_single_file loading bug with clear reproduction context and substantial discussion.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global dedupe representative because the items do not converge on one code path or symptom.", + "best_issue_reason": "issue:9171 is the most actionable and broadly representative issue in the set; it describes a specific pipeline loading regression rather than a vague feature request.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:5320", - "right": "issue:5341", - "accept": false, - "reason": "Both touch PEFT, but one is a `fuse_lora` API enhancement and the other is example-script cleanup; not the same change." - }, { "left": "issue:11448", "right": "issue:8637", "accept": false, - "reason": "Different import/missing-resource failures for different pipelines and symbols." + "reason": "Both are import/load failures, but they affect different pipelines and different missing symbols; not the same bug." }, { "left": "issue:1524", "right": "issue:5877", "accept": false, - "reason": "Different textual inversion-related problems: poor training quality vs checkpoint/resume failure." + "reason": "Textual inversion training quality and subprocess failures in training are different problems." }, { "left": "issue:3699", "right": "issue:4418", "accept": false, - "reason": "Mac/CUDA environment error versus SDXL inpaint `denoising_start` behavior; unrelated code paths." + "reason": "CUDA-on-OSX assertion and SDXL inpaint denoising_start behavior are unrelated." }, { "left": "issue:3140", "right": "issue:7191", "accept": false, - "reason": "Both mention imports, but they concern different symbols and failure modes." + "reason": "Both mention import issues, but one is a missing pipeline import and the other is an unspecified strange import problem with different context." }, { "left": "issue:3112", "right": "issue:5118", "accept": false, - "reason": "Both are ControlNet-adjacent, but multi-controlnet inpainting and `reference_only` usage are different requests." + "reason": "Both are ControlNet-related, but one is multi-controlnet inpainting and the other is reference_only usage; different code paths." }, { "left": "issue:10016", "right": "issue:7003", "accept": false, - "reason": "Both are shape mismatches, but one is SD3.5 `from_single_file` loading and the other is an inpaint pipeline weight shape issue." + "reason": "Both involve tensor shape mismatches on loading, but the model types and failure causes differ." }, { "left": "issue:10210", "right": "issue:8809", "accept": false, - "reason": "Img2img near-identity output is unrelated to feedforward output inconsistency with sequence length." + "reason": "Img2img output similarity to input and feedforward sequence-length inconsistency are not the same bug." }, { "left": "issue:4830", "right": "issue:8234", "accept": false, - "reason": "Different tensor problems: MultiControlNet size mismatch versus `ip_adapter_scale` dict/type error." + "reason": "Both are tensor-shape/typing errors in different subsystems; not the same root cause." }, { "left": "issue:5968", "right": "issue:9101", "accept": false, - "reason": "ONNX conversion request versus SD3 training-script request; different artifacts and goals." + "reason": "ONNX conversion for video pipelines and an SD3 training-script request are unrelated." }, { "left": "issue:7418", "right": "issue:8837", "accept": false, - "reason": "Community example bug versus `SlicedAttnProcessor` bug; not the same code path." + "reason": "A bug in a specific community pipeline and a SlicedAttnProcessor bug are different code paths." }, { "left": "issue:6560", "right": "issue:9171", "accept": false, - "reason": "Both are regression-shaped loading issues, but they affect different models and loader paths." + "reason": "Both involve from_single_file loading regressions, but one is a LoRA shape-size issue and the other is SD1.5 v_prediction handling; not the same bug." }, { "left": "issue:1060", "right": "issue:743", "accept": false, - "reason": "Same conversion script family, but one is a safety-checker load issue and the other is checkpoint-to-diffusers conversion failure." + "reason": "Both concern conversion scripts, but one is a safety-checker load problem and the other is a general ckpt conversion failure." }, { "left": "issue:5022", "right": "issue:9147", "accept": false, - "reason": "Import-time tokenizer name error versus Flux autopipeline error; unrelated." + "reason": "Different import/autopipeline failures in different model families; only the symptom type overlaps." }, { "left": "issue:10511", "right": "issue:10883", "accept": false, - "reason": "Scheduler redesign for SD3/Flux is unrelated to Marigold model/pipeline updates." + "reason": "Scheduler redesign and Marigold update are unrelated feature requests." }, { "left": "issue:10886", "right": "issue:10987", "accept": false, - "reason": "Similar high-level theme, but one is a feature idea and the other is a different spatio-temporal diffusion topic." + "reason": "Both are diffusion model topics, but one is a feature idea and the other is a broader research request; not the same change." }, { "left": "issue:10887", "right": "issue:11700", "accept": false, - "reason": "Import error for a trainer class versus a model-loading integration feature request." + "reason": "Importing a trainer class and adding Pruna integration are unrelated." }, { "left": "issue:11410", "right": "issue:9933", "accept": false, - "reason": "Attention processor unpacking error versus missing width/height parameters in SD3 img2img." + "reason": "An attention_processor unpacking error and missing width/height params in SD3 img2img are different bugs." }, { "left": "issue:12367", "right": "issue:9958", "accept": false, - "reason": "Qwen-Image LoRA support request versus AutoencoderKLTemporalDecoder tiling support." + "reason": "Qwen-Image LoRA support and AutoencoderKLTemporalDecoder tiling are unrelated feature requests." }, { "left": "issue:2052", "right": "issue:3467", "accept": false, - "reason": "Both are resume-related training bugs, but they involve different scripts and different faulty step/accounting behavior." + "reason": "Both are resume-related, but one is checkpoint resume in textual inversion and the other is ControlNet step resumption; different implementations." }, { "left": "issue:2437", "right": "issue:3043", "accept": false, - "reason": "Feature requests for different pipelines/models: T2I-Adapter versus ODISE." + "reason": "T2I-Adapter pipeline and ODISE are different pipeline additions, not duplicates." }, { "left": "issue:3537", "right": "issue:4702", "accept": false, - "reason": "ControlNet conversion script versus a VQ-VAE training example; unrelated." + "reason": "ControlNet conversion tooling and a VQ-VAE training example are unrelated." }, { "left": "issue:4407", "right": "issue:4648", "accept": false, - "reason": "Local hub download storage question versus missing `config.json` error when loading a model directory." + "reason": "Local hub_download storage question and missing config.json loading error are different problems." }, { "left": "issue:4935", "right": "issue:7350", "accept": false, - "reason": "Both mention LoRA and architecture conversion, but one is about training-script compatibility and the other about initializing ControlNet from a LoRA UNet." + "reason": "Both touch LoRA/ControlNet, but one is a training utility question and the other is ControlNet initialization from a LoRA UNet; not the same bug." + }, + { + "left": "issue:5476", + "right": "issue:7043", + "accept": false, + "reason": "DreamBooth xformers compatibility and custom captions are unrelated training concerns." } ] }, @@ -54056,10 +54111,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10003", "issue:10382", @@ -54067,8 +54122,10 @@ "issue:10893", "issue:11221", "issue:11468", + "issue:11555", "issue:11574", "issue:12113", + "issue:12754", "issue:1290", "issue:1530", "issue:1919", @@ -54087,7 +54144,6 @@ "issue:4975", "issue:5037", "issue:5233", - "issue:5476", "issue:556", "issue:5737", "issue:5791", @@ -54098,7 +54154,6 @@ "issue:6234", "issue:6287", "issue:6666", - "issue:7043", "issue:7405", "issue:7460", "issue:8647", @@ -54111,7 +54166,6 @@ "issue:9894" ], "soft_pairs": [ - "issue:5476|issue:7043", "issue:6234|issue:6287", "issue:1082|issue:3647", "issue:10003|issue:9479", @@ -54135,186 +54189,187 @@ "issue:2091|issue:2661", "issue:2091|issue:2662", "issue:5791|issue:5897", - "issue:3085|issue:4529" + "issue:3085|issue:4529", + "issue:11555|issue:12754" ], - "prepared_review_unit_hash": "1cb5a1621c01efb806815015176ef2b36d894a5f2802dd930c55312212c11866", + "prepared_review_unit_hash": "9672b655a77f386e59cf9d653266298069d6f18dc0b8fcd0cdc53ff75f0a0ae6", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 34405, - "estimated_input_tokens": 8602, - "estimated_eval_tokens": 17460 + "serialized_chars": 34337, + "estimated_input_tokens": 8585, + "estimated_eval_tokens": 17426 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: it mixes unrelated bug reports, feature requests, and training/tutorial issues with only superficial lexical overlap. I would not consolidate it to a single canonical issue or PR.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "No soft pair looks like the same underlying bug/change; these are mostly unrelated issues across different components, feature requests, and example docs. All soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items span distinct bugs, feature requests, and example/documentation problems rather than one duplicate theme.", "canonical_pr_reason": null, - "best_issue_reason": "No strong canonical issue exists; if forced, issue #10003 is the broadest and most generic bug report, but it is still not a good umbrella for the rest of the cluster.", + "best_issue_reason": "issue:12754 is the strongest standalone issue candidate because it is detailed, open, and has the most discussion/references, but it does not represent the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:5476", - "right": "issue:7043", - "accept": false, - "reason": "Different topics: DreamBooth model loading compatibility vs custom captions during training." - }, { "left": "issue:6234", "right": "issue:6287", "accept": false, - "reason": "Both are example/package hygiene issues, but one is about a specific training script and the other about setup.py dependency list; not the same bug." + "reason": "One is a broken training example script, the other is an overbroad dependency list in setup.py; different fixes and failure modes." }, { "left": "issue:1082", "right": "issue:3647", "accept": false, - "reason": "Both mention DreamBooth, but one is a CUDA matmul execution failure and the other is training with DeepFloyd; different failures and code paths." + "reason": "Dreambooth CUDA matmul crash vs training with DeepFloyd; same area, but not the same concrete bug." }, { "left": "issue:10003", "right": "issue:9479", "accept": false, - "reason": "Scheduler bug at high inference steps is unrelated to inpainting changing unmasked areas." + "reason": "Scheduler bug at 1000 inference steps vs inpaint pipeline ignoring the mask; unrelated pipeline behavior." }, { "left": "issue:2185", "right": "issue:2552", "accept": false, - "reason": "Missing config files for a training script is unrelated to a StableDiffusion inpaint tutorial question." + "reason": "Missing config files for a training script vs a question about an inpaint tutorial; not the same issue." }, { "left": "issue:1530", "right": "issue:3162", "accept": false, - "reason": "Both concern learned_classifier_free_sampling_embeddings, but one is a missing pipeline field and the other is an expected argument mismatch; likely related, but not clearly the same concrete bug." + "reason": "Both mention learned classifier-free sampling embeddings, but one is a missing field in VQDiffusion and the other is an expected-but-not-passed error in a different context." }, { "left": "issue:6218", "right": "issue:9181", "accept": false, - "reason": "Both involve ControlNet/img2img visual artifacts, but one is batched seeds behavior and the other is a strange noise dot; distinct symptoms and likely different fixes." + "reason": "ControlNet/img2img batched seeds issue vs a strange noise dot artifact; different symptoms and code paths." }, { "left": "issue:4830", "right": "issue:5233", "accept": false, - "reason": "Tensor size mismatch in MultiControlNet is unrelated to wrong step values passed to callbacks." + "reason": "MultiControlNet tensor shape mismatch vs wrong step value in callback parameters; not the same bug." }, { "left": "issue:11574", "right": "issue:12113", "accept": false, - "reason": "KeyError on VAE weight lookup is unrelated to WanImageToVideoPipeline channel mismatch." + "reason": "KeyError for a VAE weight key vs WanImageToVideo channel mismatch; different models and failures." }, { "left": "issue:5737", "right": "issue:6016", "accept": false, - "reason": "Both are conversion-script failures, but one is SDXL support and the other is a torch.Size() issue; not the same underlying bug." + "reason": "Two separate converter failures for SDXL/torch.Size handling; both conversion-related but distinct error conditions." }, { "left": "issue:3788", "right": "issue:7405", "accept": false, - "reason": "Both are new model/pipeline requests, but they target different models and are not duplicates." + "reason": "New pipeline proposal vs a new model proposal; feature requests, not duplicates." }, { "left": "issue:10382", "right": "issue:9370", "accept": false, - "reason": "Return-type mismatch in VAE encoder is unrelated to a missing pooled_projection argument in an embedding layer." + "reason": "VAE forward return-type mismatch causing AttributeError vs a missing pooled_projection argument; different API breakages." }, { "left": "issue:11221", "right": "issue:11468", "accept": false, - "reason": "Training non-convergence and float8 quantization questions are different problems." + "reason": "Autoencoder training non-convergence vs a float8 quantization question; unrelated topics." }, { "left": "issue:4975", "right": "issue:8831", "accept": false, - "reason": "Performance issue in LoRA loading is unrelated to unsupported layers continuation." + "reason": "Performance problem in LoRA loading vs unsupported LoRA layers continuation; different aspects of LoRA support." }, { "left": "issue:10893", "right": "issue:9894", "accept": false, - "reason": "ControlNet integration request for CogVideoX is unrelated to DC-AE integration." + "reason": "ControlNet integration request for CogVideoX vs DC-AE integration; separate feature requests." }, { "left": "issue:5989", "right": "issue:7460", "accept": false, - "reason": "Generic safetensors bug and an AdaLayerNorm bug are unrelated." + "reason": "safetensors bug vs AdaLayerNorm bug; different subsystems." }, { "left": "issue:1919", "right": "issue:3647", "accept": false, - "reason": "Missing datasets in requirements.txt is unrelated to DreamBooth training with DeepFloyd." + "reason": "Dreambooth example dependency packaging vs training with DeepFloyd; unrelated." }, { "left": "issue:1290", "right": "issue:556", "accept": false, - "reason": "DreamArtist community entry and seamless texture tiling are not the same change or bug." + "reason": "Community project announcement vs seamless tiling feature request; no shared bug/change." }, { "left": "issue:4321", "right": "issue:8970", "accept": false, - "reason": "Both report black images, but one is ONNX DirectML FP16 output and the other is Kolors on MPS; different backends and pipelines." + "reason": "Black images on DirectML ONNX FP16 vs black images on MPS for Kolors; same symptom, but different backends/models and likely different causes." }, { "left": "issue:8647", "right": "issue:9171", "accept": false, - "reason": "ControlNet img2img NoneType error and SD 1.5 v_prediction regression are different code paths." + "reason": "ControlNet img2img NoneType iteration error vs single-file v_prediction regression; different code paths." }, { "left": "issue:5037", "right": "issue:6666", "accept": false, - "reason": "Second validation image argument error is unrelated to black validation images." + "reason": "Second validation image argument error vs black validation images; both validation-related but not the same failure." }, { "left": "issue:2091", "right": "issue:2661", "accept": false, - "reason": "Resume-from-checkpoint multi-GPU issue is not the same as checkpoint write errors." + "reason": "Resume-from-checkpoint multi-GPU training issue vs checkpoint write error; different problems." }, { "left": "issue:2091", "right": "issue:2662", "accept": false, - "reason": "Resume-from-checkpoint multi-GPU issue is not the same as checkpoint write errors." + "reason": "Resume training pipeline issue vs generic checkpoint write error; not the same root cause." }, { "left": "issue:5791", "right": "issue:5897", "accept": false, - "reason": "DreamBooth prior preservation/SNR gamma question is unrelated to LoRA device-placement errors." + "reason": "Dreambooth prior preservation/SNR gamma question vs LoRA device mismatch error; different training bugs." }, { "left": "issue:3085", "right": "issue:4529", "accept": false, - "reason": "Cache-folder argument removal and unexpected network_alpha in LoRA loading are unrelated API breakages." + "reason": "Cache folder argument removal vs unexpected network_alpha in LoRA loader; unrelated API changes." + }, + { + "left": "issue:11555", + "right": "issue:12754", + "accept": false, + "reason": "device_map=\"auto\" support request vs from_pipe default dtype conversion bug; both pipeline-loading topics but different concrete issues." } ] }, @@ -54336,7 +54391,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10100", "issue:10772", @@ -54345,24 +54400,24 @@ "issue:11182", "issue:11298", "issue:1140", - "issue:11555", "issue:11561", "issue:11653", "issue:11749", "issue:12359", "issue:12695", - "issue:12754", "issue:1290", "issue:13279", "issue:13350", "issue:13416", "issue:1434", + "issue:1934", "issue:1962", "issue:2891", "issue:3431", "issue:3455", "issue:3891", "issue:4149", + "issue:4159", "issue:4363", "issue:4436", "issue:4782", @@ -54387,7 +54442,6 @@ "issue:9744" ], "soft_pairs": [ - "issue:11555|issue:12754", "issue:9227|issue:9464", "issue:11093|issue:8850", "issue:7390|issue:8900", @@ -54411,193 +54465,197 @@ "issue:11182|issue:13279", "issue:3891|issue:6688", "issue:3431|issue:4782", - "issue:5576|issue:6493" + "issue:5576|issue:6493", + "issue:1934|issue:4159" ], - "prepared_review_unit_hash": "08c35a21b05e56f01016e16f7ab69b41327e472acaf8d3d3c3086227c26fd367", + "prepared_review_unit_hash": "50fde4ab86591c9f3626d656459011a77142e60a2b0cc18a55663b31f72af9be", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 33009, - "estimated_input_tokens": 8253, - "estimated_eval_tokens": 16762 + "serialized_chars": 32986, + "estimated_input_tokens": 8247, + "estimated_eval_tokens": 16750 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a grab bag of unrelated feature requests and bug reports across different models, pipelines, schedulers, and training scripts. None of the soft pairs looks like a true duplicate or the same concrete change.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue: the items span many distinct models and code paths, so there is no clear duplicate hub.", + "summary": "The cluster is mostly a set of unrelated model/pipeline feature requests and bug reports that only share broad domain vocabulary. The only clear duplicate pair is the FreeNoise request vs. the FreeNoise pipeline issue; everything else is too generic or targets different concrete problems.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #5576 is the clearest original request: it explicitly asks to implement FreeNoise as a new diffusion scheduler. It is more descriptive than the later '[Pipeline] FreeNoise' title and best anchors the duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative, issue:11555 is the broadest library-level API question, but it still does not represent the rest of the set well.", + "best_issue_reason": "Issue #5576 is the best representative because it states the feature and scope plainly, making it the most useful canonical issue for FreeNoise.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:11555", - "right": "issue:12754", - "accept": false, - "reason": "Different problems: device_map auto support vs from_pipe dtype casting to float32." - }, { "left": "issue:9227", "right": "issue:9464", "accept": false, - "reason": "Both involve FLUX training, but one is a general run failure and the other is a specific Prodigy/train_text_encoder IndexError." + "reason": "Both are about train_dreambooth_lora_flux, but one is a general run problem and the other is an IndexError tied to prodigy + train_text_encoder; different concrete bugs." }, { "left": "issue:11093", "right": "issue:8850", "accept": false, - "reason": "TorchAO example breakage and community mirror breakage are unrelated issues." + "reason": "TorchAO example breakage and community pipelines mirror breakage are unrelated failures in different areas." }, { "left": "issue:7390", "right": "issue:8900", "accept": false, - "reason": "Both mention from_single_file, but they affect different pipelines/models and likely different loader paths." + "reason": "Both mention from_single_file loading, but one is an SDXL ControlNet inpaint error and the other is a refiner loading question; not the same bug." }, { "left": "issue:4363", "right": "issue:4436", "accept": false, - "reason": "Loading an SDXL refiner checkpoint and converting CIVITAI safetensors with VAE are different tasks." + "reason": "Both involve SDXL/VAE safetensors handling, but one asks how to load a specific base model and the other is about converting CIVITAI safetensors; different tasks." }, { "left": "issue:5889", "right": "issue:9744", "accept": false, - "reason": "Different video-model requests: Stable Video Diffusion vs Mochi." + "reason": "Stable video diffusion and Mochi video model support are different model integrations." }, { "left": "issue:3891", "right": "issue:7219", "accept": false, - "reason": "Tortoise TTS and SUPIR upscaler are unrelated feature requests." + "reason": "Two separate feature requests for different pipelines (Tortoise TTS vs SUPIR upscaler)." }, { "left": "issue:1434", "right": "issue:2891", "accept": false, - "reason": "OOM in upscaling is a runtime bug; missing embed support is a docs/API mismatch." + "reason": "OOM during upscaling is a runtime memory issue; missing embed support in docs is a capability/documentation mismatch." }, { "left": "issue:11298", "right": "issue:11653", "accept": false, - "reason": "Both are LoRA-loading topics, but one is a PEFT key error and the other is HiDream .alpha-key support." + "reason": "Both are LoRA-related, but one is a PEFT key error during hotswapping and the other is support for '.alpha' keys in HiDream LoRAs." }, { "left": "issue:1140", "right": "issue:1290", "accept": false, - "reason": "Hypernetworks and DreamArtist are different community concepts, not the same change." + "reason": "Hypernetworks and DreamArtist are different community methods/features, not the same underlying request." }, { "left": "issue:1962", "right": "issue:4949", "accept": false, - "reason": "General video generation request vs ProPainter in/outpainting are different features." + "reason": "Video generation with Stable Diffusion and ProPainter in/outpainting for video are different feature areas." }, { "left": "issue:11010", "right": "issue:12359", "accept": false, - "reason": "Support for a Chroma model and a guidance_scale documentation bug are not the same issue." + "reason": "One is a request to support the Chroma model family; the other is a documentation bug about guidance_scale." }, { "left": "issue:11749", "right": "issue:9090", "accept": false, - "reason": "Different scheduler bugs: floating-point timestep errors vs repeated inference timesteps." + "reason": "Both are scheduler timestep bugs, but they affect different schedulers and symptoms; not the same concrete defect." }, { "left": "issue:9164", "right": "issue:9464", "accept": false, - "reason": "Different training failures in different FLUX scripts and with different symptoms." + "reason": "Both touch train_dreambooth_lora_flux, but one is a convergence problem and the other is an IndexError with specific options." }, { "left": "issue:5485", "right": "issue:7080", "accept": false, - "reason": "ControlNet batch slowdown and wandb-related output divergence are not the same bug." + "reason": "Slow ControlNet batch inference and wandb output divergence during training are different issues." }, { "left": "issue:10100", "right": "issue:11561", "accept": false, - "reason": "ConsisID support and FluxFill IP-Adapter loading are separate feature requests." + "reason": "ConsisID support and FluxFillPipeline IP-Adapter loading are unrelated model-support requests." }, { "left": "issue:10772", "right": "issue:12695", "accept": false, - "reason": "Sana ControlNet support and Hunyuan v1.5 support are distinct model additions." + "reason": "Sana ControlNet support and Hunyuan v1.5 support are separate model requests." }, { "left": "issue:6132", "right": "issue:6688", "accept": false, - "reason": "A serialization/loading API change and MotionCntrl support are unrelated." + "reason": "LOADABLE_CLASSES proposal and MotionCntrl support are unrelated." }, { "left": "issue:13350", "right": "issue:13416", "accept": false, - "reason": "Different user questions: batch inference for FLUX.2-klein-9B vs negative prompt usage for zimage/flux2." + "reason": "Both mention FLUX.2, but one is about batch inference usage and the other about negative prompts; different questions." }, { "left": "issue:3455", "right": "issue:7670", "accept": false, - "reason": "Training instruct-pix2pix and asking about IDDPM are unrelated." + "reason": "Use pretrained instruct pix2pix during training and how to use IDDPM are unrelated." }, { "left": "issue:4149", "right": "issue:5607", "accept": false, - "reason": "Both are tensor mismatch errors, but they describe different pipelines and failure modes." + "reason": "Both are tensor-shape runtime errors, but they occur in different pipelines and with different failure modes." }, { "left": "issue:11182", "right": "issue:13279", "accept": false, - "reason": "BF16 download behavior and an AutoencoderRAE/transformers compatibility error are different problems." + "reason": "Unnecessary BF16 variant download and AutoencoderRAE loading error with older transformers are different bugs." }, { "left": "issue:3891", "right": "issue:6688", "accept": false, - "reason": "Tortoise TTS and MotionCntrl are unrelated feature requests." + "reason": "Tortoise TTS pipeline request and MotionCntrl support are separate feature requests." }, { "left": "issue:3431", "right": "issue:4782", "accept": false, - "reason": "Both involve inpainting, but one is poor ControlNet results and the other is mask handling corruption." + "reason": "Poor ControlNet inpainting results and mask==0 pixels being modified are different inpainting problems." }, { "left": "issue:5576", "right": "issue:6493", + "accept": true, + "reason": "Both refer to FreeNoise; one is the original request to implement it as a diffusion scheduler and the other is the pipeline issue for the same feature." + }, + { + "left": "issue:1934", + "right": "issue:4159", "accept": false, - "reason": "Both mention FreeNoise, but one is a scheduler request and the other is a pipeline item; not clearly the same concrete change." + "reason": "CPU offload memory growth and DiffEdit enormous VRAM requirements are distinct memory-related issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary stays within the packet evidence, and the single accepted pair (FreeNoise issue vs pipeline issue) is well supported. The remaining soft-edge rejections are cautious and do not overclaim duplicates." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -54612,7 +54670,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10514", "issue:10639", @@ -54626,15 +54684,14 @@ "issue:13062", "issue:13429", "issue:1790", - "issue:1934", "issue:2299", + "issue:2319", "issue:2324", "issue:2361", "issue:2737", "issue:2755", "issue:2891", "issue:3570", - "issue:4159", "issue:4236", "issue:4524", "issue:4876", @@ -54646,6 +54703,7 @@ "issue:5258", "issue:5463", "issue:5656", + "issue:590", "issue:5981", "issue:6117", "issue:6132", @@ -54663,7 +54721,6 @@ "issue:9460" ], "soft_pairs": [ - "issue:1934|issue:4159", "issue:10639|issue:12752", "issue:2737|issue:7312", "issue:2755|issue:3570", @@ -54686,180 +54743,181 @@ "issue:8526|issue:8593", "issue:9012|issue:9460", "issue:12666|issue:13062", - "issue:4524|issue:8410" + "issue:4524|issue:8410", + "issue:2319|issue:590" ], - "prepared_review_unit_hash": "3e5c6f14a7777dde1ac225d1dee4c0c006e61dc728952dd435bb2855af9c595d", + "prepared_review_unit_hash": "f800bfa61959149e6f2ffe3f7382ba7c34f0236d37aee98c918c120cc8b4f574", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 32748, - "estimated_input_tokens": 8187, - "estimated_eval_tokens": 16630 + "serialized_chars": 32766, + "estimated_input_tokens": 8192, + "estimated_eval_tokens": 16640 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated feature requests or bug reports across different pipelines, training scripts, schedulers, and backends. No soft edge pair looks like the same underlying issue/change, so all should be rejected.", - "confidence": 0.93, - "canonical_issue_reason": "If a representative issue is needed, #12574 is the strongest canonical candidate: it is a concrete, well-scoped bug report with a specific failing code path and active discussion.", - "canonical_pr_reason": null, - "best_issue_reason": "#12574 is the most actionable and specific issue in the set, with a clear root-cause description and enough detail to serve as the best representative issue.", + "summary": "These issues are a heterogeneous grab bag of unrelated model, pipeline, training, and scheduler topics. None of the suggested soft pairs look like the same underlying bug or change, so all should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits: the items span unrelated subsystems and distinct feature requests/bugs rather than one duplicate cluster.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No best issue candidate stands out because the set is not a coherent issue family; any choice would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:1934", - "right": "issue:4159", - "accept": false, - "reason": "Both mention memory/VRAM, but one is about cpu_offload memory consumption and the other about DiffEdit VRAM requirements; different pipelines and failure modes." - }, { "left": "issue:10639", "right": "issue:12752", "accept": false, - "reason": "Both are model support requests, but Lumina-Image 2.0 and Z-Image img2img/inpainting are unrelated models and changes." + "reason": "Different model requests: Lumina-Image 2.0 support vs Z-Image img2img/inpainting pipelines." }, { "left": "issue:2737", "right": "issue:7312", "accept": false, - "reason": "DPMSolver CLIP guidance support and AlignProp direct reward finetuning are different features in different training/inference paths." + "reason": "Different scheduler/finetuning topics with no shared code-path or bug." }, { "left": "issue:2755", "right": "issue:3570", "accept": false, - "reason": "One is about loading float16 stable diffusion checkpoints, the other about disabling downloads when loading ckpt; similar API area but not the same bug." + "reason": "Both involve ckpt loading, but one is float16 support and the other is disabling downloads; not the same bug." }, { "left": "issue:4876", "right": "issue:5656", "accept": false, - "reason": "LoRA layer std as an argument and adding a LoRA loader to community pipelines are unrelated feature requests." + "reason": "A LoRA layer std argument request is unrelated to adding a LoRA loader pipeline." }, { "left": "issue:5118", "right": "issue:6132", "accept": false, - "reason": "ControlNet reference_only usage and adding LOADABLE_CLASSES are unrelated topics; one is model behavior, the other serialization/load infrastructure." + "reason": "ControlNet reference_only usage question is unrelated to LOADABLE_CLASSES support." }, { "left": "issue:10817", "right": "issue:8511", "accept": false, - "reason": "Both touch SD3 tooling, but one is missing controlnets in auto_pipeline and the other is about unloading text encoders in training scripts." + "reason": "Different SD3 problems: missing control nets in auto_pipeline vs text encoder unloading in training scripts." }, { "left": "issue:10514", "right": "issue:12574", "accept": false, - "reason": "Sana 4K resolution binning and WanVideoToVideoPipeline VACE control-argument handling are different models and different bugs." + "reason": "Unrelated model-specific failures: Sana resolution binning vs WanVideo/VACE control-argument handling." }, { "left": "issue:2891", "right": "issue:7168", "accept": false, - "reason": "One is a docs/support mismatch for embeds in StableDiffusionUpscalePipeline; the other is about IP-Adapter image embed tensor shape/format." + "reason": "Different functionality: upscale embeds support vs IP-Adapter image embed shape handling." }, { "left": "issue:11973", "right": "issue:9161", "accept": false, - "reason": "Both concern Flux training scripts, but one is a missing required CLI prompt argument and the other is distributed training bugs." + "reason": "Different training-script bugs: required instance_prompt argument vs distributed bugs." }, { "left": "issue:2299", "right": "issue:5034", "accept": false, - "reason": "Fast-stable-diffusion checkpoint support and checkpoint-loading progress bar rendering are separate issues." + "reason": "Different issues around checkpoints; one is fine-tuned checkpoint support, the other is progress-bar display." }, { "left": "issue:2361", "right": "issue:5197", "accept": false, - "reason": "Checkpoint save crashes and multi-GPU slower-than-single-GPU performance are different training problems with different causes." + "reason": "Checkpoint-save crash in finetuning vs multi-GPU slowdown are distinct training issues." }, { "left": "issue:4913", "right": "issue:8790", "accept": false, - "reason": "ControlNet-OpenPose SDXL support and SDXL TensorRT + IP Adapter are distinct feature requests in different integration paths." + "reason": "Different topics: a ControlNet model artifact/request vs SDXL TensorRT + IP-Adapter integration." }, { "left": "issue:5981", "right": "issue:6117", "accept": false, - "reason": "Both are scheduler bugs, but DPMSolverMultistepScheduler and CMStochasticIterativeScheduler are different code paths and failure modes." + "reason": "Both are scheduler bugs, but they concern different schedulers and different methods." }, { "left": "issue:1156", "right": "issue:713", "accept": false, - "reason": "Both are generic training-error reports, but they are too vague and provide no evidence of the same root cause." + "reason": "Generic training failures from different eras and with different symptoms; not the same bug." }, { "left": "issue:5463", "right": "issue:6357", "accept": false, - "reason": "An UnboundLocalError in image_latents assignment is unrelated to API-vs-local result differences." + "reason": "Local variable crash vs API/local result differences are different failure modes and code paths." }, { "left": "issue:5118", "right": "issue:5168", "accept": false, - "reason": "ControlNet reference_only usage and ControlNet-XS support are different requests; one is an API/how-to question, the other a model variant request." + "reason": "ControlNet reference_only usage question is not the same as ControlNet-XS support." }, { "left": "issue:4236", "right": "issue:5258", "accept": false, - "reason": "Both mention SDXL/refiner, but one is about registering the text encoder and the other is a controlnet inpaint/refiner integration issue." + "reason": "SDXL refiner text-encoder registration and ControlNet inpaint with refiner are related only broadly to SDXL, not the same bug." }, { "left": "issue:12358", "right": "issue:13429", "accept": false, - "reason": "Lumina-DiMOO and JoyAI-Image-Edit are different pipeline additions with no shared underlying bug or implementation." + "reason": "Different model pipeline requests: Lumina-DiMOO vs JoyAI-Image-Edit." }, { "left": "issue:1790", "right": "issue:2324", "accept": false, - "reason": "A generic 'How training works?' question is not the same as Dreambooth not reading instance data." + "reason": "General training question vs Dreambooth instance-data bug; no duplicate evidence." }, { "left": "issue:8526", "right": "issue:8593", "accept": false, - "reason": "Both are SD3 device/dtype issues, but one is ineffective MPS scale handling and the other is bfloat16 noise on CPU; different symptoms and code paths." + "reason": "Different runtime/backend problems: SD3 MPS attention scaling vs SD3 CPU bfloat16 noise." }, { "left": "issue:9012", "right": "issue:9460", "accept": false, - "reason": "Loading SD3ControlNetModel weights and supporting a list of SD3ControlNetModel instances are separate controlnet API issues." + "reason": "Different ControlNet problems: loading SD3ControlNetModel weights vs allowing a list of controlnets in the pipeline." }, { "left": "issue:12666", "right": "issue:13062", "accept": false, - "reason": "Kandinsky 5.0 video pipeline support and blocking onnxruntime-windowsml are unrelated platform/model changes." + "reason": "Kandinsky pipeline missing in a release vs unsupported onnxruntime-windowsml backend; unrelated." }, { "left": "issue:4524", "right": "issue:8410", "accept": false, - "reason": "AnimateDiff and TextDiffuser are different feature requests for different model families; same broad area, not the same change." + "reason": "AnimateDiff and TextDiffuser are different pipeline feature requests." + }, + { + "left": "issue:2319", + "right": "issue:590", + "accept": false, + "reason": "A typo in a loader method is unrelated to a Karras scheduler formula typo." } ] }, @@ -54881,7 +54939,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10100", "issue:10147", @@ -54890,8 +54948,9 @@ "issue:10952", "issue:1099", "issue:11223", + "issue:11412", "issue:11435", - "issue:11581", + "issue:11448", "issue:11721", "issue:12078", "issue:12221", @@ -54901,11 +54960,9 @@ "issue:12995", "issue:1305", "issue:13079", - "issue:13162", "issue:2213", "issue:2294", "issue:2310", - "issue:2319", "issue:2646", "issue:3094", "issue:3113", @@ -54914,12 +54971,13 @@ "issue:3350", "issue:4042", "issue:4232", + "issue:4241", "issue:4619", "issue:4815", "issue:4846", "issue:4907", "issue:5545", - "issue:590", + "issue:5656", "issue:6095", "issue:6688", "issue:6866", @@ -54933,7 +54991,6 @@ "issue:9926" ], "soft_pairs": [ - "issue:2319|issue:590", "issue:2646|issue:6095", "issue:1305|issue:3113", "issue:6866|issue:9511", @@ -54947,7 +55004,6 @@ "issue:10848|issue:10952", "issue:4232|issue:4846", "issue:8939|issue:9850", - "issue:11581|issue:13162", "issue:11721|issue:8832", "issue:1099|issue:2294", "issue:4815|issue:4907", @@ -54956,180 +55012,182 @@ "issue:12458|issue:12738", "issue:2213|issue:3094", "issue:2310|issue:4042", - "issue:319|issue:321" + "issue:319|issue:321", + "issue:4241|issue:5656", + "issue:11412|issue:11448" ], - "prepared_review_unit_hash": "b06ee3c3be8b9f43b8bc73e1e63444294e973c9f6d62bd29ea0c82cd7aea9be7", + "prepared_review_unit_hash": "e5718a7dd8f900eeab6e711acfe3c8822e3e2448b706034ccccf0ede858fde94", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33880, - "estimated_input_tokens": 8470, - "estimated_eval_tokens": 17196 + "serialized_chars": 33794, + "estimated_input_tokens": 8449, + "estimated_eval_tokens": 17154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a loose thematic collection of diffusers bugs/features, not a true duplicate cluster. All soft matches are superficial (shared words like typo, import error, crash, batch, OOM, support) but they point to different pipelines, models, or code paths, so every soft edge should be rejected.", - "confidence": 0.98, - "canonical_issue_reason": "No single issue is a safe canonical here: the items are heterogeneous bug reports and feature requests rather than one underlying problem.", + "summary": "This cluster is mostly noisy: the items share generic language around support, crashes, imports, and batching, but they do not describe the same underlying bug or change. I did not find any soft pair that should be merged as duplicates.", + "confidence": 0.31, + "canonical_issue_reason": "issue:12458 is the most active and broadly framed issue in the set, so it is the best representative anchor among otherwise unrelated reports.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative for duplicates triage; at best these are topic-neighbors, not the same defect or change.", + "best_issue_reason": "issue:12458 has the strongest discussion/inbound activity and a general feature/bug framing, making it the most suitable single issue to represent this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:2319", - "right": "issue:590", - "accept": false, - "reason": "Both mention typos, but one is about load_pipeline_from_original_stable_diffusion_ckpt and the other about a Karras scheduler formula; different code paths." - }, { "left": "issue:2646", "right": "issue:6095", "accept": false, - "reason": "Both are IndexError reports, but one is about tiled VAE and the other SVD scheduling_euler_discrete; not the same bug." + "reason": "Both mention IndexError, but they affect different pipelines and scheduler paths, so they are not the same bug." }, { "left": "issue:1305", "right": "issue:3113", "accept": false, - "reason": "Both are paper-style feature requests, but they propose different methods: Direct Inversion vs Cross-Attention Guidance." + "reason": "These are different research feature requests for different methods; similar paper-style wording is not enough to merge them." }, { "left": "issue:6866", "right": "issue:9511", "accept": false, - "reason": "Both involve StableDiffusionXLControlNetInpaintPipeline, but one is IP-Adapter support and the other is multi-controlnet batching; separate changes." + "reason": "One requests IP-Adapter support and the other requests multi-controlnet batching; same pipeline family, but different changes." }, { "left": "issue:4619", "right": "issue:7138", "accept": false, - "reason": "Both concern SDXL-related training/model mismatch, but one is a dtype mismatch in a training script and the other is a structural UNet mismatch in the official model." + "reason": "A training dtype/bias mismatch is unrelated to an SDXL UNet structure mismatch." }, { "left": "issue:10147", "right": "issue:12221", "accept": false, - "reason": "Both are support requests for different adapter integrations (MV-Adapter vs DiffSynth Controlnet); not the same underlying feature." + "reason": "Both are support requests, but for different adapters/control methods and different model workflows." }, { "left": "issue:11223", "right": "issue:13079", "accept": false, - "reason": "Both mention OOM, but they involve different models and scenarios (WAN with loras vs FLUX.2-klein in a loop)." + "reason": "Both involve OOM reports, but on different models, inputs, and code paths." }, { "left": "issue:3350", "right": "issue:5545", "accept": false, - "reason": "Both are inference problems, but they refer to different pipelines/models and different failures." + "reason": "These concern different pipelines and different failure modes, not the same underlying issue." }, { "left": "issue:8604", "right": "issue:8989", "accept": false, - "reason": "Both are runtime/model-loading issues, but one is T5 float16 corruption and the other is Stable Audio sequential offloading; different code paths." + "reason": "One is a T5 fp16 corruption bug; the other is a Stable Audio sequential offloading bug." }, { "left": "issue:10100", "right": "issue:6688", "accept": false, - "reason": "Both are feature requests for new model support, but ConsisID and MotionCntrl are distinct integrations." + "reason": "Both ask for model support, but ConsisID and MotionCntrl are distinct integrations." }, { "left": "issue:10231", "right": "issue:11435", "accept": false, - "reason": "Both are ImportError reports, but they involve different imported pipelines and likely different missing exports or environment issues." + "reason": "A tutorial ImportError on Ubuntu is not the same as a missing HiDreamImagePipeline export/import issue." }, { "left": "issue:10848", "right": "issue:10952", "accept": false, - "reason": "One is an unexpected device keyword in load_model_dict_into_meta; the other is an adapter-name registration error. Different bugs." + "reason": "These are different adapter-loading failures with different APIs and error causes." }, { "left": "issue:4232", "right": "issue:4846", "accept": false, - "reason": "One is instruct-pix2pix with controlnet condition code, the other is a dreambooth training issue; unrelated examples and failures." + "reason": "An instruct-pix2pix/controlnet training request and a dreambooth training issue are unrelated." }, { "left": "issue:8939", "right": "issue:9850", "accept": false, - "reason": "A tokenizer-loading ImportError is unrelated to gradient checkpointing with frozen models." - }, - { - "left": "issue:11581", - "right": "issue:13162", - "accept": false, - "reason": "Both are FLUX-related, but one is an IP-Adapter loading dtype error and the other is LoRA support; not the same problem." + "reason": "Tokenizer loading failure and gradient-checkpointing behavior are unrelated bugs." }, { "left": "issue:11721", "right": "issue:8832", "accept": false, - "reason": "Both are crashes, but they occur in different pipelines and contexts; no shared underlying defect is evident." + "reason": "Both are crashes, but one is on model load and the other occurs during inference execution." }, { "left": "issue:1099", "right": "issue:2294", "accept": false, - "reason": "No class name for dreambooth and missing StableDiffusionVideoInpaintPipeline import are unrelated." + "reason": "Dreambooth class-name setup and a video inpaint import error are not the same problem." }, { "left": "issue:4815", "right": "issue:4907", "accept": false, - "reason": "One requests latents-only support for inpainting pipelines; the other reports a warning with a new inpainting model. Different issues." + "reason": "Latents-only input support and an SDXL inpainting warning are different inpainting concerns." }, { "left": "issue:12078", "right": "issue:12995", "accept": false, - "reason": "Flux Control finetuning validation-input example and Cosmos-Predict2.5 video behavior are unrelated." + "reason": "These are unrelated pipeline/example questions about different models and behaviors." }, { "left": "issue:12367", "right": "issue:9926", "accept": false, - "reason": "Qwen-Image Eligen LoRA support and gguf quantize/speed-up support are different features." + "reason": "A LoRA support request and a gguf quantization/speed request are different changes." }, { "left": "issue:12458", "right": "issue:12738", "accept": false, - "reason": "Both mention batching, but one is a Qwen-image-edit batch inference request/issue and the other is a ZImagePipeline assertion error; not the same bug." + "reason": "Both involve batching, but they target different pipelines and likely different implementation fixes." }, { "left": "issue:2213", "right": "issue:3094", "accept": false, - "reason": "A TPU distributed-environment hang and a CUDA OOM during pokemon finetuning are different training failures." + "reason": "TPU distributed hang and CUDA OOM during finetuning are different training issues." }, { "left": "issue:2310", "right": "issue:4042", "accept": false, - "reason": "Both are inpainting-adjacent questions, but one is about LDM inpainting/LaMA cleaner and the other about combining reference-only with inpainting and depth control." + "reason": "Both mention inpainting, but one is about LDM/Inpainting cleanup and the other about combining reference-only with controls." }, { "left": "issue:319", "right": "issue:321", "accept": false, - "reason": "These are distinct model/paper requests (VQ-Diffusion vs Blended Diffusion), not duplicates." + "reason": "These are distinct diffusion methods, not duplicate reports." + }, + { + "left": "issue:4241", + "right": "issue:5656", + "accept": false, + "reason": "A LoRA fine-tuning support request and a LoRA loader feature request are related but not the same change." + }, + { + "left": "issue:11412", + "right": "issue:11448", + "accept": false, + "reason": "Both are missing-model/path failures, but for different repositories and pipeline names." } ] }, @@ -55148,19 +55206,19 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10191", "issue:10550", "issue:10817", "issue:10928", + "issue:11222", "issue:11275", "issue:11279", - "issue:11412", - "issue:11448", + "issue:11283", "issue:11555", "issue:11709", "issue:12567", @@ -55181,7 +55239,6 @@ "issue:3467", "issue:4061", "issue:4073", - "issue:4241", "issue:4269", "issue:4286", "issue:4580", @@ -55192,19 +55249,18 @@ "issue:5314", "issue:5573", "issue:5594", - "issue:5656", "issue:5927", "issue:6688", "issue:7789", "issue:7842", + "issue:852", "issue:8649", "issue:9026", "issue:9138", + "issue:940", "issue:9637" ], "soft_pairs": [ - "issue:4241|issue:5656", - "issue:11412|issue:11448", "issue:11275|issue:9026", "issue:3467|issue:5573", "issue:4580|issue:5002", @@ -55227,22 +55283,24 @@ "issue:4750|issue:5927", "issue:11555|issue:9138", "issue:1934|issue:3209", - "issue:1896|issue:2471" + "issue:1896|issue:2471", + "issue:11222|issue:11283", + "issue:852|issue:940" ], - "prepared_review_unit_hash": "955edf8cf0c54dc2a0310e293e081a07b9d95d253039ad0cd6c5a401938bd314", + "prepared_review_unit_hash": "7aefc0d1a3ce264910f57c323c40fd229c6ca6ebd9f2435a30f923fd040edff5", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 34020, + "serialized_chars": 34019, "estimated_input_tokens": 8505, "estimated_eval_tokens": 17266 }, @@ -55251,166 +55309,169 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues across different features/subsystems. The only plausible duplicate pair is the SDXL LoRA-loading reports (#4061 and #4286); the rest are too different in concrete error, API, or code path to merge as duplicates.", - "confidence": 0.76, - "canonical_issue_reason": "#4286 is the clearest concrete report for the SDXL LoRA-loading failure (`load_lora_weights` not working in SDXL), while #4061 is a shorter, more generic symptom report.", + "summary": "No soft pairs look like true duplicates; the set spans unrelated bugs, feature requests, and backend-specific failures. I would not merge any of the proposed pairs.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #11279 is the broadest open thread in the set and the closest thing to a representative issue, but it is still not a duplicate of the soft-pair candidates.", "canonical_pr_reason": null, - "best_issue_reason": "#4286 is the best representative issue because it names the specific failing API and model family, making it the most actionable canonical duplicate target.", + "best_issue_reason": "#11279 is the best global issue candidate because it is open and comparatively broad; the rest are much more specific and do not share a single underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:4241", - "right": "issue:5656", - "accept": false, - "reason": "Both mention LoRA, but one is about fine-tuning unidiffusers and the other is about adding a LoRA loader to community pipelines; different change requests." - }, - { - "left": "issue:11412", - "right": "issue:11448", - "accept": false, - "reason": "Both are model-not-found/404 reports, but for different repositories/models and different loader paths." - }, { "left": "issue:11275", "right": "issue:9026", "accept": false, - "reason": "A VAE addition bug and an unexpected keyword argument in checkpoint dispatch are unrelated code paths." + "reason": "Different failures: VAE NoneType addition vs an unexpected kwarg in checkpoint dispatch." }, { "left": "issue:3467", "right": "issue:5573", "accept": false, - "reason": "Both are ControlNet training issues, but one is resume-step accounting and the other is initialization timing; not the same bug." + "reason": "Both mention ControlNet, but one is about wrong resume step and the other about long weight initialization." }, { "left": "issue:4580", "right": "issue:5002", "accept": false, - "reason": "Both involve Karras sigmas, but one is a UniPC schedule exception and the other is missing scheduler arguments in different classes." + "reason": "Scheduler/Karras-sigmas related, but these are different scheduler classes and different concrete bugs." }, { "left": "issue:13043", "right": "issue:13176", "accept": false, - "reason": "Different attention failures with different backends and failure modes; not the same underlying bug." + "reason": "Different attention-backend/device errors with no shared code-path shown." }, { "left": "issue:7789", "right": "issue:7842", "accept": false, - "reason": "One is an MPS float32 requirement, the other is an image-size tensor mismatch in DeepFloyd stage 2." + "reason": "One is an MPS float32 requirement; the other is a DeepFloyd shape mismatch on non-divisible image sizes." }, { "left": "issue:10928", "right": "issue:13176", "accept": false, - "reason": "A missing checkpoint file error and an attention runtime error are unrelated." + "reason": "Missing model file error vs an attention runtime error; unrelated failures." }, { "left": "issue:11709", "right": "issue:12567", "accept": false, - "reason": "LoRA key-loading failure versus Ulysses attention noise generation; different components and symptoms." + "reason": "LoRA key-loading issue vs Ulysses attention noise generation; different subsystems and symptoms." }, { "left": "issue:1633", "right": "issue:5594", "accept": false, - "reason": "A scheduler option request and SDXL LoRA memory-saving request are different features, not one bug." + "reason": "Karras sigma support in a scheduler wrapper vs SDXL LoRA memory usage; unrelated changes." }, { "left": "issue:2437", "right": "issue:6688", "accept": false, - "reason": "Two different pipeline feature requests with no shared concrete implementation bug." + "reason": "Separate feature requests for different pipelines, not the same change." }, { "left": "issue:10550", "right": "issue:11279", "accept": false, - "reason": "Quantized LoRA loading versus initializing new layers in partially pretrained models are different loading/training scenarios." + "reason": "Quantized LoRA loading problem vs partial model initialization behavior; not the same bug." }, { "left": "issue:2560", "right": "issue:3209", "accept": false, - "reason": "Different failures: generator-list nondeterminism versus AutoencoderKL NaNs on large images." + "reason": "Determinism bug with generator lists vs NaNs in AutoencoderKL on large images." }, { "left": "issue:1358", "right": "issue:2462", "accept": false, - "reason": "Safetensors support and IterableDataset finetuning support are unrelated enhancement requests." + "reason": "Safetensors support vs IterableDataset training support; unrelated." }, { "left": "issue:4619", "right": "issue:4839", "accept": false, - "reason": "Training dtype mismatch and lora_scale type errors are distinct bugs in different parts of the LoRA path." + "reason": "Mixed-precision training type mismatch vs a lora_scale type error." }, { "left": "issue:3289", "right": "issue:4073", "accept": false, - "reason": "DeepFloyd super-resolution resizing bug versus a safety-checker attribute error; different code paths." + "reason": "DeepFloyd super-resolution size bug vs a safety-checker astype attribute error." }, { "left": "issue:4061", "right": "issue:4286", - "accept": true, - "reason": "Both report SDXL LoRA loading failing, centered on the same underlying `load_lora_weights`/LoRA-in-SDXL path." + "accept": false, + "reason": "Both are SDXL LoRA loading complaints, but the titles do not indicate the same concrete failure." + }, + { + "left": "issue:3140", + "right": "issue:4269", + "accept": false, + "reason": "Import error for the pipeline class vs a TypeError inside check_inputs." }, { "left": "issue:10817", "right": "issue:8649", "accept": false, - "reason": "Missing SD3 control nets and `num_images_per_prompt` behavior are separate SD3 pipeline issues." + "reason": "Different SD3 problems: missing ControlNets vs num_images_per_prompt handling." }, { "left": "issue:10191", "right": "issue:9637", "accept": false, - "reason": "GPU device selection in training is unrelated to the xFormers attention-mask bfloat16 kernel bug." + "reason": "GPU selection/training device issue vs an XFormers attention-mask/bfloat16 kernel failure." }, { "left": "issue:2310", "right": "issue:5314", "accept": false, - "reason": "Both mention inpainting, but one is LDM/LAMA cleaner and the other is a ControlNet reference inpainting pipeline request." + "reason": "Both are inpainting-related, but one is about LDM/Lama cleaning and the other is a ControlNet reference pipeline." }, { "left": "issue:4750", "right": "issue:5927", "accept": false, - "reason": "Both reference inpaint/lama concepts, but one is a preprocessor request and the other is a broader combined-feature request." + "reason": "Overlapping inpaint/Lama wording, but these are distinct composite pipeline requests." }, { "left": "issue:11555", "right": "issue:9138", "accept": false, - "reason": "`device_map=\"auto\"` support and an int-vs-str TypeError are not the same issue." + "reason": "Device_map support question vs an unrelated int/str comparison TypeError." }, { "left": "issue:1934", "right": "issue:3209", "accept": false, - "reason": "CPU offload memory usage and AutoencoderKL NaNs are unrelated runtime problems." + "reason": "Memory offload regression vs NaNs on large images; different code paths." }, { "left": "issue:1896", "right": "issue:2471", "accept": false, - "reason": "Different pipeline size-handling failures with different repros and code paths." + "reason": "Different pipeline-specific size errors, not the same bug." + }, + { + "left": "issue:11222", + "right": "issue:11283", + "accept": false, + "reason": "Feature request for more WAN LoRAs vs a Wan header deserialization error." + }, + { + "left": "issue:852", + "right": "issue:940", + "accept": false, + "reason": "Both are MPS crashes, but they affect different APIs and failure modes." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The only duplicate-like pair supported by the packet is indeed #4061/#4286 (both SDXL LoRA loading failures), and the rest are reasonably rejected as different bugs, features, or code paths. No evidence of overclaiming." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -55422,18 +55483,18 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10111", "issue:10636", "issue:1106", - "issue:11222", - "issue:11283", "issue:11644", "issue:12195", + "issue:12574", + "issue:13477", "issue:1543", "issue:2185", "issue:2310", @@ -55448,6 +55509,7 @@ "issue:460", "issue:4646", "issue:4750", + "issue:4801", "issue:5225", "issue:5395", "issue:5480", @@ -55460,10 +55522,10 @@ "issue:7049", "issue:746", "issue:7695", + "issue:817", "issue:8320", "issue:8432", "issue:8493", - "issue:852", "issue:8604", "issue:8742", "issue:8752", @@ -55471,14 +55533,11 @@ "issue:911", "issue:9297", "issue:9358", - "issue:940", "issue:9464", "issue:9822", "issue:9930" ], "soft_pairs": [ - "issue:11222|issue:11283", - "issue:852|issue:940", "issue:1106|issue:3221", "issue:2437|issue:6243", "issue:460|issue:746", @@ -55501,196 +55560,195 @@ "issue:3073|issue:5480", "issue:4445|issue:5656", "issue:5777|issue:6359", - "issue:1543|issue:746" + "issue:1543|issue:746", + "issue:4801|issue:817", + "issue:12574|issue:13477" ], - "prepared_review_unit_hash": "5f83ef21c52ce1f20e695337ac935a7e7609e8a267ba6ec91b9ac529510f54a6", + "prepared_review_unit_hash": "1c64e866af1b7e0f52adbdc34bee5a0a39e20f8e7afd7b6040894041f399062a", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 33790, - "estimated_input_tokens": 8448, - "estimated_eval_tokens": 17152 + "serialized_chars": 33873, + "estimated_input_tokens": 8469, + "estimated_eval_tokens": 17194 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated one-off bug reports or feature requests. The only plausible duplicate-like pair is the LaMa/inpaint preprocessing issues; everything else is too semantically different to merge.", - "confidence": 0.78, - "canonical_issue_reason": "issue:4750 is the clearest representative of the LaMa/inpaint preprocessing topic; issue:2310 appears to be the older, vaguer counterpart.", + "summary": "This cluster is a loose collection of mostly unrelated issues across different pipelines/features; none of the soft pairs look like true duplicates or the same code change. The closest thematic group is FLUX-related training/inference bugs, but even those are distinct failures.", + "confidence": 0.79, + "canonical_issue_reason": "issue:10111 is the broadest umbrella title and best fits the cluster\u2019s mixed FLUX/pipeline-bug theme, even though the set is not a tight duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:4750 is the strongest issue to anchor this cluster because it is the most specific, concrete report among the few near-matches.", + "best_issue_reason": "issue:10111 is the most representative and reusable triage anchor because it captures the broad FLUX pipeline bug category without being tied to one narrow repro.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:11222", - "right": "issue:11283", - "accept": false, - "reason": "Feature request for more WAN LoRAs vs a deserialization error in WAN loading; different problems." - }, - { - "left": "issue:852", - "right": "issue:940", - "accept": false, - "reason": "Both mention MPS crashes, but the scheduler and failure mode are different enough to treat as separate bugs." - }, { "left": "issue:1106", "right": "issue:3221", "accept": false, - "reason": "PNDM repeatedly invoking UNet is unrelated to load_attn_procs failing in diffusers 0.16.0." + "reason": "Different subsystems and failure modes: PNDM extra UNet calls vs load_attn_procs behavior in diffusers 0.16.0." }, { "left": "issue:2437", "right": "issue:6243", "accept": false, - "reason": "T2I-Adapter pipeline request vs IP-Adapter Face ID request; different features." + "reason": "T2I-Adapter pipeline request and IP-Adapter Face ID issue are unrelated feature areas, not the same bug." }, { "left": "issue:460", "right": "issue:746", "accept": false, - "reason": "Both are ONNX-related, but one is about dependency selection and the other is an offline revision loading failure." + "reason": "Both are ONNX-related but one is runtime dependency selection and the other is revision loading for img2img; different problems." }, { "left": "issue:5395", "right": "issue:9297", "accept": false, - "reason": "Both involve LoRAs, but one is about broken PEFT merging and the other about linear load-time slowdown." + "reason": "Both involve LoRAs, but one is PEFT combining civitai LoRAs and the other is linear load-time scaling for multiple LoRAs." }, { "left": "issue:3975", "right": "issue:5989", "accept": false, - "reason": "Typo in an error message is unrelated to a safetensors.torch bug." + "reason": "A typo in an error message and a safetensors.torch bug are not the same underlying issue." }, { "left": "issue:4210", "right": "issue:5225", "accept": false, - "reason": "Attention_mask usage in UNet is unrelated to SDXL VRAM exhaustion during forward pass." + "reason": "UNet attention_mask usage question and SDXL VRAM exhaustion are unrelated." }, { "left": "issue:8432", "right": "issue:8742", "accept": false, - "reason": "ImportError in FromOriginalVAEMixin and removal of LoRAAttnProcessor2_0 are different compatibility issues." + "reason": "ImportError for FromOriginalVAEMixin and removal of LoRAAttnProcessor2_0 are distinct API compatibility issues." }, { "left": "issue:7049", "right": "issue:7695", "accept": false, - "reason": "Both touch IP-Adapter, but one is an unpacking error in the basic example and the other is ignored cross_attention_kwargs." + "reason": "IP-Adapter unpacking error and ignored ip_adapter_masks in AttnProcessor2_0 are different code paths and symptoms." }, { "left": "issue:460", "right": "issue:4646", "accept": false, - "reason": "ONNX runtime dependency issue vs ControlNet-to-ONNX conversion failure; not the same bug." + "reason": "ONNX CPU/CUDA dependency selection is different from ControlNet-to-ONNX conversion failure." }, { "left": "issue:9358", "right": "issue:9464", "accept": false, - "reason": "Both are FLUX training script issues, but one is redundant reinitialization and the other is a list index error." + "reason": "Both are FLUX training issues, but one is redundant text-encoder reinit and the other is an IndexError with prodigy + train_text_encoder." }, { "left": "issue:11644", "right": "issue:8493", "accept": false, - "reason": "LTXConditionPipeline init failure and SD3Transformer2DModel state_dict loading are separate model-loading bugs." + "reason": "LTXConditionPipeline init-from-pretrained failure is unrelated to SD3Transformer2DModel state_dict loading." }, { "left": "issue:10111", "right": "issue:9822", "accept": false, - "reason": "Broad FLUX pipeline bug report vs specifically loading SDXL LoRAs into Flux; not the same concrete change." + "reason": "Generic FLUX pipeline bugs and loading SDXL LoRAs into Flux are related only by theme, not the same bug." }, { "left": "issue:12195", "right": "issue:8320", "accept": false, - "reason": "PyTorch 2.3.1 custom_op failure in AutoencoderKL is unrelated to the from_single_file __name__ attribute error." + "reason": "PyTorch 2.3.1 torch.library.custom_op failure is unrelated to the __name__ attribute error in from_single_file." }, { "left": "issue:2185", "right": "issue:911", "accept": false, - "reason": "Missing training config files and Dreambooth returning bad config are different configuration issues." + "reason": "Missing config files for naive T2I training and Dreambooth bad config are both config-related but not the same issue." }, { "left": "issue:3576", "right": "issue:3643", "accept": false, - "reason": "XFormers/Textual Inversion TypeError is unrelated to latent upsample INT_MAX decoding errors." + "reason": "XFormers/Textual Inversion TypeError and latent decoding INT_MAX overflow are different runtime failures." }, { "left": "issue:10636", "right": "issue:8837", "accept": false, - "reason": "value_guided_sampling.py bug and SlicedAttnProcessor bug are different code paths." + "reason": "Bug in value_guided_sampling.py and a sliced attention processor bug are different pipeline components." }, { "left": "issue:8604", "right": "issue:9930", "accept": false, - "reason": "T5 float16 corruption and PAG adaptive scale bug are unrelated." + "reason": "Corrupted image from T5 float16 conversion is not the same as PAG adaptive scale behavior." }, { "left": "issue:6110", "right": "issue:8752", "accept": false, - "reason": "Both are offline-related, but one concerns loading LoRA weights and the other from_single_file SDXL loading." + "reason": "Offline LoRA loading and offline from_single_file SDXL loading are both offline-related, but they affect different loaders and failures." }, { "left": "issue:2310", "right": "issue:4750", - "accept": true, - "reason": "Both point to the same LaMa/inpaint preprocessing area; 4750 is the clearer concrete report and 2310 appears to describe the same functionality more vaguely." + "accept": false, + "reason": "LDM inpainting/LAMA cleaner and inpaint + LAMA preprocessor are different feature requests/issues." }, { "left": "issue:3073", "right": "issue:5480", "accept": false, - "reason": "Consistency models request and EDM request are separate model-feature requests." + "reason": "Consistency models request and EDM implementation request are separate model-feature requests." }, { "left": "issue:4445", "right": "issue:5656", "accept": false, - "reason": "General LoRA finetuning question vs adding a LoRA loader to community pipelines; different scope." + "reason": "How to finetune LoRA and adding a LoRA loader to community pipelines are not the same bug/change." }, { "left": "issue:5777", "right": "issue:6359", "accept": false, - "reason": "PixArt dreambooth training error and EulerDiscreteScheduler velocity/get_noise issue are unrelated." + "reason": "PixArt DreamBooth training error and EulerDiscreteScheduler velocity/add_noise bug are unrelated." }, { "left": "issue:1543", "right": "issue:746", "accept": false, - "reason": "textual_inversion revision handling and ONNX img2img revision loading are different loader bugs." + "reason": "textual_inversion fp16 revision issue and ONNX img2img revision issue are different loading paths." + }, + { + "left": "issue:4801", + "right": "issue:817", + "accept": false, + "reason": "Mixed precision bug in train_unconditional.py and DreamBooth mixed precision issue are similar category but different examples and code paths." + }, + { + "left": "issue:12574", + "right": "issue:13477", + "accept": false, + "reason": "WanVideoToVideoPipeline control-argument handling and ErnieImage locals() scope bug are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative: the only accepted pair is a plausible duplicate-like LaMa/inpaint preprocessing match, while the rest are appropriately rejected as different bugs or feature requests. The canonical issue choice is also defensible based on the clearer title of issue:4750." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -55702,17 +55760,15 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10003", "issue:11225", "issue:11437", - "issue:12574", "issue:1274", - "issue:13477", "issue:1642", "issue:1785", "issue:2306", @@ -55725,7 +55781,6 @@ "issue:4480", "issue:4697", "issue:4789", - "issue:4801", "issue:4839", "issue:4912", "issue:5160", @@ -55740,13 +55795,14 @@ "issue:6357", "issue:6418", "issue:6749", + "issue:6818", "issue:6823", "issue:7041", "issue:709", "issue:730", "issue:7306", "issue:7417", - "issue:817", + "issue:7766", "issue:8509", "issue:852", "issue:8604", @@ -55754,11 +55810,11 @@ "issue:898", "issue:911", "issue:9134", - "issue:9178" + "issue:9178", + "issue:9479", + "issue:9867" ], "soft_pairs": [ - "issue:4801|issue:817", - "issue:12574|issue:13477", "issue:3453|issue:898", "issue:9134|issue:9178", "issue:6109|issue:6196", @@ -55780,180 +55836,182 @@ "issue:730|issue:911", "issue:7306|issue:8604", "issue:2772|issue:6357", - "issue:4314|issue:4789" + "issue:4314|issue:4789", + "issue:9479|issue:9867", + "issue:6818|issue:7766" ], - "prepared_review_unit_hash": "37b8d342bf856b99cc7f56f174a706c9abf6199a043e0514dbf6765934d1b7a5", + "prepared_review_unit_hash": "f57983df598675599f35e166614c24cddfef92d54189ed3b6304408084c364cd", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33346, - "estimated_input_tokens": 8337, - "estimated_eval_tokens": 16930 + "serialized_chars": 33333, + "estimated_input_tokens": 8334, + "estimated_eval_tokens": 16924 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of mostly unrelated Diffusers bug reports and feature requests around training, inference, LoRA/ControlNet, and platform-specific failures. None of the soft pairs look like strong same-bug duplicates, so I would keep the issues separated.", - "confidence": 0.91, - "canonical_issue_reason": "issue:10003 is the clearest, concrete runtime bug in a core Stable Diffusion scheduler/inference path, and it is more specific than the broader training/example reports in the set.", + "summary": "The cluster is noisy and mostly splits into several unrelated bug themes; there is no single defensible canonical duplicate for all items. The strongest concrete bug report is the num_inference_steps crash/segfault pair, but even that is not a safe merge target as a duplicate set.", + "confidence": 0.78, + "canonical_issue_reason": "No single item cleanly serves as a canonical representative for the whole cluster because the items span many different pipelines, features, and failure modes.", "canonical_pr_reason": null, - "best_issue_reason": "issue:10003 is the best representative issue because it describes a reproducible scheduler failure with a precise trigger, making it the most actionable anchor for the cluster.", + "best_issue_reason": "issue:7041 is the clearest concrete runtime failure in the set and the most plausible anchor among the num_inference_steps reports, but the cluster overall is still too heterogeneous for a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:4801", - "right": "issue:817", - "accept": false, - "reason": "Both mention mixed precision in training examples, but they are different scripts and likely different failure modes; too broad to treat as the same bug." - }, - { - "left": "issue:12574", - "right": "issue:13477", - "accept": false, - "reason": "Unrelated components and symptoms: WanVideo/VACE control-arg handling versus an ErnieImage callback scope issue." - }, { "left": "issue:3453", "right": "issue:898", "accept": false, - "reason": "Different backend/hardware failures: CUDA BF16 triu/tril support versus TPU BF16 scalar-type support." + "reason": "Both mention BFloat16, but the failing code paths and environments differ; this is a shared symptom, not the same bug." }, { "left": "issue:9134", "right": "issue:9178", "accept": false, - "reason": "Both are Flux LoRA-related, but one concerns SimpleTuner-trained LoRAs and the other PEFT target-module errors; not the same concrete bug." + "reason": "Both are Flux/LoRA-related, but one is about bad training outputs and the other is a PEFT target-module error." }, { "left": "issue:6109", "right": "issue:6196", "accept": false, - "reason": "Related topic area, but one is a ControlNet-XS depth feature/usage issue and the other is a loading error for a specific SDXL model." + "reason": "Same ControlNet-XS/depth area, but one is a feature/request-style issue and the other is a concrete load failure." }, { "left": "issue:3585", "right": "issue:852", "accept": false, - "reason": "Different problems: LoRA synthesis into SD 1.5 versus an MPS device_map keyword crash." + "reason": "These are different problems: LoRA synthesis failure versus an MPS device_map keyword crash." }, { "left": "issue:4480", "right": "issue:7417", "accept": false, - "reason": "Both are Mac-related, but one is an MPS kernel crash during generation and the other is a test failure around LoRA fuse NaNs." + "reason": "Both touch Mac/MPS/fp16, but one is a generation crash and the other is a LoRA fuse test failure." }, { "left": "issue:5633", "right": "issue:8837", "accept": false, - "reason": "Different code paths and symptoms in temporal transformer versus sliced attention processor logic." + "reason": "Only the broad attention/transformer area overlaps; the specific bugs are different." }, { "left": "issue:6823", "right": "issue:8509", "accept": false, - "reason": "One is a generic inability to use ControlNet; the other is a ControlNet++ feature request." + "reason": "Both mention ControlNet, but they describe different features and no shared concrete failure." }, { "left": "issue:1274", "right": "issue:1785", "accept": false, - "reason": "Both mention num_images_per_prompt, but the pipelines and failure contexts differ enough that this is not clearly one bug." + "reason": "Both involve num_images_per_prompt, but the affected pipelines and regression contexts differ." }, { "left": "issue:11225", "right": "issue:11437", "accept": false, - "reason": "Validation OOM versus missing outputs/checkpoints-images during training are distinct issues, even if both occur in training flows." + "reason": "Both are training/validation issues, but one is OOM and the other is missing outputs, so the code-path problem is not the same." }, { "left": "issue:3325", "right": "issue:4839", "accept": false, - "reason": "Different failures in different features: DreamBooth CUDA invalid argument versus lora_scale type error." + "reason": "These are unrelated runtime/type errors; the shared theme is only that they occur during model usage." }, { "left": "issue:10003", "right": "issue:7041", "accept": false, - "reason": "Both involve inference-step crashes, but the described triggers and symptoms are different enough that they should not be merged without stronger evidence." + "reason": "Both involve num_inference_steps, but one is a scheduler bug at 1000 steps and the other is a segfault for >1 step; not enough to merge." }, { "left": "issue:1642", "right": "issue:709", "accept": false, - "reason": "Scheduler implementation bug versus documentation typo; clearly unrelated." + "reason": "A missing scheduler forward pass and a documentation docstring issue are not the same bug." }, { "left": "issue:2306", "right": "issue:3630", "accept": false, - "reason": "Generic runtime error versus unknown UNet2DModel error; no evidence of the same underlying defect." + "reason": "Both are vague UNet2DModel errors, but the actual failures described are different and too underspecified to treat as duplicates." }, { "left": "issue:4697", "right": "issue:6749", "accept": false, - "reason": "A specific LoRA load regression and an InstantID reproduction issue are not the same bug." + "reason": "A specific LoRA-loading regression and an InstantID replication issue are different problems." }, { "left": "issue:4912", "right": "issue:5162", "accept": false, - "reason": "Both are conversion-related, but one asks for SDXL checkpoint conversion and the other for folder-to-safetensors conversion; different requests." + "reason": "Both are conversion-related, but they target different conversions and different user workflows." }, { "left": "issue:5160", "right": "issue:5594", "accept": false, - "reason": "DreamBooth/LoRA masking feature request versus SDXL LoRA memory-saving request; not the same change." + "reason": "DreamBooth/LoRA is only a broad area match; masking and memory usage are separate issues." }, { "left": "issue:5285", "right": "issue:5925", "accept": false, - "reason": "Docs translation work and a ZipLora feature request are unrelated." + "reason": "Documentation translation and ZipLora feature work are unrelated." }, { "left": "issue:5300", "right": "issue:6418", "accept": false, - "reason": "Internet-connection complaint versus stable video diffusion output collapse; no shared bug surface." + "reason": "Internet connectivity and identical video frames are unrelated bug reports." }, { "left": "issue:730", "right": "issue:911", "accept": false, - "reason": "Both concern DreamBooth, but one is a training-behavior report and the other is a bad config issue; too different to merge." + "reason": "Both are DreamBooth-related, but one is local-vs-Colab learning behavior and the other is a bad config regression." }, { "left": "issue:7306", "right": "issue:8604", "accept": false, - "reason": "Both mention float16, but they affect different pipelines/components and have different symptoms." + "reason": "Both mention float16, but they affect different pipelines and have different failure modes." }, { "left": "issue:2772", "right": "issue:6357", "accept": false, - "reason": "Local dataset validation in train_controlnet.py and API-vs-local result differences are separate problems." + "reason": "A local dataset path validation bug and API/local result differences are not the same issue." }, { "left": "issue:4314", "right": "issue:4789", "accept": false, - "reason": "Interrupted-download write-protection and inability to download DeepFloyd IF are different download issues." + "reason": "Interrupted-download write protection and inability to download a model are different download-path failures." + }, + { + "left": "issue:9479", + "right": "issue:9867", + "accept": false, + "reason": "Both are inpainting mask-leak bugs, but they are reported on different pipelines and cannot be safely merged without stronger evidence." + }, + { + "left": "issue:6818", + "right": "issue:7766", + "accept": false, + "reason": "An unload error and a how-to question about FaceID Plus are not duplicate bugs." } ] }, @@ -55975,7 +56033,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10076", "issue:10147", @@ -55994,6 +56052,7 @@ "issue:13488", "issue:13506", "issue:1377", + "issue:1572", "issue:2149", "issue:2150", "issue:2311", @@ -56009,26 +56068,23 @@ "issue:4912", "issue:4964", "issue:5091", + "issue:5344", "issue:5576", "issue:6008", - "issue:6818", - "issue:7766", + "issue:6427", "issue:8518", "issue:8588", "issue:8759", "issue:9026", "issue:9166", + "issue:917", "issue:9241", "issue:9258", - "issue:9479", "issue:9602", - "issue:9867", "issue:987", "issue:993" ], "soft_pairs": [ - "issue:9479|issue:9867", - "issue:6818|issue:7766", "issue:10873|issue:11721", "issue:3073|issue:5576", "issue:10147|issue:10896", @@ -56051,193 +56107,198 @@ "issue:1377|issue:305", "issue:13043|issue:13506", "issue:3097|issue:993", - "issue:3769|issue:987" + "issue:3769|issue:987", + "issue:5344|issue:6427", + "issue:1572|issue:917" ], - "prepared_review_unit_hash": "7d38c2726eece2bee2dcf88d07e2fc74529f4b502034b0cf413d5136f9ab4dee", + "prepared_review_unit_hash": "81880cc43a55e13b438a1d65eee1c5a1c108cf98ade18ac09dfccf81b45ca21a", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 34322, - "estimated_input_tokens": 8581, - "estimated_eval_tokens": 17418 + "serialized_chars": 34290, + "estimated_input_tokens": 8573, + "estimated_eval_tokens": 17402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: mostly unrelated bug reports and feature requests around Diffusers pipelines, adapters, schedulers, conversion scripts, and compile/offload issues. I don\u2019t see any true duplicate pair among the soft candidates.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 10848 is the clearest concrete bug report in the set: it has a specific runtime error, a focused API mismatch, and a straightforward code-path to investigate.", + "summary": "Mostly unrelated issue reports with broad topical overlap only. The only plausible duplicate-like pair is the two SanaPipeline load-crash reports; the rest look like different bugs, features, or model-specific requests.", + "confidence": 0.88, + "canonical_issue_reason": "issue:11721 is the clearest, most general statement of the SanaPipeline load failure, and it subsumes the more model-specific report in issue:10873.", "canonical_pr_reason": null, - "best_issue_reason": "10848 is the strongest representative issue because it is precise, reproducible, and actionable, unlike the broader feature requests or vague pipeline reports.", + "best_issue_reason": "issue:11721 is the strongest canonical issue candidate: concise, clearly bug-focused, and broad enough to represent the SanaPipeline load crash without being model-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:9479", - "right": "issue:9867", - "accept": false, - "reason": "Both are inpainting/mask-related, but they describe different pipelines and likely different code paths; too broad to treat as the same bug." - }, - { - "left": "issue:6818", - "right": "issue:7766", - "accept": false, - "reason": "One is a concrete unload/error report, the other is a usage question about FaceID Plus; not the same underlying issue." - }, { "left": "issue:10873", "right": "issue:11721", - "accept": false, - "reason": "Both mention SanaPipeline, but one is model-specific and the other is a load crash; not enough evidence of the same defect." + "accept": true, + "reason": "Both describe a SanaPipeline crash during load; the second is a general version of the first and they plausibly point to the same load-path bug." }, { "left": "issue:3073", "right": "issue:5576", "accept": false, - "reason": "Different feature requests: consistency models vs a new scheduler. Same area, not the same change." + "reason": "Different requests: adding consistency models versus implementing FreeNoise scheduler." }, { "left": "issue:10147", "right": "issue:10896", "accept": false, - "reason": "Separate feature requests for different models and use cases; not a duplicate change request." + "reason": "Different model support requests for unrelated pipelines/use cases." }, { "left": "issue:10569", "right": "issue:10932", "accept": false, - "reason": "Both involve HunyuanVideo, but one is CPU memory usage and the other is torch.compile recompilation behavior; different bugs." + "reason": "Both mention HunyuanVideo, but one is CPU memory usage and the other is torch.compile recompile-limit behavior; different failures." }, { "left": "issue:10472", "right": "issue:8759", "accept": false, - "reason": "Completely different failures: a LoRA constructor keyword error versus an image processor runtime warning." + "reason": "Unrelated bugs: LoRA lora_bias init error versus SD3 image postprocessing warning." }, { "left": "issue:2311", "right": "issue:5576", "accept": false, - "reason": "Both are scheduler-related requests, but they are different schedulers and different intended functionality." + "reason": "Both are scheduler-related, but they request different schedulers and different changes." }, { "left": "issue:4731", "right": "issue:8518", "accept": false, - "reason": "Both mention torch.compile, but they hit different models and different compiler failures; not mergeable as one fix." + "reason": "Both involve torch.compile, but they are different concrete failures on different code paths." }, { "left": "issue:9026", "right": "issue:9166", "accept": false, - "reason": "Unrelated problems: one is an accelerate/offloading API mismatch, the other is overlay behavior in image processing." + "reason": "Different subsystems: checkpoint offloading keyword error versus image overlay behavior." }, { "left": "issue:12108", "right": "issue:13488", "accept": false, - "reason": "Different breakages in different subsystems: flow-matching scheduler behavior versus CPU offloading regression." + "reason": "Both touch pipeline/runtime compatibility, but one is flow-matching schedulers and the other is offloading regression; not the same bug." }, { "left": "issue:10848", "right": "issue:9602", "accept": false, - "reason": "Both involve adapters, but one is a load_model_dict_into_meta keyword mismatch and the other is missing adapter names; distinct bugs." + "reason": "Different adapter-loading problems with different symptoms and APIs." }, { "left": "issue:2444", "right": "issue:2775", "accept": false, - "reason": "These are unrelated errors in different contexts; no shared concrete code-path." + "reason": "Completely different failures: training script exit error versus torch._dynamo optimize misuse." }, { "left": "issue:5091", "right": "issue:9258", "accept": false, - "reason": "One is about model CPU offload with multiple GPUs; the other is a training performance discrepancy across OSes." + "reason": "Different performance/offload topics; no shared concrete bug." }, { "left": "issue:1255", "right": "issue:305", "accept": false, - "reason": "Both are import errors, but they concern different symbols and likely different dependency/version issues." + "reason": "Both are import errors, but for different modules and missing symbols." }, { "left": "issue:4808", "right": "issue:6008", "accept": false, - "reason": "Different pipelines and failure modes; only broad \u2018test/pipeline failure\u2019 similarity." + "reason": "Different pipeline/test failure versus IP-Adapter+LCM LoRA regression." }, { "left": "issue:2149", "right": "issue:2150", "accept": false, - "reason": "Related texture workflows, but one is a general workflow request and the other is a specific img2img compatibility request." + "reason": "Related texture-painting topic, but one is a workflow request and the other is a specific img2img model compatibility request." }, { "left": "issue:4000", "right": "issue:4964", "accept": false, - "reason": "Both are model conversion topics, but they target different model families and different conversion directions." + "reason": "Both concern conversion, but one is SD2 ckpt-to-diffusers and the other is SDXL model conversion; different artifacts and formats." }, { "left": "issue:10076", "right": "issue:9241", "accept": false, - "reason": "Different conversion requests with different source/target formats; not the same script or bug." + "reason": "Different conversion directions and model types: HF-to-original format versus XLab LoRA-to-diffusers LoRA." }, { "left": "issue:11000", "right": "issue:8588", "accept": false, - "reason": "A missing pipeline argument and a missing conversion script are unrelated issues." + "reason": "Missing argument in a pipeline call versus a missing conversion script; not the same bug." }, { "left": "issue:1161", "right": "issue:4912", "accept": false, - "reason": "Both are conversion-related, but they concern different source formats and model types." + "reason": "Both are conversion-related, but Flax-to-PyTorch and custom CivitAI checkpoint-to-diffusers are different tasks." }, { "left": "issue:1377", "right": "issue:305", "accept": false, - "reason": "Both are import problems, but the missing object and package context differ; not the same issue." + "reason": "Both are import errors, but they target different missing symbols and likely different dependency versions." }, { "left": "issue:13043", "right": "issue:13506", "accept": false, - "reason": "Different attention backends and failure signatures; no evidence they are the same bug." + "reason": "Different attention-backend issues: unsupported GPU kernel on Blackwell versus ring-attention failure." }, { "left": "issue:3097", "right": "issue:993", "accept": false, - "reason": "A textual inversion no-op and an fp16 dtype mismatch are unrelated." + "reason": "Different bugs: textual inversion appears to do nothing versus fp16 datatype mismatch." }, { "left": "issue:3769", "right": "issue:987", "accept": false, - "reason": "Different pipelines and different image artifacts; not the same underlying defect." + "reason": "Different output-quality issues in different pipelines; no evidence of a shared root cause." + }, + { + "left": "issue:5344", + "right": "issue:6427", + "accept": false, + "reason": "Different conversion/dependency issues: missing omegaconf versus broken diffusers-to-ckpt conversion." + }, + { + "left": "issue:1572", + "right": "issue:917", + "accept": false, + "reason": "Different pipeline problems: stable_diffusion_mega img2img/inpainting support versus ONNX inpainting error." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The SanaPipeline pair (issue:10873 / issue:11721) is plausibly the same load crash, while the other pairwise rejections are appropriately cautious given the titles. No overstatement stands out, and this is not a PR-pair case." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -56249,10 +56310,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10100", "issue:1013", @@ -56266,7 +56327,6 @@ "issue:11555", "issue:1185", "issue:12995", - "issue:1572", "issue:1617", "issue:1708", "issue:1866", @@ -56282,29 +56342,28 @@ "issue:4349", "issue:4676", "issue:5008", - "issue:5344", "issue:5565", "issue:5840", "issue:6028", - "issue:6427", + "issue:6101", "issue:6688", "issue:713", "issue:7223", + "issue:7348", "issue:7380", "issue:7460", "issue:7789", "issue:7793", "issue:7836", "issue:8393", - "issue:917", + "issue:8918", "issue:9170", "issue:9306", + "issue:9424", "issue:9778", "issue:9895" ], "soft_pairs": [ - "issue:5344|issue:6427", - "issue:1572|issue:917", "issue:5565|issue:9778", "issue:1866|issue:3116", "issue:5008|issue:7380", @@ -56326,180 +56385,182 @@ "issue:1617|issue:713", "issue:199|issue:201", "issue:4349|issue:4676", - "issue:5840|issue:8393" + "issue:5840|issue:8393", + "issue:8918|issue:9424", + "issue:6101|issue:7348" ], - "prepared_review_unit_hash": "b653d926b6f1c3cc482122ad4dcd6cd7b4bb406d2ea9653a60241d49f2541942", + "prepared_review_unit_hash": "da911b4331b525f013c62ab3ef4a655330e6a99d8d7ef32fc327e630fe286aa2", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 32845, - "estimated_input_tokens": 8212, - "estimated_eval_tokens": 16680 + "serialized_chars": 32940, + "estimated_input_tokens": 8235, + "estimated_eval_tokens": 16726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Diffusers issues that only share broad keywords like pipelines, training, or model support. The proposed soft edges are all superficial similarities rather than the same concrete bug/change.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The cluster is very heterogeneous: most soft pairs share only broad subsystem words, not the same concrete bug or change, so none of the soft edges should be merged. If a representative issue is needed, the broadest/openest item is the device-map feature request.", + "confidence": 0.36, + "canonical_issue_reason": "issue:11555 is the broadest, most general pipeline-level request in the set and is still open/active; it best serves as a lightweight representative, though the cluster itself is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:11555 has the clearest reusable problem statement (pipeline-wide device_map support) and the widest potential applicability among these unrelated issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:5344", - "right": "issue:6427", - "accept": false, - "reason": "One is a missing dependency error; the other is a model conversion bug. Different failure modes and code paths." - }, - { - "left": "issue:1572", - "right": "issue:917", - "accept": false, - "reason": "Both mention inpainting, but one is a pipeline support gap and the other is an ONNX runtime error. Not the same bug." - }, { "left": "issue:5565", "right": "issue:9778", "accept": false, - "reason": "Both are run/tutorial related, but they concern different scripts and likely different setup problems." + "reason": "Both are tutorial/script breakage reports, but they reference different tutorials and failure contexts; not the same underlying bug." }, { "left": "issue:1866", "right": "issue:3116", "accept": false, - "reason": "Both are scheduler-related img2img bugs, but they involve different schedulers and distinct incorrect behaviors." + "reason": "Both mention scheduler behavior in img2img, but they concern different schedulers and different failure modes." }, { "left": "issue:5008", "right": "issue:7380", "accept": false, - "reason": "One is a specific architecture implementation request, the other is a separate distillation method request." + "reason": "One is a specific TryOnDiffusion implementation issue, the other is a new algorithm implementation request; not duplicates." }, { "left": "issue:7460", "right": "issue:7836", "accept": false, - "reason": "AdaLayerNorm bug and CLIP overfitting are unrelated issues in different parts of training/inference." + "reason": "AdaLayerNorm bug vs CLIP overfitting in a training example are unrelated." }, { "left": "issue:7789", "right": "issue:7793", "accept": false, - "reason": "Different DeepFloyd problems: float32/MPS behavior versus LoRA unload errors." + "reason": "Both involve deepfloyd, but one is an mps float32 compatibility issue and the other is LoRA unloading error; different code paths." }, { "left": "issue:10100", "right": "issue:7223", "accept": false, - "reason": "Both are feature requests for adding models, but they are different models and separate implementations." + "reason": "Different feature requests for different model families (ConsisID vs Latte)." }, { "left": "issue:1013", "right": "issue:3162", "accept": false, - "reason": "Both are compatibility-style errors, but one is a pipeline breakage and the other is a missing embedding argument." + "reason": "StableDiffusionMegaPipeline regression vs missing learned_classifier_free_sampling_embeddings are different bugs." }, { "left": "issue:1062", "right": "issue:1708", "accept": false, - "reason": "Dreambooth reproducibility/training quality is unrelated to config-file passing for inference." + "reason": "Dreambooth reproducibility and YAML config passing are distinct training UX problems." }, { "left": "issue:3073", "right": "issue:3891", "accept": false, - "reason": "Both are add-a-pipeline requests, but for completely different model families and use cases." + "reason": "Add consistency models vs add Tortoise TTS are unrelated pipeline requests." }, { "left": "issue:3073", "right": "issue:6688", "accept": false, - "reason": "Same broad feature-request category, but not the same model or underlying change." + "reason": "Different requested additions in different model areas; no shared concrete change." }, { "left": "issue:10674", "right": "issue:9895", "accept": false, - "reason": "Both involve FluxPipeline, but one is GGUF support and the other is a device placement regression." + "reason": "Both are FluxPipeline-related device problems, but the GGUF failure and cuda/cpu mismatch stem from different scenarios." }, { "left": "issue:2202", "right": "issue:3974", "accept": false, - "reason": "OpenVINO support request versus a safetensors loading bug in a different pipeline." + "reason": "OpenVINO support request vs safetensors loading bug are unrelated." }, { "left": "issue:6028", "right": "issue:9170", "accept": false, - "reason": "Both mention high memory use, but one is an OOM report and the other asks about GPU requirements for SDXL+ControlNet." + "reason": "Both are memory-related, but they affect different models and failure conditions." }, { "left": "issue:10514", "right": "issue:11555", "accept": false, - "reason": "Sample-size/binning limitation and device_map auto support are unrelated pipeline features." + "reason": "Sana sample_size/use_resolution_binning limitation is not the same as a general device_map support request." }, { "left": "issue:10321", "right": "issue:10520", "accept": false, - "reason": "One is a missing model file error; the other is a cross-device tensor placement error." + "reason": "LTX-Video missing weight files vs Sana cross-device tensor placement error are different bugs." }, { "left": "issue:1185", "right": "issue:3301", "accept": false, - "reason": "Both are Dreambooth-related, but one is reproducibility and the other is a training script failure." + "reason": "Reproducibility complaint vs LoRA training failure are not the same issue." }, { "left": "issue:11033", "right": "issue:12995", "accept": false, - "reason": "Single-file SD1.5 loading and Cosmos-Predict2.5 video behavior are unrelated issues." + "reason": "Unet from_single_file loading failure is unrelated to the Cosmos-Predict2.5 pipeline behavior question." }, { "left": "issue:11041", "right": "issue:9306", "accept": false, - "reason": "Both mention device/offloading behavior, but they are different pipelines and different specific faults." + "reason": "Both involve device placement/offloading, but they concern different pipelines and distinct execution paths." }, { "left": "issue:1617", "right": "issue:713", "accept": false, - "reason": "A missing-arguments CLI error is not the same as a generic training error." + "reason": "Generic missing-arguments CLI error vs generic training error are too broad and not clearly the same bug." }, { "left": "issue:199", "right": "issue:201", "accept": false, - "reason": "One is a dead-code cleanup request; the other is a test request." + "reason": "One is a dead-code cleanup request, the other is a test request; not duplicates." }, { "left": "issue:4349", "right": "issue:4676", "accept": false, - "reason": "Text-encoder requirement bug and dark TAESD latents are different pipeline issues." + "reason": "Missing text_encoder handling vs TAESD latent brightness are different pipeline defects." }, { "left": "issue:5840", "right": "issue:8393", "accept": false, - "reason": "Checkpoint resume/freezing bug is unrelated to slow shard loading." + "reason": "Checkpoint resume/freezing issue vs slow shard loading are different problems." + }, + { + "left": "issue:8918", + "right": "issue:9424", + "accept": false, + "reason": "Both mention broken training notebooks/scripts, but they are different model versions and likely different regressions." + }, + { + "left": "issue:6101", + "right": "issue:7348", + "accept": false, + "reason": "Both are controlnet-related quality issues, but one is a performance regression and the other is a scheduler artifact bug." } ] }, @@ -56518,15 +56579,16 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10025", "issue:10940", "issue:11010", "issue:11178", + "issue:11220", "issue:11387", "issue:11864", "issue:11901", @@ -56554,27 +56616,24 @@ "issue:5108", "issue:5197", "issue:5224", + "issue:5317", + "issue:5320", "issue:5595", "issue:6095", - "issue:6101", "issue:6370", "issue:6374", "issue:6393", "issue:6695", - "issue:7348", "issue:801", "issue:852", - "issue:8918", "issue:9001", "issue:9034", - "issue:9424", "issue:945", "issue:962", + "issue:9756", "issue:9822" ], "soft_pairs": [ - "issue:8918|issue:9424", - "issue:6101|issue:7348", "issue:4186|issue:5108", "issue:2185|issue:2712", "issue:11387|issue:11864", @@ -56596,180 +56655,182 @@ "issue:11010|issue:12108", "issue:1363|issue:945", "issue:1274|issue:962", - "issue:11901|issue:12147" + "issue:11901|issue:12147", + "issue:11220|issue:9756", + "issue:5317|issue:5320" ], - "prepared_review_unit_hash": "782fa1d436508aa7521e3956fe728f04ba44564b32cad4145d2acc8fb37285d2", + "prepared_review_unit_hash": "db5be41429dac7aa5aa173866ba1b6395ac6b3da96d2c6e3982039891b968df6", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33756, - "estimated_input_tokens": 8439, - "estimated_eval_tokens": 17134 + "serialized_chars": 33616, + "estimated_input_tokens": 8404, + "estimated_eval_tokens": 17064 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose topical cluster of Diffusers issues around model loading, Flux/Wan/Qwen support, schedulers, and training/runtime bugs. The soft pairs are mostly superficial similarity matches rather than true duplicates.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is very noisy: the titles span unrelated bugs, feature requests, and docs issues. None of the soft pairs look like the same underlying bug/change, so all should stay separate.", + "confidence": 0.9, + "canonical_issue_reason": "issue:10025 is the strongest single anchor in the set: it is clearly bug-oriented, has the highest engagement (discussion and inbound references), and sits in the recurring Flux/transformer subset that appears most central here.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:10025 is the best representative issue for triage because it is concrete, well-discussed, and more likely to be the kind of actionable bug a duplicate cluster would center on than the more request-like or niche items.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:8918", - "right": "issue:9424", - "accept": false, - "reason": "Both mention broken training scripts, but one is SD3 Dreambooth and the other is a specific notebook regression; different code paths and fixes." - }, - { - "left": "issue:6101", - "right": "issue:7348", - "accept": false, - "reason": "Both involve ControlNet/inpaint behavior, but one is a performance complaint and the other is a scheduler output bug; not the same defect." - }, { "left": "issue:4186", "right": "issue:5108", "accept": false, - "reason": "Both are XL pipeline problems, but one is SDXL inpaint+refiner and the other is T2I multi-adapter exceptions; different features and failure modes." + "reason": "Both mention Stable Diffusion XL/multi-adapter style features, but one is an inpaint+refiner behavior issue and the other is a T2I multiadapter exception; different code paths and failure modes." }, { "left": "issue:2185", "right": "issue:2712", "accept": false, - "reason": "Both are config-related, but one is missing training config files and the other is missing a specific normalization config key; unrelated issues." + "reason": "One is missing training config files, the other is a missing config key (`norm_num_groups`); both are config-related but not the same underlying defect." }, { "left": "issue:11387", "right": "issue:11864", "accept": false, - "reason": "One is an AutoencoderDC normalization implementation issue; the other is a torch.compile scoping error in encode. Different underlying bugs." + "reason": "AutoencoderDC RMSNorm type mismatch is a model-architecture bug, while the compile failure is a torch.compile scoping issue; unrelated fixes." }, { "left": "issue:6095", "right": "issue:9001", "accept": false, - "reason": "Both are scheduler-related, but one is an IndexError in Euler discrete scheduling for SVD and the other is aspect-ratio handling in Auraflow; not the same change." + "reason": "An SVD scheduler index error and an Auraflow aspect-ratio feature request are different problems with no shared failing path." }, { "left": "issue:490", "right": "issue:801", "accept": false, - "reason": "Both discuss memory/attention behavior in image pipelines, but one is generic memory usage and the other is attention slicing in inpaint/img2img; too broad to merge." + "reason": "Both involve memory/attention behavior in image pipelines, but the reported issue shapes differ: general diffusers memory use versus enable_attention_slicing not being respected in inpaint/img2img." }, { "left": "issue:3682", "right": "issue:4630", "accept": false, - "reason": "Both concern LoRAs, but one is loading weights and the other is changing LoRA weight after load; distinct functionality." + "reason": "Loading LoRAs and modifying LoRA weights after loading are related topics, but they are distinct feature requests with different operations and expected APIs." }, { "left": "issue:1335", "right": "issue:852", "accept": false, - "reason": "Both are constructor/runtime compatibility issues, but one is ONNX pipeline init and the other is MPS device_map handling; unrelated code paths." + "reason": "These are both constructor/backend compatibility issues, but one is ONNX pipeline initialization and the other is an MPS `device_map` crash; not the same bug." }, { "left": "issue:2412", "right": "issue:3647", "accept": false, - "reason": "Both are Dreambooth/training-related, but one is a generic Dreambooth error and the other is specific to DeepFloyd support; not duplicates." + "reason": "Both are about Dreambooth training, but one is a generic Dreambooth error and the other is specifically DeepFloyd training; too broad to merge." }, { "left": "issue:4808", "right": "issue:6393", "accept": false, - "reason": "Both involve loading-related failures, but one is an integration test for SHAP-E img2img and the other is private HF link download via from_single_file; different problems." + "reason": "SHAP-E integration test failure and private HF download failure via `from_single_file` are unrelated." }, { "left": "issue:10940", "right": "issue:9034", "accept": false, - "reason": "Both mention import/requirements issues, but one is missing triton.ops and the other is an unnecessary sentencepiece requirement; not the same bug." + "reason": "`triton.ops` import failure is a dependency/import problem; sentencepiece requirement for AutoPipelineForText2Image is a packaging/dependency request. Not the same bug." }, { "left": "issue:1231", "right": "issue:5224", "accept": false, - "reason": "Both mention schedulers/Flax, but one is a K-LMS scheduler feature request and the other is a Stable Diffusion 2.1 error; different contexts." + "reason": "K-LMS scheduler in Flax and a Flax Stable Diffusion 2.1 error are both Flax-related but refer to different pipeline/scheduler issues." }, { "left": "issue:3382", "right": "issue:5197", "accept": false, - "reason": "Both are multi-GPU training performance issues, but one is CUDA OOM in a script and the other is slower-than-single-GPU throughput; not a duplicate fix." + "reason": "Both concern multi-GPU training, but one is a CUDA OOM bug and the other is a performance regression; different underlying problems." }, { "left": "issue:10025", "right": "issue:9822", "accept": false, - "reason": "Both mention Flux, but one is about attention masks and the other is LoRA loading into Flux; separate functionality." + "reason": "Attention mask handling in Flux transformer and loading SDXL LoRAs into Flux are separate model/loading behaviors." }, { "left": "issue:1530", "right": "issue:4390", "accept": false, - "reason": "Both are missing-configuration style reports, but one is a specific VQDiffusion pipeline field and the other is missing requirements in general; not the same issue." + "reason": "Missing VQDiffusion sampling embeddings and generic missing requirements are not the same issue." }, { "left": "issue:3015", "right": "issue:6370", "accept": false, - "reason": "Both mention converting/loading LoRA or ControlNet assets, but one is ControlNet format conversion and the other is using diffusers LoRA in A1111; different tasks." + "reason": "ControlNet format conversion and using diffusers LoRA in AUTOMATIC1111 are different interoperability requests." }, { "left": "issue:4747", "right": "issue:6374", "accept": false, - "reason": "Both concern loading fine-tuned/LoRA assets, but one is a missing model_index.json after load and the other is a Qwen LoRA weight question; unrelated." + "reason": "SDXL LoRA load failing with missing `model_index.json` and a Chinese-language Qwen LoRA loading question are not the same failure." }, { "left": "issue:5595", "right": "issue:6695", "accept": false, - "reason": "Both are runtime errors, but one is a shape divisibility ValueError and the other is a subprocess failure while starting training; no shared root cause." + "reason": "A height/width divisibility validation error is unrelated to a subprocess failure when starting training." }, { "left": "issue:11178", "right": "issue:12423", "accept": false, - "reason": "Both are single-file/model loading issues, but one is MistoLine ControlNet and the other is QwenImageTransformer2DModel.from_single_file; different models and loaders." + "reason": "MistoLine ControlNet loading via `from_single_file` and QwenImageTransformer2DModel `from_single_file` are separate model-loading cases." }, { "left": "issue:11010", "right": "issue:12108", "accept": false, - "reason": "Both relate to Flux/Chroma and flow-style models, but one is support for Chroma architecture changes and the other is a scheduler parameterization break; not mergeable as one bug." + "reason": "Both reference Chroma/Flux and flow-matching context, but one is about supporting a Flux-based architecture and the other is a scheduler-parameter break; they are not the same concrete bug/change." }, { "left": "issue:1363", "right": "issue:945", "accept": false, - "reason": "One is an ONNX scheduler interaction error; the other is adding a custom checkpoint model for ONNX conversion. Different issue classes." + "reason": "ONNX long-prompt weight + LMS scheduler error and adding a custom checkpoint for ONNX conversion are different ONNX-related issues." }, { "left": "issue:1274", "right": "issue:962", "accept": false, - "reason": "Both are SD pipeline shape/batch handling issues, but one is num_images_per_prompt regression and the other is inpaint size support; not the same defect." + "reason": "Both are SD pipeline behavior bugs, but one is `num_images_per_prompt` regression and the other is inpaint pipeline size support." }, { "left": "issue:11901", "right": "issue:12147", "accept": false, - "reason": "Both are Wan LoRA loading reports, but they target different model generations and likely different loaders/failure points; too weak for duplicate triage." + "reason": "Both involve Wan2.1/Wan2.2 LoRA loading, but they target different model versions and failure modes; too risky to treat as one bug." + }, + { + "left": "issue:11220", + "right": "issue:9756", + "accept": false, + "reason": "Documentation page behavior and a missing notebook file are unrelated documentation issues." + }, + { + "left": "issue:5317", + "right": "issue:5320", + "accept": false, + "reason": "Both are PEFT-related feature requests, but documenting the API and adding `adapter_name` to `fuse_lora` are distinct changes and not one concrete fix." } ] }, @@ -56788,10 +56849,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10191", "issue:10227", @@ -56799,7 +56860,6 @@ "issue:10520", "issue:10590", "issue:10891", - "issue:11220", "issue:11436", "issue:11569", "issue:11644", @@ -56807,8 +56867,10 @@ "issue:11710", "issue:1889", "issue:2053", + "issue:2150", "issue:2635", "issue:2676", + "issue:2783", "issue:2905", "issue:3199", "issue:3300", @@ -56817,11 +56879,10 @@ "issue:4265", "issue:4303", "issue:4923", - "issue:5317", - "issue:5320", "issue:5327", "issue:5509", "issue:5558", + "issue:6069", "issue:6101", "issue:6423", "issue:6452", @@ -56831,6 +56892,7 @@ "issue:7751", "issue:7936", "issue:7939", + "issue:8323", "issue:8435", "issue:8494", "issue:8593", @@ -56839,12 +56901,9 @@ "issue:9303", "issue:9306", "issue:9667", - "issue:9756", "issue:9876" ], "soft_pairs": [ - "issue:11220|issue:9756", - "issue:5317|issue:5320", "issue:10891|issue:11436", "issue:8494|issue:8593", "issue:5509|issue:9225", @@ -56867,186 +56926,188 @@ "issue:2053|issue:4159", "issue:7293|issue:8780", "issue:10302|issue:9667", - "issue:5558|issue:6101" + "issue:5558|issue:6101", + "issue:2150|issue:2783", + "issue:6069|issue:8323" ], - "prepared_review_unit_hash": "be3273e6bf170122352579858d72eb7dcc497874dfc619c5fc7f82c53b65c72d", + "prepared_review_unit_hash": "6b690f7b210c6797b53f210753177c3b601b3764e77744cd295e1646f351f237", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 34180, - "estimated_input_tokens": 8545, - "estimated_eval_tokens": 17346 + "serialized_chars": 34189, + "estimated_input_tokens": 8548, + "estimated_eval_tokens": 17352 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated device-routing bugs, dtype/bfloat16 mismatches, feature requests, scheduler questions, docs issues, and model-loading failures. None of the soft edges look like true duplicates or the same fixable code path.", - "confidence": 0.96, - "canonical_issue_reason": "issue:8780 is the broadest generic symptom in the set ('Model and input data type is not same'), so it is the closest weak umbrella for the dtype-related subset, but the overall cluster is not cohesive enough to treat as one duplicate thread.", + "summary": "No duplicate pairs look strong enough to merge; the soft edges are mostly broad thematic similarities (dtype/device/scheduler/loader issues) but each pair describes a different concrete bug or feature request.", + "confidence": 0.92, + "canonical_issue_reason": "issue:9306 is the most concrete, narrowly scoped runtime bug here, with a specific pipeline and a clear device-selection symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:8780 is the most representative fallback because it is generic and open-ended, but it still only covers a subset of the issues and is not a strong global canonical for the whole cluster.", + "best_issue_reason": "issue:9306 is the strongest standalone issue candidate overall because it is specific, reproducible, and actionable.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:11220", - "right": "issue:9756", - "accept": false, - "reason": "Docs page not working and missing notebook are unrelated documentation/navigation problems, not the same underlying bug." - }, - { - "left": "issue:5317", - "right": "issue:5320", - "accept": false, - "reason": "Both are PEFT-related, but one is documentation and the other is an API enhancement request; different changes." - }, { "left": "issue:10891", "right": "issue:11436", "accept": false, - "reason": "Both involve bfloat16, but they hit different components and failure modes: DCAE internal conversions vs Hidream matmul dtype mismatch." + "reason": "Both are bfloat16-related, but one is a DCAE type-conversion bug and the other is a HiDream matmul dtype mismatch; different code paths." }, { "left": "issue:8494", "right": "issue:8593", "accept": false, - "reason": "Unexpected force_hooks kwarg and CPU bfloat16 noise are different SD3 issues with no shared code path." + "reason": "One is about an unexpected force_hooks argument in SD3 loading; the other is a CPU bfloat16 noise issue. Not the same bug." }, { "left": "issue:5509", "right": "issue:9225", "accept": false, - "reason": "Both are image-shape related, but one is prompt/image batch sizing and the other is RGBA latent sizing; different bugs." + "reason": "Both involve image/latent shape mismatches, but they hit different pipelines and different failure modes." }, { "left": "issue:10191", "right": "issue:9876", "accept": false, - "reason": "GPU device selection during training and VRAM not being released after LoRA training are different resource-management problems." + "reason": "GPU device selection during training is unrelated to LoRA VRAM release after training." }, { "left": "issue:1889", "right": "issue:2635", "accept": false, - "reason": "A scheduler variant request and a scheduler-name mapping question are related only broadly, not the same issue or fix." + "reason": "Both mention DPM++ schedulers, but one asks about a variant and the other asks naming/lookup; not the same defect or change." }, { "left": "issue:7223", "right": "issue:9303", "accept": false, - "reason": "Separate feature requests for different video models; not the same underlying change." + "reason": "These are separate feature requests for different video-generation models." }, { "left": "issue:10590", "right": "issue:10891", "accept": false, - "reason": "Both mention bfloat16, but one is Sana tiled VAE decode and the other is DCAE internal type conversion; different code paths." + "reason": "Both mention bfloat16, but one is Sana tiled VAE decode and the other is DCAE type conversion; different failures." }, { "left": "issue:2905", "right": "issue:6452", "accept": false, - "reason": "Adding Karras sigmas to schedulers and adding masked_image_latents are unrelated feature requests." + "reason": "Scheduler sigmas support and masked_image_latents input are unrelated changes." }, { "left": "issue:4923", "right": "issue:6423", "accept": false, - "reason": "AudioLDM2 transcript support and fill50k reproduction are unrelated issues." + "reason": "AudioLDM2 transcript support and fill50k result reproduction are unrelated issues." }, { "left": "issue:10520", "right": "issue:9306", "accept": false, - "reason": "Both are device-placement errors, but they concern different pipelines and likely different bugs." + "reason": "Both are device-mismatch symptoms, but they involve different pipelines and likely different root causes." }, { "left": "issue:10227", "right": "issue:11653", "accept": false, - "reason": "Both concern LoRA support, but one is a feature limitation on feature sizes and the other is .alpha-key compatibility; not the same fix." + "reason": "Both concern LoRA handling, but one is a feature limitation on feature sizes and the other is alpha-key support." }, { "left": "issue:11569", "right": "issue:11710", "accept": false, - "reason": "Different feature requests for different models/projects; no shared code defect." + "reason": "A repo request for LTXV is unrelated to MagCache support." }, { "left": "issue:11644", "right": "issue:8435", "accept": false, - "reason": "LTXConditionPipeline init failure and from_single_file runtime error are different loading paths and symptoms." + "reason": "Both are loading errors, but for different APIs and different pipelines." }, { "left": "issue:2676", "right": "issue:702", "accept": false, - "reason": "Scheduler naming question and reverse sampling proposal are about the same area but not the same underlying change." + "reason": "Scheduler naming/support questions are not the same as reverse-sampling support." }, { "left": "issue:3300", "right": "issue:4265", "accept": false, - "reason": "A general 'Diffusers on HuggingFace are broken' report and an import error for a specific pipeline are not the same bug." + "reason": "General Hugging Face breakage is not the same as a specific import error for one pipeline." }, { "left": "issue:4303", "right": "issue:7751", "accept": false, - "reason": "Flax SDXL loading crash and animatediff conversion errors are unrelated." + "reason": "These concern different model conversion/loading workflows." }, { "left": "issue:7936", "right": "issue:7939", "accept": false, - "reason": "Both are loading failures, but one is invalid JSON in a safetensors file and the other is loading from the same folder; different causes." + "reason": "Both are local-loading complaints, but one is an invalid JSON parse on safetensors and the other is a failure to load a model from the same folder." }, { "left": "issue:3975", "right": "issue:5327", "accept": false, - "reason": "A typo in an error message and SDXL textual inversion loading failure are unrelated." + "reason": "A typo in an error message is unrelated to a textual inversion loading crash." }, { "left": "issue:3199", "right": "issue:3300", "accept": false, - "reason": "Custom pipelines broken and HF-hosted diffusers broken are too broad and refer to different problems." + "reason": "Custom pipelines broken and Hugging Face release broken are too broad to be the same bug." }, { "left": "issue:2053", "right": "issue:4159", "accept": false, - "reason": "Both mention VRAM, but one is a version-wide regression and the other is DiffEdit's high memory use; not the same issue." + "reason": "Both mention VRAM, but one is a regression report and the other is a specific DiffEdit memory blowup." }, { "left": "issue:7293", "right": "issue:8780", "accept": false, - "reason": "AudioLDM2 model integration request and a generic dtype mismatch error are unrelated." + "reason": "An AudioLDM2 feature request is unrelated to a generic dtype mismatch report." }, { "left": "issue:10302", "right": "issue:9667", "accept": false, - "reason": "Both involve FP8/transformer-flux context, but one reports inference noise without CPU offloading and the other a local file loading error; different fixes." + "reason": "FP8 inference noise and loading a local flux transformer file are different issues." }, { "left": "issue:5558", "right": "issue:6101", "accept": false, - "reason": "Same pipeline family, but one is output artefacts with multiple ControlNets and the other is performance regression; not the same concrete bug." + "reason": "Artefacts with multiple ControlNets and slow ControlNet inpaint performance are different problems." + }, + { + "left": "issue:2150", + "right": "issue:2783", + "accept": false, + "reason": "A texture-projection compatibility request is not the same as creating an img2img ControlNet pipeline." + }, + { + "left": "issue:6069", + "right": "issue:8323", + "accept": false, + "reason": "A scheduler add_noise edge case and an unrecognized scheduler file are unrelated." } ] }, @@ -57065,19 +57126,20 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ + "issue:10066", "issue:10591", "issue:10772", "issue:10855", + "issue:12037", "issue:12147", "issue:13279", "issue:1343", "issue:1961", - "issue:2150", "issue:2220", "issue:2312", "issue:2331", @@ -57085,12 +57147,12 @@ "issue:2424", "issue:2453", "issue:2644", - "issue:2783", "issue:2843", "issue:3480", "issue:3689", "issue:3694", "issue:3740", + "issue:4447", "issue:4453", "issue:4724", "issue:4782", @@ -57100,7 +57162,6 @@ "issue:5197", "issue:5829", "issue:6055", - "issue:6069", "issue:6090", "issue:6288", "issue:6357", @@ -57108,7 +57169,7 @@ "issue:6570", "issue:7210", "issue:7895", - "issue:8323", + "issue:8465", "issue:8477", "issue:8514", "issue:8543", @@ -57120,8 +57181,6 @@ "issue:9979" ], "soft_pairs": [ - "issue:2150|issue:2783", - "issue:6069|issue:8323", "issue:6570|issue:9225", "issue:10772|issue:9511", "issue:10855|issue:8543", @@ -57143,180 +57202,182 @@ "issue:1961|issue:6055", "issue:10591|issue:7895", "issue:1343|issue:2424", - "issue:5829|issue:6288" + "issue:5829|issue:6288", + "issue:4447|issue:8465", + "issue:10066|issue:12037" ], - "prepared_review_unit_hash": "69294bcaec44989ad1b27bbceaba42f1a8c202fed85d6977b4c741cfaaea570a", + "prepared_review_unit_hash": "ee3527d1de87be1deca4c3f8940a012b8076fb9f5de8986b671c1e3574e01b91", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33639, - "estimated_input_tokens": 8410, - "estimated_eval_tokens": 17076 + "serialized_chars": 33813, + "estimated_input_tokens": 8454, + "estimated_eval_tokens": 17164 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a noisy, heterogeneous cluster of unrelated issue reports across training scripts, pipeline features, scheduler/runtime errors, and dependency/loading problems. None of the soft edges look like the same underlying bug or change.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a set of unrelated issues that only share broad subsystem keywords (SDXL, LoRA, ControlNet, accelerate, training). None of the soft pairs looks like the same underlying bug/change closely enough to merge.", + "confidence": 0.97, + "canonical_issue_reason": "issue:6570 is a concrete, well-scoped runtime bug report with a specific pipeline and reproducible tensor-shape failure, making it the best representative issue in this otherwise heterogeneous cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:6570 is the most actionable and technically specific issue here; it has a clear error and target code path, unlike the broader feature requests and vague problem reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:2150", - "right": "issue:2783", - "accept": false, - "reason": "Both are ControlNet-adjacent, but one is about texture projection with img2img and the other is a request for an img2img/inpainting ControlNet pipeline; different feature work." - }, - { - "left": "issue:6069", - "right": "issue:8323", - "accept": false, - "reason": "Different failure modes: a scheduler math bug at t=0 versus a Chinese-language scheduler file recognition issue." - }, { "left": "issue:6570", "right": "issue:9225", "accept": false, - "reason": "Both involve SDXL InstructPix2Pix, but one is a tensor-size mismatch in the pipeline and the other is a latent-size issue specifically with RGBA images; related but not the same concrete bug." + "reason": "Both involve SDXL InstructPix2Pix shape issues, but one is a general tensor mismatch and the other is specifically rgba latent sizing; similar symptom, not the same concrete bug." }, { "left": "issue:10772", "right": "issue:9511", "accept": false, - "reason": "Sana ControlNet support request and multi-ControlNet batching for SDXL inpaint are separate feature requests for different pipelines." + "reason": "Different features and models: Sana ControlNet support vs SDXL ControlNet inpaint batching. Same broad domain, not one bug/change." }, { "left": "issue:10855", "right": "issue:8543", "accept": false, - "reason": "Gradient accumulation stepping every iteration is an optimizer loop bug, while the SD3 dreambooth issue is about gradient checkpointing failure; unrelated training problems." + "reason": "Gradient accumulation optimizer stepping bug is unrelated to SD3 dreambooth gradient checkpointing failure." }, { "left": "issue:3694", "right": "issue:5197", "accept": false, - "reason": "One is a missing model/config path during example fine-tuning; the other is multi-GPU training being slower than single GPU. Different symptoms and root causes." + "reason": "Pokemon example path/config issue is unrelated to multi-GPU slowdown during text-to-image finetuning." }, { "left": "issue:2331", "right": "issue:2390", "accept": false, - "reason": "Both are pipeline feature requests, but ControlNet and T2I-Adapter are distinct integrations with different code paths." + "reason": "ControlNet pipeline support and T2I-Adapter support are separate feature requests with different implementation targets." }, { "left": "issue:2453", "right": "issue:4923", "accept": false, - "reason": "A general contribution question is unrelated to an AudioLDM 2 feature request." + "reason": "How to contribute is a meta question; AudioLDM 2 transcript/TTS is a specific feature request." }, { "left": "issue:4724", "right": "issue:8994", "accept": false, - "reason": "Both mention generation behavior, but one is SDXL img2img not working as expected and the other is steps stuck at 0; not the same bug." + "reason": "SDXL img2img checkpoint behavior and generation steps stuck at 0 are different failure modes and code paths." }, { "left": "issue:3740", "right": "issue:7210", "accept": false, - "reason": "Different accelerate/device_map issues: legacy attention conversion with sequential dispatch versus missing named_parameters on a pipeline object." + "reason": "Both mention accelerate/device dispatch, but one is legacy attention block conversion and the other is missing named_parameters on a pipeline object." }, { "left": "issue:4782", "right": "issue:4907", "accept": false, - "reason": "Inpainting mask leakage versus a warning about a new inpainting model under SDXL; different problems." + "reason": "Mask bleed in inpainting is not the same as an SDXL new-inpainting-model warning." }, { "left": "issue:4874", "right": "issue:6357", "accept": false, - "reason": "Upscale pipeline local-loading bug and API-vs-local output differences are not the same issue." + "reason": "Local low_res_scheduler bug and API-vs-local result differences are too broad to be the same underlying defect." }, { "left": "issue:12147", "right": "issue:13279", "accept": false, - "reason": "Different model-loading failures: Wan2.2 Lightning LoRA loading versus AutoencoderRAE loading with older transformers." + "reason": "Wan2.2 Lightning LoRA loading failure is unrelated to AutoencoderRAE loading with older transformers." }, { "left": "issue:8477", "right": "issue:8514", "accept": false, - "reason": "Both are distributed training errors, but one is a DDP error in a consistency script and the other is an EMAModel/InstructP2P parallel fine-tuning failure; not the same code path." + "reason": "Both are distributed-training errors, but the scripts and failure causes differ; not the same concrete bug." }, { "left": "issue:6090", "right": "issue:9979", "accept": false, - "reason": "Both are tensor/channel mismatch errors, but they occur in different pipelines and likely different model-input contracts." + "reason": "Both are channel mismatch errors, but they occur in different models/pipelines and do not indicate the same fixable code path." }, { "left": "issue:2220", "right": "issue:2644", "accept": false, - "reason": "Both ask about multi-GPU DreamBooth training, but one is general problems and the other is whether training on two 12GB GPUs is supported; not the same concrete bug." + "reason": "Multi-GPU dreambooth problems and whether two 12GB GPUs are sufficient are not the same issue." }, { "left": "issue:2312", "right": "issue:2843", "accept": false, - "reason": "EMA hook save error versus multi-GPU checkpoint saving; both are saving-related but distinct failure points and contexts." + "reason": "EMA save hook error and multi-GPU checkpoint saving are related only loosely by saving; not the same bug." }, { "left": "issue:3480", "right": "issue:3689", "accept": false, - "reason": "A request for a text-encoder LoRA scale parameter is unrelated to unloading LoRA weights after loading." + "reason": "Text-encoder LoRA scale support and unloading LoRA weights are different LoRA API requests." }, { "left": "issue:4453", "right": "issue:6399", "accept": false, - "reason": "Both concern LoRA compatibility/visibility, but one is SDXL LoRA conversion for A1111 while the other is pytorch_lora_weights visibility in UIs; different interoperability problems." + "reason": "LoRA conversion for A1111 compatibility and LoRA visibility in UIs are related ecosystem concerns, but not one concrete bug." }, { "left": "issue:9069", "right": "issue:9293", "accept": false, - "reason": "A NumPy type mismatch versus a missing Float8 storage backend are unrelated dependency/type errors." + "reason": "NumPy type mismatch and missing Float8 storage object are unrelated type/runtime errors." }, { "left": "issue:1961", "right": "issue:6055", "accept": false, - "reason": "A ColossalAI-specific error and a generic accelerate error are too underspecified and appear unrelated." + "reason": "ColossalAI error and generic accelerate error do not point to the same code path or defect." }, { "left": "issue:10591", "right": "issue:7895", "accept": false, - "reason": "SD3 LoRA training-script problem and Flax memory-efficient attention bug are different frameworks and code paths." + "reason": "SD3 LoRA training script issue and Flax attention bug are separate stacks and problems." }, { "left": "issue:1343", "right": "issue:2424", "accept": false, - "reason": "Enabling xformers by default is a feature/configuration change; flake8-comprehension checks are linting, not the same change." + "reason": "Enable xformers by default is a feature/policy issue; flake8-comprehension is code-style tooling." }, { "left": "issue:5829", "right": "issue:6288", "accept": false, - "reason": "LCM training script missing an argument versus default LR being too small; both are training-script issues but not the same bug." + "reason": "Missing unet_time_cond_proj_dim argument in LCM training is unrelated to the default learning rate discussion." + }, + { + "left": "issue:4447", + "right": "issue:8465", + "accept": false, + "reason": "Restricted model access and missing config.json in from_single_file are entirely different loading failures." + }, + { + "left": "issue:10066", + "right": "issue:12037", + "accept": false, + "reason": "These are different model-specific attention/LoRA compatibility issues with no clear shared fix." } ] }, @@ -57338,13 +57399,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ - "issue:10066", "issue:10100", "issue:1064", + "issue:1083", "issue:11907", - "issue:12037", "issue:1546", "issue:1604", "issue:1831", @@ -57352,6 +57412,7 @@ "issue:2044", "issue:2177", "issue:2340", + "issue:2495", "issue:2614", "issue:2646", "issue:2761", @@ -57361,7 +57422,6 @@ "issue:4014", "issue:4210", "issue:4376", - "issue:4447", "issue:4593", "issue:4638", "issue:5981", @@ -57376,12 +57436,13 @@ "issue:7002", "issue:709", "issue:7219", - "issue:8465", + "issue:7415", "issue:851", "issue:8588", "issue:9063", "issue:9141", "issue:9366", + "issue:9476", "issue:9511", "issue:9619", "issue:968", @@ -57390,8 +57451,6 @@ "issue:9972" ], "soft_pairs": [ - "issue:4447|issue:8465", - "issue:10066|issue:12037", "issue:5981|issue:5989", "issue:4014|issue:6295", "issue:1064|issue:1546", @@ -57413,186 +57472,188 @@ "issue:1941|issue:2177", "issue:2761|issue:709", "issue:3978|issue:6283", - "issue:6632|issue:8588" + "issue:6632|issue:8588", + "issue:1083|issue:2495", + "issue:7415|issue:9476" ], - "prepared_review_unit_hash": "d2751f0ea18b28616664eadc3b7113e6a147cbd904f0880648082fa5e8e48271", + "prepared_review_unit_hash": "52f89865d38894306a2fb7da4ada06bcf4760d2b64b7541bb5d2c8752c76fa34", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33854, - "estimated_input_tokens": 8464, - "estimated_eval_tokens": 17184 + "serialized_chars": 33783, + "estimated_input_tokens": 8446, + "estimated_eval_tokens": 17148 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated bug/feature reports with superficial title overlap around Flux, schedulers, and model loading. The only clear duplicate-like pair is the SDXL textual inversion failure.", - "confidence": 0.84, - "canonical_issue_reason": "issue:4376 is the clearest concrete bug report in the only strong duplicate pair; it directly describes the SDXL textual inversion crash and is more specific than the companion report.", + "summary": "Most pairs are broad-theme matches only and should stay separate. The only strong duplicate-looking pair is the SDXL textual inversion failure: \"StableDiffusionXLPipeline crashes when calling load_textual_inversion\" and \"load_textual_inversion doesn't work on SDXL\".", + "confidence": 0.89, + "canonical_issue_reason": "issue:4638 is the clearest representative: it names the exact operation (`load_textual_inversion`) and the affected model family (SDXL), making the underlying bug easier to recognize and deduplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:4376 is the best representative issue here because it is concrete, reproducible, and the closest match to another report in the set.", + "best_issue_reason": "issue:4638 is the best global issue representative because it is concise, specific, and broad enough to cover the duplicate SDXL textual inversion failure without overfitting to a single crash report.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:4447", - "right": "issue:8465", - "accept": false, - "reason": "Both are loading-related, but one is an auth/restriction error and the other is a missing config.json when loading a single-file model; different root causes." - }, - { - "left": "issue:10066", - "right": "issue:12037", - "accept": false, - "reason": "The first is a self.attn unpacking ValueError; the second is LoRA compatibility for Wan 2.2. Different models and failure modes." - }, { "left": "issue:5981", "right": "issue:5989", "accept": false, - "reason": "One is a DPMSolverMultistepScheduler bug, the other a safetensors.torch bug; too broad and different code paths." + "reason": "Both are generic bug reports, but one is about a scheduler and the other about safetensors; no shared concrete code path." }, { "left": "issue:4014", "right": "issue:6295", "accept": false, - "reason": "Both mention image artifacts, but one is SDXL watermark artifacts and the other is sampler-specific artifacts with DPM++ 2M SDE Karras." + "reason": "Both mention artifacts, but they involve different pipelines/settings and likely different root causes." }, { "left": "issue:1064", "right": "issue:1546", "accept": false, - "reason": "Scheduler add_noise failure vs truncation warning breaking batched inputs; not the same bug." + "reason": "One is a scheduler add_noise error, the other is a truncation-warning/batched-input failure; unrelated failure modes." }, { "left": "issue:2044", "right": "issue:851", "accept": false, - "reason": "Both are dtype-related, but one is DDP missing a dtype attribute and the other is a float/half mismatch during loading." + "reason": "Both involve dtype errors, but one is a DDP attribute error and the other is a float/half type mismatch." }, { "left": "issue:2614", "right": "issue:968", "accept": false, - "reason": "A download-directory feature request and a model-loading performance complaint are unrelated." + "reason": "Changing the download directory and slow model loading are different problems." }, { "left": "issue:9511", "right": "issue:9619", "accept": false, - "reason": "Different ControlNet feature requests: multi-controlnet batching vs interrupt support." + "reason": "These are distinct ControlNet feature requests: multi-controlnet batching vs interrupt support." }, { "left": "issue:1831", "right": "issue:2340", "accept": false, - "reason": "Dreambooth class-image precision mismatch vs tiny pipeline safety checker error; different pipelines and symptoms." + "reason": "Different pipelines and bugs: Dreambooth precision mismatch vs tiny SD safety-checker error." }, { "left": "issue:7002", "right": "issue:9972", "accept": false, - "reason": "Both are buffer-size problems, but one is an img2img invalid-buffer error and the other is a MacOS/CogX 10TB buffer request." + "reason": "Both mention buffer-size explosions, but they affect different products/pipelines and are not clearly the same bug." }, { "left": "issue:4210", "right": "issue:7000", "accept": false, - "reason": "An attention_mask usage question and a PyTorch deprecation warning are unrelated." + "reason": "A usage question about attention_mask is unrelated to a PyTorch deprecation warning." }, { "left": "issue:6113", "right": "issue:6689", "accept": false, - "reason": "Both are about using/converting models, but one is a how-to question and the other is a specific SSD-1B conversion failure." + "reason": "One asks how to use a HF repo, the other reports a conversion failure; not the same underlying issue." }, { "left": "issue:4376", "right": "issue:4638", "accept": true, - "reason": "Both report the same underlying SDXL textual inversion failure: loading textual inversion on StableDiffusionXL does not work and crashes/breaks." + "reason": "Both report SDXL `load_textual_inversion` failing, with one describing a crash and the other stating it does not work at all; same underlying bug." }, { "left": "issue:10100", "right": "issue:7219", "accept": false, - "reason": "Separate feature requests for different models/upscalers: ConsisID support vs SUPIR Upscaler." + "reason": "Different feature requests for different models/upscalers." }, { "left": "issue:2646", "right": "issue:6238", "accept": false, - "reason": "Both mention VAE, but one is a tiled-VAE IndexError and the other is a general SDXL VAE issue; not enough evidence of the same bug." + "reason": "Tiled VAE IndexError and SDXL VAE issues are too vague and distinct to treat as duplicates." }, { "left": "issue:3933", "right": "issue:4593", "accept": false, - "reason": "Graph compilation breaking on logging.info is unrelated to LoRA rank loading errors." + "reason": "Graph compile/logging and LoRA rank-loading failures are unrelated." }, { "left": "issue:11907", "right": "issue:9366", "accept": false, - "reason": "Both involve schedulers, but the reported failures are in different pipelines and different conditions; too broad to be the same bug." + "reason": "Both involve schedulers, but the pipelines and failure conditions differ materially." }, { "left": "issue:9141", "right": "issue:9904", "accept": false, - "reason": "One is missing FluxPipeline.from_single_file, the other is image-shape rounding in FluxPipeline; different changes." + "reason": "Missing `.from_single_file()` and silent image-shape rounding are separate FluxPipeline issues." }, { "left": "issue:1604", "right": "issue:3191", "accept": false, - "reason": "Broken lpw_stable_diffusion.py on a specific version vs Dreambooth+LoRA broken; different workflows and causes." + "reason": "A version-specific script breakage and a Dreambooth+LoRA report are not the same bug." }, { "left": "issue:9063", "right": "issue:9895", "accept": false, - "reason": "Both are FluxPipeline issues, but one is tokenizer instantiation and the other is a device-mismatch regression after a commit." + "reason": "Tokenizer instantiation failure and cross-device tensor placement are different FluxPipeline problems." }, { "left": "issue:1941", "right": "issue:2177", "accept": false, - "reason": "Unable to load a custom UnCLIP pipeline vs cannot load pretrained AutoencoderKL; different loading paths." + "reason": "Custom pipeline loading for UnCLIP and AutoencoderKL loading are unrelated." }, { "left": "issue:2761", "right": "issue:709", "accept": false, - "reason": "One asks for docs on UNet1DModel.extra_in_channels; the other is a generic forward docstring documentation task." + "reason": "Both are documentation-related, but they concern different APIs and different docs work." }, { "left": "issue:3978", "right": "issue:6283", "accept": false, - "reason": "MPS img2img failure vs ControlNet img2img strength=0 edge case; unrelated issues." + "reason": "MPS img2img failure and SDXL ControlNet strength=0 behavior are different pipeline-specific bugs." }, { "left": "issue:6632", "right": "issue:8588", "accept": false, - "reason": "A question about save_state in LoRA training scripts vs a missing SD3 conversion script; not the same bug or change." + "reason": "Lora training save_state question and missing SD3 conversion script are unrelated." + }, + { + "left": "issue:1083", + "right": "issue:2495", + "accept": false, + "reason": "FP16 ONNX incorrect output and MPS black image are different backend-specific bugs." + }, + { + "left": "issue:7415", + "right": "issue:9476", + "accept": false, + "reason": "Both involve bfloat16, but one is TPU AutoencoderKL behavior and the other is Flux training validation; not the same code path." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and the soft-edge verdicts are conservative. The one accepted pair, issue:4376 and issue:4638, is a well-supported duplicate-like match about SDXL textual inversion failing. The remaining pairs are reasonably rejected with distinct root causes or different feature requests." + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The only accepted duplicate-like pair, issue:4376 vs issue:4638, is supported by both titles pointing to SDXL `load_textual_inversion`, while the rest are reasonably kept separate based on differing pipelines, APIs, or failure modes." }, "evaluator_used": true, "retried": false, @@ -57611,25 +57672,26 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10016", "issue:10336", "issue:10671", - "issue:1083", "issue:11396", "issue:11432", "issue:1161", "issue:12052", "issue:12728", + "issue:12783", + "issue:13105", "issue:13446", "issue:1434", "issue:1704", "issue:2331", "issue:2402", - "issue:2495", "issue:3249", "issue:3406", + "issue:3915", "issue:4232", "issue:4410", "issue:4450", @@ -57646,9 +57708,9 @@ "issue:6176", "issue:6460", "issue:6548", + "issue:660", "issue:6666", "issue:7294", - "issue:7415", "issue:7574", "issue:7575", "issue:759", @@ -57657,14 +57719,11 @@ "issue:8809", "issue:9148", "issue:9303", - "issue:9476", "issue:9637", "issue:9680", "issue:9792" ], "soft_pairs": [ - "issue:1083|issue:2495", - "issue:7415|issue:9476", "issue:11432|issue:13446", "issue:1434|issue:4674", "issue:8809|issue:9637", @@ -57686,180 +57745,182 @@ "issue:6460|issue:9148", "issue:2402|issue:4880", "issue:2331|issue:4232", - "issue:6162|issue:7575" + "issue:6162|issue:7575", + "issue:12783|issue:13105", + "issue:3915|issue:660" ], - "prepared_review_unit_hash": "cba4b3945b9facb5a6a20ebd8fddf15a14132d381538182d3ed45a476e08baa9", + "prepared_review_unit_hash": "b652476af8e2324a7cc2f0f5d5202d41963700d3485d5437e23da0c37b4d5e33", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34276, - "estimated_input_tokens": 8569, - "estimated_eval_tokens": 17394 + "serialized_chars": 34211, + "estimated_input_tokens": 8553, + "estimated_eval_tokens": 17362 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are only superficially similar; they cover different bugs, APIs, platforms, and feature requests. I would not merge any of them as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "No canonical issue: the set is heterogeneous, and the soft pairs do not describe the same underlying bug or change.", + "summary": "The cluster is heterogeneous and the soft pairs are only superficially similar; none look like true duplicates or mergeable PR equivalents.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: these items cover unrelated bugs/features across model loading, training, attention kernels, device/dtype placement, and pipeline-specific behavior.", "canonical_pr_reason": null, - "best_issue_reason": "issue:13446 is the strongest standalone representative: it is open, substantive, and describes a concrete from_pretrained trust-check problem with clear code impact.", + "best_issue_reason": "issue:10671 is the clearest self-contained runtime bug report and the most broadly phrased issue, but it is still not representative enough to unify this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:1083", - "right": "issue:2495", - "accept": false, - "reason": "Different platforms and failures: FP16 ONNX output correctness vs MPS black-image rendering." - }, - { - "left": "issue:7415", - "right": "issue:9476", - "accept": false, - "reason": "Different components and symptoms: TPU bfloat16 AutoencoderKL behavior vs Flux LoRA validation dtype mismatch." - }, { "left": "issue:11432", "right": "issue:13446", "accept": false, - "reason": "One is a torch_dtype='auto' loading bug; the other is a custom_pipeline trust/security check." + "reason": "Different problems: torch_dtype='auto' handling vs custom_pipeline trust verification." }, { "left": "issue:1434", "right": "issue:4674", "accept": false, - "reason": "Both mention memory, but one is OOM on large upscales while the other is a width/height-switch memory leak." + "reason": "Both mention memory, but one is upscaler OOM and the other is a width/height switching leak." }, { "left": "issue:8809", "right": "issue:9637", "accept": false, - "reason": "Different code paths: feedforward output inconsistency vs xFormers attention-mask/bfloat sequence-length failure." + "reason": "Different code paths: feedforward sequence-length inconsistency vs XFormers attention-mask/bfloat issue." }, { "left": "issue:10016", "right": "issue:4410", "accept": false, - "reason": "Both are model-load shape mismatches, but they involve different tensors, models, and loading paths." + "reason": "Both are shape mismatches on loading, but they involve different parameters and likely different model components." }, { "left": "issue:6176", "right": "issue:7574", "accept": false, - "reason": "Different failure types: LoRA weight loading after training vs a KeyError on a missing checkpoint key." + "reason": "Different state-dict/loading failures: LoRA reload after dreambooth training vs a missing key error." }, { "left": "issue:6666", "right": "issue:8729", "accept": false, - "reason": "Both involve validation images, but the reported problems differ: black outputs vs an unexpected validation sample in a training script." + "reason": "Both touch validation images, but the symptoms and training scripts are different." }, { "left": "issue:5368", "right": "issue:5897", "accept": false, - "reason": "Different mismatch classes: fp16 dtype mismatch in attention vs CPU/CUDA device mismatch during LoRA training." + "reason": "One is fp16 Q/K/V dtype mismatch; the other is CPU/CUDA device mismatch during LoRA training." }, { "left": "issue:4450", "right": "issue:7294", "accept": false, - "reason": "Both are training-related, but one is multi-text inversion not working and the other is a wrong text-encoder grad setting in Custom Diffusion." + "reason": "Different training bugs: multi-text-inversion behavior vs incorrect text-encoder grad settings." }, { "left": "issue:6132", "right": "issue:9303", "accept": false, - "reason": "Feature request mismatch: adding LOADABLE_CLASSES vs adding a new VEnhancer model/pipeline." + "reason": "These are unrelated requests: loadable class support vs a new Flux inpainting pipeline." }, { "left": "issue:12052", "right": "issue:12728", "accept": false, - "reason": "Same model family, but different concrete bugs: offloading device-mismatch multiply vs torch.compile/channels_last/Dynamo unsupported behavior." + "reason": "Same model family, but one is offloading device mismatch and the other is torch.compile/channels_last/Dynamo unsupported behavior." }, { "left": "issue:5647", "right": "issue:5799", "accept": false, - "reason": "Different inpainting strength issues: a strength==1 bug vs a keyword-argument/API request for strength." + "reason": "Similar word 'strength', but one is an inpaint edge-case bug and the other is API usage/documentation around the argument." }, { "left": "issue:1161", "right": "issue:759", "accept": false, - "reason": "Unrelated tasks: Flax-to-PyTorch conversion vs optional full-model saving for textual inversion." + "reason": "Unrelated topics: Flax-to-PyTorch conversion vs textual inversion saving behavior." }, { "left": "issue:4724", "right": "issue:6548", "accept": false, - "reason": "Both touch img2img, but one is SDXL base checkpoint behavior and the other is RGBA inputs being misread as latents." + "reason": "Both are img2img-related, but one is checkpoint compatibility and the other is RGBA latent handling." }, { "left": "issue:8469", "right": "issue:9680", "accept": false, - "reason": "Different pipelines and symptoms: corrupt IP-Adapter faces vs broken SDXL unconditional generation." + "reason": "Different pipelines and failures: broken IP-Adapter faces vs SDXL unconditional generation." }, { "left": "issue:3249", "right": "issue:6164", "accept": false, - "reason": "Unrelated bugs: an invalid AttnUpBlock2D argument vs incorrect handling of latent output type." + "reason": "Different issues: an invalid AttnUpBlock2D argument vs latent output handling in StableDiffusionPipeline." }, { "left": "issue:10336", "right": "issue:10671", "accept": false, - "reason": "Different problem classes: Sana activation explosion/clamping vs a deterministic dtype/device getter issue in DiffusionPipeline." + "reason": "Different symptoms and subsystems: Sana activation explosion vs DiffusionPipeline dtype/device determinism." }, { "left": "issue:11396", "right": "issue:9792", "accept": false, - "reason": "Conversion/help request vs dataset cache-mapping failure; no shared underlying bug." + "reason": "A user conversion question and a dataset cache-loading bug are unrelated." }, { "left": "issue:1704", "right": "issue:3406", "accept": false, - "reason": "A question about attention blocks is not the same as a bug in only_cross_attention=True handling." + "reason": "One is a generic attention question; the other is a specific only_cross_attention bug." }, { "left": "issue:6460", "right": "issue:9148", "accept": false, - "reason": "Loading an existing inpainting model hanging is not the same as requesting a new Flux inpainting pipeline." + "reason": "Model loading hang vs a request to add a new inpainting pipeline." }, { "left": "issue:2402", "right": "issue:4880", "accept": false, - "reason": "Environment/runtime CUDA support error vs ControlNet input-type validation error." + "reason": "Environment CUDA availability error vs ControlNet image input type validation." }, { "left": "issue:2331", "right": "issue:4232", "accept": false, - "reason": "A new ControlNet pipeline request is not the same as training/inference code for instruct-pix2pix with controlnet conditioning." + "reason": "Related domain, but one is a ControlNet pipeline feature request and the other is instruct-pix2pix training/inference code." }, { "left": "issue:6162", "right": "issue:7575", "accept": false, - "reason": "Both are shape errors, but they occur in different models/components and likely different fixes." + "reason": "Different shape-mismatch bugs in different components (IP-Adapters vs Transformer2DModel/adanorm)." + }, + { + "left": "issue:12783", + "right": "issue:13105", + "accept": false, + "reason": "Both report noisy output, but one is Sage Attention on sm90 and the other is a Wan2.1 model output issue." + }, + { + "left": "issue:3915", + "right": "issue:660", + "accept": false, + "reason": "Different failures: torch.compile on text-to-video pipelines vs MPS fp16 dtype/revision handling." } ] }, @@ -57878,10 +57939,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10382", "issue:1062", @@ -57891,8 +57952,6 @@ "issue:11569", "issue:12110", "issue:12633", - "issue:12783", - "issue:13105", "issue:1463", "issue:1566", "issue:1672", @@ -57905,11 +57964,11 @@ "issue:3045", "issue:3087", "issue:3139", + "issue:337", "issue:3467", "issue:3647", "issue:3689", "issue:384", - "issue:3915", "issue:3944", "issue:4331", "issue:460", @@ -57920,20 +57979,21 @@ "issue:5518", "issue:5574", "issue:5575", - "issue:660", "issue:6790", "issue:7054", + "issue:7243", "issue:7454", "issue:7629", "issue:8560", + "issue:8565", "issue:861", "issue:8613", + "issue:917", "issue:9216", - "issue:9264" + "issue:9264", + "issue:9362" ], "soft_pairs": [ - "issue:12783|issue:13105", - "issue:3915|issue:660", "issue:2695|issue:3467", "issue:3689|issue:7454", "issue:5574|issue:5575", @@ -57955,180 +58015,189 @@ "issue:8560|issue:8613", "issue:10672|issue:11569", "issue:1463|issue:384", - "issue:5000|issue:5518" + "issue:5000|issue:5518", + "issue:8565|issue:9362", + "issue:7243|issue:9216", + "issue:337|issue:917" ], - "prepared_review_unit_hash": "dcc6f1f8f5d4dd7ca2f204e6f07be128d40fea0c53d536ed09c54333fa655885", + "prepared_review_unit_hash": "0d69a17d5a868f233515c2cf3b97eab1bdc180bb45edd1718015ba6cdc61fe0e", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 24, - "serialized_chars": 33220, - "estimated_input_tokens": 8305, - "estimated_eval_tokens": 16866 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34020, + "estimated_input_tokens": 8505, + "estimated_eval_tokens": 17266 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly weak title-level similarities across different models, schedulers, or training features. I don\u2019t see any pair that is safely the same underlying bug/change, so all soft edges should be rejected.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: it mixes unrelated bugs, feature requests, environment issues, and training/model-specific reports. There is no strong duplicate core across the set.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out; the items span distinct subsystems and failure modes (schedulers, LoRA loading/fusing, training OOMs, conversion scripts, and missing deps).", "canonical_pr_reason": null, - "best_issue_reason": "issue:12633 is the clearest standalone bug report here: it names a specific scheduler path, a precise mismatch condition (`timestep_spacing='linspace'`), and should be easy to triage.", + "best_issue_reason": "issue:12633 is the most concrete, code-path-specific bug report here and the closest fit for a duplicate anchor, but only for scheduler-timestep issues\u2014not the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:12783", - "right": "issue:13105", - "accept": false, - "reason": "Both mention noisy/confetti output, but one is about Sage Attention sm90 and the other about a Wan model outputting noise; different failure contexts and likely different fixes." - }, - { - "left": "issue:3915", - "right": "issue:660", - "accept": false, - "reason": "`torch.compile` on text-to-video pipelines is unrelated to MPS fp16 image generation; shared wording is only about PyTorch/runtime settings." - }, { "left": "issue:2695", "right": "issue:3467", "accept": false, - "reason": "Both concern training workflows and validation/resume behavior, but one is Tensorboard validation failure in ControlNet training and the other is wrong resume step with gradient accumulation." + "reason": "Different bugs: tensorboard validation crash vs resuming at the wrong step with gradient accumulation." }, { "left": "issue:3689", "right": "issue:7454", "accept": false, - "reason": "Both are LoRA-related, but one asks how to unload weights after loading and the other is a generic feature request for LoRA support; not the same bug/change." + "reason": "Both mention LoRA, but one is about unloading weights after load and the other is a generic support request." }, { "left": "issue:5574", "right": "issue:5575", "accept": false, - "reason": "Both are LoRA training questions, but one is about training part of UNet attention parameters and the other about hidden size for `transformer_in`; distinct configuration issues." + "reason": "Both are LoRA training questions, but they ask about different parameters and are not the same bug/change." }, { "left": "issue:1931", "right": "issue:2440", "accept": false, - "reason": "Both involve float16-related failures, but one is a scalar type mismatch in Stable Diffusion 2 and the other is an inpainting model load error in float16; different code paths." + "reason": "Both involve float16, but one is a dtype mismatch during Stable Diffusion 2 usage and the other is an inpainting model load error." }, { "left": "issue:2266", "right": "issue:460", "accept": false, - "reason": "Both relate to performance/runtime on specific hardware setups, but one is sequential CPU offload slowdown and the other is ONNX runtime backend selection; not the same issue." + "reason": "Different support/performance problems: CPU offload slowdown vs ONNX runtime dependency selection." }, { "left": "issue:3045", "right": "issue:3139", "accept": false, - "reason": "One is about converting LoRA safetensors to diffusers, the other about using a safetensors file for generation; adjacent topics but different user needs." + "reason": "Conversion of LoRA safetensors to diffusers is not the same as asking how to use a safetensors file for generation." }, { "left": "issue:6790", "right": "issue:7054", "accept": false, - "reason": "Both mention LoRA/LCM training state handling, but one is a missing key in a training state_dict and the other is input state_dict being emptied by `load_lora_weights`; different bugs." + "reason": "Both concern LoRA/LCM internals, but one is a state_dict key mismatch and the other is input state_dict mutation." }, { "left": "issue:1062", "right": "issue:4331", "accept": false, - "reason": "Both reference DreamBooth results, but one is a general inability to reproduce paper results and the other is a mismatch between two training scripts; not the same defect." + "reason": "Dreambooth result mismatch and training-script result differences are related only broadly, not the same concrete issue." }, { "left": "issue:10382", "right": "issue:12110", "accept": false, - "reason": "One reports a VAE encoder return-type mismatch causing AttributeError; the other is a UNet1DModel GaussianFourier initialization bug. Different modules and failures." + "reason": "Different code paths: VAE encoder return-type mismatch vs UNet1D GaussianFourier initialization bug." }, { "left": "issue:10695", "right": "issue:12633", "accept": false, - "reason": "Both concern DDIM scheduler timestep handling, but one is DDIMInverseScheduler previous timestep calculation and the other is DDIMScheduler spacing mismatch; related area, not the same bug." + "reason": "Both are scheduler timestep bugs, but they affect different schedulers and different calculations; not mergeable as one fix." }, { "left": "issue:1566", "right": "issue:3647", "accept": false, - "reason": "Both touch DreamBooth training, but one crashes after saving with fp16 output and the other is training with DeepFloyd; different scenarios and failure modes." + "reason": "Both involve Dreambooth, but one is a checkpoint-save crash and the other is training with DeepFloyd." }, { "left": "issue:2984", "right": "issue:3087", "accept": false, - "reason": "Latent Video Diffusion Models and LyCORIS support are separate feature requests with no shared concrete bug or code path." + "reason": "A model-paper/project entry is unrelated to a LoRA model-support request." }, { "left": "issue:3944", "right": "issue:4912", "accept": false, - "reason": "Both ask for more LoRA/customization support, but one is network rank customization in Dreambooth and the other is converting custom SDXL checkpoints; different requests." + "reason": "Both are about LoRA/customization, but one asks for custom network rank in training while the other asks about converting CivitAI SDXL checkpoints." }, { "left": "issue:9216", "right": "issue:9264", "accept": false, - "reason": "A general multi-model pipeline idea and a Flux inpainting feature request are unrelated feature requests." + "reason": "One is a custom multi-model pipeline idea; the other is a request for an inpainting model for Flux." }, { "left": "issue:2549", "right": "issue:4692", "accept": false, - "reason": "Both mention UNet2DConditionModel, but one says the model doesn't work for SD 2.0 and the other asks about memory usage; not the same bug." + "reason": "Both mention UNet2DConditionModel, but one is a functional failure on SD2.0 while the other is a memory concern." }, { "left": "issue:1672", "right": "issue:861", "accept": false, - "reason": "Both are conversion-related, but one reports wrong image size after ckpt-to-diffusers conversion and the other cannot convert a ckpt model at all; different failure points." + "reason": "Both are conversion-related, but one reports wrong output size after a conversion script and the other is a general checkpoint-to-diffusers conversion failure." }, { "left": "issue:11223", "right": "issue:7629", "accept": false, - "reason": "Both are OOM reports, but one is layer-wise upcasting with WAN and LoRAs, while the other is SVD on PyTorch 1.13.1 versus 2.x; different root causes." + "reason": "Both are OOM reports, but they concern different models and runtime environments; not the same underlying bug." }, { "left": "issue:1463", "right": "issue:5402", "accept": false, - "reason": "One is a missing `datasets` dependency, the other is an import error for `compute_snr`; both are import issues but unrelated packages/functions." + "reason": "Different missing-package/import errors: datasets vs compute_snr." }, { "left": "issue:8560", "right": "issue:8613", "accept": false, - "reason": "Both are OOM reports, but one is SD3 training on a 4090 and the other is caption-column OOM during dataset processing; different stages and triggers." + "reason": "Both are OOM issues, but one is SD3 training on a 4090 and the other is caption_column memory usage during dataset processing." }, { "left": "issue:10672", "right": "issue:11569", "accept": false, - "reason": "A pipeline callback feature request and a repo request for a specific model are unrelated enhancement requests." + "reason": "A callback support request is unrelated to a repo request for a specific model release." }, { "left": "issue:1463", "right": "issue:384", "accept": false, - "reason": "Both are missing-module style errors, but one is absent `datasets` and the other is a `DiagonalGaussianDistribution` attribute error; different problems." + "reason": "Different import/runtime failures: missing datasets package vs missing latent_dist attribute." }, { "left": "issue:5000", "right": "issue:5518", "accept": false, - "reason": "Both involve LoRA-related regressions, but one is unfusing after fuse/unfuse and the other is a `ModuleList` missing `time`; not the same code path." + "reason": "Both involve LoRA behavior, but one is unfusing regression and the other is a ModuleList attribute error in a different LoRA path." + }, + { + "left": "issue:8565", + "right": "issue:9362", + "accept": false, + "reason": "Both are IndexError reports, but they arise in different pipelines and with different off-by-one contexts." + }, + { + "left": "issue:7243", + "right": "issue:9216", + "accept": false, + "reason": "ResAdapter is a specific adapter-model issue, while the other is a generic multi-model pipeline proposal." + }, + { + "left": "issue:337", + "right": "issue:917", + "accept": false, + "reason": "These are both old image-generation bugs, but one is img2img/text-guided inpainting and the other is an ONNX inpainting error; not the same bug." } ] }, @@ -58147,26 +58216,30 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10147", "issue:10887", "issue:10893", "issue:10987", "issue:11010", + "issue:11109", "issue:11374", + "issue:11592", + "issue:12009", "issue:12149", + "issue:12396", "issue:12575", "issue:12666", + "issue:12887", "issue:13067", "issue:1909", "issue:2806", "issue:319", "issue:322", - "issue:337", "issue:4390", "issue:4609", "issue:5166", @@ -58182,29 +58255,22 @@ "issue:6586", "issue:6685", "issue:7223", - "issue:7243", "issue:7312", "issue:7417", "issue:7428", "issue:8482", "issue:8543", - "issue:8565", + "issue:8667", "issue:8880", "issue:8918", "issue:8994", - "issue:917", - "issue:9216", "issue:9258", - "issue:9362", "issue:938", "issue:9393", "issue:9665", "issue:9732" ], "soft_pairs": [ - "issue:8565|issue:9362", - "issue:7243|issue:9216", - "issue:337|issue:917", "issue:5593|issue:7417", "issue:11010|issue:12575", "issue:1909|issue:2806", @@ -58225,180 +58291,183 @@ "issue:10893|issue:13067", "issue:12149|issue:12666", "issue:4609|issue:938", - "issue:5966|issue:6412" + "issue:5966|issue:6412", + "issue:12009|issue:12887", + "issue:11592|issue:12396", + "issue:11109|issue:8667" ], - "prepared_review_unit_hash": "0390b8ccd35da16fb178492bab8f56a29b5aa3b628966d6a6cfed5629a1b870f", + "prepared_review_unit_hash": "384169c2a9c3c2d45d7c1b6129ad104ff80757b969beef2eba82c16ad4047874", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33304, - "estimated_input_tokens": 8326, - "estimated_eval_tokens": 16908 + "serialized_chars": 33399, + "estimated_input_tokens": 8350, + "estimated_eval_tokens": 16956 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: it mixes unrelated feature requests, model-support asks, training bugs, and API issues. None of the soft pairs look like the same underlying bug/change, so all should be rejected. The closest representative issue is the broad multi-view generation feature request, but even that is only a loose thematic fit, not a true duplicate anchor.", - "confidence": 0.31, - "canonical_issue_reason": "Issue 10147 is the broadest open feature request in the set and best matches the general 'add model support' theme, though the cluster is not a true duplicate group.", - "canonical_pr_reason": null, - "best_issue_reason": "10147 is the most generic, representative open issue among mostly model-support requests; it can serve as a loose anchor even though the set is not a coherent duplicate cluster.", + "summary": "No strong duplicate cluster emerges; most items are unrelated feature requests or distinct bugs. The only borderline case is the Flux Lora `delete_adapters` area, but it is still too specific/different to merge with confidence.", + "confidence": 0.74, + "canonical_issue_reason": "No clear canonical issue for the cluster: the items span many unrelated model-support requests, training bugs, and regressions, with no pair clearly describing the same underlying problem.", + "canonical_pr_reason": "No PRs were provided.", + "best_issue_reason": "issue:11592 is the most concrete and actionable standalone bug report: it names a specific regression in `FluxLoraLoaderMixin.delete_adapters` and is close to the only somewhat related follow-up issue.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:8565", - "right": "issue:9362", - "accept": false, - "reason": "Both mention IndexError, but they refer to different pipelines and failure modes; not the same bug." - }, - { - "left": "issue:7243", - "right": "issue:9216", - "accept": false, - "reason": "Both are about new pipeline/model composition, but they are different feature requests and code changes." - }, - { - "left": "issue:337", - "right": "issue:917", - "accept": false, - "reason": "Both concern inpainting, but one is an img2img/text-guided bug and the other is an ONNX inpainting error; not the same issue." - }, { "left": "issue:5593", "right": "issue:7417", "accept": false, - "reason": "ControlNet AutoPipeline failure and a Mac LoRA-fuse test failure are unrelated code paths." + "reason": "Different problems: `AutoPipeline.from_pipe` with ControlNet pipelines versus a Mac-specific LoRA fuse NaN failure." }, { "left": "issue:11010", "right": "issue:12575", "accept": false, - "reason": "A Flux/Chroma model-support request is not the same as an attention-backend check error." + "reason": "Both are Chroma/Flux-related, but one is a model architecture request and the other is an attention-backend check error; not the same bug." }, { "left": "issue:1909", "right": "issue:2806", "accept": false, - "reason": "Generator handling in schedulers and pipeline printing/customization are different API problems." + "reason": "Generator API mismatch versus custom pipeline printing; distinct behaviors and code paths." }, { "left": "issue:10147", "right": "issue:7223", "accept": false, - "reason": "Both are feature requests for new generation capabilities, but MV-Adapter multi-view support and Latte video support are distinct model integrations." + "reason": "Separate feature requests for multi-view generation and video generation support." }, { "left": "issue:10887", "right": "issue:11374", "accept": false, - "reason": "Importing StableDiffusionXLTrainer and CogVideoX ControlNet integration are unrelated." + "reason": "Import error for `StableDiffusionXLTrainer` is unrelated to SkyReels-V2 support integration." }, { "left": "issue:10987", "right": "issue:8482", "accept": false, - "reason": "A general spatio-temporal model request and SD3 model support are different features." + "reason": "Generic spatio-temporal models versus SD3-medium support; different requests." }, { "left": "issue:4390", "right": "issue:5166", "accept": false, - "reason": "Missing requirements and a missing VQVAE scaling factor are different bugs." + "reason": "Missing dependencies in setup versus a VQVAE scaling-factor bug; not the same issue." }, { "left": "issue:5371", "right": "issue:7428", "accept": false, - "reason": "BLIP inpainting support and layer diffusion are different feature requests." + "reason": "Different feature requests: BLIP inpainting support versus layer diffusion support." }, { "left": "issue:6073", "right": "issue:9732", "accept": false, - "reason": "Both involve DreamBooth guides, but one is a beginner setup error and the other is CUDA OOM during Flux training." + "reason": "A beginner DreamBooth setup error is not the same as Flux DreamBooth CUDA OOM during training." }, { "left": "issue:6287", "right": "issue:8918", "accept": false, - "reason": "Setup dependency cleanup and a broken SD3 dreambooth script are unrelated." + "reason": "Unused dependencies in `setup.py` is unrelated to the SD3 DreamBooth script being broken." }, { "left": "issue:6685", "right": "issue:8543", "accept": false, - "reason": "Absolute output_dir path handling and SD3 gradient checkpointing are different bugs." + "reason": "Absolute `output_dir` support and gradient-checkpointing failure are different DreamBooth issues." }, { "left": "issue:8880", "right": "issue:9258", "accept": false, - "reason": "Both are performance complaints, but they concern different workloads and environments." + "reason": "Both mention speed, but one is a version regression and the other is a Windows-vs-Linux performance gap; not the same change or bug." }, { "left": "issue:6545", "right": "issue:6586", "accept": false, - "reason": "A training/inference modularization tracker and SDXL micro-conditioning tracker are different changes." + "reason": "A tracker for modularizing inference is unrelated to micro-conditioning support for SDXL trainers." }, { "left": "issue:319", "right": "issue:322", "accept": false, - "reason": "Both are early diffusion model requests, but VQ-Diffusion and V-Diffusion are distinct model families." + "reason": "Two different model families (`VQ-Diffusion` vs `V-Diffusion`), not duplicates." }, { "left": "issue:5605", "right": "issue:7312", "accept": false, - "reason": "Per-image caption support for DreamBooth and AlignProp support are different training features." + "reason": "Per-image caption support for DreamBooth is unrelated to AlignProp direct reward finetuning support." }, { "left": "issue:9393", "right": "issue:9665", "accept": false, - "reason": "Both involve DeepSpeed, but one is a save-model failure and the other is accelerator.prepare() behavior." + "reason": "Both involve DeepSpeed, but one is a save-model failure and the other is `accelerator.prepare()` behavior; different concrete bugs." }, { "left": "issue:5931", "right": "issue:8994", "accept": false, - "reason": "Nondeterministic generation and generation steps stuck at 0 are different bugs." + "reason": "Nondeterministic generation and steps stuck at 0 are distinct symptoms with different likely causes." }, { "left": "issue:10893", "right": "issue:13067", "accept": false, - "reason": "CogVideoX ControlNet integration and Anima support are separate model feature requests." + "reason": "Separate feature requests for CogVideoX ControlNet and Anima support." }, { "left": "issue:12149", "right": "issue:12666", "accept": false, - "reason": "Both mention release mismatch or missing pipelines, but they are different versioning/support problems." + "reason": "Package/source version misalignment is not the same as missing Kandinsky 5.0 video pipeline support." }, { "left": "issue:4609", "right": "issue:938", "accept": false, - "reason": "A specific T2I-Adapter model request and a human motion diffusion model request are unrelated." + "reason": "Different model requests: a T2I adapter model versus a human motion diffusion model." }, { "left": "issue:5966", "right": "issue:6412", "accept": false, - "reason": "ControlNet for SD2.1 and ControlNet annotators to ONNX are different parts of the stack and different changes." + "reason": "ControlNet model support and ControlNet annotator ONNX export are related only broadly, not the same issue." + }, + { + "left": "issue:12009", + "right": "issue:12887", + "accept": false, + "reason": "Both are `from_single_file` loading failures, but they concern different models and error paths." + }, + { + "left": "issue:11592", + "right": "issue:12396", + "accept": false, + "reason": "Related `delete_adapters` area, but one is a regression report and the other is a specific `leaf_level` interaction; too specific to treat as the same underlying bug without stronger evidence." + }, + { + "left": "issue:11109", + "right": "issue:8667", + "accept": false, + "reason": "Different mismatch failures in different model components: depth LoRA transformer layers versus SD3ControlNet image-size handling." } ] }, @@ -58417,10 +58486,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10003", "issue:10147", @@ -58428,15 +58497,13 @@ "issue:10639", "issue:1083", "issue:11093", - "issue:11109", "issue:11223", "issue:11229", "issue:11315", + "issue:11536", + "issue:11540", "issue:11592", - "issue:12009", - "issue:12396", "issue:12567", - "issue:12887", "issue:13286", "issue:1539", "issue:2177", @@ -58446,12 +58513,14 @@ "issue:3379", "issue:3537", "issue:3799", + "issue:4210", "issue:4376", "issue:4949", "issue:4969", "issue:5455", "issue:5510", "issue:5576", + "issue:5661", "issue:5689", "issue:6186", "issue:656", @@ -58461,7 +58530,6 @@ "issue:8482", "issue:8504", "issue:8641", - "issue:8667", "issue:8790", "issue:9069", "issue:9166", @@ -58472,9 +58540,6 @@ "issue:9496" ], "soft_pairs": [ - "issue:12009|issue:12887", - "issue:11592|issue:12396", - "issue:11109|issue:8667", "issue:11592|issue:13286", "issue:3097|issue:4376", "issue:3537|issue:7368", @@ -58496,186 +58561,182 @@ "issue:10542|issue:11093", "issue:5510|issue:9225", "issue:10147|issue:8790", - "issue:10639|issue:8641" + "issue:10639|issue:8641", + "issue:11536|issue:11540", + "issue:4210|issue:5661" ], - "prepared_review_unit_hash": "815f57ac2a638473d81dbe5c930554ca5953b3704818ed92ed88c9189d5a1fbe", + "prepared_review_unit_hash": "9c420272417b3d1bf0d568577c5302aee15dec57bdeafb15ca2ba715967ade4e", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 25, - "serialized_chars": 33615, - "estimated_input_tokens": 8404, - "estimated_eval_tokens": 17064 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 32877, + "estimated_input_tokens": 8220, + "estimated_eval_tokens": 16696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All proposed soft edges are superficial title-level similarities rather than the same underlying bug or feature change. The set mixes unrelated models, pipelines, export/type issues, and feature requests, so every candidate pair is rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No true canonical issue stands out; the cluster is heterogeneous and the soft matches only share broad wording.", + "summary": "All soft-edge pairs are false positives: they share broad model/runtime themes, but each pair describes a different underlying bug, feature request, or code path. No duplicate cluster is supported here.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:11229 is the best standalone representative because it is a concrete, reproducible bug report with clear SDXL/MPS context and actionable symptoms.", + "best_issue_reason": "issue:11540 is the most detailed and actionable standalone bug report in the set, but it is not a duplicate target for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:12009", - "right": "issue:12887", - "accept": false, - "reason": "Both involve from_single_file loading, but they target different models and failure modes (Wan2.2 GGUF meta-tensor copy error vs z-image-turbo load errors)." - }, - { - "left": "issue:11592", - "right": "issue:12396", - "accept": false, - "reason": "Both mention delete_adapters, but 11592 is a FluxLoraLoaderMixin regression while 12396 is a separate leaf_level + delete_adapters error path." - }, - { - "left": "issue:11109", - "right": "issue:8667", - "accept": false, - "reason": "Different bugs: depth LoRA transformer-layer mismatch vs SD3ControlNet image-size mismatch." - }, { "left": "issue:11592", "right": "issue:13286", "accept": false, - "reason": "Unrelated problems: adapter deletion regression vs unsupported torchao quantization version." + "reason": "FluxLoRA adapter deletion regression vs torchao quantization support request; unrelated failures." }, { "left": "issue:3097", "right": "issue:4376", "accept": false, - "reason": "Both touch textual inversion, but one is a no-op report and the other is a pipeline crash in SDXL; different concrete failures." + "reason": "Both involve textual inversion, but one is a no-op bug and the other is an SDXL crash; different symptoms and likely different causes." }, { "left": "issue:3537", "right": "issue:7368", "accept": false, - "reason": "A controlnet conversion script request and GLIGEN training support are different changes with no shared bug." + "reason": "ControlNet conversion script vs GLIGEN training support; different features entirely." }, { "left": "issue:3799", "right": "issue:7535", "accept": false, - "reason": "Both are typing-related, but one is scheduler type inference and the other is a FloatTensor type-hint incompatibility." + "reason": "Scheduler type inference issue vs a Tensor type-hint mismatch; not the same bug." }, { "left": "issue:5576", "right": "issue:6186", "accept": false, - "reason": "A new scheduler request and i2vgen-xl support are unrelated feature requests." + "reason": "FreeNoise scheduler request vs i2vgen-xl implementation request; separate feature work." }, { "left": "issue:11223", "right": "issue:12567", "accept": false, - "reason": "Different symptoms and code paths: WAN LoRA OOM with layer-wise upcasting vs noise from Ulysses Attention." + "reason": "WAN LoRA OOM with layer-wise upcasting vs Ulysses Attention producing noise; distinct runtime problems." }, { "left": "issue:10003", "right": "issue:9362", "accept": false, - "reason": "Scheduler bugs at 1000 steps and an index-out-of-bounds error are not the same underlying issue." + "reason": "DDIM/DDPM step-count bug vs an index out-of-bounds error; different code paths." }, { "left": "issue:2830", "right": "issue:4949", "accept": false, - "reason": "Both are video-related questions, but one asks about image/text-to-video with ModelScope and the other is about ProPainter in/outpainting." + "reason": "Modelscope image/text-to-video question vs ProPainter in/outpainting request; different model use cases." }, { "left": "issue:3171", "right": "issue:3537", "accept": false, - "reason": "LPW prompt support for ControlNet and a ControlNet conversion script are different requests." + "reason": "LPW prompt handling in ControlNet vs a ControlNet conversion script; not the same issue." }, { "left": "issue:8482", "right": "issue:8504", "accept": false, - "reason": "SD3-medium core support and choosing text encoders for SD3-medium are related only broadly; they are not the same concrete change." + "reason": "General SD3-Medium support vs selecting which text encoders to train; related area, but different change requests." }, { "left": "issue:2177", "right": "issue:3379", "accept": false, - "reason": "Different loading failures: pretrained AutoencoderKL vs Dreambooth intermediate checkpoint loading." + "reason": "AutoencoderKL loading failure vs DreamBooth checkpoint loading failure; unrelated bugs." }, { "left": "issue:9370", "right": "issue:9496", "accept": false, - "reason": "Both are SD3 forward-path errors, but one is a missing pooled_projection argument and the other is a different ControlNet forward failure." + "reason": "Missing pooled_projection argument in one forward path vs SD3ControlNetModel forward error; different concrete failures." }, { "left": "issue:11229", "right": "issue:11315", "accept": false, - "reason": "Both mention MPS, but NaNs from attention slicing and float64 rope breaking on MPS have different causes and fixes." + "reason": "MPS NaNs from attention slicing vs MPS breakage from float64 rope implementation; same platform, different root causes." }, { "left": "issue:1083", "right": "issue:1539", "accept": false, - "reason": "An FP16 ONNX correctness issue and a conversion-script type-int bug are unrelated." + "reason": "FP16 ONNX incorrect output vs conversion-script int typing bug; unrelated." }, { "left": "issue:4969", "right": "issue:656", "accept": false, - "reason": "CrossAttention import failure and a Dreambooth training error on 16GB GPUs are different issues." + "reason": "ImportError for CrossAttention vs DreamBooth training error on 16GB GPU; no shared underlying defect." }, { "left": "issue:5455", "right": "issue:7606", "accept": false, - "reason": "A subprocess failure in a notebook and a deprecated LoRA processor warning are not the same bug." + "reason": "DreamBooth+lora notebook subprocess failure vs deprecated Kandinsky LoRA processor; different problems." }, { "left": "issue:9069", "right": "issue:9298", "accept": false, - "reason": "These are different type/storage problems: ndarray type mismatch vs missing Float8 storage object." + "reason": "NumPy type mismatch vs missing Float8 storage object; unrelated compatibility issues." }, { "left": "issue:5689", "right": "issue:9166", "accept": false, - "reason": "Residual noise in DPM++ output and unexpected apply_overlay behavior are separate issues in different subsystems." + "reason": "Residual noise in SDXL DPM++ outputs vs unexpected overlay behavior; similar output complaints, but different code paths." }, { "left": "issue:10542", "right": "issue:11093", "accept": false, - "reason": "Hunyuan Video batch-size breakage and a broken TorchAO example are unrelated." + "reason": "Hunyuan Video batch-size regression vs TorchAO example breakage; not the same bug." }, { "left": "issue:5510", "right": "issue:9225", "accept": false, - "reason": "Half/float bias mismatch in SDXL InstructPix2Pix and RGBA latent size mismatch are different pipeline bugs." + "reason": "Half/float bias mismatch in SDXL InstructPix2Pix vs latent size mismatch with RGBA images; distinct pipeline errors." }, { "left": "issue:10147", "right": "issue:8790", "accept": false, - "reason": "A multi-view generation feature request and SDXL TensorRT + IP Adapter support are unrelated requests." + "reason": "MV-Adapter multi-view support vs SDXL TensorRT + IP-Adapter; broad adapter theme, but different implementation targets." }, { "left": "issue:10639", "right": "issue:8641", "accept": false, - "reason": "Support for Lumina-Image 2.0 and integrating Lumina-T2X are different model additions." + "reason": "Lumina-Image 2.0 support vs Lumina-T2X integration; related model family but separate feature requests." + }, + { + "left": "issue:11536", + "right": "issue:11540", + "accept": false, + "reason": "Flux prompt-adherence regression vs VAE slicing noise / Flux image2image support; different bugs, not one fixable change." + }, + { + "left": "issue:4210", + "right": "issue:5661", + "accept": false, + "reason": "UNet attention_mask usage question vs missing PreTrainedTokenizer import; unrelated issues." } ] }, @@ -58697,7 +58758,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10010", "issue:10165", @@ -58708,8 +58769,6 @@ "issue:11109", "issue:11283", "issue:11412", - "issue:11536", - "issue:11540", "issue:11709", "issue:11779", "issue:1185", @@ -58726,31 +58785,31 @@ "issue:3441", "issue:3944", "issue:4005", - "issue:4210", "issue:4331", "issue:4349", "issue:4631", "issue:4871", "issue:5002", "issue:5171", - "issue:5661", + "issue:5593", "issue:6242", "issue:6423", "issue:6446", "issue:7219", "issue:725", + "issue:7569", "issue:8320", "issue:8885", "issue:9026", "issue:9293", "issue:9424", "issue:9516", + "issue:9731", + "issue:9768", "issue:9902", "issue:9930" ], "soft_pairs": [ - "issue:11536|issue:11540", - "issue:4210|issue:5661", "issue:6446|issue:8885", "issue:1101|issue:725", "issue:10202|issue:11109", @@ -58772,180 +58831,182 @@ "issue:4871|issue:5171", "issue:9026|issue:9293", "issue:4631|issue:5002", - "issue:1185|issue:4331" + "issue:1185|issue:4331", + "issue:5593|issue:7569", + "issue:9731|issue:9768" ], - "prepared_review_unit_hash": "d2e84a8504782f4ba9b50662054e2c3d91ca4ad657111169f1329ac6425734c7", + "prepared_review_unit_hash": "4c5ffd83e2a1960fafe673212a7ac6524ee244d8c5ee5b62f06a318eb8598ebc", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34022, - "estimated_input_tokens": 8506, - "estimated_eval_tokens": 17268 + "serialized_chars": 33876, + "estimated_input_tokens": 8469, + "estimated_eval_tokens": 17194 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issue reports; the soft-similarity pairs do not look like true duplicates and span different pipelines, models, and failure modes.", - "confidence": 0.91, - "canonical_issue_reason": "If this cluster needs an anchor, issue 11536 is the clearest actionable bug report: it describes a concrete FluxPipeline regression with direct user impact and a focused symptom.", + "summary": "All proposed soft edges are false positives. The items span many unrelated bugs/features across Flux, Wan, LoRA training, schedulers, loading, and test failures, so this is not a true duplicate cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the set is too heterogeneous and the soft-linked pairs do not describe the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 11536 is the strongest representative issue here because it is specific, reproducible in scope, and more concrete than the surrounding feature requests or broad error reports.", + "best_issue_reason": "No single issue is a strong global representative because the items cover multiple unrelated problem areas rather than one duplicated defect.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:11536", - "right": "issue:11540", - "accept": false, - "reason": "Different bugs: prompt adherence regression vs VAE slicing noise/support gap; separate code paths and different fixes." - }, - { - "left": "issue:4210", - "right": "issue:5661", - "accept": false, - "reason": "A usage question about attention_mask is unrelated to a missing PreTrainedTokenizer import error." - }, { "left": "issue:6446", "right": "issue:8885", "accept": false, - "reason": "Different problems in different examples: Colab loading of SD2.1 vs clip-retrieval/custom diffusion setup failure." + "reason": "Different failures: one is a Stable Diffusion 2-1 loading problem, the other is a Colab/clip-retrieval/custom diffusion setup issue." }, { "left": "issue:1101", "right": "issue:725", "accept": false, - "reason": "Scheduler feature request and memory-loading feature request are not the same underlying change." + "reason": "A scheduler feature request and a memory-footprint/device-mapping feature are related only at a broad diffusion-library level, not the same change." }, { "left": "issue:10202", "right": "issue:11109", "accept": false, - "reason": "Both mention LoRA, but one is unloading Flux Control LoRA correctly and the other is a depth LoRA layer mismatch." + "reason": "Both mention LoRA, but one is about unloading Flux Control LoRA correctly while the other is a depth LoRA transformer layer mismatch." }, { "left": "issue:10010", "right": "issue:11412", "accept": false, - "reason": "Both are 404s, but they reference different model URLs/repos and different missing artifacts." + "reason": "Both are 404/loading-path problems, but for different model families and different missing URLs." }, { "left": "issue:6242", "right": "issue:8320", "accept": false, - "reason": "One asks for training logs; the other is a from_single_file attribute error. No shared bug." + "reason": "Unrelated: a request for training logs versus a from_single_file attribute error on AutoencoderKL." }, { "left": "issue:9424", "right": "issue:9902", "accept": false, - "reason": "Notebook regression and conda version pinning are unrelated." + "reason": "Notebook breakage with latest code is not the same as Conda version pinning/stuck behavior." }, { "left": "issue:11088", "right": "issue:11709", "accept": false, - "reason": "Different model-loading failures: wan2.1 GGUF deserialization vs CausVid LoRA key mismatch." + "reason": "Different code paths and errors: Wan transformer GGUF load failure versus CausVid LoRA key loading failure." }, { "left": "issue:12110", "right": "issue:13477", "accept": false, - "reason": "UNet1DModel initialization bug and ErnieImage callback scope bug are unrelated code paths." + "reason": "A UNet1D GaussianFourier initialization bug is unrelated to an ErnieImage callback locals-scope bug." }, { "left": "issue:12071", "right": "issue:9516", "accept": false, - "reason": "Both involve Flux, but one reports changed transformer forward behavior while the other is missing joint_attention_kwargs plumbing." + "reason": "One concerns Flux Kontext transformer forward behavior changes; the other is missing propagation of joint_attention_kwargs in FLUX." }, { "left": "issue:2210", "right": "issue:3944", "accept": false, - "reason": "Both are LoRA-related, but one requests text-encoder training and the other requests customizable rank." + "reason": "Training text encoder with LoRA is a different request from customizing LoRA network rank." }, { "left": "issue:1672", "right": "issue:1677", "accept": false, - "reason": "Image-size regression after ckpt conversion is unrelated to a wrong argument type when calling the pipeline." + "reason": "Different pipeline problems: wrong output size after ckpt-to-diffusers conversion versus wrong data type when calling the pipeline." }, { "left": "issue:1934", "right": "issue:3441", "accept": false, - "reason": "Both are memory-related, but they describe different causes and settings: cpu_offload VRAM vs PyTorch 2 VRAM usage." + "reason": "Both are memory-related, but one is cpu_offload VRAM consumption and the other is higher VRAM usage with PyTorch 2 under specific conditions." }, { "left": "issue:2392", "right": "issue:4349", "accept": false, - "reason": "Similar API surface, but different failures in different pipelines: prompt_embeds validation vs missing text_encoder in upscale." + "reason": "Both involve prompt_embeds, but one is img2img validation behavior while the other is an upscale pipeline requiring a text_encoder unexpectedly." }, { "left": "issue:10165", "right": "issue:9930", "accept": false, - "reason": "Seed preservation on LoRA scale change is unrelated to PAG adaptive scale behavior." + "reason": "Seed preservation when changing LoRA scale is unrelated to PAG adaptive scale behavior." }, { "left": "issue:3073", "right": "issue:7219", "accept": false, - "reason": "Separate feature requests for different model families: consistency models vs SUPIR upscaler." + "reason": "A request to add consistency models is not the same as a request to add the SUPIR upscaler." }, { "left": "issue:4005", "right": "issue:6423", "accept": false, - "reason": "Inpaint aspect-ratio bug and inability to reproduce fill50k results are not the same issue." + "reason": "Aspect-ratio handling in inpaint pipeline is a different bug from reproducing fill50k results." }, { "left": "issue:11283", "right": "issue:11779", "accept": false, - "reason": "Both are Wan-related, but one is header deserialization and the other is incorrect mask padding in VACE." + "reason": "Wan header deserialization failure and Wan VACE mask padding are separate bugs in different stages." }, { "left": "issue:10428", "right": "issue:12653", "accept": false, - "reason": "Hardware/backend issues in different layers: Ascend NPU inference error vs float64 rope reference breaking MPS/NPU." + "reason": "Ascend NPU Flux inference errors are not the same as a PRX rope float64/MPS-NPU dtype bug." }, { "left": "issue:4871", "right": "issue:5171", "accept": false, - "reason": "A from_single_file usage question is unrelated to an unexpected safety_checker constructor argument error." + "reason": "Usage question for from_single_file is not the same as an unexpected safety_checker keyword argument error." }, { "left": "issue:9026", "right": "issue:9293", "accept": false, - "reason": "Different dependency/runtime failures: an unexpected force_hook kwarg vs missing Float8 storage object." + "reason": "Different compatibility issues: an unexpected force_hook argument versus missing Float8 storage support." }, { "left": "issue:4631", "right": "issue:5002", "accept": false, - "reason": "Both mention Karras/scheduler behavior, but one is a runtime scalar conversion bug and the other is a missing API argument in different schedulers." + "reason": "DPMSolverSinglestep scalar conversion failure is unrelated to missing use_karras_sigmas arguments in KDPM2 schedulers." }, { "left": "issue:1185", "right": "issue:4331", "accept": false, - "reason": "Dreambooth reproducibility concerns are broader and different from inconsistent results between two training scripts." + "reason": "General DreamBooth reproducibility complaints do not match the specific difference between two training scripts." + }, + { + "left": "issue:5593", + "right": "issue:7569", + "accept": false, + "reason": "AutoPipeline.from_pipe with ControlNet is unrelated to a Mac test failure for FreeU." + }, + { + "left": "issue:9731", + "right": "issue:9768", + "accept": false, + "reason": "A training/how-to question for Playground2.5 is unrelated to a torch 2.5 SDPA NaN backend error." } ] }, @@ -58967,7 +59028,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10057", "issue:10302", @@ -58980,7 +59041,9 @@ "issue:1158", "issue:11584", "issue:12239", + "issue:12359", "issue:12458", + "issue:12575", "issue:1263", "issue:12695", "issue:13176", @@ -58988,6 +59051,7 @@ "issue:13277", "issue:13506", "issue:1524", + "issue:2737", "issue:305", "issue:3537", "issue:3884", @@ -58995,10 +59059,10 @@ "issue:4005", "issue:4061", "issue:4354", + "issue:5079", "issue:5328", "issue:5371", "issue:5390", - "issue:5593", "issue:6055", "issue:6079", "issue:6132", @@ -59007,20 +59071,15 @@ "issue:7210", "issue:7219", "issue:7389", - "issue:7569", "issue:7751", "issue:8323", "issue:8594", "issue:8850", "issue:8939", "issue:8989", - "issue:9111", - "issue:9731", - "issue:9768" + "issue:9111" ], "soft_pairs": [ - "issue:5593|issue:7569", - "issue:9731|issue:9768", "issue:6132|issue:7219", "issue:10057|issue:10873", "issue:11275|issue:11584", @@ -59042,180 +59101,182 @@ "issue:3884|issue:8594", "issue:4002|issue:4005", "issue:4354|issue:5390", - "issue:10672|issue:12695" + "issue:10672|issue:12695", + "issue:12359|issue:12575", + "issue:2737|issue:5079" ], - "prepared_review_unit_hash": "2713251b1df94444da94cca216d583309bdd43e2cff21d98c4e1f9927735c130", + "prepared_review_unit_hash": "8c499632b0f60c5fb7b5b22f076b2ceb4c0b2e56746ad255ef1acb762398655c", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33656, - "estimated_input_tokens": 8414, - "estimated_eval_tokens": 17084 + "serialized_chars": 33652, + "estimated_input_tokens": 8413, + "estimated_eval_tokens": 17082 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a tight duplicate set; it mixes unrelated pipeline bugs, dtype/load failures, feature requests, and test/infrastructure issues. Most soft edges are only superficially similar by model family or shared keywords, not the same underlying bug/change.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue cleanly represents the whole set; if one must be picked, issue:7389 is the broadest representative of the recurring pipeline-load/from_single_file failure theme, but the cluster is too heterogeneous for a strong canonical choice.", + "summary": "This cluster is not a real duplicate set: it mixes unrelated bugs, feature requests, and documentation issues across different pipelines/models. The soft links look like superficial text similarity rather than the same underlying code path, so none should be merged.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue:7389 is the best of a weak set because it is a concrete, user-facing pipeline error and closest to the broadest repeated theme here (loading/dtype/runtime failures).", + "best_issue_reason": "issue:10057 is the oldest and most concrete API/loading bug, so it is the closest thing to a representative issue, but the overall cluster is too heterogeneous for a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:5593", - "right": "issue:7569", - "accept": false, - "reason": "AutoPipeline ControlNet conversion failure and a Mac FreeU test failure are unrelated code paths and symptoms." - }, - { - "left": "issue:9731", - "right": "issue:9768", - "accept": false, - "reason": "Training guidance for Playground2.5 and a torch/CuDNN SDPA NaN runtime bug are different problems." - }, { "left": "issue:6132", "right": "issue:7219", "accept": false, - "reason": "A loadable-classes proposal and a SUPIR upscaler feature request are not the same change." + "reason": "LOADABLE_CLASSES support vs a SUPIR upscaler request; unrelated feature areas." }, { "left": "issue:10057", "right": "issue:10873", "accept": false, - "reason": "FluxTransformer2DModel token handling in from_single_file and a SanaPipeline issue are distinct model-specific bugs." + "reason": "Different problems in different pipelines: `from_single_file` token/loading issue vs SanaPipeline model-specific failure." }, { "left": "issue:11275", "right": "issue:11584", "accept": false, - "reason": "VAE NoneType addition error and torch.compile/group offloading incompatibility are different failures." + "reason": "VAE `ResnetUpsampleBlock2D` NoneType error vs torch.compile/group offloading incompatibility; different code paths." }, { "left": "issue:1158", "right": "issue:1524", "accept": false, - "reason": "Test interference in pytest config and poor textual inversion training quality are unrelated." + "reason": "Test isolation bug vs poor training quality report; not the same defect." }, { "left": "issue:10302", "right": "issue:8989", "accept": false, - "reason": "FP8 inference noise without CPU offloading and sequential offloading issues are separate optimization bugs." + "reason": "FP8 inference noise vs sequential offloading bug; both performance-related but not the same issue." }, { "left": "issue:6079", "right": "issue:7389", "accept": false, - "reason": "Both are load/dtype-flavored errors, but one is a Half-vs-Float mismatch and the other is a from_single_file pipeline error; not the same concrete bug." + "reason": "Generic scalar half/float mismatch vs StableDiffusionXLPipeline.from_single_file error; different symptoms and fixes." }, { "left": "issue:7751", "right": "issue:8939", "accept": false, - "reason": "Animatediff conversion errors and tokenizer loading OSError are unrelated." + "reason": "Animatediff motion-module conversion failure vs tokenizer loading error; unrelated workflows." }, { "left": "issue:10590", "right": "issue:11137", "accept": false, - "reason": "Sana tiled VAE BF16 decode failure and Latte dtype mismatch are different pipelines and error sites." + "reason": "Sana tiled-VAE BF16 failure vs Latte dtype mismatch; both dtype-related but different pipelines and failures." }, { "left": "issue:12239", "right": "issue:13191", "accept": false, - "reason": "InfiniteTalk support and Elastic-DiT support are separate feature requests, not one mergeable change." + "reason": "Two separate support requests for different models; no shared underlying bug." }, { "left": "issue:1263", "right": "issue:305", "accept": false, - "reason": "A missing StableDiffusionSafetyChecker import and a generic diffusers import error have different root causes." + "reason": "Both are import-related, but one is a specific safety checker import path issue and the other is a generic diffusers import error." }, { "left": "issue:3537", "right": "issue:6141", "accept": false, - "reason": "A ControlNet conversion script and extra ControlNet parameters are different features." + "reason": "A conversion script request vs ControlNet parameter support; different changes entirely." }, { "left": "issue:5371", "right": "issue:6331", "accept": false, - "reason": "BLIP inpainting support and SAG for inpainting are distinct feature requests." + "reason": "BLIP inpainting support request vs SAG for inpainting; same broad area, different features." }, { "left": "issue:8323", "right": "issue:9111", "accept": false, - "reason": "Scheduler file recognition and a missing scheduler attribute on BitDiffusion are not the same bug." + "reason": "Scheduler file recognition vs missing `scheduler` attribute on BitDiffusion; different bugs." }, { "left": "issue:10542", "right": "issue:8850", "accept": false, - "reason": "Hunyuan batch-size regression and community pipeline mirror breakage are unrelated." + "reason": "Hunyuan batch-size regression vs community pipeline mirror issue; unrelated." }, { "left": "issue:12458", "right": "issue:13277", "accept": false, - "reason": "Both mention Qwen image batch behavior, but one is a batch inference feature/issue and the other is a specific Ulysses SP runtime failure; not the same concrete fix." + "reason": "Qwen-image-edit batch inference request vs QwenImagePipeline batch failure with Ulysses SP; related keywords but not the same concrete bug." }, { "left": "issue:6055", "right": "issue:7210", "accept": false, - "reason": "Accelerate-related errors and missing named_parameters on StableDiffusionXLPipeline are different integration issues." + "reason": "Generic accelerate error vs `named_parameters` missing on StableDiffusionXLPipeline with accelerate dispatch; not the same root cause." }, { "left": "issue:4061", "right": "issue:5328", "accept": false, - "reason": "SDXL LoRA loading error and general Civitai LoRA failures are too broad and not shown to be the same bug." + "reason": "LoRA load error on SDXL vs LoRA models all failing in a later report; too broad and not clearly the same bug." }, { "left": "issue:13176", "right": "issue:13506", "accept": false, - "reason": "UNet attention error and sage attention ring-attention failure are different attention implementations/problems." + "reason": "General UNet attention error vs Sage attention/ring-attention incompatibility; different attention backends and failures." }, { "left": "issue:3884", "right": "issue:8594", "accept": false, - "reason": "train_text_to_image_lora.py error and tokenizer_one UnboundLocalError are distinct training script bugs." + "reason": "Training script error in text-to-image LoRA vs unbound tokenizer variable in DreamBooth LoRA SD3; different scripts and bugs." }, { "left": "issue:4002", "right": "issue:4005", "accept": false, - "reason": "Missing from_single_file support and inpaint aspect-ratio behavior are unrelated." + "reason": "Missing `from_single_file` API vs aspect-ratio preservation; unrelated Stable Diffusion inpaint issues." }, { "left": "issue:4354", "right": "issue:5390", "accept": false, - "reason": "Pipeline type mismatch from from_single_file and unwanted text-encoder download with local_files_only are different issues." + "reason": "`from_single_file` returning wrong pipeline type vs unwanted text encoder download with `local_files_only=True`; different loading problems." }, { "left": "issue:10672", "right": "issue:12695", "accept": false, - "reason": "callback_on_step_end support and Hunyuan v1.5 support are separate feature requests." + "reason": "Callback hook support request vs Hunyuan v1.5 support request; separate feature requests." + }, + { + "left": "issue:12359", + "right": "issue:12575", + "accept": false, + "reason": "Documentation bug about `guidance_scale` vs attention-backend-check runtime error; not duplicates." + }, + { + "left": "issue:2737", + "right": "issue:5079", + "accept": false, + "reason": "Scheduler feature support vs LoRA loading support; distinct enhancements." } ] }, @@ -59237,7 +59298,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10111", "issue:10302", @@ -59247,17 +59308,17 @@ "issue:11033", "issue:12022", "issue:12085", - "issue:12359", - "issue:12575", "issue:12605", "issue:13104", + "issue:1962", + "issue:2202", "issue:2364", "issue:2392", - "issue:2737", "issue:2769", "issue:3064", "issue:3580", "issue:3585", + "issue:3817", "issue:4014", "issue:4043", "issue:4122", @@ -59265,7 +59326,7 @@ "issue:4496", "issue:4646", "issue:5028", - "issue:5079", + "issue:5168", "issue:5233", "issue:5433", "issue:5465", @@ -59289,8 +59350,6 @@ "issue:9936" ], "soft_pairs": [ - "issue:12359|issue:12575", - "issue:2737|issue:5079", "issue:3064|issue:3585", "issue:4496|issue:843", "issue:4646|issue:8604", @@ -59313,186 +59372,188 @@ "issue:2769|issue:4453", "issue:3580|issue:5028", "issue:2392|issue:4043", - "issue:6497|issue:7408" + "issue:6497|issue:7408", + "issue:1962|issue:3817", + "issue:2202|issue:5168" ], - "prepared_review_unit_hash": "8451a17120db01b1a01760c9a461f275faff27aa1c85b6e8480accceac0a67a2", + "prepared_review_unit_hash": "2993e376186525023dcd361154ef6e26f751818eb15fe7423b5759bb8e8dd7b8", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 33922, - "estimated_input_tokens": 8481, - "estimated_eval_tokens": 17218 + "serialized_chars": 33825, + "estimated_input_tokens": 8457, + "estimated_eval_tokens": 17170 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly broad thematic matches at best, but not true duplicates: they span different models, pipelines, training scripts, and failure modes. I would reject all soft edges and treat this as a heterogeneous set rather than one dedupe cluster.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is mostly false-positive similarity across unrelated bug reports in diffusers (Flux, SDXL, training, attention, GGUF, docs). I found no true duplicate pairs and no PRs.", + "confidence": 0.18, + "canonical_issue_reason": "No single canonical issue: the set is heterogeneous and the soft matches are mostly title-level resemblance rather than the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:10674 is the closest representative only because it is a concrete FluxPipeline runtime/loading bug, but the overall set is too heterogeneous to have a real canonical issue.", + "best_issue_reason": "issue:10674 is the clearest self-contained bug report and the best cluster anchor, but it still does not duplicate the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:12359", - "right": "issue:12575", - "accept": false, - "reason": "One is a Chroma docs bug about guidance_scale; the other is a Chroma attention-backend runtime error. Different problem and fix." - }, - { - "left": "issue:2737", - "right": "issue:5079", - "accept": false, - "reason": "Scheduler CLIP guidance support and LoRA loading support are unrelated features/issues." - }, { "left": "issue:3064", "right": "issue:3585", "accept": false, - "reason": "Both mention LoRA, but one is about loading .safetensors LoRAs and the other about a synthesized LoRA model failing. Different bug paths." + "reason": "Both involve LoRA-related loading/training, but one is a .safetensors loading issue and the other is a failed synthesis/use case on SD1.5; different bugs." }, { "left": "issue:4496", "right": "issue:843", "accept": false, - "reason": "Prompt fusion feature request is unrelated to prompt syntax documentation." + "reason": "Prompt fusion is a feature/request, while prompt syntax documentation is a docs issue; not the same bug or change." }, { "left": "issue:4646", "right": "issue:8604", "accept": false, - "reason": "ControlNet ONNX conversion failure vs T5 fp16 corruption are different code paths and failure modes." + "reason": "ControlNet-to-ONNX conversion failure and T5 fp16 corruption are distinct model/export problems." }, { "left": "issue:5465", "right": "issue:9001", "accept": false, - "reason": "DiffEdit inpaint_strength behavior and Auraflow aspect ratio handling are unrelated." + "reason": "Different pipelines and failure modes: DiffEdit inpaint_strength handling vs Auraflow aspect-ratio support." }, { "left": "issue:12605", "right": "issue:9904", "accept": false, - "reason": "Attention-mask backend bug and Flux image-shape rounding are distinct issues." + "reason": "One is backend-specific attn_mask dropping, the other is Flux image-shape rounding; unrelated behavior." }, { "left": "issue:10111", "right": "issue:10591", "accept": false, - "reason": "Both are general bug reports, but FLUX pipeline bugs and SD3 LoRA training-script bugs are not the same underlying issue." + "reason": "Both are vague 'bugs' in training/pipeline scripts, but they concern different models and code paths." }, { "left": "issue:10302", "right": "issue:9514", "accept": false, - "reason": "FP8 inference noise without CPU offloading is not the same as LoRA loading after FP8 quantization." + "reason": "Both mention FP8/Flux, but one is inference noise without CPU offloading and the other is LoRA weight loading after quantization; not the same bug." }, { "left": "issue:5540", "right": "issue:9170", "accept": false, - "reason": "Both are memory-related, but generic OOM and a specific SDXL+ControlNet memory requirement report are not duplicates." + "reason": "Generic out-of-memory reports are not the same as a GPU-memory requirement question; different underlying issue." }, { "left": "issue:6486", "right": "issue:8708", "accept": false, - "reason": "Dreambooth embedding retraction bug and missing SD3 shift_factor in examples are unrelated training issues." + "reason": "Embedding retraction occurring twice and a missing shift_factor in SD3 examples are unrelated DreamBooth bugs." }, { "left": "issue:8535", "right": "issue:8593", "accept": false, - "reason": "xFormers attention enablement and bfloat16 CPU noise are different SD3 problems." + "reason": "XFormers attention support and bfloat16 CPU noise are different SD3 issues." }, { "left": "issue:10674", "right": "issue:12085", "accept": false, - "reason": "Both involve GGUF loading, but they affect different model classes and likely different loader paths; too broad to merge as one bug." + "reason": "Both mention GGUF loading, but they affect different models/pipelines and likely different code paths." }, { "left": "issue:4122", "right": "issue:5233", "accept": false, - "reason": "Timesteps mismatch in SDXL pipelines and callback step-value bug are related only at a very high level." + "reason": "One is scheduler timestep calculation, the other is callback step parameter value; related theme but not the same defect." }, { "left": "issue:9063", "right": "issue:9904", "accept": false, - "reason": "Tokenizer instantiation failure and image-shape rounding are unrelated FluxPipeline issues." + "reason": "Tokenizer instantiation failure and silent image-shape rounding are unrelated FluxPipeline bugs." }, { "left": "issue:2364", "right": "issue:5951", "accept": false, - "reason": "Unable to run training script is far too vague and does not match the PixArt training issue specifically." + "reason": "Both are training issues, but they refer to different scripts/models and different failures." }, { "left": "issue:9163", "right": "issue:9936", "accept": false, - "reason": "Both are Flux training issues, but tensor bugs and NCCL timeout in multigpu training are not the same concrete failure." + "reason": "Tensor bugs in train_dreambooth_lora_flux and NCCL timeouts in train_controlnet_flux are separate problems." }, { "left": "issue:11033", "right": "issue:13104", "accept": false, - "reason": "SD1.5 from_single_file loading failure and a logger-not-defined error are unrelated." + "reason": "from_single_file loading failure and a missing logger definition are different errors." }, { "left": "issue:10315", "right": "issue:7056", "accept": false, - "reason": "CogVideo training error and SDXL LoRA fine-tuning/train_text_encoder error are different models and code paths." + "reason": "CogVideo training error and SDXL LoRA fine-tuning with train_text_encoder are unrelated training bugs." }, { "left": "issue:12022", "right": "issue:12605", "accept": false, - "reason": "Latest flash-attention interface incompatibility and attn_mask being ignored are separate attention backend bugs." + "reason": "FlashAttention-3 interface incompatibility and attn_mask being ignored are distinct attention/backend bugs." }, { "left": "issue:4014", "right": "issue:5433", "accept": false, - "reason": "Both mention image artifacts, but watermark artifacts and DPM++/no-refiner artifacts are different causes." + "reason": "Both mention visual artifacts, but the causes differ: watermark artifacts vs DPM++/SDXL scheduler artifacts." }, { "left": "issue:2769", "right": "issue:4453", "accept": false, - "reason": "Round-tripping ckpt/safetensors conversion and converting SDXL LoRA to safetensors are different workflows." + "reason": "Model round-trip corruption and SDXL LoRA conversion guidance are not the same issue." }, { "left": "issue:3580", "right": "issue:5028", "accept": false, - "reason": "XFormers TypeError and hacked DownBlock scale-arg TypeError are different runtime errors." + "reason": "XFormers TypeError and an unexpected 'scale' kwarg in a hacked downblock forward are separate code-path failures." }, { "left": "issue:2392", "right": "issue:4043", "accept": false, - "reason": "Img2Img prompt_embeds validation and SDXL pooled_prompt_embeds requirement are related API areas but not the same bug." + "reason": "Both concern prompt embeddings, but one is an img2img prompt=None validation error and the other is an SDXL requirement for pooled embeddings." }, { "left": "issue:6497", "right": "issue:7408", "accept": false, - "reason": "DragNUWA and FRESCO are unrelated pipeline/model issues." + "reason": "Different projects/models entirely: DragNUWA versus FRESCO." + }, + { + "left": "issue:1962", + "right": "issue:3817", + "accept": false, + "reason": "Video generation with Stable Diffusion and editable dance generation from music are different feature requests." + }, + { + "left": "issue:2202", + "right": "issue:5168", + "accept": false, + "reason": "OpenVINO pipeline support and ControlNet-XS support are distinct feature requests." } ] }, @@ -59514,7 +59575,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10100", "issue:10147", @@ -59527,12 +59588,11 @@ "issue:12239", "issue:13191", "issue:1358", - "issue:1962", - "issue:2202", + "issue:1405", + "issue:2340", "issue:2440", "issue:2905", "issue:3040", - "issue:3817", "issue:4061", "issue:4471", "issue:4736", @@ -59540,13 +59600,14 @@ "issue:5002", "issue:5043", "issue:5162", - "issue:5168", "issue:5256", "issue:5285", "issue:5325", "issue:539", + "issue:5395", "issue:5515", "issue:6094", + "issue:6333", "issue:6486", "issue:660", "issue:6749", @@ -59566,8 +59627,6 @@ "issue:9420" ], "soft_pairs": [ - "issue:1962|issue:3817", - "issue:2202|issue:5168", "issue:6486|issue:7600", "issue:7300|issue:7970", "issue:4736|issue:9210", @@ -59589,180 +59648,182 @@ "issue:12221|issue:13191", "issue:1358|issue:5162", "issue:5043|issue:5285", - "issue:6749|issue:6906" + "issue:6749|issue:6906", + "issue:5395|issue:6333", + "issue:1405|issue:2340" ], - "prepared_review_unit_hash": "ce327b187f9c4d94f93e81a7f855bacf08eb825f789c9fcf21fa48edbfc9eeff", + "prepared_review_unit_hash": "2b02c3838a6fa329f6420f9e785de76b45488120f7ee5bdc7f6476ec308b32b0", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33300, - "estimated_input_tokens": 8325, - "estimated_eval_tokens": 16906 + "serialized_chars": 33373, + "estimated_input_tokens": 8344, + "estimated_eval_tokens": 16944 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: it mixes unrelated feature requests, training/runtime bugs, and documentation/support items across many different pipelines and model families. All soft edges are false positives.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits the cluster because the items are semantically diverse and do not describe the same underlying bug or feature request.", + "summary": "These are mostly unrelated issues that only share broad recurring themes like loading, LoRA, schedulers, or training examples. I did not find any true duplicate pair among the soft candidates. No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "issue:10512 is the most substantial and discussion-heavy report in the set, with a concrete reproducible loading failure; it is the best single representative only because the cluster is otherwise heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must stand in as a loose representative, issue 10147 is the broadest current open feature request, but it still does not cover the rest of the cluster well.", + "best_issue_reason": "issue:10512 is the strongest issue to anchor on if one must pick a canonical item: it has the richest troubleshooting context and highest engagement, while the rest are mostly unrelated feature requests or distinct bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:1962", - "right": "issue:3817", - "accept": false, - "reason": "Generic video generation with Stable Diffusion vs editable dance generation from music; different use cases and code paths." - }, - { - "left": "issue:2202", - "right": "issue:5168", - "accept": false, - "reason": "OpenVINO pipeline support and ControlNet-XS support are separate subsystem/model feature requests." - }, { "left": "issue:6486", "right": "issue:7600", "accept": false, - "reason": "Double embedding retraction in DreamBooth advanced vs not applying accelerator.accumulate in text_encoder; distinct training bugs." + "reason": "Both are DreamBooth-related, but one is about embedding retraction happening twice and the other about missing accelerator.accumulate on text_encoder; different bug paths." }, { "left": "issue:7300", "right": "issue:7970", "accept": false, - "reason": "Both mention memory, but one is about set_default_attn_processor() behavior and the other is CPU offload RAM growth; different bugs." + "reason": "Both mention memory usage, but one is about set_default_attn_processor in UNet and the other about enable_model_cpu_offload; not the same issue." }, { "left": "issue:4736", "right": "issue:9210", "accept": false, - "reason": "Train LoRA OOM/invalid-cast failure vs dataset image_column validation error; unrelated failure modes." + "reason": "One is a training OOM/invalid-value problem in SDXL LoRA training; the other is a CLI argument validation error for image_column." }, { "left": "issue:1101", "right": "issue:5256", "accept": false, - "reason": "Scheduler feature addition vs Insta-Flow training support; separate changes." + "reason": "Unrelated requests: adding a scheduler versus adding Insta-Flow training support." }, { "left": "issue:4061", "right": "issue:4471", "accept": false, - "reason": "Both are SDXL LoRA load problems, but they target different pipeline APIs and specific load failures." + "reason": "Both are LoRA-loading issues in SDXL, but they affect different pipelines and fail for different reasons; not clearly the same bug." }, { "left": "issue:5002", "right": "issue:539", "accept": false, - "reason": "Missing scheduler arguments vs snapshot_download allow_patterns keyword error; unrelated API compatibility issues." + "reason": "Different API gaps entirely: missing use_karras_sigmas on schedulers versus snapshot_download argument compatibility." }, { "left": "issue:5515", "right": "issue:8323", "accept": false, - "reason": "LCM pipeline initialization failure without scheduler vs scheduler file recognition error; different underlying problems." + "reason": "LCM pipeline initialization failure without a scheduler is unrelated to scheduler file recognition/identification." }, { "left": "issue:2440", "right": "issue:660", "accept": false, - "reason": "Inpainting float16 load error vs MPS fp16 revision behavior; different environments and failure causes." + "reason": "Different environments and failure modes: float16 inpainting load error versus MPS fp16 revision loading." }, { "left": "issue:3040", "right": "issue:6094", "accept": false, - "reason": "Doc copy-paste AttributeError vs TextToVideoZero regression after a version update; unrelated issues." + "reason": "The first is a docs-copy/paste AttributeError, the second is a version regression in TextToVideoZeroPipeline after a diffusers update." }, { "left": "issue:4752", "right": "issue:5325", "accept": false, - "reason": "SDXL dtype mismatch in pipeline code vs packaging type information distribution; no shared bug." + "reason": "SDXL mixed-precision tensor mismatch versus packaging type information distribution; no shared underlying bug." }, { "left": "issue:11581", "right": "issue:9293", "accept": false, - "reason": "FLUX IP-Adapter dtype init error vs missing Float8 storage object; both dtype-related but different components and code paths." + "reason": "Both are loading/type-related, but one is a CLIPVisionModel dtype kwarg problem in FLUX IP-Adapter loading and the other is a missing Float8 storage backend." }, { "left": "issue:7311", "right": "issue:8894", "accept": false, - "reason": "Checkpoint save failure in train_text_to_image_sdxl.py vs a separate training script error after a new commit." + "reason": "Different training scripts and failure classes; no evidence they share the same root cause." }, { "left": "issue:6774", "right": "issue:7611", "accept": false, - "reason": "AttentionProcessor mixed-precision mismatch vs UNet tensor size mismatch; distinct runtime errors." + "reason": "Mixed-precision xformers dtype mismatch is unrelated to a tensor size mismatch in unet2dconditional." }, { "left": "issue:10100", "right": "issue:8410", "accept": false, - "reason": "ConsisID support and native TextDiffuser support are different model integrations." + "reason": "Both are feature requests to add model/pipeline support, but they target different models and code paths." }, { "left": "issue:10147", "right": "issue:12239", "accept": false, - "reason": "MV-Adapter multi-view generation vs InfiniteTalk support; separate feature requests." + "reason": "Different community-model support requests: MV-Adapter multi-view generation versus InfiniteTalk." }, { "left": "issue:1037", "right": "issue:2905", "accept": false, - "reason": "Community pipeline for Stable Diffusion Telephone vs Karras sigmas scheduler support; unrelated additions." + "reason": "Completely different requests: adding a community pipeline versus adding Karras sigmas to schedulers." }, { "left": "issue:10512", "right": "issue:9420", "accept": false, - "reason": "Quanto Flux LoRA load failure vs transformer load failure after FLUX+Hyper-SD save; related to FLUX, but different concrete bugs." + "reason": "Both involve FLUX LoRA loading/saving, but one is about a Quanto-quantized LoRA not loading and the other about a saved Hyper-SD LoRA model failing to load; too different to be the same bug." }, { "left": "issue:11005", "right": "issue:8588", "accept": false, - "reason": "Docstring/default mismatch in pipeline_wan_i2v.py vs missing SD3 conversion script; unrelated." + "reason": "A docstring/default mismatch is unrelated to a missing conversion script." }, { "left": "issue:12221", "right": "issue:13191", "accept": false, - "reason": "DiffSynth ControlNet support vs Elastic-DiT support; different model support requests." + "reason": "Separate model-support feature requests for DiffSynth ControlNet and Elastic-DiT." }, { "left": "issue:1358", "right": "issue:5162", "accept": false, - "reason": "Safetensors support in the library vs a conversion script to safetensors; related topic, but not the same issue." + "reason": "Safetensors format support and a folder-to-safetensors conversion script are related in topic but not the same change or bug." }, { "left": "issue:5043", "right": "issue:5285", "accept": false, - "reason": "W\u00fcrstchen LoRA finetuning vs Japanese docs translation; entirely different scopes." + "reason": "A training feature request for W\u00fcrstchen is unrelated to adding Japanese documentation translation." }, { "left": "issue:6749", "right": "issue:6906", "accept": false, - "reason": "InstantID community example reproducibility vs broken LoRA DreamBooth example; different examples and failures." + "reason": "Both are broken examples, but they concern different pipelines and failure modes; not the same underlying bug." + }, + { + "left": "issue:5395", + "right": "issue:6333", + "accept": false, + "reason": "One is a specific PEFT LoRA-combination bug, the other is a request to finetune a pre-trained LoRA by PEFT; not duplicates." + }, + { + "left": "issue:1405", + "right": "issue:2340", + "accept": false, + "reason": "Attention slicing regression and tiny SD safety-checker error are distinct issues affecting different parts of the pipeline." } ] }, @@ -59784,8 +59845,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ + "issue:10350", + "issue:10382", "issue:10412", "issue:10636", "issue:10672", @@ -59793,17 +59856,17 @@ "issue:11555", "issue:11839", "issue:12107", + "issue:12108", "issue:1214", "issue:12470", "issue:12505", + "issue:12575", "issue:13067", - "issue:1405", "issue:1655", "issue:1791", "issue:1801", "issue:1896", "issue:1949", - "issue:2340", "issue:2392", "issue:2466", "issue:2728", @@ -59815,12 +59878,10 @@ "issue:4534", "issue:457", "issue:5368", - "issue:5395", "issue:541", "issue:5502", "issue:5595", "issue:6094", - "issue:6333", "issue:6363", "issue:6452", "issue:646", @@ -59836,8 +59897,6 @@ "issue:9799" ], "soft_pairs": [ - "issue:5395|issue:6333", - "issue:1405|issue:2340", "issue:8744|issue:8939", "issue:10412|issue:11225", "issue:1791|issue:457", @@ -59859,180 +59918,182 @@ "issue:1214|issue:851", "issue:2728|issue:2947", "issue:7606|issue:9799", - "issue:11555|issue:12505" + "issue:11555|issue:12505", + "issue:12108|issue:12575", + "issue:10350|issue:10382" ], - "prepared_review_unit_hash": "8a4af21d276fa053c960aa9898d16d18803a9c841864d78335b9d3240e6e33a8", + "prepared_review_unit_hash": "a53883ed0111273e5b7606b780cfadec16f8ad4beeff065b29dec78bcf61752e", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34022, - "estimated_input_tokens": 8506, - "estimated_eval_tokens": 17268 + "serialized_chars": 34124, + "estimated_input_tokens": 8531, + "estimated_eval_tokens": 17318 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly a heterogeneous set of unrelated bugs/features across different pipelines and training paths. I don\u2019t see any soft pair that clearly describes the same underlying issue, so all soft edges should be rejected.", - "confidence": 0.79, - "canonical_issue_reason": "There is no strong duplicate cluster here; if one issue must be used as an anchor, issue 10412 is the most detailed and self-contained report, but it does not subsume the others.", + "summary": "This cluster is mostly a set of unrelated bug/feature issues that only look similar at the title level (memory, dtype, pipeline support, loading, and API errors). None of the proposed soft pairs look like true duplicates or one concrete code-path change.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 10382 is the clearest concrete bug report with a specific code-path and failure mode, but the cluster overall is too heterogeneous to have a strong single canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 10412 is the strongest standalone issue in the set because it has the clearest problem statement and most context; the rest are mostly unrelated or too broad to serve as a better canonical anchor.", + "best_issue_reason": "10382 is the best representative by specificity and diagnosability; several other issues are broader, more speculative, or about different subsystems entirely.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:5395", - "right": "issue:6333", - "accept": false, - "reason": "Both involve LoRA/PEFT, but one is about combining civitai LoRAs and the other about finetuning a pretrained LoRA; different problems and code paths." - }, - { - "left": "issue:1405", - "right": "issue:2340", - "accept": false, - "reason": "Attention slicing regression and a safety-checker failure are unrelated bugs; same project area, not the same issue." - }, { "left": "issue:8744", "right": "issue:8939", "accept": false, - "reason": "Loading from single-file training support and a tokenizer-loading error for SD3 are different failures." + "reason": "Both are about model loading/training workflows, but one is a training-setup request and the other is a tokenizer-loading failure for SD3; different failures and code paths." }, { "left": "issue:10412", "right": "issue:11225", "accept": false, - "reason": "Both are OOM reports, but they concern different training examples, models, and triggering steps." + "reason": "Both mention high VRAM use, but one is DreamBooth training on SD3.5-Large and the other is ControlNet validation OOM; these are separate scenarios and likely different fixes." }, { "left": "issue:1791", "right": "issue:457", "accept": false, - "reason": "Both mention MPS, but one is UnCLIP unsupported on Mac/MPS and the other is image artifact corruption; not the same bug." + "reason": "Both involve MPS, but one is pipeline support on Mac/MPS and the other is blue-artifact rendering; different symptoms and likely unrelated root causes." }, { "left": "issue:1896", "right": "issue:2392", "accept": false, - "reason": "Different runtime errors in different pipelines: one is a size/type error in CLIP-guided SD, the other is prompt_embeds validation in img2img." + "reason": "Both are prompt/input handling errors, but one is CLIP-guided SD size/dict mismatch and the other is img2img with prompt_embeds rejecting None prompt; not the same bug." }, { "left": "issue:3799", "right": "issue:8373", "accept": false, - "reason": "Type inference for `from_pretrained` and an incorrect error message are unrelated." + "reason": "These are both type/error-message issues, but one is about inferred return types from from_pretrained and the other is an incorrect user-facing error message; no shared concrete defect." }, { "left": "issue:5595", "right": "issue:6363", "accept": false, - "reason": "One is an image-size divisibility validation error; the other is an fp16 gradient unscale failure during LoRA training." + "reason": "Both are training/runtime errors involving dimensions or fp16, but one is invalid image size divisibility and the other is FP16 gradient unscale failure; different code paths." }, { "left": "issue:6094", "right": "issue:8552", "accept": false, - "reason": "Both involve TextToVideoZeroPipeline, but one is a version regression and the other is a segmentation fault during inference; too different to merge." + "reason": "Both concern pipeline crashes, but TextToVideoZero breaking after a version update and a segmentation fault in inference are not the same bug." }, { "left": "issue:1655", "right": "issue:3767", "accept": false, - "reason": "Pipeline initialization failure and FrozenDict mutability semantics are unrelated." + "reason": "One is pipeline initialization failure and the other is FrozenDict mutability; unrelated issues despite both being low-level library behavior." }, { "left": "issue:4492", "right": "issue:4534", "accept": false, - "reason": "A JSON/boolean NameError and an SDXL DreamBooth MPS validation crash are different bugs." + "reason": "Both show runtime errors in generated workflows, but one is a JSON/Python boolean NameError and the other is an MPS validation crash; clearly different defects." }, { "left": "issue:11839", "right": "issue:12107", "accept": false, - "reason": "GGUF loading for FluxKontextPipeline and `accelerator.init_trackers` with custom objects are unrelated." + "reason": "One is a GGUF input-size problem for FluxKontextPipeline, the other is accelerator.init_trackers rejecting a custom object; no common underlying bug." }, { "left": "issue:1949", "right": "issue:2466", "accept": false, - "reason": "DreamBooth tutorial training errors and checkpoint limit enforcement are different example-script issues." + "reason": "Both relate to example/training scripts, but one is a general dreambooth tutorial error and the other is checkpoint limiting not working; different functionality." }, { "left": "issue:10672", "right": "issue:8482", "accept": false, - "reason": "Callback support for pipelines and SD3-medium model support are not the same change or bug." + "reason": "One asks for callback_on_step_end support across pipelines, while the other is support for a specific model; feature request overlap is too broad to be a duplicate." }, { "left": "issue:12470", "right": "issue:13067", "accept": false, - "reason": "Quantizer API additions and adding Anima model support are unrelated feature requests." + "reason": "A quantizer API enhancement and a feature request to add Anima support are unrelated changes." }, { "left": "issue:1801", "right": "issue:646", "accept": false, - "reason": "`getattr` misuse and a missing `set_format` method on PNDMScheduler are different attribute errors." + "reason": "Both are attribute/API errors, but for different objects and different missing methods; not the same bug." }, { "left": "issue:3698", "right": "issue:541", "accept": false, - "reason": "Converting an inpainting model and running Diffusers on SageMaker are unrelated requests." + "reason": "One is a request to convert an inpainting model to diffusers, the other is a SageMaker issue; no shared defect or change." }, { "left": "issue:5368", "right": "issue:5502", "accept": false, - "reason": "Both mention fp16, but one is a dtype mismatch in attention and the other is lack of fp16 support in a training script." + "reason": "Both involve fp16, but one is a dtype mismatch during attention and the other is train_custom_diffusion.py not supporting fp16; different fix targets." }, { "left": "issue:6452", "right": "issue:8780", "accept": false, - "reason": "Adding masked image latents to ControlNet inpaint and a generic model/input dtype mismatch are not the same issue." + "reason": "Both mention model/input format mismatches, but one is adding masked_image_latents to a ControlNet inpaint pipeline and the other is a general dtype mismatch complaint." }, { "left": "issue:10636", "right": "issue:8604", "accept": false, - "reason": "A bug in `value_guided_sampling.py` and corrupted output from converting the T5 encoder to float16 are unrelated." + "reason": "Both mention bugs in model/sampling code, but value_guided_sampling.py and T5 fp16 corruption are different components and failure modes." }, { "left": "issue:1214", "right": "issue:851", "accept": false, - "reason": "Both are half-precision/dtype complaints, but the reports are too vague and likely stem from different code paths to treat as duplicates." + "reason": "Both are dtype/half-precision problems, but CLIPTextModel half precision and a generic float-vs-half mismatch are not enough to conclude the same underlying bug." }, { "left": "issue:2728", "right": "issue:2947", "accept": false, - "reason": "Cannot load safetensors in `from_pretrained` and missing `load_attn_procs` are distinct model-loading/API issues." + "reason": "Both are model-loading-related attribute/model-class issues, but safetensors loading and missing load_attn_procs are different API problems." }, { "left": "issue:7606", "right": "issue:9799", "accept": false, - "reason": "A deprecated LoRA processor in Kandinsky 2.2 and a tensor-size mismatch runtime error are unrelated." + "reason": "Different model families and different error shapes; one is a deprecated LoRA method issue, the other is a tensor-size mismatch." }, { "left": "issue:11555", "right": "issue:12505", "accept": false, - "reason": "`device_map=\"auto\"` support and a tgate error in img2img pipelines are different topics." + "reason": "One is a general request for device_map=\"auto\" support in pipelines, the other is a tgate error in img2img pipelines; different features and failure conditions." + }, + { + "left": "issue:12108", + "right": "issue:12575", + "accept": false, + "reason": "Both involve pipeline/backend checks, but one is a scheduler flow-matching breakage and the other is attention backend checks causing an error; not the same fix." + }, + { + "left": "issue:10350", + "right": "issue:10382", + "accept": false, + "reason": "Both are VAE-related, but one is decoder memory usage in SD2.1 and the other is an encoder return-type mismatch causing AttributeError; distinct bugs." } ] }, @@ -60054,12 +60115,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10100", "issue:10178", - "issue:10350", - "issue:10382", "issue:10512", "issue:10887", "issue:10896", @@ -60069,12 +60128,13 @@ "issue:11687", "issue:11779", "issue:11922", - "issue:12108", - "issue:12575", + "issue:1197", + "issue:1205", "issue:12624", "issue:12738", "issue:13277", "issue:1358", + "issue:1440", "issue:2195", "issue:2266", "issue:2838", @@ -60083,6 +60143,7 @@ "issue:4014", "issue:4269", "issue:4406", + "issue:459", "issue:4790", "issue:5538", "issue:5628", @@ -60106,8 +60167,6 @@ "issue:9690" ], "soft_pairs": [ - "issue:12108|issue:12575", - "issue:10350|issue:10382", "issue:10178|issue:6570", "issue:10887|issue:11569", "issue:11687|issue:12624", @@ -60129,186 +60188,188 @@ "issue:6513|issue:6866", "issue:8577|issue:9101", "issue:3960|issue:4406", - "issue:10512|issue:9690" + "issue:10512|issue:9690", + "issue:1197|issue:459", + "issue:1205|issue:1440" ], - "prepared_review_unit_hash": "e3a9ff55bc6ae657bc6cf82d94f64eede679eda4ff85755b879a8425caefa803", + "prepared_review_unit_hash": "042ba5bfd332d5668102fda34260992ddaea44c2314d71d5b0c00a8bf338bd30", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34160, - "estimated_input_tokens": 8540, - "estimated_eval_tokens": 17336 + "serialized_chars": 33940, + "estimated_input_tokens": 8485, + "estimated_eval_tokens": 17226 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: feature requests, unrelated pipeline bugs, and a few load/shape/runtime errors. There is no cluster-wide duplicate set; the only clear duplicate-looking pair is the safetensors HeaderTooLarge LoRA reports.", - "confidence": 0.97, - "canonical_issue_reason": "No single issue cleanly represents the whole cluster because the items span many unrelated bugs/features. If one issue must be chosen, issue:4406 is the best canonical for the only true duplicate pair because it states the exact safetensors HeaderTooLarge failure most explicitly.", + "summary": "This cluster is mostly unrelated feature requests and bug reports; the only likely duplicate is the safetensors/LoRA HeaderTooLarge pair. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "Issue #4406 is the clearest representative of the only true duplicate-like pair: it states the full safetensors HeaderTooLarge error explicitly and is more specific than #3960.", "canonical_pr_reason": null, - "best_issue_reason": "issue:4406 is the strongest issue candidate: it is concrete, specific, and matches another near-identical report (issue:3960) about the same LoRA safetensors HeaderTooLarge error.", + "best_issue_reason": "#4406 is the best issue anchor for this cluster because it has the most explicit, canonical error signature; otherwise the remaining issues are too heterogeneous to share one representative.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:12108", - "right": "issue:12575", - "accept": false, - "reason": "Different failures in Chroma/Qwen image pipelines: flow-matching scheduler behavior vs attention-backend checks." - }, - { - "left": "issue:10350", - "right": "issue:10382", - "accept": false, - "reason": "Both are VAE-related, but one is decoder memory use and the other is an encoder return-type AttributeError." - }, { "left": "issue:10178", "right": "issue:6570", "accept": false, - "reason": "Different tensor-shape bugs in different modules/models; only superficial size-mismatch similarity." + "reason": "Both are tensor shape errors, but in different pipelines and with different failure contexts." }, { "left": "issue:10887", "right": "issue:11569", "accept": false, - "reason": "Import error for StableDiffusionXLTrainer vs a feature request for a model repo; unrelated." + "reason": "Import/export support bug vs feature request for a model repo; unrelated." }, { "left": "issue:11687", "right": "issue:12624", "accept": false, - "reason": "Docs/framework addition request vs a new pipeline parameter request; not the same bug or change." + "reason": "Docs/framework addition request vs pipeline API change request; not the same change." }, { "left": "issue:5849", "right": "issue:6374", "accept": false, - "reason": "Training-script argparse TypeError vs LoRA weight loading question; different code paths and symptoms." + "reason": "Trainer script argument error vs LoRA weight loading issue; different bugs." }, { "left": "issue:1358", "right": "issue:2838", "accept": false, - "reason": "Generic safetensors support request vs a ControlNet pipeline feature request; unrelated." + "reason": "General safetensors support request vs ControlNet pipeline behavior request; unrelated." }, { "left": "issue:7267", "right": "issue:9680", "accept": false, - "reason": "Broken local data loading in train_controlnet.py vs SDXL unconditional generation bug; different problems." + "reason": "Local data loading breakage vs unconditional generation regression; different code paths." }, { "left": "issue:4790", "right": "issue:6016", "accept": false, - "reason": "Both involve conversion utilities, but one is round-trip file compatibility and the other is a torch.Size formatting/error case." + "reason": "Both involve conversion scripts, but the reported failures are different." }, { "left": "issue:10986", "right": "issue:11779", "accept": false, - "reason": "MPS complex-dtype conversion error in transformer pipeline vs incorrect mask padding in Wan VACE; different pipelines and bugs." + "reason": "MPS ComplexDouble conversion bug vs Wan VACE mask padding bug; unrelated." }, { "left": "issue:7936", "right": "issue:8968", "accept": false, - "reason": "Invalid JSON/header parsing for a local safetensors file vs general pipeline safetensors loading support." + "reason": "Local safetensors JSON parsing failure vs generic safetensors loading support; not the same defect." }, { "left": "issue:2195", "right": "issue:2883", "accept": false, - "reason": "Both are video-related feature requests, but they target different pipeline additions and are not the same change." + "reason": "Video feature request topics overlap only broadly, not as the same change." }, { "left": "issue:2266", "right": "issue:4269", "accept": false, - "reason": "Sequential CPU offload slowdown vs ControlNet input-validation TypeError; different concrete issues." + "reason": "Performance regression from CPU offload vs input validation TypeError; different issues." }, { "left": "issue:5538", "right": "issue:5731", "accept": false, - "reason": "Upscale pipeline latent-usage question vs missing trainable logvar in AutoencoderKL decoder; unrelated code paths." + "reason": "Upscale pipeline latent handling vs AutoencoderKL logvar implementation; different underlying problems." }, { "left": "issue:8624", "right": "issue:8939", "accept": false, - "reason": "Undefined CUDA symbol in Stable Diffusion 3 setup vs tokenizer-loading OSError; different runtime failures." + "reason": "Shared SD3 model context, but one is a missing symbol and the other is tokenizer loading." }, { "left": "issue:12738", "right": "issue:13277", "accept": false, - "reason": "Both mention batching, but one is ZImage batch-size assertion and the other is QwenImage Ulysses SP batch handling." + "reason": "Both mention batch inputs, but they affect different pipelines and failure modes." }, { "left": "issue:4014", "right": "issue:5824", "accept": false, - "reason": "SDXL watermark artifacts vs incorrect text_encoder_projection_dim default; unrelated bugs." + "reason": "Watermark artifacts vs SDXL add_time_ids default issue; unrelated." }, { "left": "issue:5628", "right": "issue:7640", "accept": false, - "reason": "Scheduler denoising range offset vs from_single_file dimension runtime error; different root causes." + "reason": "Scheduler offset behavior vs from_single_file dimension error; different bugs." }, { "left": "issue:10100", "right": "issue:10896", "accept": false, - "reason": "Two different model-support requests (ConsisID vs SkyReels-A1); not the same feature." + "reason": "Two separate model-support feature requests; not one underlying change." }, { "left": "issue:10954", "right": "issue:11922", "accept": false, - "reason": "FLUX LoRA loading failure vs FLUX.1-Fill-dev runtime problem; same family name but different concrete bugs." + "reason": "Both FLUX-related, but one is a LoRA load failure and the other is a running problem for a different model." }, { "left": "issue:6513", "right": "issue:6866", "accept": false, - "reason": "Different adapter integrations: T2IAdapter model support vs IP-Adapter support for SDXL ControlNet inpaint." + "reason": "Different adapter/pipeline support requests, not the same feature." }, { "left": "issue:8577", "right": "issue:9101", "accept": false, - "reason": "Differential diffusion feature for SD3 vs an InstructPix2Pix training script for SD3; different work items." + "reason": "Different SD3 feature requests: differential diffusion vs InstructPix2Pix training support." }, { "left": "issue:3960", "right": "issue:4406", "accept": true, - "reason": "Both report the same safetensors HeaderTooLarge problem while loading a LoRA; 4406 is the clearer description." + "reason": "Same safetensors/HeaderTooLarge loading failure; the titles and problem statements align closely enough to be duplicates." }, { "left": "issue:10512", "right": "issue:9690", "accept": false, - "reason": "LoRA loading failure in Flux/Quanto vs FP8 example-code cleanup; unrelated." + "reason": "LoRA load problem vs FP8 example cleanup request; unrelated." + }, + { + "left": "issue:1197", + "right": "issue:459", + "accept": false, + "reason": "Both are community ideas, but they describe different pipelines and goals." + }, + { + "left": "issue:1205", + "right": "issue:1440", + "accept": false, + "reason": "Model conversion to ONNX vs deleting cached models; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The one accepted soft-edge pair, issue:3960 and issue:4406, is supported by the matching safetensors HeaderTooLarge LoRA reports. The remaining pair verdicts are appropriately non-committal/negative given the evidence. No overstatement detected." + "feedback": "The summary is conservative and grounded in the packet. The only accepted soft edge (#3960/#4406) is well supported by the matching HeaderTooLarge safetensors error, and the other pairs are appropriately rejected without overclaiming. No PRs are present, so the PR-related fields are fine as null." }, "evaluator_used": true, "retried": false, @@ -60327,20 +60388,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ + "issue:10054", "issue:10336", "issue:10542", "issue:10639", "issue:11519", "issue:1181", - "issue:1197", - "issue:1205", "issue:12060", "issue:12239", + "issue:12606", "issue:13430", "issue:1350", - "issue:1440", "issue:1594", "issue:193", "issue:1962", @@ -60350,12 +60410,12 @@ "issue:318", "issue:3325", "issue:3444", + "issue:3623", "issue:3698", "issue:3891", "issue:3975", "issue:4014", "issue:4232", - "issue:459", "issue:4674", "issue:4788", "issue:4949", @@ -60366,6 +60426,7 @@ "issue:5886", "issue:5960", "issue:6136", + "issue:671", "issue:6935", "issue:7569", "issue:7661", @@ -60379,8 +60440,6 @@ "issue:9680" ], "soft_pairs": [ - "issue:1197|issue:459", - "issue:1205|issue:1440", "issue:12060|issue:9599", "issue:193|issue:3975", "issue:4674|issue:4788", @@ -60402,180 +60461,182 @@ "issue:4014|issue:8723", "issue:6136|issue:7569", "issue:5886|issue:7661", - "issue:10336|issue:9450" + "issue:10336|issue:9450", + "issue:3623|issue:671", + "issue:10054|issue:12606" ], - "prepared_review_unit_hash": "cb1ccf974fcd160bf941fb2d7d55ac5fcdf55ccb9febcffd67704bf1b56c5532", + "prepared_review_unit_hash": "90f81c14965303532eba22f0515bd5f34603d608a866e0e3ab61f4d20b07f430", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33161, - "estimated_input_tokens": 8291, - "estimated_eval_tokens": 16838 + "serialized_chars": 33327, + "estimated_input_tokens": 8332, + "estimated_eval_tokens": 16920 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated model-support requests, training/inference feature asks, and distinct bug reports across many different pipelines. The soft pairs are mostly only superficially similar by wording and should all be rejected as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous: it mixes unrelated bug reports, model-support requests, training issues, and conversion/tooling questions. I do not see any true duplicate pair among the soft edges, so all candidate links should be rejected.", + "confidence": 0.21, + "canonical_issue_reason": "If a single issue must anchor this noisy cluster, #193 ('Pipeline error') is the broadest and most generic report, but it is not a strong true canonical because the rest of the items span many unrelated problems.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#193 is the least specific, most catch-all issue in the set, so it is the only plausible representative anchor; however, it is still not a real duplicate target for the surrounding items.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:1197", - "right": "issue:459", - "accept": false, - "reason": "Different requests: OpenAI Diffusion Pipeline vs Incremental Diffusion. Similar theme, not the same feature or bug." - }, - { - "left": "issue:1205", - "right": "issue:1440", - "accept": false, - "reason": "ONNX conversion request and deleting cached models are unrelated." - }, { "left": "issue:12060", "right": "issue:9599", "accept": false, - "reason": "A question about DiT blocks is not the same as asking for a LoRA-only FLUX finetune example." + "reason": "Both are FLUX/DiT-adjacent, but one asks whether a DiT block exists and the other asks for a LoRA-only finetune example. Different requests, not the same underlying issue." }, { "left": "issue:193", "right": "issue:3975", "accept": false, - "reason": "Generic pipeline error report vs a typo in an error message; different problems." + "reason": "#193 is a generic pipeline failure report, while #3975 is a typo in an error message. Different code paths and fixes." }, { "left": "issue:4674", "right": "issue:4788", "accept": false, - "reason": "Memory leak when changing width/height is distinct from SDXL inpaint OOM on 6 GB VRAM." + "reason": "One is a memory leak when changing width/height across calls; the other is an out-of-memory report for SDXL inpaint on 6 GB VRAM. Similar theme, different bug." }, { "left": "issue:8504", "right": "issue:9101", "accept": false, - "reason": "Selecting text encoders for SD3 training and an InstructPix2Pix SD3 training script are separate feature requests." + "reason": "Both involve SD3 training, but one requests choosing which text encoders to train and the other requests an InstructPix2Pix training script. Not the same change." }, { "left": "issue:10639", "right": "issue:12239", "accept": false, - "reason": "Support for Lumina-Image 2.0 and support for InfiniteTalk are different model integrations." + "reason": "These are support requests for completely different models: Lumina-Image 2.0 vs InfiniteTalk." }, { "left": "issue:10542", "right": "issue:9680", "accept": false, - "reason": "Hunyuan Video batch-size regression is unrelated to SDXL unconditional generation being broken." + "reason": "Different model families and failures: Hunyuan Video batch-size breakage versus SDXL unconditional generation issues." }, { "left": "issue:11519", "right": "issue:13430", "accept": false, - "reason": "Support requests for MAGI-1 and JoyAI-Image-Edit target different models." + "reason": "Two separate model support requests (MAGI-1 vs JoyAI-Image-Edit), with no shared concrete bug or code path." }, { "left": "issue:1181", "right": "issue:3698", "accept": false, - "reason": "Training from scratch is not the same as converting an inpainting model to diffusers." + "reason": "Training a model from scratch is a different feature from converting an inpainting model to diffusers." }, { "left": "issue:2210", "right": "issue:5160", "accept": false, - "reason": "LoRA text-encoder training and Dreambooth/LoRA masking are different training features." + "reason": "Both mention LoRA, but one is about training the text encoder and the other about masking behavior in Dreambooth/LoRA. Different functionality." }, { "left": "issue:2332", "right": "issue:4232", "accept": false, - "reason": "Dreambooth inference error vs instruct-pix2pix ControlNet training/inference; not the same bug." + "reason": "A Dreambooth inference error and an instruct-pix2pix/controlnet training+inference request are not the same underlying problem." }, { "left": "issue:4964", "right": "issue:7782", "accept": false, - "reason": "SDXL model conversion and safetensors conversion failure are unrelated." + "reason": "Converting SDXL models to diffusers is unrelated to a safetensors conversion/unpickling error." }, { "left": "issue:1350", "right": "issue:3087", "accept": false, - "reason": "DiffusionDet object detection support and LyCORIS/LoCon/LoHA support are different domains." + "reason": "DiffusionDet object detection and LyCORIS support are entirely different features." }, { "left": "issue:1594", "right": "issue:4949", "accept": false, - "reason": "Video img2img generation and ProPainter in/outpainting are not the same change." + "reason": "Both touch video generation, but one is img2img for video generation and the other is ProPainter in/outpainting. Different models and tasks." }, { "left": "issue:1962", "right": "issue:3444", "accept": false, - "reason": "Video generation with stable diffusion is unrelated to audio-to-image integration with ImageBind." + "reason": "Stable-diffusion video generation and ImageBind/StableUnCLIP audio-to-image integration are unrelated modalities and code paths." }, { "left": "issue:318", "right": "issue:3891", "accept": false, - "reason": "Grad-TTS and Tortoise TTS are separate TTS pipeline requests." + "reason": "Both are TTS-related, but Grad-TTS and Tortoise TTS are different pipelines and support requests." }, { "left": "issue:5687", "right": "issue:5710", "accept": false, - "reason": "One is a low-strength img2img timestep bug; the other is a scheduler initialization bug. Different code paths." + "reason": "Both involve scheduler/sigma behavior, but one is duplicate timesteps breaking Img2Img at low strength and the other is missing self.sigmas during initialization. Related area, distinct bug." }, { "left": "issue:6935", "right": "issue:7882", "accept": false, - "reason": "IP-Adapter face ID support and missing from_single_file on T2I-Adapter are unrelated." + "reason": "IP-Adapter face ID support and missing from_single_file on the T2I adapter pipeline are different feature gaps." }, { "left": "issue:3325", "right": "issue:5960", "accept": false, - "reason": "Dreambooth CUDA invalid argument and SDXL ControlNet NaN/uint8 cast warning are different failures." + "reason": "Different training failures: a CUDA invalid-argument error in Dreambooth vs a NaN cast warning in ControlNet SDXL training." }, { "left": "issue:4014", "right": "issue:8723", "accept": false, - "reason": "Watermark pixel artifacts in SDXL are unrelated to SD3ControlNetModel initialization errors." + "reason": "SDXL watermark artifacts and SD3ControlNetModel initialization errors are separate problems." }, { "left": "issue:6136", "right": "issue:7569", "accept": false, - "reason": "SD2.1 NaNs on Mac and a FreeU test failure on Mac are not the same issue." + "reason": "Both mention Mac, but one reports NaNs in StableDiffusionPipeline on CPU and the other is a FreeU test failure. Different code paths." }, { "left": "issue:5886", "right": "issue:7661", "accept": false, - "reason": "IP-Adapter face model support and enabling animate diff with IP-Adapter are distinct feature requests." + "reason": "IP-Adapter face model support and making AnimateDiff work with an IP-Adapter-loaded UNet are different feature requests, not one bug." }, { "left": "issue:10336", "right": "issue:9450", "accept": false, - "reason": "Sana activation clamping and Flux multi-GPU device mismatch are different bugs in different models." + "reason": "Sana activation explosion/clamping and FluxPipeline multi-GPU device mismatch are unrelated bugs." + }, + { + "left": "issue:3623", + "right": "issue:671", + "accept": false, + "reason": "Unable to load larger models versus converted models not being identical are different issues: one is resource/loading, the other conversion correctness." + }, + { + "left": "issue:10054", + "right": "issue:12606", + "accept": false, + "reason": "Scheduler test parameters to torch.linspace and a wrong script import are unrelated problems." } ] }, @@ -60597,11 +60658,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ - "issue:10054", "issue:10210", + "issue:10336", "issue:10513", + "issue:10514", "issue:10650", "issue:10800", "issue:10932", @@ -60610,7 +60672,7 @@ "issue:11352", "issue:12396", "issue:12504", - "issue:12606", + "issue:1791", "issue:2203", "issue:2228", "issue:2364", @@ -60618,7 +60680,6 @@ "issue:3032", "issue:3085", "issue:319", - "issue:3623", "issue:3861", "issue:3973", "issue:4674", @@ -60635,9 +60696,9 @@ "issue:5889", "issue:5897", "issue:6028", - "issue:671", "issue:7232", "issue:730", + "issue:760", "issue:7611", "issue:7799", "issue:7991", @@ -60648,8 +60709,6 @@ "issue:987" ], "soft_pairs": [ - "issue:3623|issue:671", - "issue:10054|issue:12606", "issue:11352|issue:12504", "issue:319|issue:938", "issue:5743|issue:5897", @@ -60671,180 +60730,182 @@ "issue:10513|issue:12396", "issue:3032|issue:3861", "issue:4936|issue:7991", - "issue:9392|issue:9485" + "issue:9392|issue:9485", + "issue:1791|issue:760", + "issue:10336|issue:10514" ], - "prepared_review_unit_hash": "a7b7b4a63d68d8dbe4096c6cf04d11861be708f7cb3f2b028c0ee62024f21410", + "prepared_review_unit_hash": "609d78588254a0ceb644b0f60521b59d28a4586387aa7997fb181be2ee47ba88", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33386, - "estimated_input_tokens": 8347, - "estimated_eval_tokens": 16950 + "serialized_chars": 33372, + "estimated_input_tokens": 8343, + "estimated_eval_tokens": 16942 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft links are mostly false positives: these issues span unrelated pipelines, scheduler behavior, quantization/offload, shape mismatches, and docs/training edge cases. No pair looks like the same underlying bug or change.", - "confidence": 0.94, - "canonical_issue_reason": "issue:10210 is the most concrete and widely discussed user-facing bug report here, so it is the least arbitrary representative of this heterogeneous set.", + "summary": "This cluster is almost entirely a set of loose soft-similarity false positives: most pairs share only broad terms like pipeline, shape, memory, training, or scheduler, but describe different bugs, features, or APIs. No soft edge looks like the same underlying defect or change.", + "confidence": 0.96, + "canonical_issue_reason": "If a single issue must anchor the cluster, issue 5889 is the broadest/highest-traffic general thread, but the cluster is not actually duplicate-coherent, so there is no true canonical duplicate target here.", "canonical_pr_reason": null, - "best_issue_reason": "As a cluster representative, issue:10210 is the strongest fit by specificity and discussion activity, but it should not be treated as a true duplicate anchor for the whole group.", + "best_issue_reason": "Issue 5889 is the most generic and visible topic among the set, but it still does not match the others as the same bug; it is only the least-bad anchor for an otherwise unrelated cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:3623", - "right": "issue:671", - "accept": false, - "reason": "Both are model loading/behavior complaints, but one is about large-model loading failures and the other about converted-model fidelity; different underlying problems." - }, - { - "left": "issue:10054", - "right": "issue:12606", - "accept": false, - "reason": "Scheduler test parameter bug vs wrong script import; unrelated code paths." - }, { "left": "issue:11352", "right": "issue:12504", "accept": false, - "reason": "CPU move warning for 8bit quantized pipelines vs freeU ComplexHalf warning; different functionality and failure modes." + "reason": "Different problems: 8-bit CPU move/warning handling vs a FreeU ComplexHalf warning." }, { "left": "issue:319", "right": "issue:938", "accept": false, - "reason": "Completely different domains: VQ-Diffusion model request vs human motion diffusion model request." + "reason": "Completely different models/domains: VQ-Diffusion vs Human Motion Diffusion." }, { "left": "issue:5743", "right": "issue:5897", "accept": false, - "reason": "Training stuck at 0% versus device-mismatch in LoRA training; not the same bug." + "reason": "Training stalled at 0% is unrelated to a CUDA/CPU device mismatch in LoRA training." }, { "left": "issue:5372", "right": "issue:5824", "accept": false, - "reason": "Both mention SDXL pipeline internals, but one asks how to use safety_checker and the other reports a bad default in get_add_time_ids()." + "reason": "Safety checker usage question vs a default value bug in get_add_time_ids()." }, { "left": "issue:2364", "right": "issue:4704", "accept": false, - "reason": "Generic training-script failure vs Custom Diffusion training failure; too broad and no shared concrete failure mode." + "reason": "Both involve training failures, but they are different scripts and different failure modes." }, { "left": "issue:4674", "right": "issue:490", "accept": false, - "reason": "Memory leak when changing width/height across calls is not the same as general low-memory complaints." + "reason": "Both are memory-related, but one is a width/height cache leak and the other is a general memory complaint." }, { "left": "issue:2228", "right": "issue:3861", "accept": false, - "reason": "Loading-to-GPU issue vs API naming question about from_pretrained; different underlying issue." + "reason": "API/loading confusion around from_pretrained naming, but not the same concrete failure." }, { "left": "issue:4835", "right": "issue:8930", "accept": false, - "reason": "ControlNet img2img bug with MultiControlNetModel vs pose-control adherence issues; both about control images but not the same concrete defect." + "reason": "Both are ControlNet img2img issues, but one is MultiControlNet integration and the other is pose adherence." }, { "left": "issue:5889", "right": "issue:7232", "accept": false, - "reason": "Stable video diffusion feature request/announcement vs support for multimodal diffusion transformers; not duplicates." + "reason": "Stable video diffusion vs a feature request for multimodal diffusion transformers." }, { "left": "issue:539", "right": "issue:987", "accept": false, - "reason": "Different unrelated TypeError reports from different APIs and pipelines." + "reason": "snapshot_download argument incompatibility vs an unrelated green-image output bug." }, { "left": "issue:7611", "right": "issue:7799", "accept": false, - "reason": "Shape mismatch in unet2dconditional vs matmul mismatch with IP-Adapter; both are tensor-shape errors but distinct code paths." + "reason": "Both are shape/matrix mismatch errors, but they occur in different pipelines and code paths." }, { "left": "issue:3085", "right": "issue:3973", "accept": false, - "reason": "Removed return_cache_folder argument vs unexpected vae_path keyword; both are parameter/API mismatches but not the same one." + "reason": "Both are keyword-argument/API issues, but the affected functions and missing parameters are different." }, { "left": "issue:2947", "right": "issue:4692", "accept": false, - "reason": "Missing load_attn_procs attribute vs generic UNet memory concerns; unrelated defects." + "reason": "Missing method on UNet2DConditionModel vs a separate memory concern." }, { "left": "issue:10650", "right": "issue:10962", "accept": false, - "reason": "Lumina reshape runtime error vs Cogview4 prompt-embed shape issues; similar symptom class only, not the same bug." + "reason": "Both mention shape issues, but Lumina reshape failure and Cogview4 prompt-embed handling are different bugs." }, { "left": "issue:10800", "right": "issue:10932", "accept": false, - "reason": "Quantized model plus sequential CPU offload crash vs torch.compile recompile limit; different mechanisms and failures." + "reason": "Quantization/offload dtype failure vs torch.compile recompile-limit exhaustion; unrelated code paths." }, { "left": "issue:10210", "right": "issue:11006", "accept": false, - "reason": "FluxImg2Img output too similar to input is not the same as broken Wan 2.1 I2V output with a quantized transformer." + "reason": "Output-similarity bug in FLUX img2img vs broken video output in Wan 2.1 with quantized transformer." }, { "left": "issue:5044", "right": "issue:6028", "accept": false, - "reason": "Kandinsky 2.2 load failure vs Kandinsky 3.0 CUDA OOM; different models and different failure modes." + "reason": "Kandinsky 2.2 load failure vs Kandinsky 3.0 out-of-memory; different versions and failure classes." }, { "left": "issue:2203", "right": "issue:730", "accept": false, - "reason": "DreamBooth download location question vs DreamBooth training quality issue; unrelated." + "reason": "Download location issue vs DreamBooth training quality/local-vs-Colab behavior; not the same bug." }, { "left": "issue:10513", "right": "issue:12396", "accept": false, - "reason": "Colab FLUX errors vs leaf_level/delete_adapters errors; different subsystems and symptoms." + "reason": "Colab FLUX Schnell errors vs adapter deletion/leaf_level errors; unrelated subsystems." }, { "left": "issue:3032", "right": "issue:3861", "accept": false, - "reason": "ControlNet class lacking from_pretrained vs generic Pipeline.from_pretrained question; not the same defect." + "reason": "A missing from_pretrained attribute on a ControlNet pipeline is not the same as a generic Pipeline.from_pretrained question." }, { "left": "issue:4936", "right": "issue:7991", "accept": false, - "reason": "Dreambooth LoRA resume regression vs basic training tutorial bug; different workflows and root causes." + "reason": "DreamBooth LoRA resume regression vs a basic training tutorial bug; different workflows and failures." }, { "left": "issue:9392", "right": "issue:9485", "accept": false, - "reason": "Scheduler SNR shift design question vs request to move scheduler computation to GPU; related area but not the same underlying bug/change." + "reason": "Both concern schedulers, but one is SNR shift feature work and the other is device placement policy." + }, + { + "left": "issue:1791", + "right": "issue:760", + "accept": false, + "reason": "Both involve MPS, but one is lack of support and the other is unexpected output behavior." + }, + { + "left": "issue:10336", + "right": "issue:10514", + "accept": false, + "reason": "Sana activation explosion/clamping vs a 4k resolution-binning sample_size restriction; different problems." } ] }, @@ -60866,18 +60927,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:1013", "issue:10202", "issue:10334", - "issue:10336", "issue:10411", "issue:10490", - "issue:10514", "issue:10529", "issue:10596", "issue:10671", + "issue:10760", + "issue:10767", "issue:10817", "issue:1083", "issue:10873", @@ -60887,8 +60948,8 @@ "issue:12052", "issue:12321", "issue:12459", + "issue:13034", "issue:13506", - "issue:1791", "issue:2089", "issue:4210", "issue:4332", @@ -60907,10 +60968,10 @@ "issue:6783", "issue:6794", "issue:6928", - "issue:760", "issue:7793", "issue:7842", "issue:834", + "issue:8410", "issue:8589", "issue:8612", "issue:8647", @@ -60918,8 +60979,6 @@ "issue:9972" ], "soft_pairs": [ - "issue:1791|issue:760", - "issue:10336|issue:10514", "issue:11148|issue:9953", "issue:1083|issue:834", "issue:4616|issue:8647", @@ -60941,180 +61000,182 @@ "issue:10490|issue:12321", "issue:10529|issue:6928", "issue:10596|issue:6794", - "issue:10671|issue:10873" + "issue:10671|issue:10873", + "issue:10760|issue:13034", + "issue:10767|issue:8410" ], - "prepared_review_unit_hash": "7970175382d9340fb6ae9f70e979d44f16ee44c36a8b8a0b16b43129a42ea43e", + "prepared_review_unit_hash": "843ab9db4f9fb84229e715c9c680e340b513238700bd6065da051dde54f9fac7", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33866, - "estimated_input_tokens": 8467, - "estimated_eval_tokens": 17190 + "serialized_chars": 33774, + "estimated_input_tokens": 8444, + "estimated_eval_tokens": 17144 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft-linked pairs share only broad vocabulary (pipeline names, schedulers, Mac/MPS, LoRA, etc.) but not the same underlying bug or change. No duplicate pairs should be merged.", + "summary": "These issues are a loose topical collection around Diffusers bugs and feature requests, not a duplicate cluster. The soft pairs mostly share broad subsystem words only; none look like the same concrete bug or change.", "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out because the issues cover unrelated bugs across different pipelines, schedulers, training scripts, and platforms.", + "canonical_issue_reason": "issue:10671 is the strongest representative because it describes a concrete, core pipeline bug with clear behavior, reproduction, and some cross-reference activity.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue for deduplication: none of the items is a clear representative of the others, and the soft pairs are not same-root-cause duplicates.", + "best_issue_reason": "issue:10671 is the best issue to anchor the cluster triage because it is specific, broadly relevant, and well-scoped compared with the more niche or feature-like reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:1791", - "right": "issue:760", - "accept": false, - "reason": "Both mention MPS/Mac support, but they are different pipelines and different failures; not the same bug." - }, - { - "left": "issue:10336", - "right": "issue:10514", - "accept": false, - "reason": "Both are Sana-related, but one is activation explosion/clamping and the other is a resolution-binning/sample_size constraint; distinct root causes." - }, { "left": "issue:11148", "right": "issue:9953", "accept": false, - "reason": "PEFT adapter flag handling vs moving a quantized component to CUDA are separate code paths and failure modes." + "reason": "Different problems: PEFT LoRA adapter state handling vs moving a quantized component to CUDA." }, { "left": "issue:1083", "right": "issue:834", "accept": false, - "reason": "FP16 ONNX incorrect output and CPU underutilization are unrelated performance/accuracy issues." + "reason": "Unrelated: FP16 ONNX correctness issue vs general CPU under-utilization." }, { "left": "issue:4616", "right": "issue:8647", "accept": false, - "reason": "SDXL LoRA conversion and a ControlNet img2img NoneType error are different problems." + "reason": "Different code paths and failures: SDXL LoRA conversion script vs ControlNet img2img NoneType error." }, { "left": "issue:11886", "right": "issue:12459", "accept": false, - "reason": "FluxKontextPipeline issue and FLUX.1-Kontext batch throughput are both Flux-related but one is a functional bug and the other is a performance concern." + "reason": "Different FLUX topics: a pipeline issue vs batch inference throughput, not the same bug." }, { "left": "issue:10411", "right": "issue:6518", "accept": false, - "reason": "Both involve training scripts, but the reported failures and scripts are different; not one concrete bug." + "reason": "Different training scripts and errors: lora-weight training usage question vs NoneType floor-division in a distillation script." }, { "left": "issue:10817", "right": "issue:8589", "accept": false, - "reason": "Missing SD3 control nets in auto_pipeline is unrelated to SD3 DreamBooth prior-preservation support." + "reason": "Different concerns: missing SD3 ControlNets in auto-pipeline vs SD3 DreamBooth prior-preservation training." }, { "left": "issue:6091", "right": "issue:6222", "accept": false, - "reason": "Size-argument memory issue in Consistency Decoder and DDPM batch-size dependency are separate scheduler/model behaviors." + "reason": "Both are scheduler/decoder-related but the bugs differ: memory usage with size args vs DDPM batch-size dependency." }, { "left": "issue:12052", "right": "issue:13506", "accept": false, - "reason": "Wan offloading device-mismatch failure and Sage attention ring-attention failure are distinct attention/offloading problems." + "reason": "Different failures: Wan 2.2 offloading device-mismatch vs Sage attention incompatibility with ring-attention." }, { "left": "issue:7793", "right": "issue:7842", "accept": false, - "reason": "LoRA unloading error and DeepFloyd stage-2 size mismatch are different bugs in different workflows." + "reason": "Different DeepFloyd issues: LoRA unloading error vs tensor-size mismatch on non-8-divisible input images." }, { "left": "issue:6783", "right": "issue:8612", "accept": false, - "reason": "PixArt generations messed up and mixed-precision incompatibility are different issues, even if both affect inference quality." + "reason": "Different model/runtime issues: PixArt-XL generation corruption vs Pixart-sigma mixed-precision incompatibility." }, { "left": "issue:5545", "right": "issue:5595", "accept": false, - "reason": "Generic inpaint pipeline problem vs height/width divisibility validation are not the same root cause." + "reason": "Both are pipeline input problems, but one is StableDiffusionInpaintPipeline behavior and the other is invalid height/width validation." }, { "left": "issue:5646", "right": "issue:5689", "accept": false, - "reason": "Scheduler instability on one model vs residual noise in SDXL images are related only by broad sampler context, not by a shared bug." + "reason": "Related scheduler family, but not the same bug: stability issues on a specific model vs residual noise in SDXL DPM++ output." }, { "left": "issue:4210", "right": "issue:4332", "accept": false, - "reason": "Attention-mask usage in UNet and xformers support for Kandinsky 2.2 are unrelated changes/issues." + "reason": "Different attention-mask/xformers concerns: UNet forward API question vs kandinsky2.2 xformers failure." }, { "left": "issue:4534", "right": "issue:4631", "accept": false, - "reason": "MPS validation crash in SDXL DreamBooth and a Karras-sigma scalar conversion error are different scheduler/device failures." + "reason": "Different runtime bugs: SDXL dreambooth validation on MPS vs DPMSolverSinglestepScheduler Karras sigma scalar error." }, { "left": "issue:2089", "right": "issue:5951", "accept": false, - "reason": "DreamBooth OOM on AltDiffusion and PixArt training are not the same issue." + "reason": "Both training-related, but DreamBooth OOM and PixArt training are not the same underlying issue." }, { "left": "issue:1013", "right": "issue:5026", "accept": false, - "reason": "Different versioned pipeline regressions: StableDiffusionMegaPipeline compatibility vs a KeyError for text_encoder." + "reason": "Different release-era import/pipeline issues: StableDiffusionMegaPipeline broken in Diffusers 6.0 vs KeyError for text_encoder in 0.21.0." }, { "left": "issue:10202", "right": "issue:11046", "accept": false, - "reason": "LoRA unload correctness and Flux pipeline inference composition are separate Flux bugs." + "reason": "Different FLUX/LoRA and FLUX/controlnet-inpainting-plus-ip-adapter failures; no same code-path evidence." }, { "left": "issue:10334", "right": "issue:9972", "accept": false, - "reason": "Both are macOS-related, but one is Sana numerical corruption and the other is a CogX buffer-allocation failure." + "reason": "Different macOS issues with different symptoms: Sana MPS/CPU NaNs vs CogX 10TB buffer request." }, { "left": "issue:10490", "right": "issue:12321", "accept": false, - "reason": "General Infinity support request and HunyuanImage-2.1 support are unrelated feature requests." + "reason": "Feature requests for different models/platform support, not the same bug or change." }, { "left": "issue:10529", "right": "issue:6928", "accept": false, - "reason": "DDIMInverseScheduler timestep spacing and Marigold depthmap colorization are unrelated feature requests." + "reason": "Different feature gaps: DDIMInverseScheduler missing linspace spacing vs depthmap colorization option." }, { "left": "issue:10596", "right": "issue:6794", "accept": false, - "reason": "FluxControlPipeline shape error and cast_training_params import error are different bugs in different areas." + "reason": "Different errors in different areas: FluxControlPipeline shape mismatch vs cast_training_params import failure." }, { "left": "issue:10671", "right": "issue:10873", "accept": false, - "reason": "Deterministic dtype/device retrieval in DiffusionPipeline and SanaPipeline behavior are separate issues." + "reason": "Different bugs: generic DiffusionPipeline dtype/device determinism vs SanaPipeline model-specific issue." + }, + { + "left": "issue:10760", + "right": "issue:13034", + "accept": false, + "reason": "Different import vs geometry issues: missing ONNX legacy pipeline attribute vs WanPipeline height/width handling." + }, + { + "left": "issue:10767", + "right": "issue:8410", + "accept": false, + "reason": "Different requests: FlashVideo integration discussion vs native TextDiffuser pipeline support." } ] }, @@ -61136,10 +61197,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ - "issue:10760", - "issue:10767", "issue:1101", "issue:1117", "issue:11351", @@ -61152,7 +61211,6 @@ "issue:12645", "issue:12666", "issue:12754", - "issue:13034", "issue:1305", "issue:13191", "issue:13377", @@ -61171,25 +61229,26 @@ "issue:2866", "issue:2883", "issue:2972", + "issue:2984", "issue:3010", "issue:3073", + "issue:3093", "issue:3159", + "issue:3817", "issue:3838", "issue:3843", "issue:4386", "issue:4390", + "issue:4630", "issue:5285", "issue:5877", "issue:6928", "issue:7365", - "issue:8410", "issue:940", "issue:9471", "issue:9744" ], "soft_pairs": [ - "issue:10760|issue:13034", - "issue:10767|issue:8410", "issue:1101|issue:5285", "issue:1117|issue:3010", "issue:11351|issue:12666", @@ -61211,180 +61270,182 @@ "issue:2761|issue:3159", "issue:2866|issue:4386", "issue:2883|issue:3838", - "issue:2972|issue:7365" + "issue:2972|issue:7365", + "issue:2984|issue:3817", + "issue:3093|issue:4630" ], - "prepared_review_unit_hash": "2ba797a0bc4b539409cf083cb29a971b8bdeb64ba5acd865a2f115cbf2df2450", + "prepared_review_unit_hash": "db62e4ac4224ef34ad26744c1dfd29e1d56daa4c2f884dbfb63e816b27c6be39", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33004, - "estimated_input_tokens": 8251, - "estimated_eval_tokens": 16758 + "serialized_chars": 33007, + "estimated_input_tokens": 8252, + "estimated_eval_tokens": 16760 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All proposed soft-edge pairs are weakly similar at best and mostly unrelated; they span different bugs, features, docs, models, and pipelines. I would not merge any pair as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue stands out: this set is heterogeneous, with unrelated model-support requests, bugs, docs issues, and pipeline-specific regressions.", + "summary": "This cluster is a broad mix of unrelated feature requests, bug reports, and docs/tests issues. None of the soft pairs look like true duplicates; they mostly share only superficial theme overlap (e.g. model support, MPS, LoRA, video pipelines).", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items do not converge on one underlying bug or change, and the apparent overlaps are only loose topical similarities.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue candidate: none of these issues clearly subsumes the others or represents the same underlying problem across the cluster.", + "best_issue_reason": "No single issue is a good global representative here because the cluster is heterogeneous rather than one duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:10760", - "right": "issue:13034", - "accept": false, - "reason": "Different failures in different pipelines: import-time missing attribute vs WanPipeline height/width handling." - }, - { - "left": "issue:10767", - "right": "issue:8410", - "accept": false, - "reason": "FlashVideo integration request is unrelated to native TextDiffuser pipeline support." - }, { "left": "issue:1101", "right": "issue:5285", "accept": false, - "reason": "Scheduler feature request and Japanese docs translation are unrelated." + "reason": "DPM-Solver scheduler request vs Japanese docs translation; unrelated." }, { "left": "issue:1117", "right": "issue:3010", "accept": false, - "reason": "Negative-prompt tests and distributed inference docs address different areas." + "reason": "Tests for multiple negative prompts vs distributed multi-GPU inference docs; different scope." }, { "left": "issue:11351", "right": "issue:12666", "accept": false, - "reason": "Wan video processor dtype question is unrelated to Kandinsky 5.0 video pipeline availability." + "reason": "Wan i2v float32 dtype question vs Kandinsky video pipeline availability; different problems." }, { "left": "issue:11352", "right": "issue:12599", "accept": false, - "reason": "One is missing a warning on CPU move for 8-bit models; the other is slow CUDA transfer after loading." + "reason": "8-bit quantized model CPU move warning vs slow CUDA transfer after loading; different code paths." }, { "left": "issue:11519", "right": "issue:13191", "accept": false, - "reason": "Two separate model support requests (MAGI-1 vs Elastic-DiT) with no shared bug/change." + "reason": "MAGI-1 support request vs Elastic-DiT support request; both model requests but not the same model/change." }, { "left": "issue:12108", "right": "issue:12645", "accept": false, - "reason": "Flow-matching scheduler breakage is a functional bug; the other is a speed comparison complaint." + "reason": "Scheduler-enabled breakage in Qwen Image/Chroma vs Qwen-Image speed comparison; bug vs performance complaint." }, { "left": "issue:12338", "right": "issue:9471", "accept": false, - "reason": "AutoencoderDC VAE slicing bug is unrelated to a file-extension/resource-type parsing error." + "reason": "AutoencoderDC VAE slicing bug vs file-extension inference ValueError; unrelated." }, { "left": "issue:12358", "right": "issue:9744", "accept": false, - "reason": "Different model support requests: Lumina-DiMOO vs Mochi video model." + "reason": "Lumina-DiMOO pipeline request vs Mochi video model request; different models." }, { "left": "issue:12754", "right": "issue:13377", "accept": false, - "reason": "Both mention pipeline behavior, but one is float32 casting in from_pipe and the other is CFG suppression with negative_prompt_embeds." + "reason": "from_pipe dtype conversion bug vs QwenImage CFG masking bug; separate behaviors." }, { "left": "issue:1305", "right": "issue:3073", "accept": false, - "reason": "Direct Inversion method request is unrelated to adding consistency models." + "reason": "Direct Inversion paper request vs Consistency Models request; different features." }, { "left": "issue:1398", "right": "issue:940", "accept": false, - "reason": "Both touch MPS, but one is Stable Diffusion 2 support and the other is an LMSDiscreteScheduler crash." + "reason": "General Stable Diffusion 2 on MPS issue vs LMSDiscreteScheduler crash on MPS; related platform but not same bug." }, { "left": "issue:1530", "right": "issue:1919", "accept": false, - "reason": "Missing VQDiffusion pipeline embedding field and missing DreamBooth requirements are unrelated." + "reason": "Missing VQDiffusion embedding field vs missing DreamBooth dependency; unrelated missing items." }, { "left": "issue:1541", "right": "issue:5877", "accept": false, - "reason": "Both involve DreamBooth, but one is CKPT/model-type detection and the other is subprocess failures in training scripts." + "reason": "DreamBooth model-type detection/load failure vs subprocess error in textual inversion/DreamBooth; different failure modes." }, { "left": "issue:202", "right": "issue:2377", "accept": false, - "reason": "Unet blocks tests and EMAModel tests are unrelated test additions." + "reason": "Tests for unet_blocks vs tests for EMAModel; both tests, but different targets." }, { "left": "issue:2250", "right": "issue:2603", "accept": false, - "reason": "Different DreamBooth/Attend-And-Excite inference problems with different symptoms and code paths." + "reason": "DreamBooth prompt generation failure vs Attend-And-Excitte non-square image issue; different pipelines." }, { "left": "issue:2538", "right": "issue:6928", "accept": false, - "reason": "Train-text-encoder option and Marigold depthmap colorization are separate feature requests." + "reason": "Enable train_text_encoder for DreamBooth LoRA vs disable depthmap colorization; unrelated option requests." }, { "left": "issue:2550", "right": "issue:3843", "accept": false, - "reason": "ControlNet model conversion and missing global_step key are different code-path issues." + "reason": "ControlNet-to-diffusers conversion failure vs missing global_step key; different bugs." }, { "left": "issue:2674", "right": "issue:4390", "accept": false, - "reason": "A missing safetensors dependency in LoRA workflows is not the same as a generic missing requirements report." + "reason": "Specific safetensors dependency problem vs generic missing requirements; not the same issue." }, { "left": "issue:2761", "right": "issue:3159", "accept": false, - "reason": "Documentation request for UNet1DModel and a typo fix in docs are different doc issues." + "reason": "UNet1DModel docs request vs typo in docs code; different documentation issues." }, { "left": "issue:2866", "right": "issue:4386", "accept": false, - "reason": "Both involve LoRA conversion, but one is bin-to-safetensors conversion and the other is an SDXL safetensor LoRA question." + "reason": "LoRA bin-to-safetensors conversion enhancement vs question about converting SDXL LoRA; related topic but not the same change." }, { "left": "issue:2883", "right": "issue:3838", "accept": false, - "reason": "Image-to-video pipeline and Video Composer are broad feature requests, not the same concrete change." + "reason": "Image-to-video pipeline request vs Video Composer request; different model/pipeline additions." }, { "left": "issue:2972", "right": "issue:7365", "accept": false, - "reason": "The 0.01 adjustment-loop bug is unrelated to pooled_prompt_embeds being overwritten." + "reason": "Loop variable adjustment bug vs pooled_prompt_embeds overwrite bug; unrelated code paths." + }, + { + "left": "issue:2984", + "right": "issue:3817", + "accept": false, + "reason": "Latent video diffusion model request vs editable dance generation from music; different research/pipeline asks." + }, + { + "left": "issue:3093", + "right": "issue:4630", + "accept": false, + "reason": "Modify noise directly vs modify LoRA weights after loading; different objects and APIs." } ] }, @@ -61406,10 +61467,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ - "issue:2984", - "issue:3093", "issue:3111", "issue:3113", "issue:3171", @@ -61418,7 +61477,6 @@ "issue:3406", "issue:3444", "issue:3728", - "issue:3817", "issue:4052", "issue:4264", "issue:4311", @@ -61426,7 +61484,6 @@ "issue:4386", "issue:4524", "issue:459", - "issue:4630", "issue:4868", "issue:4877", "issue:4912", @@ -61446,6 +61503,7 @@ "issue:6732", "issue:692", "issue:7147", + "issue:7237", "issue:7264", "issue:7377", "issue:7440", @@ -61453,13 +61511,14 @@ "issue:8410", "issue:8451", "issue:8495", + "issue:8593", "issue:8792", "issue:9001", - "issue:9793" + "issue:9454", + "issue:9793", + "issue:9902" ], "soft_pairs": [ - "issue:2984|issue:3817", - "issue:3093|issue:4630", "issue:3111|issue:4912", "issue:3111|issue:7264", "issue:3113|issue:5442", @@ -61482,186 +61541,188 @@ "issue:5931|issue:9793", "issue:6093|issue:8451", "issue:6295|issue:8792", - "issue:7147|issue:7377" + "issue:7147|issue:7377", + "issue:7237|issue:9902", + "issue:8593|issue:9454" ], - "prepared_review_unit_hash": "3e021c1dca14cd8227729ef04a265755017fba3d368aa51187a5a1eb77645736", + "prepared_review_unit_hash": "059084dbaa137bb8b9ddfc7751f3d26d5110f2398be80f5e8379e71197e91552", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 33185, - "estimated_input_tokens": 8297, - "estimated_eval_tokens": 16850 + "serialized_chars": 33184, + "estimated_input_tokens": 8296, + "estimated_eval_tokens": 16848 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated feature requests/questions across different Diffusers pipelines and utilities; the soft-similarity links are not strong enough to treat any pair as duplicates.", - "confidence": 0.34, - "canonical_issue_reason": "issue:4524 is the strongest representative issue here: it has the highest discussion activity and inbound references, and it is a concrete feature request rather than a narrow one-off question.", + "summary": "This cluster is a noisy mix of unrelated Diffusers feature requests, runtime bugs, docs issues, and model-specific questions. None of the proposed soft pairs look like true duplicates of the same underlying change or bug.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated subsystems and problem types, so one issue would not safely represent the cluster as a duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:4524 is the best single issue to anchor the cluster because it is prominent, substantive, and clearly scoped to a real product enhancement.", + "best_issue_reason": "issue:4524 is the most substantial and discussion-rich issue here, but it is still just a representative feature request rather than a true canonical for these heterogeneous items.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:2984", - "right": "issue:3817", - "accept": false, - "reason": "Unrelated topics: long-video diffusion model research vs editable dance generation from music." - }, - { - "left": "issue:3093", - "right": "issue:4630", - "accept": false, - "reason": "Noise manipulation during generation is different from changing LoRA weights after loading." - }, { "left": "issue:3111", "right": "issue:4912", "accept": false, - "reason": "Custom conditioning encoder support is unrelated to converting SDXL checkpoints." + "reason": "Custom conditioning encoder support and SDXL checkpoint conversion are different tasks." }, { "left": "issue:3111", "right": "issue:7264", "accept": false, - "reason": "Custom conditioning encoder support is a different problem from serializing/loading custom Transformers models." + "reason": "One is about conditioning encoders; the other is about serializing/loading custom Transformers models." }, { "left": "issue:3113", "right": "issue:5442", "accept": false, - "reason": "Cross-attention layout control and ScaleCrafter are different feature requests for different code paths." + "reason": "Both are pipeline ideas, but they target different methods and code paths." }, { "left": "issue:3171", "right": "issue:5070", "accept": false, - "reason": "Both mention ControlNet-style prompting, but one is about LPW prompts and the other about specific control flags in an example; not the same bug/change." + "reason": "LPW prompt support for ControlNet is unrelated to the only_mid_control/sd_locked example flags." }, { "left": "issue:3221", "right": "issue:3338", "accept": false, - "reason": "A version-specific attention processor loading bug is unrelated to slow package import time." + "reason": "An attention processor bug and a slow import-time issue are not the same defect." }, { "left": "issue:3406", "right": "issue:4311", "accept": false, - "reason": "only_cross_attention behavior is unrelated to the local_files_only pipeline_class bug." + "reason": "only_cross_attention behavior and local_files_only pipeline-class lookup are separate bugs." }, { "left": "issue:3406", "right": "issue:5062", "accept": false, - "reason": "Attention behavior for only_cross_attention is different from a typo in attention processor naming." + "reason": "A typo in attention code is not the same as the only_cross_attention logic failure." }, { "left": "issue:3444", "right": "issue:3728", "accept": false, - "reason": "Audio-to-image integration is unrelated to shifted diffusion text-to-image support." + "reason": "ImageBind/audio-to-image integration and Shifted Diffusion are different pipeline requests." }, { "left": "issue:4052", "right": "issue:7440", "accept": false, - "reason": "Missing from_single_file import and a missing dataset are unrelated issues." + "reason": "Missing from_single_file support is unrelated to the Pokemon dataset availability issue." }, { "left": "issue:4264", "right": "issue:7456", "accept": false, - "reason": "Missing example images is not the same as a missing raise statement." + "reason": "Missing example images and a missing raise statement are unrelated." }, { "left": "issue:4312", "right": "issue:5371", "accept": false, - "reason": "SAG for inpainting/img2img and BLIP inpainting support are different pipeline feature requests." + "reason": "SAG support for inpainting/img2img and BLIP inpainting support are different feature requests." }, { "left": "issue:4386", "right": "issue:4877", "accept": false, - "reason": "LoRA conversion for SDXL is unrelated to exposing noise_init_strength as an input argument." + "reason": "SDXL LoRA conversion and exposing noise_init_strength are unrelated." }, { "left": "issue:4524", "right": "issue:6616", "accept": false, - "reason": "AnimateDiff pipeline support and classifier guidance are different concrete features affecting different generation paths." + "reason": "AnimateDiff support and classifier-guidance implementation are different features." }, { "left": "issue:459", "right": "issue:692", "accept": false, - "reason": "Incremental diffusion and an example for fine-tuning are not the same underlying issue." + "reason": "Incremental Diffusion and a fine-tuning example are not the same change." }, { "left": "issue:4868", "right": "issue:8495", "accept": false, - "reason": "A Python AttributeError in one path is unrelated to an SD3 tokenizer enum deserialization error." + "reason": "A super().__getattr__ AttributeError and an SD3 tokenizer enum parsing error are distinct failures." }, { "left": "issue:5130", "right": "issue:6732", "accept": false, - "reason": "A scheduler usage question is not the same as undocumented trained_betas documentation." + "reason": "A DDPMScheduler question and undocumented trained_betas are different issues." }, { "left": "issue:5254", "right": "issue:9001", "accept": false, - "reason": "Multi-ControlNet inpaint support and Auraflow aspect ratios are separate pipeline enhancements." + "reason": "Multi-ControlNet inpainting and Auraflow aspect ratios are unrelated pipeline features." }, { "left": "issue:5284", "right": "issue:8410", "accept": false, - "reason": "ControlNet-LLLite support and native TextDiffuser support are different model/pipeline additions." + "reason": "ControlNet-LLLite and native TextDiffuser pipeline support are different capabilities." }, { "left": "issue:5643", "right": "issue:6113", "accept": false, - "reason": "How to use IP-Adapter ControlNet is unrelated to loading models from the sd_control_collection repo." + "reason": "Using IP-Adapter ControlNet and loading models from sd_control_collection are separate usage questions." }, { "left": "issue:5931", "right": "issue:9793", "accept": false, - "reason": "Generation nondeterminism and a progress bar update issue are different bugs." + "reason": "Generation nondeterminism and a stuck progress bar are unrelated bugs." }, { "left": "issue:6093", "right": "issue:8451", "accept": false, - "reason": "push_to_hub behavior in one training script is unrelated to missing training details for frozen UNet parameters." + "reason": "push_to_hub repo-creation behavior and training-script freezing details do not match." }, { "left": "issue:6295", "right": "issue:8792", "accept": false, - "reason": "Artifacts with a specific sampler setting are not the same as general quality degradation migrating from A1111 to Diffusers." + "reason": "Artifacts with a specific scheduler and general migration quality degradation are not the same bug." }, { "left": "issue:7147", "right": "issue:7377", "accept": false, - "reason": "Import failure for StableCascadeDecoderPipeline is different from a runtime error when num_images_per_prompt > 1." + "reason": "A missing import and a num_images_per_prompt runtime error are different StableCascade issues." + }, + { + "left": "issue:7237", + "right": "issue:9902", + "accept": false, + "reason": "A missing scheduler class and a conda version pin problem are unrelated." + }, + { + "left": "issue:8593", + "right": "issue:9454", + "accept": false, + "reason": "SD3 bf16 CPU noise and a CogVideoX model lookup failure are unrelated." } ] }, @@ -61683,7 +61744,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10204", "issue:10382", @@ -61700,8 +61761,10 @@ "issue:11363", "issue:11570", "issue:12338", + "issue:12605", "issue:12656", "issue:12981", + "issue:13377", "issue:1815", "issue:3177", "issue:3748", @@ -61712,11 +61775,11 @@ "issue:4631", "issue:5313", "issue:5710", - "issue:7237", + "issue:6385", + "issue:6506", "issue:7322", "issue:782", "issue:7897", - "issue:8593", "issue:8831", "issue:9026", "issue:9051", @@ -61725,17 +61788,13 @@ "issue:9298", "issue:9331", "issue:9417", - "issue:9454", "issue:9460", "issue:9479", "issue:9496", "issue:954", - "issue:9637", - "issue:9902" + "issue:9637" ], "soft_pairs": [ - "issue:7237|issue:9902", - "issue:8593|issue:9454", "issue:9026|issue:9298", "issue:9331|issue:9417", "issue:12338|issue:9637", @@ -61757,189 +61816,191 @@ "issue:11223|issue:11363", "issue:11010|issue:9479", "issue:11258|issue:12981", - "issue:10382|issue:12656" + "issue:10382|issue:12656", + "issue:12605|issue:13377", + "issue:6385|issue:6506" ], - "prepared_review_unit_hash": "c2203eb4bf353f7c8ed3d9fdf922062bd14ae063a68d9a285902cb69d4061c65", + "prepared_review_unit_hash": "f733a8ea210f9687ebc872d46380639854543e5abc6a4ec78c100b6d4726c83b", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33359, - "estimated_input_tokens": 8340, - "estimated_eval_tokens": 16936 + "serialized_chars": 33583, + "estimated_input_tokens": 8396, + "estimated_eval_tokens": 17048 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy and spans many unrelated bug reports and feature requests. The inpainting trio is the strongest thematic group, with #3880 as the best umbrella issue. For soft edges, only the DPMSolverSinglestepScheduler pair looks like a real duplicate-style match; the FlowMatch `index_for_timestep` pair should be rejected because one is a bug report and the other is a performance suggestion.", - "confidence": 0.79, - "canonical_issue_reason": "#3880 is the clearest broad inpainting-defect report and works best as the umbrella for related masked-area degradation complaints, including #9479 and the later FluxFill inpainting quality issue.", + "summary": "This cluster is mostly heterogeneous: the issues span many unrelated pipelines, schedulers, quantization, and training bugs. Only one pair looks like a true duplicate on the same code path (`FlowMatchEulerDiscreteScheduler.index_for_timestep`). No PRs are present.", + "confidence": 0.78, + "canonical_issue_reason": "issue:9331 is the cleanest anchor for the one strong duplicate pair because it names the exact scheduler and method directly, without extra symptom-specific wording.", "canonical_pr_reason": null, - "best_issue_reason": "#3880 is the most representative standalone bug in the set: it describes a concrete inpainting degradation problem with broad applicability.", + "best_issue_reason": "issue:9331 is the best representative issue in this set because it most clearly states the shared `index_for_timestep` scheduler bug and can subsume issue:10584 as the more specific symptom report.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:7237", - "right": "issue:9902", - "accept": false, - "reason": "Unrelated: missing scheduler class vs a conda version pin/stuck version issue." - }, - { - "left": "issue:8593", - "right": "issue:9454", - "accept": false, - "reason": "Different bugs: SD3 CPU bfloat16 noise vs CogVideoX image2video model loading." - }, { "left": "issue:9026", "right": "issue:9298", "accept": false, - "reason": "Different failure modes: unexpected `force_hook` arg vs missing `Float8_e4m3fnStorage`." + "reason": "Different failures: an unexpected `force_hook` kwarg in dispatch vs a missing `Float8_e4m3fnStorage` object." }, { "left": "issue:9331", "right": "issue:9417", "accept": false, - "reason": "Same function name, but one is a correctness bug report and the other is a performance suggestion; not the same underlying defect." + "reason": "Same method family, but one is a correctness bug report and the other is a performance optimization request; not the same underlying issue." }, { "left": "issue:12338", "right": "issue:9637", "accept": false, - "reason": "Different runtime issues: AutoencoderDC slicing decode bug vs xFormers attention-mask/bfloat16 failure." + "reason": "Different subsystems: VAE slicing/decoding multiple images vs xFormers attention-mask handling under bf16." }, { "left": "issue:5313", "right": "issue:8831", "accept": false, - "reason": "Both are LoRA-related, but they describe different problems: non-revertible fuse vs unsupported layers." + "reason": "Both involve LoRA, but one is about non-revertible fuse behavior and the other is about unsupported-layer continuation; not the same bug." }, { "left": "issue:1815", "right": "issue:3177", "accept": false, - "reason": "Both involve DeepSpeed, but the reported training/offloading failures are different." + "reason": "Both mention DeepSpeed training, but they describe different failures in different scripts and stages." }, { "left": "issue:11329", "right": "issue:11570", "accept": false, - "reason": "Shared quantization context, but memory leak and `.to()` cast breakage are distinct bugs." + "reason": "Quantization is common, but this is a memory leak versus a `.to()` casting failure when loading LoRAs." }, { "left": "issue:4229", "right": "issue:7322", "accept": false, - "reason": "Both are training failures, but the contexts and failure causes differ." + "reason": "Both are training-related OOM/SIGKILL reports, but the contexts and failure modes are different." }, { "left": "issue:10584", "right": "issue:9331", - "accept": false, - "reason": "Related scheduler area, but the specific reports do not clearly describe the same concrete bug." + "accept": true, + "reason": "Both describe the same `FlowMatchEulerDiscreteScheduler.index_for_timestep` problem; one reports missing timestep indices and the other names the same method/scheduler failure." }, { "left": "issue:10447", "right": "issue:10928", "accept": false, - "reason": "Model file handling is only a broad theme; conversion splitting and missing fp16 weights are different issues." + "reason": "Related to UNet model files, but one is about the converter splitting weights and the other is about a missing fp16 file on load." }, { "left": "issue:10204", "right": "issue:10833", "accept": false, - "reason": "Same pipeline family, but iterative inpainting degradation and quantization shape mismatch are different bugs." + "reason": "Different FluxFill problems: quality degradation across iterations vs a bitsandbytes matrix-shape multiplication error." }, { "left": "issue:11109", "right": "issue:9178", "accept": false, - "reason": "Different LoRA problems: transformer layer mismatch vs PEFT target-module errors." + "reason": "Both involve LoRA/model-shape issues, but one is a transformer layer mismatch and the other is a PEFT target-module error." }, { "left": "issue:10737", "right": "issue:9051", "accept": false, - "reason": "Both are FluxPipeline issues, but missing image encoder and lack of batch inference are different problems." + "reason": "Both are FluxPipeline issues, but one is a missing `image_encoder` path and the other is lack of batch inference support." }, { "left": "issue:7897", "right": "issue:9170", "accept": false, - "reason": "Both mention resource pressure, but they are not the same underlying bug." + "reason": "One is multi-GPU training not working, the other is high GPU-memory demand; not the same concrete bug." }, { "left": "issue:3765", "right": "issue:3880", "accept": false, - "reason": "Different tasks and symptoms: ControlNet training stacking effects vs inpainting mask degradation." + "reason": "Both concern image quality/artifacts, but one is ControlNet training stacking effects and the other is inpainting preserving masked regions." }, { "left": "issue:9460", "right": "issue:9496", "accept": false, - "reason": "Feature request to assign multiple ControlNet models vs a forward-function error." + "reason": "Same component, but one requests list assignment support and the other reports a forward-function error; too different to merge as one bug." }, { "left": "issue:4631", "right": "issue:5710", - "accept": true, - "reason": "Same scheduler class and same sigma initialization/code-path problem; these look like the same underlying bug." + "accept": false, + "reason": "Same scheduler class, but one is a `use_karras_sigmas` runtime error and the other is missing `self.sigmas` during initialization; not clearly the same bug." }, { "left": "issue:782", "right": "issue:954", "accept": false, - "reason": "Both are auth/download-related, but they are not the same failure." + "reason": "Different auth/loading failures: model download broke after `use_auth_token` removal vs load failure after successful login." }, { "left": "issue:3748", "right": "issue:4520", "accept": false, - "reason": "Both involve LoRA, but dtype mismatch on load and attention-slicing scale behavior are different bugs." + "reason": "Different LoRA issues: dtype mismatch while loading safetensors vs attention-slicing ignoring `lora_scale`." }, { "left": "issue:11223", "right": "issue:11363", "accept": false, - "reason": "OOM reports in different contexts without evidence of the same root cause." + "reason": "Both mention OOM, but they are unrelated pipelines and scenarios." }, { "left": "issue:11010", "right": "issue:9479", "accept": false, - "reason": "Architecture-support request vs a stable-diffusion inpainting bug; not the same issue." + "reason": "One is a request for a new Flux-based model architecture, the other is an inpainting masking bug." }, { "left": "issue:11258", "right": "issue:12981", "accept": false, - "reason": "Same LTX family, but different versions/formats and different loading problems." + "reason": "Both are LTX model-loading topics, but one is single-file support and the other is GGUF loading for LTX-2." }, { "left": "issue:10382", "right": "issue:12656", "accept": false, - "reason": "Completely unrelated: VAE return-type mismatch vs AuraFlow positional embedding out-of-bounds." + "reason": "Completely different bugs: VAE return-type mismatch vs AuraFlow positional embedding out-of-bounds." + }, + { + "left": "issue:12605", + "right": "issue:13377", + "accept": false, + "reason": "Different attention/control-flow bugs in different pipelines; not the same code path." + }, + { + "left": "issue:6385", + "right": "issue:6506", + "accept": false, + "reason": "Same pipeline family, but one is excessive VRAM usage and the other is an output type mismatch." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Rejecting because one soft-edge verdict overstates the evidence: issue #9331 and #9417 share a function name, but the packet shows a bug report versus a performance suggestion, not the same underlying defect. The rest of the pairing judgments are mostly conservative, and the inpainting umbrella choice is plausible, but this accept is too strong for the available evidence." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. It correctly treats the cluster as mostly heterogeneous, identifies the single strongest duplicate-style pair (`10584`/`9331`) without overclaiming broader duplication, and notes that no PRs are present. The soft-edge rejections are appropriately cautious and do not overstate evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -61955,17 +62016,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10111", "issue:10231", "issue:10897", + "issue:11555", "issue:11592", "issue:1185", "issue:12108", - "issue:12605", "issue:12653", - "issue:13377", "issue:1417", "issue:1708", "issue:1857", @@ -61981,10 +62041,10 @@ "issue:3769", "issue:4390", "issue:4480", + "issue:4492", + "issue:5402", "issue:6112", "issue:6256", - "issue:6385", - "issue:6506", "issue:6533", "issue:6901", "issue:7082", @@ -61993,6 +62053,7 @@ "issue:775", "issue:834", "issue:8410", + "issue:8551", "issue:8593", "issue:8604", "issue:8832", @@ -62007,8 +62068,6 @@ "issue:984" ], "soft_pairs": [ - "issue:12605|issue:13377", - "issue:6385|issue:6506", "issue:2906|issue:7082", "issue:6256|issue:9610", "issue:2507|issue:834", @@ -62031,196 +62090,195 @@ "issue:2984|issue:3444", "issue:9171|issue:9719", "issue:4390|issue:6901", - "issue:2532|issue:3769" + "issue:2532|issue:3769", + "issue:4492|issue:5402", + "issue:11555|issue:8551" ], - "prepared_review_unit_hash": "c1d21b56e926fe5d4f8834a7b6db046c18097fa27bab2dbb1a57cd85373e9f60", + "prepared_review_unit_hash": "e3f7d9a6fbf11d7010f9f5a2258bf37bf6007e33b9f2483d357dad441ed6d991", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 34126, - "estimated_input_tokens": 8532, - "estimated_eval_tokens": 17320 + "serialized_chars": 34059, + "estimated_input_tokens": 8515, + "estimated_eval_tokens": 17286 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft matches are broad topical similarities, not true duplicates. The only clear duplicate-like pair is the StableDiffusionPanoramaPipeline get_views / quartered-image bug.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 2532 is the best root-cause anchor: it names the faulty `get_views` method, while 3769 is the downstream symptom report for the same panorama bug.", + "summary": "No duplicate cluster emerges here: the items cover many unrelated bugs, regressions, and feature requests. All soft pairs look like false positives rather than the same underlying change or defect.", + "confidence": 0.96, + "canonical_issue_reason": "#10111 is the broadest umbrella-style issue, but there is no real duplicate hub; the rest of the items are distinct problems and should not be merged into it.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 2532 is the most actionable representative in the set because it points to the underlying code path rather than only the visual failure mode.", + "best_issue_reason": "#10111 is the closest thing to a representative issue because it is generic and pipeline-level, but it is still too vague to be a precise canonical for this set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:12605", - "right": "issue:13377", - "accept": false, - "reason": "Both are attention/mask-related FLUX bugs, but they affect different code paths: backend attention dispatch vs CFG being skipped when `mask` is `None`." - }, - { - "left": "issue:6385", - "right": "issue:6506", - "accept": false, - "reason": "Same broad StableVideoDiffusion area, but one is VRAM usage and the other is output type mismatch; not the same bug." - }, { "left": "issue:2906", "right": "issue:7082", "accept": false, - "reason": "Both are import/type-related failures, but they concern unrelated symbols (`PreTrainedTokenizer` vs `CpuOffload`) and different subsystems." + "reason": "Different import failures: TextualInversionLoaderMixin missing PreTrainedTokenizer vs CpuOffload import from accelerate.hooks." }, { "left": "issue:6256", "right": "issue:9610", "accept": false, - "reason": "Both are pipeline API feature requests, but they ask for different callbacks/methods and do not describe the same change." + "reason": "Different feature requests: step-begin callbacks in pipelines vs adding load_lora_weights to one specific img2img file." }, { "left": "issue:2507", "right": "issue:834", "accept": false, - "reason": "Both mention performance, but one is safetensors load speed and the other is CPU underutilization during runtime; different problems." + "reason": "Performance complaints in different areas: safetensors GPU loading vs CPU under-utilization; not the same bug." }, { "left": "issue:11592", "right": "issue:8832", "accept": false, - "reason": "One is a FLUX LoRA adapter regression; the other is a generic crash when calling `pipe(prompt)`. No concrete shared code path." + "reason": "Unrelated regressions: FluxLoraLoaderMixin delete_adapters vs a generic crash at pipe(prompt).images[0]." }, { "left": "issue:3728", "right": "issue:6533", "accept": false, - "reason": "Both are requests for new pipelines, but they target different models/tasks and are not the same feature." + "reason": "Different requests: new shifted-diffusion pipeline vs Marigold monocular depth estimation pipeline." }, { "left": "issue:1934", "right": "issue:984", "accept": false, - "reason": "Unrelated performance/memory complaints in different code paths; no evidence of a shared underlying defect." + "reason": "Different code paths: cpu_offload VRAM usage vs F.interpolate breaking for large batch sizes." }, { "left": "issue:7492", "right": "issue:9209", "accept": false, - "reason": "Both involve loading models, but one is a missing repo error and the other is a network/mirror connectivity issue." + "reason": "Repository lookup failure for a model path vs inability to connect to hf-mirror.com; different networking/model resolution issues." }, { "left": "issue:12108", "right": "issue:9460", "accept": false, - "reason": "Different pipelines and different failures: flow-matching scheduler breakage vs assigning multiple ControlNet models." + "reason": "Both mention pipeline/model integration, but one is a flow-matching scheduler bug and the other is ControlNet list assignment support." }, { "left": "issue:12108", "right": "issue:12653", "accept": false, - "reason": "Completely different problems: scheduler compatibility vs RoPE dtype causing MPS/NPU issues." + "reason": "Different defects: flow-matching scheduler behavior vs PRX rope float64 causing MPS/NPU issues." }, { "left": "issue:10111", "right": "issue:9516", "accept": false, - "reason": "Both mention FLUX, but one is a vague multi-bug report and the other is a specific missing `joint_attention_kwargs` pass-through; not the same bug." + "reason": "#10111 is a vague umbrella, but #9516 is a specific joint_attention_kwargs propagation bug in FLUX transformers." }, { "left": "issue:2784", "right": "issue:7380", "accept": false, - "reason": "Both are feature requests, but they propose different diffusion capabilities and are not duplicates." + "reason": "Different topics: Dreambooth support for text2video vs one-step diffusion/distillation implementation." }, { "left": "issue:4480", "right": "issue:8604", "accept": false, - "reason": "Both are fp16/MPS-related image corruption reports, but they involve different models/components and different failure modes." + "reason": "Both involve float16/MPS-related image problems, but one is a kernel crash in StableDiffusionPipeline and the other is T5 float16 corruption." }, { "left": "issue:1185", "right": "issue:1708", "accept": false, - "reason": "Dreambooth is the only shared topic; one is reproducibility and the other is config-file usage. Not the same issue." + "reason": "Dreambooth reproducibility vs passing a YAML config for inference; not the same underlying problem." }, { "left": "issue:337", "right": "issue:775", "accept": false, - "reason": "Both are generation bugs, but one concerns img2img/inpainting behavior and the other fp16 without autocast." + "reason": "Both are old generation bugs, but the symptoms and reported triggers differ; not clearly the same defect." }, { "left": "issue:10231", "right": "issue:9023", "accept": false, - "reason": "Both are generic run failures, but they are too unspecific and do not point to the same underlying problem." + "reason": "Different runtime failures: tutorial ImportError on Ubuntu 20.04 vs a general sample code execution failure." }, { "left": "issue:6112", "right": "issue:8593", "accept": false, - "reason": "Both produce noise, but on different models and precisions; the bug reports do not indicate the same root cause." + "reason": "Both produce noise outputs, but they concern different models and environments (SDXL-Turbo vs SD3 on CPU bf16)." }, { "left": "issue:9320", "right": "issue:9719", "accept": false, - "reason": "Saved/loaded finetuned weights in custom diffusion is unrelated to a progress-bar suppression regression." + "reason": "Finetuned model save/load regression vs progress-bar suppression during checkpoint loading; different behaviors." }, { "left": "issue:10897", "right": "issue:8410", "accept": false, - "reason": "Both are feature requests for new model support, but they are about different pipelines/tasks." + "reason": "Different feature requests for different model families: SkyReels-A1 support vs native TextDiffuser pipelines." }, { "left": "issue:1417", "right": "issue:1857", "accept": false, - "reason": "CPU offloading implementation concerns are unrelated to UnCLIP test coverage." + "reason": "CPU offloading implementation complaint vs UnCLIP pipeline test coverage; unrelated issues." }, { "left": "issue:2984", "right": "issue:3444", "accept": false, - "reason": "Both request new pipeline/model support, but they are for different modalities and concrete changes." + "reason": "Different pipeline work: latent video diffusion models vs ImageBind + StableUnCLIPImg2Img audio-to-image integration." }, { "left": "issue:9171", "right": "issue:9719", "accept": false, - "reason": "A single-file loading regression for SD 1.5 `v_prediction` is unrelated to `disable_progress_bar` being ignored." + "reason": "One is a v_prediction regression in from_single_file, the other is disable_progress_bar being ignored during shard loading." }, { "left": "issue:4390", "right": "issue:6901", "accept": false, - "reason": "Missing requirements vs missing `clip_sample` implementation: both are 'missing' in name only, not the same defect." + "reason": "Missing requirements/setup issue vs a missing clip_sample implementation in FlaxDDIMScheduler; not the same bug." }, { "left": "issue:2532", "right": "issue:3769", - "accept": true, - "reason": "These describe the same StableDiffusionPanoramaPipeline bug: a `get_views` defect causing the quartered/incorrect panorama output." + "accept": false, + "reason": "Different panorama pipeline bugs: get_views method behavior vs quartered image output." + }, + { + "left": "issue:4492", + "right": "issue:5402", + "accept": false, + "reason": "A Python literal NameError vs a missing compute_snr import; unrelated failures." + }, + { + "left": "issue:11555", + "right": "issue:8551", + "accept": false, + "reason": "Both involve device_map, but one asks for auto support and the other reports wrong-device latent transfer with balanced mapping." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The evaluation is grounded in the packet and stays conservative: the rejected soft pairs are only matched on broad topical similarity, while issue:2532 vs issue:3769 is a plausible same-bug pair based on the panorama/get_views titles. No overstatement that would require rejection." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -62235,7 +62293,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10100", "issue:10111", @@ -62244,12 +62302,13 @@ "issue:10833", "issue:10883", "issue:10893", + "issue:11045", "issue:11144", "issue:11283", "issue:11352", "issue:11547", - "issue:11555", "issue:11674", + "issue:11721", "issue:12110", "issue:12157", "issue:12221", @@ -62257,19 +62316,19 @@ "issue:12547", "issue:13221", "issue:13261", + "issue:1963", "issue:2016", "issue:2319", "issue:2532", "issue:3576", "issue:4080", "issue:4141", - "issue:4492", "issue:4639", "issue:5006", "issue:5028", "issue:5118", "issue:5128", - "issue:5402", + "issue:5392", "issue:5441", "issue:5463", "issue:5749", @@ -62278,7 +62337,6 @@ "issue:6095", "issue:6281", "issue:7629", - "issue:8551", "issue:9031", "issue:9038", "issue:9551", @@ -62286,8 +62344,6 @@ "issue:9619" ], "soft_pairs": [ - "issue:4492|issue:5402", - "issue:11555|issue:8551", "issue:1231|issue:2016", "issue:10883|issue:9551", "issue:5118|issue:5866", @@ -62309,180 +62365,182 @@ "issue:4639|issue:5441", "issue:2319|issue:2532", "issue:3576|issue:5028", - "issue:10833|issue:11352" + "issue:10833|issue:11352", + "issue:11045|issue:11721", + "issue:1963|issue:5392" ], - "prepared_review_unit_hash": "8ad9cc2dee261c6ba8d915d03a182bfc4aea49119f86cbb1e0b62b93c6ac57b8", + "prepared_review_unit_hash": "93b3b302d559552fcdb96574ebe6cc4f4bbc1377546a395de6c78d0982ee9892", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33512, - "estimated_input_tokens": 8378, - "estimated_eval_tokens": 17012 + "serialized_chars": 33387, + "estimated_input_tokens": 8347, + "estimated_eval_tokens": 16950 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: it mixes unrelated feature requests, import errors, training-script bugs, and pipeline-specific regressions. None of the soft pairs look like the same underlying issue or change, so all soft edges are rejected.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is a loose mix of unrelated diffusers issues and feature requests, mostly from different pipelines/models. The soft pairs share only broad keywords like \"controlnet\", \"flax\", \"index error\", or \"quantization\", but not the same concrete bug or change path, so none should be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No single issue cleanly represents a duplicate cluster here; the items are too heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:10833 is the most concrete, bug-focused report in the set, with a specific failure mode and enough detail to serve as a representative anchor if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:4492", - "right": "issue:5402", - "accept": false, - "reason": "Different problems: a JSON/boolean typo (`false` vs `False`) versus a missing `compute_snr` import. No shared code path." - }, - { - "left": "issue:11555", - "right": "issue:8551", - "accept": false, - "reason": "Both mention `device_map`, but one is a broad feature question and the other is a specific VAE device-placement bug in an inpaint pipeline." - }, { "left": "issue:1231", "right": "issue:2016", "accept": false, - "reason": "Both are Flax-related, but one is a scheduler request and the other is a sampling regression. Not the same bug/change." + "reason": "Both are flax-related, but one is a scheduler request and the other is a sampling regression; different code paths and symptoms." }, { "left": "issue:10883", "right": "issue:9551", "accept": false, - "reason": "Different feature requests in different model families; no shared concrete implementation target." + "reason": "Marigold update/feature request vs. Flux ControlNet usage question; no shared underlying bug or change." }, { "left": "issue:5118", "right": "issue:5866", "accept": false, - "reason": "Both touch ControlNet usage, but one is about reference-only support and the other is AnimateDiff+ControlNet integration. Different code paths." + "reason": "Both mention ControlNet, but one asks about reference_only usage and the other is about AnimateDiff + ControlNet behavior; not the same issue." }, { "left": "issue:5749", "right": "issue:6095", "accept": false, - "reason": "Both are IndexErrors, but they affect different pipelines and likely different scheduler logic. Too broad to merge." + "reason": "Both are IndexError reports, but they affect different pipelines and likely different failing indices/code paths." }, { "left": "issue:10100", "right": "issue:12221", "accept": false, - "reason": "Both are feature requests, but for unrelated models/integrations. No duplicate underlying change." + "reason": "ConsisID support and DiffSynth ControlNet support are separate feature requests for different integrations." }, { "left": "issue:10893", "right": "issue:9619", "accept": false, - "reason": "One requests CogVideoX ControlNet support; the other requests interrupt support for StableDiffusionControlNetPipeline. Unrelated changes." + "reason": "Both are ControlNet feature requests, but one is CogVideoX integration and the other is interrupt support in StableDiffusionControlNetPipeline." }, { "left": "issue:13221", "right": "issue:13261", "accept": false, - "reason": "Both mention LoRA, but one is a general support issue and the other is a specific FLUX.2-klein-9B LoRA/Lokr compatibility problem." + "reason": "Both concern LoRA on newer models, but they target different model families and different failure modes." }, { "left": "issue:4141", "right": "issue:6281", "accept": false, - "reason": "One is a MultiControlNet behavior bug; the other is an import error for `MultiControlNetModel`. Related area, but not the same defect." + "reason": "One is a bug in multi-ControlNet inpainting behavior; the other is an import error for MultiControlNetModel." }, { "left": "issue:11144", "right": "issue:9576", "accept": false, - "reason": "Different concerns: dtype initialization in Flax UNet versus `use_safetensors` propagation when loading pipelines." + "reason": "Flax dtype initialization bug vs. safetensors propagation bug during pipeline loading; unrelated paths." }, { "left": "issue:11283", "right": "issue:11674", "accept": false, - "reason": "Same Wan ecosystem, but one is a deserialization failure and the other is a feature request for VACE inputs. Not the same issue." + "reason": "Wan deserialization crash vs. a feature request for Wan VACE inputs; not the same bug/change." }, { "left": "issue:5128", "right": "issue:5463", "accept": false, - "reason": "Unrelated errors: loading a local safetensors file versus an `image_latents` uninitialized variable." + "reason": "Loading a local safetensors file and an UnboundLocalError on image_latents are different problems." }, { "left": "issue:12157", "right": "issue:12547", "accept": false, - "reason": "Both are training-time errors, but caused by different scripts and different root causes (`torch.device` iterable bug vs missing `--instance_prompt`)." + "reason": "Different training-time errors in different workflows/models; no shared concrete root cause." }, { "left": "issue:10111", "right": "issue:10518", "accept": false, - "reason": "Different pipelines and different bug reports; no evidence they share the same root cause." + "reason": "Both are bug reports, but they concern different pipelines and distinct failure modes." }, { "left": "issue:10760", "right": "issue:12110", "accept": false, - "reason": "Different code paths and error types: import failure for an ONNX pipeline class versus UNet1D initialization bug." + "reason": "Import error for a legacy pipeline class vs. UNet1DModel initialization bug; unrelated." }, { "left": "issue:4080", "right": "issue:5947", "accept": false, - "reason": "A new SDXL inpainting pipeline request is unrelated to a Diffusion-DPO policy objective request." + "reason": "Pipeline feature request vs. policy/research objective; not a duplicate bug or change." }, { "left": "issue:9031", "right": "issue:9038", "accept": false, - "reason": "Both are Flax feature questions, but one is about disabling the safety checker and the other about prompt weighting. Separate features." + "reason": "Same Flax pipeline family, but one asks to disable safety checker and the other asks for prompt weighting." }, { "left": "issue:5006", "right": "issue:7629", "accept": false, - "reason": "Both involve OOM, but in different models, versions, and circumstances. Not a single concrete bug." + "reason": "Both mention OOM, but they are different models, versions, and triggering conditions." }, { "left": "issue:10893", "right": "issue:11547", "accept": false, - "reason": "Both reference ControlNet, but they target different model families and different feature requests." + "reason": "Both relate to Flux/ControlNet, but one is CogVideoX ControlNet integration and the other is Flux Fill dev support." }, { "left": "issue:4639", "right": "issue:5441", "accept": false, - "reason": "Different training scripts and failures: dataloader multiprocessing versus missing `attn_processors` on WuerstchenPrior." + "reason": "Different training scripts and unrelated errors; no shared code path." }, { "left": "issue:2319", "right": "issue:2532", "accept": false, - "reason": "A typo fix in one method is unrelated to a panorama pipeline `get_views` bug." + "reason": "A typo in a method doc/code name is not the same as a panorama get_views bug." }, { "left": "issue:3576", "right": "issue:5028", "accept": false, - "reason": "Both are TypeErrors, but caused by different mechanisms and pipeline implementations. Not mergeable as one fix." + "reason": "Different TypeErrors in different pipelines and mechanisms; not mergeable as one fix." }, { "left": "issue:10833", "right": "issue:11352", "accept": false, - "reason": "Both involve bitsandbytes quantization, but one is a matrix-shape runtime failure and the other is a missing CPU-move warning. Different outcomes and fixes." + "reason": "Both involve bitsandbytes/quantization, but one is a matrix shape failure and the other is a missing warning when moving to CPU." + }, + { + "left": "issue:11045", + "right": "issue:11721", + "accept": false, + "reason": "Both are load crashes, but on different models/pipelines with different likely causes." + }, + { + "left": "issue:1963", + "right": "issue:5392", + "accept": false, + "reason": "One is a latent unconditional generation issue, the other is a how-to request about training unconditional latent diffusion; not duplicates." } ] }, @@ -62501,34 +62559,33 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10302", "issue:10467", "issue:10757", - "issue:11045", - "issue:11721", + "issue:11422", "issue:12308", "issue:1304", "issue:1335", "issue:1434", "issue:1519", "issue:1672", - "issue:1963", "issue:3301", "issue:3624", + "issue:3651", "issue:4331", "issue:4349", "issue:4436", "issue:463", "issue:4880", "issue:5112", - "issue:5392", "issue:5465", "issue:5474", + "issue:5523", "issue:5873", "issue:6054", "issue:6087", @@ -62549,6 +62606,7 @@ "issue:8997", "issue:9147", "issue:9297", + "issue:9393", "issue:9397", "issue:9505", "issue:9713", @@ -62556,8 +62614,6 @@ "issue:9941" ], "soft_pairs": [ - "issue:11045|issue:11721", - "issue:1963|issue:5392", "issue:1519|issue:785", "issue:8523|issue:8997", "issue:3301|issue:4331", @@ -62579,180 +62635,182 @@ "issue:5465|issue:7049", "issue:7138|issue:8744", "issue:9147|issue:9941", - "issue:7682|issue:9297" + "issue:7682|issue:9297", + "issue:11422|issue:9393", + "issue:3651|issue:5523" ], - "prepared_review_unit_hash": "248dc76b6833d784100e959c26b24b49eb928e510e30b122b36e0c0ff77f927c", + "prepared_review_unit_hash": "3b84d893568930b3cab7d794b3b4da2bb9830a88854e53d0e4bfa38551991053", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34590, - "estimated_input_tokens": 8648, - "estimated_eval_tokens": 17552 + "serialized_chars": 34614, + "estimated_input_tokens": 8654, + "estimated_eval_tokens": 17564 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated issues across different pipelines, training scripts, schedulers, conversion utilities, and model families. I do not see a true duplicate set here, so all soft pairs are rejected.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out because the items are not the same underlying bug; they cover distinct failures and feature requests across different code paths.", + "summary": "This set is not a duplicate cluster; the items cover many unrelated bugs, feature requests, and environment-specific failures across training, inference, conversion, schedulers, and pipelines. All soft-edge pairs should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 11045 is the most concrete, self-contained bug report in the set: it names a specific crash, a specific model, and a specific training script, making it a good representative issue if one must be chosen.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:11045", - "right": "issue:11721", - "accept": false, - "reason": "Both are load-time crashes, but they involve different pipelines/models (Flux Schnell vs SanaPipeline) and different failure contexts." - }, - { - "left": "issue:1963", - "right": "issue:5392", - "accept": false, - "reason": "Same broad topic of unconditional latent diffusion, but one is a generation issue and the other is a how-to/training question; not the same bug." - }, { "left": "issue:1519", "right": "issue:785", "accept": false, - "reason": "No overlap in underlying problem: noisy batch outputs on Apple M2 vs scheduler performance cost." + "reason": "No: noisy batch outputs on Apple M2 is an inference correctness bug, while PNDMScheduler cost is a performance issue in a different code path." }, { "left": "issue:8523", "right": "issue:8997", "accept": false, - "reason": "Different failures in different models/code paths; only a superficial \u201cCUDA error / scheduler error\u201d similarity." + "reason": "No: generic CUDA error in a playground app does not match a Kolors scheduler integration error; different models and failure modes." }, { "left": "issue:3301", "right": "issue:4331", "accept": false, - "reason": "Both involve DreamBooth/LoRA training, but one is a generic failure report and the other is a behavioral discrepancy between two scripts." + "reason": "No: one is a broken DreamBooth LoRA training script, the other reports differing results between DreamBooth and DreamBooth-LoRA; not the same bug." }, { "left": "issue:10757", "right": "issue:8939", "accept": false, - "reason": "Unrelated: variable-name fix in a conversion script vs tokenizer loading failure for an SD3 model." + "reason": "No: variable naming in a conversion script is unrelated to tokenizer loading failure for SD3." }, { "left": "issue:1672", "right": "issue:6087", "accept": false, - "reason": "Different subsystems and symptoms: checkpoint conversion image size mismatch vs LoRA config persistence causing wrong lora_alpha." + "reason": "No: wrong image size after ckpt-to-diffusers conversion is unrelated to saving/loading LoRA config and lora_alpha inference mismatch." }, { "left": "issue:10302", "right": "issue:10467", "accept": false, - "reason": "FP8 inference noise is a runtime quality bug; the other appears to be about example-code/file-name output and is not the same issue." + "reason": "No: FP8 inference noise is a runtime precision issue, while the FLUX example issue appears to be an example/code-generation artifact." }, { "left": "issue:1335", "right": "issue:3624", "accept": false, - "reason": "Different TypeErrors in different code paths; no evidence they share the same underlying defect." + "reason": "No: missing vae_encoder in ONNX pipeline init is a constructor/API mismatch, not the same as getattr attribute-name type error." }, { "left": "issue:4880", "right": "issue:6054", "accept": false, - "reason": "Different pipeline bugs: ControlNet image validation vs Euler scheduler timestep handling." + "reason": "No: ControlNet image argument validation is unrelated to an EulerDiscreteScheduler torch.from_numpy misuse." }, { "left": "issue:5474", "right": "issue:9713", "accept": false, - "reason": "A proposed new pipeline vs a controlnet-training implementation request; not duplicate bugs." + "reason": "No: a proposed new reference-only pipeline is a feature request, not a controlnet-training implementation proposal." }, { "left": "issue:5873", "right": "issue:9902", "accept": false, - "reason": "ONNX export failure is unrelated to the conda version/package-management issue." + "reason": "No: ONNX export support for scaled_dot_product_attention is unrelated to a conda version being stuck." }, { "left": "issue:5112", "right": "issue:6283", "accept": false, - "reason": "Both are SDXL ControlNet img2img issues, but one is a float/shape TypeError and the other is a strength=0 edge-case; not clearly the same bug." + "reason": "No: SDXL ControlNet img2img dtype/shape error is different from strength=0 behavior in the same pipeline family." }, { "left": "issue:6095", "right": "issue:8565", "accept": false, - "reason": "Both mention IndexError, but they affect different pipelines and code paths (SVD scheduling vs SD3 LoRA loading)." + "reason": "No: SVD scheduling index error and StableDiffusion3 LoRA load IndexError are different pipelines and different failure points." }, { "left": "issue:6162", "right": "issue:7611", "accept": false, - "reason": "Both are tensor/shape mismatch reports, but they concern different models and different components; too broad to merge." + "reason": "No: IP-Adapter shape mismatch in SDXL is not the same as a generic UNet tensor size mismatch." }, { "left": "issue:1434", "right": "issue:4349", "accept": false, - "reason": "Same upscale pipeline family, but one is an OOM scaling issue and the other is a missing text_encoder compatibility bug." + "reason": "No: upscale OOM from large images is a memory issue, while the other is a missing text_encoder dependency despite prompt_embeds." }, { "left": "issue:6323", "right": "issue:9505", "accept": false, - "reason": "Completely different problems: a TensorRT attribute-setting issue vs a checkpoint key mismatch when upscaling." + "reason": "No: TensorRT guidance_scale attribute assignment problem is unrelated to a checkpoint key missing during upscaling." }, { "left": "issue:12308", "right": "issue:9397", "accept": false, - "reason": "Different feature requests in unrelated areas: flash-attn support vs scheduler support for Hyper LoRAs." + "reason": "No: flash-attn kernel support for non-Hopper GPUs is an implementation/support request, while SGMUniform scheduler support for Hyper LoRAs is a different feature request." }, { "left": "issue:1304", "right": "issue:463", "accept": false, - "reason": "A training-how-to question and a super-resolution model request are not duplicates." + "reason": "No: a how-to question about text-guided img2img is not the same as a general super-resolution diffusion model request." }, { "left": "issue:4436", "right": "issue:8708", "accept": false, - "reason": "Both involve VAE/diffusers context, but one is conversion from civitai safetensors and the other is a missing SD3 training config field." + "reason": "No: converting CIVITAI safetensors to diffusers is unrelated to missing vae.config.shift_factor in SD3 dreambooth examples." }, { "left": "issue:5465", "right": "issue:7049", "accept": false, - "reason": "Different pipeline bugs with different failure modes; no shared concrete code-path problem." + "reason": "No: DiffEdit inpaint_strength limitation is a parameter-handling issue; the IP adapter example error is a separate unpacking/shape bug." }, { "left": "issue:7138", "right": "issue:8744", "accept": false, - "reason": "SDXL UNet structure mismatch vs single-file loading for training are unrelated." + "reason": "No: SDXL UNet structure mismatch and loading from single file for training are different problems." }, { "left": "issue:9147", "right": "issue:9941", "accept": false, - "reason": "Flux autopipeline error and a generic Colab stable-diffusion error do not describe the same defect." + "reason": "No: FLUX autopipeline error is unrelated to a generic stable diffusion colab failure." }, { "left": "issue:7682", "right": "issue:9297", "accept": false, - "reason": "One is a multi-GPU runtime issue; the other is a LoRA loading performance complaint." + "reason": "No: multi-GPU SD1.5 execution problems are different from linear LoRA load-time slowdown." + }, + { + "left": "issue:11422", + "right": "issue:9393", + "accept": false, + "reason": "No: validation prompt crashes HiDream LoRA training, while the other issue is about saving Flux1 Dreambooth LoRA models with deepspeed." + }, + { + "left": "issue:3651", + "right": "issue:5523", + "accept": false, + "reason": "No: multi-GPU DreamBooth training failure is not the same as nondeterministic results across runs." } ] }, @@ -62771,10 +62829,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10025", "issue:10334", @@ -62787,7 +62845,6 @@ "issue:11050", "issue:11137", "issue:11222", - "issue:11422", "issue:11519", "issue:11721", "issue:11724", @@ -62800,15 +62857,17 @@ "issue:2444", "issue:2606", "issue:2838", + "issue:2844", "issue:3338", - "issue:3651", + "issue:3679", "issue:4005", "issue:4043", "issue:4116", "issue:4349", "issue:4399", + "issue:4779", + "issue:5009", "issue:5034", - "issue:5523", "issue:5897", "issue:5934", "issue:5947", @@ -62819,14 +62878,11 @@ "issue:8885", "issue:9248", "issue:9374", - "issue:9393", "issue:9471", "issue:9516", "issue:9958" ], "soft_pairs": [ - "issue:11422|issue:9393", - "issue:3651|issue:5523", "issue:1100|issue:2444", "issue:10952|issue:9471", "issue:10896|issue:11519", @@ -62848,180 +62904,182 @@ "issue:11222|issue:11779", "issue:12195|issue:9248", "issue:6866|issue:9958", - "issue:2838|issue:4005" + "issue:2838|issue:4005", + "issue:2844|issue:5009", + "issue:3679|issue:4779" ], - "prepared_review_unit_hash": "59b8bfa533b8a14a098ea613a81873b24b793565b8a1420c2d540171b578e641", + "prepared_review_unit_hash": "dbd9e95fe38b9ae64149961d03b8477c3fd5d8346ce66b29c39af70505c4a5b9", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33741, - "estimated_input_tokens": 8436, - "estimated_eval_tokens": 17128 + "serialized_chars": 33771, + "estimated_input_tokens": 8443, + "estimated_eval_tokens": 17142 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of diffusers issues around FLUX/SD3/Sana/Wan transformer conditioning, attention masks, LoRA loading, dtype mismatches, and unrelated support requests. None of the soft pairs look like true duplicates of the same concrete bug/change.", - "confidence": 0.28, - "canonical_issue_reason": "issue:10025 is the broadest representative of the FLUX transformer attention/mask thread and is closer than the others to the shared transformer-conditioning theme.", + "summary": "This cluster is noisy: it mixes unrelated support requests, model-specific bugs, scheduler issues, and training/inference errors. None of the soft pairs look like the same underlying bug/change, so I would not collapse any of them as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 10025 is the most generic and central title here, directly naming the Flux transformer attention-mask problem and serving as the best anchor for the small attention/transformer subset.", "canonical_pr_reason": null, - "best_issue_reason": "issue:10025 is the best single issue to anchor this cluster because it is concrete, model-specific, and sits near the center of the FLUX attention-related reports.", + "best_issue_reason": "Issue 10025 is the best overall representative because it is broad, concrete, and closest to the recurring transformer/attention-mask theme; the rest are mostly unrelated point bugs or feature requests.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:11422", - "right": "issue:9393", - "accept": false, - "reason": "Different failures: validation-prompt crash during training vs DeepSpeed save-model failure." - }, - { - "left": "issue:3651", - "right": "issue:5523", - "accept": false, - "reason": "One is a multi-GPU training problem; the other is run-to-run inconsistency, not the same bug." - }, { "left": "issue:1100", "right": "issue:2444", "accept": false, - "reason": "Unrelated error paths: CLIPTextTransformer.device exception vs dreambooth inpaint subprocess failure." + "reason": "Different failures: CLIPTextTransformer device attribute access vs a training script exiting nonzero. Same general area of errors, but not the same bug." }, { "left": "issue:10952", "right": "issue:9471", "accept": false, - "reason": "LoRA adapter-name lookup error and file-extension/resource-type parsing error are different issues." + "reason": "LoRA adapter-name mismatch in SDXL long-prompt weighting is unrelated to a CoreML file-extension/resource-type parsing error." }, { "left": "issue:10896", "right": "issue:11519", "accept": false, - "reason": "Both are support requests, but for different models and no shared concrete defect." + "reason": "Both are support requests, but for different models (SkyReels-A1 vs MAGI-1) and different underlying work." }, { "left": "issue:2294", "right": "issue:3338", "accept": false, - "reason": "Importing a specific pipeline is not the same as slow package import performance." + "reason": "Import error for a missing pipeline symbol is not the same as slow diffusers import performance." }, { "left": "issue:4116", "right": "issue:7185", "accept": false, - "reason": "Embedding-handling bug vs PyTorch version support question; not the same code-path problem." + "reason": "Embedding handling in StableDiffusionXLImg2ImgPipeline is unrelated to a question about PyTorch version support." }, { "left": "issue:5947", "right": "issue:8482", "accept": false, - "reason": "Policy-objective request and model-support request are unrelated." + "reason": "Diffusion-DPO policy discussion is not the same as requesting Stable Diffusion 3 medium support." }, { "left": "issue:9374", "right": "issue:9958", "accept": false, - "reason": "Different components and different changes: AutoPipeline FLUX support vs Autoencoder tiling support." + "reason": "AutoPipeline support for Flux pipelines and AutoencoderKLTemporalDecoder tiling are different feature requests in different code paths." }, { "left": "issue:4043", "right": "issue:4349", "accept": false, - "reason": "Both involve embeddings, but the affected pipelines and failure modes differ." + "reason": "Both mention prompt embeddings, but one is an SDXL API requirement and the other is a pipeline assumption about text_encoder presence; not the same concrete bug." }, { "left": "issue:11721", "right": "issue:8885", "accept": false, - "reason": "SanaPipeline load crash is unrelated to clip-retrieval/modifier-token installation issues." + "reason": "SanaPipeline load crash is unrelated to a Custom Diffusion example dependency/install issue." }, { "left": "issue:10334", "right": "issue:10336", "accept": false, - "reason": "Same model family, but one is MacOS NaNs/grey output and the other is activation explosion/clamping." + "reason": "Both are Sana-related, but one reports NaNs/gray images on MacOS and the other reports exploding activations and clamping; too different to merge." }, { "left": "issue:11907", "right": "issue:12771", "accept": false, - "reason": "Both are scheduler-related, but one is FLUX pipeline incompatibility and the other is a specific out-of-bounds scheduler bug." + "reason": "Both involve schedulers, but one is a general Flux compatibility complaint while the other is a specific out-of-bounds bug for squaredcos_cap_v2 with Karras sigmas." }, { "left": "issue:2606", "right": "issue:5897", "accept": false, - "reason": "DeepSpeed save_state hang and device-mismatch LoRA training error are different problems." + "reason": "DeepSpeed save_state hang during LoRA training is a different failure mode from a CUDA/CPU device mismatch during training." }, { "left": "issue:5034", "right": "issue:6351", "accept": false, - "reason": "Progress-bar display issue and DDP disable_adapters attribute error are unrelated." + "reason": "Incorrect progress-bar display while loading checkpoints is unrelated to DistributedDataParallel lacking disable_adapters." }, { "left": "issue:4399", "right": "issue:5934", "accept": false, - "reason": "Both mention torch.compile, but one is specifically about CPU offload interaction while the other is a broader compile error report." + "reason": "PyTorch compile plus CPU offload incompatibility is not the same as a broader compile error report." }, { "left": "issue:10025", "right": "issue:9516", "accept": false, - "reason": "Both touch FLUX transformer attention plumbing, but one is about attention masks and the other about joint_attention_kwargs forwarding; not the same concrete bug." + "reason": "Both touch FLUX transformer internals, but one is about attention masks and the other about joint_attention_kwargs not being forwarded; different code-path issues." }, { "left": "issue:10712", "right": "issue:11050", "accept": false, - "reason": "Inference RuntimeError with prompt_embeds vs training dtype-casting issue; different code paths." + "reason": "RuntimeError with StableDiffusion3 prompt_embeds is distinct from a training-time dtype casting omission for prompt_embeds/pooled_prompt_embeds." }, { "left": "issue:10954", "right": "issue:11724", "accept": false, - "reason": "LoRA loading on FLUX vs Chroma attention masking are different model-specific issues." + "reason": "FLUX LoRA load failure is unrelated to Chroma attention masking in the transformer." }, { "left": "issue:11137", "right": "issue:13300", "accept": false, - "reason": "Latte dtype mismatch and CPU generation failures for SD3.5/FLUX are not the same underlying defect." + "reason": "Latte dtype mismatch and CPU generation failures for SD3.5/FLUX are different models and different symptoms." }, { "left": "issue:11222", "right": "issue:11779", "accept": false, - "reason": "Wan LoRA support request and Wan VACE mask-padding bug are different kinds of tasks." + "reason": "WAN LoRA support request is not the same as a WAN VACE mask-padding bug." }, { "left": "issue:12195", "right": "issue:9248", "accept": false, - "reason": "Version-specific AutoencoderKL torch API failure is not the same as a pip installation command request." + "reason": "PyTorch custom_op incompatibility and a generic install/upgrade note are not the same bug." }, { "left": "issue:6866", "right": "issue:9958", "accept": false, - "reason": "IP-Adapter support request and Autoencoder tiling support are unrelated feature requests." + "reason": "IP-Adapter support for an SDXL ControlNet inpaint pipeline is unrelated to tiling support in AutoencoderKLTemporalDecoder." }, { "left": "issue:2838", "right": "issue:4005", "accept": false, - "reason": "ControlNet pipeline feature request and inpaint aspect-ratio bug are not duplicates." + "reason": "A request to support ControlNet without control is unrelated to StableDiffusionInpaintPipeline aspect-ratio preservation." + }, + { + "left": "issue:2844", + "right": "issue:5009", + "accept": false, + "reason": "Explicitly passing image embeddings to StableUnCLIPImg2ImgPipeline is a different problem from a Wuerstchen error." + }, + { + "left": "issue:3679", + "right": "issue:4779", + "accept": false, + "reason": "A feature request for watermark-free text-to-video models is not the same as a ModelScope image-to-video pipeline request." } ] }, @@ -63043,15 +63101,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10057", "issue:10227", + "issue:10231", "issue:10492", "issue:10514", "issue:10705", "issue:10952", "issue:11570", + "issue:1261", + "issue:1314", "issue:13191", "issue:13232", "issue:1536", @@ -63059,14 +63120,10 @@ "issue:177", "issue:181", "issue:2712", - "issue:2844", "issue:3284", - "issue:3679", "issue:3799", "issue:4542", "issue:4672", - "issue:4779", - "issue:5009", "issue:5168", "issue:5284", "issue:5325", @@ -63090,13 +63147,12 @@ "issue:8429", "issue:8801", "issue:8834", + "issue:8975", "issue:9648", "issue:9904", "issue:9972" ], "soft_pairs": [ - "issue:2844|issue:5009", - "issue:3679|issue:4779", "issue:10057|issue:7982", "issue:4542|issue:6593", "issue:4672|issue:8834", @@ -63118,120 +63174,110 @@ "issue:2712|issue:6444", "issue:10705|issue:9904", "issue:1536|issue:5645", - "issue:6548|issue:6657" + "issue:6548|issue:6657", + "issue:1261|issue:1314", + "issue:10231|issue:8975" ], - "prepared_review_unit_hash": "389ac52b1742176531fc0d148c8947b7468cae14e95f2143461293ef9e54b119", + "prepared_review_unit_hash": "296a9219e20cb923ec97e17fbf409cadb50603d83b87d5b03e660b78985c5358", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33901, - "estimated_input_tokens": 8476, - "estimated_eval_tokens": 17208 + "serialized_chars": 34064, + "estimated_input_tokens": 8516, + "estimated_eval_tokens": 17288 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These look like a loose set of unrelated Diffusers issues with a few superficial title similarities, not a true duplicate cluster. None of the soft pairs appear to be the same underlying bug or change.", + "summary": "This set is mostly heterogeneous: almost all soft pairs are distinct bugs or feature requests that only share a broad subsystem. The only plausible duplicate is the xformers backward-pass failure pair (1261/1314).", "confidence": 0.88, - "canonical_issue_reason": "issue:11570 is the strongest standalone bug report here: it has a concrete failure mode, clear affected area (load_lora_weights with quantized text encoders), and broad user impact.", + "canonical_issue_reason": "issue:1261 is the best canonical anchor because it names the concrete xformers backward-pass assert and is the older, more specific report; issue:1314 reads like a platform-specific repro of the same failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:11570 is the best representative issue among the set because it is specific, reproducible, and actionable; most other issues are either feature requests or unrelated regressions.", + "best_issue_reason": "issue:1261 is the strongest global issue candidate: it is specific, actionable, and likely the duplicate target for the one accepted soft edge.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:2844", - "right": "issue:5009", - "accept": false, - "reason": "Different pipelines and failures: StableUnCLIP image-embeds handling vs Wuerstchen error. Shared vagueness only." - }, - { - "left": "issue:3679", - "right": "issue:4779", - "accept": false, - "reason": "Both are about video models, but one is about new text2video models and the other an image-to-video pipeline; not the same bug." - }, { "left": "issue:10057", "right": "issue:7982", "accept": false, - "reason": "Different code paths: from_single_file token/loading issue vs from_pipe with MultiControlNetModel." + "reason": "Different problems: a FluxTransformer2DModel.from_single_file token issue vs a from_pipe/MultiControlNetModel compatibility bug." }, { "left": "issue:4542", "right": "issue:6593", "accept": false, - "reason": "One is about img2img output count, the other is a request to add load_lora_weights support; not the same underlying problem." + "reason": "One is about StableDiffusionXLImg2ImgPipeline only producing one image; the other is a request to add load_lora_weights support." }, { "left": "issue:4672", "right": "issue:8834", "accept": false, - "reason": "VRAM reduction for SDXL LoRA training is unrelated to releasing SD3 ControlNet training code." + "reason": "VRAM reduction for sdxl_lora training is unrelated to a request for SD3 ControlNet training code." }, { "left": "issue:6870", "right": "issue:9648", "accept": false, - "reason": "Both mention enable_vae_tiling, but one is missing support in pipelines and the other is a memory overflow regression; distinct bugs." + "reason": "Both mention enable_vae_tiling, but one reports a missing option in img2img/inpaint while the other reports memory overflow when it is enabled; not the same concrete bug." }, { "left": "issue:5399", "right": "issue:8429", "accept": false, - "reason": "Custom inpainting dtype mismatch is unrelated to I2VGenXL inference-script issues." + "reason": "Custom inpainting dtype mismatch is unrelated to the I2VGen-XL inference script malfunction." }, { "left": "issue:10492", "right": "issue:6809", "accept": false, - "reason": "Both involve LoRA/quantization, but one is torchao quantize + fuse failure and the other is PEFT adapter loading; different failure modes." + "reason": "torchao quantize/lora fuse error and PEFT LoRA adapter-loading regression are different failure modes with different fixes." }, { "left": "issue:5168", "right": "issue:8410", "accept": false, - "reason": "ControlNet-XS support and TextDiffuser pipeline support are separate feature requests." + "reason": "ControlNet-XS support and native TextDiffuser support are separate feature requests." }, { "left": "issue:5284", "right": "issue:8801", "accept": false, - "reason": "ControlNet-LLLite support and Kolors support are unrelated model support requests." + "reason": "ControlNet-LLLite support is unrelated to Kolors support." }, { "left": "issue:6141", "right": "issue:7877", "accept": false, - "reason": "ControlNet parameter support vs Attention block out_dim support are unrelated feature requests." + "reason": "ControlNet control_mode/resize_mode support is not the same as adding out_dim to Attention blocks." }, { "left": "issue:5963", "right": "issue:9972", "accept": false, - "reason": "Kandinsky embeds-vs-prompts bug is unrelated to CogX's MacOS buffer problem." + "reason": "Kandinsky embeds-vs-prompts failure is unrelated to a CogX MacOS buffer issue." }, { "left": "issue:10952", "right": "issue:11570", "accept": false, - "reason": "Both touch LoRA loading, but one is an adapter-name mismatch and the other is a .to() cast problem on quantized text encoders; not the same bug." + "reason": "Both concern LoRA loading, but one is an adapter-name mismatch and the other is a bitsandbytes .to() cast problem; different code paths." }, { "left": "issue:172", "right": "issue:177", "accept": false, - "reason": "Progress bar options and from_pretrained subfolder documentation are unrelated." + "reason": "Progress-bar options and documentation for subfolder are unrelated." }, { "left": "issue:13191", @@ -63243,62 +63289,77 @@ "left": "issue:3799", "right": "issue:5325", "accept": false, - "reason": "Scheduler type inference bug and packaging type distribution issue are unrelated." + "reason": "A DDPMScheduler type inference bug is unrelated to packaging type information distribution." }, { "left": "issue:5857", "right": "issue:5881", "accept": false, - "reason": "Both mention AnimateDiff/LCM, but one is a LoRA compatibility issue and the other is a quality regression; not the same concrete bug." + "reason": "LCM LoRA not working well on AnimateDiff SDXL is a specific functional bug; the other is a general quality complaint about animatediff output." }, { "left": "issue:6096", "right": "issue:7629", "accept": false, - "reason": "SVD torch.compile dynamic shape failure is unrelated to SVD OOM on PyTorch 1.13.1." + "reason": "torch.compile dynamic shape failure and PyTorch 1.13.1 OOM are different issues." }, { "left": "issue:10227", "right": "issue:10514", "accept": false, - "reason": "LoRA feature-size support error and Sana resolution-binning/sample_size issue are unrelated." + "reason": "LoRA feature-size NotImplementedError and Sana resolution-binning sample_size support are unrelated." }, { "left": "issue:181", "right": "issue:3284", "accept": false, - "reason": "Train script image writing failure is unrelated to accelerate failure in dreambooth LoRA training." + "reason": "Image writing failure in train_unconditional.py is unrelated to an accelerate failure in train_dreambooth_lora.py." }, { "left": "issue:2712", "right": "issue:6444", "accept": false, - "reason": "Missing norm_num_groups config and missing peft_config on CLIPTextModel are different initialization/training issues." + "reason": "Missing norm_num_groups config and CLIPTextModel peft_config AttributeError are different bugs." }, { "left": "issue:10705", "right": "issue:9904", "accept": false, - "reason": "Same pipeline family, but one is performance degradation when reusing a FluxPipeline and the other is output-shape rounding; different bugs." + "reason": "Pipeline reuse slowdown is unrelated to silent output-shape rounding." }, { "left": "issue:1536", "right": "issue:5645", "accept": false, - "reason": "Custom pipeline incompatibility with newer diffusers and LCM core support problems are not the same issue." + "reason": "Custom pipeline incompatibility with new diffusers and broken LCM support are different problems." }, { "left": "issue:6548", "right": "issue:6657", "accept": false, - "reason": "RGBA latent handling bug in img2img is unrelated to frames/channels swapped in UNet3DConditionModel." + "reason": "RGBA image misdetected as latents is unrelated to frames/channels being swapped in UNet3DConditionModel." + }, + { + "left": "issue:1261", + "right": "issue:1314", + "accept": true, + "reason": "Both report xformers backward-pass failures during loss/backprop; the Windows report appears to be a repro of the same underlying attention-backward bug." + }, + { + "left": "issue:10231", + "right": "issue:8975", + "accept": false, + "reason": "A tutorial ImportError on Ubuntu 20.04 is not the same as the specific LoraLoaderMixin import failure." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is conservative and grounded in the packet. The only accepted soft edge, issue:1261 \u2194 issue:1314, is plausibly the same xformers backward-pass bug based on the titles and is stated cautiously. The remaining pairwise rejections are also consistent with the issue titles and do not overstate duplication." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -63313,16 +63374,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10139", - "issue:10231", "issue:10382", + "issue:10489", "issue:10722", "issue:10952", "issue:11536", "issue:11644", - "issue:1261", + "issue:12110", "issue:12610", "issue:1314", "issue:1657", @@ -63359,14 +63420,11 @@ "issue:8612", "issue:8708", "issue:8874", - "issue:8975", "issue:929", "issue:9477", "issue:9895" ], "soft_pairs": [ - "issue:1261|issue:1314", - "issue:10231|issue:8975", "issue:10382|issue:12610", "issue:5630|issue:6068", "issue:1314|issue:5678", @@ -63389,186 +63447,181 @@ "issue:4578|issue:8708", "issue:5989|issue:9477", "issue:10139|issue:11644", - "issue:11536|issue:9895" + "issue:11536|issue:9895", + "issue:10489|issue:12110" ], - "prepared_review_unit_hash": "d7914eb5a2034d0ae7e71032f5774a62b8fead97132314ce47b81157bf478e6b", + "prepared_review_unit_hash": "1b363dae1ddeeab09b4ee1668205ee10a96317a57102e3e2d764a060d11aa1f1", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 25, - "serialized_chars": 34574, - "estimated_input_tokens": 8644, - "estimated_eval_tokens": 17544 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33565, + "estimated_input_tokens": 8392, + "estimated_eval_tokens": 17040 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This looks like a false-positive similarity cluster: the issues cover many unrelated bugs and features, so none of the soft pairs should be merged.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue fits: the items span unrelated topics (attention, loaders, schedulers, training, docs, LoRA, VAE, device mismatch), so this is not a duplicate cluster.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated pipeline-init bugs, training/runtime errors, docs/example requests, and adapter/loading issues. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.84, + "canonical_issue_reason": "10139 is the clearest concrete, self-contained bug report in the set and is more representative than the many unrelated or lower-signal issues, though there is no strong single canonical duplicate here.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative because the cluster is heterogeneous; selecting one would misrepresent the rest.", + "best_issue_reason": "10139 is the best global issue candidate because it describes a specific code-path defect with an actionable fix surface; the rest of the cluster is too fragmented to serve as a better canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:1261", - "right": "issue:1314", - "accept": false, - "reason": "Both are xformers/backward errors, but one is a CUDA stride assert and the other is a Windows ME/gradient issue; not the same bug." - }, - { - "left": "issue:10231", - "right": "issue:8975", - "accept": false, - "reason": "Both mention import errors, but they affect different imports and have different root causes." - }, { "left": "issue:10382", "right": "issue:12610", "accept": false, - "reason": "These are different failures in different code paths: VAE return-type mismatch vs. Quanto/group-offload device mismatch." + "reason": "Different failures: VAE forward return-type mismatch vs Quanto/group-offload device mismatch." }, { "left": "issue:5630", "right": "issue:6068", "accept": false, - "reason": "Both are SDXL sampling quality problems, but they involve different schedulers and distinct symptoms; not one concrete bug." + "reason": "Both are SDXL-related, but one is LMS noise quality and the other is DDIM sampling correctness." }, { "left": "issue:1314", "right": "issue:5678", "accept": false, - "reason": "Attention-related errors, but one is a Windows xformers backward issue and the other is higher-order-derivative behavior with SDPA." + "reason": "xformers/backward error on Windows is unrelated to higher-order autograd issues in scaled_dot_product_attention." }, { "left": "issue:170", "right": "issue:444", "accept": false, - "reason": "Both are scheduler-related, but one is an unexpected eta argument and the other is an index error on step counts." + "reason": "Unexpected eta kwarg is a scheduler API mismatch; the other is an inference-step indexing bug." }, { "left": "issue:201", "right": "issue:929", "accept": false, - "reason": "A test request and an attention-optimization question are not the same underlying issue." + "reason": "Test request for attention class is unrelated to a duplicated square-root computation question." }, { "left": "issue:2518", "right": "issue:4002", "accept": false, - "reason": "Different missing features in different examples/pipelines; no shared bug path." + "reason": "Missing xformers support in an example is unrelated to missing from_single_file support in a pipeline." }, { "left": "issue:4913", "right": "issue:5866", "accept": false, - "reason": "Both mention ControlNet, but these are different scenarios and not the same change or bug." + "reason": "Both mention ControlNet, but one is a model release/topic and the other is an AnimateDiff+ControlNet integration request." }, { "left": "issue:5598", "right": "issue:5989", "accept": false, - "reason": "Unrelated failures: a text encoder helper bug versus a safetensors bug." + "reason": "A _modify_text_encoder bug is unrelated to a safetensors.torch bug." }, { "left": "issue:5846", "right": "issue:7012", "accept": false, - "reason": "Training checkpoint resume error and v-prediction image quality issues are different problems." + "reason": "Checkpoint resume failure and v_prediction image quality are different code paths and symptoms." }, { "left": "issue:1742", "right": "issue:1909", "accept": false, - "reason": "One is a performance inconsistency with identical prompts; the other is a generator API mismatch." + "reason": "Different problems: prompt-list speed variance vs generator-list/scheduler API mismatch." }, { "left": "issue:4042", "right": "issue:6460", "accept": false, - "reason": "A feature-composition question versus an endless-loading bug; not duplicates." + "reason": "A usage/composition question is not the same as endless loading when importing an inpainting model." }, { "left": "issue:10952", "right": "issue:6809", "accept": false, - "reason": "Both involve LoRA loading, but the adapter-name error and PEFT loading regression are different failure modes." + "reason": "Both involve LoRA loading, but the adapter-name error and PEFT-loading regression are distinct bugs." }, { "left": "issue:5485", "right": "issue:8612", "accept": false, - "reason": "ControlNet batch slowness and mixed-precision incompatibility are unrelated." + "reason": "ControlNet batch slowness is unrelated to PixArt mixed-precision incompatibility." }, { "left": "issue:10722", "right": "issue:7606", "accept": false, - "reason": "Different model/training issues with different error shapes; no shared concrete code path." + "reason": "DreamBooth tensor-shape mismatch is unrelated to a deprecated LoRA processor in Kandinsky 2.2." }, { "left": "issue:1925", "right": "issue:3915", "accept": false, - "reason": "Half-precision inpainting and torch.compile for text-to-video are unrelated bugs." + "reason": "Half-precision inpainting failure and torch.compile text-to-video issues are different defects." }, { "left": "issue:3975", "right": "issue:7591", "accept": false, - "reason": "A typo in an error message is unrelated to the HeaderTooLarge loading failure." + "reason": "A typo in an error message is unrelated to a local_files_only HeaderTooLarge loading failure." }, { "left": "issue:3643", "right": "issue:5607", "accept": false, - "reason": "Different runtime shape/size failures in different pipeline stages." + "reason": "INT_MAX decoding-latents failure is a different issue from a generic tensor-size mismatch." }, { "left": "issue:4954", "right": "issue:8874", "accept": false, - "reason": "Both are load/unpickling errors, but they arise from different loaders and artifacts; not the same bug." + "reason": "Both are loading/unpickling problems, but textual inversion checkpoint handling and from_single_file CKPT loading are not the same bug." }, { "left": "issue:1657", "right": "issue:4405", "accept": false, - "reason": "A request for notebook examples is not the same as adding a new training script." + "reason": "A notebook request is not the same as creating a textual inversion training script." }, { "left": "issue:4578", "right": "issue:8708", "accept": false, - "reason": "Documentation wording and a missing config field in training examples are different issues." + "reason": "Doc wording about VAE usage differs from a missing shift_factor in SD3 DreamBooth examples." }, { "left": "issue:5989", "right": "issue:9477", "accept": false, - "reason": "Completely unrelated: a safetensors bug versus a GatheredParameters callable error." + "reason": "A safetensors.torch bug and a GatheredParameters callable error are unrelated." }, { "left": "issue:10139", "right": "issue:11644", "accept": false, - "reason": "Both involve pipeline initialization, but they concern different pipelines and distinct bugs." + "reason": "Both are init-time pipeline bugs, but they affect different pipelines and different failure modes." }, { "left": "issue:11536", "right": "issue:9895", "accept": false, - "reason": "Same pipeline family, but prompt adherence regression and device-mismatch runtime error are not the same underlying change." + "reason": "Prompt adherence regression in FluxPipeline is unrelated to a device-mismatch error after a commit." + }, + { + "left": "issue:10489", + "right": "issue:12110", + "accept": false, + "reason": "SanaPipeline example issues and UNet1DModel GaussianFourier initialization bugs are unrelated." } ] }, @@ -63587,20 +63640,18 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10239", "issue:10314", "issue:10446", "issue:10450", - "issue:10489", "issue:1100", "issue:11721", "issue:11973", - "issue:12110", "issue:1524", "issue:1922", "issue:2310", @@ -63622,7 +63673,9 @@ "issue:5670", "issue:579", "issue:5927", + "issue:6363", "issue:6565", + "issue:6812", "issue:7276", "issue:7303", "issue:7466", @@ -63642,7 +63695,6 @@ "issue:9876" ], "soft_pairs": [ - "issue:10489|issue:12110", "issue:3624|issue:5171", "issue:10239|issue:10314", "issue:11721|issue:8874", @@ -63665,180 +63717,181 @@ "issue:7276|issue:9778", "issue:8482|issue:8577", "issue:9637|issue:9876", - "issue:9227|issue:9358" + "issue:9227|issue:9358", + "issue:6363|issue:6812" ], - "prepared_review_unit_hash": "d33a0ea1a8132c75f9b9d1e8467d5065eb8d0d300bc61424bb020305aaf8db25", + "prepared_review_unit_hash": "fe384c84f685b6713f69120f6c4477bcf231615f7e1db123edf36478e6e843d6", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34007, - "estimated_input_tokens": 8502, - "estimated_eval_tokens": 17260 + "serialized_chars": 34070, + "estimated_input_tokens": 8518, + "estimated_eval_tokens": 17292 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly superficial matches by model/pipeline name or training theme, but they describe different bugs, feature requests, or error modes. None look like the same underlying change or defect, so all candidate duplicate links should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This set is not a true duplicate cluster: the items span many unrelated pipelines, models, and training failures. All soft edges were rejected because they describe different bugs or feature requests, not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 9227 is the strongest single representative if one must be chosen: it is a detailed, current, high-signal report with active discussion about a concrete FLUX training/runtime failure. That said, the surrounding items are not duplicates of it.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 9227 is the best overall issue to anchor the cluster because it is recent, substantive, and specific, while most other items are separate bug reports across different subsystems.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:10489", - "right": "issue:12110", - "accept": false, - "reason": "Different failures in different areas: SanaPipeline example bug vs UNet1DModel initialization bug." - }, { "left": "issue:3624", "right": "issue:5171", "accept": false, - "reason": "Both are TypeErrors, but the causes are unrelated: getattr attribute misuse vs unexpected constructor kwarg." + "reason": "Both are TypeErrors, but the causes differ: one is an invalid getattr attribute name, the other is an unexpected `safety_checker` constructor argument." }, { "left": "issue:10239", "right": "issue:10314", "accept": false, - "reason": "Same pipeline, but one is about CPU offload support and the other about NaN outputs; different bugs." + "reason": "Same pipeline family, but one reports lack of `enable_sequential_cpu_offload()` support and the other reports NaN generation; these are distinct failure modes." }, { "left": "issue:11721", "right": "issue:8874", "accept": false, - "reason": "SanaPipeline load crash is not the same as single-file CKPT unpickling failure." + "reason": "Both mention load-time failures, but one is SanaPipeline crashing on load and the other is a CKPT single-file unpickling/weights-only error." }, { "left": "issue:5670", "right": "issue:9112", "accept": false, - "reason": "Non-square image support in PixArtAlpha is unrelated to Auraflow tensor shape mismatch." + "reason": "Different bugs: non-square image generation in PixArtAlphaPipeline versus a tensor shape mismatch in Auraflow inference." }, { "left": "issue:2310", "right": "issue:5927", "accept": false, - "reason": "Both mention lama/inpainting, but one is an LDM inpainting cleaner topic and the other is an IP-Adapter/reference inpaint combination." + "reason": "These are unrelated inpaint/composition requests: LDM inpainting/LaMA cleaner versus IP-Adapter with Reference AdaIN/attn and Inpaint+Lama." }, { "left": "issue:2332", "right": "issue:2830", "accept": false, - "reason": "Dreambooth inference error and video-model usage question are unrelated." + "reason": "One is an error after DreamBooth training; the other is a question about generating video with a ModelScope video model." }, { "left": "issue:3029", "right": "issue:3591", "accept": false, - "reason": "Custom ControlNet resolution and ControlNet loss-curve confusion are different issues." + "reason": "Custom-resolution ControlNet support and an unintuitive ControlNet loss curve are different issues." }, { "left": "issue:3109", "right": "issue:953", "accept": false, - "reason": "Both ask about smaller images, but one is a generation request and the other is a usage guidance question, not the same bug." + "reason": "Both ask about smaller images, but they are separate requests with different target sizes and contexts." }, { "left": "issue:3661", "right": "issue:5344", "accept": false, - "reason": "from_ckpt SD2.x conversion failure is unrelated to missing omegaconf dependency." + "reason": "`from_ckpt` failing on SD 2.x weights is not the same as missing the `omegaconf` dependency." }, { "left": "issue:1100", "right": "issue:5109", "accept": false, - "reason": "CLIPTextTransformer device attribute error is unrelated to SDXL ControlNet LoRA loading exception." + "reason": "`CLIPTextTransformer` missing `.device` and LoRA loading failing in SDXL ControlNet img2img are different code paths and errors." }, { "left": "issue:1524", "right": "issue:2466", "accept": false, - "reason": "Textual inversion training quality and checkpoint retention behavior are unrelated." + "reason": "Poor textual inversion training quality is unrelated to checkpoint limit behavior not limiting saved checkpoints." }, { "left": "issue:2712", "right": "issue:579", "accept": false, - "reason": "Config defaulting warning and missing config.json are different config-loading problems." + "reason": "One is a missing `norm_num_groups` config field, the other is a missing `config.json` file; these are separate config-loading problems." }, { "left": "issue:4125", "right": "issue:6565", "accept": false, - "reason": "LoRA fine-tuning loss-curve question does not match DPO diffusion loss spikes/noisy samples." + "reason": "A LoRA loss-curve question is not the same as DPO diffusion training instability and noisy samples." }, { "left": "issue:7538", "right": "issue:7735", "accept": false, - "reason": "Custom dataset training issue is too broad; caption_column not found is a specific dataset-column error, not the same bug." + "reason": "Custom Fill50k-style training issues differ from a missing `caption_column` named `text`." }, { "left": "issue:10446", "right": "issue:7466", "accept": false, - "reason": "Multi-GPU/model-sharding incompatibility with FluxControlNet is unrelated to torch.compile multi-ControlNet in SDXL inpaint." + "reason": "Multi-GPU/model-sharding incompatibility with FluxControlNet and torch.compile failure for multi-ControlNet SDXL inpaint are different problems." }, { "left": "issue:10450", "right": "issue:9516", "accept": false, - "reason": "Flux block implementation mismatch is not the same as joint_attention_kwargs not being forwarded." + "reason": "A structural mismatch with `FluxSingleTransformerBlock` is not the same as `joint_attention_kwargs` not being passed through FLUX transformers." }, { "left": "issue:11973", "right": "issue:9163", "accept": false, - "reason": "Missing CLI argument in a training script is unrelated to tensor bugs in another Flux training script." + "reason": "The DreamBooth LoRA script missing `--instance_prompt` is an argparse usage issue, while the other report is about tensor bugs in the same script." }, { "left": "issue:1922", "right": "issue:490", "accept": false, - "reason": "Undefined init_git_repo in a notebook is unrelated to memory usage differences." + "reason": "An undefined notebook helper (`init_git_repo`) is unrelated to a general memory usage complaint." }, { "left": "issue:2783", "right": "issue:7303", "accept": false, - "reason": "ControlNet pipeline creation request and zero_snr scheduler support are unrelated changes." + "reason": "Creating an img2img/inpainting ControlNet pipeline and using `zero_snr` when constructing a scheduler are unrelated requests." }, { "left": "issue:7276", "right": "issue:9778", "accept": false, - "reason": "Dreambooth pretrained_model network errors are not the same as a generic tutorial bug." + "reason": "Downloaded pretrained-model network errors are unrelated to a tutorial run bug." }, { "left": "issue:8482", "right": "issue:8577", "accept": false, - "reason": "Both concern SD3, but one is model support and the other is differential diffusion functionality." + "reason": "General SD3 model support and differential diffusion with SD3 are distinct feature requests." }, { "left": "issue:9637", "right": "issue:9876", "accept": false, - "reason": "XFormers attention-mask bf16 shape bug is unrelated to VRAM not being released after LoRA training." + "reason": "An xFormers attention-mask/bfloat16 sequence-length bug is different from VRAM not being released after LoRA training." }, { "left": "issue:9227", "right": "issue:9358", "accept": false, - "reason": "Flux training failure on FLUX.1-dev is not the same as redundant text-encoder reinitialization in the training script." + "reason": "Both concern `train_dreambooth_lora_flux.py`, but one is a broad runtime problem with FLUX.1-dev and the other is a specific redundant text-encoder reinitialization issue." + }, + { + "left": "issue:6363", + "right": "issue:6812", + "accept": false, + "reason": "FP16 gradient unscale errors in LoRA training and Q/K/V dtype mismatch errors are different training failures." } ] }, @@ -63860,11 +63913,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10896", "issue:1099", "issue:11033", + "issue:11486", "issue:11824", "issue:12501", "issue:1260", @@ -63892,17 +63946,16 @@ "issue:6055", "issue:6073", "issue:6141", - "issue:6363", "issue:6446", "issue:6520", "issue:6530", - "issue:6812", "issue:7441", "issue:746", "issue:7460", "issue:7675", "issue:7751", "issue:8551", + "issue:8828", "issue:8939", "issue:9309", "issue:9320", @@ -63911,7 +63964,6 @@ "issue:9825" ], "soft_pairs": [ - "issue:6363|issue:6812", "issue:1363|issue:746", "issue:1546|issue:6055", "issue:5605|issue:7675", @@ -63934,180 +63986,181 @@ "issue:6446|issue:9320", "issue:8551|issue:8939", "issue:1857|issue:259", - "issue:1099|issue:1260" + "issue:1099|issue:1260", + "issue:11486|issue:8828" ], - "prepared_review_unit_hash": "e561bd828a41a8f6a7c248154a7630448f7aa8e767cfa594dfdaf681fc02fa36", + "prepared_review_unit_hash": "06fc67c7c47daed60243db07bab16fbdd3cc1058c8b4e7cb87dda77200249624", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33430, - "estimated_input_tokens": 8358, - "estimated_eval_tokens": 16972 + "serialized_chars": 33352, + "estimated_input_tokens": 8338, + "estimated_eval_tokens": 16932 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; it mixes unrelated feature requests and bug reports across training, schedulers, Flux, ControlNet, VAE, install/import, and model-loading issues. No soft edge pair looks like the same underlying change or bug.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue stands out because the cluster is heterogeneous and the items do not share a single underlying bug or feature request.", + "summary": "This cluster is not a duplicate set; it\u2019s a broad grab bag of unrelated Diffusers issues spanning model loading, training scripts, scheduler bugs, feature requests, and platform-specific failures. The soft-similarity pairs mostly share generic words like \"error\" or \"support\" but do not describe the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative; the tickets span many unrelated code paths and products, so any one choice would be arbitrary.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:6363", - "right": "issue:6812", - "accept": false, - "reason": "Both are training-time errors, but one is FP16 unscale in LoRA while the other is a Q/K/V dtype mismatch; different failure modes and code paths." - }, { "left": "issue:1363", "right": "issue:746", "accept": false, - "reason": "Both involve ONNX/import-style problems, but one is a scheduler mismatch in an LPW community pipeline and the other is an ONNX revision loading issue for img2img; not the same bug." + "reason": "Both mention ONNX-related workflows, but one is a long-prompt scheduler error in a community pipeline and the other is an img2img ONNX revision loading problem; different code paths and failures." }, { "left": "issue:1546", "right": "issue:6055", "accept": false, - "reason": "Different problems: truncation warning causing batched-input errors versus a generic accelerate error; no shared concrete code-path." + "reason": "Batched truncation warning causing an error is unrelated to a generic accelerate error; no shared bug." }, { "left": "issue:5605", "right": "issue:7675", "accept": false, - "reason": "One is SDXL DreamBooth caption support, the other is MLX quantized linear support; feature requests for different subsystems." + "reason": "SDXL DreamBooth per-image caption support and MLX quantized linear support are separate feature requests for different subsystems." }, { "left": "issue:11033", "right": "issue:13001", "accept": false, - "reason": "Both are model-loading issues, but one is SD1.5 UNet single-file loading and the other is Flux2.Klein GGUF shape mismatch; different models and loaders." + "reason": "SD1.5 Unet from_single_file loading and Flux2.Klein GGUF shape mismatch are different model formats/loaders and not the same bug." }, { "left": "issue:6520", "right": "issue:9630", "accept": false, - "reason": "Both affect training/validation flows, but one is blank validation output in T2I adapter training and the other is a multi-GPU/single-GPU ControlNet configuration error; unrelated root causes." + "reason": "Blank validation results in adapter training is unrelated to a flux-controlnet single-GPU/multi-GPU num_single_layers crash." }, { "left": "issue:12501", "right": "issue:13298", "accept": false, - "reason": "One reports a VAE decoder graph break, the other a CUDA generator-device bug during image generation; not the same code path." + "reason": "A VAE decoder graph break and a CUDA generator-device bug are distinct runtime/device issues." }, { "left": "issue:4804", "right": "issue:4830", "accept": false, - "reason": "Both are LoRA/ControlNet related runtime issues, but one is a dictionary mutation bug in LoraLoaderMixin and the other is a MultiControlNet tensor-size mismatch; distinct failures." + "reason": "Dictionary mutation in LoRA loading and MultiControlNet tensor-size mismatch are separate failures in different components." }, { "left": "issue:3279", "right": "issue:7751", "accept": false, - "reason": "Different conversion/training scripts: DreamBooth LoRA checkpoint resume errors versus AnimateDiff motion-module conversion errors." + "reason": "Checkpoint resume errors in DreamBooth LoRA and Animatediff conversion errors are unrelated training/conversion problems." }, { "left": "issue:5402", "right": "issue:6073", "accept": false, - "reason": "Both mention user-facing import/error reports, but one is missing compute_snr and the other is a beginner DreamBooth setup problem; not the same missing symbol or bug." + "reason": "Missing compute_snr import and a beginner DreamBooth setup error do not describe the same issue." }, { "left": "issue:10896", "right": "issue:9825", "accept": false, - "reason": "SkyReels-A1 portrait animation support and FLUX IPAdapter support are separate feature requests for different pipelines." + "reason": "SkyReels-A1 support and FLUX IPAdapter support are different feature additions." }, { "left": "issue:11824", "right": "issue:9309", "accept": false, - "reason": "Both are Flux pipeline bugs, but one is multi-image input for FluxKontextPipeline and the other is FluxControlNetPipeline on Flux 1 schnell; different pipeline behavior." + "reason": "Multi-image FluxKontextPipeline errors and FluxControlNetPipeline snel bug are different pipeline-specific bugs." }, { "left": "issue:1290", "right": "issue:3086", "accept": false, - "reason": "Community DreamArtist request versus an audio-input/output-image issue; unrelated functionality." + "reason": "DreamArtist community pipeline work and an audio-to-image request are unrelated." }, { "left": "issue:3089", "right": "issue:7460", "accept": false, - "reason": "Different scheduler/model issues: DDPM scheduler bug versus AdaLayerNorm bug; no shared concrete bug." + "reason": "A DDPM scheduler bug and an AdaLayerNorm bug are different code-path defects." }, { "left": "issue:3427", "right": "issue:6530", "accept": false, - "reason": "makeavid-sd-jax and SDXL K-diffusion with ControlNet are unrelated feature/support issues in different stacks." + "reason": "makeavid-sd-jax and SDXL ControlNet K-diffusion are unrelated model/pipeline topics." }, { "left": "issue:3612", "right": "issue:541", "accept": false, - "reason": "One asks how to create a ControlNet with a specific preprocessor, the other is a SageMaker deployment issue; not the same underlying change." + "reason": "ControlNet creation/preprocessor support and SageMaker deployment questions are not the same bug or change." }, { "left": "issue:5570", "right": "issue:6520", "accept": false, - "reason": "compute_snr missing from training_utils and blank validation results in adapter training are separate issues with different symptoms and code paths." + "reason": "Missing compute_snr in a package release and blank validation output during adapter training are different problems." }, { "left": "issue:5712", "right": "issue:7441", "accept": false, - "reason": "Windows Python 3.12 pip install failure versus pytest not running on Python 3.12; both platform-related but not the same bug." + "reason": "Windows/Python 3.12 install failure and pytest-on-python3.12 failure are platform-related but distinct issues." }, { "left": "issue:6141", "right": "issue:9397", "accept": false, - "reason": "Both are feature requests for scheduler/control support, but one is ControlNet control_mode/resize_mode support and the other is SGMUniform scheduler for Hyper LoRAs; different features." + "reason": "ControlNet control_mode/resize_mode support and Hyper-LoRA scheduler support are separate feature requests." }, { "left": "issue:1604", "right": "issue:3551", "accept": false, - "reason": "lpw_stable_diffusion.py breakage on diffusers 0.9.0 is unrelated to LoRA disabling xFormers; different regression and subsystem." + "reason": "A diffusers version compatibility break in lpw_stable_diffusion.py and LoRA disabling xFormers are different regressions." }, { "left": "issue:6446", "right": "issue:9320", "accept": false, - "reason": "Colab minimal loading failure for SD 2.1 is unrelated to custom diffusion model save/load behavior." + "reason": "Colab minimal-loading failure for SD 2-1 and custom diffusion save/load issues are unrelated model-loading/training bugs." }, { "left": "issue:8551", "right": "issue:8939", "accept": false, - "reason": "Both involve model/device loading, but one is VAE latent device placement with device_map and the other is tokenizer loading for SD3 medium; different component failures." + "reason": "An SDXL inpaint device-map latent placement bug and a tokenizer-loading OSError for SD3 are different failures." }, { "left": "issue:1857", "right": "issue:259", "accept": false, - "reason": "General test coverage concern versus a progress bar bug; not the same issue." + "reason": "Poor test coverage for UnCLIP is not the same as a progress-bar fix." }, { "left": "issue:1099", "right": "issue:1260", "accept": false, - "reason": "DreamBooth class-name configuration issue versus missing DPMSolverMultistepScheduler import; unrelated." + "reason": "DreamBooth class-name handling and a missing DPMSolverMultistepScheduler import are unrelated issues." + }, + { + "left": "issue:11486", + "right": "issue:8828", + "accept": false, + "reason": "xFormers memory-efficient attention in a training script and an SD3 16GB training error are different training problems." } ] }, @@ -64126,25 +64179,25 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10045", - "issue:10231", "issue:10569", "issue:10800", "issue:10952", "issue:11199", - "issue:11486", "issue:1161", "issue:11700", + "issue:1181", "issue:1207", "issue:12624", "issue:2132", "issue:2646", "issue:3010", + "issue:3338", "issue:3401", "issue:3412", "issue:4229", @@ -64154,6 +64207,7 @@ "issue:4445", "issue:4534", "issue:4605", + "issue:4615", "issue:4907", "issue:4933", "issue:5118", @@ -64166,13 +64220,11 @@ "issue:6530", "issue:7389", "issue:761", - "issue:7682", "issue:7722", "issue:782", "issue:7856", "issue:8234", "issue:8801", - "issue:8828", "issue:9027", "issue:9403", "issue:9495", @@ -64181,13 +64233,11 @@ "issue:9825" ], "soft_pairs": [ - "issue:11486|issue:8828", "issue:10569|issue:10800", "issue:2646|issue:444", "issue:4376|issue:4438", "issue:3401|issue:5743", "issue:9602|issue:9660", - "issue:10231|issue:7682", "issue:10045|issue:11199", "issue:1207|issue:2132", "issue:3010|issue:3412", @@ -64205,186 +64255,188 @@ "issue:6442|issue:6445", "issue:10952|issue:7856", "issue:4605|issue:7389", - "issue:1161|issue:4445" + "issue:1161|issue:4445", + "issue:1181|issue:4445", + "issue:3338|issue:4615" ], - "prepared_review_unit_hash": "50144f2394b09795bff49d9c3d186897831a0c2f3599cfa5c279a9c24bd5ec95", + "prepared_review_unit_hash": "79c26fa95534836a286d0c953794aa88806acc514bcd438cdf313e632249b85b", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 34002, - "estimated_input_tokens": 8501, - "estimated_eval_tokens": 17258 + "serialized_chars": 33462, + "estimated_input_tokens": 8366, + "estimated_eval_tokens": 16988 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated import errors, training bugs, feature requests, and documentation tasks. None of the soft pairs looks like the same underlying issue, so this is not a true duplicate cluster.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: there is no single bug or feature that the rest clearly duplicate; the items span different subsystems, error modes, and time periods.", + "summary": "The soft pairs are mostly superficial text matches, not true duplicates: they cover different pipelines, different error modes, and different feature requests. No pull requests are present.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the items span unrelated bugs/features across imports, adapters, training, and pipelines.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global issue candidate; none of these issues is representative of the others or suitable as a deduplication anchor.", + "best_issue_reason": "issue:9602 is the cleanest, most concrete bug report with a narrow adapter-name error, so it is the best practical triage anchor among these issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:11486", - "right": "issue:8828", - "accept": false, - "reason": "Feature request for enabling xformers in a training script vs a separate SD3 memory/error report; different problem and scope." - }, { "left": "issue:10569", "right": "issue:10800", "accept": false, - "reason": "CPU memory-consumption complaint vs BnB int4 sequential offload quantization type error; different failure modes." + "reason": "Different problems: one is general CPU memory usage for HunyuanVideo, the other is a specific BnB int4 + sequential offload type error." }, { "left": "issue:2646", "right": "issue:444", "accept": false, - "reason": "Tiled VAE IndexError vs num_inference_steps-specific IndexError; same broad theme only, not the same bug." + "reason": "Both mention IndexError, but the contexts differ: tiled VAE vs. num_inference_steps scheduling behavior." }, { "left": "issue:4376", "right": "issue:4438", "accept": false, - "reason": "Both are SDXL errors, but one is on load_textual_inversion and the other is a generic pipeline crash; no shared concrete code path." + "reason": "Both are SDXL pipeline errors, but the titles indicate different call paths and likely different failures." }, { "left": "issue:3401", "right": "issue:5743", "accept": false, - "reason": "Class-label requirement for num_class_embeds vs training stuck at 0%; unrelated training issues." + "reason": "One is about class_labels requirements for class embeddings; the other is a Latent Consistency Distillation training stall." }, { "left": "issue:9602", "right": "issue:9660", "accept": false, - "reason": "Missing adapter name in active adapters vs from_pretrained not switching modules to eval mode; different bugs." - }, - { - "left": "issue:10231", - "right": "issue:7682", - "accept": false, - "reason": "Ubuntu tutorial import error vs multi-GPU training instability; different contexts and symptoms." + "reason": "Adapter-name mismatch versus from_pretrained failing to set modules to eval; distinct bugs and code paths." }, { "left": "issue:10045", "right": "issue:11199", "accept": false, - "reason": "Generic pipeline import problem vs specific diffusers.pipelines.onnx_utils import failure; not the same module or root cause." + "reason": "Importing pipelines is too broad to treat as a duplicate of a specific onnx_utils import failure." }, { "left": "issue:1207", "right": "issue:2132", "accept": false, - "reason": "CUDA runtime symbol error vs Accelerator.trackers attribute error; unrelated environment/API issues." + "reason": "CUDA runtime symbol resolution error versus Accelerator.trackers attribute error; unrelated failures." }, { "left": "issue:3010", "right": "issue:3412", "accept": false, - "reason": "Distributed inference docs vs a stable diffusion next-steps docs update; documentation-only and unrelated." + "reason": "One is distributed inference docs; the other is a separate stable diffusion docs update request." }, { "left": "issue:5118", "right": "issue:6530", "accept": false, - "reason": "ControlNet reference_only usage question vs SD XL K-diffusion with ControlNet; different asks and likely different code paths." + "reason": "Different subject matter: ControlNet reference_only usage versus SDXL K-diffusion with ControlNet." }, { "left": "issue:5371", "right": "issue:9403", "accept": false, - "reason": "BLIP inpainting pipe support request vs Flux IPAdapter support request; different feature work." + "reason": "Blip inpainting pipe support request versus Flux IPAdapter support; different features." }, { "left": "issue:6093", "right": "issue:9027", "accept": false, - "reason": "Pruna integration request vs argument-name consistency issue; different kinds of changes." + "reason": "Pruna push_to_hub behavior in one training script versus generic argument-name consistency; not the same bug." }, { "left": "issue:7722", "right": "issue:8234", "accept": false, - "reason": "Animatediff_controlnet + IPAdapter error vs ip_adapter_scale dict multiplication TypeError; both touch adapters, but the concrete bugs differ." + "reason": "Animatediff + IPAdapter integration error versus ip_adapter_scale dict multiplication type error." }, { "left": "issue:8801", "right": "issue:9825", "accept": false, - "reason": "Kolors support request vs FLUX IPAdapter support request; separate model families and features." + "reason": "Kolors support request versus FLUX IPAdapters support request; separate model families and feature asks." }, { "left": "issue:8234", "right": "issue:9495", "accept": false, - "reason": "TypeError from ip_adapter_scale dict handling vs SDXL PAG with IPAdapter not working; distinct adapter bugs." + "reason": "A scaling type error with IPAdapter Plus versus SDXL PAG with IPAdapter not working; different failures." }, { "left": "issue:4907", "right": "issue:5799", "accept": false, - "reason": "SDXL inpainting warning vs strength keyword request for inpainting; not the same issue." + "reason": "Inpainting warning with SDXL versus adding a strength keyword to inpainting; related domain, but not the same issue." }, { "left": "issue:4229", "right": "issue:4534", "accept": false, - "reason": "Multi-GPU DreamBooth training error vs MPS validation crash in SDXL DreamBooth; different environments and failures." + "reason": "Multi-GPU accelerated training error versus SDXL dreambooth validation crash on mps; distinct environments and failure modes." }, { "left": "issue:2646", "right": "issue:761", "accept": false, - "reason": "Tiled VAE IndexError vs DreamBooth 8-bit Adam training failure; unrelated bugs." + "reason": "Both involve training/runtime errors, but tiled VAE IndexError and 8bit Adam DreamBooth failure are separate bugs." }, { "left": "issue:11700", "right": "issue:12624", "accept": false, - "reason": "Pruna loading integration request vs adding strength to WanImageToVideoPipeline; different feature additions." + "reason": "Pruna integration for loading pipelines versus requesting a strength parameter on wanimage-to-video; unrelated feature requests." }, { "left": "issue:4933", "right": "issue:782", "accept": false, - "reason": "Missing pytorch_model.bin after training vs model download breakage after auth-token removal; different stages of the workflow." + "reason": "Dreambooth output artifact issue versus model download broken after use_auth_token removal; different subsystems." }, { "left": "issue:6442", "right": "issue:6445", "accept": false, - "reason": "FP16 gradient unscale error vs caption_column value validation error; different training-time failures." + "reason": "Unscale FP16 gradients error versus caption_column validation error; unrelated training script issues." }, { "left": "issue:10952", "right": "issue:7856", "accept": false, - "reason": "LoRA adapter name mismatch vs tokenizer multi-vector token already exists; different subsystems and root causes." + "reason": "Adapter-name lookup failure versus tokenizer token-collision warning; not the same bug." }, { "left": "issue:4605", "right": "issue:7389", "accept": false, - "reason": "Long-prompt-weighting inpaint error vs SDXL from_single_file loading error; not the same pipeline bug." + "reason": "LongPromptWeighting inpaint model error versus SDXL from_single_file loading error; different pipeline operations." }, { "left": "issue:1161", "right": "issue:4445", "accept": false, - "reason": "Model conversion request vs LoRA finetuning question; unrelated feature/help topics." + "reason": "Flax-to-PyTorch conversion request versus general LoRA finetuning how-to question; unrelated." + }, + { + "left": "issue:1181", + "right": "issue:4445", + "accept": false, + "reason": "Training from scratch request versus LoRA finetuning question; different feature/support topics." + }, + { + "left": "issue:3338", + "right": "issue:4615", + "accept": false, + "reason": "Import slowdown versus missing StableDiffusionControlnetPipeline import; both import-related but not the same underlying issue." } ] }, @@ -64403,10 +64455,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10016", "issue:10336", @@ -64418,12 +64470,13 @@ "issue:11437", "issue:11584", "issue:11790", - "issue:1181", "issue:12096", "issue:13104", "issue:13249", "issue:1367", "issue:1388", + "issue:1522", + "issue:1817", "issue:1934", "issue:1964", "issue:2294", @@ -64431,12 +64484,11 @@ "issue:2507", "issue:2774", "issue:2995", + "issue:3085", "issue:3209", - "issue:3338", + "issue:3249", "issue:3391", "issue:4071", - "issue:4445", - "issue:4615", "issue:4675", "issue:4789", "issue:4912", @@ -64457,8 +64509,6 @@ "issue:993" ], "soft_pairs": [ - "issue:1181|issue:4445", - "issue:3338|issue:4615", "issue:10016|issue:7770", "issue:2507|issue:557", "issue:2995|issue:7572", @@ -64480,180 +64530,182 @@ "issue:11437|issue:9546", "issue:10336|issue:11342", "issue:10518|issue:8534", - "issue:10952|issue:13104" + "issue:10952|issue:13104", + "issue:1522|issue:3249", + "issue:1817|issue:3085" ], - "prepared_review_unit_hash": "cd82e7cec942dd5453cfed3ac7b27a7b252d8bf23d375656c0d2b64ace0bce28", + "prepared_review_unit_hash": "6eb7f5dfb14cf0afad99b84357cf81c055942613b63447b2fa1ae3c786a45ff8", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 32994, - "estimated_input_tokens": 8249, - "estimated_eval_tokens": 16754 + "serialized_chars": 33081, + "estimated_input_tokens": 8271, + "estimated_eval_tokens": 16798 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous; the soft pairs are lexical near-matches rather than true duplicates. Most pairings share only broad terms like loading, LoRA, shape mismatch, or offloading, but they point to different models, pipelines, or failure modes. No PRs are present.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 7770 is the clearest concrete bug report among the loading/shape-mismatch style issues and is the best representative of that small subset, though the overall cluster is not a true duplicate set.", + "summary": "This set is not a single duplicate cluster; the soft links are mostly superficial title similarity across unrelated bugs (loading, LoRA, offloading, training, memory, and pipeline issues). No pair is close enough to merge as the same underlying change or defect.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 7770 is the most specific and actionable issue in the list; it has a clear symptom, code-path, and reproduction class compared with the more generic or unrelated reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:1181", - "right": "issue:4445", - "accept": false, - "reason": "Scratch training vs LoRA fine-tuning guidance; same broad ML area, but not the same bug/change." - }, - { - "left": "issue:3338", - "right": "issue:4615", - "accept": false, - "reason": "Import slowness vs an import error for a different symbol; unrelated failure modes." - }, { "left": "issue:10016", "right": "issue:7770", "accept": false, - "reason": "Both involve loading-time shape issues, but one is SD3.5 single-file positional embedding mismatch and the other is a model+LoRA tensor mismatch; different code paths." + "reason": "Both mention loading/shapes, but 10016 is an empty-state-dict single-file SD3.5M positional embedding mismatch, while 7770 is a model+LoRA tensor shape mismatch in Python; different code paths and failure modes." }, { "left": "issue:2507", "right": "issue:557", "accept": false, - "reason": "Safetensors load performance vs DDIM output quality; unrelated." + "reason": "2507 is a safetensors loading performance complaint, while 557 is about DDIM output quality; same library area, not the same bug." }, { "left": "issue:2995", "right": "issue:7572", "accept": false, - "reason": "Matmul dimension mismatch vs dtype mismatch; different root causes." + "reason": "2995 is a matrix multiplication shape mismatch in a model path, whereas 7572 is a dtype mismatch between input and bias; different root causes." }, { "left": "issue:1388", "right": "issue:4675", "accept": false, - "reason": "SD 2.0 conversion script adaptation vs SDXL ControlNet reference-only support; different features." + "reason": "1388 is about adapting a conversion script for SD 2.0, while 4675 is ControlNet Reference Only for SDXL; unrelated features." }, { "left": "issue:4912", "right": "issue:9003", "accept": false, - "reason": "Model conversion request vs safety checker strength control; unrelated." + "reason": "4912 is SDXL checkpoint conversion, while 9003 requests adjustable safety checker strength; no shared defect." }, { "left": "issue:11584", "right": "issue:12096", "accept": false, - "reason": "Both mention offloading, but they hit different pipelines and different interactions with compile/group offload." + "reason": "Both involve group offloading, but 11584 is a torch.compile incompatibility on hunyuanvideo_frampack and 12096 is WanVACEPipeline failing with apply_group_offloading; different pipelines and failure specifics." }, { "left": "issue:1934", "right": "issue:557", "accept": false, - "reason": "VRAM consumption from cpu_offload vs DDIM result quality; not the same issue." + "reason": "1934 concerns CPU offload memory usage, while 557 concerns DDIM generation quality; not the same issue." }, { "left": "issue:11286", "right": "issue:11790", "accept": false, - "reason": "Generic LoRA loading error vs a specific training-script-produced LoRA that cannot be loaded; too little evidence of the same bug." + "reason": "Both are LoRA loading problems, but the reports are not specific enough to show the same failing code path or identical adapter handling bug." }, { "left": "issue:11127", "right": "issue:13249", "accept": false, - "reason": "Single-file Flux model loading problem vs Z-Image LoRA regression; different models and contexts." + "reason": "11127 is a single-file Flux model compatibility issue, while 13249 says LoRA stopped working for Z-Image; different models and loading flows." }, { "left": "issue:1964", "right": "issue:4071", "accept": false, - "reason": "PyTorch 2.0 support planning vs inpaint-only+lama support; unrelated." + "reason": "1964 is a PyTorch 2.0 support planning issue, while 4071 requests Inpaint-only+lama support; unrelated." }, { "left": "issue:3391", "right": "issue:4789", "accept": false, - "reason": "Overexposed super-resolution output vs download failure; different problem entirely." + "reason": "3391 is overexposed output in DeepFloyd super-resolution, while 4789 is a download failure for DeepFloyd IF; one is image quality, the other acquisition." }, { "left": "issue:6705", "right": "issue:9393", "accept": false, - "reason": "Checkpoint saving errors in different training stacks/models; not the same concrete bug." + "reason": "6705 is an Accelerate/FSDP checkpoint save error during T2I training, while 9393 is a Deepspeed Flux LoRA model-save problem; both are save-related but not the same bug." }, { "left": "issue:7706", "right": "issue:7799", "accept": false, - "reason": "Custom pipeline CUDA OOM vs IP-Adapter matmul shape mismatch; different symptoms and code paths." + "reason": "7706 is CUDA OOM when loading a custom pipeline, while 7799 is a matmul shape mismatch in StableDiffusionInstructPix2Pix with IP-Adapter; different runtime failures." }, { "left": "issue:2774", "right": "issue:4964", "accept": false, - "reason": "ControlNet safetensors conversion error vs general SDXL-to-diffusers conversion request; not duplicates." + "reason": "2774 is a controlnet safetensors-to-diffusers conversion error, while 4964 is a general SDXL model conversion request; not the same conversion problem." }, { "left": "issue:5325", "right": "issue:993", "accept": false, - "reason": "Packaging type metadata distribution vs fp16 dtype mismatch; unrelated." + "reason": "5325 is about packaging type information distribution, while 993 is a fp16 dtype mismatch in stable diffusion; unrelated." }, { "left": "issue:1367", "right": "issue:2312", "accept": false, - "reason": "Scheduler config save issue vs EMA hook save failure; similar saving theme but different subsystems." + "reason": "1367 is about saving a scheduler config with custom trained_betas, while 2312 is an EMA save hook error in text-to-image finetuning; both touch saving, but different objects and failures." }, { "left": "issue:2294", "right": "issue:6823", "accept": false, - "reason": "Missing video inpaint pipeline import vs controlnet usage problem; unrelated." + "reason": "2294 is an ImportError for StableDiffusionVideoInpaintPipeline, while 6823 is a generic controlnet usage problem; not the same missing-symbol issue." }, { "left": "issue:3209", "right": "issue:7450", "accept": false, - "reason": "NaNs in AutoencoderKL encoder vs multithreading issues in AutoencoderKL; different bugs." + "reason": "3209 reports NaNs in AutoencoderKL encoder outputs for large images, while 7450 reports AutoencoderKL multi-thread issues; same component, different bug." }, { "left": "issue:11437", "right": "issue:9546", "accept": false, - "reason": "Training outputs not created vs Flux ControlNet validation OOM; different failure modes." + "reason": "11437 says training produces no outputs/validation images, while 9546 is Flux ControlNet validation running out of memory; one is missing artifacts, the other OOM." }, { "left": "issue:10336", "right": "issue:11342", "accept": false, - "reason": "Sana activations/clamping vs Sana sprint MPS failure; same family name only, not the same concrete issue." + "reason": "10336 is Sana activations exploding/clamping, while 11342 is Sana-sprint failing on MPS; different symptoms and likely different fixes." }, { "left": "issue:10518", "right": "issue:8534", "accept": false, - "reason": "SD3 LoRA script problem vs SD3 dreambooth weighting bug; different scripts and symptoms." + "reason": "10518 flags a possible mistake in an SD3 LoRA training example script, while 8534 is wrong logit-normal weighting in SD3 dreambooth training; both are SD3 training issues but not the same defect." }, { "left": "issue:10952", "right": "issue:13104", "accept": false, - "reason": "LoRA adapter-name loading error vs undefined logger; clearly unrelated." + "reason": "10952 is an adapter-name mismatch when loading LoRA in SDXLLongPromptWeightingPipeline, while 13104 is a generic 'Logger is not defined' error; unrelated." + }, + { + "left": "issue:1522", + "right": "issue:3249", + "accept": false, + "reason": "1522 is a UNet forward signature mismatch for encoder_hidden_states, while 3249 is AttnUpBlock2D not accepting upsample_size; both are API signature issues but different arguments and code paths." + }, + { + "left": "issue:1817", + "right": "issue:3085", + "accept": false, + "reason": "1817 is get_scheduler() rejecting num_cycles in Dreambooth, while 3085 is a cache-folder argument removal in config handling; distinct API breakages." } ] }, @@ -64672,30 +64724,28 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10045", "issue:1037", "issue:10514", "issue:10675", + "issue:10772", "issue:10833", "issue:10994", "issue:1101", "issue:11342", "issue:13034", - "issue:1522", - "issue:1817", "issue:1961", "issue:2098", "issue:2268", "issue:2299", + "issue:2390", "issue:2645", "issue:2747", - "issue:3085", - "issue:3249", "issue:3391", "issue:3487", "issue:3631", @@ -64713,6 +64763,7 @@ "issue:5689", "issue:5703", "issue:6141", + "issue:6243", "issue:6517", "issue:6818", "issue:725", @@ -64721,14 +64772,13 @@ "issue:7836", "issue:785", "issue:8523", + "issue:8834", "issue:8898", "issue:9397", "issue:9799", "issue:9822" ], "soft_pairs": [ - "issue:1522|issue:3249", - "issue:1817|issue:3085", "issue:1961|issue:2268", "issue:2299|issue:5592", "issue:2645|issue:4134", @@ -64750,180 +64800,182 @@ "issue:5335|issue:785", "issue:5689|issue:5703", "issue:10833|issue:13034", - "issue:4305|issue:5687" + "issue:4305|issue:5687", + "issue:10772|issue:8834", + "issue:2390|issue:6243" ], - "prepared_review_unit_hash": "57a3ba0cb7f56e91dac2d4306132fed908e1d41328bea999e1ecf171e25ddd9f", + "prepared_review_unit_hash": "f1814d658ed93bbe6133d40e22efbb7b2cfc4e6a0e5b9b1a9851aa8979e0d462", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33796, - "estimated_input_tokens": 8449, - "estimated_eval_tokens": 17154 + "serialized_chars": 33646, + "estimated_input_tokens": 8412, + "estimated_eval_tokens": 17080 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No strong duplicate cluster here: the items span unrelated bug reports, feature requests, docs, and scheduler/model-specific issues. All soft-edge pairs should be rejected because they do not describe the same underlying defect or change.", - "confidence": 0.89, - "canonical_issue_reason": "issue:10045 is the broadest umbrella title in the set ('Problem with importing pipelines'), but this is only a weak anchor; the overall set is too heterogeneous to justify a true canonical duplicate issue.", + "summary": "This is a heterogeneous set of Diffusers issues spanning unrelated models, schedulers, docs, and runtime errors. The soft pairs mostly share only broad subsystem keywords, not the same concrete bug or feature change. No PRs are present.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 10045 is the broadest generic pipeline-import report and is the closest thing to an umbrella title, but the cluster is too mixed to support a strict duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:10045 is the most generic and potentially reusable target, but it is still not a good global representative because the rest of the items are largely unrelated.", + "best_issue_reason": "Issue 10045 is the best representative only because it is generic and broad; it does not actually cover the unrelated feature requests and bug reports in the rest of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:1522", - "right": "issue:3249", - "accept": false, - "reason": "Both are TypeError-style API mismatch reports, but for different arguments and different blocks; not the same bug." - }, - { - "left": "issue:1817", - "right": "issue:3085", - "accept": false, - "reason": "Both mention removed/unsupported scheduler-related args, but one is Dreambooth num_cycles and the other is cache folder; unrelated failures." - }, { "left": "issue:1961", "right": "issue:2268", "accept": false, - "reason": "Both are vague ColossalAI-related errors, but the reports do not indicate the same code path or fix." + "reason": "Both mention ColossalAI, but they are generic, separate reports with no evidence of the same failure or code path." }, { "left": "issue:2299", "right": "issue:5592", "accept": false, - "reason": "Different model-loading contexts and failure modes; one is fine-tuned checkpoints in Diffusers, the other is UniDiffuser checkpoint loading." + "reason": "Both involve checkpoints, but they concern different models and different loading problems." }, { "left": "issue:2645", "right": "issue:4134", "accept": false, - "reason": "Both are MPS/CUDA device issues in ControlNet, but one is a CUDA assertion and the other is a tensor shape mismatch; not the same bug." + "reason": "Both are ControlNet-on-Mac issues, but one is a CUDA-availability assertion and the other is a tensor-shape mismatch." }, { "left": "issue:2747", "right": "issue:7375", "accept": false, - "reason": "One is a generic docs update request; the other is a specific docs note about FreeInit outputs." + "reason": "Both are docs-related, but they are clearly different documentation tasks." }, { "left": "issue:4445", "right": "issue:725", "accept": false, - "reason": "A how-to question about LoRA finetuning is not the same as a memory-footprint feature request for device map/accelerate." + "reason": "A how-to question about LoRA finetuning is unrelated to adding device-map/accelerate support." }, { "left": "issue:5429", "right": "issue:9397", "accept": false, - "reason": "Both involve model/scheduler support additions, but they target different model families and different missing capabilities." + "reason": "These are different adapter/scheduler feature requests with no shared bug or change." }, { "left": "issue:6141", "right": "issue:7312", "accept": false, - "reason": "One requests ControlNet control/resize modes; the other is about AlignProp direct reward finetuning. Different features." + "reason": "Different feature requests in unrelated parts of the pipeline stack." }, { "left": "issue:10514", "right": "issue:11342", "accept": false, - "reason": "Both are Sana pipeline issues, but one is a resolution-binning/sample_size constraint and the other is an MPS failure; distinct bugs." + "reason": "Both are Sana-related, but one is a resolution-binning/sample-size limitation and the other is an MPS runtime failure." }, { "left": "issue:3901", "right": "issue:4390", "accept": false, - "reason": "Both are missing-file/environment setup errors, but one is missing requirements.txt and the other is generic missing requirements; not the same incident." + "reason": "Both mention requirements, but one is missing requirements.txt and the other is a generic missing-requirements report." }, { "left": "issue:6818", "right": "issue:8523", "accept": false, - "reason": "Both mention runtime/back-end errors, but one is IP-Adapter unload construction and the other is a playground CUDA error; unrelated." + "reason": "IP-Adapter unload/model-component reconstruction is unrelated to a generic playground CUDA error." }, { "left": "issue:2098", "right": "issue:3631", "accept": false, - "reason": "A torch.randn argument mismatch is unrelated to the inpainting latents exception." + "reason": "Both are runtime exceptions, but they affect different API calls and do not point to the same underlying bug." }, { "left": "issue:3391", "right": "issue:3487", "accept": false, - "reason": "Both are image-quality complaints, but one is overexposure in super-resolution and the other is poor results with a specific scheduler/strength combo." + "reason": "Different pipelines and different failure modes: overexposure vs poor results with a specific scheduler." }, { "left": "issue:10045", "right": "issue:6517", "accept": false, - "reason": "A generic pipeline import problem is not the same as a specific ControlNet SDXL import traceback." + "reason": "Both concern import failures, but 6517 is a specific ControlNet SDXL import traceback and not the same bug as the generic umbrella issue." }, { "left": "issue:10994", "right": "issue:9799", "accept": false, - "reason": "Different tensor-shape crashes in different training/inference paths; not the same underlying bug." + "reason": "Both are Flux tensor-shape/runtime problems, but the titles do not identify the same code path or defect." }, { "left": "issue:1037", "right": "issue:1101", "accept": false, - "reason": "Both are feature requests for community schedulers/pipelines, but they are different additions." + "reason": "Different feature additions: a community pipeline vs a scheduler." }, { "left": "issue:10675", "right": "issue:9822", "accept": false, - "reason": "Flux scheduler config max_shift and loading SDXL LoRAs into Flux are unrelated issues." + "reason": "Flux max_shift config and loading SDXL LoRAs into Flux are different problems." }, { "left": "issue:4554", "right": "issue:7836", "accept": false, - "reason": "One is an OOM on a specific example; the other is CLIP training overfitting. No shared bug." + "reason": "OOM in an example and CLIP overfitting are unrelated." }, { "left": "issue:4665", "right": "issue:8898", "accept": false, - "reason": "Both concern loading/safetensors behavior, but one is Windows alt-bin selection and the other is subfolder path validation; different defects." + "reason": "Both are model-loading issues, but one is Windows safetensors/bin selection and the other is subfolder path resolution." }, { "left": "issue:5335", "right": "issue:785", "accept": false, - "reason": "A deployment/repo-access question is unrelated to scheduler performance." + "reason": "Completely unrelated deployment/network question vs scheduler performance issue." }, { "left": "issue:5689", "right": "issue:5703", "accept": false, - "reason": "Residual noise with DPM++ SDXL is different from ddim_inverse noise reconstruction; distinct scheduler behavior." + "reason": "Both involve noise/schedulers, but they target different algorithms and different behaviors." }, { "left": "issue:10833", "right": "issue:13034", "accept": false, - "reason": "Different model/pipeline-specific shape or quantization issues; no evidence they share the same failure path." + "reason": "Both are shape-related runtime bugs, but in different pipelines and with different manifestations." }, { "left": "issue:4305", "right": "issue:5687", "accept": false, - "reason": "Both involve timesteps/schedulers, but one is a torch.compile graph break and the other is duplicate timesteps with Karras sigmas; different problems." + "reason": "torch.compile graph breaks and duplicate timesteps are unrelated defects." + }, + { + "left": "issue:10772", + "right": "issue:8834", + "accept": false, + "reason": "A support request for Sana ControlNet and a question about releasing SD3 ControlNet training code are not duplicates." + }, + { + "left": "issue:2390", + "right": "issue:6243", + "accept": false, + "reason": "Both are adapter support requests, but they concern different adapters and different requested integrations." } ] }, @@ -64942,14 +64994,13 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10287", "issue:10511", - "issue:10772", "issue:10958", "issue:1188", "issue:12239", @@ -64959,7 +65010,7 @@ "issue:1790", "issue:2026", "issue:2098", - "issue:2390", + "issue:2203", "issue:2462", "issue:2465", "issue:3176", @@ -64967,6 +65018,7 @@ "issue:322", "issue:3221", "issue:3366", + "issue:3694", "issue:4071", "issue:4148", "issue:4306", @@ -64980,12 +65032,12 @@ "issue:5605", "issue:5607", "issue:5670", - "issue:6243", "issue:6331", "issue:6661", + "issue:7012", "issue:7480", + "issue:817", "issue:8801", - "issue:8834", "issue:8885", "issue:8989", "issue:9112", @@ -64996,8 +65048,6 @@ "issue:9930" ], "soft_pairs": [ - "issue:10772|issue:8834", - "issue:2390|issue:6243", "issue:4148|issue:6331", "issue:5070|issue:5605", "issue:5168|issue:8801", @@ -65019,180 +65069,182 @@ "issue:3176|issue:3181", "issue:10287|issue:9237", "issue:1785|issue:5607", - "issue:2098|issue:4306" + "issue:2098|issue:4306", + "issue:2203|issue:817", + "issue:3694|issue:7012" ], - "prepared_review_unit_hash": "21ea6d7c0eb555f692c1c387a546e5521d6c80c037b9ce2289c1cf3f061355ab", + "prepared_review_unit_hash": "015503ad746abde62e3a8e98b428ec9218210984b6be762b557a686e13602f4f", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33068, - "estimated_input_tokens": 8267, - "estimated_eval_tokens": 16790 + "serialized_chars": 33242, + "estimated_input_tokens": 8311, + "estimated_eval_tokens": 16878 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab-bag of mostly unrelated issues. The soft pairs share only broad subsystem words (ControlNet, Dreambooth, TensorRT, OOM, inpainting, etc.) but not the same concrete bug or change, so none should be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "If forced to pick one anchor, issue 10511 is the broadest open product request, but the set does not have a real common underlying problem, so no strong canonical issue exists.", + "summary": "All proposed soft pairs look like false positives: they span different pipelines, models, or unrelated support topics, so there is no real duplicate cluster here.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 9237 is the strongest standalone report in the set: it is concrete, highly discussed, and has inbound references, so it is the best representative issue if one must pick an anchor.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 10511 is the most general and forward-looking open request in the set, making it the least arbitrary issue to anchor the cluster, though it is not actually a duplicate hub.", + "best_issue_reason": "Issue 9237 is the most substantive and actionable issue among the items, with the clearest bug context and the most discussion.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:10772", - "right": "issue:8834", - "accept": false, - "reason": "Both mention ControlNet/SD3, but one is asking for Sana ControlNet support and the other for SD3 controlnet training code release; different artifacts and goals." - }, - { - "left": "issue:2390", - "right": "issue:6243", - "accept": false, - "reason": "T2I-Adapter support and IP-Adapter Face ID are different adapter types and different feature requests." - }, { "left": "issue:4148", "right": "issue:6331", "accept": false, - "reason": "One is an SDXL inpainting config error, the other is a request for SAG inpainting support; not the same bug." + "reason": "Both mention inpainting, but one is an SDXL model-config error and the other is a SAG feature request; different problems." }, { "left": "issue:5070", "right": "issue:5605", "accept": false, - "reason": "ControlNet example parameter changes and SDXL DreamBooth per-image caption support are unrelated training/example features." + "reason": "ControlNet example tweak vs SDXL Dreambooth caption support are unrelated changes." }, { "left": "issue:5168", "right": "issue:8801", "accept": false, - "reason": "ControlNet-XS support and Kolors support target different model families and changes." + "reason": "Different model support requests (ControlNet-XS vs Kolors), not the same bug or change." }, { "left": "issue:1566", "right": "issue:5124", "accept": false, - "reason": "DreamBooth fp16 checkpoint crash and a general fine-tuning question about safetensors are not the same issue." + "reason": "Dreambooth fp16 checkpoint crash and checkpoint fine-tuning usage question are unrelated." }, { "left": "issue:10958", "right": "issue:9112", "accept": false, - "reason": "Both are inference errors, but they affect different pipelines and failure modes (meta tensor copy vs tensor size mismatch)." + "reason": "Different pipelines and failures: CogView4 meta-tensor copy error vs Auraflow tensor-size mismatch." }, { "left": "issue:1790", "right": "issue:2465", "accept": false, - "reason": "These are both training questions, but one is a generic 'how training works' request and the other asks for a reproducible DreamBooth recipe." + "reason": "Both are training questions, but one asks how training works and the other asks for a reproducible Dreambooth recipe; not duplicates." }, { "left": "issue:5595", "right": "issue:5670", "accept": false, - "reason": "Both concern size/shape problems, but one is about image dimensions needing to be divisible by 8 and the other is a PixArtAlpha non-square image runtime error." + "reason": "Both are shape-related runtime errors, but they affect different pipelines and error paths." }, { "left": "issue:8885", "right": "issue:9763", "accept": false, - "reason": "Custom Diffusion dependency/install/token-loading problems are not the same as Flux ControlNet token truncation during training." + "reason": "Custom Diffusion install/loader issue is unrelated to Flux ControlNet token truncation during training." }, { "left": "issue:2026", "right": "issue:4724", "accept": false, - "reason": "PaintByExample cpu_offload and SDXL Img2Img unexpected behavior are separate pipeline issues." + "reason": "Different pipelines and failures: PaintByExample cpu offload vs SDXL img2img checkpoint behavior." }, { "left": "issue:4071", "right": "issue:4675", "accept": false, - "reason": "Inpaint-only+lama support and SDXL ControlNet reference-only are different feature requests." + "reason": "Both are feature requests around special conditioning, but they target different capabilities and code paths." }, { "left": "issue:5118", "right": "issue:9216", "accept": false, - "reason": "A question about ControlNet reference_only usage is unrelated to a custom pipeline that combines any number of models." + "reason": "Reference-only ControlNet usage question is unrelated to a custom multi-model pipeline proposal." }, { "left": "issue:6661", "right": "issue:7480", "accept": false, - "reason": "Both mention OOM, but one is MPS training on specific image sizes and the other is DeepFloyd IF inference memory usage." + "reason": "Both involve OOMs, but on different hardware/model setups and different workflows." }, { "left": "issue:12501", "right": "issue:9856", "accept": false, - "reason": "A VAE graph-break bug and a distributed port conflict are entirely different failures." + "reason": "VAE graph-break issue and distributed port collision are unrelated." }, { "left": "issue:3221", "right": "issue:3366", "accept": false, - "reason": "load_attn_procs failing in diffusers 0.16.0 and LoRALinearLayer breaking autocast are different code paths and symptoms." + "reason": "Both touch LoRA/attention-related areas, but one is a load_attn_procs version problem and the other is an autocast regression." }, { "left": "issue:8989", "right": "issue:9930", "accept": false, - "reason": "Sequential offloading in Stable Audio and PAG adaptive scale are unrelated issues." + "reason": "Stable Audio sequential offloading and PAG adaptive scale are different features with different failures." }, { "left": "issue:10511", "right": "issue:12239", "accept": false, - "reason": "FlowMatchEuler scheduler redesign for SD3/Flux and InfiniteTalk support are different model-specific requests." + "reason": "Scheduler redesign for SD3/Flux and InfiniteTalk support are unrelated requests." }, { "left": "issue:1188", "right": "issue:322", "accept": false, - "reason": "CLIPSeg x Stable Diffusion pipeline support and V-Diffusion are unrelated pipeline requests." + "reason": "A new CLIPSeg+Stable Diffusion pipeline request is unrelated to V-Diffusion from Katherine." }, { "left": "issue:2462", "right": "issue:4071", "accept": false, - "reason": "IterableDataset training support and inpaint-only+lama support are different areas and not the same underlying change." + "reason": "IterableDataset training support and inpaint-only/lama support are different feature requests." }, { "left": "issue:3176", "right": "issue:3181", "accept": false, - "reason": "Both are TensorRT-related, but one is a demo error and the other is a different example TypeError; not enough evidence of the same fix." + "reason": "Both are TensorRT example problems, but the reported errors and likely code paths differ; not enough to treat as one bug." }, { "left": "issue:10287", "right": "issue:9237", "accept": false, - "reason": "Documentation example issues and Flux DreamBooth LoRA training problems are unrelated." + "reason": "Documentation example issue vs Flux Dreambooth LoRA training bug are unrelated." }, { "left": "issue:1785", "right": "issue:5607", "accept": false, - "reason": "UnCLIPPipeline num_images_per_prompt bug and a tensor size mismatch in another path are different failures." + "reason": "UnCLIP num_images_per_prompt bug and a tensor-size mismatch error are different failures." }, { "left": "issue:2098", "right": "issue:4306", "accept": false, - "reason": "Torch.randn argument errors and StableDiffusionReferencePipeline list index errors are unrelated." + "reason": "Torch.randn argument error and StableDiffusionReferencePipeline index error are unrelated." + }, + { + "left": "issue:2203", + "right": "issue:817", + "accept": false, + "reason": "Dreambooth download-path question and mixed-precision bug are unrelated." + }, + { + "left": "issue:3694", + "right": "issue:7012", + "accept": false, + "reason": "Missing config/model files in the pokemon example and v_prediction image quality issues are different problems." } ] }, @@ -65214,11 +65266,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10428", "issue:10448", "issue:11050", + "issue:11275", "issue:1141", "issue:11648", "issue:11938", @@ -65230,7 +65283,7 @@ "issue:1537", "issue:201", "issue:2161", - "issue:2203", + "issue:2326", "issue:2377", "issue:2440", "issue:2518", @@ -65240,11 +65293,11 @@ "issue:2784", "issue:3043", "issue:3073", - "issue:3694", "issue:3986", "issue:4213", "issue:4488", "issue:4593", + "issue:4764", "issue:4846", "issue:4912", "issue:5515", @@ -65254,11 +65307,10 @@ "issue:6463", "issue:6561", "issue:6742", - "issue:7012", "issue:7519", "issue:7661", "issue:7841", - "issue:817", + "issue:8463", "issue:8759", "issue:9047", "issue:9241", @@ -65266,8 +65318,6 @@ "issue:9899" ], "soft_pairs": [ - "issue:2203|issue:817", - "issue:3694|issue:7012", "issue:10428|issue:9299", "issue:10448|issue:11648", "issue:1141|issue:4912", @@ -65289,180 +65339,182 @@ "issue:2737|issue:3986", "issue:2772|issue:4593", "issue:3043|issue:3073", - "issue:4213|issue:6321" + "issue:4213|issue:6321", + "issue:11275|issue:8463", + "issue:2326|issue:4764" ], - "prepared_review_unit_hash": "d52c17c7d3c27a2a79fc5355fcf76f0564e92c464ce401baedc3f9f506241f35", + "prepared_review_unit_hash": "22e9d1d571e0f312e13db9ea740eb82a07d2993a14b022c10c2a4af99c174fcb", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33587, - "estimated_input_tokens": 8397, - "estimated_eval_tokens": 17050 + "serialized_chars": 33552, + "estimated_input_tokens": 8388, + "estimated_eval_tokens": 17032 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues were clustered together by superficial text similarity. All soft pairs look like false positives; there is no shared underlying bug/change to merge.", + "summary": "This cluster is a set of unrelated issues from very different areas (Flux/NPU, DDUF mmap, training dtype, VAE bugs, local files, LoRA conversion/loading, attention backends, scheduler/runtime errors, etc.). The soft edges look like title-only similarity false positives rather than duplicates.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No true canonical issue exists; if one must be chosen, issue:5553 is the broadest model-loading report, but it does not explain the rest of the cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:2203", - "right": "issue:817", - "accept": false, - "reason": "Different problems: download location/path handling vs mixed-precision training." - }, - { - "left": "issue:3694", - "right": "issue:7012", - "accept": false, - "reason": "Training example file lookup failure vs image quality/regression in v-prediction." - }, { "left": "issue:10428", "right": "issue:9299", "accept": false, - "reason": "Both mention Flux, but one is Ascend NPU inference and the other is CUDA graph position embeddings; different code paths." + "reason": "Flux on Ascend NPU vs Flux CUDA graph position embeddings; different hardware and problem types." }, { "left": "issue:10448", "right": "issue:11648", "accept": false, - "reason": "DDUF mmap loading vs LoRA loading with FP8 transformer models; unrelated." + "reason": "DDUF mmap loading vs LoRA weight loading on fp8 transformer models; unrelated feature requests." }, { "left": "issue:1141", "right": "issue:4912", "accept": false, - "reason": "Local files in custom pipelines vs converting SDXL checkpoints; not the same bug." + "reason": "Local custom pipeline files vs converting CivitAI SDXL checkpoints; both about loading but different workflows." }, { "left": "issue:1343", "right": "issue:2518", "accept": false, - "reason": "Default xformers enablement vs missing xformers support in one training script; different changes." + "reason": "Default xformers enablement vs missing xformers support in one training script; different scope and fix." }, { "left": "issue:201", "right": "issue:2377", "accept": false, - "reason": "Attention-class tests vs EMAModel tests; unrelated test work." + "reason": "Attention class tests vs EMAModel tests; unrelated testing tasks." }, { "left": "issue:2161", "right": "issue:2552", "accept": false, - "reason": "LoRA training on inpainting models vs tutorial/question about inpaint pipeline documentation." + "reason": "LoRA training on inpainting model vs inpainting pipeline tutorial question; one bug/feature, one documentation/support issue." }, { "left": "issue:5731", "right": "issue:6463", "accept": false, - "reason": "AutoencoderKL logvar implementation vs missing audio_diffusion pipeline; unrelated." + "reason": "AutoencoderKL logvar implementation bug vs missing audio_diffusion pipeline; unrelated components." }, { "left": "issue:6561", "right": "issue:7661", "accept": false, - "reason": "Missing IP-Adapter config file vs animate-diff integration with IP-Adapter; different defects." + "reason": "Missing IP-Adapter config file vs animate diff with IP-Adapter-loaded UNet; different failure modes." }, { "left": "issue:7519", "right": "issue:7841", "accept": false, - "reason": "XFormers scale kwarg handling vs SDXL red-dot rendering artifact; not the same bug." + "reason": "xFormers scale kwarg warning vs SDXL red-dot visualization artifact; not the same bug." }, { "left": "issue:9241", "right": "issue:9899", "accept": false, - "reason": "Different conversion utilities: XLab LoRA conversion vs transformer-to-checkpoint conversion." + "reason": "XLab LoRA conversion script vs converting a transformer (not UNet) to checkpoint; different conversion targets." }, { "left": "issue:5515", "right": "issue:5553", "accept": false, - "reason": "Scheduler-less LCM pipeline init failure vs custom model loading failure; both loading-related but distinct." + "reason": "LCM pipeline missing scheduler vs DiffusionPipeline loading custom model; both load-related but distinct code paths." }, { "left": "issue:12575", "right": "issue:13506", "accept": false, - "reason": "Chroma attention-backend checks vs Sage attention with ring-attention; different backend errors." + "reason": "Chroma attention backend check error vs Sage attention with ring-attention; different backend compatibility issues." }, { "left": "issue:1519", "right": "issue:1537", "accept": false, - "reason": "Apple M2 noisy batch output vs Apple MPS scheduler behavior; different pipeline issues." + "reason": "Noisy batch output on Apple M2 vs MPS scheduler behavior; both Apple-related but different symptoms and fixes." }, { "left": "issue:1477", "right": "issue:2440", "accept": false, - "reason": "CUBLAS invalid value in batched GEMM vs float16 inpainting model load error; not the same failure." + "reason": "CUDA cublas GEMM invalid value vs inpainting load float16 error; unrelated runtime failures." }, { "left": "issue:11938", "right": "issue:9047", "accept": false, - "reason": "RMSNorm registration bug vs Flux failing on MPS; unrelated." + "reason": "RMSNorm registration bug vs Flux not working on MPS; different modules and platforms." }, { "left": "issue:11050", "right": "issue:8759", "accept": false, - "reason": "Training dtype casting bug in a ControlNet example vs SD3 image_processor cast warning; different locations and symptoms." + "reason": "bf16/fp16 prompt embed dtype casting in training vs SD3 image_processor NaN cast warning; different tensor paths." }, { "left": "issue:2784", "right": "issue:4846", "accept": false, - "reason": "Feature request for text2video Dreambooth vs strange Dreambooth training result; not a duplicate." + "reason": "Dreambooth for text2video request vs strange Dreambooth results; one feature request, one training quality report." }, { "left": "issue:4488", "right": "issue:6742", "accept": false, - "reason": "SDXL checkpoint loading without pipeline_class vs motion block checkpointing differences; unrelated." + "reason": "SDXL checkpoint loading without pipeline_class vs checkpointing changes DownBlockMotion behavior; unrelated loading vs execution bug." }, { "left": "issue:2737", "right": "issue:3986", "accept": false, - "reason": "Scheduler CLIP-guidance support vs mesh output support in ShapEPipeline; different features." + "reason": "CLIP guidance for DPMSolverMultistepScheduler vs mesh output for ShapEPipeline; different pipeline features." }, { "left": "issue:2772", "right": "issue:4593", "accept": false, - "reason": "Local dataset validation bug in training script vs LoRA rank-loading error; unrelated." + "reason": "Local dataset handling in train_controlnet.py vs LoRA rank too high for Automatic1111 imports; unrelated training vs LoRA compatibility." }, { "left": "issue:3043", "right": "issue:3073", "accept": false, - "reason": "Two separate feature requests for different models, not the same change." + "reason": "Add ODISE vs add consistency models; distinct model additions." }, { "left": "issue:4213", "right": "issue:6321", "accept": false, - "reason": "SDXL from_single_file accelerate dependency vs CLIP model detection failure; unrelated loading problems." + "reason": "from_single_file() SDXL loading without accelerate vs CLIP model not detected; unrelated loading dependencies." + }, + { + "left": "issue:11275", + "right": "issue:8463", + "accept": false, + "reason": "VAE ResnetUpsampleBlock2D NoneType addition error vs InstructP2P-SDXL tokenizer NoneType error; different failing components." + }, + { + "left": "issue:2326", + "right": "issue:4764", + "accept": false, + "reason": "Converting LoRA to safetensors/ckpt vs loading an OFT-generated LoRA; both LoRA-related but distinct formats and failures." } ] }, @@ -65484,19 +65536,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ + "issue:10653", "issue:10757", - "issue:11275", "issue:1188", "issue:11922", + "issue:11989", "issue:12653", "issue:13015", "issue:1895", "issue:1969", "issue:1992", "issue:201", - "issue:2326", "issue:2571", "issue:321", "issue:3222", @@ -65504,6 +65556,7 @@ "issue:3422", "issue:3487", "issue:3582", + "issue:3771", "issue:3829", "issue:3974", "issue:4171", @@ -65511,7 +65564,6 @@ "issue:4194", "issue:4304", "issue:4436", - "issue:4764", "issue:4913", "issue:5150", "issue:5168", @@ -65524,20 +65576,18 @@ "issue:6530", "issue:6928", "issue:7061", + "issue:7080", "issue:7421", "issue:7568", "issue:7877", "issue:7985", "issue:8234", - "issue:8463", "issue:9062", "issue:9511", "issue:9611", "issue:9889" ], "soft_pairs": [ - "issue:11275|issue:8463", - "issue:2326|issue:4764", "issue:3377|issue:4304", "issue:3422|issue:6928", "issue:3829|issue:7421", @@ -65559,180 +65609,182 @@ "issue:4194|issue:4436", "issue:4913|issue:6530", "issue:1895|issue:1969", - "issue:3222|issue:4185" + "issue:3222|issue:4185", + "issue:3771|issue:7080", + "issue:10653|issue:11989" ], - "prepared_review_unit_hash": "75054b666d0b614e537ad451613fc6a10e3749663cebd12f9993504e18dfb37c", + "prepared_review_unit_hash": "d407189abfc2980d03ed7c0d91badf5ffedba3b44600aa6439c5c30b37f2bc65", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33836, - "estimated_input_tokens": 8459, - "estimated_eval_tokens": 17174 + "serialized_chars": 33975, + "estimated_input_tokens": 8494, + "estimated_eval_tokens": 17244 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The list is a grab bag of unrelated bug reports and feature requests. The soft-similarity pairs are mostly superficial keyword matches; none look like the same underlying issue or change.", - "confidence": 0.88, - "canonical_issue_reason": null, + "summary": "The soft pairs are mostly false positives: they share broad themes like diffusion, ControlNet, ONNX, or device handling, but the concrete bugs/feature requests are different. No single duplicate cluster emerges.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue stands out; the items span unrelated bugs, feature requests, docs issues, and training/inference failures rather than one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue is a strong global representative of a duplicate set, so there is no suitable best canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:11275", - "right": "issue:8463", - "accept": false, - "reason": "Both are runtime errors, but they affect different code paths: VAE ResnetUpsampleBlock2D addition vs InstructP2P-SDXL tokenizer handling." - }, - { - "left": "issue:2326", - "right": "issue:4764", - "accept": false, - "reason": "Both mention LoRA conversion/loading, but one is about conversion to safetensors/ckpt and the other about loading a specific OFT-generated LoRA file." - }, { "left": "issue:3377", "right": "issue:4304", "accept": false, - "reason": "Training-related topics, but one asks about SNR weighting optimization and the other is a request for SDXL LoRA support." + "reason": "Both concern training, but one is about SNR weighting and the other about adding SDXL LoRA support; different requests." }, { "left": "issue:3422", "right": "issue:6928", "accept": false, - "reason": "Both are about pipeline options, but disabling the safety checker is unrelated to adding a depthmap colorization toggle." + "reason": "Unrelated features: disabling the safety checker vs adding a depthmap colorization option." }, { "left": "issue:3829", "right": "issue:7421", "accept": false, - "reason": "Both involve determinism/seed behavior, but one is ONNX EulerAncestral output variance and the other is KDiffusion pipeline seed handling." + "reason": "Both touch determinism/reproducibility, but one is ONNX text-to-image output variance and the other is seed handling in K-Diffusion; different code paths." }, { "left": "issue:4171", "right": "issue:7061", "accept": false, - "reason": "These are documentation issues, but they concern different pages and different defects: homepage reference rendering vs an incorrect community pipeline docstring." + "reason": "One is a homepage render bug, the other an incorrect docstring; not the same underlying issue." }, { "left": "issue:5150", "right": "issue:6383", "accept": false, - "reason": "One is missing a pipeline method, the other is about scheduler learning-rate support; not the same bug." + "reason": "Missing from_single_file support is unrelated to scheduler multi-stage learning rates." }, { "left": "issue:5968", "right": "issue:6412", "accept": false, - "reason": "Both are conversion/export requests, but text/video ONNX conversion and ControlNet annotator ONNX support are distinct features." + "reason": "Both mention ONNX, but one is video conversion scripts and the other is ControlNet annotators; different deliverables." }, { "left": "issue:7568", "right": "issue:9889", "accept": false, - "reason": "Both involve inference behavior, but interpolation token handling is unrelated to an sdxl-turbo segmentation fault under a specific torch version." + "reason": "Prompt-token interpolation is unrelated to an sdxl-turbo segmentation fault." }, { "left": "issue:7985", "right": "issue:8234", "accept": false, - "reason": "IPAdapter-related issues, but one is a torch.compile incompatibility and the other is a scale-argument type error with IPAdapter Plus." + "reason": "Both involve IPAdapter, but one is torch.compile incompatibility and the other is a dict-vs-tensor scaling error; different bugs." }, { "left": "issue:2571", "right": "issue:5849", "accept": false, - "reason": "Both are import/CLI failures, but they stem from different causes: accelerate ProjectConfiguration import breakage vs a missing args parameter in an SDXL LoRA training entrypoint." + "reason": "Different failures: missing ProjectConfiguration import vs a training script main() signature error." }, { "left": "issue:12653", "right": "issue:13015", "accept": false, - "reason": "Both are device/dtype portability problems, but one is a float64 rope reference breaking MPS and the other is an NPU tensor device mismatch in QwenImageEditPlus." + "reason": "Both are device/dtype-related, but one is MPS rope float64 handling and the other is an NPU tensor placement error; not the same fix." }, { "left": "issue:1188", "right": "issue:321", "accept": false, - "reason": "Different feature requests: adding a CLIPSeg+Stable Diffusion pipeline versus a community blended diffusion request." + "reason": "A CLIPSeg+Stable Diffusion pipeline request is unrelated to the Blended Diffusion feature request." }, { "left": "issue:1992", "right": "issue:201", "accept": false, - "reason": "One is a JAX attention refactor question, the other is a tests request for an attention class; not the same underlying change." + "reason": "A JAX attention refactor proposal and an attention test request are not duplicates." }, { "left": "issue:3487", "right": "issue:3582", "accept": false, - "reason": "Both involve inpaint strength behavior, but one reports poor results with a scheduler and the other says strength=1 does not work in ControlNet inpaint." + "reason": "Both mention inpaint strength, but the reported symptoms and pipelines differ; not clearly one underlying bug." }, { "left": "issue:3974", "right": "issue:5168", "accept": false, - "reason": "Both mention ControlNet, but one is safetensors loading support and the other is ControlNet-XS support; different features." + "reason": "Support for `.safetensors` in a ControlNet inpaint pipeline is different from requesting ControlNet-XS support." }, { "left": "issue:6141", "right": "issue:9511", "accept": false, - "reason": "Both are about ControlNet options, but control_mode/resize_mode support is unrelated to multi-controlnet batching." + "reason": "ControlNet parameter support vs multi-controlnet batching are different enhancement areas." }, { "left": "issue:11922", "right": "issue:9611", "accept": false, - "reason": "Both are Flux pipeline problems, but one is a generic FLUX.1-Fill-dev run issue and the other is a specific batching error in img2img/inpaint pipelines." + "reason": "A general FLUX.1-Fill-dev running problem is not the same as a specific batching error in FluxImg2Img/FluxInpaint." }, { "left": "issue:5605", "right": "issue:7877", "accept": false, - "reason": "Both request pipeline/block extensions, but per-image caption support for SDXL DreamBooth is unrelated to adding an out_dim argument to Attention." + "reason": "Per-image caption support for dreambooth is unrelated to adding an out_dim argument to Attention." }, { "left": "issue:10757", "right": "issue:9062", "accept": false, - "reason": "Both are about names/imports, but one is a variable rename in a conversion script and the other is an import failure for StableAudioPipeline." + "reason": "A variable rename in a conversion script is unrelated to an import error for StableAudioPipeline." }, { "left": "issue:4194", "right": "issue:4436", "accept": false, - "reason": "Both are conversion/loading issues, but from_single_file VAE behavior and converting CIVITAI safetensors with VAE are different problems." + "reason": "Both involve VAE/conversion, but one is a from_single_file inference issue and the other is a CIVITAI safetensors conversion request." }, { "left": "issue:4913", "right": "issue:6530", "accept": false, - "reason": "Both mention ControlNet/SDXL, but one is a model/pipeline request and the other is about K-diffusion support with ControlNet." + "reason": "Different ControlNet topics: openpose SDXL support vs K-diffusion with ControlNet." }, { "left": "issue:1895", "right": "issue:1969", "accept": false, - "reason": "Both are runtime/training errors, but EMA multi-GPU update logic and tensor view/stride compatibility are unrelated." + "reason": "EMA updates in multi-GPU training are unrelated to a tensor view/stride runtime error." }, { "left": "issue:3222", "right": "issue:4185", "accept": false, - "reason": "Both involve inpainting/control-related behavior, but missing custom diffusion output files and SDXL ControlNet black-image inference are not the same bug." + "reason": "Custom diffusion training output missing a weights file is unrelated to black inference images in SDXL ControlNet." + }, + { + "left": "issue:3771", + "right": "issue:7080", + "accept": false, + "reason": "A broken CKPT-to-Diffusers conversion path is different from a training-time wandb inference-output mismatch." + }, + { + "left": "issue:10653", + "right": "issue:11989", + "accept": false, + "reason": "bitsandbytes CPU transfer limitations are unrelated to a black-output inference problem." } ] }, @@ -65754,17 +65806,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10194", "issue:10311", "issue:1062", - "issue:10653", "issue:10705", "issue:10891", "issue:10893", "issue:11218", - "issue:11989", "issue:12141", "issue:12412", "issue:13053", @@ -65781,7 +65831,6 @@ "issue:2883", "issue:3336", "issue:3591", - "issue:3771", "issue:3826", "issue:3975", "issue:4217", @@ -65794,20 +65843,21 @@ "issue:4826", "issue:5002", "issue:5166", + "issue:5412", "issue:5605", "issue:5719", + "issue:5984", "issue:696", - "issue:7080", + "issue:7191", "issue:7408", "issue:834", "issue:8752", "issue:9063", "issue:911", + "issue:9181", "issue:9188" ], "soft_pairs": [ - "issue:3771|issue:7080", - "issue:10653|issue:11989", "issue:2645|issue:4826", "issue:4782|issue:4815", "issue:10194|issue:9188", @@ -65829,180 +65879,182 @@ "issue:1643|issue:696", "issue:460|issue:834", "issue:5002|issue:5166", - "issue:1831|issue:4551" + "issue:1831|issue:4551", + "issue:7191|issue:9181", + "issue:5412|issue:5984" ], - "prepared_review_unit_hash": "7cf54367f6b8de04ea1cb2e501b0db05c9dd61343c6f903acdb353aa5e9b3698", + "prepared_review_unit_hash": "207ddd6ef456154d3a23be8f15f6afdb2df220f257fe39739f5b91bed903186f", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33643, - "estimated_input_tokens": 8411, - "estimated_eval_tokens": 17078 + "serialized_chars": 33456, + "estimated_input_tokens": 8364, + "estimated_eval_tokens": 16984 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set; it mixes many unrelated feature requests and bugs across Dreambooth, ControlNet, schedulers, Flux, video pipelines, and loading/import errors. Most soft pairs share only very broad subsystem words and should not be merged.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 10194 is the broadest, still-open request in the set and best serves as a loose representative for the Flux-related subset, though the cluster overall is heterogeneous.", + "summary": "This cluster is very noisy: the items span many unrelated bugs and feature requests, and none of the soft-similarity pairs look like true duplicates of the same underlying change or defect.", + "confidence": 0.37, + "canonical_issue_reason": "issue:9063 is the best single anchor only because it is the most concrete Flux-related bug report in the set; the other Flux items are broader or different requests (attention masking, outpainting, pipeline reuse) rather than the same failure.", "canonical_pr_reason": null, - "best_issue_reason": "10194 is the most general and current issue among the items; it is a reasonable anchor only because no tighter canonical duplicate exists.", + "best_issue_reason": "issue:9063 is the most suitable global representative for this cluster because it has a specific, reproducible technical problem and is closer to the only loose thematic overlap in the set (Flux pipeline issues).", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:3771", - "right": "issue:7080", - "accept": false, - "reason": "Both mention inference/output problems, but they concern different pipelines and failure modes; not the same bug." - }, - { - "left": "issue:10653", - "right": "issue:11989", - "accept": false, - "reason": "An 8-bit .to(cpu) limitation and a black-image rendering issue are unrelated symptoms in different code paths." - }, { "left": "issue:2645", "right": "issue:4826", "accept": false, - "reason": "Both are ControlNet-related, but one is a Mac/CUDA assertion and the other is a MultiControlNet/reference error; different bugs." + "reason": "Both are ControlNet-related, but one is a macOS CUDA assertion and the other is a MultiControlNet reference error; different code paths and fixes." }, { "left": "issue:4782", "right": "issue:4815", "accept": false, - "reason": "Inpainting mask corruption and latents-only input support are different change requests, not the same underlying issue." + "reason": "Both mention inpainting, but one is a mask correctness bug and the other is a feature request for latents-only inputs; not the same issue." }, { "left": "issue:10194", "right": "issue:9188", "accept": false, - "reason": "Both are Flux-related feature requests, but attention masking and outpainting are distinct capabilities." + "reason": "Both are Flux-related, but attention masking support and outpainting are different features/problems." }, { "left": "issue:10311", "right": "issue:11218", "accept": false, - "reason": "These are separate import errors involving different modules and missing symbols." + "reason": "Both are import errors, but they involve different scripts and different missing symbols/packages." }, { "left": "issue:10893", "right": "issue:13053", "accept": false, - "reason": "Unrelated model-support feature requests for different pipelines." + "reason": "These are separate model integration feature requests for different pipelines/models." }, { "left": "issue:1594", "right": "issue:2883", "accept": false, - "reason": "Both concern video generation, but one asks for img2img support and the other for an image-to-video pipeline; not the same request." + "reason": "Both are about video generation, but one asks for img2img video generation and the other for an image-to-video pipeline; not the same concrete change." }, { "left": "issue:1976", "right": "issue:911", "accept": false, - "reason": "Both are config-related, but one is a tokenizer file lookup error and the other is a Dreambooth bad-config report." + "reason": "A tokenizer/config file lookup error is unrelated to a bad Dreambooth config report." }, { "left": "issue:2311", "right": "issue:3336", "accept": false, - "reason": "Different scheduler feature requests; they are not the same algorithm or code-path change." + "reason": "Different scheduler features with different algorithms and requested behavior." }, { "left": "issue:3826", "right": "issue:7408", "accept": false, - "reason": "Both are new pipeline requests, but for entirely different pipelines and use cases." + "reason": "Different new pipeline proposals with no shared code-path or bug." }, { "left": "issue:1062", "right": "issue:1730", "accept": false, - "reason": "Dreambooth-related, but one is about reproducing paper results and the other about CKPT conversion/webui inference." + "reason": "Both touch Dreambooth, but one is about reproducibility and the other about CKPT conversion/webui compatibility." }, { "left": "issue:10705", "right": "issue:9063", "accept": false, - "reason": "Pipeline reuse slowdown and Flux tokenizer instantiation errors are unrelated." + "reason": "Both mention Flux, but one is a pipeline reuse slowdown and the other is a tokenizer instantiation/import-style error." }, { "left": "issue:12412", "right": "issue:13191", "accept": false, - "reason": "Separate support requests for different model families; no shared bug or change." + "reason": "Separate feature requests for different model families." }, { "left": "issue:2875", "right": "issue:3591", "accept": false, - "reason": "Training loss instability and ControlNet loss-curve confusion are different problems." + "reason": "Both mention training metrics, but one is a text-to-image training NaN bug and the other is a ControlNet loss-curve question." }, { "left": "issue:4376", "right": "issue:8752", "accept": false, - "reason": "Both are SDXL pipeline issues, but one is textual inversion crashing and the other is offline from_single_file loading." + "reason": "Both involve loading/model import behavior, but the failures are different: textual inversion crash vs offline from_single_file loading." }, { "left": "issue:4217", "right": "issue:4773", "accept": false, - "reason": "Both involve loading, but one is safetensors load time and the other is CivitAI LoRA loading; different issues." + "reason": "Both involve model loading, but one is safetensors load performance and the other is LoRA loading support." }, { "left": "issue:10891", "right": "issue:12141", "accept": false, - "reason": "Both mention bfloat16, but they affect different models/pipelines and likely different dtype handling paths." + "reason": "Both are dtype/precision issues, but they affect different pipelines and different conversion paths." }, { "left": "issue:2841", "right": "issue:5605", "accept": false, - "reason": "Unrelated feature requests: scheduler sampling temperature vs SDXL Dreambooth captions." + "reason": "A scheduler temperature feature request is unrelated to SDXL Dreambooth per-image caption support." }, { "left": "issue:3975", "right": "issue:5719", "accept": false, - "reason": "A typo in an error message and LoRA file-selection logic are unrelated." + "reason": "Both are about loading-related messaging, but one is a typo fix and the other is file-selection logic for LoRA weights." }, { "left": "issue:1643", "right": "issue:696", "accept": false, - "reason": "Both are Dreambooth reports, but one is an xFormers API mismatch and the other is CUDA OOM." + "reason": "Both are Dreambooth-related, but one is an xformers API mismatch and the other is CUDA OOM; different root causes." }, { "left": "issue:460", "right": "issue:834", "accept": false, - "reason": "One is an ONNX runtime dependency problem; the other is a generic CPU utilization complaint." + "reason": "ONNX runtime dependency selection is unrelated to CPU under-utilization." }, { "left": "issue:5002", "right": "issue:5166", "accept": false, - "reason": "Different scheduler/VQ-VAE issues with no shared concrete bug." + "reason": "Different scheduler/VQ-VAE missing-parameter issues with no shared code-path." }, { "left": "issue:1831", "right": "issue:4551", "accept": false, - "reason": "Both involve Dreambooth, but one is class-image precision mismatch and the other is an SDXL Dreambooth crash." + "reason": "Both are Dreambooth training issues, but one is class-image precision mismatch and the other is an SDXL crash." + }, + { + "left": "issue:7191", + "right": "issue:9181", + "accept": false, + "reason": "The titles are both about odd pipeline behavior, but one is an import problem and the other is a visual noise artifact in ControlNet." + }, + { + "left": "issue:5412", + "right": "issue:5984", + "accept": false, + "reason": "Both are SDXL Dreambooth LoRA training issues, but one is checkpoint resumption failure and the other is fp16 RAM usage." } ] }, @@ -66024,14 +66076,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10227", + "issue:1033", "issue:10710", "issue:10928", "issue:1106", "issue:1156", "issue:1478", + "issue:1572", "issue:1657", "issue:1805", "issue:1909", @@ -66050,12 +66104,11 @@ "issue:4638", "issue:4704", "issue:4727", + "issue:4806", "issue:5079", - "issue:5412", "issue:5476", "issue:5616", "issue:5953", - "issue:5984", "issue:6093", "issue:6201", "issue:6372", @@ -66063,21 +66116,18 @@ "issue:6513", "issue:684", "issue:713", - "issue:7191", "issue:7276", "issue:7390", "issue:7454", "issue:8228", + "issue:8373", "issue:8495", "issue:8588", "issue:8671", "issue:9078", - "issue:9181", "issue:9241" ], "soft_pairs": [ - "issue:7191|issue:9181", - "issue:5412|issue:5984", "issue:7390|issue:8228", "issue:1156|issue:684", "issue:10227|issue:10710", @@ -66099,190 +66149,189 @@ "issue:8588|issue:8671", "issue:1478|issue:5953", "issue:4704|issue:7276", - "issue:3963|issue:4727" + "issue:3963|issue:4727", + "issue:1033|issue:1572", + "issue:4806|issue:8373" ], - "prepared_review_unit_hash": "0bd595aef088b0df683159f90193218d8302542a550451a593d6cc804a983d2a", + "prepared_review_unit_hash": "aab8b3e1f96b11aa947584cfb7b3b454318c0b9215537b3ca9081374cd1a2a3c", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33741, - "estimated_input_tokens": 8436, - "estimated_eval_tokens": 17128 + "serialized_chars": 33745, + "estimated_input_tokens": 8437, + "estimated_eval_tokens": 17130 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are only superficially similar; they concern different models, pipelines, or failure modes. The only clear duplicate is the multiple-generator/DDIMScheduler issue pair 1909\u21942083.", - "confidence": 0.92, - "canonical_issue_reason": "issue:1909 is the best canonical issue: it states the broad root problem (pipelines accept a list of generators, but schedulers do not), while issue:2083 is a narrower DDIMScheduler/eta>0 manifestation.", + "summary": "No duplicate cluster emerges here: the soft-edge pairs are mostly generic token matches across unrelated issues. All soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:1909 is the strongest global representative because it is the most general and actionable description of the shared bug.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:7191", - "right": "issue:9181", - "accept": false, - "reason": "Different problems: an import failure versus a ControlNet pipeline artifact/noise issue." - }, - { - "left": "issue:5412", - "right": "issue:5984", - "accept": false, - "reason": "Both are DreamBooth/SDXL-related, but one is resume_from_checkpoint failure and the other is fp16 RAM usage." - }, { "left": "issue:7390", "right": "issue:8228", "accept": false, - "reason": "Both mention from_single_file, but they describe different load failures on different model components and paths." + "reason": "Both mention loading problems, but one is about SDXL ControlNet inpaint from_single_file and the other about CLIPTextModel loading in a conversion path; different failure modes and code paths." }, { "left": "issue:1156", "right": "issue:684", "accept": false, - "reason": "Generic training failure vs AMD memory-optimization problems; no shared concrete bug." + "reason": "Both are training-related, but one is a generic training failure and the other is AMD-specific memory optimization issues; not the same bug." }, { "left": "issue:10227", "right": "issue:10710", "accept": false, - "reason": "LoRA feature-support error and DDUF format support are unrelated." + "reason": "LoRA NotImplementedError vs DDUF support question; unrelated functionality." }, { "left": "issue:5616", "right": "issue:6427", "accept": false, - "reason": "Both are model conversion/loading complaints, but they target different workflows and failure points." + "reason": "Both concern model conversion/loading errors, but the SDXL safetensors load error and diffusers-to-ckpt conversion bug are different problems." }, { "left": "issue:10928", "right": "issue:8495", "accept": false, - "reason": "Missing fp16 weight file versus SD3 tokenizer enum parsing error; unrelated." + "reason": "Both are format/load errors, but one is missing fp16 UNet weights and the other is a tokenizer enum parsing failure in SD3." }, { "left": "issue:1106", "right": "issue:2480", "accept": false, - "reason": "Repeated UNet calls in PNDM is unrelated to a DreamBooth script checkpoint folder issue." + "reason": "PNDM repeatedly calling UNet is a scheduler/runtime issue; the DreamBooth checkpoint folder issue is a training-output path problem." }, { "left": "issue:1657", "right": "issue:5476", "accept": false, - "reason": "Kaggle examples request versus xformers portability question; not the same bug or change." + "reason": "Kaggle DreamBooth examples request vs whether xformers-trained weights can load without xformers; unrelated." }, { "left": "issue:1805", "right": "issue:322", "accept": false, - "reason": "Different feature requests for different diffusion approaches." + "reason": "Request for a scalable diffusion pipeline vs a V-Diffusion feature request; not the same change." }, { "left": "issue:1909", "right": "issue:2083", - "accept": true, - "reason": "Same underlying bug: multiple generators are passed through pipelines, but DDIMScheduler/eta>0 handling only supports a single generator." + "accept": false, + "reason": "Both involve generators, but one is a general API mismatch between pipelines and schedulers, while the other is a specific DDIMScheduler eta failure; not the same bug." }, { "left": "issue:2214", "right": "issue:2769", "accept": false, - "reason": "NSFW filter regression is unrelated to conversion round-tripping breaking a model." + "reason": "NSFW filter issue vs model round-trip conversion corruption; unrelated." }, { "left": "issue:2277", "right": "issue:6093", "accept": false, - "reason": "UNet config length validation issue versus push_to_hub behavior in a training script." + "reason": "Wrong attention_head_dim length in UNet config vs push_to_hub behavior in SDXL consistency-model LoRA training; different components." }, { "left": "issue:2447", "right": "issue:713", "accept": false, - "reason": "LoRA-specific error versus generic training error; too little concrete overlap." + "reason": "LoRA loading error vs generic training error; too vague to be the same underlying bug." }, { "left": "issue:3113", "right": "issue:4042", "accept": false, - "reason": "Both involve conditioning/control features, but they are distinct feature requests with different goals." + "reason": "Cross-attention layout control feature request vs combining reference-only with inpainting/depth control; related area but different requested capability." }, { "left": "issue:3564", "right": "issue:6372", "accept": false, - "reason": "Uni-ControlNet support and SVD+ControlNet are different pipeline features." + "reason": "Uni-ControlNet support and SVD + ControlNet are different pipeline feature requests." }, { "left": "issue:4349", "right": "issue:6201", "accept": false, - "reason": "Both touch prompt_embeds handling, but they affect different pipelines and different logic paths." + "reason": "Upscale pipeline missing text_encoder when prompt_embeds are supplied vs stable diffusion prompt-encoding fallback bug; different prompt-handling paths." }, { "left": "issue:4638", "right": "issue:9078", "accept": false, - "reason": "Textual inversion on SDXL and Flux LoRA loading are unrelated." + "reason": "SDXL textual inversion loading issue vs Flux LoRA loading issue; both are loading-related but for different model families and code paths." }, { "left": "issue:5079", "right": "issue:6513", "accept": false, - "reason": "LoRA loading support versus T2IAdapter model support are separate feature gaps." + "reason": "LyCORIS/LoRA loading support request vs T2IAdapter model support request; unrelated features." }, { "left": "issue:7454", "right": "issue:9241", "accept": false, - "reason": "General LoRA support request versus a LoRA conversion script; not the same concrete change." + "reason": "General LoRA support request vs a script to convert XLab LoRA to diffusers LoRA; one is feature support, the other is a conversion tool request." }, { "left": "issue:8588", "right": "issue:8671", "accept": false, - "reason": "Missing SD3 conversion script and redundant DreamBooth code are unrelated." + "reason": "Missing SD3 conversion script vs redundant code in a training script; one is a missing file request, the other is code cleanup." }, { "left": "issue:1478", "right": "issue:5953", "accept": false, - "reason": "Upscale pipeline output-count bug versus ControlNet image-size mismatch crash." + "reason": "Both are pipeline size/output issues, but one is about multiple image outputs in upscaling and the other is a ControlNet image/control_image size mismatch crash." }, { "left": "issue:4704", "right": "issue:7276", "accept": false, - "reason": "Custom diffusion training failure versus DreamBooth example network errors; different scripts and failure modes." + "reason": "Custom diffusion training script failure vs DreamBooth example network errors; different scripts and failure causes." }, { "left": "issue:3963", "right": "issue:4727", "accept": false, - "reason": "Auto-download on Windows and local_files_only auto-pipeline handling are different download-related issues." + "reason": "Gradio auto-download issue on Windows vs auto pipelines breaking with local_files_only; both relate to loading, but not the same bug." + }, + { + "left": "issue:1033", + "right": "issue:1572", + "accept": false, + "reason": "stable_diffusion_mega IndexError vs img2img/inpainting unsupported for stable_diffusion_mega; different symptoms and likely causes." + }, + { + "left": "issue:4806", + "right": "issue:8373", + "accept": false, + "reason": "UNet2DModel parameter typing bug vs an incorrect error message; unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The conclusions are well grounded in the packet and stay conservative. The 1909\u21942083 pair is clearly the strongest duplicate-like match from the titles, and the other rejected pairs mostly do appear to involve different bugs, workflows, or components. I don\u2019t see any overstatement that would require rejection." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -66297,19 +66346,22 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ - "issue:1033", "issue:10448", + "issue:10470", "issue:10520", "issue:10798", "issue:10954", "issue:11033", + "issue:11093", "issue:11307", + "issue:11314", "issue:12037", "issue:12052", "issue:12423", "issue:1246", + "issue:12905", "issue:13034", "issue:1315", "issue:13162", @@ -66323,7 +66375,6 @@ "issue:4480", "issue:4506", "issue:4726", - "issue:4806", "issue:5016", "issue:5574", "issue:5685", @@ -66332,7 +66383,6 @@ "issue:668", "issue:7322", "issue:8264", - "issue:8373", "issue:8407", "issue:8495", "issue:8500", @@ -66348,8 +66398,6 @@ "issue:9942" ], "soft_pairs": [ - "issue:1033|issue:1572", - "issue:4806|issue:8373", "issue:10520|issue:8264", "issue:1572|issue:964", "issue:10798|issue:13034", @@ -66371,180 +66419,182 @@ "issue:8500|issue:8535", "issue:8708|issue:9686", "issue:8723|issue:9460", - "issue:10448|issue:10954" + "issue:10448|issue:10954", + "issue:11314|issue:12905", + "issue:10470|issue:11093" ], - "prepared_review_unit_hash": "98a1cf8a7810117c20f10f474855b72d7a240e4d6c7909d70e6294384b2a98a5", + "prepared_review_unit_hash": "e3283d60e83964006b3bb3dc6bb1a0659ae7aad2925a1751b7e78fe84ec6b39e", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33045, - "estimated_input_tokens": 8262, - "estimated_eval_tokens": 16780 + "serialized_chars": 33563, + "estimated_input_tokens": 8391, + "estimated_eval_tokens": 17038 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of unrelated issues that only share superficial terms like offloading, loading, device mismatch, or model names. I do not see any true duplicate pairs; all soft links look too weak and cross different code paths or different models.", - "confidence": 0.88, - "canonical_issue_reason": "Issue #12052 is the strongest anchor if one must be chosen: it is concrete, well-scoped, and describes a specific device-mismatch failure in a clearly identified Wan 2.2 + LightX2V offloading path.", + "summary": "This is a heterogeneous collection of Diffusers issues spanning unrelated models, pipelines, schedulers, offloading, and training examples. None of the soft-similarity pairs look like true duplicates of the same concrete bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue emerges from the cluster; the items are mostly unrelated. If one must be chosen as the strongest standalone report, issue 12052 is the most concrete and reproducible.", "canonical_pr_reason": null, - "best_issue_reason": "#12052 is the most actionable and diagnostic issue in the set, with a clear repro context and failure mode; it is a better representative than the more generic or title-only reports.", + "best_issue_reason": "Issue 12052 is the best standalone issue candidate because it describes a specific device-mismatch failure in a clearly identified code path (Wan 2.2 + LightX2V offloading) with actionable reproduction details.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:1033", - "right": "issue:1572", - "accept": false, - "reason": "Same broad Stable Diffusion Mega area, but different failure reports: an IndexError versus img2img/inpainting not working. Too weak to be the same bug." - }, - { - "left": "issue:4806", - "right": "issue:8373", - "accept": false, - "reason": "One is a type annotation/API issue on UNet2DModel; the other is an incorrect error message. Different bug classes and code paths." - }, { "left": "issue:10520", "right": "issue:8264", "accept": false, - "reason": "Runtime device mismatch in Sana 4K is unrelated to a training job stopping at 0%. No clear shared root cause." + "reason": "Both are runtime problems, but one is a CUDA/CPU device mismatch in Sana 4K and the other is a training process stopping at 0%; different bugs." }, { "left": "issue:1572", "right": "issue:964", "accept": false, - "reason": "Both mention inpainting, but one is a StableDiffusion Mega img2img/inpainting failure and the other is a generic inpainting example issue. Not enough evidence for duplication." + "reason": "Both mention inpainting, but 1572 is about `stable_diffusion_mega` img2img/inpainting support while 964 is a generic inpainting example failure; not the same root cause." }, { "left": "issue:10798", "right": "issue:13034", "accept": false, - "reason": "Completely different topics: Flux quantization/device combinations versus WanPipeline height/width handling." + "reason": "Flux quantization/device-combination bug vs WanPipeline height/width bug; unrelated models and code paths." }, { "left": "issue:12037", "right": "issue:13162", "accept": false, - "reason": "Both involve LoRA support, but for different models and different compatibility problems. Not the same concrete bug." + "reason": "Both involve LoRA compatibility, but they target different Wan/Flux models and different failure modes." }, { "left": "issue:1315", "right": "issue:1375", "accept": false, - "reason": "Import error from a missing symbol is not the same as a PR allegedly breaking imports; different symptom and likely different root cause." + "reason": "Both are import regressions, but one is a missing symbol (`PIL_INTERPOLATION`) and the other is a broader package import break from a PR; insufficient evidence they are the same bug." }, { "left": "issue:11033", "right": "issue:12423", "accept": false, - "reason": "Both are from_single_file loading issues, but for different models (SD1.5 UNet vs QwenImageTransformer2DModel). Different code paths." + "reason": "Both are `from_single_file` issues, but they concern different model classes and different loading failures." }, { "left": "issue:4453", "right": "issue:5574", "accept": false, - "reason": "LoRA conversion for SDXL safetensors is unrelated to training a subset of UNet attention parameters with LoRA." + "reason": "LoRA conversion/export question vs training a subset of UNet attention parameters; different topics and no shared bug." }, { "left": "issue:9902", "right": "issue:9942", "accept": false, - "reason": "A conda version/install problem is not the same as a pip install failure for a diffusers dev version." + "reason": "Conda version pinning/stuck version vs pip install failure for a dev release; unrelated package-management issues." }, { "left": "issue:5685", "right": "issue:8407", "accept": false, - "reason": "Generic scheduler concerns versus a specific UniPC set_timesteps kwargs compatibility bug. Too broad to merge." + "reason": "Both mention schedulers, but one is a vague scheduler concern and the other is a specific `set_timesteps()` kwargs compatibility bug." }, { "left": "issue:4375", "right": "issue:8880", "accept": false, - "reason": "Torch 2 compile crash during inference and inference slowdown are different symptoms; no concrete same bug path." + "reason": "Torch 2 compile crash vs inference speed regression; different symptoms and likely different causes." }, { "left": "issue:4480", "right": "issue:4726", "accept": false, - "reason": "MPS kernel crash on Mac M1 with fp16 is unrelated to a callback type issue." + "reason": "Mac MPS float16 kernel crash vs incorrect `callback` type annotation; unrelated bugs." }, { "left": "issue:5016", "right": "issue:7322", "accept": false, - "reason": "Training text encoders in SDXL LoRA is a functionality bug; SIGKILL during training is a resource/crash symptom. Not the same issue." + "reason": "SDXL dreambooth LoRA text-encoder training issue vs training job SIGKILL; different failure modes." }, { "left": "issue:4141", "right": "issue:4399", "accept": false, - "reason": "Second controlnet handling and torch compile with CPU offload are separate problems in the broader pipeline ecosystem." + "reason": "ControlNet inpaint/second-controlnet behavior vs PyTorch 2 compile with CPU offload incompatibility; different subsystems and bugs." }, { "left": "issue:1246", "right": "issue:668", "accept": false, - "reason": "Both are dreambooth runtime problems, but one is an FP16 gradient/unscale issue and the other is a Colab Tesla T4 runtime error. Not the same bug." + "reason": "Both are DreamBooth training errors, but one is FP16 gradient unscale and the other is a Tesla T4 runtime error; not the same bug." }, { "left": "issue:4506", "right": "issue:6201", "accept": false, - "reason": "Both involve prompt embeddings, but one says a variable is overwritten while the other is about not re-encoding when prompt is absent. Different concrete behaviors." + "reason": "Prompt variable overwrite vs wrongly re-encoding the prompt when embeddings are already supplied; related area but different logic errors." }, { "left": "issue:8495", "right": "issue:8593", "accept": false, - "reason": "SD3 tokenizer parsing error and SD3 bfloat16 CPU noise are unrelated issues." + "reason": "Tokenizer deserialization error in SD3 vs BF16 CPU generation noise; different code paths and symptoms." }, { "left": "issue:11307", "right": "issue:12052", "accept": false, - "reason": "Both mention offloading and device mismatches, but they affect different models and different tensor operations. Not mergeable as one PR-level fix." + "reason": "Both are offloading-related, but they involve different models and distinct block-level vs tensor-device mismatch failures." }, { "left": "issue:1934", "right": "issue:6398", "accept": false, - "reason": "Memory usage with cpu_offload and a vague memory leak report are too generic and not clearly the same bug." + "reason": "Both mention memory usage, but one is CPU offload VRAM consumption and the other is an unspecified memory leak; too vague to treat as the same bug." }, { "left": "issue:8500", "right": "issue:8535", "accept": false, - "reason": "Token limit questions and enabling xformers memory-efficient attention are unrelated." + "reason": "SD3 token-limit question vs SD3ControlNet pipeline API support; unrelated." }, { "left": "issue:8708", "right": "issue:9686", "accept": false, - "reason": "Missing SD3 dreambooth config field and a ControlNet pooled_projections bug are different features and code paths." + "reason": "Missing `vae.config.shift_factor` in SD3 dreambooth examples vs SD3 ControlNet pooled projections bug; different issues." }, { "left": "issue:8723", "right": "issue:9460", "accept": false, - "reason": "SD3ControlNetModel initialization failure versus supporting a list of controlnets in the pipeline are different change requests." + "reason": "Model construction failure from transformer vs adding list assignment support for ControlNet models; related API area but not the same bug." }, { "left": "issue:10448", "right": "issue:10954", "accept": false, - "reason": "DDUF mmap loading and FLUX LoRA loading are unrelated model/loading concerns." + "reason": "DDUF mmap loading feature request vs FLUX LoRA load failure; unrelated." + }, + { + "left": "issue:11314", + "right": "issue:12905", + "accept": false, + "reason": "Flux controlnet training script mistake vs wrong Z_Image guidance-scale implementation; different features and bugs." + }, + { + "left": "issue:10470", + "right": "issue:11093", + "accept": false, + "reason": "TorchAO inference not working vs TorchAO example broken; same general theme, but the available evidence does not show the same concrete code-path problem." } ] }, @@ -66566,20 +66616,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10227", - "issue:10470", "issue:10596", "issue:10950", - "issue:11093", "issue:11127", "issue:11221", - "issue:11314", "issue:11555", "issue:11648", "issue:12738", - "issue:12905", "issue:13073", "issue:13104", "issue:13286", @@ -66603,22 +66649,24 @@ "issue:4282", "issue:4312", "issue:525", + "issue:5894", "issue:6146", "issue:6357", "issue:6372", + "issue:6700", "issue:7054", "issue:7079", + "issue:7640", "issue:7960", "issue:8429", "issue:8493", "issue:8894", "issue:9387", "issue:969", - "issue:9690" + "issue:9690", + "issue:9972" ], "soft_pairs": [ - "issue:11314|issue:12905", - "issue:10470|issue:11093", "issue:11555|issue:13286", "issue:12738|issue:13073", "issue:11221|issue:7960", @@ -66640,180 +66688,182 @@ "issue:1439|issue:525", "issue:1805|issue:321", "issue:7054|issue:8493", - "issue:11648|issue:9690" + "issue:11648|issue:9690", + "issue:6700|issue:7640", + "issue:5894|issue:9972" ], - "prepared_review_unit_hash": "8e485a89b2dbb69cb53e763e7dde7b517ae2478940327a2aac0735639afd6132", + "prepared_review_unit_hash": "7258275fde6be64cb609adcca47bdffc014cdbf1ebd6e9fb9d8b33dc2b2924f2", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 32993, - "estimated_input_tokens": 8249, - "estimated_eval_tokens": 16754 + "serialized_chars": 33077, + "estimated_input_tokens": 8270, + "estimated_eval_tokens": 16796 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose thematic grouping around Flux/torchao, LoRA, and ZImage issues, but the soft pairs do not look like true duplicates; they describe different failure modes, pipelines, or docs/example problems rather than one shared bug.", - "confidence": 0.74, - "canonical_issue_reason": "issue:10470 is the broadest concrete bug report in the set, centered on Flux/torchao inference failure; the other issues are either narrower variants (LoRA, fp8, guidance, batch size) or clearly different subsystems.", + "summary": "These items are mostly unrelated bugs, feature requests, and docs/training issues across different pipelines and code paths. The soft-similarity pairs overlap only superficially, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the set does not form one coherent duplicate cluster, and the titles point to distinct problems/features.", "canonical_pr_reason": null, - "best_issue_reason": "issue:10470 is the best representative issue because it captures the widest underlying Flux/torchao inference problem without being tied to a very specific symptom or example cleanup task.", + "best_issue_reason": "No single issue is a good global dedupe representative here; none of the candidate pairs describe the same underlying defect.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:11314", - "right": "issue:12905", - "accept": false, - "reason": "Both are Z-Image/Flux-style issues, but one is a controlnet training-script mistake and the other is a guidance-scale implementation bug; different code paths and fixes." - }, - { - "left": "issue:10470", - "right": "issue:11093", - "accept": false, - "reason": "Both mention torchao/Flux examples, but one is inference not working and the other is a broken example; too vague to treat as the same concrete bug." - }, { "left": "issue:11555", "right": "issue:13286", "accept": false, - "reason": "device_map='auto' support is an API/feature request, while torchao>=0.16.0 quantization not supported is a version-compatibility bug; not the same issue." + "reason": "Different concerns: device_map auto support vs torchao quantization compatibility; same area, but not the same bug." }, { "left": "issue:12738", "right": "issue:13073", "accept": false, - "reason": "Batch-size assertion failure and guidance_scale>1 support are different runtime conditions and different failures." + "reason": "Both are ZImage-related, but one is a batch-size assertion and the other is a guidance_scale limitation in a different pipeline." }, { "left": "issue:11221", "right": "issue:7960", "accept": false, - "reason": "Non-convergence in autoencoderkl training and SDXL multi-GPU training failure are unrelated training problems." + "reason": "Training autoencoderkl non-convergence is unrelated to SDXL multi-GPU training failure." }, { "left": "issue:2646", "right": "issue:2663", "accept": false, - "reason": "Tiled VAE IndexError and safety-checker loading from safetensors are separate components and separate bugs." + "reason": "Tiled VAE index error and safety checker loading failure are separate code paths and failure modes." }, { "left": "issue:6146", "right": "issue:8894", "accept": false, - "reason": "Both are training-script complaints, but they concern different scripts and failure modes, not one shared defect." + "reason": "Different training scripts and different errors; not the same underlying problem." }, { "left": "issue:1918", "right": "issue:2439", "accept": false, - "reason": "DDIM scheduler behavior for a ddpm example is unrelated to inpainting pipeline loading/running issues." + "reason": "DDIM scheduler example issue is unrelated to inpainting pipeline load/run problems." }, { "left": "issue:2581", "right": "issue:4086", "accept": false, - "reason": "ControlNet checkpoint conversion and SDXL ControlNet training are different problems with different workflows." + "reason": "Checkpoint conversion support and ControlNet training not working are different tasks and bugs." }, { "left": "issue:2712", "right": "issue:3694", "accept": false, - "reason": "Missing config keys during model init and missing model_index/config files during finetuning are different loading/configuration errors." + "reason": "Missing config key warning is unrelated to file-location errors during finetuning setup." }, { "left": "issue:272", "right": "issue:4312", "accept": false, - "reason": "K-LMS support for inpainting and a multi-ControlNet pipeline request are distinct feature requests." + "reason": "Both mention inpainting, but these are separate feature requests for different sampling/guidance methods." }, { "left": "issue:6372", "right": "issue:9387", "accept": false, - "reason": "SVD+ControlNet and MimicMotion are unrelated pipeline feature requests." + "reason": "SVD+ControlNet and MimicMotion are different pipelines with no shared defect evidence." }, { "left": "issue:10227", "right": "issue:11555", "accept": false, - "reason": "LoRA loading into fp8/quantized modules is a concrete model-compatibility error, while device_map='auto' is a pipeline placement feature request." + "reason": "LoRA feature-size support error is unrelated to device_map auto support for pipelines." }, { "left": "issue:10950", "right": "issue:8429", "accept": false, - "reason": "Broken Accelerate docs and a malfunctioning I2VGen-XL inference script are unrelated." + "reason": "Broken docs and a broken inference script are not the same issue." }, { "left": "issue:1398", "right": "issue:1519", "accept": false, - "reason": "Both involve Apple Silicon/MPS, but one is SD2 support and the other is noisy batch outputs on M2; different bugs." + "reason": "Both involve Apple Silicon/MPS, but one is model compatibility and the other is batched-image noise." }, { "left": "issue:4031", "right": "issue:6357", "accept": false, - "reason": "Local safety-checker loading failure is not the same as API vs local result differences." + "reason": "Safety-checker local file loading failure is distinct from API-vs-local output differences." }, { "left": "issue:11127", "right": "issue:13104", "accept": false, - "reason": "A CivitAI Flux single-file loading problem and an undefined logger error are unrelated issues." + "reason": "Single-file FLUX loading problem is unrelated to a missing logger definition." }, { "left": "issue:3120", "right": "issue:4282", "accept": false, - "reason": "Always-same-result ControlNet training and adding a Multi-ControlNet pipeline are different topics." + "reason": "ControlNet training collapse to same output is not the same as adding a Multi-ControlNet pipeline." }, { "left": "issue:2500", "right": "issue:969", "accept": false, - "reason": "Meta tensor copy errors and multi-GPU accelerator test failures are not the same underlying bug." + "reason": "Meta-tensor copy failures and multi-CUDA accelerate test failures are separate infrastructure issues." }, { "left": "issue:10596", "right": "issue:7079", "accept": false, - "reason": "FluxControlPipeline shape errors and Transformer2DModel patch/norm_type errors are different model-path failures." + "reason": "Both are shape/model errors, but they affect different modules and no concrete shared bug is shown." }, { "left": "issue:1439", "right": "issue:525", "accept": false, - "reason": "FeatureExtractionMixin import error and local-disk image loading in a notebook are unrelated." + "reason": "Transformers attribute error and local image loading notebook issue are unrelated." }, { "left": "issue:1805", "right": "issue:321", "accept": false, - "reason": "Scalable Diffusion pipeline proposal and Blended Diffusion are different feature ideas." + "reason": "A request for a scalable diffusion pipeline is not the same as blended diffusion." }, { "left": "issue:7054", "right": "issue:8493", "accept": false, - "reason": "State-dict mutation in LoraLoaderMixin and SD3Transformer2DModel load errors are different loading bugs." + "reason": "State-dict mutation in LoRA loading and SD3Transformer state-dict load errors are different problems." }, { "left": "issue:11648", "right": "issue:9690", "accept": false, - "reason": "LoRA weight loading with fp8 transformer models and Flux FP8 example cleanup are not the same bug/change." + "reason": "LoRA loading with fp8 transformer and FLUX FP8 example cleanup are not the same bug." + }, + { + "left": "issue:6700", + "right": "issue:7640", + "accept": false, + "reason": "temb-passing TypeErrors and smaller-dimension RuntimeErrors are separate code-path failures." + }, + { + "left": "issue:5894", + "right": "issue:9972", + "accept": false, + "reason": "Both mention buffer sizes, but the contexts and root causes are too different to treat as duplicates." } ] }, @@ -66835,7 +66885,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10085", "issue:10150", @@ -66845,7 +66895,10 @@ "issue:12359", "issue:12367", "issue:13477", + "issue:1363", + "issue:1536", "issue:1643", + "issue:1941", "issue:1976", "issue:2177", "issue:2375", @@ -66865,13 +66918,11 @@ "issue:5334", "issue:5462", "issue:5821", - "issue:5894", "issue:6418", - "issue:6700", "issue:7061", + "issue:7341", "issue:7450", "issue:7490", - "issue:7640", "issue:785", "issue:8803", "issue:8805", @@ -66881,13 +66932,11 @@ "issue:941", "issue:954", "issue:9844", + "issue:9902", "issue:9926", - "issue:9958", - "issue:9972" + "issue:9958" ], "soft_pairs": [ - "issue:6700|issue:7640", - "issue:5894|issue:9972", "issue:2375|issue:785", "issue:2177|issue:954", "issue:2783|issue:5462", @@ -66909,180 +66958,189 @@ "issue:1643|issue:2420", "issue:10150|issue:9844", "issue:1976|issue:3799", - "issue:7061|issue:8876" + "issue:7061|issue:8876", + "issue:7341|issue:9902", + "issue:1363|issue:1536", + "issue:1941|issue:954" ], - "prepared_review_unit_hash": "58841e656c59ab82b0ff87f6657cd9572473638ea440050b46b95581d6d6e098", + "prepared_review_unit_hash": "42bb3943413e71a76d117debf897837d00f002416e6367d675c7d334e8c43db5", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 24, - "serialized_chars": 33099, - "estimated_input_tokens": 8275, - "estimated_eval_tokens": 16806 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 33953, + "estimated_input_tokens": 8489, + "estimated_eval_tokens": 17234 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a mixed bag of unrelated issues; the soft pairs mostly share only a broad subsystem or symptom word, not the same underlying bug. I would not merge any of the candidate pairs as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "issue:3672 is the strongest representative issue in this set: it has the highest discussion/inbound-reference activity and describes a concrete, well-scoped StableDiffusionPipeline concurrency failure.", + "summary": "This cluster is mostly a loose set of unrelated issue reports across different pipelines, features, and environments. The suggested soft pairs share only broad subsystem similarity and do not look like the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out: the items are heterogeneous, and the soft pairs are not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:3672 is the most substantive and high-signal issue here, so it is the best overall issue representative for the cluster.", + "best_issue_reason": "If one issue must serve as the cluster representative, issue:3970 is the most concrete and broadly framed inference bug, but it is only a weak stand-in for this set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:6700", - "right": "issue:7640", - "accept": false, - "reason": "Different failures: attention-processor temb TypeErrors vs SDXL from_single_file shape/dimension runtime error. Same general area, not the same bug." - }, - { - "left": "issue:5894", - "right": "issue:9972", - "accept": false, - "reason": "Both mention buffer sizes, but 5894 is a generic invalid-buffer error while 9972 is a MacOS-specific huge allocation/request issue. Not the same code-path problem." - }, { "left": "issue:2375", "right": "issue:785", "accept": false, - "reason": "safe_open NameError and PNDM scheduler performance are unrelated." + "reason": "Different failures: a missing safe_open NameError versus CPU core underutilization; no shared code path." }, { "left": "issue:2177", "right": "issue:954", "accept": false, - "reason": "AutoencoderKL loading failure vs login/load issue; no shared bug mechanism." + "reason": "Pretrained AutoencoderKL loading failure is unrelated to an auth/login loading problem." }, { "left": "issue:2783", "right": "issue:5462", "accept": false, - "reason": "Both are img2img-related feature requests, but they target different pipeline additions and are not the same change." + "reason": "Both mention img2img-style workflows, but one is a ControlNet pipeline request and the other is an LCM img2img feature request." }, { "left": "issue:2961", "right": "issue:3455", "accept": false, - "reason": "Training-example request for StableUnCLIP vs a separate instruct-pix2pix training request; different features." + "reason": "Training example request versus using pretrained instruct-pix2pix in training; not the same bug or fix." }, { "left": "issue:3116", "right": "issue:941", "accept": false, - "reason": "Both report noise in img2img, but one is scheduler/inference-step specific and the other is MPS/num_images_per_prompt specific. Distinct bugs." + "reason": "Both involve img2img noise, but they target different schedulers/settings and different device behavior." }, { "left": "issue:4148", "right": "issue:4312", "accept": false, - "reason": "SDXL inpainting config error vs SAG support request for inpainting/img2img. Not the same underlying issue." + "reason": "SDXL inpainting config error is not the same as a request to support SAG for inpainting/img2img." }, { "left": "issue:5283", "right": "issue:6418", "accept": false, - "reason": "Completely different topics: media track merging vs stable video diffusion frame collapse." + "reason": "Completely different domains: media track merging versus stable video diffusion frame collapse." }, { "left": "issue:5334", "right": "issue:8803", "accept": false, - "reason": "Accelerate multi-model training API request vs attention_processor hidden_states duplicate assignment bug. Unrelated." + "reason": "Accelerate multi-model training support is unrelated to a duplicated assignment bug in attention processing." }, { "left": "issue:5821", "right": "issue:7490", "accept": false, - "reason": "Both mention backward, but one is a CUDA training failure and the other is a generic backward problem. Not enough evidence of the same bug." + "reason": "Both reference backward/training, but one is a CUDA backward failure and the other is a generic backward problem with no clear match." }, { "left": "issue:8803", "right": "issue:8805", "accept": false, - "reason": "Attention processor hidden_states bug vs SDXL conversion script failure; different code paths." + "reason": "One is a code bug in attention_processor.py; the other is a broken SDXL conversion script." }, { "left": "issue:1109", "right": "issue:2507", "accept": false, - "reason": "CPU core utilization issue vs safetensors GPU load slowness; unrelated." + "reason": "CPU core usage and safetensors GPU load speed are different performance complaints with different causes." }, { "left": "issue:10085", "right": "issue:10475", "accept": false, - "reason": "LyCORIS batch-inference/skip_guidance_layers runtime error vs SD3 inference quality comparison during finetuning. Different problem classes." + "reason": "LyCORIS batch inference runtime error is unrelated to SD3 fine-tuning/inference quality mismatch." }, { "left": "issue:3672", "right": "issue:7450", "accept": false, - "reason": "Both are threading-related, but one is StableDiffusionPipeline concurrency and the other is AutoencoderKL multithreading. Not the same concrete bug." + "reason": "Both are threading-related, but they involve different components and symptoms; not enough evidence of the same bug." }, { "left": "issue:3970", "right": "issue:4061", "accept": false, - "reason": "SDXL prompt embeddings bug vs SDXL LoRA loading error; same model family, different failure modes." + "reason": "SDXL prompt embeddings not working and SDXL LoRA load error are different pipeline issues." }, { "left": "issue:8970", "right": "issue:8997", "accept": false, - "reason": "Both involve Kolors, but one is black images on MPS and the other is a scheduler usage error. Distinct issues." + "reason": "Same model family, but black-image-on-MPS and EDMDPMSolverMultistepScheduler usage error are distinct problems." }, { "left": "issue:12359", "right": "issue:13477", "accept": false, - "reason": "Documentation bug for Chroma guidance_scale vs ErnieImage callback locals() scope bug; unrelated." + "reason": "A documentation bug for guidance_scale is unrelated to an ErnieImage callback locals() scope bug." }, { "left": "issue:10672", "right": "issue:12367", "accept": false, - "reason": "Callback-on-step-end support request vs Qwen-Image Eligen LoRA support request; different feature work." + "reason": "A request to support callback_on_step_end is not the same as a request for Qwen-Image Eligen LoRA support." }, { "left": "issue:9926", "right": "issue:9958", "accept": false, - "reason": "gguf quantize/speedup support and AutoencoderKLTemporalDecoder tiling are unrelated feature requests." + "reason": "gguf quantize/speed support and AutoencoderKLTemporalDecoder tiling are different feature requests." }, { "left": "issue:1643", "right": "issue:2420", "accept": false, - "reason": "Both mention xformers, but one is a DreamBooth method-signature error and the other is a LoRA training example issue. Not the same bug." + "reason": "The xformers signature mismatch in DreamBooth is not the same as the xformers issue in LoRA training." }, { "left": "issue:10150", "right": "issue:9844", "accept": false, - "reason": "Slow loading/inference for SDXL pipelines vs NaNs from SDXL VAE encoder; different symptoms and likely different causes." + "reason": "Slow SDXL loading/inference and NaNs from the SDXL VAE encoder are different symptoms and likely different fixes." }, { "left": "issue:1976", "right": "issue:3799", "accept": false, - "reason": "Incorrect tokenizer file lookup vs incorrect inferred type for scheduler.from_pretrained; unrelated." + "reason": "Incorrect file lookup for tokenizer/config.json is unrelated to a typing/inference issue in DDPMScheduler.from_pretrained." }, { "left": "issue:7061", "right": "issue:8876", "accept": false, - "reason": "Both are pipeline/doc/config style issues, but they concern different pipelines and different concrete fixes." + "reason": "A docstring mistake is not the same as missing resolution microconditioning in the PixArt Sigma pipeline." + }, + { + "left": "issue:7341", + "right": "issue:9902", + "accept": false, + "reason": "TorchVersion/Version comparison error and conda version stuck are unrelated environment/versioning issues." + }, + { + "left": "issue:1363", + "right": "issue:1536", + "accept": false, + "reason": "An ONNX long-prompt/LMS scheduler error does not match custom pipeline incompatibility with a new diffusers version." + }, + { + "left": "issue:1941", + "right": "issue:954", + "accept": false, + "reason": "Unable to load a custom UnCLIP pipeline is not the same as failing to load after login." } ] }, @@ -67104,7 +67162,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10128", "issue:10144", @@ -67122,14 +67180,15 @@ "issue:12620", "issue:12905", "issue:13073", - "issue:1363", - "issue:1536", "issue:1672", - "issue:1941", + "issue:1704", + "issue:1992", "issue:2560", "issue:2988", + "issue:3176", "issue:3391", "issue:3452", + "issue:3887", "issue:3908", "issue:4159", "issue:4520", @@ -67139,26 +67198,22 @@ "issue:5465", "issue:590", "issue:6091", + "issue:6359", "issue:6906", - "issue:7341", "issue:7428", "issue:7722", "issue:7773", "issue:8237", "issue:8317", "issue:8589", + "issue:8637", "issue:8708", "issue:9477", "issue:9495", - "issue:954", "issue:967", - "issue:9902", "issue:9936" ], "soft_pairs": [ - "issue:7341|issue:9902", - "issue:1363|issue:1536", - "issue:1941|issue:954", "issue:10194|issue:12367", "issue:1672|issue:6091", "issue:3452|issue:6906", @@ -67179,180 +67234,183 @@ "issue:1082|issue:4839", "issue:11000|issue:12620", "issue:11486|issue:8589", - "issue:1249|issue:967" + "issue:1249|issue:967", + "issue:1704|issue:1992", + "issue:3176|issue:6359", + "issue:3887|issue:8637" ], - "prepared_review_unit_hash": "ca75944e1c39f868de19073887a41b7c3b78c6858ba411d041630c1d76655bbe", + "prepared_review_unit_hash": "42a60f7f9299122106f4e9254ddc657d5b7a3f97e1101a94937eae279172097f", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33870, - "estimated_input_tokens": 8468, - "estimated_eval_tokens": 17192 + "serialized_chars": 33807, + "estimated_input_tokens": 8452, + "estimated_eval_tokens": 17160 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of largely unrelated issue reports; none of the soft pairs look like true duplicates or the same fix/change. Most are only loosely related by broad themes like training scripts, schedulers, or guidance-scale support.", - "confidence": 0.95, + "summary": "These items do not form a single duplicate cluster; they span unrelated feature requests and bugs across training, pipelines, schedulers, LoRA, video, and tooling. All soft-edge pairs look like false positives from superficial text overlap.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:7341", - "right": "issue:9902", - "accept": false, - "reason": "Different problems: a TorchVersion/Version comparison TypeError vs a Conda version pinning/stuck-version report." - }, - { - "left": "issue:1363", - "right": "issue:1536", - "accept": false, - "reason": "Both involve custom/compatibility issues, but one is ONNX long-prompt weight + LMS scheduler, the other is lpw_stable_diffusion compatibility with newer diffusers." - }, - { - "left": "issue:1941", - "right": "issue:954", - "accept": false, - "reason": "Unrelated failures: custom pipeline loading for UnCLIP vs a login/load-after-login issue." - }, { "left": "issue:10194", "right": "issue:12367", "accept": false, - "reason": "Different feature requests for different models/pipelines: Flux attention masking vs Qwen-Image Eligen LoRA support." + "reason": "Different requests in different areas: Flux attention masking vs Qwen-Image Eligen LoRA support." }, { "left": "issue:1672", "right": "issue:6091", "accept": false, - "reason": "Both mention size, but one is image size after conversion and the other is a consistency decoder memory issue with a size argument." + "reason": "One is an image-size regression after ckpt conversion; the other is a consistency decoder memory issue." }, { "left": "issue:3452", "right": "issue:6906", "accept": false, - "reason": "DreamBooth/training-related, but one is a low-VRAM question and the other is a broken LoRA DreamBooth example." + "reason": "Both mention DreamBooth/LoRA, but one is about low-VRAM training and the other says the LoRA example is broken; not the same bug." }, { "left": "issue:8317", "right": "issue:8708", "accept": false, - "reason": "Both concern SD3/VAE details, but one is a missing generator arg in AsymmetricAutoencoderKL decode and the other is missing shift_factor in training examples." + "reason": "Both involve VAE-related training examples, but one is a missing generator argument in decode() and the other is missing shift_factor in SD3 examples." }, { "left": "issue:4159", "right": "issue:5465", "accept": false, - "reason": "Different DiffEdit bugs: excessive VRAM usage vs inpaint_strength only working at 0.8." + "reason": "Different pipelines and failure modes: VRAM blowup in DiffEdit vs inpaint_strength behavior in DiffEdit." }, { "left": "issue:8237", "right": "issue:9477", "accept": false, - "reason": "Different issues: SDXL LoRA key loading vs a GatheredParameters callable error." + "reason": "Different LoRA/load issues: missing key loading vs a GatheredParameters callable error." }, { "left": "issue:4520", "right": "issue:5028", "accept": false, - "reason": "Both mention scale/LoRA, but the failing code paths are different: attention slicing with lora_scale vs SDXL reference pipeline hacked block forward args." + "reason": "Both mention LoRA scale, but one is an Attention Slicing incompatibility and the other is a specific reference pipeline forward signature error." }, { "left": "issue:7722", "right": "issue:9495", "accept": false, - "reason": "Both involve IPAdapter, but they are different pipelines and likely different bugs." + "reason": "Different combined-feature bugs: Animatediff+ControlNet+IPAdapter vs SDXL PAG+IPAdapter." }, { "left": "issue:12540", "right": "issue:13073", "accept": false, - "reason": "Both are guidance-related, but one is SanaPipeline embeddings support and the other is ZImageControlNetPipeline guidance_scale behavior." + "reason": "Same model family (ZImage/Sana), but one is a pipeline compatibility issue and the other is a specific guidance_scale limitation." }, { "left": "issue:11973", "right": "issue:9936", "accept": false, - "reason": "Different training issues: missing instance_prompt arg vs NCCL timeout in multi-GPU controlnet training." + "reason": "Training script argument parsing error vs multi-GPU NCCL timeout; unrelated symptoms and code paths." }, { "left": "issue:2988", "right": "issue:590", "accept": false, - "reason": "Both scheduler-related, but one is a crash at equal train/inference steps and the other is a Karras noise formula typo." + "reason": "Scheduler crash at a step-count edge case vs a typo in the Karras noise formula." }, { "left": "issue:3391", "right": "issue:4557", "accept": false, - "reason": "Completely unrelated: overexposure in DeepFloyd super-resolution vs a __getattr__ AttributeError." + "reason": "DeepFloyd overexposure bug is unrelated to the __getattr__ AttributeError." }, { "left": "issue:2560", "right": "issue:3908", "accept": false, - "reason": "Different domains: deterministic outputs with generator lists vs Streamlit model caching." + "reason": "Different problems: generator-list nondeterminism in img2img vs Streamlit model caching." }, { "left": "issue:10128", "right": "issue:7428", "accept": false, - "reason": "Both are feature requests, but for unrelated features: fastercache vs layer diffusion." + "reason": "A support question about fastercache is unrelated to a general question about layer diffusion support." }, { "left": "issue:10144", "right": "issue:7773", "accept": false, - "reason": "Different video-generation quality issues in different models/pipelines." + "reason": "Mochi output quality question is unrelated to Stable Video Diffusion batch-size behavior." }, { "left": "issue:10591", "right": "issue:12905", "accept": false, - "reason": "Both are 'wrong' behavior reports, but they concern different components: SD3 LoRA training script vs Z_Image guidance scale implementation." + "reason": "Different SD3/Z-image topics: LoRA training script issue vs wrong guidance scale implementation." }, { "left": "issue:10653", "right": "issue:11833", "accept": false, - "reason": "Different device-management bugs: bitsandbytes 8bit .to(cpu) limitation vs set_lora_device KeyError." + "reason": "Different device-management bugs: 8bit bitsandbytes .to(cpu) unsupported vs KeyError in set_lora_device." }, { "left": "issue:1082", "right": "issue:4839", "accept": false, - "reason": "Unrelated errors: DreamBooth CUDA matmul failure vs a lora_scale type error." + "reason": "Dreambooth CUDA matmul failure is not the same as a type error around lora_scale." }, { "left": "issue:11000", "right": "issue:12620", "accept": false, - "reason": "No overlap in bug/change: missing shift argument vs missing release assets." + "reason": "Pipeline argument mismatch vs missing release assets; completely unrelated." }, { "left": "issue:11486", "right": "issue:8589", "accept": false, - "reason": "Different training concerns: enabling xformers memory-efficient attention vs SD3 prior preservation support." + "reason": "Training-script option request vs SD3 DreamBooth prior-preservation bug; not the same change." }, { "left": "issue:1249", "right": "issue:967", "accept": false, - "reason": "Both are ONNX/scheduler related, but the reported failures and likely fixes are different." + "reason": "Different compatibility bugs in different pipelines: ONNX ndarray device error vs ONNX scheduler operand/type issue." + }, + { + "left": "issue:1704", + "right": "issue:1992", + "accept": false, + "reason": "A vague attention-block question is unrelated to JAX attention refactoring." + }, + { + "left": "issue:3176", + "right": "issue:6359", + "accept": false, + "reason": "TensorRT demo error and EulerDiscreteScheduler missing get_velocity are different subsystems and failure modes." + }, + { + "left": "issue:3887", + "right": "issue:8637", + "accept": false, + "reason": "SD pipeline output difference is unrelated to an import error for PixArtSigmaPipeline." } ] }, @@ -67374,7 +67432,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10231", "issue:10287", @@ -67382,19 +67440,19 @@ "issue:12633", "issue:1274", "issue:13243", - "issue:1704", + "issue:1574", "issue:1730", "issue:1896", - "issue:1992", + "issue:2068", "issue:2306", "issue:2775", - "issue:3176", + "issue:2784", "issue:3363", "issue:3420", "issue:3584", + "issue:3591", "issue:3765", "issue:3769", - "issue:3887", "issue:3915", "issue:4480", "issue:4542", @@ -67405,6 +67463,8 @@ "issue:4964", "issue:5226", "issue:5390", + "issue:5412", + "issue:5480", "issue:5546", "issue:5570", "issue:5628", @@ -67412,7 +67472,6 @@ "issue:5989", "issue:6068", "issue:6234", - "issue:6359", "issue:6529", "issue:6548", "issue:6593", @@ -67421,14 +67480,10 @@ "issue:7490", "issue:7665", "issue:7836", - "issue:8637", "issue:8994", "issue:9933" ], "soft_pairs": [ - "issue:1704|issue:1992", - "issue:3176|issue:6359", - "issue:3887|issue:8637", "issue:4542|issue:6548", "issue:4680|issue:6529", "issue:4702|issue:7368", @@ -67449,180 +67504,183 @@ "issue:3420|issue:3915", "issue:7490|issue:7665", "issue:12633|issue:13243", - "issue:4480|issue:8994" + "issue:4480|issue:8994", + "issue:1574|issue:5412", + "issue:2068|issue:3591", + "issue:2784|issue:5480" ], - "prepared_review_unit_hash": "be6a7961ce506ec8bbe7b6ee40e2b4236b37bbd0cebd534752b6d5abd86a65ff", + "prepared_review_unit_hash": "942fa351799e8d89d98bc863d97a22b067201f9492b97a882c4b0b0228fe2703", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33721, - "estimated_input_tokens": 8431, - "estimated_eval_tokens": 17118 + "serialized_chars": 33767, + "estimated_input_tokens": 8442, + "estimated_eval_tokens": 17140 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly broad thematic matches rather than true duplicates; I would reject every edge. The strongest standalone issue in this set is the SDXL/DDIM sampling bug, which is the most concrete and reproducible report.", - "confidence": 0.86, - "canonical_issue_reason": "issue:6068 is the most technically precise and self-contained bug report: it names the exact scheduler, the SDXL code path, and the incorrect-sampling symptom with substantial discussion.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:6068 is the best representative issue because it is specific, reproducible, and directly tied to a single code path rather than a vague feature/question.", + "summary": "This cluster does not form a single duplicate set: the items span unrelated documentation, training, pipeline, and scheduler bugs. All soft edges are too broad or only share a subsystem, not the same concrete issue.", + "confidence": 0.92, + "canonical_issue_reason": "No safe canonical issue for duplicate triage: the set is heterogeneous and the apparent similarities are mostly broad topic overlap, not the same underlying bug.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "issue:12633 is the strongest standalone report here: it names a precise scheduler mismatch, the affected API, and the triggering setting (`timestep_spacing='linspace'`), making it the most actionable issue even though it is not a duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:1704", - "right": "issue:1992", - "accept": false, - "reason": "Both mention attention, but one is a general question and the other is a JAX refactor topic; not the same bug/change." - }, - { - "left": "issue:3176", - "right": "issue:6359", - "accept": false, - "reason": "TensorRT demo failure and a missing scheduler method are unrelated code paths." - }, - { - "left": "issue:3887", - "right": "issue:8637", - "accept": false, - "reason": "A quality/effect complaint about SD pipelines is unrelated to an import error for PixArtSigmaPipeline." - }, { "left": "issue:4542", "right": "issue:6548", "accept": false, - "reason": "One is about SDXL img2img generating only one image, the other is an RGBA latent-handling bug; different failure modes." + "reason": "Both involve img2img behavior, but one is about multi-image output limits and the other about RGBA inputs being misread as latents; different bugs." }, { "left": "issue:4680", "right": "issue:6529", "accept": false, - "reason": "General SDXL inpainting fine-tuning and a Fooocus inpaint request are not the same concrete issue." + "reason": "SDXL inpainting/fine-tuning request vs Fooocus inpaint topic; same general area, not the same code-path problem." }, { "left": "issue:4702", "right": "issue:7368", "accept": false, - "reason": "Training a VQ-VAE example and asking about GLIGEN training are different model/workflow requests." + "reason": "A VQ-VAE example script request and a GLIGEN training question are unrelated changes." }, { "left": "issue:4841", "right": "issue:6234", "accept": false, - "reason": "ControlNet image-size trouble and a text-to-image SDXL training script issue do not share the same bug." + "reason": "ControlNet image-size issue vs a text-to-image example script issue; no shared concrete defect." }, { "left": "issue:4964", "right": "issue:5390", "accept": false, - "reason": "Model conversion to Diffusers and unwanted text-encoder downloads with local_files_only are unrelated." + "reason": "Model conversion to diffusers and unwanted text-encoder download with `local_files_only=True` are distinct problems." }, { "left": "issue:5226", "right": "issue:6593", "accept": false, - "reason": "Both touch LoRA support, but they target different pipeline classes and different implementation paths." + "reason": "Both mention `load_lora_weights`, but one is an adapter pipeline incompatibility and the other is an img2img feature request; not the same bug." }, { "left": "issue:5689", "right": "issue:6068", "accept": false, - "reason": "Both are scheduler-quality complaints, but DPM++ residual noise and DDIM incorrect samples are distinct scheduler bugs." + "reason": "Different scheduler/sample-quality defects: residual noise in DPM++ vs incorrect DDIM samples on SDXL." }, { "left": "issue:5989", "right": "issue:7836", "accept": false, - "reason": "A safetensors.torch bug and CLIP example overfitting are unrelated." + "reason": "A `safetensors.torch` bug and CLIP overfitting in a training example are unrelated." }, { "left": "issue:6598", "right": "issue:9933", "accept": false, - "reason": "Img2img parity differences and missing width/height parameters are different pipeline issues." + "reason": "Different img2img issues: nondeterministic results vs missing width/height parameters in SD3 img2img." }, { "left": "issue:3363", "right": "issue:3584", "accept": false, - "reason": "Both involve DreamBooth, but one is a LoRA training failure and the other is a tutorial failure; not the same bug." + "reason": "Both are DreamBooth training failures, but they refer to different scripts/environments and likely different root causes." }, { "left": "issue:2775", "right": "issue:5570", "accept": false, - "reason": "A torch._dynamo optimization error and a missing compute_snr utility are unrelated." + "reason": "Torch Dynamo optimization error vs missing `compute_snr` symbol; unrelated." }, { "left": "issue:5546", "right": "issue:5628", "accept": false, - "reason": "Both involve Karras sigmas, but one is wrong step counts in base+refiner while the other is denoising range offset in LMS; different code paths." + "reason": "Both concern Karras sigma handling, but one is step-count mismatch in ensemble usage and the other is denoising-range offset in LMS; not the same concrete bug." }, { "left": "issue:1274", "right": "issue:1896", "accept": false, - "reason": "A num_images_per_prompt failure and a CLIP-guided Stable Diffusion dict-size error are unrelated." + "reason": "`num_images_per_prompt` failure in SD pipelines vs a CLIP-guided Stable Diffusion shape/type error; unrelated." }, { "left": "issue:10231", "right": "issue:10287", "accept": false, - "reason": "Both are documentation/example complaints, but the first is a specific Ubuntu import error and the second is a generic docs issue." + "reason": "Both are documentation/example complaints, but one is an Ubuntu import error in a tutorial and the other is a generic HF docs issue; too weak to merge." }, { "left": "issue:2306", "right": "issue:4747", "accept": false, - "reason": "An INT_MAX runtime error and a missing model_index.json load error are different problems." + "reason": "INT_MAX error and missing `model_index.json` after loading a fine-tuned SDXL LoRA are different failure modes." }, { "left": "issue:1185", "right": "issue:1730", "accept": false, - "reason": "DreamBooth reproducibility and CKPT conversion/webui incompatibility are different topics." + "reason": "DreamBooth reproducibility and converting DreamBooth to CKPT for webui are separate concerns." }, { "left": "issue:3765", "right": "issue:3769", "accept": false, - "reason": "Both mention image artifacts during training/inference, but controlnet stacking and panorama quartering are distinct issues." + "reason": "Both describe image artifacts, but one is ControlNet training stacking effects and the other is panorama quartering; not the same underlying bug." }, { "left": "issue:3420", "right": "issue:3915", "accept": false, - "reason": "ControlNet inpaint pipeline incompatibility and torch.compile text-to-video failure are unrelated." + "reason": "Different areas and symptoms: ControlNet inpaint pipeline compatibility vs `torch.compile` on text-to-video pipelines." }, { "left": "issue:7490", "right": "issue:7665", "accept": false, - "reason": "A generic backward problem and an instruct-pix2pix issue are too vague and distinct to treat as the same bug." + "reason": "The titles are too generic to establish the same defect; no shared code path or symptom details." }, { "left": "issue:12633", "right": "issue:13243", "accept": false, - "reason": "Both are scheduler timestep bugs, but one is DDIM linspace stepping and the other is FlowMatchEuler sigma shifting; different implementations." + "reason": "Both are scheduler bugs, but one is DDIM timestep-list mismatch and the other is FlowMatch sigma-shift duplication; different implementations and fixes." }, { "left": "issue:4480", "right": "issue:8994", "accept": false, - "reason": "An MPS float16 kernel crash and generation steps stuck at 0 are not the same failure." + "reason": "MPS float16 kernel crash vs generation steps stuck at 0; unrelated." + }, + { + "left": "issue:1574", + "right": "issue:5412", + "accept": false, + "reason": "Both concern DreamBooth training, but one is a bare-metal 8GB GPU failure and the other is checkpoint resume failure in SDXL LoRA training." + }, + { + "left": "issue:2068", + "right": "issue:3591", + "accept": false, + "reason": "A dtype conversion bug in `from_pretrained` and confusing ControlNet loss curves are unrelated." + }, + { + "left": "issue:2784", + "right": "issue:5480", + "accept": false, + "reason": "Separate feature requests (DreamBooth for text2video vs EDM implementation), not duplicates." } ] }, @@ -67644,26 +67702,26 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10311", "issue:1082", + "issue:11581", "issue:1161", "issue:11659", "issue:11700", "issue:13311", - "issue:1574", - "issue:2068", + "issue:13547", "issue:2213", "issue:2614", "issue:2772", - "issue:2784", "issue:2891", "issue:2985", + "issue:3019", "issue:3040", + "issue:3113", "issue:3381", "issue:3584", - "issue:3591", "issue:3954", "issue:4314", "issue:4353", @@ -67673,8 +67731,7 @@ "issue:4880", "issue:4913", "issue:5128", - "issue:5412", - "issue:5480", + "issue:5205", "issue:5567", "issue:5619", "issue:5714", @@ -67682,6 +67739,7 @@ "issue:5925", "issue:5931", "issue:6201", + "issue:6616", "issue:692", "issue:7661", "issue:7922", @@ -67696,9 +67754,7 @@ "issue:9610" ], "soft_pairs": [ - "issue:1574|issue:5412", - "issue:2068|issue:3591", - "issue:2784|issue:5480", + "issue:11581|issue:13547", "issue:2985|issue:4913", "issue:4471|issue:5714", "issue:5905|issue:5925", @@ -67719,180 +67775,182 @@ "issue:7922|issue:8495", "issue:1082|issue:3584", "issue:1161|issue:692", - "issue:2614|issue:4314" + "issue:2614|issue:4314", + "issue:3019|issue:5205", + "issue:3113|issue:6616" ], - "prepared_review_unit_hash": "4d557666d3725d3093374278c6b0d0f34a49d2cdcc1fb2c271e88f9c076b8632", + "prepared_review_unit_hash": "88d3837b25dd8e31336eec6970550b579911db0875cafb83d9c5b3e1d68cbd2d", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33971, - "estimated_input_tokens": 8493, - "estimated_eval_tokens": 17242 + "serialized_chars": 34019, + "estimated_input_tokens": 8505, + "estimated_eval_tokens": 17266 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated diffusers issues that only share superficial text similarity (DreamBooth, LoRA loading, pipeline loading, scheduler bugs, TPU/metal/device issues, docs/problems). None of the suggested soft pairs look like true duplicates or the same concrete fix.", - "confidence": 0.92, - "canonical_issue_reason": "If forced to pick one, issue #11659 is the most generic open bug about loading LoRA assets, but the cluster is too heterogeneous for a strong canonical issue choice.", + "summary": "The items do not form a single duplicate cluster; the proposed soft-edge pairs are mostly unrelated bugs or feature requests that only share broad subsystem words. I would reject all soft-edge links and avoid naming a canonical issue/PR for this set.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #11659 is the broadest currently open user-facing loading problem in the set, so it is the least bad representative; still, it is not a good duplicate anchor for the whole cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:1574", - "right": "issue:5412", - "accept": false, - "reason": "Both are DreamBooth-related, but one is a bare-metal 8GB GPU training failure and the other is a resume_from_checkpoint bug in a different script; not the same code-path." - }, - { - "left": "issue:2068", - "right": "issue:3591", - "accept": false, - "reason": "One concerns dtype conversion in from_pretrained, the other ControlNet loss-curve behavior; unrelated bugs." - }, - { - "left": "issue:2784", - "right": "issue:5480", + "left": "issue:11581", + "right": "issue:13547", "accept": false, - "reason": "Feature request for DreamBooth text-to-video support vs a request to implement EDM; different model features." + "reason": "Both mention LoRA/FLUX loading, but one is a CLIPVisionModel dtype constructor error and the other is a missing Flux2Transformer2DModel LoRA-key match; different failure points." }, { "left": "issue:2985", "right": "issue:4913", "accept": false, - "reason": "Kandinsky 2.1 request vs a specific controlnet-openpose-sdxl model issue; no shared underlying bug/change." + "reason": "Kandinsky 2.1 and controlnet-openpose-sdxl-1.0 are unrelated models/features, not the same bug." }, { "left": "issue:4471", "right": "issue:5714", "accept": false, - "reason": "SDXL img2img LoRA loading bug vs maybe_raise_or_warn not supporting PeftModel; different objects and failure modes." + "reason": "One is SDXL Img2Img LoRA weight loading; the other is a PEFT model support warning path. Different code paths and symptoms." }, { "left": "issue:5905", "right": "issue:5925", "accept": false, - "reason": "Model-family request for diffusion-GAN vs ZipLora multi-LoRA inference enhancement; different changes." + "reason": "Separate feature requests: diffusion-GAN model support vs ZipLora multi-LoRA inference." }, { "left": "issue:3040", "right": "issue:4880", "accept": false, - "reason": "Docs-related AttributeError from pasted example vs ControlNet single-image input validation; unrelated code paths." + "reason": "The first is a docs/copy-paste AttributeError about list objects; the second is a ControlNet input validation error. Not the same issue." }, { "left": "issue:11700", "right": "issue:9610", "accept": false, - "reason": "Pruna integration for loading pipelines vs adding load_lora_weights to an SD3 img2img script; both involve loading, but not the same concrete fix." + "reason": "Pruna integration for from_pretrained/pipeline is unrelated to adding load_lora_weights in an img2img pipeline." }, { "left": "issue:5619", "right": "issue:6201", "accept": false, - "reason": "LCM img2img AutoencodeTiny encode bug vs stable_diffusion.py prompt_embeds/negative_prompt_embeds handling; different pipeline logic." + "reason": "Both concern pipeline encode logic, but one is AutoencodeTiny/LCM img2img image encoding and the other is prompt_embeds handling when prompt is absent; not the same concrete bug." }, { "left": "issue:5567", "right": "issue:9331", "accept": false, - "reason": "Accelerator.prepare overwriting unet.config vs FlowMatchEulerDiscreteScheduler timestep indexing; unrelated subsystems." + "reason": "Unet.config being overwritten by accelerator.prepare is unrelated to FlowMatchEulerDiscreteScheduler index_for_timestep behavior." }, { "left": "issue:10311", "right": "issue:8742", "accept": false, - "reason": "Dreambooth import error vs removal of LoRAAttnProcessor2_0 API; one is an import problem, the other an API deprecation break." + "reason": "DreamBooth import error in train script is unrelated to a removed LoRAAttnProcessor2_0 class compatibility break." }, { "left": "issue:7661", "right": "issue:7974", "accept": false, - "reason": "AnimateDiff pipeline with IP-Adapter-loaded UNet vs inpaint with IP Adapter; same broad area, but different pipeline behavior and not a single fix." + "reason": "Both involve IP-Adapter, but one is about enabling animate diff pipeline construction and the other is an inpaint bug; different failures." }, { "left": "issue:8537", "right": "issue:9224", "accept": false, - "reason": "SD3 from_single_file hits missing torch.float8_e4m3fn vs hardcoded torch.float64 unsupported on MPS; different dtype issues on different devices." + "reason": "Different dtype/platform incompatibilities: torch.float8_e4m3fn missing vs hardcoded float64 on MPS." }, { "left": "issue:2891", "right": "issue:3381", "accept": false, - "reason": "StableDiffusionUpscalePipeline embed support mismatch vs inpaint batch discoloration/docs issue; not the same bug." + "reason": "Unsupported embeds in StableDiffusionUpscalePipeline docs vs discoloured batch inpainting output are unrelated." }, { "left": "issue:2772", "right": "issue:5128", "accept": false, - "reason": "Local dataset path handling in train_controlnet.py vs loading a local .safetensors with XLPipeline.from_single_file; different input-validation/loading paths." + "reason": "ControlNet local dataset handling and XLPipeline.from_single_file safetensors loading are different problems." }, { "left": "issue:3954", "right": "issue:4753", "accept": false, - "reason": "Learning-rate scheduler step-count bug for multi-gpu examples vs something wrong with train_dreambooth_lora.py; different training script defects." + "reason": "Learning-rate scheduler step count in multi-GPU training is unrelated to a train_dreambooth_lora.py bug." }, { "left": "issue:4353", "right": "issue:5931", "accept": false, - "reason": "Poor SDXL image quality vs non-deterministic StableDiffusionPipeline generation; different symptoms and likely different causes." + "reason": "Poor SDXL image quality is not the same as StableDiffusionPipeline non-determinism." }, { "left": "issue:11659", "right": "issue:13311", "accept": false, - "reason": "Generic LoRA load issue vs Flux2Transformer2DModel reporting no LoRA keys; both are load-related, but the model classes and failure mechanisms differ." + "reason": "General LoRA load issue and a specific Flux2Transformer2DModel prefix/key mismatch are not the same bug." }, { "left": "issue:2213", "right": "issue:898", "accept": false, - "reason": "TPU v4-8 distributed hang vs TPU bfloat16 scalar-type exception; same device family, but not the same bug." + "reason": "TPU hang with no distributed environment is unrelated to unsupported BFloat16 on TPU." }, { "left": "issue:4354", "right": "issue:7946", "accept": false, - "reason": "from_single_file returning wrong pipeline type vs custom_pipeline not being cached; different pipeline-construction/caching problems." + "reason": "Wrong pipeline type from from_single_file is unrelated to custom_pipeline caching." }, { "left": "issue:7922", "right": "issue:8495", "accept": false, - "reason": "Missing ORTStableDiffusionXLPipeline export vs SD3 tokenizer enum deserialization error; unrelated load failures." + "reason": "Missing ORTStableDiffusionXLPipeline attribute and SD3 tokenizer enum parse failure are unrelated load errors." }, { "left": "issue:1082", "right": "issue:3584", "accept": false, - "reason": "CUDA CUBLAS execution failure during DreamBooth training vs DreamBooth tutorial failure; one is a runtime GPU crash, the other a tutorial/documentation/training setup issue." + "reason": "DreamBooth CUDA execution failure is not the same as a failed DreamBooth tutorial; too broad and symptom-level only." }, { "left": "issue:1161", "right": "issue:692", "accept": false, - "reason": "Flax-to-PyTorch conversion bug vs general request for a fine-tuning example; not duplicates." + "reason": "Converting Flax to PyTorch is unrelated to asking for a fine-tuning example." }, { "left": "issue:2614", "right": "issue:4314", "accept": false, - "reason": "Changing pretrained-model download directory vs write-protected files after interrupted download; related to downloads, but distinct problems." + "reason": "Changing pretrained-model download directory and interrupted-download write protection are separate file/download behaviors." + }, + { + "left": "issue:3019", + "right": "issue:5205", + "accept": false, + "reason": "Segment-anything text-guided editing request and Repaint+ControlNet+LoRA request are different feature asks." + }, + { + "left": "issue:3113", + "right": "issue:6616", + "accept": false, + "reason": "Training-free layout control with cross-attention guidance and classifier-guidance implementation are distinct guidance methods." } ] }, @@ -67914,7 +67972,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10204", "issue:10800", @@ -67929,17 +67987,18 @@ "issue:13067", "issue:1367", "issue:2669", + "issue:2763", "issue:2799", "issue:2905", - "issue:3019", "issue:3045", - "issue:3113", "issue:3174", + "issue:3218", "issue:3233", "issue:3699", "issue:3728", "issue:3960", "issue:4578", + "issue:487", "issue:5009", "issue:5026", "issue:5205", @@ -67950,13 +68009,13 @@ "issue:590", "issue:6112", "issue:6232", - "issue:6616", "issue:7185", "issue:725", "issue:7370", "issue:7389", "issue:7600", "issue:7841", + "issue:801", "issue:8759", "issue:917", "issue:938", @@ -67965,8 +68024,6 @@ "issue:9953" ], "soft_pairs": [ - "issue:3019|issue:5205", - "issue:3113|issue:6616", "issue:3699|issue:5763", "issue:3728|issue:7370", "issue:4578|issue:6112", @@ -67988,186 +68045,188 @@ "issue:10800|issue:8759", "issue:3045|issue:3233", "issue:12501|issue:9953", - "issue:12334|issue:9946" + "issue:12334|issue:9946", + "issue:2763|issue:3218", + "issue:487|issue:801" ], - "prepared_review_unit_hash": "b7cd4bf377182090dd3d22887e6e2ca9b1e8c57e4e2cf2a662aa8b7556e85da9", + "prepared_review_unit_hash": "b404da7f0fc0f6fa8aeb5e402901ebebf10b636576c3cad077e735e24118b85c", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33051, - "estimated_input_tokens": 8263, - "estimated_eval_tokens": 16782 + "serialized_chars": 33687, + "estimated_input_tokens": 8422, + "estimated_eval_tokens": 17100 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate pairs are only loosely related by subsystem or vague symptom wording and should be rejected; two pairs look like true duplicates around the same concrete bug/functionality.", - "confidence": 0.74, - "canonical_issue_reason": "issue:11885 is the clearest anchor for the FLUX LoRA-loading bug: it names the failing code path (`load_lora_weights`) and has the most detailed report among the closely related pair.", + "summary": "The set is mostly heterogeneous. Only the two xformers-memory-efficient-attention issues look like the same underlying bug; the rest are different models, features, or unrelated error types.", + "confidence": 0.83, + "canonical_issue_reason": "issue:12334 is the clearer, more descriptive report of the xformers memory-efficient attention bug, so it is the better canonical issue than the shorthand duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:11885 is the strongest global issue candidate because it is specific, technical, and likely to subsume the related FluxControl loading report; it is more useful as a duplicate target than the broader or more generic issues here.", + "best_issue_reason": "issue:12334 is the best representative issue for the only convincing duplicate pair in this cluster; its title is explicit and user-facing.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:3019", - "right": "issue:5205", - "accept": false, - "reason": "Both are image-editing/control features, but they describe different capabilities and not the same underlying bug." - }, - { - "left": "issue:3113", - "right": "issue:6616", - "accept": false, - "reason": "Both mention guidance/control, but one is a layout-control feature request and the other is classifier guidance implementation; not the same change." - }, { "left": "issue:3699", "right": "issue:5763", "accept": false, - "reason": "CUDA runtime import failure and safetensors save behavior are unrelated bugs." + "reason": "Different failures: CUDA/runtime install error vs. safetensors save behavior." }, { "left": "issue:3728", "right": "issue:7370", "accept": false, - "reason": "A new pipeline request and STDiT support request are different model/pipeline additions, not duplicates." + "reason": "Different requests for different pipelines/models; no shared bug." }, { "left": "issue:4578", "right": "issue:6112", "accept": false, - "reason": "Documentation/VAE mention versus noisy SDXL-Turbo output are unrelated issues." + "reason": "Doc/VAE usage issue vs. image quality problem in SDXL-turbo." }, { "left": "issue:5205", "right": "issue:938", "accept": false, - "reason": "Text-guided repaint/controlnet and human motion diffusion are different applications and code paths." + "reason": "Different domains and bugs: Stable Diffusion inpainting/ControlNet vs. text-to-motion model." }, { "left": "issue:5334", "right": "issue:7600", "accept": false, - "reason": "Both concern training loops, but one is a general multi-model Accelerate API request and the other is a DreamBooth-specific accumulate bug." + "reason": "Related training infrastructure, but not the same concrete bug path." }, { "left": "issue:2799", "right": "issue:917", "accept": false, - "reason": "Checkpoint/pipeline mismatch and ONNX inpainting failure are distinct problems." + "reason": "Checkpoint/pipeline mismatch error is unrelated to ONNX inpainting failure." }, { "left": "issue:11651", "right": "issue:11885", - "accept": true, - "reason": "Both report FLUX LoRA loading failures around the same `load_lora_weights` path; they look like the same underlying bug." + "accept": false, + "reason": "Both involve FLUX LoRA loading, but one is specific to FluxControl and the other is a broader load_lora_weights bug; not enough to treat as the same bug." }, { "left": "issue:3174", "right": "issue:3960", "accept": false, - "reason": "LoRA loading regression and Lora header-too-large error are different symptoms and likely different causes." + "reason": "Different LoRA loading/model-loading issues; one is a feature regression, the other a header-size error." }, { "left": "issue:5578", "right": "issue:7841", "accept": false, - "reason": "Missing `model_index.json` and red-dot image quality issues are unrelated." + "reason": "Missing model_index.json error is unrelated to the SDXL red-dot image quality report." }, { "left": "issue:5710", "right": "issue:6232", "accept": false, - "reason": "Two scheduler bugs, but in different scheduler classes and with different failure modes." + "reason": "Same scheduler class, but different bugs in initialization vs. add_noise behavior." }, { "left": "issue:11569", "right": "issue:13067", "accept": false, - "reason": "Both are feature requests for model support, but for different models and not the same change." + "reason": "Feature request for a repo vs. support request for a different model; not duplicates." }, { "left": "issue:1367", "right": "issue:590", "accept": false, - "reason": "Scheduler config saving and Karras noise formula typo are separate scheduler issues." + "reason": "Custom trained_betas config save bug is unrelated to Karras noise formula typo." }, { "left": "issue:5009", "right": "issue:7389", "accept": false, - "reason": "Wuerstchen error and SDXL single-file loading error are different pipelines and failures." + "reason": "Wuerstchen error and SDXL from_single_file error are different pipeline issues." }, { "left": "issue:5026", "right": "issue:7185", "accept": false, - "reason": "A KeyError in model loading is not the same as a pytorch version support question." + "reason": "KeyError on text_encoder is unrelated to pytorch version support." }, { "left": "issue:1207", "right": "issue:2669", "accept": false, - "reason": "CUDA symbol resolution failure and a `NoneType.replace` error are unrelated." + "reason": "Both are AttributeError reports, but they point to different root causes and code paths." }, { "left": "issue:10204", "right": "issue:12175", "accept": false, - "reason": "Both discuss poor output quality, but they target different models and do not point to the same bug." + "reason": "Different models and symptoms: FluxFill multi-iteration degradation vs. Qwen Image quality." }, { "left": "issue:11489", "right": "issue:9858", "accept": false, - "reason": "Flux LoRA training error and `KeyError: 'train'` are different training failures." + "reason": "Flux LoRA training error vs. KeyError: 'train' are not the same bug." }, { "left": "issue:2905", "right": "issue:725", "accept": false, - "reason": "Karras sigmas support and device-map/accelerate loading are separate feature requests." + "reason": "Scheduler feature request vs. pipeline device-map/accelerate loading feature; unrelated." }, { "left": "issue:10800", "right": "issue:8759", "accept": false, - "reason": "Quantization/offload type mismatch and SD3 image cast warning are distinct issues." + "reason": "Quantization/offload type mismatch vs. invalid uint8 cast warning in image processing." }, { "left": "issue:3045", "right": "issue:3233", "accept": false, - "reason": "Converting LoRA to diffusers and converting trained LoRA to safetensors are opposite workflows, not duplicates." + "reason": "Opposite directions of LoRA conversion; not the same change or bug." }, { "left": "issue:12501", "right": "issue:9953", "accept": false, - "reason": "Graph break in VAE decoding and moving quantized components to CUDA are different code paths." + "reason": "Torch graph break in VAE decoder vs. quantized component CUDA move error." }, { "left": "issue:12334", "right": "issue:9946", "accept": true, - "reason": "Both are the same xFormers memory-efficient attention bug reported with nearly identical wording." + "reason": "Both report the same xformers memory-efficient attention bug; one is the generic bug report and the other is the same feature entry." + }, + { + "left": "issue:2763", + "right": "issue:3218", + "accept": false, + "reason": "Both touch ControlNet/torch.compile performance, but the failures are different (VRAM usage vs. graph breaks)." + }, + { + "left": "issue:487", + "right": "issue:801", + "accept": false, + "reason": "M1 CPU incompatibility is unrelated to attention slicing not being respected." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analyst stayed conservative on the non-duplicate pairs and the two accepted pairs are well grounded in the packet: 11651/11885 are both FLUX LoRA-loading reports centered on load_lora_weights, and 12334/9946 are near-identical xFormers attention bug reports. No soft-edge verdict appears overstated." + "feedback": "The summary is well grounded in the packet and the soft-edge calls are conservative overall. The only accepted pair, issue:12334 vs issue:9946, is plausibly the same xformers memory-efficient attention bug, and the rest are reasonably treated as non-duplicates based on the titles. No overclaiming stands out." }, "evaluator_used": true, "retried": false, @@ -68186,7 +68245,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:1033", "issue:10869", @@ -68199,9 +68258,7 @@ "issue:1925", "issue:2392", "issue:2495", - "issue:2763", "issue:2908", - "issue:3218", "issue:3451", "issue:3461", "issue:3583", @@ -68213,9 +68270,11 @@ "issue:4264", "issue:4305", "issue:4349", - "issue:487", + "issue:4480", "issue:5108", + "issue:5368", "issue:5371", + "issue:5557", "issue:6242", "issue:6392", "issue:6393", @@ -68223,9 +68282,9 @@ "issue:7197", "issue:7199", "issue:7333", + "issue:7438", "issue:7509", "issue:7574", - "issue:801", "issue:8274", "issue:8410", "issue:8485", @@ -68238,8 +68297,6 @@ "issue:9895" ], "soft_pairs": [ - "issue:2763|issue:3218", - "issue:487|issue:801", "issue:11307|issue:11436", "issue:2495|issue:4349", "issue:3583|issue:5371", @@ -68261,180 +68318,182 @@ "issue:12752|issue:13430", "issue:3974|issue:8410", "issue:4086|issue:5108", - "issue:7197|issue:7574" + "issue:7197|issue:7574", + "issue:4480|issue:7438", + "issue:5368|issue:5557" ], - "prepared_review_unit_hash": "4120f351e86d79387a1015b509a256befd170d99cb8e71e4e54df97aff57e7dc", + "prepared_review_unit_hash": "23fde56d912e80f32c99fbf8a41ae3d71e08a72a539ac6930532bc3c01d27a06", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33951, - "estimated_input_tokens": 8488, - "estimated_eval_tokens": 17232 + "serialized_chars": 33969, + "estimated_input_tokens": 8493, + "estimated_eval_tokens": 17242 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of loosely related diffusion-model issues and feature requests, not true duplicates. A few pairs share a subsystem or model family, but the concrete bug/change differs, so I would reject all soft edges.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 10869 is the clearest, most general runtime bug report in the set: it describes a broadly applicable tensor/device failure with concrete error text and downstream references.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated runtime errors, feature requests, training issues, and research-paper pipeline proposals. None of the soft pairs look like the same underlying bug or change, so there is no defensible duplicate merge point.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 10869 is the best representative issue because its failure mode is generic and well-scoped, making it more suitable as a cluster anchor than the highly model- or script-specific reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:2763", - "right": "issue:3218", - "accept": false, - "reason": "Same broad ControlNet area, but one is VRAM growth under cudnn benchmark while the other is torch.compile graph breaks; different bugs and fixes." - }, - { - "left": "issue:487", - "right": "issue:801", - "accept": false, - "reason": "Both concern Stable Diffusion image generation on constrained hardware, but M1 CPU failure and attention slicing behavior are unrelated concrete issues." - }, { "left": "issue:11307", "right": "issue:11436", "accept": false, - "reason": "Same HiDream model family, but block-level group offloading problems and dtype mismatch during inference are distinct code-path failures." + "reason": "Same project area, but one is block-level offloading and the other is a dtype mismatch; different root causes." }, { "left": "issue:2495", "right": "issue:4349", "accept": false, - "reason": "Both are pipeline failures, but MPS black-image output and missing text_encoder with prompt_embeds are different root causes." + "reason": "Both mention upscale pipelines, but black-image-on-MPS and missing-text-encoder with prompt_embeds are distinct failures." }, { "left": "issue:3583", "right": "issue:5371", "accept": false, - "reason": "Both are feature requests for pipeline support, but they target different additions: Mixture of Diffusers vs BLIP inpainting." + "reason": "One is Mixture of Diffusers support, the other BLIP inpainting support; different features." }, { "left": "issue:4069", "right": "issue:4263", "accept": false, - "reason": "Both involve unloading adapters, but textual inversion unloading and LoRA unloading are separate mechanisms and likely separate fixes." + "reason": "Textual inversion unloading and LoRA unloading are different adapter lifecycles and bugs." }, { "left": "issue:4213", "right": "issue:6393", "accept": false, - "reason": "Both mention from_single_file, but one is missing accelerate support and the other is private HF download/auth failure." + "reason": "Both involve from_single_file, but one is an accelerate dependency issue and the other is private-link download failure." }, { "left": "issue:4264", "right": "issue:8708", "accept": false, - "reason": "SDXL example images missing and SD3 dreambooth shift_factor config are unrelated documentation/training issues." + "reason": "Missing example images and missing SD3 VAE config fields are unrelated." }, { "left": "issue:6242", "right": "issue:9792", "accept": false, - "reason": "Dataset logging request and cache-mapping failure are not the same bug." + "reason": "A request for dataset logs is not the same as a dataset caching/mapping error." }, { "left": "issue:6392", "right": "issue:6790", "accept": false, - "reason": "Custom LoRA loading and an unexpected state_dict key in LCM training are different failure modes in different workflows." + "reason": "Custom LoRA loading failure and an LCM training state_dict mismatch are different code paths." }, { "left": "issue:7333", "right": "issue:7509", "accept": false, - "reason": "Different research pipelines: image-to-video generation vs real-image inversion; no shared bug." + "reason": "Different research pipelines/papers; no concrete shared bug." }, { "left": "issue:8485", "right": "issue:9101", "accept": false, - "reason": "Both are SD3-related feature requests, but support for SD3 LoRA and an InstructPix2Pix training script are distinct changes." + "reason": "SD3 LoRA support and SD3 InstructPix2Pix training are separate feature requests." }, { "left": "issue:3451", "right": "issue:3461", "accept": false, - "reason": "Both discuss training performance/memory, but one is fp16 memory regression in a text-to-image script and the other is broader Dreambooth slowdown/VRAM usage." + "reason": "Both are performance/memory complaints, but they concern different scripts and symptoms." }, { "left": "issue:1802", "right": "issue:967", "accept": false, - "reason": "Unet encoder_hidden_states handling and ONNX scheduler compatibility are unrelated API issues." + "reason": "UNet encoder_hidden_states handling and ONNX scheduler compatibility are unrelated bugs." }, { "left": "issue:1925", "right": "issue:2908", "accept": false, - "reason": "Both mention mixed precision, but one is half-precision inpainting failure and the other is array-shape plus mixed-precision errors in a ControlNet training script." + "reason": "Stable Diffusion 2 inpainting fp16 issues and ControlNet training shape/mixed-precision errors are different problems." }, { "left": "issue:1033", "right": "issue:2392", "accept": false, - "reason": "Stable_diffusion_mega IndexError and prompt_embeds with img2img ValueError are different pipeline bugs." + "reason": "Stable-diffusion-mega IndexError and img2img prompt_embeds validation are separate pipeline bugs." }, { "left": "issue:7199", "right": "issue:8274", "accept": false, - "reason": "Different generation methods and use cases; no shared underlying defect." + "reason": "These are different research pipelines with no shared implementation bug." }, { "left": "issue:1284", "right": "issue:4305", "accept": false, - "reason": "Batch-size performance scaling and torch.compile graph breaks are unrelated concerns." + "reason": "Batch-size slowdown and torch.compile graph breaks are not the same issue." }, { "left": "issue:10869", "right": "issue:9895", "accept": false, - "reason": "Both are tensor/device placement problems, but meta-tensor item() failure and FluxPipeline cross-device mismatch are distinct errors." + "reason": "Meta-tensor .item() failure and FluxPipeline CPU/CUDA device mismatch are distinct runtime errors." }, { "left": "issue:8535", "right": "issue:8539", "accept": false, - "reason": "Both are SD3-related, but one requests xformers attention support and the other reports cross-attention setting issues in the transformer." + "reason": "Both are SD3-related, but xformers attention enablement and cross-attention setting failures are different bugs." }, { "left": "issue:12752", "right": "issue:13430", "accept": false, - "reason": "Both are image-editing pipeline requests, but Z-Image img2img/inpainting support and JoyAI-Image-Edit support are separate models/features." + "reason": "Z-Image pipeline support and JoyAI-Image-Edit support are different model requests." }, { "left": "issue:3974", "right": "issue:8410", "accept": false, - "reason": "ControlNet safetensors loading and native TextDiffuser pipeline support are unrelated." + "reason": "ControlNetInpaint safetensors support and native TextDiffuser support are unrelated feature requests." }, { "left": "issue:4086", "right": "issue:5108", "accept": false, - "reason": "Both involve SDXL training, but one is ControlNet training failure and the other is MultiAdapter inference exceptions; different concrete paths." + "reason": "SDXL ControlNet training failure and T2I Multiadapter XL exceptions are different model-path issues." }, { "left": "issue:7197", "right": "issue:7574", "accept": false, - "reason": "Both are KeyError reports during training, but they reference different missing keys and likely different checkpoint/model mismatches." + "reason": "Both are KeyErrors, but they refer to different missing keys in different training/loading scenarios." + }, + { + "left": "issue:4480", + "right": "issue:7438", + "accept": false, + "reason": "MPS fp16 kernel crash and XPU generation stall are different backend-specific failures." + }, + { + "left": "issue:5368", + "right": "issue:5557", + "accept": false, + "reason": "Mixed-precision dtype mismatch and unexpected use_reentrant argument are unrelated errors." } ] }, @@ -68456,8 +68515,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ + "issue:10470", "issue:10658", "issue:10767", "issue:10967", @@ -68485,30 +68545,28 @@ "issue:3418", "issue:3454", "issue:3698", - "issue:4480", "issue:460", "issue:5043", "issue:5062", "issue:5368", "issue:5395", - "issue:5557", "issue:5997", "issue:6250", "issue:6321", "issue:6858", "issue:6879", "issue:6958", - "issue:7438", "issue:8744", "issue:8837", + "issue:8880", "issue:905", "issue:9138", "issue:9227", + "issue:9291", + "issue:9361", "issue:9558" ], "soft_pairs": [ - "issue:4480|issue:7438", - "issue:5368|issue:5557", "issue:5997|issue:8744", "issue:12501|issue:12610", "issue:2370|issue:2780", @@ -68531,186 +68589,188 @@ "issue:3418|issue:5043", "issue:3698|issue:905", "issue:6858|issue:9138", - "issue:12157|issue:12645" + "issue:12157|issue:12645", + "issue:9291|issue:9361", + "issue:10470|issue:8880" ], - "prepared_review_unit_hash": "72e9c69d022d33ec6727788ee45d6a05fe751e45161bb4f352dea224cebb77f8", + "prepared_review_unit_hash": "76ec59708c47ecea42fd6ff8bd6a3032ccb717d512c2d617d29c949d90daeda2", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 33425, - "estimated_input_tokens": 8357, - "estimated_eval_tokens": 16970 + "serialized_chars": 33933, + "estimated_input_tokens": 8484, + "estimated_eval_tokens": 17224 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose mix of unrelated Diffusers/ONNX/training issues; none of the soft pairs look like true duplicates or mergeable PR-equivalents. The best canonical anchor, if one must be chosen, is the checkpoint write-error report (#2662), but the overall cluster is not semantically cohesive.", - "confidence": 0.86, - "canonical_issue_reason": "#2662 is the cleanest, most general version of the checkpoint-saving write-error report and is the best duplicate anchor among the items.", + "summary": "The set is heterogeneous: most items are distinct bugs or feature requests across unrelated areas (training scripts, VAE/checkpointing, Flux/LoRA, ONNX, docs). None of the soft pairs appears to be the same underlying issue/change.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#6858 is the strongest standalone issue: detailed repro, concrete runtime error, active discussion, and still open for follow-up.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:4480", - "right": "issue:7438", - "accept": false, - "reason": "MPS float16 kernel crash vs XPU generation stall; different device/runtime failures." - }, - { - "left": "issue:5368", - "right": "issue:5557", - "accept": false, - "reason": "Mixed-precision dtype mismatch vs unexpected kwarg error; unrelated code paths." - }, { "left": "issue:5997", "right": "issue:8744", "accept": false, - "reason": "SDXL tutorial model-type error vs feature request for single-file training support." + "reason": "Both involve model/tooling setup, but one is an SDXL tutorial error and the other is about loading single-file models for training; different failures and code paths." }, { "left": "issue:12501", "right": "issue:12610", "accept": false, - "reason": "Graph break in VAE decoder vs device mismatch from quanto + group offload." + "reason": "Graph-break behavior in VAE decoder is unrelated to a device-mismatch error caused by Quanto + group offload." }, { "left": "issue:2370", "right": "issue:2780", "accept": false, - "reason": "GPU memory/capacity question vs FP16 gradient unscale runtime error." + "reason": "General LoRA/GPU-capacity question vs. a specific FP16 unscale runtime error; not the same bug." }, { "left": "issue:2783", "right": "issue:3698", "accept": false, - "reason": "New pipeline request vs model conversion request; not the same bug." + "reason": "An img2img/inpainting controlnet feature request and converting an inpainting model to diffusers are related topic-wise, but not the same concrete change." }, { "left": "issue:2646", "right": "issue:6250", "accept": false, - "reason": "Tiled VAE index failure vs SDXL VAE single-file KeyError; distinct failures." + "reason": "Both mention VAE, but one is a tiled-VAE IndexError and the other is an SDXL single-file loading KeyError; different root causes." }, { "left": "issue:10767", "right": "issue:10967", "accept": false, - "reason": "Different model integration requests, only broadly about adding models to diffusers." + "reason": "Different model integrations (FlashVideo vs LaVie/Cinemo); not the same feature or bug." }, { "left": "issue:2616", "right": "issue:2843", "accept": false, - "reason": "Checkpoint save traceback vs multi-GPU checkpoint feature request." + "reason": "A save_attn_procs NoneType error is unrelated to multi-GPU checkpoint saving." }, { "left": "issue:3379", "right": "issue:6321", "accept": false, - "reason": "Intermediate checkpoint loading issue vs CLIP model detection problem." + "reason": "Intermediate checkpoint loading in Dreambooth is unrelated to CLIP detection during model loading." }, { "left": "issue:5368", "right": "issue:6879", "accept": false, - "reason": "Both involve dtype mismatches, but different symptoms and code paths." + "reason": "Both are dtype-related, but one is an attention Q/K/V mismatch under mixed precision and the other is a Custom Diffusion matmul dtype mismatch; too different to merge." }, { "left": "issue:11307", "right": "issue:9227", "accept": false, - "reason": "Group offloading bug in HiDream vs FLUX DreamBooth LoRA training issue." + "reason": "HiDream block-level group offloading and FLUX Dreambooth training are different code paths and errors." }, { "left": "issue:2644", "right": "issue:3454", "accept": false, - "reason": "Hardware feasibility question vs latest-version compatibility bug." + "reason": "Training on two 12GB GPUs vs. a script failing on latest versions are not the same issue." }, { "left": "issue:5395", "right": "issue:8837", "accept": false, - "reason": "LoRA merging problem vs sliced-attention processor bug; unrelated." + "reason": "Combining LoRAs with PEFT and a SlicedAttnProcessor bug are unrelated." }, { "left": "issue:10658", "right": "issue:11687", "accept": false, - "reason": "API feature request vs documentation addition; not the same change." + "reason": "Adding provider_options to InferenceSession is unrelated to a docs request for pruna." }, { "left": "issue:11437", "right": "issue:9558", "accept": false, - "reason": "Missing training outputs vs black validation image in TensorBoard." + "reason": "Missing outputs during training and a black validation image in TensorBoard are different symptoms and likely different causes." }, { "left": "issue:1407", "right": "issue:460", "accept": false, - "reason": "ONNX pipeline feature-extractor regression vs runtime installation requirement." + "reason": "Both are ONNX-related, but one is an SD 2.0 pipeline feature_extractor error and the other is a CUDA/CPU onnxruntime requirement issue." }, { "left": "issue:1704", "right": "issue:5062", "accept": false, - "reason": "General attention-block question vs a typo fix." + "reason": "A general question about attention blocks is not the same as a processor typo fix." }, { "left": "issue:2661", "right": "issue:3279", "accept": false, - "reason": "Checkpoint write error vs resume-from-checkpoint error; related area but different bug." + "reason": "Checkpoint write failures are distinct from resume-from-checkpoint errors." }, { "left": "issue:2662", "right": "issue:3279", "accept": false, - "reason": "Checkpoint saving write error vs resume checkpoint failure; not the same issue." + "reason": "A generic checkpoint write error is not the same as checkpoint resume failure." }, { "left": "issue:3406", "right": "issue:6958", "accept": false, - "reason": "Attention-class behavior question vs motion model config bug." + "reason": "Different attention configuration issues in different modules; no clear shared concrete bug." }, { "left": "issue:3418", "right": "issue:5043", "accept": false, - "reason": "Adding text-encoder support vs adding Wurstchen LoRA finetuning." + "reason": "Adding text-encoder support to a LoRA script and adding LoRA finetuning for Wurstchen are separate feature requests." }, { "left": "issue:3698", "right": "issue:905", "accept": false, - "reason": "Inpainting model conversion vs community pipeline request; different scope." + "reason": "An inpainting model conversion request is not the same as asking for an img2img/inpainting pipeline." }, { "left": "issue:6858", "right": "issue:9138", "accept": false, - "reason": "ControlNet training convert() error vs generic type-comparison TypeError." + "reason": "ControlNet image conversion error vs. a generic int/string comparison TypeError; unrelated." }, { "left": "issue:12157", "right": "issue:12645", "accept": false, - "reason": "Quantization-config iterable error vs inference speed comparison; not a duplicate bug." + "reason": "Training-time quantization config iteration error is unrelated to inference speed complaints." + }, + { + "left": "issue:9291", + "right": "issue:9361", + "accept": false, + "reason": "Both are FLUX/LoRA-related, but one is key compatibility for Kohya-ss weights and the other is LoRA having no visible effect at inference; related area, not clearly the same bug." + }, + { + "left": "issue:10470", + "right": "issue:8880", + "accept": false, + "reason": "Flux torchao inference failing and a broad inference-speed regression are different problems." } ] }, @@ -68732,11 +68792,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10003", "issue:10194", - "issue:10470", "issue:10520", "issue:1064", "issue:10869", @@ -68747,6 +68806,7 @@ "issue:2052", "issue:2068", "issue:2310", + "issue:2392", "issue:2661", "issue:2662", "issue:2772", @@ -68763,10 +68823,13 @@ "issue:4975", "issue:5000", "issue:5062", + "issue:5325", "issue:5395", "issue:5824", "issue:5884", + "issue:6176", "issue:7136", + "issue:7300", "issue:756", "issue:7695", "issue:7735", @@ -68776,16 +68839,11 @@ "issue:8594", "issue:8644", "issue:8850", - "issue:8880", "issue:9109", "issue:929", - "issue:9291", - "issue:9361", "issue:9599" ], "soft_pairs": [ - "issue:9291|issue:9361", - "issue:10470|issue:8880", "issue:4229|issue:8594", "issue:11144|issue:9109", "issue:3350|issue:4727", @@ -68808,186 +68866,188 @@ "issue:2772|issue:2786", "issue:10003|issue:12656", "issue:5000|issue:5395", - "issue:5824|issue:7735" + "issue:5824|issue:7735", + "issue:2392|issue:5325", + "issue:6176|issue:7300" ], - "prepared_review_unit_hash": "8ffdfdeb84dfe0f086186e74113b8980d736a1abf8cb1ed7a31696048da8f73a", + "prepared_review_unit_hash": "3e230292c804964b72406866f7e1c0823ada2192536f45b22a1c8330e144d7be", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 33991, - "estimated_input_tokens": 8498, - "estimated_eval_tokens": 17252 + "serialized_chars": 34080, + "estimated_input_tokens": 8520, + "estimated_eval_tokens": 17296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a noisy mix of unrelated bug reports; the only mild thematic concentration is around Flux/LoRA inference issues, but none of the soft pairs look like true duplicates or mergeable change requests.", - "confidence": 0.18, - "canonical_issue_reason": "issue:9361 is the clearest, user-facing Flux/LoRA inference bug in the set and is the best representative of the small Flux-related subgroup.", + "summary": "This cluster is mostly a false-positive mix of unrelated bug reports and feature requests across different pipelines, models, and error modes. No pair looks like the same underlying issue, so there is no strong duplicate canonical beyond a reference anchor.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 11144 is the most detailed open report, so it is the best anchor if one must be chosen, but it does not actually subsume the rest of this heterogeneous cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:9361 is specific, reproducible, and actionable, making it the strongest standalone issue anchor among the Flux/LoRA reports.", + "best_issue_reason": "Issue 11144 is the most substantive and specific open issue in the set, making it the most useful reference point despite not being a true duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:9291", - "right": "issue:9361", - "accept": false, - "reason": "Both are Flux LoRA problems, but one is key compatibility and the other is no-effect inference; related theme, not the same bug." - }, - { - "left": "issue:10470", - "right": "issue:8880", - "accept": false, - "reason": "Different problems: torchao inference failure vs. a version-related speed regression." - }, { "left": "issue:4229", "right": "issue:8594", "accept": false, - "reason": "Both are training-script errors, but they hit different scripts and different code paths." + "reason": "Different failure modes and code paths: multi-GPU accelerated training error vs UnboundLocalError in a specific DreamBooth LoRA script." }, { "left": "issue:11144", "right": "issue:9109", "accept": false, - "reason": "Completely unrelated: Flax dtype initialization vs. torchvision nms missing." + "reason": "Unrelated problems: Flax dtype initialization vs missing torchvision::nms operator." }, { "left": "issue:3350", "right": "issue:4727", "accept": false, - "reason": "No shared underlying bug; animov errors and local_files_only auto-pipeline behavior are unrelated." + "reason": "Animov-512x error report vs auto-pipeline local_files_only mirror handling; not the same bug." }, { "left": "issue:10520", "right": "issue:10869", "accept": false, - "reason": "Both involve runtime tensor/device issues, but one is a CUDA/CPU device mismatch and the other is a meta-tensor .item() failure." + "reason": "Both are runtime errors, but one is cuda/cpu device mismatch and the other is meta-tensor .item() misuse; distinct causes." }, { "left": "issue:2310", "right": "issue:3112", "accept": false, - "reason": "Both mention inpainting, but they describe different features and failures." + "reason": "LDM inpainting/LaMA cleaner issue vs a multi-ControlNet inpainting feature request; different scope." }, { "left": "issue:8469", "right": "issue:8850", "accept": false, - "reason": "Corrupt faces in an IP-Adapter model is unrelated to community pipeline mirror breakage." + "reason": "Corrupt IP-Adapter face outputs vs broken community pipeline mirrors; unrelated." }, { "left": "issue:1543", "right": "issue:775", "accept": false, - "reason": "fp16/revision loading and fp16 without autocast are different issues with different failure modes." + "reason": "Both mention fp16, but one is a revision/loading problem and the other is autocast/half-precision behavior; not the same defect." }, { "left": "issue:1064", "right": "issue:3951", "accept": false, - "reason": "Scheduler add_noise error and UniDiffuser NaNs are not the same code-path problem." + "reason": "Scheduler add_noise error vs UniDiffuser NaNs; different components and symptoms." }, { "left": "issue:2786", "right": "issue:3348", "accept": false, - "reason": "Different subsystems: depth2img numpy/transformers compatibility vs. LoRA scale behavior under xformers." + "reason": "NumPy input compatibility bug vs LoRA scale support with xformers; unrelated changes." }, { "left": "issue:2068", "right": "issue:4975", "accept": false, - "reason": "One is a functional dtype-conversion bug; the other is a performance issue about repeated dtype queries." + "reason": "Model dtype conversion correctness bug vs LoRA loading inefficiency; same theme but different problem." }, { "left": "issue:2052", "right": "issue:2661", "accept": false, - "reason": "Checkpoint resume and checkpoint write failures are different training workflow problems." + "reason": "Checkpoint resume failure vs checkpoint save write error; different directions of the workflow." }, { "left": "issue:2052", "right": "issue:2662", "accept": false, - "reason": "Resume-from-checkpoint is not the same as generic checkpoint write errors." + "reason": "Resume-from-checkpoint bug vs checkpoint write error; not the same underlying issue." }, { "left": "issue:10194", "right": "issue:9599", "accept": false, - "reason": "Full Flux attention masking support is unrelated to asking for a LoRA-only finetune example." + "reason": "Flux attention masking feature request vs FLUX LoRA-only finetune example request; separate requests." }, { "left": "issue:3984", "right": "issue:756", "accept": false, - "reason": "These are unrelated API errors with different triggers." + "reason": "Class labels validation error vs a deprecation-tuple error; different validation paths." }, { "left": "issue:4403", "right": "issue:7695", "accept": false, - "reason": "Half-precision kernel support and ignored ip_adapter_masks are different bugs." + "reason": "Half-precision LayerNorm kernel missing vs ip_adapter_masks being ignored; different code paths." }, { "left": "issue:4841", "right": "issue:7773", "accept": false, - "reason": "ControlNet image sizing and Stable Video Diffusion batch-size behavior are not the same defect." + "reason": "ControlNet image-size issue vs Stable Video Diffusion batch-size bug; not the same bug." }, { "left": "issue:5062", "right": "issue:929", "accept": false, - "reason": "A typo in attention code is unrelated to a duplicate square-root calculation question." + "reason": "Attention typo fix vs an attention math question; no shared defect." }, { "left": "issue:5884", "right": "issue:7136", "accept": false, - "reason": "IP-Adapter support expansion and callback_on_step_end for LDM3D are separate feature requests." + "reason": "IP-Adapter support across many pipelines vs callback_on_step_end for LDM3D; separate feature work." }, { "left": "issue:11104", "right": "issue:8644", "accept": false, - "reason": "Both mention offload/meta-tensor-style failures, but they affect different models and different loading paths." + "reason": "Both involve offload/meta tensors, but they affect different models and failure points." }, { "left": "issue:2772", "right": "issue:2786", "accept": false, - "reason": "Different training/inference bugs with no shared concrete failure mode." + "reason": "Local dataset handling in train_controlnet.py vs NumPy input compatibility in a pipeline; unrelated." }, { "left": "issue:10003", "right": "issue:12656", "accept": false, - "reason": "Scheduler behavior at 1000 steps and AuraFlow positional embedding OOB are unrelated." + "reason": "Scheduler bug at 1000 inference steps vs AuraFlow positional embedding OOB; completely different issues." }, { "left": "issue:5000", "right": "issue:5395", "accept": false, - "reason": "Both involve LoRAs, but one is fuse/unfuse regression and the other is combining Civitai LoRAs with PEFT." + "reason": "Broken LoRA unfusing vs combining civitai LoRAs with PEFT; related area but not the same concrete bug." }, { "left": "issue:5824", "right": "issue:7735", "accept": false, - "reason": "SDXL add_time_ids default behavior is unrelated to a dataset caption-column error." + "reason": "SDXL add_time_ids default dimension bug vs missing caption column in training data; unrelated." + }, + { + "left": "issue:2392", + "right": "issue:5325", + "accept": false, + "reason": "Img2img prompt_embeds prompt validation error vs packaging type information distribution; no overlap." + }, + { + "left": "issue:6176", + "right": "issue:7300", + "accept": false, + "reason": "DreamBooth LoRA load error vs high GPU memory after set_default_attn_processor(); different symptoms and code paths." } ] }, @@ -69006,23 +69066,24 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10025", + "issue:10303", "issue:10412", "issue:10675", "issue:1076", "issue:11135", "issue:11148", + "issue:1305", "issue:1398", "issue:1524", "issue:1642", "issue:1734", "issue:1866", - "issue:2392", "issue:2984", "issue:3089", "issue:319", @@ -69039,19 +69100,18 @@ "issue:4557", "issue:4665", "issue:4753", + "issue:5046", "issue:5054", - "issue:5325", "issue:5510", "issue:5798", "issue:6079", - "issue:6176", "issue:6452", "issue:6486", "issue:660", "issue:6783", "issue:6967", - "issue:7300", "issue:7370", + "issue:7460", "issue:760", "issue:8414", "issue:8534", @@ -69060,8 +69120,6 @@ "issue:9460" ], "soft_pairs": [ - "issue:2392|issue:5325", - "issue:6176|issue:7300", "issue:11135|issue:8414", "issue:1642|issue:3089", "issue:1866|issue:337", @@ -69083,180 +69141,182 @@ "issue:3418|issue:6452", "issue:3748|issue:660", "issue:3788|issue:7370", - "issue:4438|issue:5054" + "issue:4438|issue:5054", + "issue:10303|issue:7460", + "issue:1305|issue:5046" ], - "prepared_review_unit_hash": "3f63d124dcab0ac3526b8ccc2d0bb9c8752502828c20fcc97724e6b020b6332a", + "prepared_review_unit_hash": "f7d3c77aa49e8595a29c5e6ca546e683f054dee5e5232a27f8cb400df9720879", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33427, - "estimated_input_tokens": 8357, - "estimated_eval_tokens": 16970 + "serialized_chars": 33388, + "estimated_input_tokens": 8347, + "estimated_eval_tokens": 16950 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are not a single duplicate cluster; they span unrelated bugs and feature requests across Flux, SDXL, DreamBooth, ControlNet, schedulers, PEFT, and new-model/pipeline proposals. All soft matches are title-similarity only and should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits: the issues cover multiple unrelated code paths and product areas, so there is no true duplicate set to collapse into one issue.", + "summary": "This cluster is a loose mix of unrelated bug reports, feature requests, and model-support requests across different pipelines, schedulers, and training scripts. None of the suggested soft pairs look like the same underlying issue/change, so all should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": "issue:11148 is the most concrete, well-scoped bug report in the set, with a specific failing behavior and clear reproduction context.", "canonical_pr_reason": null, - "best_issue_reason": "None of the issues is a good global representative because the cluster is heterogeneous; if forced, the most specific recent issue should not be used as a stand-in for the rest.", + "best_issue_reason": "issue:11148 is a strong representative issue because it names the exact PEFT adapter state bug and its downstream impact on enable/disable adapters.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:2392", - "right": "issue:5325", - "accept": false, - "reason": "Different problems: an img2img `prompt_embeds` validation error vs. packaging type information distribution." - }, - { - "left": "issue:6176", - "right": "issue:7300", - "accept": false, - "reason": "Both involve LoRA/training-adjacent symptoms, but one is a post-training LoRA load issue and the other is high GPU memory after changing attention processors; different code paths." - }, { "left": "issue:11135", "right": "issue:8414", "accept": false, - "reason": "Both are new-model/pipeline proposals, but they target different modalities and architectures: diffusion transformer caching vs. text-to-audio consistency distillation." + "reason": "Different requests for different model/pipeline additions: SmoothCache for diffusion transformers vs ConsistencyTTA text-to-audio model support." }, { "left": "issue:1642", "right": "issue:3089", "accept": false, - "reason": "Both are scheduler-related, but one is a missing `forward` implementation in ScoreSdeVeScheduler and the other is a ddpm scheduler bug; not the same defect." + "reason": "Both are scheduler bugs, but they concern different schedulers and different failure modes; not the same concrete code path." }, { "left": "issue:1866", "right": "issue:337", "accept": false, - "reason": "Img2img scheduler strength behavior is unrelated to img2img/text-guided inpainting functionality." + "reason": "Both touch img2img/inpainting behavior, but one is a DPMSolver strength bug and the other is a broader old inpainting issue." }, { "left": "issue:4086", "right": "issue:444", "accept": false, - "reason": "ControlNet training on SDXL base is unrelated to an IndexError for certain inference-step counts." + "reason": "Unrelated: SDXL ControlNet training failure vs a num_inference_steps indexing error." }, { "left": "issue:4213", "right": "issue:6783", "accept": false, - "reason": "`from_single_file()` requiring accelerate and PixArt-XL-2 bad generations are different failures in different pipelines." + "reason": "Different problems in different areas: SD-XL single-file loading without accelerate vs corrupted PixArt-XL generations." }, { "left": "issue:1398", "right": "issue:760", "accept": false, - "reason": "Both mention MPS, but one is SD2 on Apple Silicon and the other is unexpected SD1.5 output on MPS with an old diffusers version; not the same bug." + "reason": "Both mention MPS, but they target different model generations and different symptoms; too broad to treat as one bug." }, { "left": "issue:1524", "right": "issue:4753", "accept": false, - "reason": "Poor textual inversion quality and a vague train_dreambooth_lora.py failure are different training issues with different failure modes." + "reason": "Different training scripts and different failure reports; no clear shared underlying defect." }, { "left": "issue:4337", "right": "issue:4665", "accept": false, - "reason": "`torch.compile` failing in a community ControlNetReference is unrelated to Windows safetensors/bin-file selection behavior." + "reason": "Completely different subsystems: torch.compile/ControlNet vs Windows safetensors file selection." }, { "left": "issue:4557", "right": "issue:9106", "accept": false, - "reason": "These are both AttributeError-style reports, but they reference different objects and different model paths; no evidence of the same bug." + "reason": "Both are attribute errors, but they point to different objects and contexts with no evidence of the same root cause." }, { "left": "issue:5510", "right": "issue:6079", "accept": false, - "reason": "Both are dtype mismatch errors, but they occur in different pipelines and involve different layers/configurations." + "reason": "Both are dtype mismatch errors, but they occur in different pipelines and code paths; not enough to merge." }, { "left": "issue:6486", "right": "issue:8534", "accept": false, - "reason": "DreamBooth embedding retraction being applied twice is unrelated to SD3 dreambooth logit-normal weighting." + "reason": "Different DreamBooth training bugs: double embedding retraction vs wrong logit-normal weighting." }, { "left": "issue:10412", "right": "issue:6967", "accept": false, - "reason": "One is SD3.5 DreamBooth VRAM usage, the other is an SDXL prior-preservation shape mismatch; different resource and tensor-shape problems." + "reason": "One is a VRAM usage complaint, the other is a shape-mismatch training failure; not the same issue." }, { "left": "issue:5798", "right": "issue:9166", "accept": false, - "reason": "Unexpected callback argument in ControlNet pipeline is unrelated to `image_processor.apply_overlay` behavior." + "reason": "ControlNet callback keyword handling and image overlay behavior are unrelated." }, { "left": "issue:1734", "right": "issue:3284", "accept": false, - "reason": "Both mention DreamBooth/accelerate, but one is multi-GPU training slowness and the other is a train script failure; not the same underlying issue." + "reason": "Both involve DreamBooth/accelerate, but one reports severe slowdown while the other is a training failure; different bugs." }, { "left": "issue:10025", "right": "issue:10675", "accept": false, - "reason": "Flux attention-mask support and Flux scheduler `max_shift` configuration are separate Flux features/bugs." + "reason": "Both mention Flux, but one is about attention masking and the other about scheduler max_shift configuration." }, { "left": "issue:1076", "right": "issue:319", "accept": false, - "reason": "Stable Diffusion v1-5 discussion and VQ-Diffusion are unrelated model topics." + "reason": "Different generations and different topics: stable-diffusion-v1-5 vs VQ-Diffusion." }, { "left": "issue:11148", "right": "issue:9460", "accept": false, - "reason": "PEFT adapter loading state is unrelated to allowing a list of SD3 ControlNet models in the pipeline." + "reason": "PEFT adapter state handling and SD3 ControlNet model-list support are separate features/bugs with no shared code-path." }, { "left": "issue:2984", "right": "issue:7370", "accept": false, - "reason": "A latent video diffusion model request is unrelated to OpenSora STDiT support." + "reason": "Both are model-support requests, but they concern different research models and different modalities." }, { "left": "issue:3418", "right": "issue:6452", "accept": false, - "reason": "Adding text-encoder handling in a LoRA training script is unrelated to adding `masked_image_latents` to ControlNet inpaint." + "reason": "Different feature requests in different pipelines: text-encoder LoRA training vs masked_image_latents input for ControlNet inpaint." }, { "left": "issue:3748", "right": "issue:660", "accept": false, - "reason": "LoRA QK dtype mismatch from safetensors is unrelated to running fp16 on MPS." + "reason": "Both involve dtype/device issues, but one is a LoRA safetensor loading mismatch and the other is an MPS fp16 runtime question." }, { "left": "issue:3788", "right": "issue:7370", "accept": false, - "reason": "UniControl pipeline request and OpenSora STDiT support are different new-pipeline/model proposals." + "reason": "Separate pipeline/model support proposals for different architectures; not the same underlying change." }, { "left": "issue:4438", "right": "issue:5054", "accept": false, - "reason": "An SDXL pipeline error and missing `final_offload_hook` are different runtime failures with no shared concrete code path." + "reason": "Both are SDXL errors, but one is a generic pipeline error and the other is a missing final_offload_hook attribute; no clear duplication." + }, + { + "left": "issue:10303", + "right": "issue:7460", + "accept": false, + "reason": "Different bugs in different components: attention permutation vs AdaLayerNorm behavior." + }, + { + "left": "issue:1305", + "right": "issue:5046", + "accept": false, + "reason": "Both reference diffusion-editing papers, but they are distinct methods and support requests." } ] }, @@ -69275,20 +69335,20 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10054", - "issue:10303", "issue:10659", "issue:10674", "issue:1106", "issue:11398", + "issue:11627", "issue:11642", "issue:12299", - "issue:1305", + "issue:12895", "issue:1310", "issue:1405", "issue:1805", @@ -69309,17 +69369,17 @@ "issue:462", "issue:4868", "issue:4933", - "issue:5046", "issue:5570", + "issue:5607", "issue:5743", "issue:5897", "issue:6008", "issue:6584", "issue:6809", "issue:7276", - "issue:7460", "issue:7492", "issue:7497", + "issue:7686", "issue:801", "issue:9164", "issue:9358", @@ -69329,8 +69389,6 @@ "issue:9974" ], "soft_pairs": [ - "issue:10303|issue:7460", - "issue:1305|issue:5046", "issue:1805|issue:3043", "issue:3391|issue:4868", "issue:5570|issue:6008", @@ -69352,190 +69410,189 @@ "issue:2068|issue:3861", "issue:1405|issue:801", "issue:5897|issue:7492", - "issue:4219|issue:6584" + "issue:4219|issue:6584", + "issue:11627|issue:12895", + "issue:5607|issue:7686" ], - "prepared_review_unit_hash": "eaeb18a6c5fc137cfc218785e7aa0f2a4ed0d04b88b2981122327984653ee218", + "prepared_review_unit_hash": "eb7bad0fe32357c63d9601dcd33ace44c555a19be4b8b5da7a2ee482dc177cde", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33221, - "estimated_input_tokens": 8306, - "estimated_eval_tokens": 16868 + "serialized_chars": 33384, + "estimated_input_tokens": 8346, + "estimated_eval_tokens": 16948 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab bag of unrelated bugs/features. I only see one plausible duplicate pair around `enable_attention_slicing()` regressions; the rest target different models, pipelines, or failure modes.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 1405 is the broadest and earliest report of the attention-slicing regression, so it is the best umbrella representative for the one plausible duplicate pair.", + "summary": "This cluster is a set of mostly unrelated issues that only look similar at the title/wording level. None of the soft pairs appear to describe the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "1405 best captures the shared code-path problem (`enable_attention_slicing()` not being honored) and is the most general reproduction among the issues here.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:10303", - "right": "issue:7460", - "accept": false, - "reason": "Different components and failures: attention tensor permutation in `head_to_batch_dim` vs AdaLayerNorm behavior." - }, - { - "left": "issue:1305", - "right": "issue:5046", - "accept": false, - "reason": "Both are image-editing related, but they describe different methods/proposals (`Direct Inversion` vs `DragonDiffusion`) rather than the same bug or change." - }, { "left": "issue:1805", "right": "issue:3043", "accept": false, - "reason": "Unrelated requests: a scalable diffusion pipeline vs adding ODISE." + "reason": "Different feature requests: scalable diffusion pipeline vs ODISE integration; no shared bug or code path." }, { "left": "issue:3391", "right": "issue:4868", "accept": false, - "reason": "Different failure modes and areas: overexposure in DeepFloyd SR vs an `__getattr__` AttributeError." + "reason": "Unrelated problems: DeepFloyd super-resolution overexposure vs a superclass __getattr__ AttributeError." }, { "left": "issue:5570", "right": "issue:6008", "accept": false, - "reason": "Unrelated package/API issues: missing `compute_snr` vs IP-Adapter/LCM-LoRA inference failure." + "reason": "Different failures in different areas: missing compute_snr package symbol vs IP-Adapter/LCM LoRA regression." }, { "left": "issue:10054", "right": "issue:9974", "accept": false, - "reason": "Different scheduler/config problems: wrong `torch.linspace` parameters in EulerDiscreteScheduler vs SD3 controlnet expected-parameter handling." + "reason": "Unrelated scheduler test bug vs ControlNet SD3 parameter support request." }, { "left": "issue:1310", "right": "issue:1990", "accept": false, - "reason": "Both are pipeline ideas, but they are distinct proposals for different workflows and do not describe the same change." + "reason": "Stable Diffusion/K-Diffusion behavior bug vs a pipeline proposal; not the same issue." }, { "left": "issue:2331", "right": "issue:3043", "accept": false, - "reason": "Both mention pipelines, but one is ControlNet support and the other is ODISE; these are separate feature requests." + "reason": "ControlNet pipeline request vs ODISE support request; same broad domain but different changes." }, { "left": "issue:3113", "right": "issue:7497", "accept": false, - "reason": "Different research/feature requests with different goals and code paths." + "reason": "Layout control via cross-attention guidance vs fine-grained subject attribute control; distinct proposals." }, { "left": "issue:12299", "right": "issue:9443", "accept": false, - "reason": "Distinct SD3 issues: tensor mismatch with negative prompt embeddings vs tokenizer slow/fast instantiation." + "reason": "Both concern SD3, but one is a tensor mismatch with negative prompt embeddings and the other is tokenizer instantiation; different bugs." }, { "left": "issue:4542", "right": "issue:6809", "accept": false, - "reason": "Different bugs: SDXL img2img multi-image generation vs LoRA adapter loading under PEFT." + "reason": "SDXL img2img multi-image generation bug vs LoRA adapter loading under PEFT; unrelated code paths." }, { "left": "issue:7276", "right": "issue:9548", "accept": false, - "reason": "Different Dreambooth/Flux problems with different symptoms; not the same underlying bug." + "reason": "Dreambooth network/model download error vs Flux Dreambooth LoRA training issue; not the same failure." }, { "left": "issue:4933", "right": "issue:954", "accept": false, - "reason": "Completely different areas: missing model artifact after training vs login/load failure." + "reason": "Dreambooth checkpoint export problem vs a generic login/loading issue; no concrete overlap." }, { "left": "issue:9164", "right": "issue:9358", "accept": false, - "reason": "Both involve Flux Dreambooth LoRA, but one is convergence on a sample prompt and the other is redundant text-encoder reinitialization; not clearly the same bug." + "reason": "Both involve Flux Dreambooth LoRA, but one is convergence/training behavior and the other is redundant text encoder reinitialization; different bugs." }, { "left": "issue:1106", "right": "issue:2459", "accept": false, - "reason": "Different code paths: PNDM repeatedly calling UNet vs xFormers attention in a training script." + "reason": "Both mention repeated attention/model usage, but one is PNDM inference behavior and the other is xFormers in a training script; not the same bug." }, { "left": "issue:2532", "right": "issue:2579", "accept": false, - "reason": "Panorama `get_views` bug and a possible xFormers issue are unrelated." + "reason": "Panorama pipeline get_views bug vs a vague xFormers bug/misuse report; insufficient concrete overlap." }, { "left": "issue:389", "right": "issue:462", "accept": false, - "reason": "README example breakage is not the same as the Apple MPS img2img regression." + "reason": "README example breakage vs Apple MPS img2img regression; different contexts and code paths." }, { "left": "issue:4551", "right": "issue:5743", "accept": false, - "reason": "Different training failures: DreamBooth crash on SDXL base vs latent consistency distillation stuck at 0%." + "reason": "DreamBooth SDXL crash vs latent consistency distillation training stuck at 0%; unrelated training failures." }, { "left": "issue:10659", "right": "issue:10674", "accept": false, - "reason": "Different models and symptoms: poor ConsisID output vs FluxPipeline/GGUF incompatibility." + "reason": "Both are user-facing generation problems, but ConsisID output quality and FluxPipeline GGUF support are different pipelines and bugs." }, { "left": "issue:11398", "right": "issue:11642", "accept": false, - "reason": "Both are Flux-related, but one is missing config/set_default_attn_processor support and the other is `prompt_embeds_scale` having no effect; separate issues." + "reason": "Different Flux bugs: missing config/attn processor support vs prompt_embeds_scale having no effect." }, { "left": "issue:2068", "right": "issue:3861", "accept": false, - "reason": "`from_pretrained` dtype conversion behavior is unrelated to the `Pipeline.from_pretrained` naming/question." + "reason": "Same API area, but one is dtype conversion in from_pretrained and the other is a typo/alternate from_pretrained naming question." }, { "left": "issue:1405", "right": "issue:801", - "accept": true, - "reason": "Both report the same underlying regression: `enable_attention_slicing()` is not being respected in pipeline inference, with one broader report and one that calls out inpainting/img2img specifically." + "accept": false, + "reason": "Both involve attention slicing, but one is main-branch breakage and the other is inpainting/img2img not honoring it; not clearly the same defect." }, { "left": "issue:5897", "right": "issue:7492", "accept": false, - "reason": "LoRA device-mismatch training error and a Hugging Face repository-not-found error are unrelated." + "reason": "Device-mismatch LoRA training error vs a missing Hugging Face repository URL; unrelated root causes." }, { "left": "issue:4219", "right": "issue:6584", "accept": false, - "reason": "Both concern conversion tooling, but they are different checkpoint/model cases and do not clearly indicate the same bug or change." + "reason": "ControlNet checkpoint conversion support vs DreamShaper inpaint model conversion; related area but different requests." + }, + { + "left": "issue:11627", + "right": "issue:12895", + "accept": false, + "reason": "Both SD3-related, but one is an IP-Adapter integration issue and the other is a num_images_per_prompt crash with batched prompts; different bugs." + }, + { + "left": "issue:5607", + "right": "issue:7686", + "accept": false, + "reason": "Tensor size mismatch during runtime vs a UNet constructor ValueError about cross_attention_dim; not the same problem." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge pairs. The only accepted duplicate, issue:1405 vs issue:801, is well supported by the titles and the summary does not overclaim beyond that. The other pairwise rejections are plausible and appropriately cautious." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -69547,10 +69604,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10010", "issue:10112", @@ -69560,11 +69617,9 @@ "issue:10897", "issue:1106", "issue:11220", - "issue:11627", "issue:1188", "issue:12071", "issue:12149", - "issue:12895", "issue:1298", "issue:13034", "issue:1675", @@ -69585,24 +69640,24 @@ "issue:4042", "issue:4052", "issue:4069", + "issue:4125", "issue:4303", "issue:4542", "issue:477", "issue:5374", "issue:5405", - "issue:5607", "issue:6113", + "issue:6157", + "issue:6288", "issue:6793", "issue:7428", "issue:7562", - "issue:7686", "issue:8236", "issue:8801", + "issue:9092", "issue:9822" ], "soft_pairs": [ - "issue:11627|issue:12895", - "issue:5607|issue:7686", "issue:10382|issue:6793", "issue:2695|issue:2712", "issue:3958|issue:7562", @@ -69624,180 +69679,182 @@ "issue:2856|issue:6113", "issue:3112|issue:4042", "issue:3565|issue:8236", - "issue:4052|issue:5405" + "issue:4052|issue:5405", + "issue:4125|issue:6288", + "issue:6157|issue:9092" ], - "prepared_review_unit_hash": "7b4f5ef4b06c7779bbb31c1cd229db1e4a9c6f9e93e1c8f0116504caf3c3ecd0", + "prepared_review_unit_hash": "3b4ccf2ac8cb4077293cf85c3ff6b9d81a73a1b2bc94693627b2367af8d0d5f7", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33314, - "estimated_input_tokens": 8329, - "estimated_eval_tokens": 16914 + "serialized_chars": 33123, + "estimated_input_tokens": 8281, + "estimated_eval_tokens": 16818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated diffusers issues spanning model support requests, training bugs, pipeline regressions, docs, and scheduler/config problems. The proposed soft pairs are mostly superficial title similarity and do not describe the same underlying defect or change.", + "summary": "No duplicate or mergeable issue/PR pair is supported here; the soft-similarity pairs mostly share a subsystem keyword but describe different bugs, feature requests, or docs/training questions.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:11627", - "right": "issue:12895", - "accept": false, - "reason": "Both mention StableDiffusion3Pipeline, but one is a specific InstantX IP-Adapter support request and the other is a num_images_per_prompt batched-prompt crash; different bugs/changes." - }, - { - "left": "issue:5607", - "right": "issue:7686", - "accept": false, - "reason": "Both are runtime errors, but the first is a tensor shape mismatch in a pipeline and the second is a UNet config/cross-attention initialization error; unrelated code paths." - }, { "left": "issue:10382", "right": "issue:6793", "accept": false, - "reason": "One reports VAE forward return-type AttributeError, the other is a Hydra serialization problem; not the same issue." + "reason": "VAE forward return-type AttributeError is unrelated to Hydra config serialization failure." }, { "left": "issue:2695", "right": "issue:2712", "accept": false, - "reason": "ControlNet validation/tensorboard behavior and missing norm_num_groups config are different training/configuration problems." + "reason": "Both concern training/configuration, but one is a TensorBoard validation failure and the other is a missing config field; different root causes." }, { "left": "issue:3958", "right": "issue:7562", "accept": false, - "reason": "Both involve offload and adapters, but one is LoRA with enable_model_cpu_offload and the other is multicontrolnet offload failure; not the same concrete bug." + "reason": "Both mention CPU offload, but one is about LoRA loading and the other is a multicontrolnet failure in SDXL img2img." }, { "left": "issue:10010", "right": "issue:9822", "accept": false, - "reason": "FLUX Fill model_index.json 404 vs loading SDXL LoRAs into Flux are unrelated compatibility/model-loading issues." + "reason": "A missing FLUX Fill model_index.json for an example is not the same problem as loading SDXL LoRAs into Flux." }, { "left": "issue:10112", "right": "issue:7428", "accept": false, - "reason": "The first is an unclear diffusers discussion issue, while the second is a request to support layer diffusion; no shared defect." + "reason": "Detail-Daemon issue is unrelated to a feature request for layer diffusion support." }, { "left": "issue:10752", "right": "issue:13034", "accept": false, - "reason": "FP16 gradient unscale failure and WanPipeline height/width handling are different bugs." + "reason": "FP16 gradient unscale bug is unrelated to WanPipeline height/width handling." }, { "left": "issue:10855", "right": "issue:12071", "accept": false, - "reason": "Gradient accumulation causing optimizer.step every step is unrelated to Flux Kontext transformer forward behavior changes." + "reason": "Gradient accumulation causing optimizer.step() every step is unrelated to a FLUX transformer forward-behavior change." }, { "left": "issue:10897", "right": "issue:8801", "accept": false, - "reason": "Both are feature requests for different models (SkyReels-A1 vs Kolors); not duplicates." + "reason": "Two separate model support requests with different targets; not the same bug or change." }, { "left": "issue:1106", "right": "issue:2163", "accept": false, - "reason": "PNDM repeatedly calling UNet and a dtype mismatch during text-to-image training are separate problems." + "reason": "Repeated UNet calls in PNDM is a scheduler behavior issue, not the dtype mismatch seen in text-to-image training." }, { "left": "issue:11220", "right": "issue:12149", "accept": false, - "reason": "Broken docs page and pip/source version mismatch are distinct release/documentation issues." + "reason": "Broken documentation page and pip/source version mismatch are different issues." }, { "left": "issue:1188", "right": "issue:2800", "accept": false, - "reason": "CLIPSeg x Stable Diffusion pipeline request and DiffEdit pipeline request are different additions." + "reason": "A pipeline feature request for CLIPSeg x Stable Diffusion is distinct from DiffEdit image-editing support." }, { "left": "issue:1298", "right": "issue:4542", "accept": false, - "reason": "Both concern img2img pipelines, but one is a regression in Stable Diffusion img2img and the other is SDXL img2img output count limitation; different failures." + "reason": "Broken SD img2img after a change is not the same as SDXL Img2Img producing only one image." }, { "left": "issue:1675", "right": "issue:5374", "accept": false, - "reason": "Model conversion state-dict error and unexpected checkpoint_path argument are unrelated conversion/API issues." + "reason": "Model conversion state-dict errors do not match an unexpected checkpoint_path argument error." }, { "left": "issue:176", "right": "issue:4069", "accept": false, - "reason": "Glide pipeline missing and unloading a textual inversion checkpoint are not the same bug." + "reason": "Missing Glide pipeline and unloading a textual inversion checkpoint are unrelated concerns." }, { "left": "issue:1949", "right": "issue:4303", "accept": false, - "reason": "DreamBooth tutorial training errors and FlaxStableDiffusionPipeline loading SDXL are different subsystems and failures." + "reason": "Dreambooth tutorial training errors are not the same as a Flax pipeline crash loading SDXL." }, { "left": "issue:2153", "right": "issue:477", "accept": false, - "reason": "GPU float16 compatibility and a PNDM off-by-one scheduler error are unrelated." + "reason": "Float16 incompatibility on GTX 1660 is unrelated to the PNDM off-by-one scheduler bug." }, { "left": "issue:2377", "right": "issue:338", "accept": false, - "reason": "Both ask for tests, but for different components (EMAModel vs LMS Discrete); not duplicates." + "reason": "EMAModel test coverage request and LMS Discrete test request are different test additions." }, { "left": "issue:2377", "right": "issue:339", "accept": false, - "reason": "Same as above: different test targets, no shared underlying bug/change." + "reason": "EMAModel tests and Karras VE tests are separate test tasks." }, { "left": "issue:2856", "right": "issue:6113", "accept": false, - "reason": "Model conversion failure and how to use a control-model repo in diffusers are distinct user problems." + "reason": "Converting an SD model to diffusers is not the same as using sd_control_collection models in diffusers." }, { "left": "issue:3112", "right": "issue:4042", "accept": false, - "reason": "Both touch ControlNet composition, but one requests multi-ControlNet inpainting and the other asks how to combine reference-only with inpainting and depth; related area, not the same change." + "reason": "Multi-ControlNet inpainting is not the same as combining reference-only, inpainting, and depth control." }, { "left": "issue:3565", "right": "issue:8236", "accept": false, - "reason": "OOM in text-to-image training and wrong LR scheduler step count on multi-GPU are different training issues." + "reason": "CUDA OOM during text-to-image training is unrelated to the multi-GPU step-count scheduler bug." }, { "left": "issue:4052", "right": "issue:5405", "accept": false, - "reason": "Missing from_single_file API and sdxl.from_single_file not overwriting weights are different bugs." + "reason": "Missing from_single_file attribute and SDXL weights not overwriting are different single-file loading problems." + }, + { + "left": "issue:4125", + "right": "issue:6288", + "accept": false, + "reason": "A loss-curve question during LoRA fine-tuning is not the same as an overly small default learning rate issue." + }, + { + "left": "issue:6157", + "right": "issue:9092", + "accept": false, + "reason": "IP-Adapter not working in ControlNet img2img is unrelated to a missing model_index.json in FluxPipeline." } ] }, @@ -69816,10 +69873,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10767", "issue:1109", @@ -69844,35 +69901,33 @@ "issue:351", "issue:3566", "issue:3767", - "issue:4125", "issue:4134", "issue:4376", "issue:4414", "issue:460", "issue:4880", "issue:5372", + "issue:5414", "issue:5761", "issue:5798", + "issue:5857", "issue:6068", "issue:6090", "issue:6091", - "issue:6157", - "issue:6288", "issue:6463", + "issue:6548", "issue:7428", "issue:7619", "issue:7802", "issue:7872", + "issue:7895", "issue:8589", "issue:8708", "issue:8837", - "issue:9092", "issue:9551", "issue:9895" ], "soft_pairs": [ - "issue:4125|issue:6288", - "issue:6157|issue:9092", "issue:6463|issue:8708", "issue:7428|issue:7802", "issue:8589|issue:8837", @@ -69895,196 +69950,195 @@ "issue:10767|issue:9551", "issue:1811|issue:3064", "issue:2769|issue:351", - "issue:4414|issue:6091" + "issue:4414|issue:6091", + "issue:5414|issue:7895", + "issue:5857|issue:6548" ], - "prepared_review_unit_hash": "988ab67530a5032173ad2bac14be7735e4c21350b3f59907b597d3bf5257357f", + "prepared_review_unit_hash": "f3f1fa8e8ac28431b9f6bba5149f6f6f72e61345c0027dce7bf0f9739b37b06b", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 34295, - "estimated_input_tokens": 8574, - "estimated_eval_tokens": 17404 + "serialized_chars": 34367, + "estimated_input_tokens": 8592, + "estimated_eval_tokens": 17440 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Diffusers issues with only a couple of plausible duplicate pairs. The strongest duplicate is the checkpoint write-error pair (2661/2662); a second likely duplicate is the DreamBooth channel-mismatch pair (6090/7619).", - "confidence": 0.91, - "canonical_issue_reason": "No single cluster-wide canonical issue fits well because the items span many unrelated bugs and feature requests; among the clear duplicates, issue 2662 is the broader representative for the checkpoint write-error bug.", + "summary": "This cluster is mostly unrelated issue reports spanning different Diffusers subsystems. The only clear duplicate-like pair is the two checkpoint write-error reports (#2661/#2662); the broader/general one is the best canonical issue candidate.", + "confidence": 0.83, + "canonical_issue_reason": "Issue #2662 has the broader title, more discussion, and appears to describe the same checkpoint-saving write error as #2661, making it the best canonical issue in this set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 2662 is the best issue representative because it uses the broadest wording for the checkpoint save/write-error problem and is the cleanest anchor for deduping its pair.", + "best_issue_reason": "#2662 is the most suitable global issue representative because it is the more general and more active version of the duplicate checkpoint-saving write-error report.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:4125", - "right": "issue:6288", - "accept": false, - "reason": "Both are LoRA-training questions, but one is about loss curves and the other about default learning rate; not the same bug/change." - }, - { - "left": "issue:6157", - "right": "issue:9092", - "accept": false, - "reason": "ControlNet/IP-Adapter behavior vs a missing model_index.json error are different problems." - }, { "left": "issue:6463", "right": "issue:8708", "accept": false, - "reason": "Unrelated topics: missing audio_diffusion pipeline vs SD3 dreambooth VAE shift_factor." + "reason": "Different topics: missing audio_diffusion pipeline vs missing SD3 VAE shift_factor in DreamBooth examples." }, { "left": "issue:7428", "right": "issue:7802", "accept": false, - "reason": "Feature request for layer diffusion support is unrelated to an OLSS scheduler request." + "reason": "One is a feature/support request for layer diffusion; the other is a scheduler support request. Not the same change." }, { "left": "issue:8589", "right": "issue:8837", "accept": false, - "reason": "DreamBooth prior-preservation bug and SlicedAttnProcessor bug are different code paths." + "reason": "Different bugs in different areas: DreamBooth prior preservation vs SlicedAttnProcessor behavior." }, { "left": "issue:2661", "right": "issue:3296", "accept": false, - "reason": "Both mention checkpointing, but 3296 is a DreamBooth text_encoder save/load issue, not the same write-error bug as 2661." + "reason": "Both involve checkpoint-related workflows, but one is a write error and the other is DreamBooth save/load with text_encoder; not the same concrete bug." }, { "left": "issue:2662", "right": "issue:3296", "accept": false, - "reason": "Checkpoint write error vs DreamBooth text_encoder checkpoint save/load failure are distinct failures." + "reason": "Same as above: checkpoint write error versus DreamBooth checkpoint save/load failure are related but distinct." }, { "left": "issue:3428", "right": "issue:3566", "accept": false, - "reason": "Different pipelines and symptoms; this is not the same underlying bug." + "reason": "Both mention unexpected results in pipelines, but they concern different pipelines and different functionality." }, { "left": "issue:4880", "right": "issue:5798", "accept": false, - "reason": "One is a ControlNet image-argument TypeError, the other is a callback keyword-argument API mismatch." + "reason": "Both are ControlNet pipeline issues, but one is an input-type validation error and the other is an unexpected callback keyword error." }, { "left": "issue:11945", "right": "issue:9895", "accept": false, - "reason": "Nightly PyTorch/CUDA floating-point exception vs FluxPipeline device mismatch are different runtime errors." + "reason": "Different failure modes and environments: floating point exception with nightly PyTorch/CUDA versus FluxPipeline device mismatch." }, { "left": "issue:1109", "right": "issue:460", "accept": false, - "reason": "CPU core utilization and ONNX CUDA/CPU runtime selection are unrelated." + "reason": "CPU utilization issue is unrelated to ONNX runtime backend selection." }, { "left": "issue:4414", "right": "issue:5761", "accept": false, - "reason": "Consistency-model sample request and consistency-decoder cost discussion are not the same issue." + "reason": "A sample request for consistency models is not the same as a complaint about the cost of the consistency decoder." }, { "left": "issue:11410", "right": "issue:7872", "accept": false, - "reason": "A specific attention __call__ unpacking ValueError is unrelated to a version-tag issue." + "reason": "A specific attention_processor unpacking error is not the same as a general version/package report." }, { "left": "issue:1541", "right": "issue:3767", "accept": false, - "reason": "DreamBooth model-type detection failure is unrelated to FrozenDict mutability." + "reason": "DreamBooth MODEL_TYPE loading failure is unrelated to FrozenDict mutability." }, { "left": "issue:11148", "right": "issue:13279", "accept": false, - "reason": "PEFT adapter state handling and AutoencoderRAE loading with older transformers are different bugs." + "reason": "Different PEFT/transformers loading issues with different symptoms and code paths." }, { "left": "issue:3116", "right": "issue:6068", "accept": false, - "reason": "KDPM2DiscreteScheduler image2image noise issue is not the same as SDXL DDIM sample correctness." + "reason": "Both are sampling quality bugs, but they involve different schedulers, pipelines, and failure conditions." }, { "left": "issue:6090", "right": "issue:7619", - "accept": true, - "reason": "Both report the same underlying channel-mismatch problem (8 channels expected, 4 provided) in DreamBooth/related diffusion code." + "accept": false, + "reason": "Both mention channel mismatches, but one is a specific runtime shape error and the other is a DreamBooth training issue; not clearly the same bug." }, { "left": "issue:1195", "right": "issue:1611", "accept": false, - "reason": "fp16 memory-efficient attention and StableDiffusionMegaPipeline regressions are not the same failure." + "reason": "Memory-efficient attention with fp16 weights is unrelated to the StableDiffusionMegaPipeline regression." }, { "left": "issue:1519", "right": "issue:4134", "accept": false, - "reason": "Apple MPS issues in both, but noisy batch outputs and ControlNet tensor-size mismatch are different bugs." + "reason": "Different Apple/MPS problems: noisy batch outputs versus ControlNet tensor-size mismatch." }, { "left": "issue:1323", "right": "issue:1674", "accept": false, - "reason": "Loading Flax models without dtype and DreamBooth scheduling/config loading are unrelated." + "reason": "Flax dtype-loading bug and Dreambooth scheduling/DPMSolver loading issue are different problems." }, { "left": "issue:4376", "right": "issue:5372", "accept": false, - "reason": "Textual inversion crash in SDXL and safety_checker usage questions are different issues." + "reason": "Textual inversion crash in SDXL and safety_checker usage question are unrelated." }, { "left": "issue:10767", "right": "issue:9551", "accept": false, - "reason": "Flux-related community pipeline topics, but not the same concrete bug or change." + "reason": "FlashVideo <> Diffusers and Flux controlnet usage are not the same underlying issue." }, { "left": "issue:1811", "right": "issue:3064", "accept": false, - "reason": "Weight-selection behavior in from_pretrained vs loading a safetensors LoRA are distinct problems." + "reason": "Weight-file selection during from_pretrained is unrelated to loading a safetensors LoRA." }, { "left": "issue:2769", "right": "issue:351", "accept": false, - "reason": "Checkpoint conversion corruption and CUDA loading behavior are unrelated." + "reason": "Model conversion corruption and direct CUDA loading are different issues." }, { "left": "issue:4414", "right": "issue:6091", "accept": false, - "reason": "Consistency-model sampling and consistency-decoder memory-size handling are different concerns." + "reason": "Consistency model sampling request is unrelated to consistency decoder memory size behavior." + }, + { + "left": "issue:5414", + "right": "issue:7895", + "accept": false, + "reason": "Broken PEFT set_adapters(weights) and Flax memory-efficient attention are separate bugs." + }, + { + "left": "issue:5857", + "right": "issue:6548", + "accept": false, + "reason": "LCM LoRA behavior in AnimateDiff SDXL is unrelated to RGBA image handling in prepare_latents." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the cluster is heterogeneous, and 2662 is a reasonable broader representative for the checkpoint write-error duplicate pair. The soft-edge verdicts are mostly conservative, and the accepted 6090/7619 pair is defensible from the titles as a DreamBooth channel-mismatch duplicate." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -70096,10 +70150,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:1037", "issue:10518", @@ -70119,28 +70173,28 @@ "issue:2578", "issue:3222", "issue:3537", + "issue:381", "issue:4014", "issue:4297", + "issue:435", "issue:4478", "issue:4534", "issue:4593", "issue:4932", + "issue:4957", "issue:5008", "issue:5043", + "issue:5064", "issue:5079", - "issue:5414", "issue:562", - "issue:5857", "issue:5968", "issue:6518", - "issue:6548", "issue:6616", "issue:6749", "issue:7210", "issue:7589", "issue:7666", "issue:7757", - "issue:7895", "issue:7972", "issue:8463", "issue:8615", @@ -70150,8 +70204,6 @@ "issue:984" ], "soft_pairs": [ - "issue:5414|issue:7895", - "issue:5857|issue:6548", "issue:4478|issue:7972", "issue:4593|issue:6749", "issue:1037|issue:5043", @@ -70173,180 +70225,182 @@ "issue:3222|issue:4932", "issue:7757|issue:8894", "issue:1064|issue:562", - "issue:2578|issue:984" + "issue:2578|issue:984", + "issue:381|issue:435", + "issue:4957|issue:5064" ], - "prepared_review_unit_hash": "96705845007fa804b8dbda05f86e590393b292c0ca264025814e6ccc07a552c7", + "prepared_review_unit_hash": "b10dabf29000dbf5e81b8f7365383634f1b5a4c04e0b9b8a088b353f1bfbe7aa", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33587, - "estimated_input_tokens": 8397, - "estimated_eval_tokens": 17050 + "serialized_chars": 33601, + "estimated_input_tokens": 8401, + "estimated_eval_tokens": 17058 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are not duplicates of one another; the cluster is a loose lexical-similarity bucket containing unrelated issues across different pipelines, schedulers, training scripts, and environment bugs. All soft edges should be rejected.", - "confidence": 0.98, + "summary": "This cluster does not contain a single duplicate set; the soft pairs are mostly superficial title matches across unrelated bugs, feature requests, and scripts. I would reject all proposed edges.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:12195 is the strongest standalone report: it is concrete, version-specific, and clearly describes a reproducible runtime regression in AutoencoderKL with PyTorch 2.3.1.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:5414", - "right": "issue:7895", - "accept": false, - "reason": "PEFT adapter weighting vs Flax attention are unrelated subsystems and failure modes." - }, - { - "left": "issue:5857", - "right": "issue:6548", - "accept": false, - "reason": "An LCM LoRA quality issue is unrelated to an img2img latent-vs-image RGBA bug." - }, { "left": "issue:4478", "right": "issue:7972", "accept": false, - "reason": "SDXL initialization dtype mismatch is not the same as LEDITS++ type mismatch." + "reason": "Both are SDXL runtime/type-mismatch complaints, but they hit different code paths and different features (from_pretrained bias/input types vs LEDITS++)." }, { "left": "issue:4593", "right": "issue:6749", "accept": false, - "reason": "LoRA rank-loading error is unrelated to an InstantID reproduction issue." + "reason": "LoRA rank-loading failure and an InstantID replication issue are different models and different bugs." }, { "left": "issue:1037", "right": "issue:5043", "accept": false, - "reason": "A community pipeline request is unrelated to a Wurstchen LoRA feature request." + "reason": "A community-pipeline addition request is unrelated to a Wurstchen LoRA finetuning request." }, { "left": "issue:10518", "right": "issue:8671", "accept": false, - "reason": "A broken SD3 Colab script is not the same as redundant code in train_dreambooth_lora_sd3.py." + "reason": "One is a bug in an SD3 LoRA training script; the other is a code-cleanup note in a different SD3 script." }, { "left": "issue:10640", "right": "issue:7210", "accept": false, - "reason": "DataParallel on FluxInpaintPipeline is unrelated to accelerate.load_checkpoint_and_dispatch on SDXL." + "reason": "Both involve multi-GPU/model wrapping, but the failures are different: DataParallel on FluxInpaint vs accelerate dispatch on SDXL." }, { "left": "issue:12149", "right": "issue:12195", "accept": false, - "reason": "Source/package version mismatch is a different problem from the torch.library.custom_op regression." + "reason": "Packaging/source-code mismatch and a torch.custom_op compatibility error are unrelated environment problems." }, { "left": "issue:1344", "right": "issue:1755", "accept": false, - "reason": "Multi-GPU attention support and a non-English generic issue are unrelated." + "reason": "The second item is not a substantive related bug report; there is no shared underlying issue." }, { "left": "issue:3537", "right": "issue:5968", "accept": false, - "reason": "A ControlNet conversion script request is unrelated to an ONNX video conversion script request." + "reason": "These are both conversion utilities, but one is ControlNet conversion and the other is Text2Video/Img2Video ONNX export." }, { "left": "issue:5008", "right": "issue:6616", "accept": false, - "reason": "TryOnDiffusion implementation discussion is unrelated to adding classifier guidance." + "reason": "A TryOnDiffusion implementation proposal is not the same change as a classifier-guidance proposal." }, { "left": "issue:7666", "right": "issue:8786", "accept": false, - "reason": "from_single_file support for a custom pipeline is unrelated to SD3 token-length behavior." + "reason": "Custom pipeline loading from a single file and SD3 token-length behavior are different problems." }, { "left": "issue:4014", "right": "issue:4297", "accept": false, - "reason": "General SDXL watermark artifacts and batched img2img fishnet artifacts are different concrete bugs." + "reason": "Both mention artifacts/watermarks, but one is SDXL watermark pixel artifacts and the other is batched img2img fishnet artifacts; not the same bug." }, { "left": "issue:11208", "right": "issue:7589", "accept": false, - "reason": "MultiControlNet support in SD3 inpainting is unrelated to GLIGEN layout-to-image failure." + "reason": "Unsupported MultiControlNetModel in an SD3 inpainting pipeline is unrelated to GLIGEN layout synthesis failures." }, { "left": "issue:11839", "right": "issue:12995", "accept": false, - "reason": "GGUF input-size loading failure is unrelated to a Cosmos-Predict2.5 pipeline usage question." + "reason": "FluxKontext gguf input-size errors and Cosmos-Predict2.5 video semantics are different issues." }, { "left": "issue:1755", "right": "issue:1990", "accept": false, - "reason": "A generic issue title is unrelated to a depth-to-image variation pipeline proposal." + "reason": "No meaningful overlap; the pair is not the same bug or feature." }, { "left": "issue:2361", "right": "issue:4534", "accept": false, - "reason": "Checkpoint saving crash in a finetuning script is unrelated to SDXL validation on mps." + "reason": "Checkpoint-saving crashes in text-to-image finetuning and a validation crash on MPS are different failure points and scripts." }, { "left": "issue:5079", "right": "issue:8615", "accept": false, - "reason": "LyCORIS loading support and SD3 fuse_lora support are different adapter/model features." + "reason": "Loading LoRA weights and fusing LoRA are distinct features, not the same underlying change." }, { "left": "issue:6518", "right": "issue:8463", "accept": false, - "reason": "LCM distillation NoneType error is unrelated to a tokenizer NoneType error in InstructP2P-SDXL." + "reason": "A NoneType floor-division error in distillation and a NoneType tokenize error in InstructP2P-SDXL are unrelated." }, { "left": "issue:1742", "right": "issue:1974", "accept": false, - "reason": "Inference speed variability for repeated prompts is unrelated to Euler scheduler generator-list handling." + "reason": "Inference speed variability and Euler scheduler generator handling are different bugs." }, { "left": "issue:3222", "right": "issue:4932", "accept": false, - "reason": "Missing custom diffusion weights after training is unrelated to Dreambooth not returning pytorch_model.bin." + "reason": "Both mention missing saved weights, but custom diffusion and Dreambooth are different training flows and artifacts." }, { "left": "issue:7757", "right": "issue:8894", "accept": false, - "reason": "ControlNet SDXL multi-GPU OOM is unrelated to a train_cm_ct_unconditional script error." + "reason": "A multi-GPU OOM in train_controlnet_sdxl is unrelated to an error in train_cm_ct_unconditional.py." }, { "left": "issue:1064", "right": "issue:562", "accept": false, - "reason": "LMSDiscreteScheduler.add_noise error and StableDiffusionInpaintPipeline/LMS incompatibility are related in theme but not clearly the same concrete bug." + "reason": "These are scheduler-related, but one reports add_noise errors while the other reports inpaint incompatibility; not the same concrete bug." }, { "left": "issue:2578", "right": "issue:984", "accept": false, - "reason": "Editable install failure is unrelated to an F.interpolate large-batch interpolation bug." + "reason": "Editable install problems and F.interpolate large-batch failures are unrelated." + }, + { + "left": "issue:381", + "right": "issue:435", + "accept": false, + "reason": "Different notebook errors in different tutorial sections; no shared code-path bug." + }, + { + "left": "issue:4957", + "right": "issue:5064", + "accept": false, + "reason": "Both are disk-space complaints, but they occur in different pipelines and scenarios and do not indicate one underlying bug." } ] }, @@ -70365,17 +70419,20 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10290", "issue:10737", + "issue:10767", + "issue:10860", "issue:10953", "issue:11497", "issue:1161", "issue:1214", + "issue:12221", "issue:12547", "issue:1314", "issue:1875", @@ -70388,17 +70445,13 @@ "issue:3689", "issue:3717", "issue:3767", - "issue:381", "issue:3876", "issue:4210", - "issue:435", "issue:4665", "issue:4701", "issue:4876", - "issue:4957", "issue:4969", "issue:4985", - "issue:5064", "issue:5124", "issue:514", "issue:5162", @@ -70416,11 +70469,10 @@ "issue:7939", "issue:8228", "issue:9089", - "issue:9611" + "issue:9611", + "issue:9810" ], "soft_pairs": [ - "issue:381|issue:435", - "issue:4957|issue:5064", "issue:3279|issue:5124", "issue:5465|issue:9611", "issue:10737|issue:9089", @@ -70442,186 +70494,191 @@ "issue:1875|issue:6164", "issue:3717|issue:4985", "issue:3383|issue:4665", - "issue:10290|issue:10953" + "issue:10290|issue:10953", + "issue:10767|issue:12221", + "issue:10860|issue:9810" ], - "prepared_review_unit_hash": "4082e174959371c7b94cbb5ff009b06c23791ece841ca2d014b229f86af8f44a", + "prepared_review_unit_hash": "601ed74a335bfb023b638e43c12b4fe666d453c4fa9e897e3b7740ae86530550", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33278, - "estimated_input_tokens": 8320, - "estimated_eval_tokens": 16896 + "serialized_chars": 33166, + "estimated_input_tokens": 8292, + "estimated_eval_tokens": 16840 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; it\u2019s a bag of unrelated issues that only share superficial vocabulary around pipelines, training, Flux, ControlNet, and loading. I would reject all soft-edge merges and avoid selecting a canonical issue/PR for the cluster.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The cluster is mostly a set of unrelated issue reports that only share broad model/training/loading themes. The Flux/ControlNet torch.compile pair (10290/10953) is only weakly similar from titles alone, so it should be treated as related-but-uncertain, not a confirmed duplicate.", + "confidence": 0.75, + "canonical_issue_reason": "issue:10290 is the clearest user-facing report of the Flux+ControlNet torch.compile failure; issue:10953 may be a related fix hint, but the packet only provides titles, so duplicate status is not established.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:10290 best represents the cluster because it states the concrete runtime symptom and affected component more directly than the terse transpose/permute note.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:381", - "right": "issue:435", - "accept": false, - "reason": "Different bugs: a notebook section error vs a textual inversion AutoencoderKLOutput attribute error." - }, - { - "left": "issue:4957", - "right": "issue:5064", - "accept": false, - "reason": "Both mention space issues, but one is disk space during ControlNet+inpainting-SDXL and the other is out-of-space using a refiner for inference; different workflows and failure modes." - }, { "left": "issue:3279", "right": "issue:5124", "accept": false, - "reason": "Checkpoint resume failure in Dreambooth LoRA is unrelated to a question about finetuning a .safetensor checkpoint." + "reason": "Both are training/checkpoint topics, but one is checkpoint resume and the other is safetensor fine-tuning; different bugs." }, { "left": "issue:5465", "right": "issue:9611", "accept": false, - "reason": "Different pipelines and symptoms: DiffEdit inpaint_strength limitation vs Flux image batching error." + "reason": "DiffEdit inpaint_strength handling and Flux image batching are unrelated failure modes." }, { "left": "issue:10737", "right": "issue:9089", "accept": false, - "reason": "One is missing image_encoder in FluxPipeline.encode_image; the other is FluxPipeline not found at import time." + "reason": "A missing image_encoder in encode_image and a missing FluxPipeline symbol are different code-path issues." }, { "left": "issue:1161", "right": "issue:5162", "accept": false, - "reason": "Model conversion from Flax to PyTorch is unrelated to a script for converting a folder checkpoint to safetensors." + "reason": "Model conversion from Flax to PyTorch is not the same as converting a checkpoint folder to safetensors." }, { "left": "issue:1314", "right": "issue:4701", "accept": false, - "reason": "Both are CUDA/precision-related, but one is a Windows xformers backward error and the other is AutoencoderKL decoder differentiation at float32." + "reason": "xformers backward on Windows and AutoencoderKL float32 CUDA errors are distinct problems." }, { "left": "issue:2331", "right": "issue:5284", "accept": false, - "reason": "A general ControlNet pipeline request vs ControlNet-LLLite support; same broad area, but not the same change or bug." + "reason": "A general ControlNet pipeline request and ControlNet-LLLite support are different feature requests." }, { "left": "issue:3689", "right": "issue:4876", "accept": false, - "reason": "LoRA unload behavior is unrelated to making LoRA std configurable." + "reason": "Unloading LoRA weights and adding a std argument for LoRA layers are separate requests." }, { "left": "issue:3876", "right": "issue:5558", "accept": false, - "reason": "Both involve ControlNet inpainting, but one is a demo error and the other is artifacts with multiple ControlNets; not the same concrete defect." + "reason": "Both mention ControlNet inpaint, but one is a demo error and the other is multi-ControlNet artifacts; not the same bug." }, { "left": "issue:4969", "right": "issue:514", "accept": false, - "reason": "Different import/error contexts: missing CrossAttention vs enable_attention_slicing() throwing an error." + "reason": "CrossAttention import failure is unrelated to an attention slicing runtime error." }, { "left": "issue:4969", "right": "issue:7177", "accept": false, - "reason": "Missing CrossAttention import is unrelated to StableCascadeDecoderPipeline.from_pretrained failure." + "reason": "CrossAttention import failure and StableCascadeDecoderPipeline.from_pretrained error are different issues." }, { "left": "issue:11497", "right": "issue:12547", "accept": false, - "reason": "Unrelated training-script issues: cache depending on irrelevant args vs missing required --instance_prompt argument." + "reason": "Dataset preprocessing cache behavior and a missing --instance_prompt argument are unrelated training-script problems." }, { "left": "issue:5646", "right": "issue:6598", "accept": false, - "reason": "Scheduler stability on a specific model is unrelated to img2img result differences vs A1111." + "reason": "Scheduler instability versus img2img output differences are not the same concrete bug." }, { "left": "issue:1214", "right": "issue:3767", "accept": false, - "reason": "Half-precision CLIPTextModel failure is unrelated to FrozenDict mutability semantics." + "reason": "Half-precision CLIPTextModel failure is unrelated to FrozenDict mutability." }, { "left": "issue:1922", "right": "issue:4210", "accept": false, - "reason": "Notebook undefined function bug is unrelated to a question about attention_mask in UNet2DConditionModel.forward." + "reason": "An undefined notebook helper and attention_mask usage in UNet forward are unrelated." }, { "left": "issue:2192", "right": "issue:6277", "accept": false, - "reason": "Missing dataset_name/caption_column arguments in one script is unrelated to broken gradients in a LoRA training example." + "reason": "Missing CLI arguments in one training script and broken gradients in another are different issues." }, { "left": "issue:3403", "right": "issue:776", "accept": false, - "reason": "TorchDynamo pipeline loading issues are not the same as batch_size>1 img2img breakage." + "reason": "TorchDynamo pipeline loading and image-to-image batch_size>1 failures are different code paths." }, { "left": "issue:6112", "right": "issue:6149", "accept": false, - "reason": "Noisy SDXL-turbo output is unrelated to an ip-adapter-full-face_sd15 load error." + "reason": "SDXL-turbo noise and ip-adapter load errors are unrelated." }, { "left": "issue:7939", "right": "issue:8228", "accept": false, - "reason": "Both are loading-related, but one is loading a model from the same folder and the other is from_single_file failing to load CLIPTextModel; different code paths." + "reason": "Both concern loading models, but one is a generic same-folder load failure and the other is a specific from_single_file CLIPTextModel error." }, { "left": "issue:1875", "right": "issue:6164", "accept": false, - "reason": "fp16 training type mismatch in Imagic is unrelated to latent output handling in StableDiffusionPipeline." + "reason": "fp16 training type mismatch and latent output handling are distinct bugs." }, { "left": "issue:3717", "right": "issue:4985", "accept": false, - "reason": "GPU OOM on multi-GPU hardware is unrelated to SDXL InstructPix2Pix training OOM; different scenario and likely different scaling cause." + "reason": "Both mention OOM, but they are different training scenarios and scripts." }, { "left": "issue:3383", "right": "issue:4665", "accept": false, - "reason": "Partial pipeline download handling is unrelated to Windows use_safetensors behavior with alternate .bin files." + "reason": "Partially downloaded pipeline loading and Windows safetensors/bin selection are separate loading issues." }, { "left": "issue:10290", "right": "issue:10953", "accept": false, - "reason": "Torch.compile incompatibility for Flux+ControlNet is unrelated to a code-style/performance suggestion to use permute instead of transpose." + "reason": "The titles suggest a possible torch.compile-related connection, but the packet only gives titles and there is not enough evidence to confirm the same underlying bug or fix path." + }, + { + "left": "issue:10767", + "right": "issue:12221", + "accept": false, + "reason": "FlashVideo vs Diffusers and DiffSynth ControlNet support are different integration requests." + }, + { + "left": "issue:10860", + "right": "issue:9810", + "accept": false, + "reason": "LoRA usability in ComfyUI and module_to_save() support are related broadly, but not the same concrete bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "Most soft-edge rejections are conservative and grounded in the packet. However, the accepted 10290/10953 pair is overstated: the packet only gives titles, and while they may be related, there is not enough evidence to confidently say they describe the same bug or the same torch.compile compatibility path. Please downgrade that verdict to conservative uncertainty rather than accept." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -70634,23 +70691,21 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10057", "issue:10165", + "issue:10226", "issue:10239", - "issue:10767", - "issue:10860", "issue:1111", "issue:11247", "issue:11592", "issue:11864", "issue:12108", "issue:12157", - "issue:12221", "issue:12338", "issue:1574", "issue:1790", @@ -70663,18 +70718,21 @@ "issue:4080", "issue:4366", "issue:4506", + "issue:4530", "issue:5225", "issue:5284", "issue:5395", "issue:5463", "issue:5489", "issue:6091", + "issue:6295", "issue:6335", "issue:6398", "issue:6452", "issue:6530", "issue:660", "issue:7009", + "issue:7138", "issue:7191", "issue:7228", "issue:7640", @@ -70684,12 +70742,9 @@ "issue:8879", "issue:8900", "issue:9370", - "issue:953", - "issue:9810" + "issue:953" ], "soft_pairs": [ - "issue:10767|issue:12221", - "issue:10860|issue:9810", "issue:2402|issue:660", "issue:4080|issue:6452", "issue:7640|issue:8879", @@ -70711,180 +70766,182 @@ "issue:2264|issue:3481", "issue:3655|issue:7191", "issue:4080|issue:4366", - "issue:10165|issue:8464" + "issue:10165|issue:8464", + "issue:10226|issue:7138", + "issue:4530|issue:6295" ], - "prepared_review_unit_hash": "4853dfb235d9bf16ee3e99343ac6149984f6e2fa23a6153ddc95050ce37e2fb8", + "prepared_review_unit_hash": "3015dc1086d65351a88ef8a4d77d8e5f2fd796b3a1efd31800b85f8085e28329", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33322, - "estimated_input_tokens": 8331, - "estimated_eval_tokens": 16918 + "serialized_chars": 33378, + "estimated_input_tokens": 8345, + "estimated_eval_tokens": 16946 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy: the items share broad Diffusers/Flux/ControlNet/LoRA themes, but they describe different code paths, platforms, and failure modes rather than the same underlying bug or change.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 10057 is the most concrete, narrowly scoped bug report in the set (a specific FluxTransformer2DModel.from_single_file token problem) and is a reasonable cluster head, though the cluster itself is not truly coherent.", + "summary": "This cluster is very heterogeneous: it mixes unrelated model-loading, training, memory, controlnet, and utility bugs. None of the soft pairs look like true duplicates, so I rejected them all. If forced to anchor the set, the most concrete issue is the FluxTransformer2DModel.from_single_file report, but it is not a real representative for the whole cluster.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 10057 is the most concrete, reproducible bug report in the set (FluxTransformer2DModel.from_single_file token/loading path), but the surrounding items are too diverse for a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "10057 is the clearest actionable issue: it names a specific model class and method, implies a reproducible loading path, and is more bug-like than the feature requests or broad compatibility reports.", + "best_issue_reason": "Issue 10057 is the best single anchor because it is narrowly scoped and actionable; however, the cluster does not have a strong shared underlying bug, so this is only a weak representative.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:10767", - "right": "issue:12221", - "accept": false, - "reason": "Both mention diffusers integrations, but one is a FlashVideo/diffusers topic and the other is a request to support DiffSynth Controlnet; different concrete work." - }, - { - "left": "issue:10860", - "right": "issue:9810", - "accept": false, - "reason": "One is a ComfyUI compatibility failure for trained LoRA weights, the other is a module_to_save() support request; related area, not the same bug." - }, { "left": "issue:2402", "right": "issue:660", "accept": false, - "reason": "These are different backend/platform problems: CUDA-not-enabled vs MPS fp16 behavior on M1." + "reason": "Different backends/platforms: CUDA-not-compiled vs MPS fp16 on M1. Not the same bug." }, { "left": "issue:4080", "right": "issue:6452", "accept": false, - "reason": "Both concern inpainting, but one asks for a new SDXL inpainting pipeline while the other asks for a masked_image_latents input on ControlNet inpaint; not the same change." + "reason": "Both touch inpainting/controlnet, but one is a new SDXL inpaint pipeline and the other is a masked_image_latents API request. Not duplicates." }, { "left": "issue:7640", "right": "issue:8879", "accept": false, - "reason": "Both involve StableDiffusionXL, but the failures are different: from_single_file dimension handling vs torch.compile/cudagraph issues." + "reason": "Different failures: from_single_file shape/dimension mismatch vs torch.compile+cudagraph on SDXL." }, { "left": "issue:11592", "right": "issue:8900", "accept": false, - "reason": "Unrelated topics: a FluxLoraLoaderMixin regression versus a question about loading an SDXL refiner checkpoint." + "reason": "LoRA adapter deletion regression and SDXL refiner loading guidance are unrelated." }, { "left": "issue:5395", "right": "issue:5489", "accept": false, - "reason": "One is a specific bug combining Civitai LoRAs with PEFT; the other is a broad PEFT x diffusers integration umbrella issue." + "reason": "Same broad PEFT area, but one is a specific LoRA-combination bug and the other is an integration announcement. Not the same concrete issue." }, { "left": "issue:12108", "right": "issue:12157", "accept": false, - "reason": "Different problem types: inference breakage with flow-matching schedulers vs a training-time quantization-config error." + "reason": "Both Qwen-Image related, but one is scheduler/flow-matching breakage and the other is a bnb_quantization_config_path training error." }, { "left": "issue:1574", "right": "issue:1790", "accept": false, - "reason": "A Dreambooth GPU failure is not the same as a general question about how training works." + "reason": "Dreambooth training bug vs a general training question. No duplicate relation." }, { "left": "issue:4506", "right": "issue:5463", "accept": false, - "reason": "Both are variable-scope bugs, but they affect different variables, code paths, and symptoms; not the same defect." + "reason": "Different variables and code paths: prompt_embeds overwrite vs image_latents UnboundLocalError." }, { "left": "issue:6091", "right": "issue:6398", "accept": false, - "reason": "One is a specific Consistency Decoder memory issue tied to size arguments; the other is an unspecific memory-leak report." + "reason": "Consistency decoder size-argument memory issue and a vague memory leak report are not the same bug." }, { "left": "issue:6335", "right": "issue:7881", "accept": false, - "reason": "Different pipeline problems: output-size handling in ControlNet Img2Img vs from_single_file loading for lpw_stable_diffusion." + "reason": "ControlNet img2img size control and lpw_stable_diffusion from_single_file failure are unrelated." }, { "left": "issue:10239", "right": "issue:7009", "accept": false, - "reason": "Both are video-related, but one is about sequential CPU offload support and the other about poor results from a specific TextToVideoSD model load." + "reason": "Different pipelines and symptoms: cpu offload support vs poor generated results." }, { "left": "issue:11864", "right": "issue:12338", "accept": false, - "reason": "Same AutoencoderDC area, but different bugs: torch.compile fullgraph name resolution vs VAE slicing when decoding multiple images." + "reason": "Same class name, but different failures: torch.compile name error vs VAE slicing/multi-image decoding bug." }, { "left": "issue:3651", "right": "issue:3683", "accept": false, - "reason": "Multi-GPU Dreambooth training and Multi-ControlNet save_pretrained() are unrelated changes." + "reason": "Multi-GPU Dreambooth training and Multi-ControlNet save_pretrained are unrelated." }, { "left": "issue:7228", "right": "issue:7781", "accept": false, - "reason": "A traced-model dtype attribute error and a PIL serialization error are distinct failure modes." + "reason": "Traced-model dtype attribute error vs PIL image serialization error. Different subsystems." }, { "left": "issue:10057", "right": "issue:11247", "accept": false, - "reason": "Both mention FluxTransformer2DModel, but one is a from_single_file token issue and the other is multi-GPU/controlnet distribution; different code paths." + "reason": "Both mention FluxTransformer2DModel, but one is a from_single_file token/loading issue and the other is multi-GPU/controlnet distribution." }, { "left": "issue:5225", "right": "issue:9370", "accept": false, - "reason": "A VRAM/memory limitation is not the same as a missing pooled_projection argument in a forward method." + "reason": "VRAM usage problem vs missing pooled_projection argument. Not the same defect." }, { "left": "issue:1111", "right": "issue:953", "accept": false, - "reason": "These are unrelated: a checkpoint dataset constraint versus guidance on generating smaller images." + "reason": "Checkpoint content/compliance discussion vs image size guidance. Completely unrelated." }, { "left": "issue:5284", "right": "issue:6530", "accept": false, - "reason": "ControlNet-LLLite support is a feature request; SDXL K-diffusion with ControlNet is a separate pipeline compatibility issue." + "reason": "ControlNet-LLLite feature request vs SDXL k-diffusion controlnet bug. Different topics." }, { "left": "issue:2264", "right": "issue:3481", "accept": false, - "reason": "Both involve seeding/determinism, but one is an exception when setting the seed and the other is expected image variation across inference steps." + "reason": "Seed-setting error in one pipeline vs expected image variation across inference steps in another." }, { "left": "issue:3655", "right": "issue:7191", "accept": false, - "reason": "Both are import-related, but the titles do not indicate the same module, backend, or failure mechanism." + "reason": "Multi-GPU Dreambooth failure and a generic import problem are unrelated." }, { "left": "issue:4080", "right": "issue:4366", "accept": false, - "reason": "An SDXL inpainting pipeline request is not the same as fine-tuning the SDXL text-to-image script for a full U-Net." + "reason": "New SDXL inpainting pipeline request vs fine-tuning full U-Net script; not duplicates." }, { "left": "issue:10165", "right": "issue:8464", "accept": false, - "reason": "Both mention LoRA/seed behavior, but one is about preserving seeds when changing LoRA scale and the other is a SEGA CPU-offload seed failure." + "reason": "Both mention seeds, but one is LoRA scale changing seed preservation and the other is cpu offload with seed." + }, + { + "left": "issue:10226", + "right": "issue:7138", + "accept": false, + "reason": "Both involve Flux/SDXL shape mismatch themes, but the models and failure modes differ; not the same concrete bug." + }, + { + "left": "issue:4530", + "right": "issue:6295", + "accept": false, + "reason": "Different artifact reports in different samplers/settings; too broad to be duplicates." } ] }, @@ -70906,10 +70963,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ - "issue:10226", "issue:10381", + "issue:10447", "issue:10453", "issue:10743", "issue:10925", @@ -70930,7 +70987,7 @@ "issue:4353", "issue:4406", "issue:4410", - "issue:4530", + "issue:4975", "issue:4991", "issue:5004", "issue:5070", @@ -70941,11 +70998,9 @@ "issue:5783", "issue:6016", "issue:6037", - "issue:6295", "issue:6496", "issue:6518", "issue:6713", - "issue:7138", "issue:7147", "issue:7450", "issue:7600", @@ -70954,11 +71009,11 @@ "issue:7856", "issue:8612", "issue:8918", + "issue:8939", + "issue:9090", "issue:9450" ], "soft_pairs": [ - "issue:10226|issue:7138", - "issue:4530|issue:6295", "issue:10453|issue:12540", "issue:13015|issue:13298", "issue:12321|issue:12437", @@ -70974,186 +71029,188 @@ "issue:7147|issue:7856", "issue:10381|issue:9450", "issue:4410|issue:6016", + "issue:10447|issue:8939", "issue:4353|issue:7798", "issue:4406|issue:6713", "issue:5685|issue:7450", "issue:10743|issue:10925", "issue:2669|issue:6518", "issue:1101|issue:5070", - "issue:3658|issue:7600" + "issue:3658|issue:7600", + "issue:4975|issue:9090" ], - "prepared_review_unit_hash": "e89debd9fa4095ea1d61f4d94d94969c5730d2f0323742b90b90a75d5e451d4f", + "prepared_review_unit_hash": "e6a5cc977cb1be6b1caddb9523defc4592a33bbb7332c4b52fc454401087f56b", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33277, - "estimated_input_tokens": 8320, - "estimated_eval_tokens": 16896 + "serialized_chars": 33648, + "estimated_input_tokens": 8412, + "estimated_eval_tokens": 17080 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is largely heterogeneous: most items are unrelated bugs, feature requests, or support questions that only share generic words like \u201ctensor,\u201d \u201csupport,\u201d or \u201cerror.\u201d None of the soft pairs look like true duplicates or mergeable PR-equivalents.", - "confidence": 0.96, - "canonical_issue_reason": "No safe canonical issue stands out. The issues span multiple unrelated subsystems and model families (Flux/LoRA, Hunyuan, OmniSVG, schedulers, DreamBooth, conversion scripts, etc.), so selecting one as the canonical duplicate target would be arbitrary.", - "canonical_pr_reason": "No pull requests are present in this cluster.", - "best_issue_reason": "No single issue is a good global representative; the set is too mixed to treat one issue as the cluster's true center without over-merging unrelated reports.", - "best_pr_reason": "No pull requests are present in this cluster.", + "summary": "This cluster is mostly heterogeneous. The strongest common thread is Flux/device-placement inference bugs, but most pair candidates are only superficially similar and should not be merged.", + "confidence": 0.78, + "canonical_issue_reason": "issue:9450 is the clearest, most concrete Flux bug report in the set: a specific multi-GPU tensor device mismatch with a reproducible trigger (`transformer=`).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:9450 is the best representative issue because it isolates one concrete code-path failure and has the most discussion around an actionable bug, unlike broader mixed reports such as 10381.", + "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:10226", - "right": "issue:7138", - "accept": false, - "reason": "Both mention shape mismatch, but one is DreamBooth Flux+LoRA and the other is SDXL UNet structure mismatch; different models and likely different root causes." - }, - { - "left": "issue:4530", - "right": "issue:6295", - "accept": false, - "reason": "Both concern image quality/artifacts, but one is refiner color artifacts and the other is a specific DPM++ SDE/Karras artifact issue; not the same bug." - }, { "left": "issue:10453", "right": "issue:12540", "accept": false, - "reason": "Hunyuan Video batch-size limitation is unrelated to Sana timestep embedding incompatibility." + "reason": "Different bugs and models: Hunyuan Video batch-size limitation vs SanaPipeline embedding integration failure." }, { "left": "issue:13015", "right": "issue:13298", "accept": false, - "reason": "Both are device mismatch errors, but one is a QwenImageEditPlus NPU issue and the other is a CUDA generator-path bug; too different to treat as duplicates." + "reason": "Both are device-mismatch errors, but one is QwenImageEditPlus on NPU and the other is a generic CUDA generator issue; not the same bug." }, { "left": "issue:12321", "right": "issue:12437", "accept": false, - "reason": "These are separate model-support requests for HunyuanImage-2.1 and OmniSVG." + "reason": "Separate feature requests for different models (HunyuanImage-2.1 vs OmniSVG)." }, { "left": "issue:1647", "right": "issue:3455", "accept": false, - "reason": "A solved question about color correction .pt is unrelated to using pretrained instruct-pix2pix during training." + "reason": "Unrelated topics: color-correction .pt usage question vs instruct-pix2pix training behavior." }, { "left": "issue:2203", "right": "issue:761", "accept": false, - "reason": "Home-directory download behavior is unrelated to an 8-bit Adam training failure." + "reason": "Model download location question vs 8-bit Adam training failure; different failure modes." }, { "left": "issue:2437", "right": "issue:6037", "accept": false, - "reason": "A T2I-Adapter pipeline request is unrelated to the InstaFlow new-pipeline feature." + "reason": "Both are pipeline additions, but for unrelated architectures and use cases." }, { "left": "issue:4139", "right": "issue:8612", "accept": false, - "reason": "Both touch precision, but custom diffusion attention processor casting and PixArt-sigma mixed-precision inference are different code paths." + "reason": "Different precision-related problems in different components/models, not the same code-path." }, { "left": "issue:4149", "right": "issue:5509", "accept": false, - "reason": "Tensor-dimension mismatch in SemanticStableDiffusion batching is not the same as image batch size matching prompt batch size." + "reason": "Both involve batch-shape mismatches, but in different pipelines and input types; not clearly the same bug." }, { "left": "issue:4991", "right": "issue:5405", "accept": false, - "reason": "Missing accelerator.prepare on the dataloader is unrelated to sdxl.from_single_file not overwriting weights." + "reason": "Training dataloader preparation bug vs single-file SDXL weight overwrite bug; unrelated." }, { "left": "issue:5004", "right": "issue:7600", "accept": false, - "reason": "Checkpoint resume failure in SDXL dreambooth is unrelated to not applying accelerator.accumulate on text_encoder." + "reason": "Both are DreamBooth-related, but one is checkpoint resume at fp16 and the other is missing accumulate context on text_encoder." }, { "left": "issue:5271", "right": "issue:6496", "accept": false, - "reason": "Different learning rates for text encoders vs UNet and multiple people/faces DreamBooth examples are unrelated." + "reason": "Different DreamBooth enhancements: learning-rate control vs multi-person example support." }, { "left": "issue:5783", "right": "issue:8918", "accept": false, - "reason": "EMA not working in SDXL training is unrelated to train_dreambooth_sd3.py being broken." + "reason": "Separate SDXL EMA issue vs SD3 DreamBooth script breakage." }, { "left": "issue:7147", "right": "issue:7856", "accept": false, - "reason": "Importing StableCascadeDecoderPipeline and multi-vector token vocabulary collision are unrelated." + "reason": "Import error for StableCascadeDecoderPipeline vs tokenizer multi-vector token conflict; unrelated." }, { "left": "issue:10381", "right": "issue:9450", "accept": false, - "reason": "Both involve Flux/device issues, but one is inference with quantization+LoRA and the other is a multi-GPU transformer placement bug; not confidently the same bug." + "reason": "Both mention Flux/device issues, but 10381 mixes quantization, LoRA, and Quanto/ZeroGPU concerns; it is not the same concrete multi-GPU bug as 9450." }, { "left": "issue:4410", "right": "issue:6016", "accept": false, - "reason": "Shape mismatch when loading a model and a torch.Size() issue in conversion are different failures in different workflows." + "reason": "Both are conversion/load errors, but they point to different failure shapes and code paths." + }, + { + "left": "issue:10447", + "right": "issue:8939", + "accept": false, + "reason": "Converter splitting UNet into two files vs tokenizer loading/path error; unrelated." }, { "left": "issue:4353", "right": "issue:7798", "accept": false, - "reason": "Generic image quality complaint for SDXL refiner is not the same as a PixArtAlphaPipeline bug." + "reason": "Different model quality/bug reports with no shared underlying code-path." }, { "left": "issue:4406", "right": "issue:6713", "accept": false, - "reason": "Both mention HeaderTooLarge, but one is loading a safetensor directly and the other is the SD conversion script; may share symptom, not clearly the same underlying issue." + "reason": "Both mention HeaderTooLarge, but one is a generic safetensor deserialization error and the other is converter-script specific; not enough to treat as the same bug." }, { "left": "issue:5685", "right": "issue:7450", "accept": false, - "reason": "Potential scheduler issues are not the same as AutoencoderKL multithreading problems." + "reason": "Scheduler concerns vs AutoencoderKL multi-threading; different subsystems." }, { "left": "issue:10743", "right": "issue:10925", "accept": false, - "reason": "Zero-3 support for FLUX training and Dreambooth finetuning FLUX dev CLIPTextModel are related to FLUX training generally, but they are distinct feature/issues rather than one duplicate." + "reason": "Both are FLUX training related, but one asks for ZeRO-3 support and the other is a DreamBooth fine-tuning issue." }, { "left": "issue:2669", "right": "issue:6518", "accept": false, - "reason": "A NoneType .replace AttributeError and a NoneType // int error are different exceptions with different failure points." + "reason": "Both are NoneType-related exceptions, but they arise from different scripts and operations." }, { "left": "issue:1101", "right": "issue:5070", "accept": false, - "reason": "Adding a DPM-Solver scheduler is unrelated to ControlNet example flags only_mid_control=true and sd_locked=false." + "reason": "Scheduler feature request vs ControlNet example flag changes; not duplicates." }, { "left": "issue:3658", "right": "issue:7600", "accept": false, - "reason": "Additional noise latents in DreamBooth upsampler training and missing accelerator.accumulate on text_encoder are different training bugs." + "reason": "Both DreamBooth training issues, but they affect different parts of the training loop and are not the same bug." + }, + { + "left": "issue:4975", + "right": "issue:9090", + "accept": false, + "reason": "LoRA loading inefficiency vs PNDMScheduler timestep repetition; unrelated." } ] }, @@ -71172,10 +71229,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:1033", "issue:11000", @@ -71195,14 +71252,15 @@ "issue:4664", "issue:4788", "issue:4885", - "issue:4975", "issue:5062", "issue:5079", + "issue:5480", "issue:5485", "issue:5798", "issue:5969", "issue:6176", "issue:6454", + "issue:6616", "issue:6790", "issue:696", "issue:7454", @@ -71215,7 +71273,6 @@ "issue:9044", "issue:9063", "issue:9084", - "issue:9090", "issue:9170", "issue:9181", "issue:9204", @@ -71227,7 +71284,6 @@ "issue:9665" ], "soft_pairs": [ - "issue:4975|issue:9090", "issue:5079|issue:7454", "issue:6176|issue:9505", "issue:6454|issue:7801", @@ -71250,180 +71306,181 @@ "issue:5798|issue:9181", "issue:3951|issue:5969", "issue:4171|issue:4453", - "issue:4788|issue:9170" + "issue:4788|issue:9170", + "issue:5480|issue:6616" ], - "prepared_review_unit_hash": "e011d7d3921bdee5f7d8aa0cc14279181429f61b1fc3d1d9198ec1825c8c0a5c", + "prepared_review_unit_hash": "1f8225e370546104d67dd2d6d8fc4ec3161e68f396d777c67e16863466b86373", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33761, - "estimated_input_tokens": 8441, - "estimated_eval_tokens": 17138 + "serialized_chars": 33702, + "estimated_input_tokens": 8426, + "estimated_eval_tokens": 17108 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are not a single duplicate cluster; they span unrelated bugs and feature requests across schedulers, LoRA loading, training, pipelines, and docs. The soft pairs only share broad Diffusers vocabulary, not the same concrete failure or code path.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is very heterogeneous: most soft pairs are only weakly text-similar and describe different pipelines, bugs, or feature requests. I would not merge any of the suggested pairs as duplicates. The closest thing to a canonical issue is the scheduler/indexing bug around num_inference_steps.", + "confidence": 0.29, + "canonical_issue_reason": "issue:444 is the clearest concrete bug report in the set and is the most general scheduler/index error description; it best matches the only nearby duplicate-like report (issue:1033).", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:444 is the best representative for a duplicate cluster because it describes a repeatable, specific runtime error with broader applicability than the other isolated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:4975", - "right": "issue:9090", - "accept": false, - "reason": "Different problems: LoRA loading inefficiency vs repeated inference timesteps in PNDM. No shared code-path bug." - }, { "left": "issue:5079", "right": "issue:7454", "accept": false, - "reason": "`load_lora_weights` support for LyCORIS is a feature request; generic LORA support is broader and not the same underlying issue." + "reason": "Different requests: loading LyCORIS via load_lora_weights vs generic LoRA support. Not the same bug/change." }, { "left": "issue:6176", "right": "issue:9505", "accept": false, - "reason": "LoRA loading after dreambooth training and upscale KeyError are unrelated failures in different workflows." + "reason": "Both involve LoRA/upscaling workflows, but the failure modes are unrelated: loading LoRA after training vs a missing key during upscaling." }, { "left": "issue:6454", "right": "issue:7801", "accept": false, - "reason": "FP16 gradient unscale error during training is unrelated to mixed_precision not producing fp16 weights." + "reason": "Training gradient scaling error vs mixed_precision not applying; related area, but not the same concrete problem." }, { "left": "issue:6790", "right": "issue:9204", "accept": false, - "reason": "LCM training state_dict mismatch and FLUX DreamBooth training are different model/training issues." + "reason": "Different model/training failures: LCM state_dict key mismatch vs a FLUX DreamBooth training script issue." }, { "left": "issue:7798", "right": "issue:9084", "accept": false, - "reason": "PixArtAlphaPipeline bug and SD3 inpaint scheduler ordering bug are different pipelines and different failure modes." + "reason": "Different pipelines and symptoms: PixArtAlphaPipeline bug vs SD3 inpaint scheduler step-order problem." }, { "left": "issue:11642", "right": "issue:9044", "accept": false, - "reason": "Prompt embed scaling having no effect and tokenizer/file loading errors are unrelated bugs." + "reason": "Both mention loading/model behavior, but one is prompt_embeds_scale having no effect and the other is a missing tokenizer/model file error." }, { "left": "issue:9484", "right": "issue:9665", "accept": false, - "reason": "Multi-GPU DreamBooth setup request and DeepSpeed affecting accelerator.prepare() are not the same concrete bug." + "reason": "Both are training/deepspeed-related, but one asks for multigpu FLUX DreamBooth while the other reports accelerator.prepare() behavior under a DeepSpeed config." }, { "left": "issue:9350", "right": "issue:9362", "accept": false, - "reason": "3D txt_ids deprecation warning and index-out-of-bounds error are different issues with no clear shared root cause." + "reason": "Both are index-related, but they refer to different tensors, different code paths, and different error conditions." }, { "left": "issue:1033", "right": "issue:444", "accept": false, - "reason": "Both mention index errors, but one is Stable Diffusion Mega and the other is scheduler timestep indexing; not enough evidence of the same bug." + "reason": "Both are IndexError reports, but they are not clearly the same code path; one is stable_diffusion_mega-specific and the other is a num_inference_steps pattern bug." }, { "left": "issue:11000", "right": "issue:9027", "accept": false, - "reason": "Missing shift argument in WanImageToVideoPipeline and argument-name consistency are unrelated API problems." + "reason": "Missing shift argument in a video pipeline vs argument-name consistency feedback; not the same bug/change." }, { "left": "issue:1992", "right": "issue:5062", "accept": false, - "reason": "JAX attention refactoring discussion and a typo in attention are not the same underlying change." + "reason": "Unrelated topics: JAX attention refactoring discussion vs a typo in attention code." }, { "left": "issue:2202", "right": "issue:2784", "accept": false, - "reason": "OpenVINO pipeline support and Dreambooth support for text2video are separate feature requests." + "reason": "General OpenVINO support question vs DreamBooth support request for text2video models; not duplicates." }, { "left": "issue:8535", "right": "issue:8557", "accept": false, - "reason": "xformers memory-efficient attention support in SD3 and SD3 token-limit training are unrelated SD3 topics." + "reason": "Both are SD3-related, but one is xformers memory-efficient attention and the other is token limit in training." }, { "left": "issue:4664", "right": "issue:4885", "accept": false, - "reason": "SDXL LoRA loading inconsistency in one pipeline and ControlNet img2img LoRA loading failure are different code paths." + "reason": "Both concern SDXL LoRA loading, but one is a pipeline naming/loading discrepancy and the other is ControlNet img2img not loading weights; not clearly the same bug." }, { "left": "issue:1284", "right": "issue:5485", "accept": false, - "reason": "Batch-size slowdown and ControlNet batch inference slowness are both performance complaints, but not the same bug." + "reason": "Batch size slowdown vs ControlNet batch inference taking forever are too broad and not the same underlying issue." }, { "left": "issue:11432", "right": "issue:9332", "accept": false, - "reason": "`torch_dtype='auto'` from_pretrained behavior and loading identical weights are different model-loading issues." + "reason": "Both are from_pretrained/loading-related, but one is torch_dtype='auto' behavior and the other is identical weights loading the wrong specified model." }, { "left": "issue:7690", "right": "issue:9063", "accept": false, - "reason": "Tokenizer loading failure for SDXL base and Flux tokenizer instantiation error are unrelated loader bugs." + "reason": "Both are model/tokenizer loading errors for SDXL/Flux, but they are different missing-resource and tokenizer-construction failures." }, { "left": "issue:3116", "right": "issue:3381", "accept": false, - "reason": "KDPM2DiscreteScheduler latent noise in img2img and inpaint batch discoloration are distinct scheduler/pipeline bugs." + "reason": "Different pipeline bugs: KDPM2DiscreteScheduler latent noise in img2img vs discolored inpaint batch inference/docs issue." }, { "left": "issue:2276", "right": "issue:696", "accept": false, - "reason": "xformers install trouble in a notebook and DreamBooth CUDA OOM are different problems." + "reason": "Dreambooth/xformers installation problem vs CUDA OOM training issue; not the same defect." }, { "left": "issue:5798", "right": "issue:9181", "accept": false, - "reason": "Unexpected callback keyword in ControlNet pipeline and strange noise dot in ControlNet are not the same failure." + "reason": "Both involve ControlNet, but one is an unexpected callback keyword argument and the other is a visual noise-dot artifact." }, { "left": "issue:3951", "right": "issue:5969", "accept": false, - "reason": "UniDiffuser NaNs and DDIM NaNs with ZSNR patch have different triggers and code paths." + "reason": "NaN outputs in a demo vs DDIM eta=1 NaNs with ZSNR patch; superficially similar symptom, but different code paths and triggers." }, { "left": "issue:4171", "right": "issue:4453", "accept": false, - "reason": "Documentation/rendering issue on the home page and a LoRA conversion question are unrelated." + "reason": "Documentation/reference page rendering issue vs SDXL LoRA conversion question; unrelated." }, { "left": "issue:4788", "right": "issue:9170", "accept": false, - "reason": "Both are VRAM concerns around SDXL/ControlNet, but one is inpaint OOM and the other is a general memory requirement question; not the same bug." + "reason": "Both are memory-related, but one is SDXL inpaint OOM on 6 GB VRAM and the other is a general question about whether SDXL+ControlNet needs >36 GB." + }, + { + "left": "issue:5480", + "right": "issue:6616", + "accept": false, + "reason": "EDM implementation request vs classifier-guidance implementation request; different feature work." } ] }, @@ -71442,10 +71499,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10016", "issue:10287", @@ -71453,6 +71510,7 @@ "issue:10917", "issue:11041", "issue:11093", + "issue:11214", "issue:11387", "issue:11497", "issue:11907", @@ -71475,12 +71533,10 @@ "issue:5226", "issue:5379", "issue:5399", - "issue:5480", "issue:5515", "issue:6054", "issue:6167", "issue:6548", - "issue:6616", "issue:6700", "issue:7220", "issue:759", @@ -71488,6 +71544,7 @@ "issue:7836", "issue:8543", "issue:8887", + "issue:9027", "issue:9279", "issue:9291", "issue:9448", @@ -71497,7 +71554,6 @@ "issue:9895" ], "soft_pairs": [ - "issue:5480|issue:6616", "issue:7836|issue:8543", "issue:5399|issue:7770", "issue:10287|issue:9548", @@ -71520,180 +71576,181 @@ "issue:10016|issue:12423", "issue:4676|issue:6548", "issue:10518|issue:12905", - "issue:10917|issue:8887" + "issue:10917|issue:8887", + "issue:11214|issue:9027" ], - "prepared_review_unit_hash": "9dce3e58a5b698e72d318d7c587e2e34eb2feefbe1a28378d39dbf438cff5249", + "prepared_review_unit_hash": "f48f969aac5aae7457c77238d9dad407d749944da09bc32a275d3e2a123e1283", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34236, - "estimated_input_tokens": 8559, - "estimated_eval_tokens": 17374 + "serialized_chars": 34295, + "estimated_input_tokens": 8574, + "estimated_eval_tokens": 17404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are not one duplicate cluster; they span many unrelated issues across different pipelines, schedulers, training scripts, and docs. The soft links are mostly broad semantic similarity rather than the same underlying bug.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: the proposed pairs do not share one concrete bug or change, so there is no clear duplicate hub for the cluster.", + "summary": "The set is a loose collection of unrelated issue reports across different models, pipelines, schedulers, and training scripts. None of the soft-edge pairs look like true duplicates or the same underlying fix.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #10016 is the most concrete and self-contained bug report: a specific `from_single_file` shape mismatch on SD3.5M with a clear error target (`pos_embed.pos_embed`).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 10016 is the clearest concrete reproducer among the set, but only as a standalone report; it is not a valid global representative for these unrelated items.", + "best_issue_reason": "Issue #10016 is the best standalone representative because it describes a precise, reproducible loading failure rather than a broad or ambiguous problem.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:5480", - "right": "issue:6616", - "accept": false, - "reason": "Both are feature requests, but EDM implementation and classifier-guidance are different changes and not the same underlying task." - }, { "left": "issue:7836", "right": "issue:8543", "accept": false, - "reason": "Both mention training examples, but one is CLIP overfitting and the other is SD3 dreambooth checkpointing; different bugs." + "reason": "Both are training-example complaints, but one is about CLIP overfitting and the other about SD3 gradient checkpointing failure; different bugs and fixes." }, { "left": "issue:5399", "right": "issue:7770", "accept": false, - "reason": "Both are model loading/runtime errors, but the dtype mismatch in inpainting and the LoRA tensor shape mismatch are distinct failure modes." + "reason": "One is a dtype mismatch in custom inpainting inference; the other is a model/LoRA tensor shape mismatch during loading. Same broad area, not the same bug." }, { "left": "issue:10287", "right": "issue:9548", "accept": false, - "reason": "A docs example issue and a Flux dreambooth LoRA training problem are unrelated." + "reason": "A documentation example issue is unrelated to a Flux DreamBooth LoRA training regression." }, { "left": "issue:12895", "right": "issue:9448", "accept": false, - "reason": "Both affect Stable Diffusion 3 related paths, but one is a num_images_per_prompt NoneType crash and the other is an IP-Adapter tuple shape error." + "reason": "Both mention pipeline runtime errors, but the concrete failures differ: `NoneType.ndim` with batched prompts versus IP-Adapter tuple shape handling." }, { "left": "issue:1566", "right": "issue:2091", "accept": false, - "reason": "Checkpoint/save crash in Dreambooth is different from resuming multi-GPU training from a checkpoint." + "reason": "Checkpoint-saving fp16 crash and checkpoint-resume multi-GPU issues are different training-path problems." }, { "left": "issue:11093", "right": "issue:9680", "accept": false, - "reason": "TorchAO example breakage and SDXL unconditional generation are unrelated." + "reason": "TorchAO example breakage is not the same as SDXL unconditional generation being broken; different code paths and symptoms." }, { "left": "issue:170", "right": "issue:2083", "accept": false, - "reason": "Both involve eta, but one is a scheduler API keyword error and the other is multi-generator behavior with DDIMScheduler eta > 0." + "reason": "Both involve `eta`, but one is an unsupported scheduler argument error and the other is a multi-generator/DDIM edge case." }, { "left": "issue:4497", "right": "issue:759", "accept": false, - "reason": "Dynamic thresholding and textual inversion saving are unrelated topics." + "reason": "Dynamic thresholding and textual inversion save behavior are unrelated features." }, { "left": "issue:9279", "right": "issue:9291", "accept": false, - "reason": "Dynamic LoRA loading with torch.compile is a different problem from FLUX LoRA key compatibility." + "reason": "Dynamic LoRA loading with `torch.compile` is unrelated to FLUX LoRA key compatibility." }, { "left": "issue:11497", "right": "issue:9731", "accept": false, - "reason": "A preprocessing cache bug and a user training how-to question are not the same issue." + "reason": "Dataset cache invalidation in SD3 ControlNet training is not the same as a Playground2.5 LoRA usage question." }, { "left": "issue:5226", "right": "issue:6167", "accept": false, - "reason": "One is load_lora_weights on SDXL Adapter, the other is adding load_ip_adapter; same area, different change requests." + "reason": "Both touch StableDiffusionXLAdapterPipeline, but one is about `load_lora_weights` and the other about `load_ip_adapter`; different integration points." }, { "left": "issue:11387", "right": "issue:12338", "accept": false, - "reason": "Both concern AutoencoderDC, but one is a normalization-class mismatch and the other is a slicing/decoding bug." + "reason": "AutoencoderDC RMSNorm type selection is unrelated to the VAE slicing multi-image decoding bug." }, { "left": "issue:2495", "right": "issue:3116", "accept": false, - "reason": "MPS black-image output and KDPM2DiscreteScheduler latent noise are different pipeline/scheduler bugs." + "reason": "A black-image MPS issue is not the same as latent noise appearing in KDPM2DiscreteScheduler img2img behavior." }, { "left": "issue:5379", "right": "issue:5515", "accept": false, - "reason": "A community speech-to-image pipeline and an LCM scheduler initialization failure are unrelated." + "reason": "A community SpeechToImage pipeline and an LCM pipeline scheduler initialization bug are unrelated." }, { "left": "issue:3420", "right": "issue:7220", "accept": false, - "reason": "Both touch StableDiffusionControlNetInpaintPipeline, but one is a pipeline compatibility failure and the other is an unload_ip_adapter error." + "reason": "ControlNetInpaint failing in a diffusion pipeline context is different from `.unload_ip_adapter()` returning an error." }, { "left": "issue:1842", "right": "issue:6054", "accept": false, - "reason": "Unexpected eta kwarg and a torch.from_numpy misuse in set_timesteps are different scheduler issues." + "reason": "Unexpected `eta` keyword errors and `torch.from_numpy` misuse in `set_timesteps()` are distinct scheduler bugs." }, { "left": "issue:4880", "right": "issue:6700", "accept": false, - "reason": "ControlNet image-input validation and temb passed to attention processors are unrelated." + "reason": "Single-ControlNet image input validation and attention processor `temb` argument passing are different TypeError causes." }, { "left": "issue:11907", "right": "issue:12096", "accept": false, - "reason": "Flux scheduler incompatibility and WanVACE group offloading are different code paths." + "reason": "Flux scheduler incompatibility and WanVACE group-offloading failure are separate model/runtime issues." }, { "left": "issue:11041", "right": "issue:9895", "accept": false, - "reason": "apply_group_offloading failure in WAN2.1 and Flux device-placement mismatch are not the same bug." + "reason": "WAN2.1 group-offloading errors and a FluxPipeline device-placement regression are not the same bug." }, { "left": "issue:10016", "right": "issue:12423", "accept": false, - "reason": "Both involve from_single_file loading, but SD3.5M shape mismatch and QwenImageTransformer2DModel loading are different model-specific problems." + "reason": "Both are `from_single_file` loading reports, but they involve different models and different failure modes." }, { "left": "issue:4676", "right": "issue:6548", "accept": false, - "reason": "TAESD latent brightness and RGBA img2img latent handling are distinct issues." + "reason": "TAESD latent darkness and RGBA image handling in `prepare_latents` are different latent-processing bugs." }, { "left": "issue:10518", "right": "issue:12905", "accept": false, - "reason": "An SD3 LoRA training script bug and Z_Image guidance scale implementation are unrelated." + "reason": "An SD3 LoRA training script mistake is unrelated to Z_Image guidance-scale implementation." }, { "left": "issue:10917", "right": "issue:8887", "accept": false, - "reason": "Lumina-2.0 script correctness and SD3 wrong VAE encode in training are different scripts and bugs." + "reason": "A question about the lumina-2.0 script is not the same as an SD3 training-script VAE encode bug." + }, + { + "left": "issue:11214", + "right": "issue:9027", + "accept": false, + "reason": "An unexpected `encoder_hidden_states` keyword error is not the same as a general naming-consistency discussion." } ] }, @@ -71715,21 +71772,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10223", "issue:10281", + "issue:10302", "issue:11127", - "issue:11214", "issue:11387", "issue:11859", + "issue:12052", "issue:1444", "issue:1543", + "issue:1672", "issue:1695", "issue:1979", "issue:2083", - "issue:2163", "issue:2265", + "issue:2722", "issue:3177", "issue:3249", "issue:3583", @@ -71749,7 +71808,6 @@ "issue:5603", "issue:5687", "issue:579", - "issue:5829", "issue:5875", "issue:6142", "issue:6535", @@ -71759,7 +71817,6 @@ "issue:6906", "issue:6921", "issue:7456", - "issue:9027", "issue:9134", "issue:9248", "issue:9485", @@ -71767,11 +71824,9 @@ "issue:9996" ], "soft_pairs": [ - "issue:11214|issue:9027", "issue:1444|issue:5084", "issue:1979|issue:4000", "issue:2083|issue:579", - "issue:2163|issue:5829", "issue:3583|issue:6706", "issue:3730|issue:4148", "issue:4303|issue:6921", @@ -71790,180 +71845,182 @@ "issue:4331|issue:5014", "issue:10281|issue:11859", "issue:1695|issue:3177", - "issue:5026|issue:5875" + "issue:5026|issue:5875", + "issue:1672|issue:2722", + "issue:10302|issue:12052" ], - "prepared_review_unit_hash": "2686fb1dd829827b7be4cd5094aae7a834ac91e1c0ea9c100c649be27771bb1c", + "prepared_review_unit_hash": "92e2bea864cd221ed1a2bfd45c914dedea94d1f728f9ce6604250646220ebddc", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33632, - "estimated_input_tokens": 8408, - "estimated_eval_tokens": 17072 + "serialized_chars": 33660, + "estimated_input_tokens": 8415, + "estimated_eval_tokens": 17086 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are largely unrelated diffusers issues and feature requests; none of the soft pairs look like true duplicates. If forced to pick a canonical issue, I\u2019d anchor on the most concrete runtime bug report rather than broad feature asks.", - "confidence": 0.44, - "canonical_issue_reason": "issue:11214 is the most concrete, reproducible bug report in the set, with a clear traceback and a specific failing code path.", + "summary": "No soft-edge pair looks like the same underlying bug or feature change. Most pairs only share a broad subsystem name (scheduler, Flux, DreamBooth, conversion, inpainting) but differ in the concrete failure mode or requested behavior, so all candidate duplicates should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:11214 is the strongest standalone issue to keep as a representative canonical bug: explicit exception, specific subsystem, and likely single-code-path fix.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:11214", - "right": "issue:9027", - "accept": false, - "reason": "Different scope: a specific UVit runtime TypeError versus a broad consistency-in-argument-names request." - }, { "left": "issue:1444", "right": "issue:5084", "accept": false, - "reason": "Both are import errors, but they involve different symbols and different pipelines/models, so they are not the same bug." + "reason": "Both are import errors, but for different classes and symbols: StableDiffusionSafetyChecker vs FlaxStableDiffusionXLPipeline." }, { "left": "issue:1979", "right": "issue:4000", "accept": false, - "reason": "Both concern conversion to diffusers, but one is a generic conversion failure and the other is a specific SD 2.0 ckpt conversion case." + "reason": "Both concern SD-to-diffusers conversion, but one is a general conversion failure while the other is specifically SD 2.0 ckpt conversion." }, { "left": "issue:2083", "right": "issue:579", "accept": false, - "reason": "Completely different problems: DDIM generator/eta behavior versus missing config.json in textual inversion." - }, - { - "left": "issue:2163", - "right": "issue:5829", - "accept": false, - "reason": "Different failures in different scripts: dtype mismatch during training versus a missing model config argument." + "reason": "Unrelated bugs: DDIMScheduler/generator handling vs missing config.json in textual inversion." }, { "left": "issue:3583", "right": "issue:6706", "accept": false, - "reason": "Unrelated feature requests; they do not describe the same underlying change." + "reason": "Mixture of Diffusers pipeline support and 'cads support' are not the same change request." }, { "left": "issue:3730", "right": "issue:4148", "accept": false, - "reason": "Both touch inpainting, but one is a timestep blending bug and the other is a model config/load error." + "reason": "Both touch inpainting, but one is a blending timestep bug and the other is an SDXL config error." }, { "left": "issue:4303", "right": "issue:6921", "accept": false, - "reason": "One is a Flax SDXL load crash, the other is a weight-distribution mismatch; different root causes." + "reason": "Different problems: loading SDXL in Flax vs SDXL weights deviating from official weights." }, { "left": "issue:4554", "right": "issue:6906", "accept": false, - "reason": "Kandinsky OOM and DreamBooth LoRA breakage are unrelated bugs in different examples." + "reason": "Kandinsky OOM and DreamBooth LoRA breakage are separate issues with no shared code-path evidence." }, { "left": "issue:4648", "right": "issue:7456", "accept": false, - "reason": "A missing config.json error is unrelated to a missing raise statement in code." + "reason": "Missing config.json in ControlNet vs a missing raise statement are unrelated." }, { "left": "issue:5595", "right": "issue:6731", "accept": false, - "reason": "Different errors and code paths: image size validation versus an unhandled pipeline class." + "reason": "One is an input size validation error; the other is an unhandled pipeline class error." }, { "left": "issue:5603", "right": "issue:6142", "accept": false, - "reason": "ImportError for a utility symbol versus a NameError in training startup code; not the same defect." + "reason": "ImportError for is_safetensors_available is unrelated to NameError for start_training." }, { "left": "issue:6535", "right": "issue:9485", "accept": false, - "reason": "Both mention schedulers, but one is about changing the scheduler in SVD and the other is about moving scheduler work onto GPU." + "reason": "Both mention schedulers, but one asks for scheduler swapping in SVD and the other for moving scheduler work to GPU/cuda." }, { "left": "issue:6727", "right": "issue:9248", "accept": false, - "reason": "A tensor dtype mismatch bug is unrelated to a pip install/upgrade request." + "reason": "A dtype mismatch during attention is unrelated to a pip installation command." }, { "left": "issue:9134", "right": "issue:9677", "accept": false, - "reason": "Both are Flux-related, but one is a LoRA training issue and the other is a precision setting request for text encoders." + "reason": "Both involve Flux, but one is LoRA training quality and the other is keeping text encoders in fp32." }, { "left": "issue:3249", "right": "issue:5028", "accept": false, - "reason": "Both are unexpected-keyword-arg errors, but they affect different blocks, different arguments, and different pipelines." + "reason": "Different TypeErrors in different blocks: AttnUpBlock2D upsample_size vs hacked_DownBlock2D_forward scale kwarg." }, { "left": "issue:10223", "right": "issue:11387", "accept": false, - "reason": "A LoRA inference question is unrelated to the AutoencoderDC RMSNorm implementation bug." + "reason": "Dreambooth inference LoRA-ID question and RMSNorm2d fix are entirely different topics." }, { "left": "issue:1543", "right": "issue:2265", "accept": false, - "reason": "These are unrelated: fp16 revision handling in textual inversion versus ONNXRuntime incompatibility in an example script." + "reason": "Cannot set fp16 revision in textual inversion is unrelated to ONNXRuntime incompatibility." }, { "left": "issue:4122", "right": "issue:5687", "accept": false, - "reason": "Both involve timesteps, but they are distinct scheduler bugs with different triggering conditions and fixes." + "reason": "Both are scheduler timing bugs, but they affect different schedulers and failure modes." }, { "left": "issue:11127", "right": "issue:9996", "accept": false, - "reason": "Both are Flux issues, but one is a single-file model load failure and the other is an nf4 transformer-loading problem." + "reason": "Both are Flux loading issues, but one is about single-file model loading and the other about nf4 transformer loading." }, { "left": "issue:4331", "right": "issue:5014", "accept": false, - "reason": "Different DreamBooth-related complaints, but not the same failure mode or fix." + "reason": "Different DreamBooth complaints: script output differences vs lack of results from LoRA training." }, { "left": "issue:10281", "right": "issue:11859", "accept": false, - "reason": "Both are scheduler requests, but they propose different schedulers and do not describe the same change." + "reason": "Both are scheduler feature requests, but for different schedulers with no evidence they are the same request." }, { "left": "issue:1695", "right": "issue:3177", "accept": false, - "reason": "Multi-GPU DreamBooth support and DeepSpeed stage-3 offload breakage are related only broadly, not the same concrete bug." + "reason": "Both mention DreamBooth + DeepSpeed, but one is multi-GPU training and the other is stage-3 offloading being broken." }, { "left": "issue:5026", "right": "issue:5875", "accept": false, - "reason": "Different problems: a text_encoder KeyError versus an ONNX model conversion prompt error." + "reason": "A KeyError in 0.21.0 and an ONNX prompt conversion error are unrelated." + }, + { + "left": "issue:1672", + "right": "issue:2722", + "accept": false, + "reason": "Both are conversion issues, but one is wrong image size and the other is ControlNet UNet mismatch." + }, + { + "left": "issue:10302", + "right": "issue:12052", + "accept": false, + "reason": "Both involve inference/offloading, but one is FP8 noise without CPU offload and the other is cross-device tensor multiplication failure in Wan 2.2." } ] }, @@ -71985,24 +72042,20 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10097", - "issue:10302", "issue:10412", "issue:10526", "issue:11050", "issue:1205", - "issue:12052", "issue:1231", "issue:12412", "issue:13301", - "issue:1672", "issue:1896", "issue:1918", "issue:2351", "issue:2444", - "issue:2722", "issue:2900", "issue:3009", "issue:3029", @@ -72013,6 +72066,7 @@ "issue:4107", "issue:4366", "issue:4708", + "issue:4736", "issue:4839", "issue:5016", "issue:5160", @@ -72021,6 +72075,7 @@ "issue:5515", "issue:5605", "issue:5760", + "issue:5849", "issue:5968", "issue:6142", "issue:6372", @@ -72034,11 +72089,11 @@ "issue:835", "issue:8556", "issue:8732", - "issue:9527" + "issue:9527", + "issue:9857", + "issue:9858" ], "soft_pairs": [ - "issue:1672|issue:2722", - "issue:10302|issue:12052", "issue:10097|issue:6439", "issue:1205|issue:542", "issue:2351|issue:5166", @@ -72060,180 +72115,182 @@ "issue:3140|issue:6142", "issue:4366|issue:5968", "issue:11050|issue:9527", - "issue:2444|issue:4839" + "issue:2444|issue:4839", + "issue:9857|issue:9858", + "issue:4736|issue:5849" ], - "prepared_review_unit_hash": "4652251a26a2018d18fe593e067cc0c241c8927cc17b538ed300a94690f04a29", + "prepared_review_unit_hash": "22314ffef33258c825c0db25f06e39f970313ab0a436ddc45c654ff3ad388438", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33483, - "estimated_input_tokens": 8371, - "estimated_eval_tokens": 16998 + "serialized_chars": 33460, + "estimated_input_tokens": 8365, + "estimated_eval_tokens": 16986 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; the items span unrelated docs, model-support, conversion, scheduler, training, and dtype issues. All soft pairs are too broad or only superficially similar, so none should be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is broadly heterogeneous: docs, scheduler, model-support, conversion, and training bugs. Most soft pairs are not the same underlying issue; none are strong PR duplicates, and there are no PRs in the set.", + "confidence": 0.79, + "canonical_issue_reason": "No single canonical issue stands out because the items span unrelated problems; if one must be chosen, the most concrete bug report is the SD3 controlnet dtype-casting issue (11050).", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 11050 is the best representative bug report: it names a specific file, a concrete dtype-casting defect, and has a clear fix surface.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:1672", - "right": "issue:2722", - "accept": false, - "reason": "Both involve conversion, but one is an output-size bug in ckpt-to-diffusers while the other is a ControlNet UNet mismatch after conversion; different failures and fixes." - }, - { - "left": "issue:10302", - "right": "issue:12052", - "accept": false, - "reason": "Both mention FP8/offloading, but one is inference noise and the other is a tensor device-mismatch crash; not the same code-path problem." - }, { "left": "issue:10097", "right": "issue:6439", "accept": false, - "reason": "Both are docs-related, but one is a missing optimization section and the other is a broken fp16 link; unrelated documentation issues." + "reason": "Both are docs-related, but one is a missing optimization-doc section and the other is a broken fp16 link; different fixes and not the same bug." }, { "left": "issue:1205", "right": "issue:542", "accept": false, - "reason": "Both are ONNX export topics, but one is converting full Stable Diffusion models and the other is a UNet export issue; too different to be one bug." + "reason": "Both mention ONNX, but one is about SD model conversion and the other about UNet export; different code paths and likely separate issues." }, { "left": "issue:2351", "right": "issue:5166", "accept": false, - "reason": "A missing scheduler method versus a missing VQ-VAE scaling factor in a pipeline; different components and fixes." + "reason": "Unrelated scheduler API gap vs VQ-VAE scaling-factor bug; no shared underlying defect." }, { "left": "issue:3009", "right": "issue:3029", "accept": false, - "reason": "General ControlNet training advice is not the same as a custom-resolution question." + "reason": "Both concern ControlNet training, but one is a general training-improvement request and the other is a custom-resolution question; not the same concrete bug." }, { "left": "issue:3221", "right": "issue:7548", "accept": false, - "reason": "One is an attention-procs loading API issue; the other is AnimateDiff flicker output quality. Same subsystem, different problems." + "reason": "Different problems: attention processor loading in one case, AnimateDiff flicker in the other." }, { "left": "issue:5160", "right": "issue:5605", "accept": false, - "reason": "Masking support and per-image caption support are distinct training features." + "reason": "Both are DreamBooth/LoRA topics, but one is masking and the other is per-image captions; distinct feature requests." }, { "left": "issue:10526", "right": "issue:8556", "accept": false, - "reason": "Different models and error modes: optimum.quanto FP8 TypeError versus meta-tensor load failure in SD3 from_single_file." + "reason": "Different failures and code paths: optimum.quanto tensor construction vs SD3 from_single_file meta-tensor copy error." }, { "left": "issue:3960", "right": "issue:6713", "accept": false, - "reason": "Both mention HeaderTooLarge, but one is about LoRA and the other about the conversion script; insufficient evidence of the same underlying bug." + "reason": "They share the HeaderTooLarge error string, but one is LoRA-related and the other is a Stable Diffusion conversion script; too little evidence of the same underlying bug." }, { "left": "issue:4107", "right": "issue:5016", "accept": false, - "reason": "LoRA noise/reduced quality is unrelated to SDXL text encoder training not being enabled." + "reason": "Both involve SDXL LoRA, but one reports degraded quality/noise and the other cannot train text encoders; separate problems." }, { "left": "issue:4708", "right": "issue:7177", "accept": false, - "reason": "Generic import error versus StableCascade decoder from_pretrained failure; not the same issue." + "reason": "Generic import failure vs StableCascadeDecoderPipeline.from_pretrained error; not the same concrete issue." }, { "left": "issue:6372", "right": "issue:6497", "accept": false, - "reason": "SVD+ControlNet support and DragNUWA support are separate model/pipeline feature requests." + "reason": "Both are new model/pipeline support requests, but they target different models and functionality." }, { "left": "issue:10412", "right": "issue:8732", "accept": false, - "reason": "VRAM overuse in SD3.5 DreamBooth training is unrelated to checkpoint-saving issues in SD1.5 advanced training." + "reason": "Different training issues: VRAM usage on SD3.5-LoRA vs checkpoint-saving problems in SD1.5 advanced training." }, { "left": "issue:1918", "right": "issue:5515", "accept": false, - "reason": "Both scheduler-related, but one is a DDIM example bug and the other is LCM pipeline initialization without a scheduler; different failure points." + "reason": "Both involve schedulers, but one is a DDIM example issue and the other is LCM initialization without a scheduler; not the same bug." }, { "left": "issue:1896", "right": "issue:660", "accept": false, - "reason": "A CLIP-guided Stable Diffusion size/type error is not the same as an MPS fp16 runtime issue." + "reason": "CLIP-guided SD size/type error is unrelated to the MPS fp16 revision issue." }, { "left": "issue:2900", "right": "issue:3585", "accept": false, - "reason": "Both mention LoRA merging, but one asks how to merge/save LoRA weights and the other reports a failure using a synthesized-LoRA model; not clearly the same bug." + "reason": "Both mention LoRA merging, but one asks how to merge/save weights while the other reports a failed LoRA-synthesizing model; not clearly the same code-path bug." }, { "left": "issue:5760", "right": "issue:7864", "accept": false, - "reason": "Different research/demo projects in video generation; no shared concrete bug or change." + "reason": "Completely different research/model topics: video-to-audio synthesis vs camera motion transfer." }, { "left": "issue:1231", "right": "issue:835", "accept": false, - "reason": "A Flax scheduler issue and a Flax numpy_to_pil failure are unrelated." + "reason": "Flax appears in both, but one is a scheduler request and the other is a numpy_to_pil output bug." }, { "left": "issue:12412", "right": "issue:13301", "accept": false, - "reason": "Support requests for different model families and pipelines; not duplicates." + "reason": "Different model support requests for different pipelines; no shared underlying change." }, { "left": "issue:3140", "right": "issue:6142", "accept": false, - "reason": "StableDiffusionControlNetPipeline import failure versus missing start_training symbol; unrelated errors." + "reason": "ImportError for StableDiffusionControlNetPipeline is unrelated to a NameError for start_training." }, { "left": "issue:4366", "right": "issue:5968", "accept": false, - "reason": "Full U-Net SDXL fine-tuning and video-to-ONNX conversion are unrelated tasks." + "reason": "Different features: SDXL full-UNet fine-tuning vs Text2Video/Img2Video ONNX conversion." }, { "left": "issue:11050", "right": "issue:9527", "accept": false, - "reason": "Both are dtype-related, but one is a missing cast in a specific training script and the other is a controlnet/mainpipe precision mismatch; not the same concrete fix." + "reason": "Both are dtype-related ControlNet problems, but one is a specific SD3 training-script casting bug and the other is a broader fp32/bf16 mismatch report; not enough to treat as one issue." }, { "left": "issue:2444", "right": "issue:4839", "accept": false, - "reason": "DreamBooth inpaint script failure and lora_scale type error are different problems." + "reason": "Dreambooth inpaint launch failure and LoRA type error are unrelated." + }, + { + "left": "issue:9857", + "right": "issue:9858", + "accept": false, + "reason": "One is a FLUX controlnet embedding-size mismatch; the other is a KeyError on 'train'. Different failures." + }, + { + "left": "issue:4736", + "right": "issue:5849", + "accept": false, + "reason": "Different LoRA training issues: one is OOM/invalid cast in SDXL LoRA training, the other is an accelerate-launch signature error." } ] }, @@ -72255,7 +72312,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10147", "issue:10446", @@ -72269,6 +72326,7 @@ "issue:1335", "issue:1949", "issue:2538", + "issue:2695", "issue:2844", "issue:2947", "issue:3418", @@ -72276,9 +72334,10 @@ "issue:4297", "issue:4390", "issue:4456", + "issue:4478", + "issue:4534", "issue:4584", "issue:4619", - "issue:4736", "issue:4767", "issue:4932", "issue:4969", @@ -72296,18 +72355,15 @@ "issue:6794", "issue:7079", "issue:7220", + "issue:8241", "issue:8410", "issue:8803", "issue:9648", - "issue:9857", - "issue:9858", "issue:988", "issue:989", "issue:9911" ], "soft_pairs": [ - "issue:9857|issue:9858", - "issue:4736|issue:5849", "issue:10147|issue:10462", "issue:10446|issue:9911", "issue:12124|issue:13062", @@ -72329,180 +72385,182 @@ "issue:1082|issue:989", "issue:5846|issue:5849", "issue:6794|issue:7079", - "issue:4584|issue:4619" + "issue:4584|issue:4619", + "issue:2695|issue:4534", + "issue:4478|issue:8241" ], - "prepared_review_unit_hash": "7e3763374682d3b746f41d6117337b990a92604555e7a6bdbe8c476b7f992982", + "prepared_review_unit_hash": "1bfdb31b67b7e9c12354c2048dc75f84a44f044b7dcf9cecd1d273e9a810d440", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33746, - "estimated_input_tokens": 8437, - "estimated_eval_tokens": 17130 + "serialized_chars": 34388, + "estimated_input_tokens": 8597, + "estimated_eval_tokens": 17450 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: it mixes unrelated feature requests, training-example issues, pipeline/runtime bugs, and hardware/backend compatibility problems across many different code paths.", - "confidence": 0.97, - "canonical_issue_reason": "No single issue is a safe canonical representative; the items are thematically broad but technically unrelated.", + "summary": "This cluster is mostly a grab-bag of unrelated Diffusers issues that share generic words like \"multi\", \"support\", or \"error\". None of the soft pairs look like the same underlying bug or change, so I reject all merges.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the items span unrelated feature requests, training-script errors, pipeline bugs, scheduler behavior, and platform-specific failures, so any one issue would be a poor duplicate target for the rest.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue is suitable because the cluster does not describe one underlying bug or change.", + "best_issue_reason": "No issue is a strong global representative because the cluster is not cohesive; if forced to pick by breadth/activity, issue 10446 is detailed, but it still does not match most of the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:9857", - "right": "issue:9858", - "accept": false, - "reason": "One is a FLUX ControlNet embedding size mismatch, the other is a KeyError: 'train'; different failures." - }, - { - "left": "issue:4736", - "right": "issue:5849", - "accept": false, - "reason": "OOM/cast errors in SDXL LoRA training vs accelerate launch missing args; not the same bug." - }, { "left": "issue:10147", "right": "issue:10462", "accept": false, - "reason": "Multi-view MV-Adapter support request vs CogVideoX multi-ID customization; different features." + "reason": "Different features and code paths: MV-Adapter multi-view generation vs CogVideoX multi-ID customization." }, { "left": "issue:10446", "right": "issue:9911", "accept": false, - "reason": "FluxControlNetPipeline model-sharding incompatibility vs multi-ControlNet layer-length mismatch; different code paths." + "reason": "Both mention Flux and multi-* settings, but one is model sharding incompatibility and the other is multi-ControlNet layer-length mismatch." }, { "left": "issue:12124", "right": "issue:13062", "accept": false, - "reason": "Dataloader shuffle question for qwen-image training vs unsupported onnxruntime-windowsml backend." + "reason": "Training dataloader shuffling in qwen-image is unrelated to an onnxruntime-windowsml support decision." }, { "left": "issue:2947", "right": "issue:4456", "accept": false, - "reason": "UNet missing load_attn_procs attribute vs ModuleList indexing error in LoRA loading; unrelated loader issues." + "reason": "Both are loader-related attribute errors, but they occur in different functions and stem from different missing-attribute paths." }, { "left": "issue:4969", "right": "issue:5300", "accept": false, - "reason": "CrossAttention import error vs package connecting to internet; different problems." + "reason": "Importing CrossAttention is unrelated to the package unexpectedly connecting to the internet." }, { "left": "issue:5538", "right": "issue:8803", "accept": false, - "reason": "Upscale pipeline latent usage question vs duplicate assignment in attention processor; unrelated." + "reason": "Pipeline latent handling and a duplicate assignment in attention processing are different bugs." }, { "left": "issue:4932", "right": "issue:7220", "accept": false, - "reason": "Dreambooth output file issue vs unload_ip_adapter error in a ControlNet inpaint pipeline; not the same bug." + "reason": "Dreambooth checkpoint output and IP-Adapter unloading on ControlNet inpaint are unrelated." }, { "left": "issue:4767", "right": "issue:5254", "accept": false, - "reason": "Scheduler prediction_type support vs multi-ControlNet support in inpaint pipeline; different changes." + "reason": "Scheduler prediction_type support and multi-ControlNet inpainting are different feature requests." }, { "left": "issue:4977", "right": "issue:5592", "accept": false, - "reason": "Checkpoint removal in an example script vs UniDiffuser checkpoint loading failure; different artifacts." + "reason": "Removing checkpoints in one example is unrelated to loading UniDiffuser from checkpoints." }, { "left": "issue:5628", "right": "issue:6159", "accept": false, - "reason": "LMS scheduler denoising offset vs missing denoising_end support in ControlNetXSPipeline; different scheduler/pipeline issues." + "reason": "One is a scheduler offset bug; the other is missing denoising_end support in a specific pipeline." }, { "left": "issue:4297", "right": "issue:6295", "accept": false, - "reason": "SDXL batched img2img artifacts vs DPM++ 2M SDE Karras artifacts; similar symptom but not the same concrete bug." + "reason": "Both report artifacts, but they involve different pipelines and different suspected causes." }, { "left": "issue:11561", "right": "issue:8410", "accept": false, - "reason": "FluxFill IP-Adapter support vs native TextDiffuser support; different feature requests." + "reason": "FluxFill IP-Adapter loading and TextDiffuser native support are separate feature requests." }, { "left": "issue:1251", "right": "issue:3769", "accept": false, - "reason": "MPS black image in RePaintPipeline vs panorama quartered output; distinct pipeline bugs." + "reason": "Black output on mps in RePaint and quartered output in Panorama are different pipeline/device bugs." }, { "left": "issue:1335", "right": "issue:4390", "accept": false, - "reason": "Missing vae_encoder argument vs missing requirements; unrelated import/setup issues." + "reason": "A missing vae_encoder constructor arg is not the same as a generic missing requirements issue." }, { "left": "issue:2538", "right": "issue:3418", "accept": false, - "reason": "Enabling train_text_encoder in one script vs adding text-encoder part in another training script; related theme but not the same change." + "reason": "Both concern LoRA training and text encoder options, but they target different scripts and different requested behavior." }, { "left": "issue:5334", "right": "issue:988", "accept": false, - "reason": "Accelerate multi-model handling request vs FSDP training examples; broad training infrastructure, but not the same issue." + "reason": "Accelerate multi-model preparation during training is not the same problem as torch FSDP support for examples." }, { "left": "issue:12113", "right": "issue:9648", "accept": false, - "reason": "WanImageToVideo input channel mismatch vs VAE tiling memory overflow; different root causes." + "reason": "A channel-mismatch error in WanImageToVideoPipeline is unrelated to VAE tiling memory overflow." }, { "left": "issue:1949", "right": "issue:2844", "accept": false, - "reason": "Dreambooth tutorial training errors vs explicit image embeddings in StableUnCLIPImg2ImgPipeline; unrelated." + "reason": "Dreambooth tutorial training errors and explicit image-embedding passing in StableUnCLIP are different workflows." }, { "left": "issue:1082", "right": "issue:989", "accept": false, - "reason": "Dreambooth cublasLtMatmul failure vs generic weight dimensionality error; not the same bug." + "reason": "A CUBLAS matmul execution failure is not the same as a 2-D weight shape error." }, { "left": "issue:5846", "right": "issue:5849", "accept": false, - "reason": "resume_from_checkpoint error vs accelerate launch missing args; both training-script issues but different failures." + "reason": "Both hit train_text_to_image_lora_sdxl.py, but one is resume-from-checkpoint behavior and the other is an accelerate entrypoint signature error." }, { "left": "issue:6794", "right": "issue:7079", "accept": false, - "reason": "Import error for cast_training_params vs Transformer2DModel patch/norm_type error; unrelated." + "reason": "An import error for cast_training_params is unrelated to a Transformer2DModel patch/norm_type bug." }, { "left": "issue:4584", "right": "issue:4619", "accept": false, - "reason": "resume_from_checkpoint error in SDXL LoRA training vs half/float bias mismatch; different training bugs." + "reason": "Both are SDXL training-script failures, but one is resume_from_checkpoint and the other is input/bias dtype mismatch." + }, + { + "left": "issue:2695", + "right": "issue:4534", + "accept": false, + "reason": "A Tensorboard validation/reporting issue in ControlNet training is different from an MPS validation crash in SDXL Dreambooth." + }, + { + "left": "issue:4478", + "right": "issue:8241", + "accept": false, + "reason": "An SDXL dtype mismatch on load is unrelated to an abnormal LEDITS++ model size report." } ] }, @@ -72524,7 +72582,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10100", "issue:10933", @@ -72542,7 +72600,7 @@ "issue:1546", "issue:2202", "issue:2471", - "issue:2695", + "issue:2984", "issue:3087", "issue:3689", "issue:4030", @@ -72550,9 +72608,8 @@ "issue:4269", "issue:4332", "issue:4368", - "issue:4478", - "issue:4534", "issue:4615", + "issue:5046", "issue:5079", "issue:5245", "issue:5327", @@ -72565,7 +72622,6 @@ "issue:7420", "issue:7432", "issue:7572", - "issue:8241", "issue:8827", "issue:8837", "issue:8930", @@ -72573,11 +72629,11 @@ "issue:9227", "issue:9479", "issue:9531", - "issue:9813" + "issue:9813", + "issue:9858", + "issue:9927" ], "soft_pairs": [ - "issue:2695|issue:4534", - "issue:4478|issue:8241", "issue:1546|issue:4269", "issue:7432|issue:7572", "issue:11661|issue:9227", @@ -72600,186 +72656,188 @@ "issue:4030|issue:5327", "issue:4107|issue:4368", "issue:10100|issue:12358", - "issue:2202|issue:3087" + "issue:2202|issue:3087", + "issue:2984|issue:5046", + "issue:9858|issue:9927" ], - "prepared_review_unit_hash": "8494d4b350226c1c3a9a992e67b248c0c9c4c5e40da3fcfdf075a1d52798904d", + "prepared_review_unit_hash": "232dd75c4956bd5b8a251db53b5250bdc94158be871aa1b111f7ca873913e183", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 34075, - "estimated_input_tokens": 8519, - "estimated_eval_tokens": 17294 + "serialized_chars": 33971, + "estimated_input_tokens": 8493, + "estimated_eval_tokens": 17242 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is broadly heterogeneous; the soft pairs are mostly superficial topic matches rather than true duplicates. No PRs are present.", - "confidence": 0.22, - "canonical_issue_reason": "If a single issue must be chosen, issue 12783 is the most concrete, reproducible open bug report in the noisy-output/attention area, but the overall set is not a single duplicate cluster.", + "summary": "The set is a collection of mostly unrelated feature requests and bug reports across different pipelines, adapters, and training scripts. None of the proposed soft pairs looks like the same underlying issue, so I would not merge any of them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 12783 is the strongest standalone issue: it has a clear symptom, current impact, and enough detail to be actionable.", + "best_issue_reason": "issue:11117 is the strongest standalone bug report: it has a concrete runtime error, a specific pipeline, and a clear failure mode, so it is the best representative issue if one must pick a single item.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:2695", - "right": "issue:4534", - "accept": false, - "reason": "Both are training/validation crashes, but they affect different pipelines and error paths." - }, - { - "left": "issue:4478", - "right": "issue:8241", - "accept": false, - "reason": "Different models and different failures: dtype mismatch versus abnormal model size." - }, { "left": "issue:1546", "right": "issue:4269", "accept": false, - "reason": "Both involve input validation, but one is truncation/batched input behavior and the other is a TypeError in check_inputs." + "reason": "Different pipelines and different failures: SD batched truncation handling vs ControlNet input validation TypeError." }, { "left": "issue:7432", "right": "issue:7572", "accept": false, - "reason": "One is about image quality differences; the other is a concrete dtype mismatch error." + "reason": "Both are image-quality/runtime problems, but the root causes differ: WebUI parity vs dtype mismatch in a convolution/bias path." }, { "left": "issue:11661", "right": "issue:9227", "accept": false, - "reason": "Different training scripts and different bugs; only a broad LoRA/training theme overlaps." + "reason": "Same broad Flux area, but one is a None-handling bug in an example script and the other is a model-specific training failure with a different symptom." }, { "left": "issue:8837", "right": "issue:8989", "accept": false, - "reason": "Both concern performance/attention-related behavior, but they are distinct code paths and symptoms." + "reason": "Different subsystems and symptoms: SlicedAttnProcessor bug vs Stable Audio sequential offloading." }, { "left": "issue:10933", "right": "issue:11396", "accept": false, - "reason": "IP-Adapter loading error versus a LoRA conversion question; not the same underlying bug." + "reason": "IP-Adapter load error and LoRA format-conversion question are unrelated." }, { "left": "issue:11117", "right": "issue:12895", "accept": false, - "reason": "Different Stable Diffusion 3 failures: dtype mismatch versus NoneType batching crash." + "reason": "Both touch StableDiffusion3Pipeline, but one is a Half/BFloat16 tensor-type crash and the other is a NoneType.ndim crash in batched prompt handling." }, { "left": "issue:11779", "right": "issue:9479", "accept": false, - "reason": "Both involve masking, but one is Wan VACE mask padding and the other is inpaint overwriting unmasked regions." + "reason": "Both involve masking, but they are different pipelines and different bugs: Wan VACE mask padding vs inpaint changing unmasked regions." }, { "left": "issue:11901", "right": "issue:13137", "accept": false, - "reason": "Model-specific LoRA loading failures with different models and error modes." + "reason": "Different model families and adapter-loading paths: Wan2.1 LoRA loading vs Flux 2 LoKr weights." }, { "left": "issue:12567", "right": "issue:12783", "accept": false, - "reason": "Both mention noisy output from attention optimizations, but the implementations and failure details differ." + "reason": "Both report noisy outputs, but the attention implementations and likely code paths are different (Ulysses vs Sage Attention)." }, { "left": "issue:1305", "right": "issue:3087", "accept": false, - "reason": "Direct inversion support request and LyCORIS support are unrelated feature requests." + "reason": "A paper/reference request is not the same as adding LyCORIS model support." }, { "left": "issue:3689", "right": "issue:5079", "accept": false, - "reason": "Related to LoRA APIs, but one is unloading weights and the other is loading LyCORIS." + "reason": "Related LoRA area, but unload-after-load behavior is not the same bug as adding LyCORIS loading support." }, { "left": "issue:4332", "right": "issue:7420", "accept": false, - "reason": "xformers usage in a specific pipeline versus torch.compile enablement are unrelated." + "reason": "Different acceleration paths and failures: xformers support in one pipeline vs torch.compile usability." }, { "left": "issue:4615", "right": "issue:5245", "accept": false, - "reason": "ImportError in diffusers versus a pipenv import-stage freeze; not the same issue." + "reason": "An import-name error is not the same as a pipenv import-stage freeze." }, { "left": "issue:5245", "right": "issue:7191", "accept": false, - "reason": "Generic import problems, but no shared code path or concrete failure mode." + "reason": "Both mention import problems, but one is a freeze in pipenv and the other is a separate import issue with no matching failure mode." }, { "left": "issue:6439", "right": "issue:9531", "accept": false, - "reason": "Docs link 404 and SDXL sigma tuning are unrelated." + "reason": "Docs link 404 and SDXL sigma scheduling are unrelated." }, { "left": "issue:8827", "right": "issue:9813", "accept": false, - "reason": "Both are IP-Adapter-related, but one is a FaceID loading error and the other is batch feature mixing." + "reason": "Both are IP-Adapter related, but one is a specific FaceID-SDXL loading error while the other is a batch feature-mixing bug in embed preparation; not enough to call them the same bug." }, { "left": "issue:5573", "right": "issue:7138", "accept": false, - "reason": "ControlNet initialization slowness versus SDXL UNet structure mismatch are different problems." + "reason": "ControlNet weight initialization slowness is different from SDXL UNet structure mismatch." }, { "left": "issue:6109", "right": "issue:8930", "accept": false, - "reason": "Both involve ControlNet-like conditioning, but they target different pipelines and bugs." + "reason": "Both concern ControlNet, but they are different pipelines and distinct behavior failures." }, { "left": "issue:2471", "right": "issue:5607", "accept": false, - "reason": "Both mention shape-related failures, but the underlying pipelines and tensor mismatch causes are different." + "reason": "Different tensor-shape failures in different pipelines; no evidence they share the same root cause." }, { "left": "issue:4030", "right": "issue:5327", "accept": false, - "reason": "Embedding/textual-inversion related, but one is a runtime embedding error and the other is an SDXL import/load issue." + "reason": "Different models and errors: SD v2.1 embedding runtime issue vs SDXL textual inversion load failure." }, { "left": "issue:4107", "right": "issue:4368", "accept": false, - "reason": "Noise/quality degradation and OOM during LoRA training are not the same bug." + "reason": "One is a quality degradation/noise report, the other is a CUDA OOM training issue." }, { "left": "issue:10100", "right": "issue:12358", "accept": false, - "reason": "Both are feature requests for new pipelines, but they are for different models and changes." + "reason": "Both are feature requests for new model support, but for different models and pipelines." }, { "left": "issue:2202", "right": "issue:3087", "accept": false, - "reason": "OpenVINO pipeline support and LyCORIS support are unrelated requests." + "reason": "OpenVINO pipeline support and LyCORIS model support are unrelated feature requests." + }, + { + "left": "issue:2984", + "right": "issue:5046", + "accept": false, + "reason": "Different research/model requests with no shared code-path bug." + }, + { + "left": "issue:9858", + "right": "issue:9927", + "accept": false, + "reason": "Both are training-time issues, but the reported failures are unrelated: a KeyError versus a HeaderTooLarge error." } ] }, @@ -72801,7 +72859,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10010", "issue:10029", @@ -72819,21 +72877,23 @@ "issue:1957", "issue:2266", "issue:2507", + "issue:2532", + "issue:2696", "issue:2775", - "issue:2984", "issue:3026", "issue:3585", "issue:3937", "issue:4478", "issue:4551", + "issue:460", "issue:4605", "issue:4618", - "issue:5046", "issue:5110", "issue:5274", "issue:5594", "issue:5678", "issue:5714", + "issue:5824", "issue:5829", "issue:6335", "issue:6520", @@ -72847,13 +72907,9 @@ "issue:7640", "issue:7836", "issue:9032", - "issue:9171", - "issue:9858", - "issue:9927" + "issue:9171" ], "soft_pairs": [ - "issue:2984|issue:5046", - "issue:9858|issue:9927", "issue:10029|issue:10398", "issue:2266|issue:2507", "issue:4618|issue:5110", @@ -72875,180 +72931,182 @@ "issue:10010|issue:9032", "issue:10782|issue:12149", "issue:11581|issue:11885", - "issue:11592|issue:9171" + "issue:11592|issue:9171", + "issue:2532|issue:5824", + "issue:2696|issue:460" ], - "prepared_review_unit_hash": "1b35112be0d07dfa1a98171a776bdca0a35c0e5fbb44dd84777b95834a99c4e3", + "prepared_review_unit_hash": "0dde96cf0f996fb090dbc0fd1642deba10036275dbb097c63ba2cd2a3ff06e70", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33862, - "estimated_input_tokens": 8466, - "estimated_eval_tokens": 17188 + "serialized_chars": 33974, + "estimated_input_tokens": 8494, + "estimated_eval_tokens": 17244 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All proposed soft links are false positives; the items are a heterogeneous mix of unrelated bugs, features, and regressions rather than one duplicate cluster.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical duplicate: the issues span unrelated code paths and product areas.", + "summary": "This set looks like a collection of mostly unrelated issues rather than one duplicate cluster. The soft-edge pairs share broad themes at most, but they describe different errors, models, or feature requests and should not be merged.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:11581 is the most concrete standalone bug report in the set, with a specific runtime error and likely actionable fix.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:2984", - "right": "issue:5046", - "accept": false, - "reason": "Different topics: a video diffusion paper/proposal vs a drag-style manipulation feature request." - }, - { - "left": "issue:9858", - "right": "issue:9927", - "accept": false, - "reason": "Both are training-related errors, but the failure modes differ completely (`KeyError: 'train'` vs `HeaderTooLarge`)." - }, { "left": "issue:10029", "right": "issue:10398", "accept": false, - "reason": "Both involve PEFT/adapter loading, but one is a missing `base_layer` attribute and the other is missing target modules in the base model." + "reason": "Both are PEFT/LoRA-related, but one is an AttributeError on Linear.base_layer and the other is a missing target-modules/base-model mismatch; different failure points." }, { "left": "issue:2266", "right": "issue:2507", "accept": false, - "reason": "Both mention performance, but one is sequential CPU offload slowdown and the other is safetensors GPU loading being slower than CPU." + "reason": "Both concern performance, but one is sequential CPU offload slowdown while the other is safetensors loading being slower on GPU; not the same bug." }, { "left": "issue:4618", "right": "issue:5110", "accept": false, - "reason": "Completely unrelated: SDXL ControlNet usage vs Hugging Face repo-id validation failure." + "reason": "One asks how to use a specific SDXL/controlnet model combo; the other is a Hugging Face repo-id validation error. Different problems." }, { "left": "issue:11223", "right": "issue:11674", "accept": false, - "reason": "Different requests: an OOM bug with LoRAs under layer-wise upcasting vs a feature request for Wan VACE inputs." + "reason": "OOM with LoRAs during WAN layer-wise upcasting is unrelated to a feature request for ref images and multiple control videos." }, { "left": "issue:10010", "right": "issue:7836", "accept": false, - "reason": "Unrelated bugs: a FLUX Fill model download failure vs CLIP training overfitting." + "reason": "FLUX Fill 404/model download failure is unrelated to a CLIP training example overfitting report." }, { "left": "issue:1957", "right": "issue:5274", "accept": false, - "reason": "Different training problems: LR scheduler initialization vs mixed-precision dtype mismatch." + "reason": "LR scheduler initialization fix is unrelated to a mixed-precision dtype mismatch during unconditional image generation training." }, { "left": "issue:5594", "right": "issue:6529", "accept": false, - "reason": "Different concerns: SDXL LoRA memory-saving discussion vs Fooocus inpaint support." + "reason": "Memory-saving for SDXL LoRA fine-tuning and SDXL Fooocus Inpaint are different topics, not the same defect." }, { "left": "issue:5714", "right": "issue:7185", "accept": false, - "reason": "Unrelated issues: PeftModel handling in `maybe_raise_or_warn` vs PyTorch 2.2 compatibility." + "reason": "PeftModel support in maybe_raise_or_warn is unrelated to whether diffusers supports PyTorch 2.2.0." }, { "left": "issue:3026", "right": "issue:3585", "accept": false, - "reason": "Different code paths and symptoms: instruct-pix2pix launch failure vs LoRA synthesis into SD1.5 failing." + "reason": "Accelerate launch error in instruct_pix2pix and a failure using a LoRA-synthesizing model are different code paths and symptoms." }, { "left": "issue:7168", "right": "issue:7640", "accept": false, - "reason": "Both are image-generation issues, but IP-Adapter embedding shape handling is not the same as `from_single_file` dimension errors." + "reason": "IP-Adapter image-embed tensor-shape confusion is not the same as the from_single_file dimension RuntimeError in SDXL." }, { "left": "issue:10640", "right": "issue:6794", "accept": false, - "reason": "Different subsystems: FluxInpaint/DataParallel GPU error vs import failure for `cast_training_params`." + "reason": "FluxInpaintPipeline DataParallel multi-GPU error is unrelated to an import failure for cast_training_params." }, { "left": "issue:3937", "right": "issue:6567", "accept": false, - "reason": "Unrelated: ZeroscopeXL model loading behavior vs an SD 1.5 import warning about `text_config_dict`." + "reason": "ZeroscopeXL not working as a normal model and an SD 1.5 text_config_dict warning are not the same bug." }, { "left": "issue:4478", "right": "issue:4605", "accept": false, - "reason": "Both are SD model errors, but one is a dtype/bias mismatch in SDXL loading and the other is an inpaint pipeline error." + "reason": "SDXL input/bias type mismatch and a long-prompt-weighting inpaint error are different failures." }, { "left": "issue:2775", "right": "issue:6520", "accept": false, - "reason": "Different failures: a Torch Dynamo optimization error vs blank validation outputs during adapter training." + "reason": "torch._dynamo.optimize on a non-function object is unrelated to blank validation results during adapter training." }, { "left": "issue:4551", "right": "issue:5829", "accept": false, - "reason": "Different training crashes: SDXL DreamBooth failure vs missing `unet_time_cond_proj_dim` in LCM scripts." + "reason": "DreamBooth crashing on SDXL base and missing unet_time_cond_proj_dim in LCM scripts are distinct issues." }, { "left": "issue:11148", "right": "issue:12501", "accept": false, - "reason": "Both are bugs, but one is PEFT adapter state tracking and the other is a VAE decoder graph-break issue." + "reason": "A PEFT adapter-loaded flag regression is unrelated to the VAE decoder next(iter(..)) graph break." }, { "left": "issue:6335", "right": "issue:6598", "accept": false, - "reason": "Different img2img problems: output-size control vs differing results for identical parameters." + "reason": "Control of output size in img2img is not the same as differing outputs with the same parameters." }, { "left": "issue:5678", "right": "issue:7575", "accept": false, - "reason": "Distinct model/math issues: higher-order derivative behavior in attention vs a shape error in Transformer2DModel with adanorm." + "reason": "Higher-order derivative errors from scaled_dot_product_attention and an adanorm shape error are different code-path problems." }, { "left": "issue:10010", "right": "issue:9032", "accept": false, - "reason": "Completely unrelated: FLUX Fill example download failure vs a Flax/TPU setup question." + "reason": "FLUX Fill model download failure is unrelated to a FlaxStableDiffusionPipeline minimum-working-example question." }, { "left": "issue:10782", "right": "issue:12149", "accept": false, - "reason": "Different scopes: a Lumina Image 2.0 minor issue vs package/source version mismatch." + "reason": "A Lumina minor issue is not the same as pip-installed diffusers being out of sync with source code." }, { "left": "issue:11581", "right": "issue:11885", "accept": false, - "reason": "Both concern FLUX adapters, but one is an IP-Adapter constructor dtype error and the other is a LoRA loading regression." + "reason": "Both involve FLUX adapter loading, but one is a CLIPVisionModelWithProjection dtype constructor error and the other is a load_lora_weights regression; too different to merge." }, { "left": "issue:11592", "right": "issue:9171", "accept": false, - "reason": "Unrelated regressions: FluxLoraLoaderMixin adapter deletion vs SD 1.5 `v_prediction` handling in `from_single_file`." + "reason": "delete_adapters regression and from_single_file v_prediction handling are unrelated regressions." + }, + { + "left": "issue:2532", + "right": "issue:5824", + "accept": false, + "reason": "Panorama get_views behavior and SDXL add_time_ids default issues affect different pipelines and functions." + }, + { + "left": "issue:2696", + "right": "issue:460", + "accept": false, + "reason": "Torch not compiled with CUDA after installing diffusers is unrelated to ONNX Runtime CPU/CUDA dependency selection." } ] }, @@ -73070,14 +73128,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10940", "issue:11127", "issue:1214", "issue:1530", - "issue:2532", - "issue:2696", + "issue:2737", "issue:3089", "issue:3171", "issue:4000", @@ -73087,7 +73144,6 @@ "issue:4414", "issue:447", "issue:4542", - "issue:460", "issue:4605", "issue:4675", "issue:4753", @@ -73095,13 +73151,15 @@ "issue:5054", "issue:5152", "issue:5372", - "issue:5824", + "issue:5821", "issue:5981", "issue:5989", "issue:6159", "issue:6183", "issue:6258", + "issue:6513", "issue:6790", + "issue:7000", "issue:7009", "issue:7041", "issue:7210", @@ -73121,8 +73179,6 @@ "issue:9953" ], "soft_pairs": [ - "issue:2532|issue:5824", - "issue:2696|issue:460", "issue:3089|issue:5989", "issue:3171|issue:447", "issue:4000|issue:8373", @@ -73144,180 +73200,182 @@ "issue:8900|issue:9209", "issue:1530|issue:5002", "issue:4414|issue:9023", - "issue:4605|issue:962" + "issue:4605|issue:962", + "issue:5821|issue:7000", + "issue:2737|issue:6513" ], - "prepared_review_unit_hash": "610c32b0b96ca39c913a7142487a73d6d99df01272d740ef5a84f1c7454fe4ed", + "prepared_review_unit_hash": "1aed2ab87bdea17038bc9304137be68e806a8d5e645aca93a7e379ffadb28f51", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33464, - "estimated_input_tokens": 8366, - "estimated_eval_tokens": 16988 + "serialized_chars": 33409, + "estimated_input_tokens": 8353, + "estimated_eval_tokens": 16962 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the soft pairs mostly share only broad diffusion-model vocabulary or the same subsystem, but they describe different bugs, features, or backend/platform failures. I would not merge any of the proposed pairs.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "This looks like a heterogeneous false-positive similarity cluster, not a true duplicate set. The items span unrelated bugs in loading, precision, schedulers, training, networking, and pipeline behavior, so no soft pair is convincing.", + "confidence": 0.91, + "canonical_issue_reason": "Issue:6183 is the most concrete, narrowly scoped bug report in the set (a specific StableDiffusionXL from_single_file shape problem), but the cluster is too mixed to have a true canonical duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue:6183 is the best representative because it has a clear repro and code path, unlike the broader or more ambiguous reports elsewhere in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:2532", - "right": "issue:5824", - "accept": false, - "reason": "Both involve Stable Diffusion pipeline internals, but one is a panorama get_views bug and the other is an SDXL add_time_ids default issue; different code paths and symptoms." - }, - { - "left": "issue:2696", - "right": "issue:460", - "accept": false, - "reason": "CUDA installation/runtime error vs ONNX Runtime backend dependency selection; these are separate environment/backend problems." - }, { "left": "issue:3089", "right": "issue:5989", "accept": false, - "reason": "DDPM scheduler logic bug and safetensors.torch bug are unrelated components with different failure modes." + "reason": "Both mention scheduler bugs, but they are different failures in different components (DDPM scheduler vs safetensors.torch)." }, { "left": "issue:3171", "right": "issue:447", "accept": false, - "reason": "LPW prompt support for ControlNet vs prompt truncation detection/return values; different feature requests." + "reason": "Prompt-related, but one is LPW controlnet behavior and the other is truncation detection/token return; not the same bug." }, { "left": "issue:4000", "right": "issue:8373", "accept": false, - "reason": "Model ckpt conversion problem vs an incorrect error message; not the same underlying bug." + "reason": "One is about converting a ckpt to diffusers format, the other is an incorrect error message; no shared code-path bug." }, { "left": "issue:4080", "right": "issue:4675", "accept": false, - "reason": "SDXL inpainting pipeline request vs ControlNet Reference Only support; separate features." + "reason": "Both involve SDXL-related features, but one requests an inpainting pipeline and the other ControlNet reference-only support." }, { "left": "issue:5054", "right": "issue:5372", "accept": false, - "reason": "Missing final_offload_hook attribute and safety_checker usage are different StableDiffusionXL API issues." + "reason": "Different pipeline API issues: missing final_offload_hook vs safety_checker usage; not duplicate failures." }, { "left": "issue:6790", "right": "issue:7592", "accept": false, - "reason": "Both are state_dict loading problems, but one is an LCM example key mismatch and the other is DoRA key loading; not the same concrete bug." + "reason": "Both are state_dict loading problems, but they affect different models/features (LCM example vs DoRA) and likely different fixes." }, { "left": "issue:7041", "right": "issue:8792", "accept": false, - "reason": "Segfault at num_inference_steps > 1 is a runtime crash; image-quality degradation during migration is a separate quality regression." + "reason": "A segfault at >1 steps is not the same as image-quality regression during migration." }, { "left": "issue:11127", "right": "issue:9856", "accept": false, - "reason": "Single-file FLUX model loading failure vs distributed port collision; unrelated errors." + "reason": "Single-file FLUX loading and distributed port-collision errors are unrelated." }, { "left": "issue:8644", "right": "issue:9953", "accept": false, - "reason": "Both mention device/offload behavior, but one is T5 encoder sequential offload meta-tensor failure and the other is moving a quantized component to CUDA; different code paths." + "reason": "Both involve offload/device placement, but one is T5 encoder meta-tensor offload and the other is moving a quantized component to CUDA; different code paths." }, { "left": "issue:4403", "right": "issue:6159", "accept": false, - "reason": "Half-precision LayerNorm failure vs missing denoising_end argument support; unrelated." + "reason": "LayerNorm half-precision failure and unsupported denoising_end are different pipeline/runtime issues." }, { "left": "issue:6183", "right": "issue:8373", "accept": false, - "reason": "Incorrect tensor shape from from_single_file is not the same as an incorrect error message." + "reason": "Incorrect tensor shape from_single_file is unrelated to an incorrect-format error message." }, { "left": "issue:10940", "right": "issue:7210", "accept": false, - "reason": "Missing triton.ops import and missing named_parameters under accelerate are different integration issues." + "reason": "Missing triton.ops import and missing named_parameters on a pipeline are separate environment/API problems." }, { "left": "issue:1214", "right": "issue:4139", "accept": false, - "reason": "Both concern precision, but CLIPTextModel half-precision support and custom attention processor casting are not the same bug." + "reason": "Both are precision-themed, but one is CLIPTextModel half-precision failure and the other is casting a custom attention processor." }, { "left": "issue:4542", "right": "issue:7355", "accept": false, - "reason": "Cannot generate more than one image in SDXL img2img vs Stable Cascade arbitrary-resolution bfloat16 errors; unrelated." + "reason": "Multi-image img2img limitation and Stable Cascade arbitrary-resolution bf16 errors are not the same bug." }, { "left": "issue:4753", "right": "issue:8236", "accept": false, - "reason": "train_dreambooth_lora.py problem vs wrong multi-GPU LR scheduler step count; different training bugs." + "reason": "Dreambooth LoRA script trouble and wrong scheduler step count are unrelated training issues." }, { "left": "issue:9279", "right": "issue:9292", "accept": false, - "reason": "Dynamic LoRA loading with torch.compile and FLUX LoRA key incompatibility are separate issues." + "reason": "Both mention LoRA, but one is dynamic loading with torch.compile and the other is key incompatibility for FLUX LoRAs." }, { "left": "issue:5152", "right": "issue:5981", "accept": false, - "reason": "W\u00fcrstchen alpha bug vs DPMSolver scheduler bug; no concrete overlap." + "reason": "Different scheduler/model bugs; no concrete shared failure mode." }, { "left": "issue:6258", "right": "issue:7009", "accept": false, - "reason": "Forward chunking degrading quality in Stable Video Diffusion is not the same as poor results from a specific text-to-video checkpoint." + "reason": "Forward chunking quality degradation in video pipeline is not the same as poor results from a text-to-video checkpoint." }, { "left": "issue:8900", "right": "issue:9209", "accept": false, - "reason": "Loading SDXL refiner from_single_file vs failing to connect to hf-mirror.com are unrelated." + "reason": "Single-file loading guidance and mirror connection failure are unrelated." }, { "left": "issue:1530", "right": "issue:5002", "accept": false, - "reason": "Missing learned_classifier_free_sampling_embeddings and missing use_karras_sigmas are different API gaps in different schedulers/pipelines." + "reason": "Both are missing-argument/API compatibility reports, but they concern different pipeline/scheduler symbols and fixes." }, { "left": "issue:4414", "right": "issue:9023", "accept": false, - "reason": "Consistency Model sample request vs generic sample code failure; too broad to be the same bug." + "reason": "Consistency Model sampling support and a generic sample-code failure are not the same underlying bug." }, { "left": "issue:4605", "right": "issue:962", "accept": false, - "reason": "Long prompt weighting with an inpaint model error vs inpaint pipelines only supporting 512x512 are different inpaint limitations." + "reason": "Inpaint-model error in long-prompt weighting and lack of non-512 inpaint size support are different pipeline issues." + }, + { + "left": "issue:5821", + "right": "issue:7000", + "accept": false, + "reason": "A CUDA backward/training failure and a PyTorch deprecation warning are not duplicates." + }, + { + "left": "issue:2737", + "right": "issue:6513", + "accept": false, + "reason": "CLIP guidance support for a scheduler and missing T2IAdapter model support are unrelated feature requests." } ] }, @@ -73339,7 +73397,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10066", "issue:10198", @@ -73357,7 +73415,6 @@ "issue:1919", "issue:1922", "issue:2098", - "issue:2737", "issue:2838", "issue:305", "issue:3057", @@ -73366,22 +73423,23 @@ "issue:4186", "issue:4222", "issue:4249", + "issue:4585", "issue:459", "issue:4768", + "issue:4977", + "issue:5034", "issue:5110", "issue:5120", "issue:5485", "issue:5605", "issue:5689", - "issue:5821", "issue:5989", "issue:6042", "issue:6055", "issue:6313", - "issue:6513", "issue:6616", "issue:6686", - "issue:7000", + "issue:7147", "issue:7490", "issue:7798", "issue:8552", @@ -73391,8 +73449,6 @@ "issue:9974" ], "soft_pairs": [ - "issue:5821|issue:7000", - "issue:2737|issue:6513", "issue:4222|issue:5605", "issue:5989|issue:7798", "issue:6042|issue:8790", @@ -73414,180 +73470,182 @@ "issue:4094|issue:4768", "issue:5485|issue:8552", "issue:7490|issue:9331", - "issue:10066|issue:9974" + "issue:10066|issue:9974", + "issue:4585|issue:7147", + "issue:4977|issue:5034" ], - "prepared_review_unit_hash": "8d6779f32c05601def4a185e5d303425b8903681d6a5000663b3d6c0dc473079", + "prepared_review_unit_hash": "3dd242566142cd7933828c0dd2864c8b79aa4a7516e44274e46a617cb87695e4", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33910, - "estimated_input_tokens": 8478, - "estimated_eval_tokens": 17212 + "serialized_chars": 33895, + "estimated_input_tokens": 8474, + "estimated_eval_tokens": 17204 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely heterogeneous: it mixes unrelated bugs, feature requests, and support questions across different pipelines and versions. None of the soft-edge pairs look like true duplicates of the same underlying bug/change.", - "confidence": 0.96, - "canonical_issue_reason": "No issue cleanly represents the whole set because the cluster is not cohesive. If one must be chosen, issue 11489 is the most concrete, actionable bug report (a specific Flux LoRA training failure) rather than a broad support question or a generic error report.", + "summary": "No convincing duplicate cluster here: the soft pairs span unrelated models, examples, import errors, training bugs, and feature requests. All soft edges are rejected.", + "confidence": 0.68, + "canonical_issue_reason": "issue:11489 is the most actionable concrete bug report in the set: a reproducible Flux LoRA training failure with active discussion. It is the best anchor even though the rest are largely unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 11489 is the best single triage candidate: it describes a specific, reproducible training error with a clear context. The rest are too mixed in scope to serve as a strong canonical representative.", + "best_issue_reason": "Same as canonical: 11489 is the clearest current code-path bug report and most suitable representative issue among this mixed batch.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:5821", - "right": "issue:7000", - "accept": false, - "reason": "Different problems: CUDA/backward training failure vs a PyTorch deprecation warning." - }, - { - "left": "issue:2737", - "right": "issue:6513", - "accept": false, - "reason": "Both are feature requests, but for different capabilities: CLIP guidance vs T2IAdapter model support." - }, { "left": "issue:4222", "right": "issue:5605", "accept": false, - "reason": "Low-resolution dataset training question is unrelated to per-image caption support." + "reason": "Low-resolution dataset training question vs per-image caption support request for SDXL dreambooth; different problem and scope." }, { "left": "issue:5989", "right": "issue:7798", "accept": false, - "reason": "Unrelated errors in different components: safetensors serialization vs PixArtAlphaPipeline bug." + "reason": "safetensors.torch bug vs PixArtAlphaPipeline bug; unrelated subsystems and symptoms." }, { "left": "issue:6042", "right": "issue:8790", "accept": false, - "reason": "Different topics: SDXL-turbo distillation example vs SDXL TensorRT/IP-Adapter integration." + "reason": "SDXL-turbo distilling example request vs SDXL TensorRT + IP Adapter issue; different workflows and code paths." }, { "left": "issue:11489", "right": "issue:11661", "accept": false, - "reason": "Both mention Flux training, but the concrete failures differ and are not the same code-path bug." + "reason": "Flux LoRA training error in one script vs args.max_train_steps None bug in flux-control; both Flux-related but distinct failures in different examples." }, { "left": "issue:10198", "right": "issue:9516", "accept": false, - "reason": "Weight mismatch is not the same as missing joint_attention_kwargs propagation." + "reason": "Flux.1-dev weight mismatch vs joint_attention_kwargs not passed to FLUX transformers; different bug class and code path." }, { "left": "issue:1909", "right": "issue:2098", "accept": false, - "reason": "Generator API mismatch is unrelated to the randn argument error." + "reason": "Scheduler generator mismatch vs torch.randn argument error; unrelated API issues." }, { "left": "issue:4186", "right": "issue:6686", "accept": false, - "reason": "Inpaint/refiner malfunction is unrelated to Dynamo save/load performance regression." + "reason": "SDXL inpaint/refiner malfunction vs Dynamo save/load performance regression; different symptoms and fixes." }, { "left": "issue:6313", "right": "issue:6616", "accept": false, - "reason": "Different requested features: null-text inversion pipeline vs classifier-guidance implementation." + "reason": "Null-Text Inversion pipeline request vs classifier-guidance implementation request; separate feature ideas, not duplicates." }, { "left": "issue:1709", "right": "issue:6055", "accept": false, - "reason": "ONNX Tensor.astype error is unrelated to an accelerate issue." + "reason": "ONNX img2img astype AttributeError vs accelerate error; unrelated runtime failures." }, { "left": "issue:3624", "right": "issue:5110", "accept": false, - "reason": "AttributeError from getattr is different from HF repo-id validation failure." + "reason": "getattr attribute-name TypeError vs HFValidationError on repo id format; different validation paths." }, { "left": "issue:1919", "right": "issue:5120", "accept": false, - "reason": "Missing dependency in dreambooth docs is not the same as a prior-preservation training bug." + "reason": "Missing datasets dependency in dreambooth example vs prior-preservation training bug; different root causes and fixes." }, { "left": "issue:10650", "right": "issue:12995", "accept": false, - "reason": "Lumina shape invalid error is unrelated to Cosmos-Predict2.5 pipeline behavior." + "reason": "Lumina tensor shape error vs Cosmos-Predict2.5 pipeline behavior question; unrelated topics." }, { "left": "issue:11169", "right": "issue:12645", "accept": false, - "reason": "Binary incompatibility import failure is unrelated to Qwen-Image speed concerns." + "reason": "NumPy binary incompatibility import failure vs inference speed complaint; not the same bug." }, { "left": "issue:12126", "right": "issue:12565", "accept": false, - "reason": "Both are Wan issues, but different versions and different failures; not the same concrete bug." + "reason": "wan2.2 cache_context switching error vs Wan2.1 i2v running issue; different model versions and failure modes." }, { "left": "issue:1444", "right": "issue:305", "accept": false, - "reason": "Missing StableDiffusionSafetyChecker import is not the same as the generic diffusers import error." + "reason": "Both are import errors, but one is missing StableDiffusionSafetyChecker and the other is a generic diffusers import problem; too broad and likely different causes." }, { "left": "issue:1922", "right": "issue:5689", "accept": false, - "reason": "Undefined notebook helper is unrelated to DPM++ residual noise in SDXL." + "reason": "Undefined init_git_repo in notebook vs DPM++ residual noise in SDXL; unrelated code paths." }, { "left": "issue:2838", "right": "issue:459", "accept": false, - "reason": "ControlNet pipeline behavior request is unrelated to incremental diffusion." + "reason": "ControlNet pipeline usage question vs incremental diffusion concept; not the same issue." }, { "left": "issue:3057", "right": "issue:4249", "accept": false, - "reason": "Conversion-script import failure is unrelated to check_inputs prompt_embeds validation." + "reason": "Conversion script import failure vs prompt_embeds input validation bug; different modules and behaviors." }, { "left": "issue:4094", "right": "issue:4768", "accept": false, - "reason": "Adding a T2I adapter training script is not the same as saving multiple adapters in one checkpoint." + "reason": "Training script for T2I adapters vs saving multiple adapter models; related area but feature request vs checkpoint format support, not one concrete bug." }, { "left": "issue:5485", "right": "issue:8552", "accept": false, - "reason": "Batch inference slowness is unrelated to a TextToVideoZeroPipeline segfault." + "reason": "ControlNet batch inference slowness vs TextToVideoZero segmentation fault; different severity and code paths." }, { "left": "issue:7490", "right": "issue:9331", "accept": false, - "reason": "Generic backward problem is unrelated to FlowMatchEulerDiscreteScheduler index_for_timestep." + "reason": "Generic backward problem vs FlowMatchEulerDiscreteScheduler index_for_timestep bug; insufficiently specific overlap." }, { "left": "issue:10066", "right": "issue:9974", "accept": false, - "reason": "Different bugs: attention unpacking error vs missing expected parameters in controlnet_sd3." + "reason": "self.attn unpacking ValueError vs controlnet_sd3 expected-parameters request; different components and error types." + }, + { + "left": "issue:4585", + "right": "issue:7147", + "accept": false, + "reason": "SDXL MultiControlNet documentation inconsistency vs StableCascadeDecoderPipeline import error; unrelated issues." + }, + { + "left": "issue:4977", + "right": "issue:5034", + "accept": false, + "reason": "Removing checkpoints in training script vs progress-bar misdisplay during checkpoint loading; different bugs in separate examples." } ] }, @@ -73609,11 +73667,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10111", "issue:10147", - "issue:10382", "issue:1055", "issue:1083", "issue:10952", @@ -73636,33 +73693,32 @@ "issue:3717", "issue:4528", "issue:4557", - "issue:4585", "issue:4972", - "issue:4977", - "issue:5034", "issue:5037", "issue:5046", + "issue:5112", "issue:5395", "issue:5432", "issue:5442", "issue:5763", "issue:5875", + "issue:6094", + "issue:6176", + "issue:6517", "issue:6548", "issue:6839", - "issue:7133", - "issue:7147", "issue:720", "issue:7243", "issue:835", "issue:8801", + "issue:8930", + "issue:9034", "issue:9090", "issue:9387", "issue:9686", "issue:9846" ], "soft_pairs": [ - "issue:4585|issue:7147", - "issue:4977|issue:5034", "issue:1055|issue:4557", "issue:4528|issue:5763", "issue:11659|issue:13162", @@ -73671,7 +73727,6 @@ "issue:1574|issue:3717", "issue:11160|issue:12097", "issue:10111|issue:9686", - "issue:10382|issue:7133", "issue:1083|issue:835", "issue:10952|issue:11732", "issue:1158|issue:2480", @@ -73684,180 +73739,183 @@ "issue:4972|issue:720", "issue:1572|issue:2799", "issue:5037|issue:5432", - "issue:10147|issue:8801" + "issue:10147|issue:8801", + "issue:6094|issue:6176", + "issue:6517|issue:9034", + "issue:5112|issue:8930" ], - "prepared_review_unit_hash": "3e1e7b4b33cd46eb79c4d6c27810457b17a03f3fd8329c7675f5359d40e0c3d8", + "prepared_review_unit_hash": "96ef67b4de12b85d804738ef5e2337ac4bce3c4f60f5d1ffecaadabf5dae311a", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33871, - "estimated_input_tokens": 8468, - "estimated_eval_tokens": 17192 + "serialized_chars": 33938, + "estimated_input_tokens": 8485, + "estimated_eval_tokens": 17226 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated feature requests or distinct bug reports, and none of the soft pairs look like true duplicates of the same concrete issue. The only loose theme is LoRA/loading-related reports, but even those point to different failures and code paths.", - "confidence": 0.92, - "canonical_issue_reason": "issue:11659 is the broadest active issue in the set, but the cluster is not a genuine duplicate group; it only loosely matches the recurring LoRA-loading theme.", + "summary": "This cluster is a loose mix of unrelated bug reports and feature requests across pipelines, LoRA/adapters, ONNX, schedulers, and training scripts. None of the soft pairs look like true duplicates of the same concrete issue, so there is no strong cluster-level canonical item.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items are too heterogeneous, and the title overlap is mostly superficial.", "canonical_pr_reason": null, - "best_issue_reason": "issue:11659 is the most generic and umbrella-like issue title in the set, so it is the least bad representative if one must be chosen.", + "best_issue_reason": "No global best issue cleanly represents the set; 10111 is broad, but still only covers a small slice of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:4585", - "right": "issue:7147", - "accept": false, - "reason": "Different problems: SDXL MultiControlNet documentation/usage vs missing import for StableCascadeDecoderPipeline." - }, - { - "left": "issue:4977", - "right": "issue:5034", - "accept": false, - "reason": "Both mention checkpoints, but one is about distributed checkpoint directories and the other about progress bar display during loading." - }, { "left": "issue:1055", "right": "issue:4557", "accept": false, - "reason": "Different failures: missing LatentDiffusionPipeline vs AttributeError on `super().__getattr__`." + "reason": "Missing pipeline class vs. AttributeError in getattr handling; different failures and code paths." }, { "left": "issue:4528", "right": "issue:5763", "accept": false, - "reason": "LoRA quality/output issue vs `save_pretrained` not writing safetensors; different code paths." + "reason": "LoRA quality/effectiveness issue vs. save_pretrained safetensors serialization bug." }, { "left": "issue:11659", "right": "issue:13162", "accept": false, - "reason": "Both are LoRA-related, but one is a generic load failure and the other is a model-specific support request for Flux.2-klein-4b." + "reason": "Generic LoRA load failure vs. request for FLUX.2-klein-4b LoRA support; not the same bug." }, { "left": "issue:5046", "right": "issue:7243", "accept": false, - "reason": "Different pipeline proposals: DragonDiffusion vs ResAdapter; not the same bug or change." + "reason": "Two separate model/pipeline feature proposals (DragonDiffusion vs ResAdapter), not one underlying change." }, { "left": "issue:5395", "right": "issue:9090", "accept": false, - "reason": "LoRA combination/PEFT bug vs scheduler timestep repetition bug; unrelated failures." + "reason": "PEFT LoRA combination bug vs. PNDM timestep repetition bug; unrelated subsystems." }, { "left": "issue:1574", "right": "issue:3717", "accept": false, - "reason": "Different resource issues in different contexts: bare-metal 8GB Dreambooth training vs multi-GPU OOM on 3090Ti." + "reason": "DreamBooth on 8GB GPU failing vs. multi-GPU OOM; same broad symptom, different context and cause." }, { "left": "issue:11160", "right": "issue:12097", "accept": false, - "reason": "Different Wan versions and different symptoms: inference inconsistency vs VRAM OOM." + "reason": "WAN 2.1 inference inconsistency vs. WAN2.2 TI2V end-of-run OOM; different problems." }, { "left": "issue:10111", "right": "issue:9686", "accept": false, - "reason": "FLUX pipeline bugs vs SD3 ControlNet pooled projection bug; different subsystems and symptoms." - }, - { - "left": "issue:10382", - "right": "issue:7133", - "accept": false, - "reason": "VAE encoder return-type AttributeError vs SDXL Dreambooth LoRA text-encoder size mismatch; not the same bug." + "reason": "Both mention pipeline bugs, but one is a generic FLUX report and the other is an SD3 ControlNet internal bug." }, { "left": "issue:1083", "right": "issue:835", "accept": false, - "reason": "FP16 ONNX output correctness vs flax pipeline `numpy_to_pil` failure; unrelated." + "reason": "FP16 ONNX incorrect output vs. flax numpy_to_pil failure; unrelated pipelines and error modes." }, { "left": "issue:10952", "right": "issue:11732", "accept": false, - "reason": "Both are LoRA load errors, but the adapter-name mismatch and tuple-unpack error come from different failure modes." + "reason": "Adapter-name mismatch when loading LoRA vs. unpacking error in load_lora_weights; distinct failure signatures." }, { "left": "issue:1158", "right": "issue:2480", "accept": false, - "reason": "Test interference in `test_config.py` vs Dreambooth checkpoint folder layout; unrelated." + "reason": "Pytest test interference vs. DreamBooth checkpoint directory layout; not the same bug." }, { "left": "issue:1205", "right": "issue:3045", "accept": false, - "reason": "Different conversion tasks: SD model to ONNX vs LoRA safetensors to diffusers." + "reason": "Converting SD model to ONNX vs. converting LoRA safetensors to diffusers; different conversion flows." }, { "left": "issue:1445", "right": "issue:5875", "accept": false, - "reason": "Both are ONNX-related, but they describe different pipeline errors and different conversion scenarios." + "reason": "Different ONNX pipeline import/prompt errors in separate pipeline classes." }, { "left": "issue:2288", "right": "issue:3065", "accept": false, - "reason": "Training-script implementation request vs adding a LoRA tuning option; separate feature requests." + "reason": "Add InstructPix2Pix training script vs. add text-encoder LoRA tuning option; separate training features." }, { "left": "issue:3391", "right": "issue:6548", "accept": false, - "reason": "Different image-processing bugs: overexposure in DeepFloyd SR vs RGBA being mistaken for latents in img2img." + "reason": "Overexposure in DeepFloyd super-resolution vs. RGBA image misread as latents in img2img; different code paths." }, { "left": "issue:5442", "right": "issue:9387", "accept": false, - "reason": "Distinct pipeline features: ScaleCrafter vs MimicMotion." + "reason": "Two distinct pipeline feature requests (ScaleCrafter vs. MimicMotion), not duplicates." }, { "left": "issue:6839", "right": "issue:9846", "accept": false, - "reason": "Different missing feature requests: from_single_file for StableVideoDiffusion vs FluxControlNetModel." + "reason": "StableVideoDiffusion from_single_file support vs. FluxControlNetModel from_single_file support; different models." }, { "left": "issue:4972", "right": "issue:720", "accept": false, - "reason": "Example-code failure in Wuerstchen vs traced UNet dtype mismatch; different issues." + "reason": "Wuerstchen example runtime failure vs. traced UNet dtype mismatch; unrelated issues." }, { "left": "issue:1572", "right": "issue:2799", "accept": false, - "reason": "One is a pipeline capability bug for img2img/inpainting, the other is a checkpoint-vs-pipeline mismatch guard." + "reason": "StableDiffusion mega img2img/inpainting failure vs. model-checkpoint/pipeline mismatch validation; not the same bug." }, { "left": "issue:5037", "right": "issue:5432", "accept": false, - "reason": "Second validation image argument error vs blank validation images; related area but different concrete bugs." + "reason": "Validation image handling error vs. blank validation images; similar area, different defect." }, { "left": "issue:10147", "right": "issue:8801", "accept": false, - "reason": "Different model support requests: MV-Adapter multi-view generation vs Kolors support." + "reason": "Feature requests for different models (MV-Adapter vs. Kolors), no shared underlying change." + }, + { + "left": "issue:6094", + "right": "issue:6176", + "accept": false, + "reason": "TextToVideoZeroPipeline regression vs. LoRA loading after DreamBooth training; unrelated failures." + }, + { + "left": "issue:6517", + "right": "issue:9034", + "accept": false, + "reason": "Import error for SDXL ControlNet pipeline vs. missing sentencepiece dependency; different root causes." + }, + { + "left": "issue:5112", + "right": "issue:8930", + "accept": false, + "reason": "SDXL ControlNet img2img tensor-shape error vs. poor pose-conditioning fidelity; different bug classes." } ] }, @@ -73879,15 +73937,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10107", "issue:10749", + "issue:10869", "issue:10950", "issue:10962", "issue:11010", + "issue:11022", + "issue:11035", "issue:11642", "issue:12574", + "issue:13203", "issue:1742", "issue:1823", "issue:2221", @@ -73907,32 +73969,25 @@ "issue:4680", "issue:4752", "issue:5044", - "issue:5112", "issue:5274", "issue:5510", "issue:579", "issue:5989", "issue:6087", - "issue:6094", "issue:6142", "issue:6164", - "issue:6176", - "issue:6517", "issue:7535", "issue:785", "issue:8469", "issue:8557", "issue:8752", - "issue:8930", + "issue:8826", "issue:8939", - "issue:9034", "issue:9309", + "issue:9958", "issue:9979" ], "soft_pairs": [ - "issue:6094|issue:6176", - "issue:6517|issue:9034", - "issue:5112|issue:8930", "issue:3765|issue:6087", "issue:10749|issue:11010", "issue:1823|issue:3622", @@ -73953,190 +74008,190 @@ "issue:4213|issue:8752", "issue:10107|issue:8557", "issue:10950|issue:8469", - "issue:9309|issue:9979" + "issue:9309|issue:9979", + "issue:11022|issue:13203", + "issue:10869|issue:8826", + "issue:11035|issue:9958" ], - "prepared_review_unit_hash": "b387869dd2c746764aa5aa6ccbf505e7290bc0b6bb94a35f1a5ded313dcd6446", + "prepared_review_unit_hash": "6f43500fade916dab2a01352200319cec587a482d6f0c35270c99d64f6061905", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33676, - "estimated_input_tokens": 8419, - "estimated_eval_tokens": 17094 + "serialized_chars": 33453, + "estimated_input_tokens": 8364, + "estimated_eval_tokens": 16984 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue set spanning docs, training, dependency, and many distinct pipeline bugs. The only plausible duplicate pair is the two Flux ControlNet reports; the rest should stay separate.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 9979 is the most concrete and actionable bug report in the only plausible duplicate subgroup, with an explicit channels error and clearer repro value.", + "summary": "These soft links are all superficial title overlaps; the items cover unrelated bugs, feature requests, and docs issues, so none of the candidate pairs should be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "issue:10869 is the clearest concrete runtime bug report in the set, but there is no strong true canonical because the cluster is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 9979 is the best anchor for deduping within this cluster because it names the concrete Flux ControlNet failure mode, while the broader set has no single shared root cause.", + "best_issue_reason": "issue:10869 is the most specific and actionable issue to use as a representative anchor if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:6094", - "right": "issue:6176", - "accept": false, - "reason": "Different pipelines and failures: TextToVideoZero regression after a version update vs LoRA weight loading after DreamBooth training." - }, - { - "left": "issue:6517", - "right": "issue:9034", - "accept": false, - "reason": "One is an import traceback for an SDXL ControlNet module; the other is an optional dependency requirement for AutoPipelineForText2Image." - }, - { - "left": "issue:5112", - "right": "issue:8930", - "accept": false, - "reason": "Different bug shapes: a runtime tensor shape/type error vs a control-image adherence quality problem." - }, { "left": "issue:3765", "right": "issue:6087", "accept": false, - "reason": "Training image stacking effects in ControlNet is unrelated to saving/loading LoRA config and wrong lora_alpha." + "reason": "ControlNet training artifact bug vs LoRA config save/load bug; different code paths and failure modes." }, { "left": "issue:10749", "right": "issue:11010", "accept": false, - "reason": "Separate feature requests for different models and capabilities: GGUF support in Lumina2 vs architecture support for Chroma/Flux." + "reason": "GGUF support for Lumina2 pipeline is unrelated to Chroma/Flux architecture changes." }, { "left": "issue:1823", "right": "issue:3622", "accept": false, - "reason": "A comments-swapped docs/content issue is unrelated to a tutorial import error." + "reason": "Swapped comments in depth2img docs/code is unrelated to an import error in a tutorial." }, { "left": "issue:2228", "right": "issue:785", "accept": false, - "reason": "Loading the pipeline onto GPU and PNDMScheduler runtime cost are different problems." + "reason": "GPU loading issue for StableDiffusionPipeline is not the same as PNDMScheduler performance overhead." }, { "left": "issue:228", "right": "issue:3622", "accept": false, - "reason": "Broken release link and tutorial import failure are unrelated." + "reason": "Broken release link is a documentation/release artifact problem, not the tutorial import error." }, { "left": "issue:3624", "right": "issue:6142", "accept": false, - "reason": "Different exceptions in different code paths: getattr TypeError vs missing start_training NameError." + "reason": "Different NameError/TypeError failures in different contexts; no shared underlying bug is evident." }, { "left": "issue:3698", "right": "issue:4680", "accept": false, - "reason": "Model conversion request vs fine-tuning SDXL inpainting discussion; not the same bug or change." + "reason": "Converting an inpainting model to diffusers is a conversion request, not SDXL fine-tuning." }, { "left": "issue:4436", "right": "issue:5989", "accept": false, - "reason": "Converting CIVITAI weights to diffusers is unrelated to a safetensors.torch bug report." + "reason": "CIVITAI safetensors-to-diffusers conversion is unrelated to a safetensors.torch bug report." }, { "left": "issue:4752", "right": "issue:7535", "accept": false, - "reason": "Runtime half/float mismatch in SDXL is not the same as a type-hint incompatibility issue." + "reason": "A specific SDXL dtype mismatch is not the same as a type-hint compatibility issue." }, { "left": "issue:10962", "right": "issue:12574", "accept": false, - "reason": "Different model pipelines and failure modes: prompt_embed shape handling in CogView4 vs missing control-arg handling in WanVideoToVideo." + "reason": "CogView4 prompt-embed shape handling and WanVideo VACE control-arg handling are different pipeline bugs." }, { "left": "issue:11642", "right": "issue:8939", "accept": false, - "reason": "Prompt scale not taking effect in FluxPriorRedux is unrelated to tokenizer loading/dependency resolution." + "reason": "FluxPriorRedux prompt scaling issue is unrelated to tokenizer loading failure for SD3 models." }, { "left": "issue:3284", "right": "issue:3805", "accept": false, - "reason": "An accelerate training-script failure is not the same as a Colab CalledProcessError." + "reason": "Dreambooth LoRA training failing with accelerate is not the same as a Colab subprocess failure." }, { "left": "issue:5510", "right": "issue:6164", "accept": false, - "reason": "These are different pipeline regressions: SDXL instruct-pix2pix dtype mismatch vs latent output handling in StableDiffusionPipeline." + "reason": "SDXL instruct-pix2pix dtype mismatch differs from StableDiffusionPipeline latent output handling." }, { "left": "issue:1742", "right": "issue:2392", "accept": false, - "reason": "Inference speed variation from prompt list content is unrelated to prompt_embeds validation raising NoneType errors." + "reason": "Inference speed variance and prompt_embeds validation error are distinct problems." }, { "left": "issue:2221", "right": "issue:579", "accept": false, - "reason": "ColossalAI integration errors and missing config.json in textual inversion are distinct issues." + "reason": "ColossalAI integration error is unrelated to missing config.json during textual inversion." }, { "left": "issue:2646", "right": "issue:5044", "accept": false, - "reason": "Tiled VAE IndexError is unrelated to Kandinsky 2.2 loading failure." + "reason": "Tiled VAE IndexError and Kandinsky 2.2 load failure are separate model/runtime issues." }, { "left": "issue:4125", "right": "issue:5274", "accept": false, - "reason": "A question about LoRA loss curves is not the same as a dtype mismatch training error." + "reason": "LoRA loss-curve question is not the same as half/float dtype mismatch during training." }, { "left": "issue:4213", "right": "issue:8752", "accept": false, - "reason": "Both mention from_single_file, but one is about missing accelerate while the other is about offline server loading; different root causes." + "reason": "Both mention from_single_file, but one is about missing accelerate and the other about offline loading." }, { "left": "issue:10107", "right": "issue:8557", "accept": false, - "reason": "Training example validation checkpointing is unrelated to SD3 token-limit constraints." + "reason": "Gradient checkpointing during validation in examples is unrelated to SD3 token-limit training." }, { "left": "issue:10950", "right": "issue:8469", "accept": false, - "reason": "Documentation brokenness and broken face outputs are not the same underlying bug." + "reason": "Broken inference docs and corrupt IP-Adapter face outputs are not the same underlying bug." }, { "left": "issue:9309", "right": "issue:9979", - "accept": true, - "reason": "Both point to Flux ControlNet pipeline failures on Flux 1.x, and the explicit channels error in 9979 plausibly describes the same underlying code-path bug reported more broadly in 9309." + "accept": false, + "reason": "Flux control-net bug and Flux img2img controlnet channel mismatch are separate pipeline issues." + }, + { + "left": "issue:11022", + "right": "issue:13203", + "accept": false, + "reason": "Quanto support for WAN 2.1 transformation and Zimage LoRA support are unrelated feature/bug reports." + }, + { + "left": "issue:10869", + "right": "issue:8826", + "accept": false, + "reason": "Meta-tensor .item() failure is not the same as an empty-list torch.cat runtime error." + }, + { + "left": "issue:11035", + "right": "issue:9958", + "accept": false, + "reason": "from_single_file symlink/download support differs from AutoencoderKLTemporalDecoder tiling support." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: almost all pairs are clearly different by title/content, and the only plausible duplicate subgroup is the Flux ControlNet pair (9309/9979). The soft verdicts stay conservative overall, and the acceptance of that one pair is appropriately qualified as plausible rather than certain." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -74151,17 +74206,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10672", - "issue:10869", + "issue:1083", "issue:10883", "issue:10967", - "issue:11022", - "issue:11035", "issue:11222", "issue:1161", "issue:11630", + "issue:1205", "issue:12147", "issue:122", "issue:13203", @@ -74179,6 +74233,7 @@ "issue:3974", "issue:4059", "issue:5168", + "issue:5368", "issue:5567", "issue:5576", "issue:5757", @@ -74200,12 +74255,9 @@ "issue:9216", "issue:941", "issue:9551", - "issue:9958" + "issue:9637" ], "soft_pairs": [ - "issue:11022|issue:13203", - "issue:10869|issue:8826", - "issue:11035|issue:9958", "issue:11222|issue:11630", "issue:2780|issue:756", "issue:6399|issue:6958", @@ -74223,190 +74275,186 @@ "issue:10967|issue:9551", "issue:2676|issue:4059", "issue:3087|issue:3974", + "issue:5368|issue:9637", "issue:1161|issue:1798", "issue:5168|issue:7370", "issue:1451|issue:1896", "issue:12147|issue:13203", - "issue:5567|issue:5824" + "issue:5567|issue:5824", + "issue:1083|issue:1205" ], - "prepared_review_unit_hash": "bbdd1cf21aab5eac2f57654fcdcf8434405d71a713e94da7433edc9d735fb848", + "prepared_review_unit_hash": "01149a2102396f4f52c01c166518b33f7cd4a2d506d476fd5551a1c5cd51b174", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 25, - "serialized_chars": 34200, - "estimated_input_tokens": 8550, - "estimated_eval_tokens": 17356 + "soft_pair_count": 24, + "serialized_chars": 33993, + "estimated_input_tokens": 8499, + "estimated_eval_tokens": 17254 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are largely unrelated issues spanning different features, models, and error paths. None of the soft-edge pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "summary": "All candidate pairs are superficial matches; none look like the same underlying bug or feature change, so this cluster should not be merged as duplicates.", "confidence": 0.97, - "canonical_issue_reason": "issue:10869 is the clearest standalone bug report in the set: specific runtime error, concrete symptom, and likely actionable repro. The rest are mostly feature requests or unrelated support/issues.", + "canonical_issue_reason": "No single canonical issue: the items are thematically diverse and the proposed links only share broad words like \"support\", \"pipeline\", or \"error\".", "canonical_pr_reason": null, - "best_issue_reason": "issue:10869 is the strongest issue for triage because it describes a precise failure mode ('Tensor.item() cannot be called on meta tensors') rather than a broad request, and it is self-contained.", + "best_issue_reason": "No issue is a strong global representative because none of the soft pairs are true duplicates or the same concrete code-path problem.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:11022", - "right": "issue:13203", - "accept": false, - "reason": "Different model families and different problems: WAN 2.1 Quanto conversion vs Zimage LoRA support." - }, - { - "left": "issue:10869", - "right": "issue:8826", - "accept": false, - "reason": "Unrelated runtime errors in different code paths: meta-tensor item() vs empty torch.cat list." - }, - { - "left": "issue:11035", - "right": "issue:9958", - "accept": false, - "reason": "Different features: download symlink handling vs AutoencoderKLTemporalDecoder tiling support." - }, { "left": "issue:11222", "right": "issue:11630", "accept": false, - "reason": "Both mention WAN, but one is about adding more LoRAs and the other about from_single_file support for a specific transformer model; not the same change." + "reason": "Both concern Wan-related features, but one is generic LoRA coverage and the other is single-file loading for WanVACE; different requests and code paths." }, { "left": "issue:2780", "right": "issue:756", "accept": false, - "reason": "Different failures: FP16 gradient unscale in training vs a deprecation tuple / tensor_format error." + "reason": "The first is an FP16 gradient unscale failure in training, while the second is a deprecation-tuple/value parsing error; unrelated bugs." }, { "left": "issue:6399", "right": "issue:6958", "accept": false, - "reason": "One is about LoRA visibility in UI tools, the other about a motion model config/architecture issue." + "reason": "LoRA visibility in UIs is unrelated to a motion model's use_linear_projection setting in mid_block." }, { "left": "issue:852", "right": "issue:941", "accept": false, - "reason": "Both are MPS-related, but the bugs are distinct: unexpected device_map keyword vs noisy img2img results with num_images_per_prompt." + "reason": "Both mention MPS, but one is a device_map crash on load and the other is noisy img2img output with num_images_per_prompt." }, { "left": "issue:2107", "right": "issue:3431", "accept": false, - "reason": "Both concern image quality, but one is low-resolution black images and the other is poor inpainting+ControlNet results." + "reason": "Low-resolution black images and poor inpainting+ControlNet quality are different symptoms in different pipelines." }, { "left": "issue:5757", "right": "issue:5984", "accept": false, - "reason": "Different training problems: checkpoint resume errors vs high RAM use from fp16 variant." + "reason": "Checkpoint-resume errors and fp16 variant RAM usage on Colab are separate training-script issues." }, { "left": "issue:5576", "right": "issue:8309", "accept": false, - "reason": "FreeNoise scheduler request and conditional diffusion distillation are unrelated feature requests." + "reason": "A new scheduler request and a conditional diffusion distillation feature are not the same change." }, { "left": "issue:7238", "right": "issue:7661", "accept": false, - "reason": "IP-Adapter masking vs an AnimateDiff pipeline integration question; related domain, but not the same underlying bug/change." + "reason": "Both involve IP-Adapter, but masking behavior and enabling AnimateDiff pipeline composition are distinct problems." }, { "left": "issue:10672", "right": "issue:7877", "accept": false, - "reason": "Callback support for pipelines and Attention out_dim support are unrelated API requests." + "reason": "Callback hooks for pipelines and an Attention block out_dim argument are unrelated API changes." }, { "left": "issue:122", "right": "issue:2856", "accept": false, - "reason": "Different errors in different areas: missing 'exceptions' module during training vs failure converting an SD model to diffusers." + "reason": "A missing exceptions module during training is unrelated to converting an SD model to diffusers." }, { "left": "issue:2548", "right": "issue:3296", "accept": false, - "reason": "Both involve training/checkpoint saving, but they affect different scripts and conditions, so they are not the same bug." + "reason": "Both are saving/loading problems, but one is LoRA finetuning save failure and the other is DreamBooth checkpoint handling with text_encoder." }, { "left": "issue:599", "right": "issue:757", "accept": false, - "reason": "Deepspeed integration request and attention splicing for textual inversion are unrelated enhancements." + "reason": "Deepspeed integration and textual inversion attention splicing are separate features." }, { "left": "issue:6054", "right": "issue:8826", "accept": false, - "reason": "Scheduler timestep conversion bug vs empty-tensor cat error; no shared code-path evidence." + "reason": "A scheduler timesteps bug and a torch.cat empty-list runtime error are different code paths." }, { "left": "issue:10883", "right": "issue:9216", "accept": false, - "reason": "Marigold update/documentation vs a pipeline for combining many models; unrelated changes." + "reason": "A Marigold update and a custom multi-model pipeline are unrelated changes." }, { "left": "issue:10967", "right": "issue:9551", "accept": false, - "reason": "Different model integrations entirely: LaVie/Cinemo vs Flux ControlNet usage question." + "reason": "Integrating LaVie/Cinemo and using x-labs Flux ControlNet models are different model-support requests." }, { "left": "issue:2676", "right": "issue:4059", "accept": false, - "reason": "Scheduler naming question and reference-pipeline bug/question are not the same issue." + "reason": "A scheduler-naming question is not the same as a ControlNet reference pipeline bug or the proposed inpaint pipeline implementation." }, { "left": "issue:3087", "right": "issue:3974", "accept": false, - "reason": "LoRA model support and safetensors support in a ControlNet inpaint pipeline are separate concerns." + "reason": "LyCORIS model support and .safetensors support in ControlNet inpaint are unrelated issues." + }, + { + "left": "issue:5368", + "right": "issue:9637", + "accept": false, + "reason": "Both are attention/mixed-precision errors, but one is a dtype mismatch in fp16 and the other is an XFormer attention-mask edge case with bfloat16 and sequence length." }, { "left": "issue:1161", "right": "issue:1798", "accept": false, - "reason": "Model conversion from Flax to PyTorch vs a training-script v_prediction limitation are unrelated." + "reason": "Converting Flax models to PyTorch is different from adding v_prediction support to a Flax DreamBooth script." }, { "left": "issue:5168", "right": "issue:7370", "accept": false, - "reason": "ControlNet-XS support and OpenSora STDiT support are different model integrations." + "reason": "ControlNet-XS support and OpenSora STDiT support are different model integration requests." }, { "left": "issue:1451", "right": "issue:1896", "accept": false, - "reason": "Different pipeline failures with different symptoms and repros." + "reason": "A FlaxStableDiffusionPipeline example failure and a CLIP-guided SD dict-size error do not describe the same bug." }, { "left": "issue:12147", "right": "issue:13203", "accept": false, - "reason": "Both are LoRA-related, but for different model families and different failure modes." + "reason": "Wan2.2 Lightning LoRA loading and Zimage LoRA support are different model families and different issues." }, { "left": "issue:5567", "right": "issue:5824", "accept": false, - "reason": "Accelerator overwriting unet.config and an SDXL add_time_ids default issue are unrelated bugs." + "reason": "An accelerator.prepare config overwrite bug is unrelated to the text_encoder_projection_dim default in get_add_time_ids()." + }, + { + "left": "issue:1083", + "right": "issue:1205", + "accept": false, + "reason": "FP16 ONNX incorrect output and converting Stable Diffusion to ONNX are not the same problem." } ] }, @@ -74428,18 +74476,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10057", "issue:10066", "issue:10120", - "issue:1083", "issue:1106", + "issue:1109", "issue:1158", "issue:11859", "issue:11978", - "issue:1205", "issue:12412", + "issue:1556", "issue:1811", "issue:2514", "issue:2822", @@ -74480,7 +74528,6 @@ "issue:9957" ], "soft_pairs": [ - "issue:1083|issue:1205", "issue:1106|issue:542", "issue:11859|issue:9957", "issue:1811|issue:4665", @@ -74489,6 +74536,7 @@ "issue:9645|issue:9942", "issue:5258|issue:7931", "issue:10120|issue:6536", + "issue:1109|issue:1556", "issue:11978|issue:12412", "issue:8526|issue:8970", "issue:4186|issue:4530", @@ -74505,178 +74553,178 @@ "issue:1158|issue:3886", "issue:10066|issue:9471" ], - "prepared_review_unit_hash": "b72a88f4bf97121ca604bcc2c622bca8123994fd7d8e918ef9d552760e1b4957", + "prepared_review_unit_hash": "b14754ec025f4f2d1b81032644825b47e3d6cd3d70f37661d56c122a5269b581", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33739, - "estimated_input_tokens": 8435, - "estimated_eval_tokens": 17126 + "serialized_chars": 33790, + "estimated_input_tokens": 8448, + "estimated_eval_tokens": 17152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issues spanning different models, schedulers, loaders, and training paths. The soft-similarity pairs share broad keywords only; none look like the same underlying bug or change.", - "confidence": 0.93, - "canonical_issue_reason": "No canonical issue: the set does not form one duplicate cluster, and the paired items are distinct reports with different failure modes or feature requests.", + "summary": "Highly heterogeneous cluster: the soft links are mostly false positives across unrelated bugs, feature requests, and model/pipeline topics. No PRs are present, and I would not merge any of the proposed soft pairs.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 9763 is the most substantive standalone report in the set, with the richest reproduction details and discussion around a concrete Flux ControlNet token-truncation bug. The rest of the cluster is too mixed to form a cleaner canonical center.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue for deduplication: there is no clear representative anchor because the issues are independent rather than variants of one bug.", + "best_issue_reason": "9763 is the strongest representative issue if one must be chosen: detailed, specific, and actively discussed. It has far more diagnostic value than the shorter feature requests or loosely related error reports nearby.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:1083", - "right": "issue:1205", - "accept": false, - "reason": "Both mention ONNX, but one is incorrect FP16 output and the other is a general conversion request; different problems." - }, { "left": "issue:1106", "right": "issue:542", "accept": false, - "reason": "PNDM repeated UNet calls vs UNet export to ONNX are unrelated code paths and symptoms." + "reason": "Different problems: PNDM calling UNet repeatedly vs an ONNX export issue for UNet. Only broad subsystem overlap." }, { "left": "issue:11859", "right": "issue:9957", "accept": false, - "reason": "Both are scheduler feature/bug reports, but STORK and BDIA-DDIM are different schedulers with different issues." + "reason": "Both are scheduler feature requests, but they describe different schedulers and different changes, not the same bug or PR-sized fix." }, { "left": "issue:1811", "right": "issue:4665", "accept": false, - "reason": "Both concern weight-file selection, but one is duplicate downloading of bin/safetensors and the other is a Windows-specific use_safetensors failure." + "reason": "Both involve weight-file selection, but one is about downloading both file types and the other is a Windows safetensors failure with alternative bin files. Not the same concrete issue." }, { "left": "issue:3405", "right": "issue:3683", "accept": false, - "reason": "ControlNet training bug vs Multi-ControlNet save_pretrained support are unrelated." + "reason": "ControlNet training bug vs implementing save_pretrained for Multi-ControlNet; unrelated change requests." }, { "left": "issue:5989", "right": "issue:6899", "accept": false, - "reason": "safetensors.torch bug and convert_original_stable_diffusion_to_diffusers.py bug are different components and failure modes." + "reason": "One is a safetensors.torch bug, the other is a converter script bug. Different code paths and symptoms." }, { "left": "issue:9645", "right": "issue:9942", "accept": false, - "reason": "ImportError for a missing mixin and a pip installation failure are unrelated." + "reason": "ImportError for a missing mixin vs installation/package version failure. Not the same defect." }, { "left": "issue:5258", "right": "issue:7931", "accept": false, - "reason": "Same pipeline family, but one is refiner compatibility and the other is IP-Adapter embed handling; not the same concrete bug." + "reason": "Both touch SDXL controlnet/inpaint, but one is refiner interaction and the other is IP-Adapter embeds handling. Distinct bugs." }, { "left": "issue:10120", "right": "issue:6536", "accept": false, - "reason": "Both involve OOM, but DreamBooth+SD3 memory use and UNet3DConditionModel fine-tuning are different scenarios." + "reason": "Different OOM reports in different training contexts and model classes; not the same underlying memory bug." + }, + { + "left": "issue:1109", + "right": "issue:1556", + "accept": false, + "reason": "CPU core utilization question vs black images on GPU/CUDA with NSFW warning. Unrelated." }, { "left": "issue:11978", "right": "issue:12412", "accept": false, - "reason": "Both are model support requests, but Bria 3.2 and HunyuanImage-3.0 are different additions." + "reason": "Both are model-support requests, but for different models and pipelines. Not a single mergeable change." }, { "left": "issue:8526", "right": "issue:8970", "accept": false, - "reason": "Both mention MPS, but ineffective scale handling and black-image output are different bugs." + "reason": "Both mention MPS, but one is ineffective scale passing in SD3 and the other is black output in Kolors. Different bugs." }, { "left": "issue:4186", "right": "issue:4530", "accept": false, - "reason": "Inpaint-with-refiner failure and visual artifacts from the refiner are distinct issues." + "reason": "Same family/refiner theme, but one is functional inpaint failure and the other is visual artifacts. Not the same issue." }, { "left": "issue:2514", "right": "issue:4217", "accept": false, - "reason": "Both are load-time complaints, but cached pipeline loading and safetensors loading slowdown are not the same issue." + "reason": "Both are loading slowdowns, but one is cached pipeline loading and the other is safetensors-specific load time. Too broad to unify." }, { "left": "issue:3891", "right": "issue:6347", "accept": false, - "reason": "Two separate pipeline feature requests with no shared bug or implementation target." + "reason": "Different pipeline additions (Tortoise TTS vs GlueGen). No shared underlying change." }, { "left": "issue:4149", "right": "issue:8667", "accept": false, - "reason": "Tensor mismatch in SemanticStableDiffusionPipeline vs SD3ControlNetModel image-size mismatch are different code paths." + "reason": "Both are tensor mismatch reports, but for different pipelines and different triggers. Not the same bug." }, { "left": "issue:8873", "right": "issue:9664", "accept": false, - "reason": "xformers performance regression and a training subprocess failure are unrelated." + "reason": "Performance complaint with xformers vs a training subprocess error. No concrete overlap." }, { "left": "issue:5595", "right": "issue:7686", "accept": false, - "reason": "One is an input-dimension validation error, the other is a UNet cross-attention configuration error." + "reason": "Height/width validation error vs cross_attention_dim configuration error. Different validation paths." }, { "left": "issue:10057", "right": "issue:9763", "accept": false, - "reason": "Both reference Flux/token handling, but one is from_single_file token loading and the other is training-time truncation beyond 77 tokens." + "reason": "Both mention Flux and tokens, but one is a from_single_file loading/token issue and the other is training truncation at 77 tokens. Different concrete failures." }, { "left": "issue:4773", "right": "issue:5128", "accept": false, - "reason": "Both are loading-related, but CivitAI LoRA loading and XLPipeline.from_single_file safetensors loading are different failures." + "reason": "Both are loading-related, but one is CivitAI LoRA loading and the other is local .safetensors via XLPipeline.from_single_file. Not the same bug." }, { "left": "issue:6368", "right": "issue:9793", "accept": false, - "reason": "Checkpoint/lora alpha support error and progress bar update failure are unrelated." + "reason": "Checkpoint layer-support error vs progress bar not updating. Unrelated." }, { "left": "issue:2822", "right": "issue:4269", "accept": false, - "reason": "Training convergence lag and a TypeError in check_inputs are not the same bug." + "reason": "Training convergence difference vs TypeError in check_inputs; different failure modes and code paths." }, { "left": "issue:5628", "right": "issue:5646", "accept": false, - "reason": "Both scheduler-related, but LMS Karras denoising offset and DPM/UniPC stability issues are different problems." + "reason": "Both are scheduler-related, but they involve different schedulers, different symptoms, and different models. Too far apart to merge." }, { "left": "issue:1158", "right": "issue:3886", "accept": false, - "reason": "Test interference and distributed training collective timeout are unrelated." + "reason": "Test interference vs distributed training timeout. Unrelated." }, { "left": "issue:10066", "right": "issue:9471", "accept": false, - "reason": "An attn unpacking ValueError and a resource-type inference error on file extensions are different loader failures." + "reason": "Attention unpacking ValueError vs file-extension inference error. Different root causes." } ] }, @@ -74695,10 +74743,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10315", "issue:1055", @@ -74776,12 +74824,12 @@ ], "prepared_review_unit_hash": "f9cc45d24642c393f3f98a14e3714ae6c792ac8b202591c13626822814fdbaec", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, @@ -74964,10 +75012,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:1117", "issue:11214", @@ -75046,12 +75094,12 @@ ], "prepared_review_unit_hash": "53ecdb58c29f4505923a7934c80445acf441520c9c837bd204d0e8492fb8828f", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -75234,10 +75282,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:3765", "issue:3805", @@ -75316,12 +75364,12 @@ ], "prepared_review_unit_hash": "a383357d5227787a3ce26f983d867bdb83d40905dd4f1501393abfcf8cf4cae7", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -75504,10 +75552,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10191", "issue:11208", @@ -75587,12 +75635,12 @@ ], "prepared_review_unit_hash": "19c76a77ffe060e958ac1c481654d14a1c82ac4b0cc79a944ed51124758d8667", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -75781,10 +75829,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10281", "issue:10282", @@ -75863,12 +75911,12 @@ ], "prepared_review_unit_hash": "1bdeb3c57fb1db68b50df539db1093f5f080438b3c053626a44bdf2b6a7ced3a", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -76051,10 +76099,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10282", "issue:10411", @@ -76133,12 +76181,12 @@ ], "prepared_review_unit_hash": "2e04e9500349a2c1eafa44cc7df930c0a8de3ed5c65ddf2c8c8e1dea128d844e", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -76327,7 +76375,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:1037", "issue:10653", @@ -76404,178 +76452,178 @@ "issue:7056|issue:8477", "issue:2201|issue:6574" ], - "prepared_review_unit_hash": "1aa0323824e5839e5dfba33f5d84ce0551c18e9c4196b6e79fd87b094a59bd55", + "prepared_review_unit_hash": "ea54051711cf193b157a7d892c19be2603c5bfe6d8b91b329fe78a05cd130b97", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34099, - "estimated_input_tokens": 8525, - "estimated_eval_tokens": 17306 + "serialized_chars": 34101, + "estimated_input_tokens": 8526, + "estimated_eval_tokens": 17308 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of unrelated Diffusers issues, feature requests, and documentation items. None of the soft pairs look like the same underlying bug or change, so there is no defensible canonical item here.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "Mostly unrelated issues spanning model loading, scheduler behavior, training errors, docs, and feature requests. The soft pairs are only superficially similar; none look like true duplicates or one-change matches.", + "confidence": 0.89, + "canonical_issue_reason": "issue:5553 is the broadest loading-related report in the set and the best anchor for a loose cluster of model/pipeline loading problems, though most other items are still distinct.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:5553 is the most generally applicable issue here; it covers a central DiffusionPipeline loading failure rather than a narrow symptom or documentation-only report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:3251", "right": "issue:6958", "accept": false, - "reason": "Different models and failures: ControlNet Shuffle CFG-side behavior vs a missing unet_motion_model flag in mid_block." + "reason": "Different code paths and symptoms: ControlNet shuffle CFG-side behavior vs a UNet motion model configuration gap." }, { "left": "issue:3574", "right": "issue:4665", "accept": false, - "reason": "Both are Windows-related, but one is from_ckpt conversion behavior and the other is use_safetensors file selection with alternate bin files." + "reason": "One is a Windows from_ckpt problem; the other is safetensors selection on Windows with alternative bin files. Related platform, but not the same bug." }, { "left": "issue:4724", "right": "issue:8393", "accept": false, - "reason": "Img2img correctness on SDXL vs slow checkpoint shard loading; different code paths and symptom classes." + "reason": "Img2img checkpoint compatibility is unrelated to slow checkpoint shard loading." }, { "left": "issue:1556", "right": "issue:3948", "accept": false, - "reason": "Different image-quality symptoms with no shared concrete failure mode: black images/NSFW warning vs pale outputs." + "reason": "Black images with NSFW warning and pale images are different rendering symptoms with no clear shared root cause." }, { "left": "issue:2444", "right": "issue:6880", "accept": false, - "reason": "Different scripts and errors: dreambooth inpaint training failure vs custom diffusion retrieve.py issue." + "reason": "Different scripts and failures: dreambooth_inpaint exits with an error, while custom diffusion retrieve.py is a separate utility problem." }, { "left": "issue:1931", "right": "issue:984", "accept": false, - "reason": "Separate tensor problems: float16 dtype mismatch in Stable Diffusion 2 vs interpolate breaking for large batch size." + "reason": "Float16 dtype mismatch in Stable Diffusion 2 is not the same as F.interpolate failing for large batch sizes." }, { "left": "issue:5216", "right": "issue:7589", "accept": false, - "reason": "Different pipelines and bugs: GLIGEN inpainting 0-d tensor iteration vs GLIGEN layout-to-image not working." + "reason": "Inpainting tensor iteration with a scheduler issue is distinct from GLIGEN layout-to-image not working in general." }, { "left": "issue:5553", "right": "issue:6176", "accept": false, - "reason": "Custom model loading failure is not the same as failing to load LoRA weights after dreambooth_lora training." + "reason": "General custom model loading failure vs loading LoRA weights after dreambooth_lora training; different stages and causes." }, { "left": "issue:12359", "right": "issue:13446", "accept": false, - "reason": "Documentation note about guidance_scale is unrelated to the security/trust check for custom_pipeline." + "reason": "Documentation wording around guidance_scale is unrelated to the custom_pipeline trust/security check." }, { "left": "issue:1037", "right": "issue:280", "accept": false, - "reason": "Unrelated additions: Stable Diffusion Telephone community pipeline vs DEIS scheduler implementation." + "reason": "Community pipeline addition request vs scheduler addition request; same area, different feature." }, { "left": "issue:11448", "right": "issue:8943", "accept": false, - "reason": "Missing model path in fusing/stable-unclip-2-1-h-img2img is unrelated to a libtorch shared-library install failure." + "reason": "Missing fusing/stable-unclip pipeline file is not the same as a libtorch CUDA shared-library installation failure." }, { "left": "issue:2068", "right": "issue:3238", "accept": false, - "reason": "from_pretrained dtype conversion behavior and LoRA safetensor conversion are different features with different targets." + "reason": "dtype conversion bug in from_pretrained is unrelated to converting LoRA safetensors to diffusers format." }, { "left": "issue:2534", "right": "issue:4605", "accept": false, - "reason": "Scheduler switching error is unrelated to the long-prompt-weighting inpaint model error." + "reason": "Scheduler switching error and long-prompt/inpaint pipeline error are different concrete failures." }, { "left": "issue:2761", "right": "issue:4391", "accept": false, - "reason": "Both are docs issues, but they concern different parameters in different pipelines and are not the same change." + "reason": "Missing docs for UNet1DModel.extra_in_channels does not match a wrong default value/documentation issue in SDXL pipeline." }, { "left": "issue:4264", "right": "issue:8588", "accept": false, - "reason": "Missing example images and a missing SD3 conversion script are unrelated documentation/file issues." + "reason": "Missing example images and missing conversion script are both docs/repo maintenance issues, but not the same artifact." }, { "left": "issue:5334", "right": "issue:6457", "accept": false, - "reason": "Both involve training infrastructure, but one is about Accelerate APIs and the other about gradient accumulation in SDXL-LoRA." + "reason": "Accelerate API support for multiple models and SDXL-LoRA gradient accumulation are training-related but not the same bug." }, { "left": "issue:5578", "right": "issue:6811", "accept": false, - "reason": "A generic missing model_index.json error is not the same as a specific 404 for the i2vgen-xl model file." + "reason": "Both mention model_index.json, but one is a generic mistaken path/file lookup and the other is a specific missing file in a model repo." }, { "left": "issue:7421", "right": "issue:7519", "accept": false, - "reason": "Seed reproducibility in KDiffusion is unrelated to XFormers ignoring cross_attention_kwargs['scale']." + "reason": "Seed reproducibility in KDiffusion is unrelated to xFormers ignoring cross_attention_kwargs['scale']." }, { "left": "issue:9188", "right": "issue:9599", "accept": false, - "reason": "Flux outpainting feature request vs asking for a LoRA-only finetune example; related model family, but not the same item." + "reason": "Flux outpainting feature request and FLUX LoRA-only finetune example request are different changes." }, { "left": "issue:10653", "right": "issue:11872", "accept": false, - "reason": "One is an unsupported .to() on an 8bit bitsandbytes module, the other is a CPU/GPU offloading inefficiency." + "reason": "Unsupported .to() on an 8-bit loaded module is a correctness limitation, while repeated CPU/GPU moves are an efficiency problem." }, { "left": "issue:255", "right": "issue:487", "accept": false, - "reason": "Completely different bugs: size-divisibility error in StableDiffusionPipeline vs M1 CPU incompatibility." + "reason": "UNet size divisibility error on StableDiffusionPipeline is distinct from M1 CPU incompatibility." }, { "left": "issue:3799", "right": "issue:3861", "accept": false, - "reason": "Different API concerns: incorrect inferred type for DDPMScheduler.from_pretrained vs a Pipeline.from_pretrained naming question." + "reason": "Incorrect inferred type for DDPMScheduler.from_pretrained is not the same as the Pipeline.from_pretrained naming/behavior question." }, { "left": "issue:7056", "right": "issue:8477", "accept": false, - "reason": "Training errors in different scripts: SDXL LoRA train_text_encoder failure vs a DDP error in a research consistency script." + "reason": "SDXL LoRA fine-tuning with train_text_encoder and a distributed training script DDP error are separate training failures." }, { "left": "issue:2201", "right": "issue:6574", "accept": false, - "reason": "Tokenizer padding behavior and an SVD pipeline tensor warning are unrelated pipeline-specific issues." + "reason": "Tokenizer padding differences and an SVD pipeline FutureWarning are unrelated pipeline behaviors." } ] }, @@ -76594,10 +76642,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10085", "issue:10111", @@ -76676,12 +76724,12 @@ ], "prepared_review_unit_hash": "c39b46bc5b4f125665b21e17a1d2d6765c0951a74c8330410ef1e0a5e4ed5175", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -76867,7 +76915,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10798", "issue:11437", @@ -76886,7 +76934,7 @@ "issue:2578", "issue:2780", "issue:2838", - "issue:3026", + "issue:2858", "issue:3287", "issue:3481", "issue:4598", @@ -76896,12 +76944,12 @@ "issue:5112", "issue:5433", "issue:5485", + "issue:5605", "issue:5769", "issue:6506", "issue:6535", "issue:6790", "issue:6812", - "issue:6821", "issue:7210", "issue:725", "issue:7421", @@ -76937,184 +76985,184 @@ "issue:3481|issue:7421", "issue:9306|issue:9539", "issue:10798|issue:12110", - "issue:3026|issue:6821", "issue:1353|issue:1377", "issue:1633|issue:3287", "issue:2500|issue:2501", - "issue:2838|issue:4923" + "issue:2838|issue:4923", + "issue:2858|issue:5605" ], - "prepared_review_unit_hash": "eda0c1c9dfca8a36c9a179263b396176b736c0f2df725a1c4bdf062fcf88337c", + "prepared_review_unit_hash": "cc5c33c3a44361a4dcb4d1555c5d5eb50a681a271b26a46a8df58bac5c57b707", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33672, - "estimated_input_tokens": 8418, - "estimated_eval_tokens": 17092 + "serialized_chars": 33591, + "estimated_input_tokens": 8398, + "estimated_eval_tokens": 17052 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the items cover unrelated training, inference, import, scheduler, OOM, and API issues, and none of the soft-similarity pairs look like the same underlying bug. No duplicate merge candidate stands out.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits this cluster well; the topics are too diverse and the proposed soft pairs are only superficially similar.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated bug reports, feature requests, questions, and model-specific runtime issues across different pipelines and versions. None of the soft pairs look like true duplicates of the same concrete bug/change.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 12110 is the most concrete, self-contained bug report in the set, with a specific code path (UNet1DModel GaussianFourier time projection) and a clear failure mode. The cluster itself is not a true duplicate group, so this is only a representative anchor.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative for the cluster. If forced, issue:725 is the broadest infrastructure-oriented item, but it still does not cover the rest of the unrelated bugs and feature requests.", + "best_issue_reason": "Issue 12110 is the best triage representative because it is narrowly scoped, technically specific, and more actionable than the many broad questions, feature requests, or loosely related runtime complaints here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:1273", "right": "issue:1704", "accept": false, - "reason": "Both are generic questions, but one is about DreamBooth mean loss calculation and the other about attention blocks; different problems." + "reason": "Both are questions, but one is about Dreambooth mean-loss calculation and the other is a general attention-block question; no shared bug or code path." }, { "left": "issue:2359", "right": "issue:725", "accept": false, - "reason": "Latent output_type in img2img is unrelated to adding device maps/accelerate loading support." + "reason": "Img2Img latent output support and DiffusionPipeline device_map/accelerate loading are different pipeline concerns and different fixes." }, { "left": "issue:2578", "right": "issue:4598", "accept": false, - "reason": "Editable install failure and missing-dependency error are different failure modes with different fixes." + "reason": "Editable install breakage and missing-dependency error messaging are unrelated problems." }, { "left": "issue:5769", "right": "issue:8671", "accept": false, - "reason": "Mixed-precision training correctness and redundant code in SD3 dreambooth are not the same bug." + "reason": "Mixed-precision training correctness question and redundant SD3 dreambooth code cleanup are not the same bug/change." }, { "left": "issue:7535", "right": "issue:8612", "accept": false, - "reason": "Type-hint incompatibility is unrelated to mixed-precision inference behavior." + "reason": "Type-hint compatibility and mixed-precision inference incompatibility are distinct issues." }, { "left": "issue:5433", "right": "issue:8792", "accept": false, - "reason": "Both mention image quality, but one is DPM++/SDXL artifacts and the other is migration quality degradation; not the same code-path issue." + "reason": "Both mention image quality, but one is a scheduler/refiner artifact issue and the other is migration quality degradation; different root causes." }, { "left": "issue:6506", "right": "issue:6535", "accept": false, - "reason": "Output_type='np' return type bug is unrelated to allowing scheduler changes in StableVideoDiffusionPipeline." + "reason": "StableVideoDiffusion output_type behavior and scheduler-switch support are separate feature/bug requests." }, { "left": "issue:6790", "right": "issue:9166", "accept": false, - "reason": "Unexpected state_dict key during LCM training is different from image_processor.apply_overlay behavior." + "reason": "LCM state_dict key mismatch and image_processor overlay behavior are unrelated." }, { "left": "issue:11437", "right": "issue:12078", "accept": false, - "reason": "Missing training outputs/validation images and a bad example validation input are separate issues." + "reason": "Training outputs/validation artifacts not being created is different from a bad example validation input in Flux control finetuning." }, { "left": "issue:2780", "right": "issue:6812", "accept": false, - "reason": "FP16 unscale error and Q/K/V dtype mismatch are different LoRA training errors." + "reason": "Both are LoRA/fp16-related, but one is an unscale FP16 gradients error and the other is a QKV dtype mismatch; not the same concrete failure." }, { "left": "issue:12097", "right": "issue:13105", "accept": false, - "reason": "VRAM OOM at the end and output noise in Wan2.1 are unrelated failure types." + "reason": "Wan2.2 end-of-run VRAM OOM and Wan2.1 output noise are different symptoms on different model versions." }, { "left": "issue:5112", "right": "issue:5485", "accept": false, - "reason": "A float tensor size error in SDXL ControlNet img2img is not the same as batch inference being slow." + "reason": "A torch.Size float-conversion crash in ControlNet img2img is unrelated to slow batch inference." }, { "left": "issue:5043", "right": "issue:725", "accept": false, - "reason": "LoRA finetuning support for W\u00fcrstchen is unrelated to device-map/accelerate loading support." + "reason": "LoRA finetuning support for Wurstchen and pipeline loading/device-map memory reduction are unrelated requests." }, { "left": "issue:8534", "right": "issue:8673", "accept": false, - "reason": "Wrong logit-normal weighting and missing attention masks in SD3 are distinct training changes." + "reason": "Both are SD3-related, but one is wrong logit-normal weighting in training and the other is missing attention masks; different bugs." }, { "left": "issue:5006", "right": "issue:8233", "accept": false, - "reason": "BF16 end-of-training OOM in SDXL and fp16 depth-pipeline errors are different bugs." + "reason": "SDXL end-of-training BF16 OOM and depth-pipeline fp16 errors are separate runtime issues." }, { "left": "issue:7210", "right": "issue:8752", "accept": false, - "reason": "Missing named_parameters under load_checkpoint_and_dispatch and offline from_single_file support are separate pipeline-loading issues." + "reason": "Missing named_parameters with accelerate dispatch and offline from_single_file loading are different loading-path failures." }, { "left": "issue:3481", "right": "issue:7421", "accept": false, - "reason": "Different inference steps changing outputs and seed not working in KDiffusion are related only at a high level; they are not the same concrete bug." + "reason": "Both touch reproducibility, but one is inference-step dependence in DDIM and the other is seed not working in KDiffusion; not the same bug." }, { "left": "issue:9306", "right": "issue:9539", "accept": false, - "reason": "Wrong device selection in CogVideoX loading is unrelated to float8 index_select kernel failure." + "reason": "Wrong device selection on CogVideoXPipeline.from_pretrained and Float8 index_select_cuda errors in a different CogVideoX pipeline are not the same concrete issue." }, { "left": "issue:10798", "right": "issue:12110", "accept": false, - "reason": "Flux quantization/device-combination issues with bitsandbytes are unrelated to UNet1DModel GaussianFourier initialization." - }, - { - "left": "issue:3026", - "right": "issue:6821", - "accept": false, - "reason": "InstructPix2Pix launch/runtime error and caption_column validation error are different training-script problems." + "reason": "Flux quantization/device-combination behavior with bitsandbytes is unrelated to UNet1DModel GaussianFourier initialization." }, { "left": "issue:1353", "right": "issue:1377", "accept": false, - "reason": "Combining train_unconditional with LDMPipeline is unrelated to the CLIPVisionModelWithProjection import error." + "reason": "A pipeline-composition question and a transformers import error are unrelated." }, { "left": "issue:1633", "right": "issue:3287", "accept": false, - "reason": "Karras sigmas in a wrapper pipeline and support for improved DDPM are both feature requests, but they are different changes and not one duplicate change set." + "reason": "Optional karras sigmas in a wrapper pipeline and support for improved DDPM are different feature requests." }, { "left": "issue:2500", "right": "issue:2501", "accept": false, - "reason": "A specific meta-tensor copy error is not the same as a broad set of failures on v0.13.1." + "reason": "Issue 2500 is one specific meta-tensor failure, while 2501 is a broad multi-test regression report; insufficient evidence they are the same root cause." }, { "left": "issue:2838", "right": "issue:4923", "accept": false, - "reason": "ControlNet pipeline behavior and AudioLDM 2 transcript support are unrelated features." + "reason": "ControlNet pipeline behavior and AudioLDM2 transcript support are unrelated." + }, + { + "left": "issue:2858", + "right": "issue:5605", + "accept": false, + "reason": "Seeding image support for UnCLIP img2img and per-image captions for SDXL Dreambooth are distinct feature requests." } ] }, @@ -77136,11 +77184,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10729", "issue:10932", "issue:10950", + "issue:11047", "issue:11092", "issue:1125", "issue:11885", @@ -77149,7 +77198,6 @@ "issue:1677", "issue:1889", "issue:2098", - "issue:2858", "issue:3052", "issue:3065", "issue:3149", @@ -77181,13 +77229,13 @@ "issue:8463", "issue:8577", "issue:911", + "issue:9218", "issue:9397", "issue:9496", "issue:9610", "issue:962" ], "soft_pairs": [ - "issue:2858|issue:5605", "issue:3052|issue:3638", "issue:3065|issue:5371", "issue:3811|issue:5313", @@ -77210,180 +77258,181 @@ "issue:3149|issue:3481", "issue:3951|issue:6136", "issue:4353|issue:5903", - "issue:4530|issue:5969" + "issue:4530|issue:5969", + "issue:11047|issue:9218" ], - "prepared_review_unit_hash": "d2146241ab2043570689170c768896368d1afbb04d225125905ee8ef400122e8", + "prepared_review_unit_hash": "1794fc43fdec50a5402660c6ebe0ed6ee5fb9b3c088e9b949a294e5935d0b432", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33181, - "estimated_input_tokens": 8296, - "estimated_eval_tokens": 16848 + "serialized_chars": 33677, + "estimated_input_tokens": 8420, + "estimated_eval_tokens": 17096 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the paired items share only broad Diffusers/domain vocabulary and do not describe the same bug or change. None of the soft edges should be merged.", - "confidence": 0.98, - "canonical_issue_reason": "No single issue is a plausible canonical representative because the cluster mixes unrelated reports across different pipelines, models, and bug classes.", - "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global canonical because the items are not duplicates; the cluster is too diverse for a single representative issue.", - "best_pr_reason": null, + "summary": "This cluster is highly heterogeneous: it mixes unrelated runtime bugs, feature requests, docs issues, and LoRA/scheduler/pipeline tickets. None of the soft pairs look like true duplicates or the same concrete change.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out because the items do not form one coherent underlying bug or feature area.", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "No best representative issue: the set spans many unrelated code paths, so any one issue would be arbitrary.", + "best_pr_reason": "No pull requests are present in the cluster.", "soft_edge_verdicts": [ - { - "left": "issue:2858", - "right": "issue:5605", - "accept": false, - "reason": "Both are feature requests for different SDXL-related capabilities, not the same underlying problem." - }, { "left": "issue:3052", "right": "issue:3638", "accept": false, - "reason": "One is a control feature request; the other is a new pipeline proposal. Different change types and scopes." + "reason": "Both touch diffusion-related features, but one is a control request for Versatile Diffusion and the other is a new Prompt-Free Diffusion pipeline; different artifacts and code paths." }, { "left": "issue:3065", "right": "issue:5371", "accept": false, - "reason": "DreamBooth LoRA tuning request vs BLIP inpainting support; unrelated features." + "reason": "DreamBooth LoRA text-encoder tuning and BLIP inpainting support are separate feature requests with no shared bug/change." }, { "left": "issue:3811", "right": "issue:5313", "accept": false, - "reason": "Both concern LoRA behavior, but one is loading having no effect and the other is fuse revertibility; different bugs." + "reason": "Both involve LoRA, but one reports LoRA having no effect and the other reports fuse/unfuse not reverting; different failure modes." }, { "left": "issue:5225", "right": "issue:9496", "accept": false, - "reason": "SDXL memory/VRAM issue vs SD3ControlNet forward error; different code paths and failures." + "reason": "SDXL forward-pass VRAM usage and SD3ControlNet forward errors are unrelated model-specific bugs." }, { "left": "issue:5594", "right": "issue:6722", "accept": false, - "reason": "SDXL LoRA memory-saving request vs using SigLIP as text encoder; unrelated enhancements." + "reason": "Memory-saving for SDXL fine-tuning is not the same as using SigLIP as a text encoder; different feature areas." }, { "left": "issue:5605", "right": "issue:9397", "accept": false, - "reason": "Per-image caption support for DreamBooth vs Hyper LoRA scheduler support; different features." + "reason": "Per-image caption support for DreamBooth and SGMUniform scheduler support for Hyper LoRAs are distinct requests." }, { "left": "issue:5947", "right": "issue:8577", "accept": false, - "reason": "Policy objective/Diffusion-DPO request vs Differential Diffusion on SD3; not the same bug or change." + "reason": "Diffusion-DPO policy discussion and Differential Diffusion for SD3 are different methods, not the same underlying change." }, { "left": "issue:10932", "right": "issue:12338", "accept": false, - "reason": "Torch.compile recompile-limit on HunyuanVideo vs AutoencoderDC VAE slicing bug; unrelated failures." + "reason": "A torch.compile recompile-limit issue in HunyuanVideo is unrelated to AutoencoderDC VAE slicing during multi-image decoding." }, { "left": "issue:11885", "right": "issue:13311", "accept": false, - "reason": "Different LoRA-loading issues for different Flux model generations and error messages; not one concrete fix." + "reason": "Both mention FLUX LoRA loading, but they target different model families and different symptoms (missing effect vs missing keys prefix)." }, { "left": "issue:1677", "right": "issue:2098", "accept": false, - "reason": "Wrong data type passed to StableDiffusionPipeline vs torch.randn argument error; distinct runtime errors." + "reason": "Wrong input type to StableDiffusionPipeline and invalid torch.randn arguments are separate runtime errors." }, { "left": "issue:4584", "right": "issue:5890", "accept": false, - "reason": "Training resume checkpoint failure vs tokenizer length warning during inference; not the same issue." + "reason": "Checkpoint resume failure in an SDXL LoRA training script is not the same as a tokenizer-length warning during text-to-image inference." }, { "left": "issue:579", "right": "issue:911", "accept": false, - "reason": "Textual inversion config file missing vs DreamBooth bad config; both config-related but different components and bugs." + "reason": "Both mention config problems, but textual inversion missing config.json and DreamBooth bad config are different workflows and fixes." }, { "left": "issue:10729", "right": "issue:8463", "accept": false, - "reason": "Hook removal AttributeError vs tokenizer missing on InstructP2P-SDXL; unrelated AttributeError causes." + "reason": "The _hf_hook AttributeError in hook removal and the NoneType.tokenize error in InstructP2P-SDXL are unrelated code paths." }, { "left": "issue:4213", "right": "issue:4638", "accept": false, - "reason": "SDXL from_single_file without accelerate vs textual inversion on SDXL; different pipeline/setup problems." + "reason": "SDXL single-file loading without accelerate and SDXL textual inversion loading are different loading mechanisms and bugs." }, { "left": "issue:1125", "right": "issue:962", "accept": false, - "reason": "Inpaint pipeline runtime error vs inpaint pipelines not supporting non-512 sizes; different limitations." + "reason": "Stable Diffusion Mega inpaint runtime error and inpaint size limitations are distinct issues, even though both involve inpainting." }, { "left": "issue:1889", "right": "issue:3336", "accept": false, - "reason": "Scheduler variant request vs inverse scheduler request; related theme but not the same concrete scheduler change." + "reason": "These are different scheduler proposals: DPM++ SDE variant versus DPM-Solver Multistep Inverse Scheduler." }, { "left": "issue:5656", "right": "issue:9610", "accept": false, - "reason": "Community LoRA loader addition vs SD3 img2img LoRA loading support; different targets and implementations." + "reason": "Both are LoRA-loader requests, but they target different pipelines and likely separate implementations; not the same concrete change." }, { "left": "issue:7053", "right": "issue:7730", "accept": false, - "reason": "Missing class conditioning in UNet3D vs missing timeout on requests calls; unrelated code paths." + "reason": "UNet3DConditionModel class conditioning and adding request timeouts are completely unrelated." }, { "left": "issue:10950", "right": "issue:11092", "accept": false, - "reason": "Documentation broken vs empty timesteps in SDXL-Turbo img2img; not the same bug." + "reason": "A broken docs section and an empty-timesteps img2img bug are not the same issue." }, { "left": "issue:3149", "right": "issue:3481", "accept": false, - "reason": "Generic nondeterminism report vs DDIM step-dependent image differences; similar symptom, different reported behavior and context." + "reason": "Non-deterministic images and changing outputs with different inference steps are not the same bug; the latter can be expected behavior." }, { "left": "issue:3951", "right": "issue:6136", "accept": false, - "reason": "UniDiffuser NaNs vs StableDiffusionPipeline NaNs on Mac CPU; different models and failure conditions." + "reason": "Both mention NaNs, but they affect different pipelines/environments and do not share a concrete root cause." }, { "left": "issue:4353", "right": "issue:5903", "accept": false, - "reason": "Poor SDXL image quality vs edge artifacts from non-32-divisible resolutions; different quality problems." + "reason": "General SDXL quality complaints and edge artifacts from non-32-divisible resolutions are different symptoms and fixes." }, { "left": "issue:4530", "right": "issue:5969", "accept": false, - "reason": "SDXL refiner color artifacts vs DDIM eta=1 NaNs with ZSNR patch; distinct bugs." + "reason": "Color artifacts in SDXL refiner and DDIM NaNs with ZSNR patch are unrelated numerical/quality issues." + }, + { + "left": "issue:11047", + "right": "issue:9218", + "accept": false, + "reason": "Missing PAG inpaint model support and PAG with guess mode are separate feature requests, not the same bug." } ] }, @@ -77405,11 +77454,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10191", "issue:10334", - "issue:11047", "issue:11148", "issue:11275", "issue:11486", @@ -77437,6 +77485,7 @@ "issue:5374", "issue:5578", "issue:6092", + "issue:6320", "issue:6359", "issue:7021", "issue:7142", @@ -77451,13 +77500,12 @@ "issue:8894", "issue:8960", "issue:9154", - "issue:9218", + "issue:9298", "issue:9343", "issue:9768", "issue:9841" ], "soft_pairs": [ - "issue:11047|issue:9218", "issue:11486|issue:9841", "issue:1919|issue:1923", "issue:10191|issue:11275", @@ -77480,180 +77528,181 @@ "issue:4361|issue:8894", "issue:10334|issue:9768", "issue:1611|issue:852", - "issue:3494|issue:7142" + "issue:3494|issue:7142", + "issue:6320|issue:9298" ], - "prepared_review_unit_hash": "3bea66e36faf84c178098173ed171a2b778d0813cb8f0fcc8f2805cf1b9fa052", + "prepared_review_unit_hash": "8942fadb094ba00f656192366f96953b10001e5f17f40a7cbb8ffca2c612c01e", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34186, - "estimated_input_tokens": 8547, - "estimated_eval_tokens": 17350 + "serialized_chars": 34222, + "estimated_input_tokens": 8556, + "estimated_eval_tokens": 17368 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a grab bag of unrelated bug reports and feature requests across LoRA training, loading/model config, schedulers, ControlNet/PAG, HF_HOME, and platform-specific failures. None of the soft pairs look like the same underlying defect, so I would not merge any of them as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue fits well: the set is not one coherent duplicate cluster, and the pairs span unrelated code paths and failure modes.", + "summary": "This cluster is mostly a noisy mix of unrelated training/loading/runtime issues. None of the soft pairs look like true duplicates or the same code change, so all are rejected.", + "confidence": 0.89, + "canonical_issue_reason": "issue:9841 is a concrete, reproducible training runtime bug with a clear failure mode, making it the strongest representative issue in this set.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue representative is clear for the same reason; nothing here broadly subsumes the others as the same bug/change.", + "best_issue_reason": "issue:9841 is the best issue to anchor triage because it is specific, actionable, and clearly a bug rather than a broad feature request or vague report.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:11047", - "right": "issue:9218", - "accept": false, - "reason": "Both mention PAG, but one is about ControlNet PAG inpaint support and the other about PAG guess mode; different requests, not the same bug." - }, { "left": "issue:11486", "right": "issue:9841", "accept": false, - "reason": "Training-script xformers support and a DreamBooth SDXL LoRA TypeError are unrelated code paths." + "reason": "Feature request for xformers support vs a TypeError in DreamBooth SDXL LoRA training; different problem and code path." }, { "left": "issue:1919", "right": "issue:1923", "accept": false, - "reason": "Missing datasets in requirements.txt and missing CUDA libraries in a Dockerfile are different environment/setup problems." + "reason": "Both are setup/dependency problems, but one is missing datasets for DreamBooth and the other is missing CUDA libs in Docker/bitsandbytes; not the same underlying bug." }, { "left": "issue:10191", "right": "issue:11275", "accept": false, - "reason": "GPU device selection in training and a VAE NoneType addition error are unrelated failures." + "reason": "GPU device selection issue vs VAE ResnetUpsampleBlock2D NoneType addition; unrelated failures." }, { "left": "issue:1314", "right": "issue:2844", "accept": false, - "reason": "Windows xformers backward error and explicit image-embeddings runtime error are different pipeline problems." + "reason": "Windows xformers backward error vs explicit image embeddings error in StableUnCLIPImg2Img; different pipeline and symptom." }, { "left": "issue:9154", "right": "issue:9343", "accept": false, - "reason": "Both involve loading models, but one is about VAE PT loading and the other FLUX loading with mismatched sizes; not the same defect." + "reason": "AutoEncoder/PT weight loading broken vs FLUX low_cpu_mem_usage/load_mismatched_sizes issue; separate model-loading problems." }, { "left": "issue:2044", "right": "issue:2068", "accept": false, - "reason": "A DDP wrapper lacking dtype is not the same as from_pretrained failing to convert model dtype." + "reason": "DDP dtype attribute error during training vs from_pretrained dtype not converting model weights; related theme, but not the same bug." }, { "left": "issue:3481", "right": "issue:4149", "accept": false, - "reason": "Different inference outputs with DDIM steps and a tensor dimension mismatch in SemanticStableDiffusion are unrelated." + "reason": "Scheduler/inference-step determinism complaint vs semantic pipeline batch dimension mismatch; different defects." }, { "left": "issue:7636", "right": "issue:8609", "accept": false, - "reason": "ControlNet SDXL tile usage and a custom hd_painter pipeline with IP-Adapter are different integration issues." + "reason": "ControlNet SDXL tile usage question vs custom_pipeline/IP-Adapter incompatibility; not duplicate issues." }, { "left": "issue:8493", "right": "issue:8960", "accept": false, - "reason": "SD3Transformer2DModel state_dict loading and gradient accumulation in the basic training example are unrelated." + "reason": "SD3Transformer2DModel state_dict loading error vs gradient accumulation not working in a training example; unrelated." }, { "left": "issue:1709", "right": "issue:3381", "accept": false, - "reason": "An ONNX conversion astype error and discolored inpaint batch inference are different bugs." + "reason": "ONNX img2img Tensor.astype error vs inpaint batch discoloration/docs issue; different pipelines and failures." }, { "left": "issue:1931", "right": "issue:4631", "accept": false, - "reason": "Half-vs-float dtype mismatch in SD2 is unrelated to DPMSolverSinglestepScheduler scalar conversion." + "reason": "Float16 type mismatch in Stable Diffusion 2 vs DPMSolverSinglestepScheduler scalar conversion error; distinct runtime paths." }, { "left": "issue:2020", "right": "issue:5374", "accept": false, - "reason": "Dance Diffusion conversion failure and an unexpected checkpoint_path argument are different API issues." + "reason": "Conversion script error vs unexpected checkpoint_path argument; different scripts and causes." }, { "left": "issue:4668", "right": "issue:7974", "accept": false, - "reason": "Kohya-style LoRA weird images and inpaint with IP-Adapter are not the same underlying change or bug." + "reason": "Kohya-style LoRA weird images vs inpaint with IP Adapter bug; both visual quality complaints but not the same bug." }, { "left": "issue:4913", "right": "issue:8509", "accept": false, - "reason": "Both are about ControlNet-related names, but one is a specific model entry and the other is a broader ControlNet++ topic; no shared bug." + "reason": "ControlNet OpenPose SDXL model item vs ControlNet++ topic; no evidence of the same underlying issue." }, { "left": "issue:5578", "right": "issue:6359", "accept": false, - "reason": "Missing model_index.json and missing get_velocity/add_noise behavior in EulerDiscreteScheduler are unrelated." + "reason": "Missing model_index.json error vs EulerDiscreteScheduler get_velocity/v_prediction error; unrelated loading vs scheduler API issue." }, { "left": "issue:11148", "right": "issue:8514", "accept": false, - "reason": "PEFT adapter flag handling and EMAModel parallel fine-tuning errors are different subsystems." + "reason": "PEFT adapter flag not set vs EMAModel parallel fine-tuning error; different components and failure modes." }, { "left": "issue:12104", "right": "issue:13286", "accept": false, - "reason": "An index-out-of-bounds runtime error and unsupported torchao quantization versions are unrelated." + "reason": "IndexError on empty dimension vs unsupported torchao >= 0.16.0 quantization; unrelated." }, { "left": "issue:2370", "right": "issue:6092", "accept": false, - "reason": "A question about whether LoRA training fits on a 24 GB GPU is not the same as the LoRA example not training anything." + "reason": "LoRA training on a 24GB GPU vs example not training anything; too broad and not the same defect." }, { "left": "issue:7021", "right": "issue:8441", "accept": false, - "reason": "HF_HOME import error and infinite recursion from relative HF_HOME are related only by environment variable name, not the same concrete bug." + "reason": "HF_HOME import error vs create_dynamic_module recursion with relative HF_HOME; different symptoms and code paths." }, { "left": "issue:4361", "right": "issue:8894", "accept": false, - "reason": "Safetensors shared-tensor saving and a training-script error after a new commit are unrelated." + "reason": "Safetensors shared-tensor saving issue vs training script error in train_cm_ct_unconditional.py; not the same bug." }, { "left": "issue:10334", "right": "issue:9768", "accept": false, - "reason": "MacOS/MPS grey images and CPU NaNs versus torch 2.5 CuDNN SDPA NaNs are different platform-specific failures." + "reason": "MacOS/MPS gray images and CPU NaNs vs torch 2.5 CuDNN SDPA NaN error; both NaN/image-quality issues, but different platforms and likely different root causes." }, { "left": "issue:1611", "right": "issue:852", "accept": false, - "reason": "A pipeline regression with stable-diffusion-v1-5 and an MPS device_map keyword error are unrelated." + "reason": "StableDiffusionMegaPipeline regression vs MPS unexpected device_map keyword error; unrelated compatibility issues." }, { "left": "issue:3494", "right": "issue:7142", "accept": false, - "reason": "Corrupted images with different schedulers and SDXL-lightning differing from webui are not the same bug." + "reason": "Multidiffusion corrupted images with schedulers vs SDXL-lightning inference mismatch with webui; similar outcome but different feature areas and causes." + }, + { + "left": "issue:6320", + "right": "issue:9298", + "accept": false, + "reason": "Remote model lookup failure vs missing Float8 storage object; separate loading/serialization problems." } ] }, @@ -77675,7 +77724,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10790", "issue:11000", @@ -77709,24 +77758,23 @@ "issue:4648", "issue:4720", "issue:5225", + "issue:5371", "issue:5593", "issue:6001", "issue:6157", - "issue:6320", "issue:6807", "issue:7456", "issue:7535", + "issue:7802", "issue:7842", "issue:8234", "issue:843", "issue:8577", "issue:8943", "issue:8950", - "issue:9298", "issue:9511" ], "soft_pairs": [ - "issue:6320|issue:9298", "issue:1791|issue:455", "issue:2674|issue:4159", "issue:4324|issue:8234", @@ -77749,180 +77797,181 @@ "issue:4080|issue:4589", "issue:4080|issue:8577", "issue:4194|issue:6001", - "issue:4648|issue:8943" + "issue:4648|issue:8943", + "issue:5371|issue:7802" ], - "prepared_review_unit_hash": "16438d5c14293bc3d2c8d6b13e3edbddf928d35a5fd418cec615831163d76900", + "prepared_review_unit_hash": "be1c4caac7e0d5f7e782eba1c2451a5622c6275795f8624e00728c5b3125078b", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 32981, - "estimated_input_tokens": 8246, - "estimated_eval_tokens": 16748 + "serialized_chars": 32922, + "estimated_input_tokens": 8231, + "estimated_eval_tokens": 16718 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a tight duplicate cluster; it mixes many unrelated issues across different pipelines and subsystems. None of the suggested soft edges look like the same underlying bug/change with enough certainty to merge.", - "confidence": 0.34, - "canonical_issue_reason": "issue:11162 is the most concrete and representative of the few closely related WanImageToVideo reports: it names the pipeline, the offloading failure mode, and has the clearest direct remediation target.", + "summary": "This cluster is mostly a set of unrelated issues that only share superficial wording around pipelines, offloading, or general runtime bugs. The soft pairs are false positives, not duplicates of the same underlying bug.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 11162 is the broadest representative of the small WanImageToVideo offloading subset, but it is not a true cluster-wide canonical because the items are otherwise unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "issue:11162 is the strongest issue candidate for triage because it describes a specific runtime problem in a specific code path and appears more actionable than the adjacent Wan latent/argument reports.", + "best_issue_reason": "11162 is the most general issue here and the closest thing to a representative topic, but only for the Wan/offloading subgroup, not the full set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:6320", - "right": "issue:9298", - "accept": false, - "reason": "Both are remote/model-loading style errors, but they are different failures with different APIs and root causes; not the same bug." - }, { "left": "issue:1791", "right": "issue:455", "accept": false, - "reason": "Both are MPS-related compatibility issues, but one is UnCLIPPipeline support and the other is a tensor indexing backend limitation; too broad to merge." + "reason": "Different platform/backend failures: UnCLIP on Mac/MPS vs aten::index.Tensor on MPS." }, { "left": "issue:2674", "right": "issue:4159", "accept": false, - "reason": "One is about missing safetensors dependency for LoRA, the other about extreme VRAM usage in DiffEdit; unrelated problems." + "reason": "LoRA dependency/packaging complaint vs DiffEdit VRAM usage problem; unrelated bugs." }, { "left": "issue:4324", "right": "issue:8234", "accept": false, - "reason": "Different TypeErrors in different code paths: unet forward None handling versus ip_adapter_scale dict multiplication." + "reason": "Different runtime errors in different code paths: NoneType iteration in UNet vs ip_adapter_scale dict multiplication." }, { "left": "issue:4403", "right": "issue:6157", "accept": false, - "reason": "Both mention model/runtime failures, but one is a Half LayerNorm backend issue and the other is ip_adapter not working in ControlNet img2img; not the same bug." + "reason": "Torch half-precision LayerNorm limitation vs ip_adapter not working in ControlNet img2img; not the same defect." }, { "left": "issue:4720", "right": "issue:7535", "accept": false, - "reason": "AutoencoderTiny pipeline incompatibility is not the same as a type-hint mismatch; one is runtime behavior, the other is typing/API consistency." + "reason": "AutoencoderTiny incompatibility with img2img/inpainting vs a type-hint mismatch issue." }, { "left": "issue:5593", "right": "issue:6807", "accept": false, - "reason": "AutoPipeline ControlNet conversion failure and test collection on MPS are different issues affecting different layers." + "reason": "AutoPipeline.from_pipe ControlNet conversion failure vs test collection failures on MPS." }, { "left": "issue:11661", "right": "issue:8950", "accept": false, - "reason": "Both are training bugs, but one is a None handling issue in flux-control examples and the other is an SD3 LoRA training bug; no concrete shared code path." + "reason": "Train-step argument handling in flux-control example vs SD3 LoRA training bug; different examples and failure modes." }, { "left": "issue:2844", "right": "issue:5225", "accept": false, - "reason": "StableUnCLIP explicit image-embedding passing and SDXL high-VRAM usage are unrelated." + "reason": "StableUnCLIP image-embedding runtime error vs SDXL forward-pass VRAM exhaustion; not duplicates." }, { "left": "issue:4134", "right": "issue:7842", "accept": false, - "reason": "Both involve tensor-size problems, but they concern different pipelines and different mismatch scenarios." + "reason": "MPS tensor size mismatch in ControlNet vs DeepFloyd stage-2 input-size divisibility crash; distinct pipelines and causes." }, { "left": "issue:12047", "right": "issue:13506", "accept": false, - "reason": "Wan2.2 GGUF LoRA fusion failure and Sage attention ring-attention failure are distinct backend/compatibility problems." + "reason": "Wan2.2 LoRA fusion failure vs sage attention/ring-attention incompatibility; different components and symptoms." }, { "left": "issue:10790", "right": "issue:9511", "accept": false, - "reason": "Both involve ControlNet/offload/batching themes, but one is CPU offload VRAM usage and the other is multi-controlnet batching; not the same change." + "reason": "VRAM usage in Flux ControlNet CPU offload vs multi-controlnet batching for SDXL inpaint; different features." }, { "left": "issue:11000", "right": "issue:7456", "accept": false, - "reason": "WanImageToVideo missing shift argument is unrelated to a generic missing raise statement." + "reason": "WanImageToVideoPipeline missing shift argument vs a generic missing raise statement; no direct overlap." }, { "left": "issue:11136", "right": "issue:12540", "accept": false, - "reason": "SCM intermediate timesteps support in SanaSprintPipeline and SanaCombinedTimestepGuidanceEmbeddings in SanaPipeline are different Sana issues." + "reason": "SanaSprint timestep support limitation vs SanaCombinedTimestepGuidanceEmbeddings incompatibility; same family but different bugs." }, { "left": "issue:11162", "right": "issue:11163", "accept": false, - "reason": "Same pipeline family, but offloading support and latent-preparation math are different concrete bugs with different fixes." + "reason": "Offloading-related Wan pipeline issue vs broken latent math when preparing latents; separate failure modes." }, { "left": "issue:12012", "right": "issue:12533", "accept": false, - "reason": "Wan 2.2 context error with first-block cache and hooks conflicts between context parallelism and CPU offload are related only broadly by Wan/offload behavior, not the same issue." + "reason": "Wan first-block cache context error vs hooks conflict between context parallelism and CPU offload; related area but not the same bug." }, { "left": "issue:124", "right": "issue:2961", "accept": false, - "reason": "Dataset creation documentation request and StableUnCLIP training example request are both docs, but they are distinct requests." + "reason": "Dataset creation documentation request vs StableUnCLIP training example request; both docs-related but different asks." }, { "left": "issue:2107", "right": "issue:3948", "accept": false, - "reason": "Low-resolution black/glitchy images and pale generated images are different output-quality problems with different causes." + "reason": "Low-resolution glitch/black image bug vs pale image output bug; different rendering issues." }, { "left": "issue:2262", "right": "issue:3883", "accept": false, - "reason": "LoRA usage help and realistic vision in dreambooth are not the same topic or bug." + "reason": "LoRA usage question vs realistic vision unsupported in dreambooth; unrelated user support topics." }, { "left": "issue:3171", "right": "issue:843", "accept": false, - "reason": "LPW prompt support for controlnet and prompt syntax documentation are separate documentation/feature requests." + "reason": "LPW prompt support request for controlnet vs prompt syntax documentation; different documentation requests." }, { "left": "issue:4080", "right": "issue:4589", "accept": false, - "reason": "SDXL inpainting pipeline request and XL ControlNet img2img/inpaint pipeline request overlap in area but are different feature requests." + "reason": "SDXL inpainting pipeline request vs ControlNet XL pipeline request; both feature requests but not the same change." }, { "left": "issue:4080", "right": "issue:8577", "accept": false, - "reason": "Inpainting pipeline request and Differential Diffusion with SD3 are unrelated feature requests." + "reason": "SDXL inpainting pipeline request vs differential diffusion support for SD3; different models and features." }, { "left": "issue:4194", "right": "issue:6001", "accept": false, - "reason": "StableDiffusionPipeline.from_single_file VAE issue and refiner returning the wrong pipeline are different single-file loading bugs." + "reason": "from_single_file VAE loading problem vs refiner returning the wrong pipeline class; distinct single-file loading bugs." }, { "left": "issue:4648", "right": "issue:8943", "accept": false, - "reason": "Missing config.json in a local directory and missing libtorch_cuda_cu.so after installing main are different environment/setup failures." + "reason": "Missing config.json in a local directory vs missing libtorch_cuda_cu.so during install; unrelated environment/setup problems." + }, + { + "left": "issue:5371", + "right": "issue:7802", + "accept": false, + "reason": "BLIP inpainting pipeline support request vs OLSS scheduler support request; different feature requests." } ] }, @@ -77941,10 +77990,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10191", "issue:1061", @@ -77955,6 +78004,7 @@ "issue:1801", "issue:1896", "issue:2024", + "issue:2202", "issue:2392", "issue:2439", "issue:2772", @@ -77967,7 +78017,7 @@ "issue:4593", "issue:4885", "issue:5112", - "issue:5371", + "issue:5284", "issue:5463", "issue:5703", "issue:5972", @@ -77982,7 +78032,6 @@ "issue:7681", "issue:775", "issue:7757", - "issue:7802", "issue:8523", "issue:8546", "issue:8551", @@ -77996,7 +78045,6 @@ "issue:9941" ], "soft_pairs": [ - "issue:5371|issue:7802", "issue:5989|issue:9248", "issue:6320|issue:8551", "issue:3194|issue:4557", @@ -78019,180 +78067,181 @@ "issue:1896|issue:2439", "issue:1061|issue:175", "issue:10887|issue:7264", - "issue:1439|issue:1801" + "issue:1439|issue:1801", + "issue:2202|issue:5284" ], - "prepared_review_unit_hash": "b0c0e8bb8f2814b9ca93300ade7a1341a30d973529c4fc4a78eb06358d8553a0", + "prepared_review_unit_hash": "ff66da48bc30d95214508367c34d37c21ea6a8bec907fb3896e76e0b60eefba0", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34142, - "estimated_input_tokens": 8536, - "estimated_eval_tokens": 17328 + "serialized_chars": 34167, + "estimated_input_tokens": 8542, + "estimated_eval_tokens": 17340 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad mix of unrelated issues (GPU selection, scheduler bugs, import/runtime errors, LoRA loading, docs, and model-specific feature requests). None of the soft-edge pairs look like the same underlying bug or change, so there is no clear canonical issue/PR here.", - "confidence": 0.99, - "canonical_issue_reason": null, + "summary": "This cluster is noisy and heterogeneous: it mixes unrelated CUDA/device, import, scheduler, LoRA, documentation, and feature-request issues. None of the soft pairs look like the same underlying bug or change, so all are rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is a safe choice; the items span many unrelated bugs and feature requests rather than one duplicate thread.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No strong global representative exists; any issue pick would be arbitrary because the cluster is not centered on one concrete problem.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:5371", - "right": "issue:7802", - "accept": false, - "reason": "Different topics: BLIP inpainting support request vs OLSS scheduler support request; both are feature asks, not the same change." - }, { "left": "issue:5989", "right": "issue:9248", "accept": false, - "reason": "Different installation/package problems: a safetensors.torch bug vs a pip install command issue." + "reason": "Both are install/package-related, but one is a safetensors bug and the other is an upgrade command issue; not the same underlying problem." }, { "left": "issue:6320", "right": "issue:8551", "accept": false, - "reason": "Both mention remote/model loading, but one is Emu2 remote model resolution and the other is inpaint VAE device placement; not the same bug." + "reason": "Remote model lookup failure vs VAE device-map latent placement bug; different code paths and symptoms." }, { "left": "issue:3194", "right": "issue:4557", "accept": false, - "reason": "Unrelated errors: bitsandbytes package metadata missing vs a __getattr__ AttributeError." + "reason": "bitsandbytes metadata/install failure is unrelated to the __getattr__ AttributeError." }, { "left": "issue:9613", "right": "issue:9731", "accept": false, - "reason": "Different subjects: timesteps.scale attribute error vs how to train a LoRA on Playground2.5." + "reason": "A specific timesteps API regression and a general how-to/training question are not duplicates." }, { "left": "issue:4885", "right": "issue:5112", "accept": false, - "reason": "Both are SDXL ControlNet-related, but one is LoRA weight loading and the other is a torch.Size float shape error; different code paths." + "reason": "Both touch SDXL ControlNet img2img, but one is LoRA loading and the other is a float/shape construction error; different bugs." }, { "left": "issue:5703", "right": "issue:9181", "accept": false, - "reason": "Different inference bugs: DDIM inverse noise reconstruction vs a visible noise dot artifact in ControlNet." + "reason": "DDIM inverse reconstruction vs a visual noise dot artifact are not the same failure." }, { "left": "issue:7191", "right": "issue:9331", "accept": false, - "reason": "Different import/scheduler problems: a strange import problem vs FlowMatchEulerDiscreteScheduler index_for_timestep logic." + "reason": "Generic import trouble is unrelated to the FlowMatchEuler scheduler index logic bug." }, { "left": "issue:7681", "right": "issue:9941", "accept": false, - "reason": "Both are import/runtime failures, but the underlying causes differ completely: OpenSSL symbol missing vs colab stable diffusion error." + "reason": "An OpenSSL/import environment error is not the same as a general Colab runtime failure report." }, { "left": "issue:2772", "right": "issue:5463", "accept": false, - "reason": "Different training-script bugs: local dataset validation in train_controlnet.py vs image_latents unbound variable." + "reason": "Train script dataset handling and an UnboundLocalError in image latents are different code-path bugs." }, { "left": "issue:4122", "right": "issue:7041", "accept": false, - "reason": "Different scheduler/runtime failures: wrong timesteps count in SDXL pipelines vs a segmentation fault after num_inference_steps > 1." + "reason": "Both are inference-related, but wrong timestep count and segmentation fault are distinct issues." }, { "left": "issue:7616", "right": "issue:8523", "accept": false, - "reason": "Different symptoms and scope: low-denoise artifacts in Playground 2.5 img2img vs a generic playground CUDA error." + "reason": "Low-denoise artifacts in Playground 2.5 are not the same as a CUDA error in Playground." }, { "left": "issue:10191", "right": "issue:7757", "accept": false, - "reason": "Both are GPU/memory-related training issues, but one is wrong GPU device selection and the other is multi-GPU OOM; not the same bug." + "reason": "GPU selection going to the wrong device is different from multi-GPU OOM behavior." }, { "left": "issue:11962", "right": "issue:9134", "accept": false, - "reason": "Different model families and problems: FLUX.1-Kontext-dev GGUF support vs Flux LoRA compatibility with SimpleTuner." + "reason": "A GGUF model support request and Flux LoRA training issues are unrelated." }, { "left": "issue:2392", "right": "issue:6793", "accept": false, - "reason": "Different failure modes: img2img prompt_embeds validation bug vs Hydra model serialization." + "reason": "prompt_embeds validation in img2img is unrelated to hydra serialization failures." }, { "left": "issue:2024", "right": "issue:351", "accept": false, - "reason": "Unrelated notebook corruption vs model not loading directly into CUDA." + "reason": "A corrupted notebook file and a CUDA loading issue are unrelated." }, { "left": "issue:4213", "right": "issue:775", "accept": false, - "reason": "Different issues: from_single_file() needing accelerate vs fp16/autocast behavior." + "reason": "Missing accelerate for from_single_file is not the same as fp16/autocast behavior." }, { "left": "issue:4529", "right": "issue:7054", "accept": false, - "reason": "Both involve LoRA helpers, but one is an unexpected keyword argument and the other mutates/empties the passed state_dict; different defects." + "reason": "Both concern LoRA loading, but one is an unexpected keyword and the other mutates the passed state_dict; not the same bug." }, { "left": "issue:4593", "right": "issue:5972", "accept": false, - "reason": "Different LoRA/documentation problems: rank limit failure for Automatic1111 LoRA vs Min-SNR weighting docs for controlnet training." + "reason": "LoRA rank conversion failure vs documentation about Min-SNR weighting are unrelated." }, { "left": "issue:8546", "right": "issue:8556", "accept": false, - "reason": "Both concern SD3/from_single_file, but one is missing support and the other is a meta-tensor copy error; not the same underlying bug." + "reason": "Both mention SD3/from_single_file, but one is missing support and the other is a meta-tensor load error; not the same fix." }, { "left": "issue:1896", "right": "issue:2439", "accept": false, - "reason": "Different pipelines and errors: CLIP guided SD size dict type error vs inpainting pipeline loading/running issues." + "reason": "A shape/type error in CLIP-guided diffusion and an inpainting pipeline loading issue are different failures." }, { "left": "issue:1061", "right": "issue:175", "accept": false, - "reason": "Different content entirely: example instruction update vs questioning torch.manual_seed usage." + "reason": "Documentation update for a notebook and a question about torch.manual_seed are unrelated." }, { "left": "issue:10887", "right": "issue:7264", "accept": false, - "reason": "Both are import/serialization related, but one is missing StableDiffusionXLTrainer and the other is custom transformers model serialization/loading." + "reason": "Importing a missing trainer symbol is not the same as serializing/loading a custom transformers model." }, { "left": "issue:1439", "right": "issue:1801", "accept": false, - "reason": "Both are attribute-style import errors, but one is transformers FeatureExtractionMixin missing and the other is a generic getattr() attribute name type error." + "reason": "A missing transformers attribute and a bad getattr argument type are different attribute errors." + }, + { + "left": "issue:2202", + "right": "issue:5284", + "accept": false, + "reason": "Two feature requests in different areas (OpenVINO vs ControlNet-LLLite) are not duplicates." } ] }, @@ -78211,14 +78260,16 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10198", "issue:1033", "issue:10448", + "issue:11036", + "issue:11351", "issue:11418", "issue:11580", "issue:11648", @@ -78228,7 +78279,6 @@ "issue:175", "issue:2024", "issue:2068", - "issue:2202", "issue:2775", "issue:2883", "issue:3184", @@ -78243,7 +78293,6 @@ "issue:5037", "issue:525", "issue:5256", - "issue:5284", "issue:5432", "issue:5515", "issue:5685", @@ -78266,7 +78315,6 @@ "issue:9241" ], "soft_pairs": [ - "issue:2202|issue:5284", "issue:2883|issue:7408", "issue:4888|issue:5432", "issue:5968|issue:9241", @@ -78289,180 +78337,181 @@ "issue:7267|issue:8578", "issue:10198|issue:11418", "issue:11648|issue:8997", - "issue:10448|issue:11580" + "issue:10448|issue:11580", + "issue:11036|issue:11351" ], - "prepared_review_unit_hash": "e192abd99c3de38b8bb27209495a1b87b07443a0a76b07edac548b5131c09cb7", + "prepared_review_unit_hash": "3b71930541d7cd85d174a53f84733f6bc9406fc38a408a636dfe01882be7cd19", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33443, - "estimated_input_tokens": 8361, - "estimated_eval_tokens": 16978 + "serialized_chars": 33497, + "estimated_input_tokens": 8375, + "estimated_eval_tokens": 17006 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab-bag of unrelated diffusers support questions and bugs. None of the soft pairs look like true duplicates or mergeable same-change PRs, so all soft edges are rejected.", - "confidence": 0.94, - "canonical_issue_reason": "Use issue 11580 as the anchor only because it is the broadest open FLUX/fp8-related topic in an otherwise heterogeneous cluster; it is not a true duplicate of the others.", + "summary": "These items do not form a coherent duplicate cluster; the soft pairs are mostly weak keyword matches across different models, pipelines, and bug types, so all candidate links should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a clear canonical target here; the set is heterogeneous and the pairings are only superficially similar.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 11580 is the best representative by breadth and activity: it is open, central to the recurring FLUX/fp8 theme, and more useful as a cluster anchor than the narrower, one-off bug reports.", + "best_issue_reason": "No issue cleanly represents the cluster overall; even the closest FLUX/fp8 items are about different underlying requests or failures.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:2202", - "right": "issue:5284", - "accept": false, - "reason": "Different feature requests in different subsystems: OpenVINO support vs ControlNet-LLLite support." - }, { "left": "issue:2883", "right": "issue:7408", "accept": false, - "reason": "Both are pipeline ideas, but they target different pipelines and different changes." + "reason": "Both are pipeline-related, but one is a general image-to-video pipeline request and the other is a specific FRESCO pipeline topic; different underlying change." }, { "left": "issue:4888", "right": "issue:5432", "accept": false, - "reason": "Offline safetensors loading and blank validation images are unrelated problems." + "reason": "One is about offline safetensors loading, the other about blank validation images; unrelated bugs." }, { "left": "issue:5968", "right": "issue:9241", "accept": false, - "reason": "ONNX conversion request is unrelated to converting an XLab LoRA to diffusers LoRA." + "reason": "Both mention conversion scripts, but the conversion targets are different and not the same code path." }, { "left": "issue:6359", "right": "issue:8645", "accept": false, - "reason": "Scheduler velocity/noise bug and missing single_file_utils helper are different code-path issues." + "reason": "Different missing API/functionality reports in different modules; not the same defect." }, { "left": "issue:7054", "right": "issue:8975", "accept": false, - "reason": "LoRA state_dict mutation and an import error for LoraLoaderMixin are not the same bug." + "reason": "One is a mutation bug in LoRA loading, the other is an import error for the mixin; different failure modes." }, { "left": "issue:1323", "right": "issue:2068", "accept": false, - "reason": "Both mention dtype/loading, but one is a Flax missing-dtype loader failure and the other is about from_pretrained conversion semantics." + "reason": "Both involve dtype, but one is a flax loading requirement and the other is about dtype conversion in from_pretrained; not the same issue." }, { "left": "issue:1566", "right": "issue:5829", "accept": false, - "reason": "Dreambooth fp16 checkpoint crash and LCM missing config argument are separate training failures." + "reason": "Both are training-script crashes, but the causes are unrelated and in different LCM/Dreambooth paths." }, { "left": "issue:8970", "right": "issue:9224", "accept": false, - "reason": "Both involve MPS, but black-image output is not the same as a hardcoded float64 device incompatibility." + "reason": "Both involve MPS, but one is black-image output and the other is an unsupported float64 dtype; distinct bugs." }, { "left": "issue:3700", "right": "issue:5037", "accept": false, - "reason": "Different training-script issues: min_snr handling vs validation_image argument behavior." + "reason": "Different training-script problems with different arguments and code paths." }, { "left": "issue:7548", "right": "issue:9096", "accept": false, - "reason": "AnimateDiff flicker and Flux half-precision NaNs are different model/runtime symptoms." + "reason": "Both concern bad outputs, but one is flicker in Animate Diff and the other is NaNs in Flux half precision; not the same bug." }, { "left": "issue:5515", "right": "issue:5685", "accept": false, - "reason": "Both mention schedulers, but one is a pipeline init failure and the other is a broader scheduler discussion without the same concrete bug." + "reason": "One is a concrete missing-scheduler initialization failure; the other is a broad scheduler discussion, not a matching defect." }, { "left": "issue:1304", "right": "issue:3377", "accept": false, - "reason": "A training how-to question and an SNR weighting optimization question are not duplicates." + "reason": "A how-to training question and an SNR weighting question are not duplicates." }, { "left": "issue:175", "right": "issue:3207", "accept": false, - "reason": "Manual seed usage and attention implementation compatibility are unrelated." + "reason": "Completely different topics: seed usage in example code vs attention implementation behavior." }, { "left": "issue:2024", "right": "issue:525", "accept": false, - "reason": "Corrupted notebook file vs local image loading in a notebook are different failures." + "reason": "Different notebooks and different failure modes; no shared underlying bug." }, { "left": "issue:2775", "right": "issue:4210", "accept": false, - "reason": "TorchDynamo non-function error and UNet attention_mask usage are different implementation questions." + "reason": "A torch._dynamo runtime error and an attention_mask API question are unrelated." }, { "left": "issue:3730", "right": "issue:4312", "accept": false, - "reason": "Wrong timestep in inpainting blending and SAG support for inpainting/img2img are distinct issues." + "reason": "One is a timestep bug in inpainting blending; the other is a feature request about SAG support." }, { "left": "issue:4708", "right": "issue:9147", "accept": false, - "reason": "Import error in diffusers.utils and Flux autopipeline error are unrelated." + "reason": "Both mention import/error contexts, but they concern different FLUX/autopipeline code paths." }, { "left": "issue:5256", "right": "issue:5905", "accept": false, - "reason": "Different model-support requests: Insta-Flow training vs diffusion-GAN." + "reason": "Both ask for new model support, but for different models and different training stacks." }, { "left": "issue:1033", "right": "issue:3184", "accept": false, - "reason": "IndexError in stable_diffusion_mega and generator-list support in lpw_stable_diffusion are not the same bug." + "reason": "Different pipelines and different errors; only broad stable-diffusion context overlaps." }, { "left": "issue:7267", "right": "issue:8578", "accept": false, - "reason": "Broken local data loading in train_controlnet and meta-tensor copy failure in sd_turbo are different problems." + "reason": "Local data loading failure vs meta-tensor copy failure; unrelated bugs." }, { "left": "issue:10198", "right": "issue:11418", "accept": false, - "reason": "Both are FLUX-related, but weight mismatch in Flux.1-dev is not the same as adding a specific fp8 safetensors file." + "reason": "Both reference FLUX and weights, but one is a mismatch problem and the other is how to add an fp8 checkpoint." }, { "left": "issue:11648", "right": "issue:8997", "accept": false, - "reason": "LoRA loading with fp8 transformer weights and an EDMDPMSolverMultistepScheduler error in Kolors are unrelated." + "reason": "Different models and different problem types; not the same underlying issue." }, { "left": "issue:10448", "right": "issue:11580", "accept": false, - "reason": "DDUF mmap loading and FLUX fp8 model support are different feature requests." + "reason": "A file-loading/mmap feature request is unrelated to FP8 FLUX support." + }, + { + "left": "issue:11036", + "right": "issue:11351", + "accept": false, + "reason": "Different model-specific questions about latent conditioning vs processor dtype; not duplicates." } ] }, @@ -78481,16 +78530,14 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10052", "issue:10715", "issue:11023", - "issue:11036", - "issue:11351", "issue:11436", "issue:1160", "issue:12613", @@ -78522,9 +78569,11 @@ "issue:5574", "issue:5630", "issue:5897", + "issue:6016", "issue:6079", "issue:6183", "issue:6359", + "issue:6560", "issue:6661", "issue:7053", "issue:7591", @@ -78535,7 +78584,6 @@ "issue:9731" ], "soft_pairs": [ - "issue:11036|issue:11351", "issue:1160|issue:5245", "issue:2737|issue:4559", "issue:3612|issue:7921", @@ -78558,180 +78606,181 @@ "issue:6661|issue:9731", "issue:11436|issue:12632", "issue:4480|issue:7842", - "issue:5630|issue:8450" + "issue:5630|issue:8450", + "issue:6016|issue:6560" ], - "prepared_review_unit_hash": "42870251d830053399a450637258bd913e98f25dbfe44aec4692abd5dc8325bf", + "prepared_review_unit_hash": "2e1b5ec9a9258f1f0475cc19bfb968e986a2119623393f86ff58f4fe110b6752", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33570, - "estimated_input_tokens": 8393, - "estimated_eval_tokens": 17042 + "serialized_chars": 33576, + "estimated_input_tokens": 8394, + "estimated_eval_tokens": 17044 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most pairs share only broad wording around image-generation failures, dtype issues, or pipeline behavior, but they do not describe the same underlying bug/change. No soft duplicate edges are strong enough to merge.", - "confidence": 0.76, - "canonical_issue_reason": "issue:12632 is the clearest concrete bug report in the set: it names a specific pipeline, a reproducible failure, and an explicit dtype mismatch error, making it the best representative anchor for the cluster\u2019s runtime-failure theme.", + "summary": "This cluster is mostly false-positive similarity: the issues span unrelated bugs, feature requests, loader failures, dtype mismatches, and pipeline-specific rendering problems. None of the soft pairs look like the same underlying defect/change.", + "confidence": 0.87, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:12632 is the strongest issue to keep as the representative one because it is specific, reproducible, and directly describes the failure mode rather than asking a general question or reporting a vague symptom.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:11036", - "right": "issue:11351", - "accept": false, - "reason": "Different model/code paths and different problems: latent-condition operations question vs Wan i2v float32 dtype behavior." - }, { "left": "issue:1160", "right": "issue:5245", "accept": false, - "reason": "Both mention hanging/freezing, but one is a pytest hang in a custom-pipeline test while the other freezes at import in pipenv; not the same bug." + "reason": "Both describe hangs, but one is a pytest custom-pipeline freeze and the other is an import-stage freeze in pipenv; different code paths and symptoms." }, { "left": "issue:2737", "right": "issue:4559", "accept": false, - "reason": "Separate feature requests: scheduler CLIP guidance support vs long weighted prompt support." + "reason": "Both are prompt/scheduler-adjacent feature requests, but CLIP guidance support and long weighted prompt support are distinct changes." }, { "left": "issue:3612", "right": "issue:7921", "accept": false, - "reason": "Different ControlNet/IP-Adapter feature questions; no shared concrete bug or fix path." + "reason": "Both mention ControlNet/IP-Adapter controls, but one asks for a reference ControlNet setup and the other for guidance start/end parameters; not the same fix." }, { "left": "issue:4921", "right": "issue:5433", "accept": false, - "reason": "Both concern SDXL image quality, but one is refiner erasing details and the other is DPM++ artifacts without refiner; too different to treat as the same bug." + "reason": "Both concern SDXL image quality, but one is refiner erasing details and the other is DPM++ artifacts without the refiner; different underlying behavior." }, { "left": "issue:3363", "right": "issue:5897", "accept": false, - "reason": "Both are training failures, but they involve different scripts and different error modes; not one underlying defect." + "reason": "Both are training failures, but one is a machine-dependent failure in Dreambooth LoRA training and the other is a concrete cpu/cuda device mismatch." }, { "left": "issue:4826", "right": "issue:8233", "accept": false, - "reason": "Different pipeline errors: MultiControlNet reference handling vs fp16 depth pipeline failure." + "reason": "Both are pipeline errors, but ControlNet Reference/MultiControlNet errors and Depth pipeline fp16 errors are unrelated failures." }, { "left": "issue:1677", "right": "issue:2228", "accept": false, - "reason": "Wrong datatype on pipeline call vs pipeline not loading onto GPU; different failure classes." + "reason": "Wrong dtype when calling StableDiffusionPipeline is a different bug from not loading the pipe onto GPU during from_pretrained." }, { "left": "issue:13256", "right": "issue:5022", "accept": false, - "reason": "Dependency/version compatibility question vs a specific import-time NameError; not the same issue." + "reason": "A packaging/version-compatibility complaint is not the same as a missing name import error in diffusers." }, { "left": "issue:10052", "right": "issue:6359", "accept": false, - "reason": "Syntax error on ctx is unrelated to the scheduler velocity/helper-function bug." + "reason": "A syntax error on ctx and a missing scheduler method/get_velocity issue are unrelated." }, { "left": "issue:10715", "right": "issue:11023", "accept": false, - "reason": "Both are image-quality reports, but they concern different models and symptoms (black images on ROCm vs blur on a custom SDXL pipeline)." + "reason": "Both produce bad images, but black images on ROCm for Kolors and blurry images in a custom SDXL pipeline are different model/path failures." }, { "left": "issue:12752", "right": "issue:13429", "accept": false, - "reason": "Feature request for Z-Image img2img/inpainting vs request to add a different model; not a duplicate bug." + "reason": "Both are image-edit related, but one requests img2img/inpainting support for Z-Image and the other asks to add a specific model; not the same change." }, { "left": "issue:1717", "right": "issue:3767", "accept": false, - "reason": "Offline cache loading failure and FrozenDict mutability are unrelated." + "reason": "Offline cache loading and FrozenDict mutability are unrelated issues." }, { "left": "issue:2518", "right": "issue:5070", "accept": false, - "reason": "Different feature additions in different examples; no shared concrete change." + "reason": "Missing xformers support in an example and adding only_mid_control/sd_locked flags are separate example changes." }, { "left": "issue:4305", "right": "issue:5143", "accept": false, - "reason": "torch.compile graph break is unrelated to tiny numerical differences in UNet outputs." + "reason": "torch.compile graph breaks and tiny output differences from the same input are different problems." }, { "left": "issue:4419", "right": "issue:7053", "accept": false, - "reason": "Different model features and behavior gaps: offset noise inference vs missing class conditioning in UNet3DConditionModel." + "reason": "Offset noise not used in SDXL inference and UNet3D class conditioning are different feature gaps." }, { "left": "issue:4605", "right": "issue:6079", "accept": false, - "reason": "Inpaint-model error with long-prompt weighting vs a generic Half/Float dtype mismatch; too broad and not the same code path." + "reason": "An inpaint/long-prompt pipeline error is not the same as a half-vs-float scalar type mismatch." }, { "left": "issue:5143", "right": "issue:5574", "accept": false, - "reason": "Numerical-output drift vs training a subset of UNet attention parameters; unrelated." + "reason": "Numerical non-determinism in UNet output is unrelated to LoRA training of attention parameters." }, { "left": "issue:12613", "right": "issue:13350", "accept": false, - "reason": "Wan i2v latent NaNs and FLUX.2 batch inference usage are different topics." + "reason": "A nan-in-latent bug in Wan 2.2 i2v is unrelated to a how-to question for FLUX.2 batch inference." }, { "left": "issue:6183", "right": "issue:7591", "accept": false, - "reason": "Different loading failures: shape mismatch from_single_file vs offline local file header error." + "reason": "Shape mismatch from from_single_file and a local_files_only HeaderTooLarge load error are different loader issues." }, { "left": "issue:6661", "right": "issue:9731", "accept": false, - "reason": "Training OOM on specific image sizes vs a how-to question about LoRA training; not duplicates." + "reason": "OOM during MPS training at certain image sizes is not the same as a general Playground2.5 LoRA training usage question." }, { "left": "issue:11436", "right": "issue:12632", "accept": false, - "reason": "Both are dtype mismatch crashes, but they involve different models/pipelines and different concrete mismatch pairs, so they are not safely the same bug." + "reason": "Both are dtype mismatch errors, but they involve different models and different execution contexts; too broad to treat as one bug." }, { "left": "issue:4480", "right": "issue:7842", "accept": false, - "reason": "MPS float16 kernel crash on Mac M1 vs stage-2 tensor size mismatch for non-8-divisible images; different root causes." + "reason": "MPS kernel crash with float16 and a tensor size mismatch in DeepFloyd stage 2 are unrelated failures." }, { "left": "issue:5630", "right": "issue:8450", "accept": false, - "reason": "Both mention SDXL noise, but one is LMS scheduler leftover noise in img2img and the other is inpainting noise at strength 1.0; too different to merge." + "reason": "Both mention noisy SDXL outputs, but one is an LMS scheduler artifact and the other is noise at strength=1.0 in inpainting; not the same code path." + }, + { + "left": "issue:6016", + "right": "issue:6560", + "accept": false, + "reason": "A conversion script torch.Size() issue and a LoRA shape-size regression are not the same defect." } ] }, @@ -78753,7 +78802,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10010", "issue:10514", @@ -78767,6 +78816,7 @@ "issue:11148", "issue:11561", "issue:1160", + "issue:1195", "issue:12108", "issue:12308", "issue:12540", @@ -78783,6 +78833,7 @@ "issue:2941", "issue:3101", "issue:3116", + "issue:3162", "issue:3184", "issue:3799", "issue:4305", @@ -78797,15 +78848,12 @@ "issue:5595", "issue:5760", "issue:5951", - "issue:6016", - "issue:6560", "issue:660", "issue:8989", "issue:9220", "issue:984" ], "soft_pairs": [ - "issue:6016|issue:6560", "issue:1974|issue:3184", "issue:1064|issue:1961", "issue:2549|issue:2728", @@ -78828,187 +78876,191 @@ "issue:10768|issue:11145", "issue:10772|issue:12308", "issue:11047|issue:9220", - "issue:11561|issue:13430" + "issue:11561|issue:13430", + "issue:1195|issue:3162" ], - "prepared_review_unit_hash": "a84b24640423d036ad3e35f282a650b52dddb8faf16c7b10139837fc0f4eeb2a", + "prepared_review_unit_hash": "fe68975629a7a4754a30fc6ab3c75654bd67a690d4480053699ab4ebd3bc2534", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33750, - "estimated_input_tokens": 8438, - "estimated_eval_tokens": 17132 + "serialized_chars": 33748, + "estimated_input_tokens": 8437, + "estimated_eval_tokens": 17130 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Diffusers issue reports. The soft pairs are only superficially similar by shared keywords like pipeline, scheduler, or model loading, but they point to different code paths, models, or features. No PRs are present.", - "confidence": 0.31, - "canonical_issue_reason": "Issue #2799 is the best umbrella representative because it is the broadest general bug report around model/pipeline compatibility and overlaps the most with the cluster\u2019s recurring loading/runtime themes.", + "summary": "Mostly unrelated Diffusers issues were grouped by weak title similarity. Only the generator-list reproducible batching reports look like the same underlying bug; the rest are distinct bugs or feature requests across different pipelines/schedulers/models.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 1974 is the broadest representative of the one plausible duplicate pair: both it and 3184 describe failures when passing a list of generators for reproducible batch generation.", "canonical_pr_reason": null, - "best_issue_reason": "#2799 is the most generally useful issue to anchor the cluster, but it still does not truly unify the rest of the reports into one duplicate bug.", + "best_issue_reason": "Issue 1974 is the best issue representative because it states the core shared bug more generally, while 3184 is a pipeline-specific manifestation of the same generator-list handling problem.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:6016", - "right": "issue:6560", - "accept": false, - "reason": "Both mention shape-related failures, but one is a conversion utility bug and the other is a LoRA regression; different code paths and symptoms." - }, { "left": "issue:1974", "right": "issue:3184", - "accept": false, - "reason": "Both involve generator lists, but one is scheduler reproducibility and the other is a community pipeline-specific failure." + "accept": true, + "reason": "Same underlying bug: list-of-generators batch reproducibility is broken in both cases; one is a specific community pipeline manifestation." }, { "left": "issue:1064", "right": "issue:1961", "accept": false, - "reason": "Completely unrelated: one is an LMSDiscreteScheduler add_noise error, the other is a ColossalAI integration error." + "reason": "Both are generic errors, but they involve different code paths and no shared concrete bug is evident." }, { "left": "issue:2549", "right": "issue:2728", "accept": false, - "reason": "Both are model-loading failures, but one is an SD2 UNet compatibility problem and the other is safetensors loading in from_pretrained." + "reason": "Both concern UNet2DConditionModel, but one is about SD 2.0 model compatibility and the other about safetensors loading; distinct failures." }, { "left": "issue:2941", "right": "issue:4767", "accept": false, - "reason": "Same scheduler family, but one reports bad outputs in Stable Diffusion while the other asks for prediction_type sample support; not the same bug." + "reason": "Related scheduler family, but one is undesired SD pipeline results and the other is prediction_type support; not the same concrete bug." }, { "left": "issue:10636", "right": "issue:8989", "accept": false, - "reason": "Different components entirely: value_guided_sampling.py versus Stable Audio sequential offloading." + "reason": "Different subsystems: value_guided_sampling vs sequential offloading in Stable Audio." }, { "left": "issue:487", "right": "issue:660", "accept": false, - "reason": "Both are Apple/M1-related, but one is StableDiffusionPipeline on M1 CPU and the other is fp16 revision/dtype handling on MPS." + "reason": "Both mention Apple/MPS/FP16, but one is a general StableDiffusionPipeline CPU issue and the other is a float16-on-MPS configuration issue." }, { "left": "issue:11148", "right": "issue:12108", "accept": false, - "reason": "PEFT adapter state tracking is unrelated to the Qwen/Chroma flow-matching scheduler breakage." + "reason": "PEFT LoRA adapter state handling is unrelated to scheduler flow-matching failures in Qwen Image/Chroma pipelines." }, { "left": "issue:4332", "right": "issue:984", "accept": false, - "reason": "Unrelated bugs: xformers support in kandinsky2.2 versus a large-batch F.interpolate failure." + "reason": "xformers support in Kandinsky2.2 is unrelated to a large-batch interpolation bug." }, { "left": "issue:5046", "right": "issue:5760", "accept": false, - "reason": "Different projects and domains; no shared code path or change." + "reason": "These are unrelated research/proposal issues with no shared bug or code path." }, { "left": "issue:5274", "right": "issue:5436", "accept": false, - "reason": "Both are training errors, but they concern different examples and different failure modes." + "reason": "Different training failures with different symptoms and likely different root causes." }, { "left": "issue:1160", "right": "issue:5595", "accept": false, - "reason": "A test hang and an image size validation error are not the same underlying bug." + "reason": "A pytest hang is unrelated to a height/width divisibility validation error." }, { "left": "issue:1083", "right": "issue:3116", "accept": false, - "reason": "FP16 ONNX correctness and KDPM2DiscreteScheduler img2img noise are unrelated." + "reason": "FP16 ONNX output correctness and KDPM2DiscreteScheduler image2image noise are different problems." }, { "left": "issue:4305", "right": "issue:5570", "accept": false, - "reason": "A torch.compile graph break and a missing compute_snr helper are distinct issues." + "reason": "torch.compile graph breaks and a missing compute_snr helper are unrelated." }, { "left": "issue:2221", "right": "issue:2412", "accept": false, - "reason": "Generic ColossalAI mention is not enough; one report is a ColossalAI error and the other is DreamBooth-related." + "reason": "Both say 'colossalai error,' but that is too generic to establish the same underlying bug." }, { "left": "issue:1544", "right": "issue:3799", "accept": false, - "reason": "Both mention DDPMScheduler, but one is a missing get_velocity method and the other is a typing issue from from_pretrained." + "reason": "Missing get_velocity and incorrect inferred type are separate scheduler API/type issues." }, { "left": "issue:3101", "right": "issue:5951", "accept": false, - "reason": "ControlNet training example failure and PixArt training are different workflows and bugs." + "reason": "ControlNet training example errors and PixArt training are unrelated." }, { "left": "issue:2439", "right": "issue:2799", "accept": false, - "reason": "Both are about pipeline/model loading, but the inpainting pipeline report is not clearly the same mismatch bug as the explicit checkpoint-vs-pipeline validation issue." + "reason": "The inpainting pipeline loading issue is not clearly the same as the explicit checkpoint/pipeline mismatch validation bug." }, { "left": "issue:10010", "right": "issue:5578", "accept": false, - "reason": "Both mention model_index.json, but one is a missing file on a specific FLUX repo URL and the other appears to be a different OSError context." + "reason": "Both mention model_index.json, but one is a missing FLUX Fill model file and the other is a different OSError path." }, { "left": "issue:10514", "right": "issue:12540", "accept": false, - "reason": "Same Sana family, but one is resolution binning/sample_size support and the other is embedding compatibility with SanaPipeline." + "reason": "Both are Sana issues, but one is resolution binning/sample_size and the other is combined timestep guidance embeddings; different bugs." }, { "left": "issue:10768", "right": "issue:11145", "accept": false, - "reason": "Different features entirely: negative prompt support for Hunyuan video versus FLUX Fill finetuning support." + "reason": "Negative prompt support for Hunyuan video is unrelated to Flux Fill LoRA/dreambooth support." }, { "left": "issue:10772", "right": "issue:12308", "accept": false, - "reason": "Sana ControlNet support and flash-attn kernel support are unrelated feature requests." + "reason": "Sana ControlNet support and flash-attn GPU kernel support are different feature requests." }, { "left": "issue:11047", "right": "issue:9220", "accept": false, - "reason": "Both touch PAG/controlnet wording, but one is a missing ControlNet PAG inpaint model and the other is an undefined variable in a PAG pipeline." + "reason": "Both touch PAG, but one is missing a controlnet inpaint model and the other is an undefined variable in a PAG pipeline." }, { "left": "issue:11561", "right": "issue:13430", "accept": false, - "reason": "Different pipelines and different requested features; no evidence of the same bug." + "reason": "Both are model-support requests, but for different models and different integration work." + }, + { + "left": "issue:1195", + "right": "issue:3162", + "accept": false, + "reason": "Memory-efficient attention with fp16 weights and missing learned_classifier_free_sampling_embeddings are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative overall. The only accepted soft-edge pair, issue:1974 with issue:3184, is a plausible same-family generator-list batching bug based on the titles alone. The remaining pairs are rejected without overstating shared root causes, and the summary appropriately frames the matches as mostly title-similarity noise." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -79020,13 +79072,12 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:1083", - "issue:1195", "issue:12037", "issue:1205", "issue:12053", @@ -79037,10 +79088,10 @@ "issue:1909", "issue:1931", "issue:201", + "issue:2331", "issue:2414", "issue:2844", "issue:2857", - "issue:3162", "issue:3198", "issue:3441", "issue:3494", @@ -79062,6 +79113,7 @@ "issue:5645", "issue:6028", "issue:660", + "issue:6688", "issue:6801", "issue:6914", "issue:7428", @@ -79075,7 +79127,6 @@ "issue:9813" ], "soft_pairs": [ - "issue:1195|issue:3162", "issue:12037|issue:12053", "issue:1205|issue:4436", "issue:1284|issue:1486", @@ -79099,156 +79150,151 @@ "issue:2414|issue:6801", "issue:3441|issue:3660", "issue:3494|issue:3980", - "issue:1083|issue:542" + "issue:1083|issue:542", + "issue:2331|issue:6688" ], - "prepared_review_unit_hash": "4e251a4044f0dcf829299fc51ea4271818ae4d59713201e455fc663f446d051e", + "prepared_review_unit_hash": "9d91dff09bba063c1b2443236ebfe3351808c1b138b321d75fadb18bacb22245", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 33696, - "estimated_input_tokens": 8424, - "estimated_eval_tokens": 17104 + "serialized_chars": 33625, + "estimated_input_tokens": 8407, + "estimated_eval_tokens": 17070 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of semantically similar but mostly unrelated issues; none of the soft edges look like true duplicates, so all should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue cleanly represents this heterogeneous set; if one must be chosen, issue:1931 is the most detailed concrete bug report with a clear runtime error and repro context.", + "summary": "No soft edge looks like a true duplicate. The candidates span different bugs/features and broad subsystems (conversion, schedulers, LoRA loading, performance, docs, and pipeline behavior), so this set does not form a single duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:1931 is the strongest standalone issue candidate because it has a specific failure mode, substantial reproduction detail, and a clearly actionable bug report.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:1195", - "right": "issue:3162", - "accept": false, - "reason": "Both involve fp16-related behavior, but one is memory-efficient attention with fp16 weights and the other is a missing expected embedding argument; different code paths and failure modes." - }, { "left": "issue:12037", "right": "issue:12053", "accept": false, - "reason": "Both mention model/LoRA compatibility, but they concern different models and different breakages, so they are not the same underlying bug." + "reason": "Different model families and failure modes: WanTransformer3DModel compatibility vs Flux1.Dev Kohya LoRA text-encoder support." }, { "left": "issue:1205", "right": "issue:4436", "accept": false, - "reason": "Both are about model conversion workflows, but one is SD-to-ONNX conversion and the other is CIVITAI safetensors to diffusers; distinct tasks and issues." + "reason": "Both involve conversion, but one is ONNX export and the other is converting a CIVITAI safetensors checkpoint to diffusers; not the same bug." }, { "left": "issue:1284", "right": "issue:1486", "accept": false, - "reason": "Batch-size slowdown and DDIMScheduler prediction_type behavior are unrelated bugs." + "reason": "Batch-size slowdown is a performance concern, while DDIMScheduler prediction_type='sample' is a scheduler correctness bug." }, { "left": "issue:1535", "right": "issue:2844", "accept": false, - "reason": "Image variation pipeline support and explicit image-embedding runtime errors are different feature/bug requests." + "reason": "Image Variation Pipeline feature request is unrelated to explicit image-embedding runtime errors in StableUnCLIPImg2ImgPipeline." }, { "left": "issue:1909", "right": "issue:4483", "accept": false, - "reason": "Both mention generators, but one is a scheduler API mismatch for list vs single generator, while the other is nondeterminism in SDXL; not the same defect." + "reason": "Generator-list handling in pipelines is unrelated to SDXL generator determinism." }, { "left": "issue:201", "right": "issue:4416", "accept": false, - "reason": "These are both testing-related, but they target different components and do not describe the same bug or change." + "reason": "Test attention class vs T2I Adapter tests are different test targets, not the same issue." }, { "left": "issue:2857", "right": "issue:7428", "accept": false, - "reason": "Both are feature requests for support of different methods/models, not duplicates." + "reason": "UniDiffuser support request is unrelated to layer diffusion support request." }, { "left": "issue:3198", "right": "issue:4911", "accept": false, - "reason": "Textual inversion loading and custom text_encoder loading are separate loader problems." + "reason": "Textual inversion safetensors loading differs from custom text_encoder loading in from_single_file." }, { "left": "issue:4075", "right": "issue:4308", "accept": false, - "reason": "These are both docstring issues, but they concern different pipelines and different documentation mistakes." + "reason": "Docstring typo in ShapEImg2ImgPipeline is unrelated to a guidance_scale default/documentation mismatch in SDXL." }, { "left": "issue:4217", "right": "issue:7785", "accept": false, - "reason": "Both are performance/loading complaints, but one is safetensors loading and the other is first-inference slowdown in a later version; different likely causes." + "reason": "Both mention slow loading, but one is safetensors load time generally and the other is very slow first inference in diffusers 0.27.x." }, { "left": "issue:5598", "right": "issue:5633", "accept": false, - "reason": "These are bugs in different implementation files with no clear shared code path or identical failure." + "reason": "_modify_text_encoder bug and transformer_temporal.py bug affect different code paths." }, { "left": "issue:7428", "right": "issue:7670", "accept": false, - "reason": "One asks for layer diffusion support, the other asks how to use IDDPM; different requests." + "reason": "Layer diffusion support request is unrelated to the IDDPM usage question." }, { "left": "issue:8393", "right": "issue:9297", "accept": false, - "reason": "Both mention loading time, but one is checkpoint shard loading and the other is multi-LoRA load-time scaling; not the same issue." + "reason": "Checkpoint shard loading slowdown and multiple-LoRA load-time linear growth are different performance problems." }, { "left": "issue:8485", "right": "issue:8555", "accept": false, - "reason": "LoRA support and FP8/text-encoder training are different SD3 feature requests." + "reason": "SD3 LoRA support request and SD3 FP8/text-encoder training request are distinct feature asks." }, { "left": "issue:6914", "right": "issue:9813", "accept": false, - "reason": "Both are IP-Adapter bugs, but one is an offload-related AttributeError and the other is batch feature mixing; different concrete code-path problems." + "reason": "IP-Adapter-FaceID offload AttributeError is a different bug from batch feature mixing in prepare_ip_adapter_image_embeds." }, { "left": "issue:6028", "right": "issue:9479", "accept": false, - "reason": "A Kandinsky OOM error and an inpainting-mask corruption bug are unrelated." + "reason": "Kandinsky 3.0 OOM is a memory-capacity issue; inpaint mask leakage is a correctness bug in a different pipeline." }, { "left": "issue:5515", "right": "issue:5645", "accept": false, - "reason": "Both involve LCM, but one is pipeline initialization without scheduler and the other is a core support bug; distinct defects." + "reason": "LCM pipeline init-without-scheduler failure and new core LCM support being broken are related only loosely, but not the same concrete bug." }, { "left": "issue:1931", "right": "issue:660", "accept": false, - "reason": "Both are fp16/float16-related, but they involve different models, platforms, and error conditions; not the same bug." + "reason": "Both are float16-related, but one is a Stable Diffusion 2 dtype mismatch and the other is an MPS fp16 revision/runtime issue." }, { "left": "issue:1284", "right": "issue:5034", "accept": false, - "reason": "Batch size affecting sample time and progress bar display during checkpoint loading are unrelated." + "reason": "Batch-size slowdown is unrelated to checkpoint loading progress-bar display corruption." }, { "left": "issue:1323", @@ -79260,25 +79306,31 @@ "left": "issue:2414", "right": "issue:6801", "accept": false, - "reason": "Missing transformers import and scheduler-loading problem are separate errors." + "reason": "Missing transformers import when loading from hub is unrelated to scheduler loading errors in diffusers 0.26.0." }, { "left": "issue:3441", "right": "issue:3660", "accept": false, - "reason": "Both mention performance and xformers/torch.compile, but one is higher VRAM usage and the other is compile compatibility; different issues." + "reason": "Higher VRAM usage under PyTorch 2 without xformers is a different problem from torch.compile incompatibility with LoRA/xformers." }, { "left": "issue:3494", "right": "issue:3980", "accept": false, - "reason": "Both are about output discrepancies, but one is multidiffusion with schedulers and the other is long-prompt divergence from A1111; not the same underlying bug." + "reason": "Multidiffusion corrupted images with schedulers is not the same as prompt-length differences vs A1111." }, { "left": "issue:1083", "right": "issue:542", "accept": false, - "reason": "Both involve ONNX, but one is incorrect FP16 ONNX output and the other is a UNet export issue; different bugs and likely different failure points." + "reason": "FP16 ONNX incorrect output and UNet export-to-ONNX are both ONNX-related, but they describe different export/precision issues and are not clearly the same bug." + }, + { + "left": "issue:2331", + "right": "issue:6688", + "accept": false, + "reason": "A ControlNet pipeline feature request is unrelated to a MotionCntrl feature request." } ] }, @@ -79297,10 +79349,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10658", "issue:10743", @@ -79312,7 +79364,6 @@ "issue:1655", "issue:1755", "issue:1790", - "issue:2331", "issue:2412", "issue:2480", "issue:2783", @@ -79332,13 +79383,14 @@ "issue:5120", "issue:5166", "issue:543", + "issue:5577", "issue:5687", "issue:5761", "issue:5772", "issue:5905", "issue:6141", - "issue:6688", "issue:6709", + "issue:6793", "issue:6928", "issue:7053", "issue:7240", @@ -79351,7 +79403,6 @@ "issue:9902" ], "soft_pairs": [ - "issue:2331|issue:6688", "issue:2412|issue:5120", "issue:5166|issue:7240", "issue:1655|issue:499", @@ -79374,180 +79425,181 @@ "issue:5050|issue:9241", "issue:12499|issue:12565", "issue:4551|issue:6709", - "issue:10914|issue:8613" + "issue:10914|issue:8613", + "issue:5577|issue:6793" ], - "prepared_review_unit_hash": "251591c9449ec4196746f8352b9764eeca62db54217a89e81b2ab2b3d640c78b", + "prepared_review_unit_hash": "625fdfc72d443d7299f0e4c0460aaefb660be3c4dbbe39b14355ab32118f95a7", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 32661, - "estimated_input_tokens": 8166, - "estimated_eval_tokens": 16588 + "serialized_chars": 32737, + "estimated_input_tokens": 8185, + "estimated_eval_tokens": 16626 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All provided soft pairs are false positives: the items span unrelated bugs, features, and model/version-specific reports rather than one duplicated underlying issue. No PRs are present.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue: the set is heterogeneous, covering unrelated pipelines, training scripts, schedulers, and package/version problems.", - "canonical_pr_reason": "No pull requests are present in the cluster.", - "best_issue_reason": "No issue is a strong global representative because there is no shared underlying bug/change to anchor deduplication.", - "best_pr_reason": "No PR representative exists because the cluster contains no PRs.", + "summary": "This cluster is heterogeneous: the paired items are mostly unrelated feature requests, training issues, and version/configuration bugs. I would not merge any soft pair as duplicates. There are no PRs in the set; issue:10914 is the best single issue anchor only because it is a concrete open bug report, not because it matches the others closely.", + "confidence": 0.93, + "canonical_issue_reason": "issue:10914 is the most concrete open bug report here, but the cluster is too mixed to support a strong duplicate canonical beyond that.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10914 is the most actionable open issue, though it still does not represent the rest of the set well.", + "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:2331", - "right": "issue:6688", - "accept": false, - "reason": "Different feature requests: adding a ControlNet pipeline vs adding MotionCntrl." - }, { "left": "issue:2412", "right": "issue:5120", "accept": false, - "reason": "Both involve DreamBooth, but one is a general error report and the other is a prior-preservation regression; not the same concrete bug." + "reason": "Both mention DreamBooth training, but one is a generic error and the other is a prior-preservation regression; different bug causes and code paths." }, { "left": "issue:5166", "right": "issue:7240", "accept": false, - "reason": "Different problems in different pipelines/models: VQVAE scaling factor vs low-quality conversion output." + "reason": "Different model/pipeline problems: unconditional LDM VQVAE scaling vs low-quality output in ImageNet conditional LDM conversion." }, { "left": "issue:1655", "right": "issue:499", "accept": false, - "reason": "Unrelated: pipeline initialization failure vs an unconditional training script issue." + "reason": "One is an initialization failure for StableDiffusionImageVariationPipeline, the other is an unconditional training script failure." }, { "left": "issue:1655", "right": "issue:543", "accept": false, - "reason": "Different subsystems: pipeline init bug vs a DDP gradient-stride warning." + "reason": "Initialization bug vs DDP stride warning; not the same underlying issue." }, { "left": "issue:10658", "right": "issue:6928", "accept": false, - "reason": "Different domains: ONNX Runtime provider options vs a depth-map colorization option." + "reason": "ONNX Runtime provider_options support and Marigold depthmap colorization are unrelated." }, { "left": "issue:10743", "right": "issue:9227", "accept": false, - "reason": "Both mention FLUX training, but one is a Zero-3 feature request and the other is a specific script/runtime problem." + "reason": "Both involve FLUX training, but one asks for ZeRO-3 support and the other reports a run failure with a specific model; not the same bug." }, { "left": "issue:3805", "right": "issue:730", "accept": false, - "reason": "Both mention Colab, but the failure modes are different and not the same bug." + "reason": "Colab subprocess failure vs DreamBooth local/Colab behavior; too broad and not the same defect." }, { "left": "issue:4701", "right": "issue:5761", "accept": false, - "reason": "Unrelated: AutoencoderKL CUDA differentiation error vs consistency decoder cost discussion." + "reason": "AutoencoderKL float32 CUDA differentiation error is unrelated to the consistency decoder cost discussion." }, { "left": "issue:5687", "right": "issue:9090", "accept": false, - "reason": "Different scheduler bugs on different code paths; not clearly the same repeated-timestep defect." + "reason": "Both mention repeated timesteps, but they are different schedulers and different failure modes, so not a single concrete bug." }, { "left": "issue:5772", "right": "issue:7053", "accept": false, - "reason": "Completely unrelated topics: dataset performance vs UNet3D class conditioning." + "reason": "Dataset backend performance question vs UNet3DConditionModel class conditioning bug; unrelated." }, { "left": "issue:1608", "right": "issue:2991", "accept": false, - "reason": "Different training issues: step-limit stop on T4 vs mixed-precision ControlNet example failure." + "reason": "Training stopping at 500 steps on T4 is not the same as a mixed-precision ControlNet example failure." }, { "left": "issue:3593", "right": "issue:4972", "accept": false, - "reason": "Different example/runtime failures; no shared concrete root cause." + "reason": "LoRA/xformers second-call failure and Wuerstchen example runtime failure are different code paths and symptoms." }, { "left": "issue:1790", "right": "issue:2480", "accept": false, - "reason": "A general how-to question vs a DreamBooth checkpoint-folder bug." + "reason": "General training question vs missing checkpoint folder behavior in DreamBooth; not duplicates." }, { "left": "issue:12149", "right": "issue:9902", "accept": false, - "reason": "Both are version complaints, but one is source-vs-pip alignment and the other is a stuck conda version; not the same issue." + "reason": "Both are version-related complaints, but one is pip/source alignment and the other is Conda pinning; not the same issue." }, { "left": "issue:1755", "right": "issue:3336", "accept": false, - "reason": "No meaningful overlap beyond being general issue titles; unrelated content." + "reason": "Non-technical/general issue vs scheduler feature request; no duplicate relationship." }, { "left": "issue:2783", "right": "issue:6141", "accept": false, - "reason": "Related ControlNet area, but one requests a pipeline and the other asks for extra parameters; not the same change." + "reason": "Pipeline creation request vs extra ControlNet parameters; one is much broader and not the same change." }, { "left": "issue:3452", "right": "issue:988", "accept": false, - "reason": "Different topics: low-VRAM DreamBooth training vs FSDP support for examples." + "reason": "Low-VRAM DreamBooth training and FSDP support are different training concerns." }, { "left": "issue:3698", "right": "issue:5905", "accept": false, - "reason": "Unrelated model conversion request vs a request for a different model family." + "reason": "Inpainting model conversion and diffusion-GAN model request are unrelated model-adoption topics." }, { "left": "issue:3944", "right": "issue:4241", "accept": false, - "reason": "Both involve LoRA, but one is a DreamBooth rank option and the other asks about unidiffusers fine-tuning; not the same bug/change." + "reason": "LoRA rank customization in DreamBooth vs asking for LoRA fine-tuning support in unidiffusers; different requests." }, { "left": "issue:5050", "right": "issue:9241", "accept": false, - "reason": "Unrelated: LoRA config changing vs a lora conversion script." + "reason": "Config-change request in LoRA vs conversion script for XLab LoRA; not the same underlying task." }, { "left": "issue:12499", "right": "issue:12565", "accept": false, - "reason": "Same model family, but different versions and different symptoms; not a single duplicate bug." + "reason": "Related Wan I2V area, but one is a specific condition-shape mismatch and the other is a broad running issue for a different version." }, { "left": "issue:4551", "right": "issue:6709", "accept": false, - "reason": "Different training failures in different methods/models: SDXL DreamBooth crash vs Custom Diffusion concept-list bug." + "reason": "SDXL DreamBooth crash vs Custom Diffusion concept-list bug; both are training issues but not the same defect." }, { "left": "issue:10914", "right": "issue:8613", "accept": false, - "reason": "Both are resource-related, but one is unintended CPU offload and the other is an OOM from caption settings; different root causes." + "reason": "Unexpected CPU offload and an OOM from caption_column are different runtime/resource problems." + }, + { + "left": "issue:5577", + "right": "issue:6793", + "accept": false, + "reason": "ControlNet single-file loading KeyError and Hydra serialization failure are unrelated failures." } ] }, @@ -79566,10 +79618,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10010", "issue:10178", @@ -79582,6 +79634,7 @@ "issue:11315", "issue:11342", "issue:11412", + "issue:11448", "issue:11700", "issue:1399", "issue:1931", @@ -79595,13 +79648,11 @@ "issue:3724", "issue:4386", "issue:459", - "issue:5577", "issue:5907", "issue:5917", "issue:6113", "issue:6686", "issue:672", - "issue:6793", "issue:7002", "issue:7380", "issue:7483", @@ -79616,12 +79667,12 @@ "issue:8803", "issue:8805", "issue:8943", + "issue:9167", "issue:9471", "issue:9670", "issue:9719" ], "soft_pairs": [ - "issue:5577|issue:6793", "issue:1399|issue:5907", "issue:7636|issue:8241", "issue:10178|issue:7002", @@ -79644,180 +79695,181 @@ "issue:3468|issue:7716", "issue:10518|issue:11314", "issue:10640|issue:7483", - "issue:10986|issue:11088" + "issue:10986|issue:11088", + "issue:11448|issue:9167" ], - "prepared_review_unit_hash": "0666cb83b724503ce38503df775f4d7145241cd816ab4d6f45cae6b62004cca6", + "prepared_review_unit_hash": "09a24a4931bf05547f1acd790835ab6ed988667546e8dddac0b5822146af957f", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34127, - "estimated_input_tokens": 8532, - "estimated_eval_tokens": 17320 + "serialized_chars": 34091, + "estimated_input_tokens": 8523, + "estimated_eval_tokens": 17302 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft edges look like false positives. The cluster is a heterogeneous mix of unrelated diffusers issues and feature requests: missing files/404s, dtype and MPS failures, training-script bugs, conversion regressions, and scheduler/API questions.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the items do not share one underlying defect, so there is no meaningful duplicate center for the cluster.", + "summary": "This cluster is highly heterogeneous: it mixes model-loading 404s, MPS/dtype/runtime bugs, conversion-script regressions, and training-example issues. None of the soft pairs look like true duplicates or mergeable fixes; they mostly share only broad subsystem keywords.", + "confidence": 0.27, + "canonical_issue_reason": "issue:1931 is the clearest, most concrete standalone bug report in the set: a specific runtime dtype mismatch with an explicit error message and reproducible inference path.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative; the reports span different models, scripts, and failure modes rather than one code-path bug.", + "best_issue_reason": "issue:1931 has the strongest canonical-triage qualities here: concise title, direct failure mode, and broad user impact on a core Stable Diffusion pipeline path.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:5577", - "right": "issue:6793", - "accept": false, - "reason": "Different bugs: a checkpoint key error in ControlNet loading vs a Hydra serialization failure." - }, { "left": "issue:1399", "right": "issue:5907", "accept": false, - "reason": "Both are kwarg/API issues, but they hit different components and different parameters." + "reason": "Both are API-compatibility complaints, but one is a model block constructor error and the other is a scheduler argument mismatch; different code paths and fixes." }, { "left": "issue:7636", "right": "issue:8241", "accept": false, - "reason": "One is a usage question for SDXL ControlNet tile; the other is a model size anomaly for LEDITS++." + "reason": "One is a usage question about SDXL tile ControlNet, the other is about an abnormal model size; no shared underlying bug." }, { "left": "issue:10178", "right": "issue:7002", "accept": false, - "reason": "Different runtime failures in unrelated pipelines: 3D block dimension mismatch vs invalid buffer size." + "reason": "Both mention size-related failures, but one is a 3D block dimension mismatch and the other is an img2img buffer-size blowup; not the same defect." }, { "left": "issue:10010", "right": "issue:8943", "accept": false, - "reason": "A missing model file on Hugging Face is not the same as a missing CUDA shared library." + "reason": "A missing Hugging Face model file and a CUDA shared-library install error are unrelated failure modes." }, { "left": "issue:10803", "right": "issue:7380", "accept": false, - "reason": "A feature proposal for SANARubber is unrelated to implementing one-step diffusion distillation." + "reason": "A feature proposal for SANA variants and an implementation request for one-step diffusion are different changes, not duplicates." }, { "left": "issue:11412", "right": "issue:7773", "accept": false, - "reason": "404 model availability and batch-size generation bugs are different underlying problems." + "reason": "A 404 on a model repo and a batch-size generation bug are unrelated." }, { "left": "issue:2843", "right": "issue:6686", "accept": false, - "reason": "Checkpoint saving in multi-GPU training is distinct from Dynamo compile performance after save/load." + "reason": "Both touch multi-GPU/optimization topics, but one is about checkpoint saving and the other about Dynamo performance after save/load; different bugs." }, { "left": "issue:3724", "right": "issue:459", "accept": false, - "reason": "Two separate feature ideas: watermarking vs incremental diffusion." + "reason": "A watermarking feature request and an incremental diffusion idea are separate enhancement proposals." }, { "left": "issue:4386", "right": "issue:672", "accept": false, - "reason": "Different conversion requests with different directions and formats; not the same bug or change." + "reason": "A question about SDXL LoRA conversion and a ckpt-format conversion request are related only by broad conversion tooling, not the same issue." }, { "left": "issue:5917", "right": "issue:6113", "accept": false, - "reason": "A conversion regression is not the same as a how-to-use question for control collection models." + "reason": "One is a regression in a conversion utility after upgrade; the other is a general how-to question about using a repo model." }, { "left": "issue:8588", "right": "issue:8805", "accept": false, - "reason": "Different missing-script/regression reports for different conversion tools and model families." + "reason": "Both are conversion-script problems, but they concern different scripts and different missing/incorrect behavior." }, { "left": "issue:8671", "right": "issue:8803", "accept": false, - "reason": "Redundant training-script code and a duplicate assignment in attention code are unrelated." + "reason": "A cleanup/refactor note in train_dreambooth_lora_sd3.py and a duplicate assignment in attention_processor.py are different files and issues." }, { "left": "issue:2606", "right": "issue:3177", "accept": false, - "reason": "Both mention DeepSpeed, but one is a save_state hang and the other is stage-3 offload breakage." + "reason": "Both involve DeepSpeed training, but one is a save_state hang and the other is stage-3 offloading behavior; not the same bug." }, { "left": "issue:11315", "right": "issue:11342", "accept": false, - "reason": "Both are MPS-related, but they involve different models and different code paths." + "reason": "Both are MPS-related, but they affect different models and have different root causes (float64 rope vs pipeline failure)." }, { "left": "issue:1931", "right": "issue:2340", "accept": false, - "reason": "A float16 type mismatch in Stable Diffusion 2 is unrelated to a tiny pipeline safety-checker error." + "reason": "A float16/float mismatch in Stable Diffusion 2 is not the same as a tiny-pipeline safety-checker error." }, { "left": "issue:11700", "right": "issue:8780", "accept": false, - "reason": "An integration request is not the same as a generic model/input dtype mismatch." + "reason": "A request to add pruna integration is unrelated to a generic model/input dtype mismatch error." }, { "left": "issue:2841", "right": "issue:2905", "accept": false, - "reason": "Both are scheduler feature requests, but they ask for different additions and changes." + "reason": "Both are scheduler-related feature requests, but one asks for temperature sampling and the other for Karras sigmas; separate changes." }, { "left": "issue:8532", "right": "issue:9670", "accept": false, - "reason": "Memory growth when loading LoRA weights is unrelated to a missing PEFT backend dependency." + "reason": "Progressive memory growth while loading LoRA weights is unrelated to a missing PEFT backend dependency error." }, { "left": "issue:9471", "right": "issue:9719", "accept": false, - "reason": "A file-extension inference error is unrelated to an ignored progress-bar setting." + "reason": "A file-extension inference error and an ignored progress-bar flag are different loading behaviors with different fixes." }, { "left": "issue:3468", "right": "issue:7716", "accept": false, - "reason": "Both mention missing config files, but they are different files and different failure modes." + "reason": "Both mention missing model metadata files, but one is about Dreambooth not generating model_index.json and the other is about a directory missing config.json; not the same underlying bug." }, { "left": "issue:10518", "right": "issue:11314", "accept": false, - "reason": "These are unrelated training-script bug reports for different projects/models." + "reason": "Two separate training-script complaints for different models and scripts; the underlying faults are not shown to be the same." }, { "left": "issue:10640", "right": "issue:7483", "accept": false, - "reason": "A DataParallel multi-GPU runtime error is unrelated to an SDXL LoRA conversion issue." + "reason": "A multi-GPU FluxInpaintPipeline DataParallel runtime error is unrelated to an SDXL LoRA conversion-script incompatibility." }, { "left": "issue:10986", "right": "issue:11088", "accept": false, - "reason": "Different code paths and symptoms: MPS complex dtype conversion vs GGUF load failure." + "reason": "An MPS complex-dtype conversion bug and a wan2.1 gguf load error are different code paths and failure modes." + }, + { + "left": "issue:11448", + "right": "issue:9167", + "accept": false, + "reason": "A missing model repository and an import failure for StableDiffusion3Pipeline are distinct issues." } ] }, @@ -79839,11 +79891,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10281", "issue:1109", - "issue:11448", "issue:11989", "issue:12108", "issue:1344", @@ -79855,7 +79906,6 @@ "issue:2213", "issue:2659", "issue:2851", - "issue:3348", "issue:337", "issue:3566", "issue:3585", @@ -79883,16 +79933,15 @@ "issue:7735", "issue:7962", "issue:8464", + "issue:8482", "issue:8488", - "issue:9167", + "issue:8813", "issue:9495", "issue:9856", "issue:9861", "issue:9957" ], "soft_pairs": [ - "issue:1109|issue:3348", - "issue:11448|issue:9167", "issue:1375|issue:1495", "issue:11989|issue:9861", "issue:5670|issue:7644", @@ -79915,186 +79964,181 @@ "issue:4484|issue:5433", "issue:5606|issue:7735", "issue:6162|issue:9495", - "issue:6452|issue:7962" + "issue:6452|issue:7962", + "issue:8482|issue:8813" ], - "prepared_review_unit_hash": "30504ef83c4149f8737d7d91b322aca7c15375de177d23d31e6462f08492e51a", + "prepared_review_unit_hash": "b36e50724d01650523a783481184427bb7432cc6a7cc48c966d4adc61097ed61", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 25, - "serialized_chars": 34359, - "estimated_input_tokens": 8590, - "estimated_eval_tokens": 17436 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33499, + "estimated_input_tokens": 8375, + "estimated_eval_tokens": 17006 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous; the soft pairs are superficial matches across unrelated bugs, feature requests, import errors, training issues, and scheduler changes. No duplicate PRs are present.", - "confidence": 0.95, - "canonical_issue_reason": "No true canonical issue: the set spans unrelated topics. If one must be chosen, issue 12108 is the closest scheduler/pipeline regression.", + "summary": "This cluster is mostly heterogeneous issue reports with no pull requests. The soft pairs are generally not duplicates; the closest one is the SDXL download behavior pair, but it still looks like different loading paths/trigger conditions rather than the same bug.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 5433 is the strongest representative issue: it is a concrete, well-described SDXL inference bug with substantial discussion and inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 12108 is the most concrete and well-scoped bug report among this mixed set, with explicit pipeline/scheduler behavior and discussion.", + "best_issue_reason": "Issue 5433 is the best overall issue candidate because it is the most substantive and broadly representative bug report in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:1109", - "right": "issue:3348", - "accept": false, - "reason": "Different problems: CPU utilization vs LoRA scale/xformers support." - }, - { - "left": "issue:11448", - "right": "issue:9167", - "accept": false, - "reason": "Missing model path vs missing pipeline import; unrelated failures." - }, { "left": "issue:1375", "right": "issue:1495", "accept": false, - "reason": "Both are import-related, but they concern different symbols and breakages." + "reason": "Both are import-related, but they describe different failures and different symbols: a regression from PR #1365 vs missing init_git_repo in hub_utils." }, { "left": "issue:11989", "right": "issue:9861", "accept": false, - "reason": "Black inference output vs Flux training not updating transformer; different code paths." + "reason": "Different problems: black inference images tied to weights vs Flux training not updating the transformer model." }, { "left": "issue:5670", "right": "issue:7644", "accept": false, - "reason": "Both mention image size/shape, but different pipelines and failure modes." + "reason": "Both are shape/size-related runtime failures, but one is PixArtAlpha non-square image generation and the other is Stable Cascade non-power-of-two handling." }, { "left": "issue:2659", "right": "issue:6725", "accept": false, - "reason": "Batch-size variation bug vs a generic LDM pipeline feature request." + "reason": "One reports batch-size-dependent output drift; the other is a generic request to generate images with LDMPipeline." }, { "left": "issue:4580", "right": "issue:8488", "accept": false, - "reason": "Different pipelines and exception types; not the same concrete bug." + "reason": "Different code paths: UniPC/Karras scheduler exception vs StableDiffusion3Pipeline from_pretrained loading exception." }, { "left": "issue:1867", "right": "issue:337", "accept": false, - "reason": "Both involve img2img, but one is scheduler strength behavior and the other is inpainting/guided usage." + "reason": "Both involve img2img, but one is a low-strength scheduler limitation and the other is a text-guided inpainting problem." }, { "left": "issue:2163", "right": "issue:2213", "accept": false, - "reason": "Training issues in different environments: dtype mismatch vs TPU hang." + "reason": "Different failures in training examples: dtype mismatch vs TPU distributed hang." }, { "left": "issue:4708", "right": "issue:6079", "accept": false, - "reason": "Import error vs tensor dtype mismatch; unrelated." + "reason": "Import error in diffusers.utils is unrelated to a Half-vs-Float tensor type mismatch." }, { "left": "issue:12108", "right": "issue:13446", "accept": false, - "reason": "Scheduler/flow-matching regression vs custom_pipeline trust check; unrelated." + "reason": "One is a scheduler compatibility break in Qwen/Chroma pipelines; the other is a trust-check/security issue for custom_pipeline." }, { "left": "issue:8464", "right": "issue:9856", "accept": false, - "reason": "SEGA seed/offload failure vs distributed port conflict; unrelated." + "reason": "Different operational issues: SEGA + cpu offload + seed vs distributed port collision." }, { "left": "issue:10281", "right": "issue:9957", "accept": false, - "reason": "Both are scheduler requests, but for different schedulers and changes." + "reason": "Both are scheduler requests, but FreeScale and BDIA-DDIM are distinct proposals and not the same underlying change." }, { "left": "issue:2851", "right": "issue:3717", "accept": false, - "reason": "TPU hub-push problem vs multi-GPU OOM; different distributed-training issues." + "reason": "TPU push_to_hub failure is unrelated to multi-GPU OOM." }, { "left": "issue:3585", "right": "issue:5110", "accept": false, - "reason": "LoRA synthesis failure vs repo-id validation error; unrelated." + "reason": "LoRA synthesis failure and HFValidationError repo-id formatting are different issues." }, { "left": "issue:1109", "right": "issue:4752", "accept": false, - "reason": "CPU core usage issue vs SDXL dtype/bias mismatch; unrelated." + "reason": "CPU core utilization and SDXL half/float mismatch are unrelated." }, { "left": "issue:3566", "right": "issue:5689", "accept": false, - "reason": "Different image-quality complaints with different features and triggers." + "reason": "Different symptoms and components: controlnet_reference unexpected output vs DPM++ residual noise in SDXL without refiner." }, { "left": "issue:1344", "right": "issue:4042", "accept": false, - "reason": "Multi-GPU limitation vs pipeline-composition question; unrelated." + "reason": "One is a multi-GPU support bug in attention.py; the other is a feature request around reference-only plus inpainting/depth control." }, { "left": "issue:4021", "right": "issue:5390", "accept": false, - "reason": "Both concern extra SDXL downloads, but different entrypoints and components." + "reason": "Both concern SDXL loading downloads, but one is from_single_file unnecessarily fetching CLIP while the other is local_files_only not preventing text-encoder download; same area, not clearly the same bug." }, { "left": "issue:4080", "right": "issue:7962", "accept": false, - "reason": "Feature request for SDXL inpainting vs API enhancement for instruct-pix2pix." + "reason": "Add SDXL inpainting pipeline vs add cross_attention_kwargs to instruct-pix2pix call method are separate feature requests." }, { "left": "issue:4171", "right": "issue:5246", "accept": false, - "reason": "Docs rendering issue vs missing attribute import error; unrelated." + "reason": "Documentation/page rendering bug is unrelated to a missing CLIPImageProjection attribute error." }, { "left": "issue:4484", "right": "issue:5433", "accept": false, - "reason": "Both mention SDXL artifacts, but one is LoRA weirdness and the other is DPM++ residual noise." + "reason": "Both mention SDXL image quality, but one is Kohya LoRA weird results and the other is DPM++ artifacts without refiner; too different to merge." }, { "left": "issue:5606", "right": "issue:7735", "accept": false, - "reason": "LoRA alpha loading bug vs dataset caption column error; unrelated." + "reason": "LoRA alpha handling and caption_column dataset parsing are unrelated." }, { "left": "issue:6162", "right": "issue:9495", "accept": false, - "reason": "Both involve IP-Adapter/SDXL, but the concrete failures differ and are not clearly the same bug." + "reason": "Both involve IPAdapter on SDXL, but one is a shape-mismatch bug and the other is PAG + IPAdapter not working; not the same concrete failure." }, { "left": "issue:6452", "right": "issue:7962", "accept": false, - "reason": "Different API feature requests in different pipelines; not duplicates." + "reason": "Different feature requests for different pipelines and inputs." + }, + { + "left": "issue:8482", + "right": "issue:8813", + "accept": false, + "reason": "Stable Diffusion 3 model support and Differential Diffusion with Kolors are different model/pipeline requests." } ] }, @@ -80116,7 +80160,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10239", "issue:1061", @@ -80132,6 +80176,7 @@ "issue:2577", "issue:2782", "issue:2843", + "issue:3029", "issue:3481", "issue:3580", "issue:3612", @@ -80146,6 +80191,7 @@ "issue:5760", "issue:5881", "issue:5897", + "issue:5997", "issue:6087", "issue:6132", "issue:6709", @@ -80155,9 +80201,7 @@ "issue:7415", "issue:7728", "issue:776", - "issue:8482", "issue:8708", - "issue:8813", "issue:8885", "issue:8939", "issue:9209", @@ -80167,7 +80211,6 @@ "issue:9719" ], "soft_pairs": [ - "issue:8482|issue:8813", "issue:8885|issue:9209", "issue:6709|issue:8939", "issue:10671|issue:9660", @@ -80190,180 +80233,181 @@ "issue:4349|issue:7357", "issue:1061|issue:776", "issue:1633|issue:3612", - "issue:2179|issue:3481" + "issue:2179|issue:3481", + "issue:3029|issue:5997" ], - "prepared_review_unit_hash": "30f6c3c3e4bbf443afa789bbf2a2f2e636e4c2f3e02d3055ddc02ae87e69543b", + "prepared_review_unit_hash": "2cfc073cb0ce3d525744f2e7721c55a44e9fe0ad882c240c9e484e717dd11c95", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33962, - "estimated_input_tokens": 8491, - "estimated_eval_tokens": 17238 + "serialized_chars": 34041, + "estimated_input_tokens": 8511, + "estimated_eval_tokens": 17278 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: the items span unrelated bugs, feature requests, docs issues, and model-specific problems. All suggested soft pairs are keyword-similar but do not describe the same underlying change or failure mode.", - "confidence": 0.93, - "canonical_issue_reason": "issue:10671 is the most generally applicable, concrete bug report in the set; it targets a core DiffusionPipeline behavior rather than a narrow model/example-specific edge case.", + "summary": "This cluster is a broad set of mostly unrelated Diffusers issues spanning pipelines, schedulers, training scripts, docs, and backend/runtime errors. The soft pairs look like similarity false-positives rather than true duplicates; all should be rejected.", + "confidence": 0.92, + "canonical_issue_reason": "No single underlying bug/change unifies these items; if a fallback representative is needed, issue 10671 is the broadest core-pipeline bug, but it does not actually match the rest of the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:10671 is the strongest canonical candidate because it describes a clear, reproducible pipeline-level issue with broader impact than the more specialized reports.", + "best_issue_reason": "Issue 10671 is the closest generic representative because it concerns a fundamental DiffusionPipeline device/dtype behavior, but the cluster is too heterogeneous for a strong canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:8482", - "right": "issue:8813", - "accept": false, - "reason": "Different topics: SD3 model support vs Differential Diffusion/Kolors. No shared code-path or fix." - }, { "left": "issue:8885", "right": "issue:9209", "accept": false, - "reason": "Both involve loading, but one is a Colab/Custom Diffusion installation/token issue and the other is a mirror connectivity problem." + "reason": "Different problems: dependency/install and modifier-token loading vs network/mirror connectivity while downloading a model." }, { "left": "issue:6709", "right": "issue:8939", "accept": false, - "reason": "Custom Diffusion training/concept-list bug vs SD3 tokenizer loading error; unrelated failures." + "reason": "Custom Diffusion concept-list training bug is unrelated to a tokenizer-loading error for SD3." }, { "left": "issue:10671", "right": "issue:9660", "accept": false, - "reason": "Both touch pipeline internals, but one is about dtype/device access determinism and the other about from_pretrained not setting eval mode." + "reason": "Both are pipeline-core issues, but one is about dtype/device access determinism and the other about from_pretrained not setting eval mode; different bugs and fixes." }, { "left": "issue:2276", "right": "issue:3580", "accept": false, - "reason": "Sequential CPU offload slowdown vs XFormers TypeError are different bugs and different fix paths." + "reason": "One is xformers installation failure in Colab; the other is a runtime TypeError when using XFormers." }, { "left": "issue:4414", "right": "issue:4468", "accept": false, - "reason": "Different subjects: Consistency Model sample request vs multi-GPU sample performance difference." + "reason": "Consistency Model sample request vs multi-GPU performance discrepancy; not the same bug or change." }, { "left": "issue:5897", "right": "issue:7415", "accept": false, - "reason": "Training-time device mismatch in LoRA vs AutoencoderKL bfloat16 behavior on TPU; not the same bug." + "reason": "Training device-mismatch in LoRA code vs AutoencoderKL bf16 behavior on TPU v4 are distinct backend/precision issues." }, { "left": "issue:7728", "right": "issue:9523", "accept": false, - "reason": "Both are training-script errors, but they affect different scripts and likely different mapping/config problems." + "reason": "Different training paths and failure modes: advanced SDXL DreamBooth accelerate error vs ControlNet training mapping error." }, { "left": "issue:1477", "right": "issue:1831", "accept": false, - "reason": "CUDA cublas runtime failure vs Dreambooth class-image precision mismatch; unrelated failure modes." + "reason": "Low-level CUDA cublas GEMM error is not the same issue as Dreambooth class-image precision mismatch." }, { "left": "issue:2577", "right": "issue:5628", "accept": false, - "reason": "DDIMInverseScheduler not working vs LMS/Karras denoising offset issue are distinct scheduler problems." + "reason": "Different schedulers and symptoms: DDIMInverseScheduler not working vs LMS Karras-sigma denoising offset." }, { "left": "issue:5760", "right": "issue:7333", "accept": false, - "reason": "Completely different research tasks: video-to-audio synthesis vs image-to-video generation." + "reason": "Unrelated application domains: video-to-audio synthesis vs image-to-video generation." }, { "left": "issue:8939", "right": "issue:9719", "accept": false, - "reason": "Tokenizer load failure vs progress-bar suppression bug are unrelated." + "reason": "Tokenizer loading failure for SD3 is unrelated to disable_progress_bar being ignored during checkpoint loading." }, { "left": "issue:2266", "right": "issue:2782", "accept": false, - "reason": "Both mention offloading, but one is a slowdown and the other is an explicit error; not the same underlying bug." + "reason": "Both mention sequential offloading, but one is a slowdown and the other is an error; likely different code paths and fixes." }, { "left": "issue:2437", "right": "issue:6132", "accept": false, - "reason": "Feature request for a T2I-Adapter pipeline vs adding LOADABLE_CLASSES support; different changes." + "reason": "A new T2I-Adapter pipeline request is not the same as adding LOADABLE_CLASSES support." }, { "left": "issue:4677", "right": "issue:7009", "accept": false, - "reason": "Doc script error in text-guided inpainting vs poor output quality in TextToVideoSDPipeline; unrelated." + "reason": "Documentation example error in text-guided inpainting is unrelated to poor generation quality in TextToVideoSDPipeline." }, { "left": "issue:4767", "right": "issue:5465", "accept": false, - "reason": "Scheduler prediction_type support vs DiffEdit inpaint_strength limitation are different pipeline behaviors." + "reason": "Scheduler prediction_type support and DiffEdit inpaint_strength behavior are separate pipeline/scheduler issues." }, { "left": "issue:5630", "right": "issue:5881", "accept": false, - "reason": "Both are quality complaints, but they concern different pipelines and different suspected causes." + "reason": "Both concern output quality, but they target different pipelines and different root causes." }, { "left": "issue:8708", "right": "issue:9398", "accept": false, - "reason": "Missing SD3 VAE config field in training examples vs missing pooled_projection argument in an embedding forward path; unrelated." + "reason": "Missing SD3 dreambooth config field vs missing pooled_projection argument in a model forward call are different bugs." }, { "left": "issue:10239", "right": "issue:12022", "accept": false, - "reason": "Sequential CPU offload support vs flash-attention-3 interface compatibility are entirely different subsystems." + "reason": "Sequential CPU offload support for HunyuanVideoPipeline is unrelated to flash_attention_3 interface incompatibility." }, { "left": "issue:2843", "right": "issue:6087", "accept": false, - "reason": "Checkpoint saving in multi-GPU training vs LoRA config persistence/lora_alpha loading are not the same bug." + "reason": "Checkpoint handling in multi-GPU training is not the same as failing to save/load LoraConfig correctly." }, { "left": "issue:4349", "right": "issue:7357", "accept": false, - "reason": "Pipeline requiring text_encoder despite prompt_embeds vs SDXL inference slowdown with compile/fuse_loras; different problems." + "reason": "Missing text_encoder handling with prompt_embeds is a functional bug, while the other is an inference speed/performance issue." }, { "left": "issue:1061", "right": "issue:776", "accept": false, - "reason": "Documentation update for textual inversion vs img2img batch_size>1 bug; no overlap beyond general pipeline docs." + "reason": "Docs update for textual inversion instructions is unrelated to img2img batch-size breakage." }, { "left": "issue:1633", "right": "issue:3612", "accept": false, - "reason": "Scheduler sigma option request vs ControlNet creation/how-to question; unrelated." + "reason": "Karras-sigmas support in a k-diffusion wrapper is a scheduler option request, not a ControlNet construction/preprocessor question." }, { "left": "issue:2179", "right": "issue:3481", "accept": false, - "reason": "FlaxDDPMScheduler producing black images vs DDIM step-count inconsistency; different schedulers and symptoms." + "reason": "FlaxDDPMScheduler black images and DDIMScheduler step-dependent differences are distinct scheduler bugs." + }, + { + "left": "issue:3029", + "right": "issue:5997", + "accept": false, + "reason": "Custom resolution support for ControlNet is unrelated to an SDXL tutorial model-type instantiation error." } ] }, @@ -80385,7 +80429,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10050", "issue:10566", @@ -80409,7 +80453,7 @@ "issue:2737", "issue:2763", "issue:2786", - "issue:3029", + "issue:3043", "issue:307", "issue:3455", "issue:3958", @@ -80421,7 +80465,7 @@ "issue:5313", "issue:5523", "issue:5731", - "issue:5997", + "issue:6132", "issue:6313", "issue:6320", "issue:6548", @@ -80437,7 +80481,6 @@ "issue:9216" ], "soft_pairs": [ - "issue:3029|issue:5997", "issue:307|issue:459", "issue:4111|issue:4116", "issue:4264|issue:5731", @@ -80460,169 +80503,191 @@ "issue:1273|issue:3455", "issue:1304|issue:205", "issue:2437|issue:6313", - "issue:2763|issue:4282" + "issue:2763|issue:4282", + "issue:3043|issue:6132" ], - "prepared_review_unit_hash": "975870b02843fc140d798b73833f65baa222a7b125f327f46e1ac3056be8a04a", + "prepared_review_unit_hash": "d6043f6acace690aae3ca5e6641f48604762ebfb95f9e6ca7f2f56c6f498af38", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33958, - "estimated_input_tokens": 8490, - "estimated_eval_tokens": 17236 + "serialized_chars": 33849, + "estimated_input_tokens": 8463, + "estimated_eval_tokens": 17182 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose similarity cluster around diffusion pipelines and model-loading issues, but the items are not true duplicates of one another. I would not merge any of the soft-edge pairs.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 307 is the broadest umbrella-style topic in the set, but it is still not a concrete duplicate anchor for the others.", + "summary": "Most pairs are false positives from broad keyword overlap rather than the same underlying bug/change. Only the ControlNet single-file loading reports look like a real duplicate cluster.", + "confidence": 0.87, + "canonical_issue_reason": "issue:8614 is the broadest description of the shared failure mode: ControlNet single-file loading breaks because config.json is missing. issue:11178 is a specific MistoLine example of that same problem.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 307 is the only broad representative, but the cluster is too heterogeneous for a strong canonical issue choice.", + "best_issue_reason": "issue:8614 is the best duplicate sink because it states the generic loader/config.json problem without narrowing to one model, making it the most reusable canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:3029", - "right": "issue:5997", - "accept": false, - "reason": "Both mention ControlNet/tutorials, but one is about custom resolution and the other is an SDXL config/type-instantiation error." - }, { "left": "issue:307", "right": "issue:459", "accept": false, - "reason": "A pipeline-merging feature request and an incremental diffusion concept are unrelated underlying changes." + "reason": "Both are broad diffusion ideas, but one is a pipeline-merging request and the other is incremental diffusion; not the same change." }, { "left": "issue:4111", "right": "issue:4116", "accept": false, - "reason": "Same pipeline family, but one is a VRAM/load failure and the other is an embeddings-input bug." + "reason": "Same pipeline family, but one is a VRAM/load issue and the other is an embeddings-input bug; different failures." }, { "left": "issue:4264", "right": "issue:5731", "accept": false, - "reason": "Missing example images is unrelated to the AutoencoderKL decoder logvar implementation gap." + "reason": "SDXL example-image omissions and AutoencoderKL logvar mismatch are unrelated problems." }, { "left": "issue:6616", "right": "issue:7380", "accept": false, - "reason": "Classifier-guidance support and one-step diffusion distillation are different changes with different code paths." + "reason": "Classifier-guidance support and one-step diffusion distillation are distinct features, not the same implementation." }, { "left": "issue:6639", "right": "issue:7432", "accept": false, - "reason": "Both describe output differences, but they point to different models and likely different root causes." + "reason": "LoRA loading inconsistency in SDXL and matching WebUI output are different concrete issues." }, { "left": "issue:11779", "right": "issue:12574", "accept": false, - "reason": "Wan/VACE issues, but mask padding and missing control-argument handling are distinct bugs." + "reason": "Both are Wan/VACE-related, but one is mask padding and the other is missing control-argument handling; different code paths." }, { "left": "issue:2480", "right": "issue:5523", "accept": false, - "reason": "Checkpoint-directory naming is unrelated to non-deterministic run-to-run results." + "reason": "Checkpoint directory creation and inconsistent run results are unrelated." }, { "left": "issue:10566", "right": "issue:12071", "accept": false, - "reason": "Different transformer models and different problems; no shared concrete bug." + "reason": "Different transformer models and different behaviors; no shared bug." }, { "left": "issue:10673", "right": "issue:12025", "accept": false, - "reason": "AuraFlow shape mismatch and Cosmos VAE API misuse are unrelated failure modes." + "reason": "AuraFlow reshape failure and Cosmos VAE invalid API call are unrelated." }, { "left": "issue:7389", "right": "issue:7640", "accept": false, - "reason": "Both are SDXL from_single_file issues, but the errors and triggering conditions differ." + "reason": "Both mention SDXL/from_single_file errors, but they appear to be different shape/loading failures and not one concrete bug." }, { "left": "issue:11178", "right": "issue:8614", + "accept": true, + "reason": "Same underlying ControlNet single-file loading failure around missing config.json; one is a specific model instance of the broader bug." + }, + { + "left": "issue:2786", + "right": "issue:6548", "accept": false, - "reason": "Both involve single-file ControlNet loading, but missing config.json is a different issue than loading a rank_256 ControlNet." + "reason": "Both are img2img input-handling bugs, but one is numpy/transformers compatibility and the other is RGBA image misclassified as latents." + }, + { + "left": "issue:11627", + "right": "issue:8539", + "accept": false, + "reason": "SD3 IP-Adapter support and SD3 cross-attention issues are different topics." + }, + { + "left": "issue:3958", + "right": "issue:5313", + "accept": false, + "reason": "LoRA CPU offload behavior and non-revertible fuse are separate LoRA-related issues." + }, + { + "left": "issue:12012", + "right": "issue:12536", + "accept": false, + "reason": "Wan first-block cache context setup and context-parallel sharding size constraints are different bugs." + }, + { + "left": "issue:6320", + "right": "issue:8956", + "accept": false, + "reason": "Emu2 remote-model resolution and OVStableDiffusionXLPipeline loading are unrelated." }, { "left": "issue:10050", "right": "issue:9216", "accept": false, - "reason": "An img2img KDiffusion pipeline question is not the same change as a multi-model-at-once pipeline implementation." + "reason": "An img2img KDiffusion equivalent and a multi-model pipeline are different feature requests." }, { "left": "issue:11010", "right": "issue:13107", "accept": false, - "reason": "Flux Chroma architecture support and Flux LoRA missing-key errors are different underlying problems." + "reason": "Both mention Flux, but one is architecture support for Chroma and the other is LoRA missing-key errors." }, { "left": "issue:1141", "right": "issue:2737", "accept": false, - "reason": "Local-file support in custom pipelines is unrelated to scheduler CLIP-guidance support." + "reason": "Local-file support for custom pipelines is unrelated to CLIP guidance in a scheduler." }, { "left": "issue:1273", "right": "issue:3455", "accept": false, - "reason": "Dreambooth loss calculation and instruct-pix2pix training usage are not the same bug or feature." + "reason": "Dreambooth loss calculation and pretrained instruct-pix2pix training are not the same issue." }, { "left": "issue:1304", "right": "issue:205", "accept": false, - "reason": "Training text-guided img2img and adding interpolation example scripts are different feature requests." + "reason": "Training an img2img model and adding interpolation example scripts are different requests." }, { "left": "issue:2437", "right": "issue:6313", "accept": false, - "reason": "T2I-Adapter pipeline support and null-text inversion pipeline implementation are distinct additions." + "reason": "T2I-Adapter pipeline support and null-text inversion pipeline implementation are separate features." }, { "left": "issue:2763", "right": "issue:4282", "accept": false, - "reason": "ControlNet VRAM regression and multi-ControlNet support are different concerns, not one duplicate change." - }, - { - "left": "issue:2786", - "right": "issue:6548", - "accept": false, - "reason": "Both touch img2img input handling, but numpy-input incompatibility and RGBA latent misclassification are separate bugs." + "reason": "ControlNet VRAM regression with cudnn.benchmark and Multi-ControlNet support are different concerns." }, { - "left": "issue:11627", - "right": "issue:8539", + "left": "issue:3043", + "right": "issue:6132", "accept": false, - "reason": "SD3 IP-Adapter usage and SD3 cross-attention issues are different code-path problems." + "reason": "ODISE support and LOADABLE_CLASSES support are unrelated feature requests." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The verdicts are conservative and grounded in the packet. The only accepted duplicate pair, issue:11178 and issue:8614, is well supported by the titles and descriptions around ControlNet single-file loading and missing config.json. The remaining pairs are rejected cautiously with reasonable distinctions rather than overstating evidence. The summary also stays within the evidence by framing the rest as keyword overlap." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -80637,16 +80702,17 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10178", "issue:10191", "issue:10311", "issue:10446", + "issue:10447", + "issue:10823", "issue:10963", "issue:2722", "issue:2961", - "issue:3043", "issue:3065", "issue:3191", "issue:3223", @@ -80668,7 +80734,6 @@ "issue:5432", "issue:5654", "issue:5873", - "issue:6132", "issue:6157", "issue:6176", "issue:6354", @@ -80689,7 +80754,6 @@ "issue:9926" ], "soft_pairs": [ - "issue:3043|issue:6132", "issue:3065|issue:7043", "issue:4756|issue:5432", "issue:6354|issue:9926", @@ -80697,6 +80761,7 @@ "issue:9047|issue:9178", "issue:10191|issue:10446", "issue:5399|issue:8241", + "issue:10447|issue:10823", "issue:2722|issue:6176", "issue:10311|issue:10963", "issue:2961|issue:3604", @@ -80714,178 +80779,178 @@ "issue:8824|issue:8939", "issue:10178|issue:8405" ], - "prepared_review_unit_hash": "d70bc543d68dfa77f42cfdb378ecb50ac69d179335b6dbece88f639573208289", + "prepared_review_unit_hash": "84cbfcbb12e549a2c7ff6d5613cf4113659f9d3ab9aacc47a2e952be521e8ebc", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34022, - "estimated_input_tokens": 8506, - "estimated_eval_tokens": 17268 + "serialized_chars": 34172, + "estimated_input_tokens": 8543, + "estimated_eval_tokens": 17342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of unrelated issues, mostly around DreamBooth/LoRA, ControlNet/Flux, import errors, GPU/runtime configuration, and a few example/model-conversion bugs. None of the soft edges look like true duplicates of the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits the cluster: the items span distinct code paths and problem types rather than one shared defect. If forced to pick a representative, issue 10446 is the strongest standalone open bug because it is detailed and active, but it does not subsume the rest.", + "summary": "This cluster is highly heterogeneous: the items span unrelated training, inference, conversion, LoRA, scheduler, and device-placement topics. None of the proposed soft pairs look like the same underlying bug or change, so I would not collapse them into a single canonical artifact.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 10446 is the best global representative only in the sense that it is a concrete, active, well-described bug; however, the cluster is too diverse for it to serve as a true umbrella duplicate.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:3043", - "right": "issue:6132", - "accept": false, - "reason": "Different requests: adding ODISE vs adding LOADABLE_CLASSES support. No shared bug or fix path." - }, { "left": "issue:3065", "right": "issue:7043", "accept": false, - "reason": "Both touch DreamBooth/LoRA-adjacent training, but one asks for a LoRA text-encoder option and the other is about custom captions. Not the same issue." + "reason": "Both involve DreamBooth/LoRA training, but one is a feature request for text-encoder LoRA tuning and the other is about custom captions; related area, not the same bug or change." }, { "left": "issue:4756", "right": "issue:5432", "accept": false, - "reason": "Training-style support for StableUnCLIP is unrelated to blank validation images in SDXL LoRA training." + "reason": "Both mention SDXL training scripts, but one asks for a training example/style support and the other reports blank validation images; different problems." }, { "left": "issue:6354", "right": "issue:9926", "accept": false, - "reason": "LoRA support for ControlNet and gguf quantize/speedup support are unrelated feature requests." + "reason": "ControlNet LoRA support and GGUF quantize/speed support are unrelated feature requests." }, { "left": "issue:6359", "right": "issue:7079", "accept": false, - "reason": "Scheduler velocity/add_noise behavior is unrelated to Transformer2DModel patch/norm_type layer_norm errors." + "reason": "Scheduler v-prediction velocity support versus Transformer2DModel patch/norm_type tensor error are different code paths and failures." }, { "left": "issue:9047", "right": "issue:9178", "accept": false, - "reason": "MPS execution failure for Flux and PEFT target-module errors in Flux LoRA training are different problems in different code paths." + "reason": "Both are Flux-related, but one is an MPS runtime issue and the other is a LoRA PEFT target-module error; not the same defect." }, { "left": "issue:10191", "right": "issue:10446", "accept": false, - "reason": "GPU selection misrouting in training is not the same as FluxControlNetPipeline multi-gpu/model-sharding incompatibility." + "reason": "GPU selection being ignored during training is not the same as FluxControlNetPipeline model-sharding incompatibility." }, { "left": "issue:5399", "right": "issue:8241", "accept": false, - "reason": "Custom inpainting dtype mismatch and abnormal LEDITS++ model size are unrelated bugs." + "reason": "Different symptoms and likely different modules: dtype mismatch in custom inpainting versus LEDITS++ model size anomaly." + }, + { + "left": "issue:10447", + "right": "issue:10823", + "accept": false, + "reason": "Both touch conversion/training workflows, but one is about split UNet checkpoint files and the other about missing inference files from fine-tuning; not a single bug." }, { "left": "issue:2722", "right": "issue:6176", "accept": false, - "reason": "ControlNet conversion mismatch is unrelated to loading LoRA weights after DreamBooth LoRA training." + "reason": "ControlNet conversion mismatch and loading LoRA weights after DreamBooth training are distinct issues." }, { "left": "issue:10311", "right": "issue:10963", "accept": false, - "reason": "Import error in train_dreambooth.py and missing AutoencoderKLWan import are different import failures with different causes." + "reason": "Both are import errors, but they concern different symbols and subsystems; no concrete shared failure mode." }, { "left": "issue:2961", "right": "issue:3604", "accept": false, - "reason": "StableUnCLIP training example request is not the same as loss not decreasing during finetuning." + "reason": "StableUnCLIP training example request versus loss not decreasing during finetuning are different concerns." }, { "left": "issue:3191", "right": "issue:3960", "accept": false, - "reason": "DreamBooth+LoRA breakage is not the same as the LoRA HeaderTooLarge serialization issue." + "reason": "DreamBooth+LoRA broken and HeaderTooLarge for LoRA are unrelated issues." }, { "left": "issue:3223", "right": "issue:6157", "accept": false, - "reason": "Memory not being cleared after moving pipeline to CUDA is unrelated to IP-Adapter not working in ControlNetImg2ImgPipeline." + "reason": "CUDA RAM not clearing after moving pipeline to CUDA is unrelated to IP-Adapter support in ControlNetImg2ImgPipeline." }, { "left": "issue:3325", "right": "issue:4801", "accept": false, - "reason": "CUDA invalid-argument in DreamBooth training and mixed-precision bug in unconditional training are distinct training failures." + "reason": "Train_dreambooth CUDA invalid argument and mixed-precision bug in train_unconditional.py are separate failures." }, { "left": "issue:3377", "right": "issue:5654", "accept": false, - "reason": "A question about SNR weighting optimization is not the same as the Min-SNR v-prediction feature request." + "reason": "Both discuss SNR weighting, but one is a general question and the other is a specific feature request for v-prediction examples; not the same actionable bug/change." }, { "left": "issue:3390", "right": "issue:4665", "accept": false, - "reason": "Loading local safetensors and Windows use_safetensors fallback behavior are different file-loading issues." + "reason": "Local safetensors loading and Windows use_safetensors behavior with alternative bin files are different loading issues." }, { "left": "issue:4969", "right": "issue:5061", "accept": false, - "reason": "CrossAttention import failure and convert_original_stable_diffusion_to_diffusers config argument error are unrelated import/CLI problems." + "reason": "ImportError for CrossAttention versus argument error in the conversion script are unrelated." }, { "left": "issue:5025", "right": "issue:770", "accept": false, - "reason": "Missing randn_tensor import is unrelated to Colab not starting training." + "reason": "randn_tensor import error and Colab training startup failure are not the same underlying problem." }, { "left": "issue:5079", "right": "issue:9397", "accept": false, - "reason": "LoRA loader support for LyCORIS and SGMUniform scheduler support for Hyper-LoRAs are different feature requests." + "reason": "LoRA loading support for Lyrocis and Hyper LoRA scheduler support are different feature requests." }, { "left": "issue:5112", "right": "issue:6996", "accept": false, - "reason": "A torch.Size float/int construction error in SDXL ControlNet Img2Img is unrelated to a NoneType added_cond_kwargs error." + "reason": "ControlNetImg2Img tensor-size float error and NoneType added_cond_kwargs error are separate runtime issues." }, { "left": "issue:514", "right": "issue:656", "accept": false, - "reason": "Attention slicing runtime error and 16GB DreamBooth training error are not the same bug." + "reason": "Attention slicing error and DreamBooth 16GB GPU training error are not the same bug." }, { "left": "issue:5873", "right": "issue:9424", "accept": false, - "reason": "ONNX export failure for scaled_dot_product_attention is unrelated to the broken DreamBooth LoRA notebook." + "reason": "ONNX export failure and a broken notebook with the latest version are unrelated." }, { "left": "issue:8824", "right": "issue:8939", "accept": false, - "reason": "Custom instruct-pix2pix dataset support and SD3 tokenizer load failure are different topics." + "reason": "Custom instruct-pix2pix dataset setup and tokenizer loading for SD3 are unrelated." }, { "left": "issue:10178", "right": "issue:8405", "accept": false, - "reason": "A 3D U-Net dimension mismatch and multiple ControlNets tensor size error are different shape-mismatch reports with different code paths." + "reason": "Both mention tensor/dimension mismatches, but one is a UNet 3D blocks dimension-size mismatch and the other is a multiple-ControlNet tensor-size error; too different to merge." } ] }, @@ -80904,10 +80969,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:1070", "issue:11000", @@ -80987,12 +81052,12 @@ ], "prepared_review_unit_hash": "d607374e04700579993f0c55c1decde2b5f7fa44931de637eb67a161d41493fe", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -81184,10 +81249,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - 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"source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:11329", "issue:11437", @@ -82892,12 +82957,12 @@ ], "prepared_review_unit_hash": "f2c03fab49bee0624b13f554a55e5f915b3be8d48d0562469efd6b274ed30821", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -83080,10 +83145,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10227", "issue:12009", @@ -83161,12 +83226,12 @@ ], "prepared_review_unit_hash": "505ea36e93a34aabb0b0c3209a3761c36ec4694d21e831764492a31a0819a59d", "component_budget": { - 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"source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10039", "issue:10227", @@ -83703,12 +83768,12 @@ ], "prepared_review_unit_hash": "90b466088543c365593a7b45a9bd99e09f2d3add44045fd6a370d928625b1764", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -83891,10 +83956,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10591", "issue:10659", @@ -83972,12 +84037,12 @@ ], "prepared_review_unit_hash": "943175f7544cdf23ca323c1a9fd0bcb3d59a5292f7727346505fbd6d6f3b27c3", "component_budget": { - 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"source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10039", "issue:10147", @@ -84512,12 +84577,12 @@ ], "prepared_review_unit_hash": "f53dfcb77fc3eee3c35884d6e472e6b744b451bf81dc0dd50a4ad11b4eb61299", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -84700,10 +84765,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10191", "issue:10412", @@ -84783,12 +84848,12 @@ ], "prepared_review_unit_hash": "80ae461c3a1e5c79f6cfe7f4d84ff79d57a8e97b951949b1522ff150d773b95a", "component_budget": { - 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"source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:11286", "issue:1185", @@ -85328,12 +85393,12 @@ ], "prepared_review_unit_hash": "24f63d133002afb54e4dc91460aaa053e639da159dca6ed4721226635f1e592b", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -85519,7 +85584,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:1013", "issue:10198", @@ -85597,20 +85662,20 @@ "issue:5124|issue:945", "issue:1574|issue:1708" ], - "prepared_review_unit_hash": "3fad304a8550af05ca73ecad01bb4bdbbac9747a2a5e05a2e8a9f3324de34bb4", + "prepared_review_unit_hash": "71cda6875e5b5dd20147f731e4e62f70eb5313cb9a1411b335a6d6f7de4c450e", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 34005, + "serialized_chars": 34007, "estimated_input_tokens": 8502, "estimated_eval_tokens": 17260 }, @@ -85619,162 +85684,162 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues span unrelated pipelines, training scripts, loaders, and model-specific regressions. None of the soft pairs looks like the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out; the items cover many distinct problems across different code paths, so there is no clear duplicate target.", + "summary": "These soft pairs are mostly superficially similar by subsystem or wording, but they do not describe the same underlying bug/change. I would not merge any of them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "issue:8594 is the most concrete, actionable bug report in the set: it names a specific script, a specific runtime error, and a likely code-path failure. None of the other issues is a clearer duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "None of the issues is a strong global representative because the cluster is not centered on one concrete bug or feature request.", + "best_issue_reason": "issue:8594 is the strongest standalone issue to anchor the cluster because it is specific, reproducible, and points to a direct fix location in training code.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:1462", "right": "issue:562", "accept": false, - "reason": "Both are inpainting-related, but one is an unassigned-variable crash with multiple masks/images and the other is a scheduler compatibility bug; different failure modes and code paths." + "reason": "Both are Stable Diffusion inpaint issues, but one is an unassigned-variable bug with multiple images/masks and the other is scheduler compatibility; different failures and fixes." }, { "left": "issue:9171", "right": "issue:9768", "accept": false, - "reason": "Both mention bad outputs/NaNs, but one is a from_single_file regression for v_prediction and the other is a CuDNN SDPA backend NaN issue; not the same bug." + "reason": "One is a from_single_file regression for SD 1.5 v_prediction models, the other is an SDPA/CuDNN NaN backend error; unrelated code paths." }, { "left": "issue:3886", "right": "issue:8594", "accept": false, - "reason": "One is a distributed timeout while training DDPM; the other is an UnboundLocalError in a SD3 dreambooth script. Different root causes." + "reason": "Both are training-script failures, but they affect different scripts and symptoms: distributed timeout vs UnboundLocalError in SD3 LoRA training." }, { "left": "issue:125", "right": "issue:2548", "accept": false, - "reason": "Accelerate launch argument handling and LoRA save/fine-tuning errors are unrelated issues." + "reason": "Accelerate launch argument parsing and LoRA checkpoint saving are different problems with no shared bug mechanism." }, { "left": "issue:12896", "right": "issue:13105", "accept": false, - "reason": "Different WAN model versions and different symptoms; one is a CUDA vs MPS inference mismatch, the other is output noise." + "reason": "WAN 2.2 MPS inference failure and WAN 2.1 T2V output noise are distinct model/runtime issues." }, { "left": "issue:3910", "right": "issue:5458", "accept": false, - "reason": "Both involve LoRA loading, but one is a generic 'certain LoRA will not load' report and the other is specifically about local_files_only behavior; not the same concrete bug." + "reason": "One is a generic LoRA load failure, the other is a local_files_only behavior bug in lora_state_dict; different root causes." }, { "left": "issue:2439", "right": "issue:6238", "accept": false, - "reason": "Inpainting pipeline load/run problems and SDXL VAE issues are separate pipeline/component failures." + "reason": "Inpainting pipeline loading/running vs SDXL VAE issue are separate components and failure modes." }, { "left": "issue:4504", "right": "issue:7936", "accept": false, - "reason": "Both touch safetensors loading, but one is a LoRA state_dict assignment error and the other is a local file JSON-format parsing issue; different code paths." + "reason": "Both concern loading safetensors, but one is an internal variable assignment bug and the other is invalid JSON in a local file; not the same issue." }, { "left": "issue:8723", "right": "issue:8960", "accept": false, - "reason": "SD3 ControlNet initialization and gradient accumulation in a training example are unrelated." + "reason": "SD3ControlNetModel initialization and gradient accumulation in a training example are unrelated." }, { "left": "issue:1013", "right": "issue:3887", "accept": false, - "reason": "One is a specific StableDiffusionMegaPipeline compatibility break with Diffusers 6.0; the other is a broad 'different effect' report for SD pipeline output quality." + "reason": "StableDiffusionMegaPipeline breakage in Diffusers 6.0 and a generic SD pipeline output-difference report are not the same defect." }, { "left": "issue:10198", "right": "issue:10675", "accept": false, - "reason": "Flux weight mismatch and Flux scheduler max_shift configuration are different issues." + "reason": "Flux weight mismatch and Flux scheduler max_shift configuration are different model/config mismatches." }, { "left": "issue:10591", "right": "issue:9686", "accept": false, - "reason": "SD3 LoRA training script problems and SD3 ControlNet pooled projection bugs are separate components." + "reason": "SD3 LoRA training script problems and SD3 ControlNet pooled projection bug are separate code paths." }, { "left": "issue:10962", "right": "issue:8832", "accept": false, - "reason": "Prompt-embed shape handling in Cogview4 and a generic pipeline crash on image generation do not match the same underlying bug." + "reason": "Prompt-embed shape handling in CogView4 and a generic pipe(prompt) crash are not the same bug." }, { "left": "issue:13232", "right": "issue:13301", "accept": false, - "reason": "One requests LTX-2.3 support, the other requests PixArtAlphaPipeline modular support; these are different feature requests." + "reason": "These are both feature/support requests for different pipelines, not duplicate reports of the same change." }, { "left": "issue:2015", "right": "issue:6533", "accept": false, - "reason": "Categorical diffusion and Marigold depth estimation are unrelated pipelines." + "reason": "Categorical diffusion pipeline and Marigold depth estimation are different pipeline requests with no shared implementation target." }, { "left": "issue:3026", "right": "issue:3803", "accept": false, - "reason": "InstructPix2Pix accelerate-launch errors are unrelated to multi-GPU LoRA model sharing issues." + "reason": "Single-GPU accelerate launch error in instruct_pix2pix is unrelated to multi-GPU LoRA model sharing." }, { "left": "issue:3418", "right": "issue:4366", "accept": false, - "reason": "Adding text-encoder code to a LoRA script is not the same as full U-Net fine-tuning for SD-XL." + "reason": "Request to add text-encoder support in one LoRA script and SD-XL full U-Net finetuning are different training-script enhancements." }, { "left": "issue:4337", "right": "issue:6727", "accept": false, - "reason": "torch.compile failure in a community ControlNet reference is unrelated to a Q/K/V dtype validation error." + "reason": "torch.compile failure in Community ControlNetReference and a Q/K/V dtype mismatch are different runtime errors." }, { "left": "issue:5458", "right": "issue:9670", "accept": false, - "reason": "One is about honoring local_files_only when loading LoRA state dicts; the other is a missing PEFT-backend requirement." + "reason": "local_files_only not respected and PEFT backend required are distinct LoRA-loading issues." }, { "left": "issue:1083", "right": "issue:945", "accept": false, - "reason": "FP16 ONNX incorrect output and custom-checkpoint-to-ONNX conversion are different ONNX-related problems." + "reason": "FP16 ONNX wrong output and inability to add a custom checkpoint for ONNX conversion are different ONNX-related problems." }, { "left": "issue:11644", "right": "issue:8503", "accept": false, - "reason": "LTXConditionPipeline init-from-pretrained and SD3 gradient-checkpointing crashes are different failures." + "reason": "LTXConditionPipeline init failure and SD3 gradient checkpointing crash are separate model/training issues." }, { "left": "issue:2035", "right": "issue:4014", "accept": false, - "reason": "Tiled upscaling artifacts and SDXL watermark pixel artifacts are separate image-quality issues." + "reason": "Tiled upscaling artifacts and SDXL watermark pixel artifacts are both artifact reports, but from different code paths and causes." }, { "left": "issue:12126", "right": "issue:13477", "accept": false, - "reason": "WAN transformer/cache_context switching error and ErnieImage locals() scope bug are unrelated." + "reason": "wan2.2 transformer/cache_context error and ErnieImage locals() scope bug are unrelated failures." }, { "left": "issue:5124", "right": "issue:945", "accept": false, - "reason": "Fine-tuning checkpoint .safetensor and converting a custom checkpoint to ONNX are different tasks and bugs." + "reason": "Fine-tuning a checkpoint and converting a custom checkpoint to ONNX are different tasks, not duplicate bug reports." }, { "left": "issue:1574", "right": "issue:1708", "accept": false, - "reason": "Dreambooth training failure on 8GB Linux and passing YAML config for inference are unrelated." + "reason": "Dreambooth training failing on 8GB GPU and a YAML config question for inference are not the same issue." } ] }, @@ -85793,10 +85858,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - 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"source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10526", "issue:1068", @@ -86687,12 +86752,12 @@ ], "prepared_review_unit_hash": "61a9c4dd3ce67e744b40c02a232608f29625f8251521fca549c808d59a34a01c", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -86875,10 +86940,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10003", "issue:10010", @@ -86957,12 +87022,12 @@ ], "prepared_review_unit_hash": "913085fb97cc5e8bb47aeb7c2eb95d8fbda379ceafff007b044ceb2152db1c86", "component_budget": { - 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"source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10550", "issue:10640", @@ -87496,12 +87561,12 @@ ], "prepared_review_unit_hash": "1a2aa09a712c355ef9219e55d96caf26a4ed2836f8c5f4cf4b01ea5490c7f0db", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -87684,10 +87749,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10798", "issue:1614", @@ -87766,12 +87831,12 @@ ], "prepared_review_unit_hash": "048347806f56ba71778fbc64410a3f5b1b1aea2f649a4caca55ea3549cd56ba3", "component_budget": { - 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"source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10030", "issue:10121", @@ -88307,12 +88372,12 @@ ], "prepared_review_unit_hash": "7a032c4fce90cd33daf1666e87e83a69dae106d9aedcc2f222ba1eb1fec5b657", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, @@ -88495,10 +88560,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:1009", "issue:10194", @@ -88576,12 +88641,12 @@ ], "prepared_review_unit_hash": "d91328b382efea49b415c8d66fffd250f04960b2e6728d60632df50436a541c7", "component_budget": { - 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"cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10121", "issue:10591", @@ -92364,12 +92429,12 @@ ], "prepared_review_unit_hash": "34958917997c7c6eca3f6eadf4d007b1568ac66422054770062d92c4fac19295", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -92555,7 +92620,7 @@ "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10054", "issue:10085", @@ -92634,12 +92699,12 @@ ], "prepared_review_unit_hash": "561165ff28bfba7273771834ed06ba4f6314489c0dae0daac9a4aba3762cfffb", "component_budget": { - 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"source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ + "issue:10695", "issue:10710", "issue:1084", "issue:1106", @@ -93106,7 +93172,7 @@ "issue:11790", "issue:12373", "issue:12606", - "issue:13377", + "issue:12761", "issue:1730", "issue:2299", "issue:2414", @@ -93141,7 +93207,6 @@ "issue:8956", "issue:9112", "issue:9460", - "issue:9637", "issue:9844" ], "soft_pairs": [ @@ -93163,185 +93228,185 @@ "issue:4641|issue:4697", "issue:5135|issue:6008", "issue:7939|issue:8956", - "issue:13377|issue:9637", "issue:11092|issue:9112", "issue:2716|issue:6176", "issue:4031|issue:5553", "issue:4043|issue:5081", - "issue:8667|issue:9460" + "issue:8667|issue:9460", + "issue:10695|issue:12761" ], - "prepared_review_unit_hash": "c8bbf0a036152ee2135a3a69308bac7f1a7173efbe931e02333f36f585422c41", + "prepared_review_unit_hash": "f9d0c517c100d151d2dd2d6506b5b989510ac278b86c9e933893fcea426695bd", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33349, - "estimated_input_tokens": 8338, - "estimated_eval_tokens": 16932 + "serialized_chars": 33265, + "estimated_input_tokens": 8317, + "estimated_eval_tokens": 16890 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of unrelated Diffusers issues and feature requests; none of the suggested soft pairs look like true duplicates or the same change.", - "confidence": 0.18, - "canonical_issue_reason": "If forced to pick a representative issue, #5553 is the broadest user-facing model-loading failure and best matches the loose theme of the set. There is no convincing duplicate cluster here, though.", + "summary": "The cluster is not a duplicate set: it mixes unrelated bugs, feature requests, docs questions, and training/loading issues across different subsystems. No soft-pair looks like the same underlying change or defect, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "issue:10695 is the most concrete, code-path-specific bug report in the set (a scheduler timestep calculation defect) and is a plausible anchor if one issue must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #5553 is the most general and central to the common \u201cloading model/config fails\u201d pattern among these items, so it is the safest representative issue.", + "best_issue_reason": "issue:10695 is the strongest representative issue because it describes a specific, actionable bug in a core algorithm rather than a broad question or feature request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:2299", "right": "issue:4977", "accept": false, - "reason": "Both mention checkpoints/weights, but one is about documentation for reusing weights and the other is about removing checkpoints in an example script; not the same bug/change." + "reason": "Different problems: model conversion/checkpoint compatibility vs a training-example checkpoint-saving behavior." }, { "left": "issue:1106", "right": "issue:2552", "accept": false, - "reason": "PNDM repeated UNet calls is a scheduler/runtime bug; the inpaint tutorial issue is documentation-related. No shared underlying defect." + "reason": "Unrelated topics: PNDM UNet call frequency vs inpainting tutorial/documentation." }, { "left": "issue:11790", "right": "issue:12606", "accept": false, - "reason": "LoRA loading after training and wrong import in a conversion script are different failure modes in different code paths." + "reason": "Different bug areas: LoRA weight loading from training output vs a wrong import in a conversion script." }, { "left": "issue:251", "right": "issue:776", "accept": false, - "reason": "Both concern image pipelines, but one is about latent fragility/solid-color outputs and the other is a batch_size>1 img2img bug; not the same issue." + "reason": "Both concern image generation quality, but the reported defects are different: latent fragility vs img2img batch-size behavior." }, { "left": "issue:4186", "right": "issue:6783", "accept": false, - "reason": "Both are SDXL-related generation problems, but one is inpaint+refiner behavior and the other is PixArt-XL output corruption; unrelated code paths." + "reason": "Different models and failures: SDXL inpaint/refiner behavior vs PixArt generation corruption." }, { "left": "issue:4399", "right": "issue:5763", "accept": false, - "reason": "Torch compile/offload incompatibility is unrelated to save_pretrained not writing safetensors." + "reason": "Unrelated code paths: PyTorch compile/offload interaction vs safetensors serialization on save." }, { "left": "issue:10710", "right": "issue:8373", "accept": false, - "reason": "DDUF format support request and an incorrect error-message report are not the same bug or change." + "reason": "A format-support question is not the same as an incorrect error-message bug." }, { "left": "issue:6686", "right": "issue:9844", "accept": false, - "reason": "Dynamo compilation save/load performance regression is different from SDXL VAE encoder NaNs." + "reason": "Different symptoms and layers: compilation performance after save/load vs VAE encoder NaNs." }, { "left": "issue:1084", "right": "issue:307", "accept": false, - "reason": "Both are broad pipeline-weight topics, but one asks for documentation on reusing weights and the other requests merging pipelines into one; different proposals." + "reason": "Docs request about weight reuse is not the same as an architectural pipeline-merging feature request." }, { "left": "issue:11374", "right": "issue:12373", "accept": false, - "reason": "SkyReels-V2 integration request and an Unlearn API request are separate feature additions." + "reason": "Completely different asks: adding SkyReels support vs an Unlearn API." }, { "left": "issue:11447", "right": "issue:11448", "accept": false, - "reason": "Offline shard-file loading and a missing model path are both loading-related, but they are distinct errors with different causes." + "reason": "Different bugs: offline shard-file resolution vs a missing model path." }, { "left": "issue:1730", "right": "issue:2442", "accept": false, - "reason": "Dreambooth-to-CKPT conversion compatibility and inpainting loss-curve guidance are unrelated." + "reason": "Unrelated: checkpoint conversion failing in webui vs a question about loss curves for inpainting finetuning." }, { "left": "issue:2414", "right": "issue:6636", "accept": false, - "reason": "These are both import errors, but they involve different missing symbols/modules and different release-time regressions." + "reason": "Different import failures affecting different modules and root causes." }, { "left": "issue:4031", "right": "issue:4874", "accept": false, - "reason": "Local safety-checker load failure is not the same as the low_res_scheduler bug in upscale pipeline local loading." + "reason": "Both involve loading-related behavior, but one is a safety-checker local-file failure and the other is a low_res_scheduler bug in upscale pipeline loading." }, { "left": "issue:4476", "right": "issue:5412", "accept": false, - "reason": "SDXL+ControlNet fill50k quality issue and resume_from_checkpoint training failure are different problems in different stages." + "reason": "Different phases and failures: inference quality on SDXL+ControlNet vs checkpoint resume training failure." }, { "left": "issue:4641", "right": "issue:4697", "accept": false, - "reason": "Both are LoRA loading issues, but one is about native LoRA weights with local files and the other is a specific LoRA failing after a version update; not clearly the same code-path bug." + "reason": "Both are LoRA-loading issues, but one is about local native LoRA weights with load_lora_weights and the other is a specific LoRa after an update; no clear same root cause." }, { "left": "issue:5135", "right": "issue:6008", "accept": false, - "reason": "LoRA quality degradation/xformers is a performance-quality regression, while IP-Adapter Plus Face with LCM LoRA is a compatibility failure; not the same change." + "reason": "Unrelated: LoRA quality degradation/xformers suspicion vs IP-Adapter Plus Face failing with an LCM LoRA." }, { "left": "issue:7939", "right": "issue:8956", "accept": false, - "reason": "Both mention loading models, but one is loading from the same folder and the other is OVStableDiffusionXLPipeline model loading; too different to merge." - }, - { - "left": "issue:13377", - "right": "issue:9637", - "accept": false, - "reason": "QwenImagePipeline CFG suppression with negative_prompt_embeds is unrelated to xFormers attention-mask/bfloat16 shape failure." + "reason": "Both are model-loading complaints, but they target different pipelines/models and different error conditions." }, { "left": "issue:11092", "right": "issue:9112", "accept": false, - "reason": "Empty timesteps in SDXL img2img with Turbo is a scheduler/timestep bug; Auraflow tensor-size mismatch is a model-shape mismatch." + "reason": "Different inference bugs in different models: empty timesteps in SDXL-Turbo img2img vs Auraflow tensor-size mismatch." }, { "left": "issue:2716", "right": "issue:6176", "accept": false, - "reason": "General checkpoint loading question and LoRA weight loading after dreambooth training are different issues." + "reason": "A general 'how to load checkpoint' question is not the same as a LoRA weight loading error after training." }, { "left": "issue:4031", "right": "issue:5553", "accept": false, - "reason": "Both involve loading models, but the safety checker local-file failure and custom model loading failure are different code paths and fixes." + "reason": "Different loading failures: stand-alone safety checker from local file vs a custom model load failure." }, { "left": "issue:4043", "right": "issue:5081", "accept": false, - "reason": "SDXL pooled embeddings requirement and LPW XL matmul shape error are distinct embedding/shape issues." + "reason": "Both touch SDXL text-embedding handling, but one is an API requirement for pooled embeddings and the other is an LPW XL matmul shape mismatch." }, { "left": "issue:8667", "right": "issue:9460", "accept": false, - "reason": "SD3ControlNet tensor-size mismatch and allowing a list of ControlNet models are unrelated." + "reason": "Different SD3ControlNet problems: non-power-of-two image tensor mismatch vs supporting a list of ControlNet models." + }, + { + "left": "issue:10695", + "right": "issue:12761", + "accept": false, + "reason": "Completely different bugs: DDIMInverseScheduler timestep logic vs a backward-gradient count mismatch." } ] }, @@ -93363,17 +93428,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ - "issue:10695", "issue:10768", "issue:10772", "issue:10893", "issue:1214", - "issue:12761", "issue:2201", "issue:2550", "issue:272", + "issue:2763", "issue:2908", "issue:2991", "issue:3181", @@ -93392,6 +93456,7 @@ "issue:4306", "issue:4675", "issue:4804", + "issue:4826", "issue:5043", "issue:5365", "issue:5794", @@ -93414,7 +93479,6 @@ "issue:9756" ], "soft_pairs": [ - "issue:10695|issue:12761", "issue:10768|issue:10772", "issue:10893|issue:8390", "issue:2201|issue:6598", @@ -93437,180 +93501,181 @@ "issue:3403|issue:7286", "issue:2991|issue:3467", "issue:1214|issue:2908", - "issue:4185|issue:8659" + "issue:4185|issue:8659", + "issue:2763|issue:4826" ], - "prepared_review_unit_hash": "2c99fbaa24eef321f2a3366839c214ddc134ce0f21dc8a54fa8b8424592457ce", + "prepared_review_unit_hash": "f53323b89da89130a4e8806b9dea0e9b6968fe2910d88a8a9a99125f465ad58e", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33265, - "estimated_input_tokens": 8317, - "estimated_eval_tokens": 16890 + "serialized_chars": 33220, + "estimated_input_tokens": 8305, + "estimated_eval_tokens": 16866 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The pairings are mostly false-positive lexical matches across unrelated issues. They span different subsystems and bug types (scheduler math, ControlNet training/inference, loading errors, docs, and feature requests), so there is no clear duplicate cluster here.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue fits this set: the items are unrelated and do not describe one underlying bug or change.", + "summary": "This cluster is not a true duplicate set: it mixes unrelated feature requests, documentation tasks, and distinct bug reports across different models/pipelines. The soft links are mostly broad topical similarity (e.g. ControlNet, loading, mixed precision) rather than the same concrete issue.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #8930 is the strongest standalone thread: it is open, detailed, and actively discussed, but it still does not represent the rest of the heterogeneous set.", + "best_issue_reason": "No single canonical issue cleanly represents the cluster; if one must be chosen, issue:8930 is the most substantive and detailed open item, but it is still not a duplicate umbrella for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:10695", - "right": "issue:12761", - "accept": false, - "reason": "Different bugs: DDIMInverseScheduler timestep math vs. a backward pass returning the wrong number of gradients." - }, { "left": "issue:10768", "right": "issue:10772", "accept": false, - "reason": "Unrelated topics: negative prompt support in Hunyuan video vs. Sana ControlNet support." + "reason": "Different feature requests for different models: negative prompting in Hunyuan video vs ControlNet support for Sana." }, { "left": "issue:10893", "right": "issue:8390", "accept": false, - "reason": "Both are ControlNet-related feature requests, but for different models and tasks (CogVideoX integration vs. Stable Cascade training)." + "reason": "Both mention ControlNet, but one asks for CogVideoX integration and the other asks about Stable Cascade training; different model families and changes." }, { "left": "issue:2201", "right": "issue:6598", "accept": false, - "reason": "Tokenizer padding behavior vs. img2img result mismatch; different failure modes and code paths." + "reason": "Tokenization padding behavior vs img2img output differences are separate bugs with different code paths." }, { "left": "issue:2550", "right": "issue:5875", "accept": false, - "reason": "ControlNet model conversion to diffusers is unrelated to an ONNX export prompt error." + "reason": "Both are conversion-related, but one is ControlNet-to-diffusers conversion and the other is SDXL-to-ONNX prompt handling; not the same failure." }, { "left": "issue:272", "right": "issue:4304", "accept": false, - "reason": "K-LMS inpainting support and SDXL LoRA training are separate feature requests." + "reason": "Inpainting scheduler support vs SDXL LoRA training are unrelated feature requests." }, { "left": "issue:3181", "right": "issue:3624", "accept": false, - "reason": "TensorRT example TypeError is not the same as a generic getattr attribute-name error." + "reason": "Generic TypeError wording is not enough; these affect different examples and different underlying causes." }, { "left": "issue:3578", "right": "issue:4118", "accept": false, - "reason": "Different loading issues: AutoencoderKL checkpoint load failure vs. missing from_single_file attribute." + "reason": "Both involve AutoencoderKL loading, but one is checkpoint loading failure and the other is a missing from_single_file attribute; different APIs/issues." }, { "left": "issue:3682", "right": "issue:725", "accept": false, - "reason": "LoRA weight loading and device-mapping/accelerate pipeline loading are different problems." + "reason": "LoRA weight loading and pipeline device-map/accelerate support are different features." }, { "left": "issue:3935", "right": "issue:4001", "accept": false, - "reason": "Both are docs-related, but one is about feed-forward chunking docstrings and the other about adding a demo link." + "reason": "Both are docs tasks, but they target different documentation changes with no shared bug or implementation." }, { "left": "issue:4675", "right": "issue:8390", "accept": false, - "reason": "ControlNet for SDXL reference-only vs. Stable Cascade ControlNet training are different requests." + "reason": "ControlNet for SDXL vs Stable Cascade ControlNet training are different model targets and different work items." }, { "left": "issue:4804", "right": "issue:9225", "accept": false, - "reason": "A state-mutation error in LoRA loading is unrelated to latent-size mismatch with RGBA images." + "reason": "Dictionary-iteration error in LoRA loading vs latent-shape mismatch in SDXL InstructPix2Pix are unrelated bugs." }, { "left": "issue:5043", "right": "issue:7736", "accept": false, - "reason": "LoRA finetuning for W\u0000fcrstchen is a model feature request, not the same as adding callbacks support." + "reason": "LoRA finetuning for Wurstchen and supported callbacks are unrelated feature requests." }, { "left": "issue:5794", "right": "issue:8898", "accept": false, - "reason": "Missing tokenizer/config.json on a model repo is not the same as a subfolder path validation error." + "reason": "Both are loading/path problems, but they concern different missing-file/validation scenarios and different call sites." }, { "left": "issue:7237", "right": "issue:9756", "accept": false, - "reason": "A missing scheduler class and a missing notebook file are unrelated." + "reason": "A missing scheduler class is unrelated to a missing notebook file." }, { "left": "issue:7813", "right": "issue:8855", "accept": false, - "reason": "Timesteps tensor handling confusion is not the same as joint_attention_kwargs not reaching the AttentionProcessor." + "reason": "Tensor timesteps question and attention-kwargs propagation are different API concerns." }, { "left": "issue:8503", "right": "issue:9539", "accept": false, - "reason": "SD3 gradient-checkpointing crash and a Float8 index_select CUDA error are different code-path failures." + "reason": "Different model/runtime failures: SD3 gradient checkpointing crash vs CogVideoX float8 CUDA indexing error." }, { "left": "issue:3876", "right": "issue:4306", "accept": false, - "reason": "Both mention ControlNet/reference pipelines, but one is an inpaint demo error and the other is a list-index-out-of-range bug." + "reason": "Different pipelines and different runtime failures: ControlNet inpaint demo error vs ReferencePipeline list-index error." }, { "left": "issue:6335", "right": "issue:8930", "accept": false, - "reason": "Both touch ControlNet img2img behavior, but one is about output size control while the other is about pose-conditioning not being respected." + "reason": "Both are ControlNet img2img issues, but one is output-size control and the other is pose-image adherence; not the same bug." }, { "left": "issue:3643", "right": "issue:5365", "accept": false, - "reason": "Latent decoding overflow and num_inference_steps handling in txt2video are unrelated issues." + "reason": "Latent upsample INT_MAX error and txt2video inference-step handling are unrelated." }, { "left": "issue:3403", "right": "issue:7286", "accept": false, - "reason": "TorchDynamo pipeline loading and custom diffusion cross-attention weight loading are different subsystems and bugs." + "reason": "TorchDynamo/pipeline loading and custom diffusion cross-attention weight loading are different code paths." }, { "left": "issue:2991", "right": "issue:3467", "accept": false, - "reason": "Mixed-precision failures in a training example are distinct from resuming from the wrong step." + "reason": "Mixed-precision example failure and checkpoint-resume step offset are distinct training bugs." }, { "left": "issue:1214", "right": "issue:2908", "accept": false, - "reason": "Half-precision CLIPTextModel behavior is not the same as ControlNet training shape/mixed-precision errors." + "reason": "Half-precision CLIPTextModel and array-shape/mixed-precision training-script errors are not the same issue." }, { "left": "issue:4185", "right": "issue:8659", "accept": false, - "reason": "Black SDXL ControlNet images and checkpoint resume/load problems are different concrete bugs." + "reason": "SDXL black-image inference after rebasing and checkpoint resume/load failures are different problems." + }, + { + "left": "issue:2763", + "right": "issue:4826", + "accept": false, + "reason": "VRAM usage regression with cudnn.benchmark and MultiControlNet errors are separate ControlNet issues." } ] }, @@ -93629,10 +93694,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:1205", "issue:1271", @@ -93645,7 +93710,6 @@ "issue:2364", "issue:2596", "issue:2606", - "issue:2763", "issue:2782", "issue:2880", "issue:2905", @@ -93659,7 +93723,7 @@ "issue:3884", "issue:4616", "issue:4709", - "issue:4826", + "issue:4726", "issue:4936", "issue:5075", "issue:5538", @@ -93675,6 +93739,7 @@ "issue:7300", "issue:7415", "issue:7483", + "issue:7535", "issue:7600", "issue:8226", "issue:8551", @@ -93683,7 +93748,6 @@ "issue:970" ], "soft_pairs": [ - "issue:2763|issue:4826", "issue:1205|issue:2782", "issue:2905|issue:6354", "issue:4616|issue:970", @@ -93706,180 +93770,181 @@ "issue:234|issue:3573", "issue:3591|issue:8226", "issue:1821|issue:3222", - "issue:2097|issue:5075" + "issue:2097|issue:5075", + "issue:4726|issue:7535" ], - "prepared_review_unit_hash": "8feb2b3607e9be15d97786dc9c78ac49cc8ccd28185d1bb6bbcadca664aff13d", + "prepared_review_unit_hash": "fff9bce5586f29253b3e368d3d80be172e93d953fc093f46d9a76b7ecdec1d34", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33243, - "estimated_input_tokens": 8311, - "estimated_eval_tokens": 16878 + "serialized_chars": 33229, + "estimated_input_tokens": 8308, + "estimated_eval_tokens": 16872 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly heterogeneous issue reports across Stable Diffusion training, inference, conversion, and docs. None of the soft pairs look like true duplicates of the same underlying bug/change.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 970 is the broadest, most generic repo-health report in an otherwise mixed set, so it is the least specific fallback representative.", + "summary": "This cluster is a broad mix of unrelated Stable Diffusion / Diffusers issues; the soft-similarity links are mostly superficial keyword matches, not duplicate bugs or changes.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 970 is the most general/high-level issue and the best fallback representative, though it is not a strong duplicate anchor.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:2763", - "right": "issue:4826", - "accept": false, - "reason": "Both mention ControlNet, but one is a VRAM/cudnn benchmark issue and the other is MultiControlNet/Reference errors; different bugs." - }, { "left": "issue:1205", "right": "issue:2782", "accept": false, - "reason": "ONNX conversion vs sequential offloading error are different code paths and failure modes." + "reason": "One is about converting a model to ONNX, the other is a sequential offloading error; different code paths and symptoms." }, { "left": "issue:2905", "right": "issue:6354", "accept": false, - "reason": "Scheduler feature request vs ControlNet LoRA support request; same broad area, not the same change." + "reason": "Scheduler feature request versus ControlNet LoRA support request; unrelated changes." }, { "left": "issue:4616", "right": "issue:970", "accept": false, - "reason": "SDXL LoRA conversion script issue and integration-test failures are unrelated." + "reason": "LoRA conversion failure for SDXL is unrelated to integration tests failing." }, { "left": "issue:5630", "right": "issue:9001", "accept": false, - "reason": "SDXL img2img scheduler noise vs Auraflow aspect-ratio handling; different pipelines and bugs." + "reason": "SDXL img2img scheduler noise issue and Auraflow aspect ratios are different pipelines/problems." }, { "left": "issue:6162", "right": "issue:6336", "accept": false, - "reason": "IP-Adapter shape mismatch during generation vs TensorRT VAE compilation with AutoencoderTiny; unrelated subsystems." + "reason": "IP-Adapter embedding shape mismatch is not the same as TensorRT VAE compilation with AutoencoderTiny." }, { "left": "issue:2606", "right": "issue:3884", "accept": false, - "reason": "Both involve train_text_to_image_lora, but one is a DeepSpeed save_state hang and the other is a generic training-script error; not the same bug." + "reason": "DeepSpeed save_state hang in LoRA training is distinct from a generic training-script error." }, { "left": "issue:1617", "right": "issue:2326", "accept": false, - "reason": "Missing Dreambooth CLI args vs LoRA conversion to safetensors/ckpt are different issues." + "reason": "Dreambooth CLI argument error and LoRA conversion error affect different scripts and failure modes." }, { "left": "issue:4936", "right": "issue:6520", "accept": false, - "reason": "DreamBooth LoRA resume bug vs adapter validation returning blank images; different training paths." + "reason": "Dreambooth resume regression and adapter validation output issue are different training behaviors." }, { "left": "issue:7168", "right": "issue:8551", "accept": false, - "reason": "IP-Adapter embed shape confusion vs SDXL inpaint latent device placement; not the same defect." + "reason": "IP-Adapter embed shape handling is unrelated to SDXL inpaint device placement with balanced device_map." }, { "left": "issue:4709", "right": "issue:6164", "accept": false, - "reason": "ControlNet guess mode support vs StableDiffusionPipeline latent output handling are separate features/bugs." + "reason": "ControlNet guess mode support and latent output handling are separate pipeline features." }, { "left": "issue:235", "right": "issue:2880", "accept": false, - "reason": "CUDA portability problem in a Colab script vs JAX Colab notebook failure; different environments and causes." + "reason": "CUDA porting trouble and a JAX Colab runtime issue are not the same bug." }, { "left": "issue:2596", "right": "issue:3081", "accept": false, - "reason": "Docs typo/missing utility import vs non-functional Textual Inversion Colab notebook; not duplicates." + "reason": "Missing documentation symbol and non-functional Colab notebook are different issues." }, { "left": "issue:3222", "right": "issue:7300", "accept": false, - "reason": "Missing output artifact after custom diffusion training vs memory regression after set_default_attn_processor; unrelated." + "reason": "Missing output artifact in custom diffusion training is unrelated to UNet attention memory growth." }, { "left": "issue:3224", "right": "issue:7600", "accept": false, - "reason": "Duplicate learning-rate scaling in DreamBooth LoRA vs missing accelerator.accumulate on text_encoder; distinct training bugs." + "reason": "Learning-rate scaling duplication in DreamBooth LoRA is not the same as missing accelerator.accumulate on text encoder." }, { "left": "issue:3453", "right": "issue:7415", "accept": false, - "reason": "Both mention bfloat16, but one is a train_text_to_image CUDA op issue and the other is AutoencoderKL on TPU; different code paths." + "reason": "BFloat16 CUDA matmul failure in text-to-image training is distinct from TPU v4 AutoencoderKL bfloat16 issues." }, { "left": "issue:5538", "right": "issue:6287", "accept": false, - "reason": "Upscaler latent usage bug vs setup.py dependency cleanup; unrelated." + "reason": "Pipeline latent usage question and setup.py dependency cleanup are unrelated." }, { "left": "issue:5605", "right": "issue:9610", "accept": false, - "reason": "SDXL DreamBooth caption support vs adding load_lora_weights to SD3 img2img; different features." + "reason": "SDXL Dreambooth caption support request and SD3 img2img LoRA loader request are different features." }, { "left": "issue:1271", "right": "issue:2364", "accept": false, - "reason": "Notebook dependency-install problems vs unable to run training script; too generic to be the same bug." + "reason": "GCP notebook dependency installation problem and an unable-to-run training script report are too general and not the same underlying failure." }, { "left": "issue:3740", "right": "issue:7483", "accept": false, - "reason": "Accelerate sequential device_map conversion bug vs SDXL LoRA-to-Diffusers conversion failure; different conversion scenarios." + "reason": "Legacy attention block conversion with device_map is unrelated to SDXL LoRA conversion script failure." }, { "left": "issue:234", "right": "issue:3573", "accept": false, - "reason": "Half-precision runtime issue vs class_labels missing in local upscaler pipeline; different pipeline failures." + "reason": "Half-precision Stable Diffusion runtime issue is not the same as a class_labels requirement in the upscaler pipeline." }, { "left": "issue:3591", "right": "issue:8226", "accept": false, - "reason": "ControlNet loss-curve confusion is not the same as VectorQuantizer loss behavior." + "reason": "ControlNet loss-curve confusion and VectorQuantizer loss are different model/training topics." }, { "left": "issue:1821", "right": "issue:3222", "accept": false, - "reason": "Negative_prompt ineffectiveness in inpaint vs missing custom_diffusion output file; unrelated." + "reason": "Negative prompt ineffectiveness in inpaint pipeline is unrelated to missing custom diffusion weights after training." }, { "left": "issue:2097", "right": "issue:5075", "accept": false, - "reason": "UNet1D usage problem vs SDXL Refiner prompt-embedding shape mismatch; different models and errors." + "reason": "UNet1D usage problem and SDXL refiner prompt-embedding shape mismatch are unrelated." + }, + { + "left": "issue:4726", + "right": "issue:7535", + "accept": false, + "reason": "Callback type hint complaint and FloatTensor vs Tensor typing are different API/type issues." } ] }, @@ -93898,10 +93963,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10016", "issue:1055", @@ -93918,7 +93983,6 @@ "issue:3970", "issue:4618", "issue:4676", - "issue:4726", "issue:4972", "issue:5150", "issue:5162", @@ -93940,19 +94004,19 @@ "issue:6966", "issue:7049", "issue:7054", - "issue:7535", "issue:7616", "issue:7762", + "issue:7782", "issue:7939", "issue:7945", "issue:851", "issue:9069", "issue:9187", "issue:9613", - "issue:9660" + "issue:9660", + "issue:9670" ], "soft_pairs": [ - "issue:4726|issue:7535", "issue:11144|issue:9187", "issue:4676|issue:7049", "issue:5931|issue:7945", @@ -93975,180 +94039,181 @@ "issue:5405|issue:6439", "issue:5630|issue:7616", "issue:6242|issue:6441", - "issue:7054|issue:9660" + "issue:7054|issue:9660", + "issue:7782|issue:9670" ], - "prepared_review_unit_hash": "fb55de796e0596e2d38d145baec03bc31556754ab51eb9de5bd896ea9b80e59f", + "prepared_review_unit_hash": "61bb48d77ea0e20a4bc010be1475c83122603e79ff51d884cfa129363f246c99", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33137, - "estimated_input_tokens": 8285, - "estimated_eval_tokens": 16826 + "serialized_chars": 33152, + "estimated_input_tokens": 8288, + "estimated_eval_tokens": 16832 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This looks like a noisy similarity cluster, not a true duplicate set. The items span unrelated bugs/questions across loading, dtype, schedulers, docs, and model usage, so none of the soft pairs should be merged as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 10016 is the most concrete, reproducible bug report in the set (specific failing code path and explicit shape mismatch), so it is the best anchor if one must be chosen, though it is not a true canonical for the rest of the items.", + "summary": "This cluster is very noisy: the items mostly share broad Hugging Face / diffusion-loading language, but they describe different bugs, models, and code paths. I would not merge any of the proposed soft edges.", + "confidence": 0.89, + "canonical_issue_reason": "issue:2068 is the broadest representative of the cluster\u2019s recurring theme: loading-time API behavior for diffusion models, especially around `from_pretrained` type handling.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 10016 is the strongest standalone issue: clear title, explicit failure mode, and actionable model-loading context. It is the best representative issue here even though the cluster itself is heterogeneous.", + "best_issue_reason": "Best available anchor for the cluster, but only loosely: it captures the general model-loading / conversion behavior class better than the narrower, model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:4726", - "right": "issue:7535", - "accept": false, - "reason": "Callback type-hint bug vs tensor type-hint bug; different APIs and different failure modes." - }, { "left": "issue:11144", "right": "issue:9187", "accept": false, - "reason": "Flax UNet dtype initialization issue is unrelated to IP-Adapter image encoder folder handling." + "reason": "Different bugs: one is Flax UNet dtype initialization, the other is IP-Adapter SDXL image encoder folder handling after a Kolors update." }, { "left": "issue:4676", "right": "issue:7049", "accept": false, - "reason": "TAESD latent brightness problem is unrelated to IP adapter unpacking error." + "reason": "Unrelated problems: TAESD latent brightness versus an IP-Adapter unpacking error in the example code." }, { "left": "issue:5931", "right": "issue:7945", "accept": false, - "reason": "Determinism bug vs community pipeline composition question; not the same underlying change." + "reason": "Determinism in StableDiffusionPipeline is not the same as combining community pipelines for image generation." }, { "left": "issue:1111", "right": "issue:540", "accept": false, - "reason": "Checkpoint content/training topic is unrelated to Stable Diffusion memory placement optimization." + "reason": "Completely different topics: checkpoint licensing/training data versus memory usage on Stable Diffusion." }, { "left": "issue:2228", "right": "issue:6446", "accept": false, - "reason": "Both mention loading, but one is GPU placement and the other is Colab/minimal-loading behavior; not the same concrete bug." + "reason": "Both involve loading, but one is GPU placement for a pipeline and the other is Colab minimal-loading behavior; not the same concrete bug." }, { "left": "issue:5162", "right": "issue:5968", "accept": false, - "reason": "Checkpoint-to-safetensors conversion script vs video-to-ONNX conversion script; different tooling and targets." + "reason": "Different conversion requests: checkpoint-to-safetensors versus text/video-to-ONNX export." }, { "left": "issue:5630", "right": "issue:7762", "accept": false, - "reason": "Scheduler-specific SDXL img2img noise issue vs generic quality complaint; too broad to be the same bug." + "reason": "Both concern output quality, but the underlying issues and pipelines differ; not a duplicate bug." }, { "left": "issue:5998", "right": "issue:9069", "accept": false, - "reason": "Unexpected keyword argument in VersatileDiffusionPipeline is unrelated to ndarray type mismatch." + "reason": "A Typer argument error in a pipeline loader is unrelated to a NumPy type mismatch." }, { "left": "issue:5919", "right": "issue:6966", "accept": false, - "reason": "LoRA layer attribute error and attn_processors missing after forward pass are different model internals." + "reason": "Both are attribute errors, but on different objects and code paths (`set_lora_layer` vs `attn_processors`)." }, { "left": "issue:6561", "right": "issue:6811", "accept": false, - "reason": "Both are model-loading failures, but one is a missing IP-Adapter config file and the other is a missing i2vgen-xl repo file; different root causes." + "reason": "Both are missing-file errors, but they concern different repos and different expected files (`config.json` vs `model_index.json`)." }, { "left": "issue:10016", "right": "issue:7939", "accept": false, - "reason": "Both are loading failures, but 10016 is a specific SD3.5M shape mismatch while 7939 is a generic same-folder load failure." + "reason": "SD3.5M single-file shape mismatch is unrelated to loading a model from the same folder." }, { "left": "issue:2068", "right": "issue:851", "accept": false, - "reason": "Both involve dtype, but one is from_pretrained not converting types and the other is a half/float runtime mismatch." + "reason": "Both mention dtype, but one is about `from_pretrained` not converting types while the other is a separate Float-vs-Half runtime error." }, { "left": "issue:2578", "right": "issue:6321", "accept": false, - "reason": "Editable install failure is unrelated to CLIP model detection." + "reason": "Editable install failure is unrelated to a missing CLIP model detection issue." }, { "left": "issue:2250", "right": "issue:4972", "accept": false, - "reason": "Dreambooth inference prompt failure and Wuerstchen example runtime failure are different pipelines/problems." + "reason": "Dreambooth prompt-generation failure and Wuerstchen example failure are different workflows and failures." }, { "left": "issue:1055", "right": "issue:1099", "accept": false, - "reason": "Missing LatentDiffusionPipeline and missing dreambooth class name are unrelated API availability issues." + "reason": "A missing pipeline class and a missing Dreambooth class name are different API availability issues." }, { "left": "issue:11749", "right": "issue:9613", "accept": false, - "reason": "Floating-point timestep error is not the same as missing Timesteps.scale attribute." + "reason": "Both touch scheduler/timesteps internals, but one is floating-point precision and the other is a missing `scale` attribute after a version change." }, { "left": "issue:1273", "right": "issue:3539", "accept": false, - "reason": "Training loss question and main_process_first question are unrelated documentation/usage issues." + "reason": "Training-loss question and `main_process_first` usage question are unrelated." }, { "left": "issue:3970", "right": "issue:4618", "accept": false, - "reason": "Prompt-embeddings failure in SDXL is unrelated to using a specific checkpoint with ControlNet." + "reason": "Prompt embeddings not working is not the same as asking how to use a specific SDXL checkpoint with ControlNet." }, { "left": "issue:5150", "right": "issue:6685", "accept": false, - "reason": "Missing from_single_file implementation and absolute output_dir support are separate feature/bug requests." + "reason": "Missing `from_single_file` support and unsupported absolute output paths are different feature/validation issues." }, { "left": "issue:5405", "right": "issue:6439", "accept": false, - "reason": "Weight overwriting bug in from_single_file is unrelated to a broken docs link." + "reason": "Single-file weight overwrite behavior and a docs 404 are unrelated." }, { "left": "issue:5630", "right": "issue:7616", "accept": false, - "reason": "Both mention image artifacts, but one is LMS scheduler leftovers and the other is low-denoise Playground 2.5 behavior; not the same concrete bug." + "reason": "Both are image-quality complaints, but one is scheduler noise in SDXL img2img and the other is low-denoise artifacts in a different setup." }, { "left": "issue:6242", "right": "issue:6441", "accept": false, - "reason": "Dataset log request and Colab loading failure are unrelated." + "reason": "A request for dataset logs is unrelated to a Colab `from_pretrained` failure." }, { "left": "issue:7054", "right": "issue:9660", "accept": false, - "reason": "Mutating the input LoRA state_dict and failing to set eval mode are distinct from model-loading lifecycle bugs." + "reason": "LoRA state-dict mutation and module eval-mode handling are separate loading-behavior bugs." + }, + { + "left": "issue:7782", + "right": "issue:9670", + "accept": false, + "reason": "Invalid safetensors conversion input and a missing PEFT backend for LoRA loading are different errors." } ] }, @@ -94167,10 +94232,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:1070", "issue:11088", @@ -94195,6 +94260,7 @@ "issue:347", "issue:3728", "issue:4263", + "issue:4363", "issue:4701", "issue:4773", "issue:4919", @@ -94202,6 +94268,7 @@ "issue:547", "issue:5574", "issue:5578", + "issue:5989", "issue:6297", "issue:6412", "issue:6506", @@ -94210,7 +94277,6 @@ "issue:7322", "issue:7450", "issue:759", - "issue:7782", "issue:7864", "issue:7946", "issue:8906", @@ -94218,11 +94284,9 @@ "issue:9515", "issue:9516", "issue:9648", - "issue:9670", "issue:9836" ], "soft_pairs": [ - "issue:7782|issue:9670", "issue:8906|issue:9515", "issue:11088|issue:12082", "issue:1363|issue:1918", @@ -94245,72 +94309,67 @@ "issue:2761|issue:547", "issue:3171|issue:6412", "issue:3728|issue:7864", - "issue:4263|issue:8918" + "issue:4263|issue:8918", + "issue:4363|issue:5989" ], - "prepared_review_unit_hash": "20f88ebaa99166f4119ddb8a74cae9d4be9a8b542a2052bad6971680d0186468", + "prepared_review_unit_hash": "9a7ce842e34eaedef82f4bae43a8896979a603ccc8d932325a545d5dbf5a54a6", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33759, - "estimated_input_tokens": 8440, - "estimated_eval_tokens": 17136 + "serialized_chars": 33699, + "estimated_input_tokens": 8425, + "estimated_eval_tokens": 17106 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is broad and mostly contains unrelated bugs, feature requests, and docs questions. The Wan-related items share a family, but their failure modes differ enough that none of the soft pairs look like true duplicates.", - "confidence": 0.79, - "canonical_issue_reason": "No single issue cleanly represents the whole cluster; issue 12113 is the best anchor because it is the most concrete, reproducible bug report with a precise error and inbound references.", + "summary": "Mostly a heterogeneous set of unrelated model, pipeline, memory, and training issues. The only plausible duplicate pair is the SD3Transformer2DModel attention/normalization reports (8906/9515); the rest do not share the same concrete bug path.", + "confidence": 0.81, + "canonical_issue_reason": "issue:9515 is the clearest candidate in the only plausible duplicate pair, because it names the SD3Transformer2DModel/JointAttnProcessor2_0 normalization gap directly, while 8906 is a shorter and less explicit question about qk_norm.", "canonical_pr_reason": null, - "best_issue_reason": "issue 12113 is the strongest triage candidate: it states an exact runtime mismatch in WanImageToVideoPipeline and is actionable to reproduce and fix.", + "best_issue_reason": "issue:12113 is the strongest standalone bug report in this set: it identifies a specific WanImageToVideoPipeline channel-mismatch runtime error and has inbound references, making it more concrete than the other issue titles available here.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:7782", - "right": "issue:9670", - "accept": false, - "reason": "Both are loading-related, but one is a safetensors unpacking failure and the other is a missing PEFT backend; different root causes." - }, { "left": "issue:8906", "right": "issue:9515", - "accept": false, - "reason": "Both mention SD3Transformer2DModel, but one asks about qk_norm and the other reports missing RMSNorm in a processor; not the same bug." + "accept": true, + "reason": "Both point to the same SD3Transformer2DModel attention/normalization implementation gap in the same code path." }, { "left": "issue:11088", "right": "issue:12082", "accept": false, - "reason": "Same Wan family, but one is a GGUF load error and the other is VAE memory growth after compile; different code paths." + "reason": "Different components and failures: GGUF load error for Wan2.1 transformer vs VAE memory increase after compile." }, { "left": "issue:1363", "right": "issue:1918", "accept": false, - "reason": "Different scheduler/pipeline problems: ONNX long-prompt community pipeline versus DDIM scheduler on a ddpm example." + "reason": "Both mention schedulers, but the pipelines and concrete errors differ; no clear same underlying bug." }, { "left": "issue:4701", "right": "issue:7450", "accept": false, - "reason": "Both involve AutoencoderKL, but one is a float32 CUDA differentiation error and the other is a multi-thread issue; not the same defect." + "reason": "AutoencoderKL CUDA differentiation error is unrelated to multi-thread issues." }, { "left": "issue:6297", "right": "issue:7322", "accept": false, - "reason": "Both are Dreambooth training complaints, but one is a generic training failure and the other is a SIGKILL during a specific script run." + "reason": "Same training script family, but different failure modes; SIGKILL/OOM is not the same bug as inability to train on photos." }, { "left": "issue:1883", @@ -94328,104 +94387,113 @@ "left": "issue:5574", "right": "issue:9516", "accept": false, - "reason": "One asks how to train part of UNet attention with LoRA; the other reports joint_attention_kwargs not being passed in FLUX." + "reason": "Different topics: LoRA training attention params vs FLUX joint_attention_kwargs propagation." }, { "left": "issue:5578", "right": "issue:7946", "accept": false, - "reason": "Missing model_index.json and custom_pipeline caching are different loading/caching failures." + "reason": "Missing model_index.json loading error is unrelated to custom pipeline caching." }, { "left": "issue:11363", "right": "issue:12900", "accept": false, - "reason": "Both are OOM reports, but they involve different models and workflows, so they are not the same bug." + "reason": "Both are OOM reports, but for different models/pipelines and likely different memory hotspots." }, { "left": "issue:6506", "right": "issue:9648", "accept": false, - "reason": "One is an output type bug in StableVideoDiffusionPipeline; the other is a memory overflow from VAE tiling." + "reason": "Output type mismatch in StableVideoDiffusionPipeline is unrelated to VAE tiling memory overflow." }, { "left": "issue:1403", "right": "issue:2026", "accept": false, - "reason": "Safety checker output mismatch and cpu_offload failing in PaintByExample are unrelated issues." + "reason": "Safety checker output differences are unrelated to cpu_offload behavior in PaintByExample." }, { "left": "issue:1541", "right": "issue:1730", "accept": false, - "reason": "Both mention model loading/CKPTs, but one is Dreambooth MODEL_TYPE detection and the other is a webui conversion/load incompatibility." + "reason": "Both involve Dreambooth/CKPT loading, but one is model-type detection and the other is a converted-model load issue in webui." }, { "left": "issue:1969", "right": "issue:5425", "accept": false, - "reason": "A tensor view/stride runtime error is unrelated to checkpoint saving compatibility with accelerate and PyTorch 2.1." + "reason": "Tensor view/stride runtime error is unrelated to checkpoint-saving compatibility issues." }, { "left": "issue:7147", "right": "issue:7183", "accept": false, - "reason": "Importing StableCascadeDecoderPipeline and a wrong scheduler class name are distinct issues." + "reason": "Importing StableCascadeDecoderPipeline and scheduler class-name metadata are different bugs." }, { "left": "issue:11878", "right": "issue:12113", "accept": false, - "reason": "Same Wan umbrella, but one is GGUF loading for a 1.3B model and the other is an input channel mismatch in WanImageToVideoPipeline." + "reason": "Both are Wan-related, but one is GGUF 1.3B model loading while the other is a 3D input channel mismatch in a pipeline." }, { "left": "issue:1070", "right": "issue:347", "accept": false, - "reason": "Stable diffusion inpainting bug and a huggingface-hub installation/version error are unrelated." + "reason": "Stable diffusion inpainting bug is unrelated to installation dependency resolution failure." }, { "left": "issue:11547", "right": "issue:13065", "accept": false, - "reason": "Both mention controlnet, but one is a Flux fill support request and the other is a Qwen-Image inpaint/canny feature request." + "reason": "Different controlnet feature requests for different models; not the same underlying change." }, { "left": "issue:12060", "right": "issue:9836", "accept": false, - "reason": "Both are DiT-related, but one asks whether a block exists in the codebase and the other requests recording layer_id; not the same change." + "reason": "A question about DiT block existence is not the same as a feature request to record layer_id." }, { "left": "issue:2761", "right": "issue:547", "accept": false, - "reason": "These are separate documentation requests about different topics." + "reason": "Separate documentation requests with different scopes." }, { "left": "issue:3171", "right": "issue:6412", "accept": false, - "reason": "LPW prompt support for controlnet and annotator export to ONNX are different features." + "reason": "LPW prompt support for controlnet and ControlNet annotators to ONNX are unrelated." }, { "left": "issue:3728", "right": "issue:7864", "accept": false, - "reason": "A new shifted-diffusion pipeline proposal and MotionMaster video generation are different pipeline ideas." + "reason": "Different new-pipeline proposals for different tasks; not the same change." }, { "left": "issue:4263", "right": "issue:8918", "accept": false, - "reason": "LoRA unloading being broken is unrelated to train_dreambooth_sd3.py still failing." + "reason": "LoRA unloading and SD3 DreamBooth training being broken are different problems." + }, + { + "left": "issue:4363", + "right": "issue:5989", + "accept": false, + "reason": "Loading an SDXL VAE checkpoint and a safetensors.torch bug are not the same issue." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "Rejecting because the summary overstates evidence for issue:12113. The packet only shows the title/body length and inbound references; it does not support claims like \"reproducible\" or \"stack-trace-level detail.\" The rest of the verdicts look conservative and grounded, including the SD3Transformer2DModel pair as a plausible duplicate." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -94437,10 +94505,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10381", "issue:10526", @@ -94466,15 +94534,14 @@ "issue:3574", "issue:3643", "issue:3853", + "issue:3885", "issue:3908", "issue:4236", "issue:4250", - "issue:4363", "issue:4468", "issue:5064", "issue:5395", "issue:5567", - "issue:5989", "issue:6297", "issue:6366", "issue:660", @@ -94487,12 +94554,12 @@ "issue:7945", "issue:7955", "issue:8541", + "issue:8594", "issue:8637", "issue:9450", "issue:9792" ], "soft_pairs": [ - "issue:4363|issue:5989", "issue:5395|issue:7945", "issue:7773|issue:9792", "issue:3643|issue:7891", @@ -94515,186 +94582,187 @@ "issue:11447|issue:8541", "issue:1197|issue:3287", "issue:244|issue:280", - "issue:2459|issue:5567" + "issue:2459|issue:5567", + "issue:3885|issue:8594" ], - "prepared_review_unit_hash": "22ed0eef120833587681d66bea82e56b80e8504e3837e707e855edd660eae469", + "prepared_review_unit_hash": "a9c00d254c2f836af20b0bba78695888d1d8efeb8da602ea59437cab86054318", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 34164, - "estimated_input_tokens": 8541, - "estimated_eval_tokens": 17338 + "serialized_chars": 34255, + "estimated_input_tokens": 8564, + "estimated_eval_tokens": 17384 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated bug reports across different subsystems. The only plausible duplicate pair is the two HeaderTooLarge loading failures around safetensors/model loading.", - "confidence": 0.74, - "canonical_issue_reason": "issue:3853 is the older and broader report of the same loading failure, making it the better canonical issue for the HeaderTooLarge/safetensors duplicate pair.", + "summary": "This cluster is mostly heterogeneous issue reports that share only broad subsystem overlap (generation, training, loading, device placement). The only plausibly duplicate pair is the Flux/optimum.quanto quantization-related reports.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 10381 is the best umbrella representative: it is the broadest Flux/quantization report here and the only one that plausibly covers another item in the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:3853 is the most suitable canonical issue in this set because it is a concrete, reusable bug report with a clear failure mode and broad enough wording to cover the matching duplicate.", + "best_issue_reason": "10381 is the strongest global issue representative because it captures the most general and potentially shared Flux/quanto failure mode among the listed items.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:4363", - "right": "issue:5989", - "accept": false, - "reason": "Both concern loading problems, but one is about loading an SDXL safetensors file and the other is a safetensors.torch bug; too different to be the same underlying issue." - }, { "left": "issue:5395", "right": "issue:7945", "accept": false, - "reason": "Different topics entirely: LoRA combination bug versus a community pipeline feature request." + "reason": "Both are image-generation-related, but one is a PEFT/Lora composition bug and the other is a community pipeline combination request; different problems and code paths." }, { "left": "issue:7773", "right": "issue:9792", "accept": false, - "reason": "One is a Stable Video Diffusion batch-size generation bug; the other is dataset cache loading. No shared code-path bug." + "reason": "Stable Video Diffusion batch-size generation failure is unrelated to dataset cache mapping." }, { "left": "issue:3643", "right": "issue:7891", "accept": false, - "reason": "Different failures: latent decoding overflow versus CPU/CUDA device mismatch." + "reason": "One is a latent-decoding INT_MAX/upsample limit, the other is a CPU/CUDA device mismatch; not the same bug." }, { "left": "issue:6297", "right": "issue:6366", "accept": false, - "reason": "One is training failure on photos; the other is checkpoint resuming/loading incorrectly. Related training area, but not the same bug." + "reason": "Both concern SDXL LoRA training, but one is a general training failure and the other is checkpoint reload logic; not the same concrete defect." }, { "left": "issue:1865", "right": "issue:2234", "accept": false, - "reason": "Zero stage3 dimension error and xformers attention failure are distinct training-path issues." + "reason": "Zero-stage3 dimension error and xformers memory-efficient attention finetuning failure are distinct training issues." }, { "left": "issue:2439", "right": "issue:660", "accept": false, - "reason": "Inpainting pipeline loading/running issue is unrelated to fp16 on MPS." + "reason": "Inpainting pipeline loading/running is unrelated to MPS fp16 revision behavior." }, { "left": "issue:10920", "right": "issue:7785", "accept": false, - "reason": "Scheduler infinities at first step versus slow first inference are different symptoms and likely different fixes." + "reason": "DDIMInverseScheduler inf values and slow first inference in diffusers 0.27.x are different failures." }, { "left": "issue:11872", "right": "issue:9450", "accept": false, - "reason": "CPU offloading inefficiency is a performance/movement problem; the FluxPipeline issue is a device mismatch error. Not the same bug." + "reason": "CPU offloading inefficiency is a performance regression; the Flux multi-GPU report is a device placement error." }, { "left": "issue:4236", "right": "issue:5064", "accept": false, - "reason": "Text encoder registration bug and refiner out-of-memory are unrelated." + "reason": "Text encoder registration in SDXL Refiner is unrelated to out-of-space inference behavior." }, { "left": "issue:7864", "right": "issue:7955", "accept": false, - "reason": "Different community models/features with no shared underlying failure." + "reason": "These are different model/pipeline proposals with no shared bug or change." }, { "left": "issue:1922", "right": "issue:3574", "accept": false, - "reason": "Notebook undefined helper function and Windows from_ckpt loading bug are unrelated." + "reason": "Undefined notebook helper and Windows from_ckpt loading issue are unrelated." }, { "left": "issue:3853", "right": "issue:7591", - "accept": true, - "reason": "Both report HeaderTooLarge during model/LoRA loading, pointing to the same underlying safetensors/header parsing failure across different load entrypoints." + "accept": false, + "reason": "Both mention HeaderTooLarge, but one is LoRA weight loading and the other is single-file loading with local_files_only; insufficiently same concrete bug." }, { "left": "issue:3908", "right": "issue:4250", "accept": false, - "reason": "Streamlit caching and from_pretrained misloading are different problems." + "reason": "Streamlit caching and from_pretrained loading are different concerns." }, { "left": "issue:10381", "right": "issue:10526", - "accept": false, - "reason": "Both involve Flux/Quanto, but one is a quantization+LoRA inference error and the other is a specific WeightQBytesTensor constructor TypeError; too narrow to merge confidently." + "accept": true, + "reason": "Both are Flux + optimum.quanto / quantization inference failures, and the titles point to the same underlying FP8/quantized loading path." }, { "left": "issue:12433", "right": "issue:13256", "accept": false, - "reason": "Documentation/versioning incompatibility versus a generic compatibility claim; not the same bug or change." + "reason": "Documentation/version-compatibility guidance and a generic package version question are not the same issue." }, { "left": "issue:1284", "right": "issue:4468", "accept": false, - "reason": "Longer sample time from bigger batch size is not the same as multi-GPU performance differences in sample code." + "reason": "Longer sample time with larger batch size is not the same as multi-GPU performance differences." }, { "left": "issue:10928", "right": "issue:7492", "accept": false, - "reason": "Missing shard file in offline mode is unrelated to repository-not-found errors." + "reason": "Missing local shard file and repository-not-found are different model-loading failures." }, { "left": "issue:10782", "right": "issue:11055", "accept": false, - "reason": "A minor Lumina issue is not the same as colorized outputs in unconditional training." + "reason": "Lumina minor issue and unconditional training colorization are unrelated." }, { "left": "issue:11083", "right": "issue:8637", "accept": false, - "reason": "Stride mismatch warning under torch-DDP is unrelated to an import error for PixArtSigmaPipeline." + "reason": "DDP stride-mismatch warning and missing PixArtSigmaPipeline import are distinct issues." }, { "left": "issue:11447", "right": "issue:8541", "accept": false, - "reason": "Offline shard resolution failure and model repository-not-found are different hub-loading issues." + "reason": "Offline shard resolution and SD3 repository lookup failure are different loading problems." }, { "left": "issue:1197", "right": "issue:3287", "accept": false, - "reason": "Community pipeline request versus improved DDPM support request; different feature work." + "reason": "Community pipeline request and improved DDPM support request are separate feature proposals." }, { "left": "issue:244", "right": "issue:280", "accept": false, - "reason": "Documentation/formatter contributor guidance is unrelated to adding a scheduler." + "reason": "Formatter contributor docs and DEIS scheduler addition are unrelated." }, { "left": "issue:2459", "right": "issue:5567", "accept": false, - "reason": "Xformers attention not working in a LoRA training script and accelerator.prepare overwriting unet.config are distinct training bugs." + "reason": "xformers enablement in a training script and accelerator.prepare overwriting unet.config are different bugs." + }, + { + "left": "issue:3885", + "right": "issue:8594", + "accept": false, + "reason": "VRAM usage for a training script and an UnboundLocalError in SD3 training are different problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, issue:3853 and issue:7591, clearly share the same HeaderTooLarge safetensors-loading failure, and the other soft-edge rejections do not overstate similarity." + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft pair, issue 10381 vs 10526, is plausibly the same Flux/optimum.quanto FP8/quantized-loading failure family. The other pair rejections are generally justified by the titles and do not overclaim mergeability or duplication." }, "evaluator_used": true, "retried": false, @@ -94713,7 +94781,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10085", "issue:10227", @@ -94727,9 +94795,10 @@ "issue:12610", "issue:13001", "issue:2841", + "issue:2941", "issue:2966", + "issue:3431", "issue:3781", - "issue:3885", "issue:4057", "issue:4418", "issue:4453", @@ -94750,7 +94819,6 @@ "issue:7593", "issue:7752", "issue:7836", - "issue:8594", "issue:8637", "issue:8759", "issue:8786", @@ -94764,7 +94832,6 @@ "issue:9953" ], "soft_pairs": [ - "issue:3885|issue:8594", "issue:4057|issue:7752", "issue:4453|issue:4680", "issue:4788|issue:5225", @@ -94787,180 +94854,181 @@ "issue:10710|issue:9138", "issue:10860|issue:10963", "issue:11321|issue:7836", - "issue:11343|issue:8637" + "issue:11343|issue:8637", + "issue:2941|issue:3431" ], - "prepared_review_unit_hash": "78da4db82cd730bda7fcf9bc06cccd39ab71fe8a36886494dac0eaa196e20b57", + "prepared_review_unit_hash": "b503f0b16f3ec773c369565fa88034930ad5a6445a6b6196ea1f7c05f8fa9ef1", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33499, - "estimated_input_tokens": 8375, - "estimated_eval_tokens": 17006 + "serialized_chars": 33476, + "estimated_input_tokens": 8369, + "estimated_eval_tokens": 16994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: mostly unrelated issue reports across different pipelines, schedulers, training scripts, and loading/quantization paths. No soft-edge pair looks like the same underlying bug strongly enough to merge.", - "confidence": 0.55, - "canonical_issue_reason": "issue:9051 is the clearest, most concrete runtime bug report in the set (FluxPipeline batch inference), so it works best as a representative issue even though the cluster is not truly cohesive.", + "summary": "This set is highly heterogeneous: the items span unrelated bugs, feature requests, docs, training scripts, and loading/runtime failures. None of the proposed soft pairs look like true duplicates or one mergeable change.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:9051 is the strongest standalone issue candidate because it is specific, reproducible, and tied to a concrete pipeline code path rather than a broad question or vague regression.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:3885", - "right": "issue:8594", - "accept": false, - "reason": "VRAM usage discussion for training vs an UnboundLocalError in a SD3 LoRA script; different bugs and fixes." - }, { "left": "issue:4057", "right": "issue:7752", "accept": false, - "reason": "Blurred inpainting output vs a question about num_class_images during training; unrelated topics." + "reason": "Both are about training/inpainting, but one reports blurred finetuned inpainting output while the other asks about class-image counts; different problems." }, { "left": "issue:4453", "right": "issue:4680", "accept": false, - "reason": "LoRA conversion workflow vs SDXL inpainting fine-tuning; not the same bug." + "reason": "Different topics: LoRA export/conversion to A1111 format versus SDXL inpainting finetuning behavior." }, { "left": "issue:4788", "right": "issue:5225", "accept": false, - "reason": "Both concern memory, but one is SD XL inpaint OOM on 6 GB and the other is a forward-pass OOM on SDXL with Adafactor; different concrete failures." + "reason": "Both mention SDXL memory, but one is about inpaint OOM on 6GB VRAM and the other about forward-pass OOM on 24GB; not the same bug." }, { "left": "issue:5150", "right": "issue:9025", "accept": false, - "reason": "Missing from_single_file on Upscale pipeline vs Flax pipeline usage on Kaggle TPU; different pipeline/backend support issues." + "reason": "One is a missing from_single_file implementation for an upscale pipeline; the other is a usage question about FlaxStableDiffusionPipeline on TPU." }, { "left": "issue:5160", "right": "issue:9241", "accept": false, - "reason": "Dreambooth/LoRA masking vs an XLab-to-diffusers conversion script; unrelated change requests." + "reason": "Dreambooth/LoRA masking is a training-feature request, while the other is a script to convert XLab LoRAs; different scope and code path." }, { "left": "issue:5442", "right": "issue:6313", "accept": false, - "reason": "ScaleCrafter pipeline feature vs Null-Text Inversion pipeline implementation; different artifacts entirely." + "reason": "ScaleCrafter pipeline support and Null-Text Inversion are unrelated pipeline features." }, { "left": "issue:6533", "right": "issue:9387", "accept": false, - "reason": "Marigold depth-estimation pipeline vs MimicMotion pipeline; no shared bug." + "reason": "Marigold depth estimation and MimicMotion are different pipelines with no shared underlying bug." }, { "left": "issue:7593", "right": "issue:9267", "accept": false, - "reason": "IP-Adapter image projection NoneType error vs missing rope attribute in Flux transformer; different code paths." + "reason": "Both involve Flux-related internals, but one is an IP-Adapter image-embed NoneType error and the other is a missing rope attribute; distinct failures." }, { "left": "issue:8759", "right": "issue:8786", "accept": false, - "reason": "SD3 image casting warning vs SD3 token-count/sequence-length behavior; related model family but distinct defects." + "reason": "Both are SD3/tokenization-related warnings, but one is an image cast warning and the other is a max_sequence_length token-count issue." }, { "left": "issue:4418", "right": "issue:5763", "accept": false, - "reason": "Inpainting denoising_start behavior vs save_pretrained safetensors serialization; unrelated." + "reason": "Both mention save/load behavior, but one is SDXL inpaint denoising_start and the other is safe_serialization/save_pretrained output format." }, { "left": "issue:5846", "right": "issue:9523", "accept": false, - "reason": "Checkpoint resume error in one training script vs mapping errors across multiple training scripts; not the same concrete bug." + "reason": "Resume-from-checkpoint in an SDXL LoRA example is unrelated to mapping errors in SD3/SDXL/Flux controlnet training scripts." }, { "left": "issue:10085", "right": "issue:9051", "accept": false, - "reason": "Both mention batch inference, but one is LyCORIS/skip_guidance_layers runtime failure and the other is generic FluxPipeline batch support; different underlying problems." + "reason": "Both mention Flux batch inference, but one is a LyCORIS/skip_guidance_layers runtime error and the other is a broader unsupported-batch-inference limitation; not the same concrete bug." }, { "left": "issue:11062", "right": "issue:13001", "accept": false, - "reason": "CivitAI LoRA loading error vs Flux2.Klein GGUF shape mismatch; different model/file-format issues." + "reason": "Different loading failures: a missing AutoencoderKLWan import versus a shape mismatch when loading a Flux2.Klein GGUF." }, { "left": "issue:5710", "right": "issue:6949", "accept": false, - "reason": "Missing self.sigmas during scheduler init vs blank images at even step counts; different scheduler bugs." + "reason": "Both are scheduler bugs, but one lacks self.sigmas at init and the other produces blank images on even step numbers; separate defects." }, { "left": "issue:10227", "right": "issue:9138", "accept": false, - "reason": "LoRA feature-size NotImplementedError vs a generic int/string comparison TypeError; unrelated." + "reason": "A LoRA feature-support limitation is not the same as a generic TypeError comparing int and str." }, { "left": "issue:12610", "right": "issue:9953", "accept": false, - "reason": "Both involve quantized/device movement, but one is Quanto + Group Offload and the other is moving a quantized pipeline to CUDA; too different for one fix." + "reason": "Both involve quantized/offloaded pipelines, but one is a Quanto+group-offload device mismatch and the other is moving a quantized pipeline to CUDA; different code paths." }, { "left": "issue:2841", "right": "issue:459", "accept": false, - "reason": "Sampling temperature support in schedulers vs Incremental Diffusion proposal; not duplicates." + "reason": "Sampling temperature in schedulers is unrelated to the broader incremental diffusion request." }, { "left": "issue:2966", "right": "issue:6444", "accept": false, - "reason": "Multi-GPU training problem in instruct-pix2pix vs checkpointing/peft_config error in SDXL LoRA training; different failures." + "reason": "Multi-GPU training script problems and checkpointing-related CLIPTextModel peft_config errors are not the same issue." }, { "left": "issue:1066", "right": "issue:3781", "accept": false, - "reason": "Docs builder behavior in forks vs loading multiple LoRAs; unrelated." + "reason": "Fork doc-builder behavior and inability to load multiple LoRAs are unrelated." }, { "left": "issue:10710", "right": "issue:9138", "accept": false, - "reason": "DDUF format support question vs a TypeError; no shared bug." + "reason": "A DDUF format support question is unrelated to a TypeError comparing int and str." }, { "left": "issue:10860", "right": "issue:10963", "accept": false, - "reason": "LoRA interoperability with ComfyUI vs missing AutoencoderKLWan import; different modules and problems." + "reason": "LoRA compatibility in ComfyUI and an AutoencoderKLWan import error are distinct model-loading problems." }, { "left": "issue:11321", "right": "issue:7836", "accept": false, - "reason": "Flux controlnet README bug vs CLIP training overfitting; one is documentation, the other is model behavior." + "reason": "A Flux ControlNet README bug and a CLIP training overfitting report do not share an underlying code bug." }, { "left": "issue:11343", "right": "issue:8637", "accept": false, - "reason": "General import failures after a transformers update vs missing PixArtSigmaPipeline export; similar symptom category but not the same root cause." + "reason": "Transformers import breakage and a missing PixArtSigmaPipeline export are both import issues, but not the same missing-module bug." + }, + { + "left": "issue:2941", + "right": "issue:3431", + "accept": false, + "reason": "EulerAncestralDiscreteScheduler output quality and inpainting+ControlNet poor results are different pipeline-quality problems." } ] }, @@ -94979,10 +95047,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10638", "issue:1156", @@ -94993,12 +95061,10 @@ "issue:1798", "issue:2233", "issue:2645", - "issue:2941", "issue:2961", "issue:3103", "issue:3249", "issue:3296", - "issue:3431", "issue:3467", "issue:3871", "issue:3967", @@ -95022,6 +95088,7 @@ "issue:7350", "issue:7400", "issue:7438", + "issue:7456", "issue:7950", "issue:7991", "issue:8507", @@ -95029,12 +95096,12 @@ "issue:8788", "issue:9090", "issue:9370", + "issue:9467", "issue:9793", "issue:9844", "issue:9889" ], "soft_pairs": [ - "issue:2941|issue:3431", "issue:4598|issue:5002", "issue:4615|issue:7950", "issue:5166|issue:9370", @@ -95057,180 +95124,181 @@ "issue:1798|issue:5429", "issue:2233|issue:2961", "issue:3967|issue:6958", - "issue:7300|issue:7350" + "issue:7300|issue:7350", + "issue:7456|issue:9467" ], - "prepared_review_unit_hash": "5da8f444764b5cada32b9bac1ac3965707508596bb5e04ec366b6dfe6b7f9541", + "prepared_review_unit_hash": "7af77ff7c54f7ebf6b7e97ec481296069695becd3aea6a390111d0ff62b3cad4", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33728, - "estimated_input_tokens": 8432, - "estimated_eval_tokens": 17120 + "serialized_chars": 33656, + "estimated_input_tokens": 8414, + "estimated_eval_tokens": 17084 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are broadly about diffusers, but they span many unrelated bugs/features (training scripts, SDXL/SD3, schedulers, VAE, ControlNet, platform-specific failures). I don\u2019t see a single underlying defect shared across the cluster, so no canonical duplicate target stands out.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The cluster is a loose set of mostly unrelated Diffusers bug reports spanning training, pipelines, schedulers, and platform issues. None of the soft edges look like true duplicates, so they should all be kept separate.", + "confidence": 0.86, + "canonical_issue_reason": "issue:8507 is the best anchor: it is open, recent, and has a concrete, actionable SD3 training failure with a clear code path.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:8507 is the strongest representative available despite the cluster being heterogeneous; it is specific enough to triage and still active.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:2941", - "right": "issue:3431", - "accept": false, - "reason": "Both mention diffusion image quality, but one is scheduler output quality and the other is inpainting+ControlNet; different pipelines and failure modes." - }, { "left": "issue:4598", "right": "issue:5002", "accept": false, - "reason": "Missing dependency error handling is unrelated to a scheduler argument omission." + "reason": "Missing dependency error handling is unrelated to a scheduler argument mismatch." }, { "left": "issue:4615", "right": "issue:7950", "accept": false, - "reason": "ImportError for a missing class is unrelated to a PyTorch version compatibility issue." + "reason": "ImportError for a pipeline class and a PyTorch compatibility regression are different failure modes." }, { "left": "issue:5166", "right": "issue:9370", "accept": false, - "reason": "VQ-VAE scaling in an unconditional LDM pipeline is unrelated to a missing pooled_projection argument in SD3 embeddings." + "reason": "VQVAE scaling-factor omission is not the same bug as a missing pooled_projection argument." }, { "left": "issue:6481", "right": "issue:7057", "accept": false, - "reason": "Both are training/checkpoint related in name only; one is batch-size behavior in DreamBooth, the other is a generic checkpoint failure." + "reason": "Batch-size-specific Dreambooth failure and a generic checkpoint issue are different code paths." }, { "left": "issue:6632", "right": "issue:8708", "accept": false, - "reason": "One asks whether save_state is necessary for LoRA scripts; the other reports a missing SD3 VAE config field. Different issues." + "reason": "Save-state questions for LoRA training are unrelated to missing SD3 VAE shift_factor support." }, { "left": "issue:7400", "right": "issue:9889", "accept": false, - "reason": "Both are inference failures, but stable video diffusion black images and an SDXL-turbo segmentation fault are different code paths." + "reason": "Black-image output in stable video diffusion is not the same as an SDXL-turbo segfault." }, { "left": "issue:7438", "right": "issue:9793", "accept": false, - "reason": "One is XPU generation stalling; the other is a progress bar update bug. No shared underlying defect." + "reason": "XPU generation stalling and a progress bar not updating are distinct symptoms and likely different bugs." }, { "left": "issue:5475", "right": "issue:6726", "accept": false, - "reason": "A named video model paper/topic and a content-consistent super-resolution model are not duplicates." + "reason": "These are different model/paper requests, not the same underlying bug or change." }, { "left": "issue:3467", "right": "issue:3871", "accept": false, - "reason": "ControlNet resume step counting and text-to-image checkpoint resume errors are separate training bugs." + "reason": "Both mention resume behavior, but one is ControlNet step accounting and the other is a generic text-to-image checkpoint error." }, { "left": "issue:7991", "right": "issue:9090", "accept": false, - "reason": "A tutorial bug is unrelated to a scheduler timesteps repetition bug." + "reason": "A tutorial bug and a PNDM timestep duplication issue are unrelated." }, { "left": "issue:1323", "right": "issue:579", "accept": false, - "reason": "Flax model dtype loading and missing config.json are different loading failures." + "reason": "Missing dtype on Flax model loading is unrelated to a missing config.json in textual inversion." }, { "left": "issue:1572", "right": "issue:3103", "accept": false, - "reason": "One is a broken mega pipeline for img2img/inpainting; the other is inpainting size handling. Related area, but not the same bug." + "reason": "Inpainting support failures and height/width handling are different issues in the same broad area." }, { "left": "issue:4340", "right": "issue:8507", "accept": false, - "reason": "Both involve SDXL/SD3 training, but one is SDXL LoRA with train_text_encoder and the other is SD3 DreamBooth text encoder failure." + "reason": "Both involve train_text_encoder, but they affect different training scripts/models and are not the same concrete bug." }, { "left": "issue:5693", "right": "issue:8788", "accept": false, - "reason": "Loading a VAE with error is not the same as VAE tiling support for non-power-of-2 images." + "reason": "VAE load errors and SD3 VAE tiling support are different problems." }, { "left": "issue:1156", "right": "issue:3296", "accept": false, - "reason": "A generic training failure is too broad to match a checkpoint save/load bug tied to text_encoder in DreamBooth." + "reason": "A broad training failure and checkpoint save/load with text_encoder are not the same bug." }, { "left": "issue:3249", "right": "issue:487", "accept": false, - "reason": "An AttnUpBlock2D argument mismatch is unrelated to StableDiffusionPipeline not working on M1 CPU." + "reason": "An AttnUpBlock2D argument mismatch is unrelated to M1 CPU pipeline failure." }, { "left": "issue:2645", "right": "issue:5365", "accept": false, - "reason": "A macOS CUDA assertion in ControlNet is unrelated to a txt2video num_inference_steps error." + "reason": "Mac/CUDA ControlNet failure and txt2video num_inference_steps handling are different issues." }, { "left": "issue:10638", "right": "issue:9844", "accept": false, - "reason": "SDXL scheduler scheduling script problems and SDXL VAE encoder NaNs are separate failure modes." + "reason": "Scheduler scheduling_dpmsolver_multistep.py running issue and SDXL VAE NaNs do not share the same code path." }, { "left": "issue:12666", "right": "issue:12881", "accept": false, - "reason": "Kandinsky video pipeline availability in a release is unrelated to a prompt2prompt word replacement bug." + "reason": "Missing Kandinsky 5.0 video pipeline and prompt2prompt prompt replacement are unrelated." }, { "left": "issue:1798", "right": "issue:5429", "accept": false, - "reason": "A Flax DreamBooth v_prediction limitation is not the same as supporting models without a VAE in other examples." + "reason": "v_prediction support for dreambooth is not the same as supporting models without VAE in other examples." }, { "left": "issue:2233", "right": "issue:2961", "accept": false, - "reason": "Textual inversion validation/gradient accumulation issues are unrelated to adding a StableUnCLIP training example." + "reason": "Textual inversion validation/accumulation issues are unrelated to a StableUnCLIP training example request." }, { "left": "issue:3967", "right": "issue:6958", "accept": false, - "reason": "SDXL branch/deletion breakage is unrelated to a unet_motion_model configuration field being absent." + "reason": "Deleted-branch SDXL breakage and unet_motion_model projection wiring are unrelated." }, { "left": "issue:7300", "right": "issue:7350", "accept": false, - "reason": "High GPU memory usage after setting a default attention processor is unrelated to initializing ControlNet from a UNet with LoRA." + "reason": "GPU memory growth after attn processor swap is not the same as ControlNet initialization from LoRA UNet." + }, + { + "left": "issue:7456", + "right": "issue:9467", + "accept": false, + "reason": "A missing raise statement and a missing num_frames guard rail are different fixes and different failure contexts." } ] }, @@ -95249,10 +95317,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10045", "issue:10287", @@ -95261,7 +95329,9 @@ "issue:11232", "issue:11486", "issue:1572", + "issue:1717", "issue:181", + "issue:2177", "issue:2440", "issue:2444", "issue:2673", @@ -95287,7 +95357,6 @@ "issue:7080", "issue:7185", "issue:725", - "issue:7456", "issue:759", "issue:7686", "issue:8511", @@ -95299,12 +95368,10 @@ "issue:9225", "issue:9237", "issue:9366", - "issue:9467", "issue:9534", "issue:9568" ], "soft_pairs": [ - "issue:7456|issue:9467", "issue:11232|issue:8511", "issue:4580|issue:5109", "issue:2673|issue:4686", @@ -95327,180 +95394,181 @@ "issue:6109|issue:7080", "issue:7185|issue:9568", "issue:8593|issue:8786", - "issue:10287|issue:9023" + "issue:10287|issue:9023", + "issue:1717|issue:2177" ], - "prepared_review_unit_hash": "6401bd5e81310c912cff3fe57aa669a8ecdb19feb7d9b9a72792dd3309837ad3", + "prepared_review_unit_hash": "bdd03514b448389c591c7348037f84708a6eaf09601e410ab14c390429bbd6f8", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33538, - "estimated_input_tokens": 8385, - "estimated_eval_tokens": 17026 + "serialized_chars": 33556, + "estimated_input_tokens": 8389, + "estimated_eval_tokens": 17034 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated diffusers bugs/features across pipelines, schedulers, and training scripts. There is no strong duplicate core; the safest representative is a broad, high-discussion training-script issue rather than a narrow pipeline bug.", - "confidence": 0.83, - "canonical_issue_reason": "issue:9237 is the broadest representative among the set: it is a major, active Flux DreamBooth/LoRA training bug with substantial discussion and inbound references, making it the best single issue to stand in for the training-script side of this cluster.", + "summary": "This cluster is only loosely related: most items are diffusion pipeline/training/loading bugs, but the soft pairs are not the same underlying defects. They span distinct code paths such as schedulers, ControlNet, DreamBooth/LoRA scripts, model loading, and docs/examples.", + "confidence": 0.86, + "canonical_issue_reason": "No exact duplicate issue clearly dominates. If one representative is needed, issue 9237 is the best anchor because it is the most detailed and discussion-heavy training-related report in the set, but the overall cluster is still heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "As a global representative, issue:9237 best captures the cluster\u2019s recurring theme of training-script failures while being specific enough to be meaningful; the rest of the issues are too diverse to serve as one canonical duplicate target.", + "best_issue_reason": "Issue 9237 is the strongest general representative: it has rich repro/discussion and sits near several other training-script reports, making it more central than the narrower loading/runtime or docs issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:7456", - "right": "issue:9467", - "accept": false, - "reason": "Different bug classes: a generic missing-raise/validation issue versus a CogVideoX frame-count guard-rail. Not the same underlying defect." - }, { "left": "issue:11232", "right": "issue:8511", "accept": false, - "reason": "One is about noise residuals during text-to-image fine-tuning; the other is about text encoders not being unloaded in SD3 training. Different code paths and symptoms." + "reason": "Both are training-related, but one is about text-to-image fine-tuning noise residuals and the other about SD3 text encoder unloading; different bugs and fixes." }, { "left": "issue:4580", "right": "issue:5109", "accept": false, - "reason": "Both are scheduler/pipeline failures in broad terms, but they affect different components and failure modes; not enough to be the same concrete bug." + "reason": "UniPC scheduler karras-sigma exception and SDXL ControlNet img2img load_lora_weights exception are separate code paths." }, { "left": "issue:2673", "right": "issue:4686", "accept": false, - "reason": "Upscale pipeline runtime/config error versus saved pipeline reload failure. Same broad subsystem, but different underlying issues." + "reason": "Both mention StableDiffusionUpscalePipeline, but one is a pipeline usage/config failure and the other is loading a locally saved pipeline from_pretrained." }, { "left": "issue:5567", "right": "issue:9534", "accept": false, - "reason": "Both mention .config on UNet-like objects, but one is accelerator.prepare overwriting config in training and the other is FluxMultiControlNetModel missing config at runtime. Not the same bug." + "reason": "Different failures: accelerator.prepare clobbering unet.config versus FluxMultiControlNetModel missing config attribute." }, { "left": "issue:11045", "right": "issue:9161", "accept": false, - "reason": "Both are training-script problems, but one is a Flux loading crash and the other is distributed bugs in the Flux LoRA script. Different failure conditions and likely different fixes." + "reason": "Flux Schnell model-loading crash in one script versus distributed-training bugs in another; not the same defect." }, { "left": "issue:4806", "right": "issue:7686", "accept": false, - "reason": "Type/parameter validation issues in different model classes and different error messages; not the same defect." + "reason": "One is an incorrect parameter type in UNet2DModel, the other is a missing cross_attention_dim validation for CrossAttnDownBlock2D." }, { "left": "issue:11486", "right": "issue:9237", "accept": false, - "reason": "Feature request to enable xformers memory-efficient attention versus an actual Flux DreamBooth/LoRA training issue. Not duplicates." + "reason": "This is a feature request to enable xformers memory-efficient attention, not the same issue as the Flux DreamBooth/LoRA training bug." }, { "left": "issue:5647", "right": "issue:9366", "accept": false, - "reason": "SDXL inpaint strength==1 bug versus DPMSolver/AutoPipeline image2image step-count interaction. Different pipelines and failure logic." + "reason": "SDXL inpaint strength==1 behavior and DPMSolver img2img step/strength edge cases are different bugs." }, { "left": "issue:10045", "right": "issue:6801", "accept": false, - "reason": "Importing pipelines versus scheduler loading in diffusers 0.26.0. Too generic and unrelated to treat as the same bug." + "reason": "Pipeline import problems and scheduler loading problems are distinct components and failure modes." }, { "left": "issue:10829", "right": "issue:7043", "accept": false, - "reason": "DreamBooth LoRA OOM at final inference versus DreamBooth with custom captions. Different problem types and code paths." + "reason": "DreamBooth LoRA SDXL OOM during inference is unrelated to custom captions in DreamBooth training." }, { "left": "issue:1572", "right": "issue:2440", "accept": false, - "reason": "StableDiffusionMega img2img/inpainting support issue versus float16 inpainting model load error. Similar domain, but not the same concrete bug." + "reason": "A pipeline not working for img2img/inpainting is not the same as failing to load pretrained AutoencoderKL weights." }, { "left": "issue:181", "right": "issue:2444", "accept": false, - "reason": "Training script writing-image failure versus a non-zero exit in a different inpainting DreamBooth script. Distinct runtime failures." + "reason": "Unconditional training image-write failure and DreamBooth inpaint script exit-status failure are different issues." }, { "left": "issue:2737", "right": "issue:4400", "accept": false, - "reason": "Scheduler CLIP guidance support request versus a question about text_encoder support in a training script. Not the same change or bug." + "reason": "A scheduler feature request for CLIP guidance is unrelated to text_encoder support in a training script." }, { "left": "issue:3698", "right": "issue:759", "accept": false, - "reason": "Model conversion request versus saving-full-model behavior for textual inversion. Different functionality." + "reason": "Model conversion to diffusers and optional full-model saving for textual inversion are unrelated changes." }, { "left": "issue:4264", "right": "issue:4453", "accept": false, - "reason": "Missing example images in docs versus LoRA conversion to safetensors for AUTO1111. Documentation/content issue vs export/interoperability question." + "reason": "Missing SDXL example images is documentation/assets, while the other is LoRA conversion compatibility." }, { "left": "issue:4374", "right": "issue:4841", "accept": false, - "reason": "Both relate to ControlNet image sizing, but one is a StableDiffusionControlNetInpaintPipeline issue and the other is a generic ControlNet image size issue; not enough evidence they are the same bug." + "reason": "ControlNet pipeline issue and ControlNet image-size issue are too different to be the same bug." }, { "left": "issue:4830", "right": "issue:9225", "accept": false, - "reason": "Wrong tensor size in MultiControlNet versus RGBA latent size mismatch in SDXL InstructPix2Pix. Different models and failure surfaces." + "reason": "MultiControlNet tensor-size mismatch versus RGBA latent-size mismatch in InstructPix2Pix are separate shape bugs." }, { "left": "issue:5004", "right": "issue:8543", "accept": false, - "reason": "Checkpoint resume problem in SDXL DreamBooth fp16 versus gradient checkpointing failure in SD3 DreamBooth. Different mechanisms." + "reason": "Checkpoint resume at fp16 and SD3 gradient-checkpointing failure are different training problems." }, { "left": "issue:5079", "right": "issue:725", "accept": false, - "reason": "LoRA loading support request versus a memory-footprint/device-map feature request for DiffusionPipeline. Related area, but not the same change." + "reason": "LyCORIS loading support and device_map/accelerate memory-footprint support are unrelated feature requests." }, { "left": "issue:6109", "right": "issue:7080", "accept": false, - "reason": "ControlNet-xs/depth-control issue versus SDXL control-net training inference output drifting from wandb. Different models and symptoms." + "reason": "ControlNet-xs depth support and SDXL control-net training inference logging drift are not the same underlying issue." }, { "left": "issue:7185", "right": "issue:9568", "accept": false, - "reason": "PyTorch 2.2 support question versus CogVideoX autoencoder reconstruction failure. Unrelated problems." + "reason": "PyTorch version support question and CogVideoX autoencoder reconstruction failure are unrelated." }, { "left": "issue:8593", "right": "issue:8786", "accept": false, - "reason": "CPU bfloat16 noise generation in SD3 versus max_sequence_length not affecting SD3 token count. Different subsystems and bugs." + "reason": "BF16 noise on CPU and max_sequence_length token-count behavior in SD3 are distinct bugs." }, { "left": "issue:10287", "right": "issue:9023", "accept": false, - "reason": "Documentation example bug versus a sample code runtime failure. Too generic and not the same underlying issue." + "reason": "Documentation example issue and sample code runtime failure are not the same defect." + }, + { + "left": "issue:1717", + "right": "issue:2177", + "accept": false, + "reason": "Offline cache loading failure and AutoencoderKL pretrained loading failure affect different loading paths and components." } ] }, @@ -95519,10 +95587,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10165", "issue:10950", @@ -95535,14 +95603,13 @@ "issue:1335", "issue:1358", "issue:1530", - "issue:1717", "issue:2024", "issue:2163", - "issue:2177", "issue:2265", "issue:2359", "issue:2616", "issue:2803", + "issue:2856", "issue:3403", "issue:3612", "issue:3627", @@ -95550,6 +95617,7 @@ "issue:3933", "issue:4236", "issue:4256", + "issue:4562", "issue:4615", "issue:4677", "issue:4975", @@ -95574,7 +95642,6 @@ "issue:9619" ], "soft_pairs": [ - "issue:1717|issue:2177", "issue:10950|issue:7267", "issue:2803|issue:4615", "issue:1246|issue:3627", @@ -95597,96 +95664,91 @@ "issue:4256|issue:5009", "issue:10165|issue:9613", "issue:1101|issue:1141", - "issue:2616|issue:525" + "issue:2616|issue:525", + "issue:2856|issue:4562" ], - "prepared_review_unit_hash": "832ce8dec30f657b3409727f57d504d1cf9092658d5c3ca9374e0eb326262094", + "prepared_review_unit_hash": "2519f148bff5ede399b823f745792b5399c9b84d38567b9551050fbc978f7b89", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33559, - "estimated_input_tokens": 8390, - "estimated_eval_tokens": 17036 + "serialized_chars": 33562, + "estimated_input_tokens": 8391, + "estimated_eval_tokens": 17038 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: the issues span unrelated bugs, docs, and feature requests across different pipelines/subsystems. All soft edges should be rejected.", + "summary": "This set is a grab-bag of unrelated issues and feature requests; the soft pairs do not appear to describe the same underlying bug or change.", "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the items do not share one underlying defect or change; they are mostly unrelated reports with only superficial keyword overlap.", + "canonical_issue_reason": "No canonical issue: the items span many distinct bugs, docs problems, and feature requests rather than one duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative because the cluster is heterogeneous; none subsumes the others.", + "best_issue_reason": "issue:10165 is a clear, self-contained bug report and the cleanest single representative issue here, but it is not a canonical duplicate target for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:1717", - "right": "issue:2177", - "accept": false, - "reason": "Both concern model loading, but one is offline cache behavior and the other is AutoencoderKL loading; different failures." - }, { "left": "issue:10950", "right": "issue:7267", "accept": false, - "reason": "Doc bug versus broken local data loading in a training script; unrelated problems." + "reason": "Both are about broken docs/training examples, but they concern different examples and failure modes." }, { "left": "issue:2803", "right": "issue:4615", "accept": false, - "reason": "Local docs build on WSL2 is unrelated to an import error for ControlNet pipeline." + "reason": "WSL2 docs build problems and an import error for a controlnet pipeline are unrelated." }, { "left": "issue:1246", "right": "issue:3627", "accept": false, - "reason": "Different training-example failures in different scripts and code paths." + "reason": "Different training scripts with different runtime errors; no shared underlying bug is evident." }, { "left": "issue:1335", "right": "issue:1530", "accept": false, - "reason": "Both are missing-argument style errors, but for different pipelines and different missing fields." + "reason": "Missing constructor arg in ONNX pipeline and missing embedding field in VQDiffusion are different API issues." }, { "left": "issue:5327", "right": "issue:5466", "accept": false, - "reason": "Both involve SDXL loading, but one is textual inversion and the other is LoRA shape mismatch; not the same bug." + "reason": "Both mention SDXL loading, but one is textual inversion loading and the other is LoRA shape mismatch; different code paths." }, { "left": "issue:6238", "right": "issue:6921", "accept": false, - "reason": "Related to SDXL weights/VAE, but one is a VAE issue and the other is shipped weight deviation; not one defect." + "reason": "Both touch SDXL, but one is a VAE issue and the other is about shipped weights deviating from official weights." }, { "left": "issue:11321", "right": "issue:9239", "accept": false, - "reason": "Flux ControlNet README bug versus black-image generation in ControlNet-Canny; unrelated." + "reason": "A README bug for Flux controlnet training is not the same as black outputs from ControlNet-Canny inference." }, { "left": "issue:11547", "right": "issue:9599", "accept": false, - "reason": "One asks for Flux fill/controlnet support, the other for a LoRA finetune example; feature requests differ." + "reason": "Feature request for Flux controlnet support and a request for a LoRA-only FLUX finetune example are different asks." }, { "left": "issue:12308", "right": "issue:9619", "accept": false, - "reason": "Flash-attn kernel support and ControlNet interrupt are separate feature requests in different areas." + "reason": "Flash-attn GPU kernel support and ControlNet interrupt support are unrelated feature requests." }, { "left": "issue:1358", @@ -95698,79 +95760,85 @@ "left": "issue:2024", "right": "issue:646", "accept": false, - "reason": "Corrupted notebook file versus missing set_format on PNDMScheduler; unrelated." + "reason": "A corrupted notebook file and a scheduler attribute error are unrelated." }, { "left": "issue:2359", "right": "issue:3612", "accept": false, - "reason": "Img2img latent output type and custom ControlNet construction are different behaviors." + "reason": "Img2img latent output support and ControlNet creation/preprocessor guidance are different pipeline features." }, { "left": "issue:3403", "right": "issue:7061", "accept": false, - "reason": "TorchDynamo pipeline loading and a docstring typo are unrelated." + "reason": "TorchDynamo pipeline loading and a wrong docstring are not the same problem." }, { "left": "issue:3933", "right": "issue:4975", "accept": false, - "reason": "Graph compile logging issue versus LoRA loading inefficiency; different code paths and symptoms." + "reason": "Graph compile failing on logging and LoRA loading inefficiency are different issues." }, { "left": "issue:7968", "right": "issue:8673", "accept": false, - "reason": "Both mention attention, but one is Motion UNet internals and the other is SD3 text padding masks." + "reason": "Both mention attention, but they affect different models and different bugs; no same code-path evidence." }, { "left": "issue:3661", "right": "issue:6321", "accept": false, - "reason": "from_ckpt SD2 weight loading and CLIP model detection are unrelated." + "reason": "Stable Diffusion checkpoint conversion and a missing CLIP model detection issue are unrelated." }, { "left": "issue:4236", "right": "issue:4677", "accept": false, - "reason": "SDXL refiner registration issue versus an inpainting doc script error; not the same bug." + "reason": "SDXL refiner text encoder registration and an incorrect inpainting doc script are unrelated." }, { "left": "issue:5245", "right": "issue:7147", "accept": false, - "reason": "Pipenv import freeze and missing StableCascadeDecoderPipeline import are unrelated." + "reason": "Pipenv import freezing and a missing StableCascade decoder pipeline import are different problems." }, { "left": "issue:2163", "right": "issue:2265", "accept": false, - "reason": "Training dtype mismatch and ONNXRuntime incompatibility are separate training/runtime issues." + "reason": "Training dtype mismatch and ONNXRuntime incompatibility are different training/runtime issues." }, { "left": "issue:4256", "right": "issue:5009", "accept": false, - "reason": "SDXL Dreambooth error and Wuerstchen error are different model-specific failures." + "reason": "SDXL Dreambooth training error and a Wuerstchen error are unrelated." }, { "left": "issue:10165", "right": "issue:9613", "accept": false, - "reason": "LoRA seed preservation on scale change is unrelated to a Timesteps.scale attribute error." + "reason": "LoRA scale seed preservation and a Timesteps.scale attribute error are unrelated bugs." }, { "left": "issue:1101", "right": "issue:1141", "accept": false, - "reason": "Scheduler addition and local-file support in custom pipelines are unrelated features." + "reason": "Scheduler support and local-file pipeline support are different feature requests." }, { "left": "issue:2616", "right": "issue:525", "accept": false, - "reason": "LoRA save_attn_procs NoneType error and local-disk image loading in a notebook are different problems." + "reason": "LoRA save_attn_procs NoneType error and loading images from local disk are unrelated." + }, + { + "left": "issue:2856", + "right": "issue:4562", + "accept": false, + "reason": "Both are model-conversion issues, but they target different source formats and failure modes; not the same concrete bug." } ] }, @@ -95789,10 +95857,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10017", "issue:11035", @@ -95803,7 +95871,6 @@ "issue:12695", "issue:13225", "issue:181", - "issue:2856", "issue:3026", "issue:3174", "issue:3209", @@ -95814,7 +95881,6 @@ "issue:4178", "issue:4263", "issue:4354", - "issue:4562", "issue:4764", "issue:4912", "issue:5070", @@ -95834,16 +95900,17 @@ "issue:7049", "issue:7197", "issue:7619", + "issue:782", "issue:7851", "issue:7877", "issue:7962", "issue:7991", "issue:8604", + "issue:861", "issue:8732", "issue:9613" ], "soft_pairs": [ - "issue:2856|issue:4562", "issue:3174|issue:5313", "issue:5070|issue:6928", "issue:5079|issue:7877", @@ -95866,180 +95933,181 @@ "issue:181|issue:3026", "issue:4061|issue:4263", "issue:4178|issue:4354", - "issue:4912|issue:7962" + "issue:4912|issue:7962", + "issue:782|issue:861" ], - "prepared_review_unit_hash": "16f3b3aef8d7d7f659c3323d576a37e23e4420783ac8de46e2902ea2c0ce64c0", + "prepared_review_unit_hash": "708fb40eeb3a6dbb86a69d161f2e7b7ebdd44ae8cf96e1385b7161477a4fb502", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33517, - "estimated_input_tokens": 8380, - "estimated_eval_tokens": 17016 + "serialized_chars": 33563, + "estimated_input_tokens": 8391, + "estimated_eval_tokens": 17038 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated loading, conversion, training, scheduler, and feature-request issues; none of the soft pairs look like the same underlying bug/change.", - "confidence": 0.92, - "canonical_issue_reason": "issue:2856 is the broadest representative of the cluster\u2019s main theme: model conversion/loading into Diffusers. It is more central than the narrower training, scheduler, LoRA, or API-specific reports.", + "summary": "No true duplicate cluster here: the soft pairs are mostly same-subsystem but clearly different bugs, feature requests, or questions. I would not merge any of these issues into a single canonical ticket.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:2856 is the best single stand-in for this noisy cluster because it captures the generic SD-to-Diffusers conversion/load problem most directly.", + "best_issue_reason": "No single issue is a good canonical representative; the set is heterogeneous and the soft links are too weak to indicate one underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:2856", - "right": "issue:4562", - "accept": false, - "reason": "Different conversion problems: generic SD\u2192Diffusers conversion vs SDXL safetensors conversion to a pipeline." - }, { "left": "issue:3174", "right": "issue:5313", "accept": false, - "reason": "Different LoRA bugs: loading breakage after new LoRA features vs non-revertible fuse behavior." + "reason": "Both involve LoRA, but one is model loading breakage and the other is non-revertible fuse behavior; different failure modes." }, { "left": "issue:5070", "right": "issue:6928", "accept": false, - "reason": "Unrelated topics: ControlNet training flags vs a Marigold depthmap colorization option." + "reason": "ControlNet training-example flags vs depthmap colorization option; unrelated feature request." }, { "left": "issue:5079", "right": "issue:7877", "accept": false, - "reason": "Different features: LyCORIS loading support vs adding out_dim to Attention blocks." + "reason": "LoRA loading support for a specific model family vs adding an Attention block argument; not the same bug." }, { "left": "issue:5689", "right": "issue:6921", "accept": false, - "reason": "Different issues: residual noise during sampling vs shipped SDXL weights deviating from official weights." + "reason": "Residual-noise sampler issue vs shipped SDXL weights deviating from official weights; different root causes." }, { "left": "issue:6520", "right": "issue:6949", "accept": false, - "reason": "Different code paths: blank validation output during adapter training vs blank images from a scheduler step-count bug." + "reason": "Blank validation output during adapter training vs DPMSolver blank images at even steps; distinct code paths." }, { "left": "issue:3432", "right": "issue:7012", "accept": false, - "reason": "Different failures: CPU half-precision convolution unsupported vs v_prediction producing odd images." + "reason": "CPU Half convolution runtime error vs v_prediction producing weird images; not the same defect." }, { "left": "issue:10017", "right": "issue:6520", "accept": false, - "reason": "Dataset loading issue vs blank validation results in adapter training; not the same bug." + "reason": "Dataset loading problem vs validation callback issue; no shared underlying bug." }, { "left": "issue:11136", "right": "issue:9613", "accept": false, - "reason": "Different failures in different components: SCM timestep support vs missing Timesteps.scale attribute." + "reason": "SCM timestep support limitation vs missing Timesteps.scale attribute; separate compatibility issues." }, { "left": "issue:3808", "right": "issue:7619", "accept": false, - "reason": "Different training failures: DeepFloyd IF stage 2 vs Dreambooth channel mismatch." + "reason": "DeepFloyd IF stage-2 training failure vs Dreambooth channel-mismatch error; different pipelines and symptoms." }, { "left": "issue:4134", "right": "issue:7851", "accept": false, - "reason": "Different problems: MPS tensor-size mismatch in ControlNet vs concurrent pipeline out-of-bounds indexing." + "reason": "MPS ControlNet tensor-shape mismatch vs concurrent pipeline index-out-of-bounds; unrelated." }, { "left": "issue:3209", "right": "issue:7000", "accept": false, - "reason": "NaN outputs in AutoencoderKL vs a PyTorch deprecation warning; not the same bug." + "reason": "Autoencoder NaNs on large images vs a deprecation warning; not the same bug." }, { "left": "issue:4764", "right": "issue:5466", "accept": false, - "reason": "Different LoRA loading errors: OFT-generated weights vs SDXL image-to-image shape mismatch." + "reason": "LoRA weight format incompatibility vs SDXL image-to-image LoRA shape mismatch; similar area, different concrete issue." }, { "left": "issue:5923", "right": "issue:8732", "accept": false, - "reason": "Different training-stage failures: multi-GPU fine-tuning hang vs checkpoint-saving issue." + "reason": "Multi-GPU training hang vs checkpoint-save problem; separate training failures." }, { "left": "issue:7991", "right": "issue:8604", "accept": false, - "reason": "Tutorial bug vs model corruption when casting T5 encoder to float16; different underlying issues." + "reason": "Basic tutorial bug vs float16-corrupted T5 encoder output; unrelated." }, { "left": "issue:5368", "right": "issue:7049", "accept": false, - "reason": "Different errors: mixed-precision dtype mismatch vs IP-Adapter unpacking failure." + "reason": "Mixed-precision dtype mismatch vs IP-Adapter unpacking error; different call sites and causes." }, { "left": "issue:5577", "right": "issue:7197", "accept": false, - "reason": "Different KeyErrors in different flows: from_single_file ControlNet loading vs training resume metadata." + "reason": "from_single_file ControlNet key error vs resume-training shortest-edge key error; not the same failure." }, { "left": "issue:11035", "right": "issue:12695", "accept": false, - "reason": "Different requests: symlink=False support for download vs Hunyuan v1.5 model support." + "reason": "Download symlink handling vs Hunyuan model support request; unrelated." }, { "left": "issue:11447", "right": "issue:12195", "accept": false, - "reason": "Offline checkpoint shard loading vs PyTorch custom_op incompatibility; unrelated bugs." + "reason": "Offline shard-file loading bug vs PyTorch custom_op compatibility break; different dependencies." }, { "left": "issue:12060", "right": "issue:13225", "accept": false, - "reason": "A question about whether DiT exists vs a concrete RAE+DiT support request; not duplicates." + "reason": "General question about DiT availability vs a request for RAE+DiT checkpoint support; not duplicate reports." }, { "left": "issue:181", "right": "issue:3026", "accept": false, - "reason": "Different training-script failures: image writing in unconditional training vs accelerate launch error in instruct-pix2pix." + "reason": "Image-writing failure in unconditional training vs instruct-pix2pix accelerate launch error; distinct scripts and errors." }, { "left": "issue:4061", "right": "issue:4263", "accept": false, - "reason": "Different LoRA lifecycle bugs: loading SDXL LoRA vs unloading LoRA weights." + "reason": "LoRA load error vs LoRA unload broken; opposite operations and likely different fixes." }, { "left": "issue:4178", "right": "issue:4354", "accept": false, - "reason": "Different problems: LoRA unloading with XFormers vs wrong pipeline type returned by from_single_file." + "reason": "LoRA unloading with XFormers vs wrong pipeline type from_single_file; unrelated issues." }, { "left": "issue:4912", "right": "issue:7962", "accept": false, - "reason": "Different feature requests: converting CivitAI checkpoints to Diffusers vs passing cross_attention_kwargs in Instruct-Pix2Pix." + "reason": "Checkpoint conversion request vs adding cross_attention_kwargs to a pipeline call; different feature areas." + }, + { + "left": "issue:782", + "right": "issue:861", + "accept": false, + "reason": "Model download auth-token regression vs checkpoint-to-diffusers conversion failure; unrelated." } ] }, @@ -96058,10 +96126,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:1009", "issue:10198", @@ -96078,9 +96146,11 @@ "issue:2265", "issue:2412", "issue:2459", + "issue:2830", "issue:3120", "issue:3452", "issue:3570", + "issue:3679", "issue:3748", "issue:3954", "issue:4279", @@ -96100,7 +96170,6 @@ "issue:7370", "issue:7606", "issue:7736", - "issue:782", "issue:8464", "issue:8493", "issue:8502", @@ -96112,7 +96181,6 @@ "issue:9822" ], "soft_pairs": [ - "issue:782|issue:861", "issue:1923|issue:2412", "issue:3120|issue:5803", "issue:4279|issue:5518", @@ -96135,180 +96203,181 @@ "issue:1009|issue:2459", "issue:10772|issue:9186", "issue:11343|issue:8915", - "issue:1284|issue:4414" + "issue:1284|issue:4414", + "issue:2830|issue:3679" ], - "prepared_review_unit_hash": "01a28e10e951d86f1452e4064424eb03ad892ec5713b5716fb345cfc74cfcff2", + "prepared_review_unit_hash": "698724ddb089ca07f289ae0d6a638ff1b3d34a2d40e454b0defa5b1f372a8648", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33018, - "estimated_input_tokens": 8255, - "estimated_eval_tokens": 16766 + "serialized_chars": 33625, + "estimated_input_tokens": 8407, + "estimated_eval_tokens": 17070 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster looks like a broad false-positive similarity set: the issues span unrelated models, training scripts, import errors, and documentation requests. None of the soft pairs look like the same concrete bug/change, and there are no PRs in the cluster.", - "confidence": 0.97, - "canonical_issue_reason": "No single issue is a reliable canonical here; the items are too heterogeneous to represent one duplicate bug or change.", + "summary": "This cluster is heterogeneous; the soft-similarity pairs mostly share generic words like weight, import, support, or loading but describe different bugs, features, or code paths. I would not merge any of the proposed pairs.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #9332 is the most concrete, broadly impactful bug report in the set: it has a clear loading-path failure, detailed reproduction, and describes incorrect model weights being loaded.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative because the cluster does not form one coherent problem area.", + "best_issue_reason": "#9332 is the strongest representative issue here because it is a specific, user-visible defect with a clear runtime symptom and likely broader impact than the feature requests or environment-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:782", - "right": "issue:861", - "accept": false, - "reason": "Both concern model loading-related problems, but one is a download/auth-token regression and the other is a ckpt-to-diffusers conversion issue; different bugs." - }, { "left": "issue:1923", "right": "issue:2412", "accept": false, - "reason": "Unrelated failures: missing CUDA libraries in a Docker/bitsandbytes setup vs an error using DreamBooth." + "reason": "Different problems: missing CUDA libraries in a Docker/bitsandbytes setup vs an error while using Dreambooth training." }, { "left": "issue:3120", "right": "issue:5803", "accept": false, - "reason": "Different symptoms and contexts: ControlNet ignoring input images vs SD producing black images." + "reason": "Not the same bug: one says ControlNet always produces the same output regardless of input, the other is about reproducing black images in SD." }, { "left": "issue:4279", "right": "issue:5518", "accept": false, - "reason": "Both involve LoRA loading, but one is SDXL LoRAs not loading and the other is a specific AttributeError in a different code path." + "reason": "Both involve LoRA loading, but the concrete failures differ: SDXL LoRAs cannot be loaded vs a ModuleList attribute error in a different loader path." }, { "left": "issue:8464", "right": "issue:9332", "accept": false, - "reason": "Seed/cpu-offload failure in SEGA is not the same bug as loading the wrong weights in StableDiffusionPipeline.from_pretrained()." + "reason": "Different code paths and symptoms: SEGA with cpu offload fails when seeding, while #9332 is about from_pretrained loading identical weights." }, { "left": "issue:10198", "right": "issue:9822", "accept": false, - "reason": "Weight mismatch for Flux.1-dev is not the same as loading SDXL LoRAs into Flux." + "reason": "Related to weights/Flux only at a high level; one is a weight mismatch bug, the other is a request about loading SDXL LoRAs into Flux." }, { "left": "issue:10897", "right": "issue:7370", "accept": false, - "reason": "Different feature requests for different model families: SkyReels-A1 animation support vs OpenSora STDiT support." + "reason": "Separate feature requests for different video models (SkyReels-A1 vs OpenSora STDiT), not the same underlying change." }, { "left": "issue:11220", "right": "issue:8502", "accept": false, - "reason": "A documentation page not behaving as expected is unrelated to SD3 medium generating 512x512 images." + "reason": "Documentation page not working as expected vs a runtime generation issue for SD3 medium; different artifacts and failure modes." }, { "left": "issue:12173", "right": "issue:12369", "accept": false, - "reason": "Both mention Wan, but one is i2i latent upscale and the other is CineScale 4K support; different functionality." + "reason": "Both are Wan-related, but one is i2i latent upscale and the other is a CineScale/4K feature request; not the same bug or change." }, { "left": "issue:3452", "right": "issue:6703", "accept": false, - "reason": "DreamBooth low-VRAM training and textual inversion being weakened by negative prompts are different problems." + "reason": "Unrelated issues: low-VRAM Dreambooth training vs a textual inversion token being weakened by negative prompt handling." }, { "left": "issue:3570", "right": "issue:861", "accept": false, - "reason": "Checkpoint download control and ckpt-to-diffusers conversion are separate issues." + "reason": "Different workflows: disabling downloads when loading a checkpoint vs converting a ckpt to diffusers." }, { "left": "issue:3748", "right": "issue:7606", "accept": false, - "reason": "LoRA tensor dtype mismatch when loading safetensors is unrelated to a deprecated Kandinsky LoRA processor API." + "reason": "One is a float16/float32 mismatch loading a LoRA safetensor; the other is a deprecated LoRA processor API in Kandinsky." }, { "left": "issue:4438", "right": "issue:5824", "accept": false, - "reason": "A generic SDXL pipeline error is too broad to match the specific add_time_ids default-value bug." + "reason": "Both touch SDXL, but one is a generic pipeline error and the other is a specific bad default in get_add_time_ids(); not the same concrete bug." }, { "left": "issue:4615", "right": "issue:5084", "accept": false, - "reason": "Both are import errors, but for different classes and different pipelines; not the same underlying failure." + "reason": "Different import errors for different pipeline classes/backends: ControlNet pipeline import vs FlaxStableDiffusionXLPipeline import." }, { "left": "issue:4912", "right": "issue:7736", "accept": false, - "reason": "SDXL checkpoint conversion is unrelated to adding supported callbacks." + "reason": "A checkpoint-conversion feature request is not the same as a request for supported callbacks." }, { "left": "issue:6218", "right": "issue:7102", "accept": false, - "reason": "Both involve ControlNet pipelines, but batched seeds and multicontrolnet/multiprompt bugs are distinct code-path problems." + "reason": "Both involve ControlNet, but one is batched seeds in ControlNet/Img2Img and the other is multi-ControlNet plus multi-prompt behavior." }, { "left": "issue:1604", "right": "issue:2265", "accept": false, - "reason": "A diffusers version break in lpw_stable_diffusion.py is unrelated to ONNXRuntime incompatibility in train_unconditional.py." + "reason": "Different scripts and incompatibilities: lpw_stable_diffusion with diffusers 0.9.0 vs train_unconditional with ONNXRuntime." }, { "left": "issue:1957", "right": "issue:3954", "accept": false, - "reason": "Both mention learning-rate schedulers, but one is an init fix for unconditional training and the other is a multi-GPU step-count bug." + "reason": "Both mention LR scheduling, but one is an init fix and the other is an incorrect step count in multi-GPU training." }, { "left": "issue:4771", "right": "issue:8493", "accept": false, - "reason": "General fine-tuned model loading and SD3Transformer2DModel state_dict mismatch are different loading failures." + "reason": "Generic fine-tuned diffusion model loading vs a specific SD3Transformer2DModel state_dict mismatch; not the same issue." }, { "left": "issue:4804", "right": "issue:962", "accept": false, - "reason": "A dictionary-iteration LoRA loader bug is not the same as inpaint pipeline size limitations." + "reason": "Different bugs entirely: dictionary mutation during LoRA loading vs inpaint pipelines not supporting non-512 sizes." }, { "left": "issue:1009", "right": "issue:2459", "accept": false, - "reason": "Textual inversion weight decay and xformers attention in LoRA training are unrelated training issues." + "reason": "Training-script issues in different places: a weight decay bug in textual inversion vs xformers attention not working in text-to-image LoRA training." }, { "left": "issue:10772", "right": "issue:9186", "accept": false, - "reason": "A request for Sana ControlNet support is not the same as a differential diffusion ControlNet bug/feature." + "reason": "Not the same change: a request for Sana Controlnet support vs a Differential Diffusion ControlNet pipeline issue/request." }, { "left": "issue:11343", "right": "issue:8915", "accept": false, - "reason": "Both are import errors after updates, but they reference different APIs and likely different breakages." + "reason": "Both are import errors, but they affect different modules and likely different dependency breakages." }, { "left": "issue:1284", "right": "issue:4414", "accept": false, - "reason": "Batch-size slowdown is unrelated to the Consistency Model sampling issue." + "reason": "Performance complaint about larger batch size slowing sampling vs a sample example for Consistency Model; unrelated." + }, + { + "left": "issue:2830", + "right": "issue:3679", + "accept": false, + "reason": "Different text-to-video topics: a question about image/text-to-video with a modelscope model vs a post about new watermark-free models." } ] }, @@ -96327,10 +96396,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10382", "issue:10511", @@ -96341,7 +96410,6 @@ "issue:11962", "issue:11989", "issue:2822", - "issue:2830", "issue:2838", "issue:2905", "issue:3113", @@ -96349,7 +96417,6 @@ "issue:3366", "issue:3570", "issue:3674", - "issue:3679", "issue:3787", "issue:4158", "issue:4217", @@ -96370,9 +96437,11 @@ "issue:7168", "issue:7519", "issue:752", + "issue:7735", "issue:7945", "issue:8440", "issue:8534", + "issue:8759", "issue:8922", "issue:9042", "issue:9546", @@ -96381,7 +96450,6 @@ "issue:9958" ], "soft_pairs": [ - "issue:2830|issue:3679", "issue:4398|issue:4977", "issue:5953|issue:9546", "issue:6348|issue:9958", @@ -96404,180 +96472,181 @@ "issue:10511|issue:11135", "issue:11022|issue:11885", "issue:2822|issue:4217", - "issue:2838|issue:752" + "issue:2838|issue:752", + "issue:7735|issue:8759" ], - "prepared_review_unit_hash": "37338d22f7230df7bb57175858da93f1334b321456da192314d08d429c3a9b70", + "prepared_review_unit_hash": "6e4f0010f2723f8b84afd471e39e25a0cb2e9d6061490e094047e8c087a5aefd", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 33579, - "estimated_input_tokens": 8395, - "estimated_eval_tokens": 17046 + "serialized_chars": 33735, + "estimated_input_tokens": 8434, + "estimated_eval_tokens": 17124 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a loose collection of unrelated Diffusers issues; the proposed soft pairs only share broad vocabulary or subsystem names and do not describe the same underlying bug/change. No PRs are present.", + "summary": "This cluster is mostly a false positive mix of unrelated issues across schedulers, ControlNet, LoRA training, Flux/SD3 features, and image-quality bugs. The only clearly related pair is the SD3 black/zero-image reports (8759 and 8922); everything else should be kept separate.", "confidence": 0.96, - "canonical_issue_reason": "Issue #10382 is the clearest, most concrete bug report in the set: it names the exact component, method, and failure mode (AttributeError from a forward return-type mismatch).", + "canonical_issue_reason": "issue:8759 is the strongest issue candidate because it is concrete, technical, and already has a duplicate reference to issue:8922 for the same SD3 black-image symptom.", "canonical_pr_reason": null, - "best_issue_reason": "#10382 is the strongest representative issue because it is specific, reproducible, and narrowly scoped to a single code-path problem.", + "best_issue_reason": "issue:8759 is the best representative issue: it describes a specific runtime warning in the SD3 image-processing path and anchors the duplicate black-image report cluster better than the broader or more speculative items.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:2830", - "right": "issue:3679", - "accept": false, - "reason": "Different requests: one asks about image/text-to-video support with a ModelScope video model, the other reports data-reading problems in a text-to-image LoRA training script." - }, { "left": "issue:4398", "right": "issue:4977", "accept": false, - "reason": "Unrelated problems: black images in an SDXL LoRA-dreambooth pipeline versus checkpoint removal in a training example." + "reason": "Both mention generation/training problems, but one is an all-black image bug and the other is checkpoint cleanup in an example script; different underlying issues." }, { "left": "issue:5953", "right": "issue:9546", "accept": false, - "reason": "Both mention ControlNet training/inference workflows, but one is a crash from mismatched image/control image sizes while the other is a validation-step OOM in a Flux training example." + "reason": "One is a crash from mismatched image/control_image sizes, the other is Flux ControlNet training OOM during validation; same subsystem, different bug." }, { "left": "issue:6348", "right": "issue:9958", "accept": false, - "reason": "Different feature requests: 3D support for AutoencoderKL versus tiling support for AutoencoderKLTemporalDecoder." + "reason": "Both touch autoencoder support, but one asks for 3D image support and the other for temporal decoder tiling; these are distinct features." }, { "left": "issue:7168", "right": "issue:7945", "accept": false, - "reason": "The first is about incorrect IP-Adapter image embedding tensor shapes; the second is a request to combine community pipelines. Same broad area, not the same bug." + "reason": "IP-Adapter image embedding shape confusion and combining community pipelines are unrelated." }, { "left": "issue:4158", "right": "issue:7168", "accept": false, - "reason": "Stall in from_single_file loading versus IP-Adapter embedding shape issues are distinct failure modes." + "reason": "from_single_file hanging and IP-Adapter embed shape issues are different code paths and symptoms." }, { "left": "issue:2905", "right": "issue:5256", "accept": false, - "reason": "Scheduler-wide Karras sigmas support and Insta-Flow training support are different feature requests." + "reason": "Scheduler-wide Karras sigmas support and Insta-Flow training support are separate changes." }, { "left": "issue:3570", "right": "issue:7057", "accept": false, - "reason": "Both are loading/checkpoint-related, but one is about disabling downloads when loading ckpt and the other is that a specific model checkpoint does not work." + "reason": "A download-toggle problem while loading ckpt and a model checkpoint that doesn't work are too vague and do not point to the same concrete bug." }, { "left": "issue:4419", "right": "issue:7519", "accept": false, - "reason": "Offset-noise inference mismatch is unrelated to cross_attention_kwargs scale being ignored by XFormersAttnProcessor." + "reason": "Offset-noise inference behavior and ignored cross_attention_kwargs scale are different pipeline behaviors." }, { "left": "issue:10382", "right": "issue:9930", "accept": false, - "reason": "Encoder forward return-type mismatch causing AttributeError is unrelated to a PAG adaptive scale bug." + "reason": "A VAE encoder return-type AttributeError and a PAG adaptive-scale bug are unrelated." }, { "left": "issue:3347", "right": "issue:3787", "accept": false, - "reason": "NaN images from DiffusionPipeline are not the same as an import cycle causing DiffusionPipeline import failure." + "reason": "NaN image output and an import error from partially initialized diffusers are entirely different failures." }, { "left": "issue:3674", "right": "issue:6363", "accept": false, - "reason": "Metadata.jsonl parsing in a LoRA script and FP16 unscale ValueError are separate training issues." + "reason": "Metadata JSONL parsing and FP16 gradient unscaling are unrelated training issues." }, { "left": "issue:5410", "right": "issue:5630", "accept": false, - "reason": "Both mention SDXL image quality, but one is blurry latent upscale output and the other is leftover noise from LMS scheduler in SDXL Img2Img." + "reason": "Both affect image quality, but latent upscaling blur and LMS leftover noise in SDXL img2img are different scheduler/pipeline problems." }, { "left": "issue:10573", "right": "issue:11989", "accept": false, - "reason": "Multiple-ControlNet padding_mask_crop limitation and black inference images are different bugs." + "reason": "Multiple-ControlNet padding_mask_crop handling and a pure-black inference image are not the same bug." }, { "left": "issue:11962", "right": "issue:9042", "accept": false, - "reason": "A GGUF quantized model support request for FLUX.1-Kontext-dev is not the same as adding Flux pipelines generally." + "reason": "GGUF quantized FLUX.1-Kontext-dev support and adding a Flux pipeline are separate feature requests." }, { "left": "issue:3113", "right": "issue:5153", "accept": false, - "reason": "Conceptually both are diffusion research ideas, but one is a layout-control method and the other is FreeU; they are not the same change." + "reason": "Training-free layout control and FreeU are different algorithmic techniques with different implementation goals." }, { "left": "issue:3366", "right": "issue:4724", "accept": false, - "reason": "Autocast being blocked by LoRALinearLayer is unrelated to an SDXL img2img pipeline issue." + "reason": "Autocast being blocked by LoRALinearLayer and an SDXL Img2Img pipeline checkpoint issue are unrelated." }, { "left": "issue:5977", "right": "issue:8440", "accept": false, - "reason": "Saving extra unet keys during LoRA training is different from a ValueError when using FromOriginalModelMixin in subclasses." + "reason": "Saving unet.unet LoRA keys and FromOriginalModelMixin subclass ValueError do not describe the same failure mode." }, { "left": "issue:6001", "right": "issue:8922", "accept": false, - "reason": "Wrong pipeline class returned by from_single_file for SDXL refiner is unrelated to zeroed outputs from a quantized SD3 single-file model." + "reason": "Refiner loading returning the wrong pipeline class and SD3 quantized single-file black outputs are different bugs." }, { "left": "issue:8534", "right": "issue:9686", "accept": false, - "reason": "SD3 dreambooth logit-normal weighting and SD3 ControlNet pooled projections are separate training vs pipeline bugs." + "reason": "Wrong logit-normal weighting in SD3 training and ControlNet pooled-projection behavior are distinct SD3 issues." }, { "left": "issue:10511", "right": "issue:11135", "accept": false, - "reason": "A scheduler redesign request and a new SmoothCache pipeline proposal are unrelated feature requests." + "reason": "Scheduler redesign for SD3/Flux and a new SmoothCache pipeline are not the same change." }, { "left": "issue:11022", "right": "issue:11885", "accept": false, - "reason": "Quanto support for WAN 2.1 model transformation and a FLUX LoRA loading bug are different issues." + "reason": "Quanto support for WAN 2.1 and a FLUX.1 LoRA-loading bug are unrelated." }, { "left": "issue:2822", "right": "issue:4217", "accept": false, - "reason": "Slow training convergence in ControlNet and slow loading with safetensors are unrelated performance complaints." + "reason": "Slow ControlNet training convergence and slow safetensors loading are different performance concerns." }, { "left": "issue:2838", "right": "issue:752", "accept": false, - "reason": "ControlNet pipeline behavior request and multi-concept Dreambooth support are different feature areas." + "reason": "A ControlNet pipeline behavior request and multi-concept Dreambooth support are not the same bug/change." + }, + { + "left": "issue:7735", + "right": "issue:8759", + "accept": false, + "reason": "A missing dataset caption column and an SD3 black-image/image_processor cast warning are unrelated." } ] }, @@ -96596,10 +96665,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10085", "issue:10712", @@ -96641,17 +96710,16 @@ "issue:730", "issue:752", "issue:7706", - "issue:7735", "issue:7946", "issue:7982", "issue:8429", "issue:8472", - "issue:8759", + "issue:9134", + "issue:9291", "issue:9667", "issue:9686" ], "soft_pairs": [ - "issue:7735|issue:8759", "issue:2966|issue:6154", "issue:6320|issue:9667", "issue:10937|issue:11077", @@ -96674,180 +96742,181 @@ "issue:10085|issue:10712", "issue:2276|issue:6774", "issue:4061|issue:4491", - "issue:4665|issue:5794" + "issue:4665|issue:5794", + "issue:9134|issue:9291" ], - "prepared_review_unit_hash": "ad3ded02778674ff5fa82aad593f520a25b6deb9d0fadffa7ba9092532b0d834", + "prepared_review_unit_hash": "96895a1cec456ff36fa9615c2cb20ed1d1d9c0ea80d01cede2593337df9cec4c", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33527, - "estimated_input_tokens": 8382, - "estimated_eval_tokens": 17020 + "serialized_chars": 33378, + "estimated_input_tokens": 8345, + "estimated_eval_tokens": 16946 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items cover unrelated problems across SDXL/SD3, LoRA, ControlNet, training scripts, caching, and model conversion. The listed soft pairs mostly share only broad subsystem keywords, not the same concrete bug or change, so they should not be merged as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "No real duplicate cluster here: the items span unrelated bugs, feature requests, and training/inference issues across different pipelines and components. All soft pairs look like false positives based on broad topical similarity only.", + "confidence": 0.93, + "canonical_issue_reason": "There is no single canonical issue for this set because the issues are heterogeneous and do not describe the same underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If one issue must be chosen as the most representative bug report, issue 10712 is the most concrete and self-contained runtime failure report among the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:7735", - "right": "issue:8759", - "accept": false, - "reason": "One is a dataset/caption-column training error; the other is an SD3 image postprocessing warning. Different code paths and failure modes." - }, { "left": "issue:2966", "right": "issue:6154", "accept": false, - "reason": "Both are training-related, but one is multi-GPU instruct-pix2pix behavior and the other is SDXL LoRA on M2 Mac. Not the same bug." + "reason": "Both are training-script issues, but one is multi-GPU training behavior and the other is SDXL LoRA on an M2 Mac; different environments and failure modes." }, { "left": "issue:6320", "right": "issue:9667", "accept": false, - "reason": "Both mention model loading/remote files, but one is Emu2 remote model resolution and the other is a Flux fp8 local transformer file issue. Different targets." + "reason": "Both involve model loading, but one is remote-model lookup failure in Emu2 and the other is local FLUX fp8 loading with a custom transformer file; not the same bug." }, { "left": "issue:10937", "right": "issue:11077", "accept": false, - "reason": "One is a torch.compile error in vae.encode; the other is a VAE convert script question. Same area, but not the same concrete problem." + "reason": "One is a torch.compile VAE encode error, the other is a VAE conversion-script question; different code paths and problem types." }, { "left": "issue:3811", "right": "issue:5604", "accept": false, - "reason": "Both involve LoRA, but one says loaded LoRA has no effect and the other is about unfusing multiple LoRA. Different behavior and code paths." + "reason": "Both are LoRA-related, but one says loaded LoRA has no effect on generation while the other is about unfusing multiple LoRAs; distinct behaviors." }, { "left": "issue:1161", "right": "issue:1883", "accept": false, - "reason": "Model conversion vs enabling gradient checkpointing for VAE. No shared underlying defect." + "reason": "Model conversion from Flax to PyTorch is unrelated to enabling gradient checkpointing for the VAE." }, { "left": "issue:2462", "right": "issue:752", "accept": false, - "reason": "IterableDataset support for finetuning vs multi-concept DreamBooth support. Related training domain, but distinct requests." + "reason": "IterableDataset support for finetuning is not the same as Dreambooth multi-concept/class support." }, { "left": "issue:3073", "right": "issue:4064", "accept": false, - "reason": "Request to add consistency models vs request to add PSLD pipelines. Both are feature requests, not duplicates." + "reason": "A request to add consistency models is unrelated to adding PSLD upscaler/deblur/inpainting pipelines." }, { "left": "issue:4321", "right": "issue:5835", "accept": false, - "reason": "Black images in Onnx DirectML FP16 vs using pretrained MusicLDM pipeline. Different pipelines and symptoms." + "reason": "Black images in an ONNX DirectML pipeline are unrelated to using the pretrained MusicLDM pipeline." }, { "left": "issue:11363", "right": "issue:8429", "accept": false, - "reason": "ControlNet inference OOM vs I2VGen-XL official inference script issues. Same broad topic of examples, but not the same bug." + "reason": "Both mention inference examples, but one is ControlNet CUDA OOM and the other is an I2VGen-XL official script malfunction; different pipelines and symptoms." }, { "left": "issue:5135", "right": "issue:8472", "accept": false, - "reason": "LoRA quality degradation suspected xformers issue vs questions about pre-training LoRA with other modules. Different concerns." + "reason": "LoRA quality degradation during generation is not the same as questions about jointly pretraining LoRA with other modules." }, { "left": "issue:5567", "right": "issue:7982", "accept": false, - "reason": "Accelerator.prepare overwriting unet.config is a runtime object mutation bug; from_pipe with MultiControlNetModel is a pipeline construction issue." + "reason": "Accelerator.prepare overwriting unet.config is a training-object mutation bug, while from_pipe with MultiControlNetModel is pipeline construction/copy behavior." }, { "left": "issue:7180", "right": "issue:7706", "accept": false, - "reason": "ControlNet image2image CPU offload failure vs custom pipeline CUDA OOM. Both memory-related, but different causes and code paths." + "reason": "CPU offload failure in SDXL ControlNet img2img is unrelated to custom pipeline CUDA OOM." }, { "left": "issue:1851", "right": "issue:730", "accept": false, - "reason": "Both concern DreamBooth training performance, but one is multi-GPU slowness and the other is local vs Colab learning behavior. Not the same issue." + "reason": "Multi-GPU slowdown in Dreambooth is a performance issue, while DreamBooth learning locally vs Colab is a training-quality/environment issue." }, { "left": "issue:4109", "right": "issue:7946", "accept": false, - "reason": "StableDiffusionXLInpaintPipeline not working vs custom_pipeline not being cached. Different pipeline functionality." + "reason": "StableDiffusionXLInpaintPipeline not working is unrelated to custom_pipeline caching." }, { "left": "issue:5574", "right": "issue:6008", "accept": false, - "reason": "LoRA training question vs IP-Adapter Plus Face failing with LCM LoRA after a release. Different components and failures." + "reason": "Training a part of UNet attention parameters with LoRA is unrelated to IP-Adapter Plus Face failing with an LCM LoRA." }, { "left": "issue:1608", "right": "issue:4872", "accept": false, - "reason": "Training stopping at 500 steps on T4 vs SDXL finetuning CUDA OOM on T4 Colab. Same hardware mention, different failure modes." + "reason": "Stopping at 500 steps on T4 and SDXL finetuning CUDA OOM are both resource/training issues, but they are different failure modes with different triggers." }, { "left": "issue:2552", "right": "issue:4057", "accept": false, - "reason": "Tutorial question for StableDiffusionInpaintPipeline vs blurred output from a finetuned inpainting model. One is documentation/support, the other is model quality." + "reason": "Tutorial questions for StableDiffusionInpaintPipeline are not the same as blurred output from a finetuned inpainting model." }, { "left": "issue:5108", "right": "issue:6274", "accept": false, - "reason": "T2I-Adapter multiple adapters broken vs T2I-Adapter with multiple adapters broken sounds similar, but one is multiadapter exceptions and the other likely a different adapter combination context; not enough evidence for same concrete bug." + "reason": "T2I-Adapter Multiadapter XL exceptions and multiple-adapter breakage are related broadly, but not enough evidence they are the same concrete bug." }, { "left": "issue:6435", "right": "issue:9686", "accept": false, - "reason": "ControlNet default width/height initialization vs SD3 ControlNet pooled projections bug. Different components and symptoms." + "reason": "Default width/height initialization in ControlNet is unrelated to the SD3 ControlNet pooled projections bug." }, { "left": "issue:10085", "right": "issue:10712", "accept": false, - "reason": "LyCORIS batch inference with skip_guidance_layers vs StableDiffusion3 prompt_embeds runtime error. Different pipelines and triggers." + "reason": "LyCORIS batch inference with skip_guidance_layers and SD3 prompt_embeds runtime errors are different pipeline/runtime paths." }, { "left": "issue:2276", "right": "issue:6774", "accept": false, - "reason": "xformers install problem in a notebook vs attention processor dtype mismatch in mixed precision. Install-time vs runtime bug, not duplicates." + "reason": "xformers installation problems in a training notebook are unrelated to an AttentionProcessor dtype mismatch at runtime." }, { "left": "issue:4061", "right": "issue:4491", "accept": false, - "reason": "SDXL LoRA load error vs SDXL refiner broken in latest diffusers. Same family, but different failure points." + "reason": "SDXL LoRA load error and SDXL refiner broken in latest diffusers are both SDXL-related but describe different components and failures." }, { "left": "issue:4665", "right": "issue:5794", "accept": false, - "reason": "Windows safetensors/bin-file selection issue vs missing tokenizer/config.json for SDXL. Different file resolution problems." + "reason": "Windows use_safetensors behavior with alternate bin files is unrelated to missing tokenizer/config.json in an SDXL model repo." + }, + { + "left": "issue:9134", + "right": "issue:9291", + "accept": false, + "reason": "Flux LoRA issues from SimpleTuner and kohya-ss key incompatibility are both FLUX LoRA topics, but one is a training/output issue and the other is a key-compatibility/loading issue." } ] }, @@ -96869,7 +96938,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10026", "issue:10277", @@ -96900,6 +96969,8 @@ "issue:4854", "issue:4923", "issue:5509", + "issue:5619", + "issue:5829", "issue:5967", "issue:6240", "issue:6793", @@ -96912,8 +96983,6 @@ "issue:7946", "issue:8407", "issue:8898", - "issue:9134", - "issue:9291", "issue:9479", "issue:9674", "issue:9680", @@ -96921,7 +96990,6 @@ "issue:9889" ], "soft_pairs": [ - "issue:9134|issue:9291", "issue:12009|issue:13001", "issue:1214|issue:2244", "issue:7801|issue:9674", @@ -96930,6 +96998,7 @@ "issue:1791|issue:2578", "issue:3199|issue:3213", "issue:4282|issue:7102", + "issue:5619|issue:5829", "issue:7851|issue:9479", "issue:12689|issue:13077", "issue:1070|issue:4854", @@ -96946,178 +97015,178 @@ "issue:3624|issue:5509", "issue:10500|issue:6869" ], - "prepared_review_unit_hash": "b0ac6e0fb517e0f38dd64ed78437e6fff08900264cdea670d4256697798d37da", + "prepared_review_unit_hash": "e3ff469e0f1d574d636ed7d5ecbeb7c92299a21dd0fb0fa29500325f16b9996d", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 33797, - "estimated_input_tokens": 8450, - "estimated_eval_tokens": 17156 + "serialized_chars": 33847, + "estimated_input_tokens": 8462, + "estimated_eval_tokens": 17180 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is broadly heterogeneous: most items are unrelated bugs or feature requests across different pipelines, loaders, schedulers, and training scripts. None of the soft-similarity pairs are strong enough to merge as the same underlying issue/change.", + "summary": "These items span many unrelated pipeline, scheduler, training, and model-loading problems. None of the soft pairs look like the same concrete bug/change, so they should stay separate.", "confidence": 0.92, - "canonical_issue_reason": "Issue 13077 is the best anchor: it is a concrete, code-path-specific bug report with a clear failure mode ('shallow copy of the transformer weights') and strong engagement, making it the most representative issue here.", + "canonical_issue_reason": "Issue 9704 is the strongest standalone bug report in the set: it is concrete, reproducible, and has the most substantial discussion around a specific runtime failure.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 13077 is the most actionable standalone bug in the set: specific symptom, specific API path, and likely to be useful as a canonical reference if related reports appear later.", + "best_issue_reason": "Issue 9704 is the best representative issue because it documents a well-scoped failure mode with strong triage value and clear error symptoms.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:9134", - "right": "issue:9291", - "accept": false, - "reason": "Both are FLUX LoRA-related, but one is about SimpleTuner-trained LoRAs and the other about kohya-ss key compatibility; different concrete failure modes and likely different fixes." - }, { "left": "issue:12009", "right": "issue:13001", "accept": false, - "reason": "Both involve GGUF loading, but they target different models and errors (Wan2.2 meta-tensor load vs Flux2.Klein shape mismatch), so they are not the same bug." + "reason": "Both involve GGUF loading, but they are different model families and different failures: Wan2.2 meta-tensor copy vs Flux2.Klein shape mismatch." }, { "left": "issue:1214", "right": "issue:2244", "accept": false, - "reason": "Both mention half precision, but they fail in different models/pipelines and with different runtime errors; too broad to treat as one defect." + "reason": "Both mention half precision, but one is CLIPTextModel fp16 behavior and the other is a Dreambooth CPU normalization error; different code paths." }, { "left": "issue:7801", "right": "issue:9674", "accept": false, - "reason": "One is about mixed_precision not producing fp16 weights, the other about poor SD3 ControlNet training results; not the same code-path problem." + "reason": "Mixed-precision configuration not applying to the model is unrelated to bad SD3 ControlNet training results." }, { "left": "issue:7945", "right": "issue:9680", "accept": false, - "reason": "A community-pipeline combination request is unrelated to an SDXL unconditional-generation breakage." + "reason": "One is a feature request about combining community pipelines; the other is an SDXL unconditional generation bug." }, { "left": "issue:7946", "right": "issue:8898", "accept": false, - "reason": "Custom pipeline caching and from_pretrained subfolder path validation are different loader behaviors and errors." + "reason": "Custom pipeline caching and from_pretrained subfolder path validation are different loading/caching problems." }, { "left": "issue:1791", "right": "issue:2578", "accept": false, - "reason": "Mac/MPS support for UnCLIP is unrelated to editable-mode installation failure." + "reason": "Mac/MPS UnCLIP support is unrelated to editable-mode installation failure." }, { "left": "issue:3199", "right": "issue:3213", "accept": false, - "reason": "Both mention pipeline breakage, but one is a broad custom-pipelines report and the other is a specific LPW pipeline regression; not enough evidence of one underlying bug." + "reason": "Both touch custom pipelines, but one is a broad custom-pipeline breakage report and the other is specifically lpw_stable_diffusion regression; not the same bug." }, { "left": "issue:4282", "right": "issue:7102", "accept": false, - "reason": "Adding Multi-ControlNet support is a feature request; the other is a bug in multi-ControlNet/multi-prompt behavior." + "reason": "A Multi-ControlNet feature request is not the same as a Multi-ControlNet/Multi-Prompt bug in an existing pipeline." + }, + { + "left": "issue:5619", + "right": "issue:5829", + "accept": false, + "reason": "LCM img2img AutoencodeTiny encoding failure and missing unet_time_cond_proj_dim in train scripts are separate issues." }, { "left": "issue:7851", "right": "issue:9479", "accept": false, - "reason": "Concurrent-call indexing failure is unrelated to inpainting mask leakage." + "reason": "Concurrent-call index errors are unrelated to inpainting changing unmasked regions." }, { "left": "issue:12689", "right": "issue:13077", "accept": false, - "reason": "LoRA checkpoint loading and ZImageControlNet transformer-weight copying are different mechanisms with different failure surfaces." + "reason": "LoRA checkpoint adapter loading and shallow-copy transformer weights are different weight-handling bugs." }, { "left": "issue:1070", "right": "issue:4854", "accept": false, - "reason": "Both are inpainting-related, but one is a generic inpainting bug report and the other is a batch/first-image issue; too different to merge." + "reason": "Both are inpainting-related, but one concerns a new-version bug and the other only processing the first image; not the same failure." }, { "left": "issue:6240", "right": "issue:9704", "accept": false, - "reason": "device_map='auto' loading errors and cuDNN frontend execution-plan failures are unrelated." + "reason": "device_map='auto' loading errors are unrelated to a cuDNN frontend execution-plan failure." }, { "left": "issue:4686", "right": "issue:6793", "accept": false, - "reason": "Local StableDiffusionUpscalePipeline loading and Hydra serialization failures are unrelated." + "reason": "Pipeline loading from a saved folder and Hydra serialization failure are distinct problems." }, { "left": "issue:1616", "right": "issue:2907", "accept": false, - "reason": "Community-pipeline support on Diffusers 0.8.0 is unrelated to double enable_model_cpu_offload failures." + "reason": "LPW pipeline compatibility on an older diffusers version is unrelated to calling enable_model_cpu_offload twice." }, { "left": "issue:2447", "right": "issue:3884", "accept": false, - "reason": "Both concern LoRA, but one is a generic LoRA error and the other is a specific training script failure; not clearly the same underlying bug." + "reason": "Generic LoRA training errors and a specific train_text_to_image_lora.py failure are not clearly the same bug." }, { "left": "issue:5967", "right": "issue:9889", "accept": false, - "reason": "An announcement is not the same as a segmentation fault bug report." + "reason": "An announcement post and an inference segfault are not duplicate bug reports." }, { "left": "issue:1546", "right": "issue:785", "accept": false, - "reason": "Truncation warnings causing batched-input errors and PNDM scheduler performance cost are separate issues." + "reason": "Batched truncation-warning failure and PNDM scheduler performance cost are different issues." }, { "left": "issue:2858", "right": "issue:4923", "accept": false, - "reason": "Both are feature requests, but for different pipelines and different capabilities." + "reason": "Seed image support in UnCLIP img2img is unrelated to the AudioLDM2 transcript feature request." }, { "left": "issue:2312", "right": "issue:3631", "accept": false, - "reason": "EMA-save-hook errors during text-to-image finetuning and inpainting latent exceptions are unrelated." + "reason": "EMA save-hook failure and inpainting latent-input exception are separate code paths." }, { "left": "issue:10026", "right": "issue:11127", "accept": false, - "reason": "Training-memory behavior under DeepSpeed and single-file Flux model loading are different problems." + "reason": "Flux ControlNet memory usage under DeepSpeed and single-file loading for a Flux model are unrelated issues." }, { "left": "issue:10277", "right": "issue:8407", "accept": false, - "reason": "Different schedulers, different pipelines, and different compatibility errors; not the same change." + "reason": "Fluxfill Euler scheduler support and UniPC set_timesteps kwargs support are different scheduler-specific bugs." }, { "left": "issue:3624", "right": "issue:5509", "accept": false, - "reason": "A getattr type error is unrelated to image-batch-size validation." + "reason": "A getattr attribute-type error is unrelated to image batch-size validation for ndarray/cv2 inputs." }, { "left": "issue:10500", "right": "issue:6869", "accept": false, - "reason": "Device placement failure in HunyuanVideo/BitsAndBytes is unrelated to a video export unpacking error." + "reason": "BitsAndBytes device placement mismatch and export_to_video unpacking errors are different failures in different subsystems." } ] }, @@ -97139,7 +97208,7 @@ "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10337", "issue:10526", @@ -97220,12 +97289,12 @@ ], "prepared_review_unit_hash": "2cc66c4a225f1baf88c2a4e8925e17228e995da81d8449e7288e7f22916487ba", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - 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"cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:10010", "issue:10052", @@ -97780,12 +97849,12 @@ ], "prepared_review_unit_hash": "f993bbdc9581e411037ff437379ad339442b81c41a0c9f033dc5a4885f2484af", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -97974,10 +98043,10 @@ "review_unit_count": 364, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:11047", "issue:11055", @@ -98057,12 +98126,12 @@ ], "prepared_review_unit_hash": "af5657629091cf9a10b10b069c2f7d72514aaa9821c35ae57590519692830af8", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -98254,7 +98323,7 @@ "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:1546", "issue:1566", @@ -98334,12 +98403,12 @@ ], "prepared_review_unit_hash": "f2f8a460df9e31f4f088173277a42717fee1ff0ff104aea6c5f641202eaec58a", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 48, @@ -98531,7 +98600,7 @@ "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:2755", "issue:2763", @@ -98609,12 +98678,12 @@ ], "prepared_review_unit_hash": "7b64416cdfdb3c7beff3bc4ba1e1da742fd2c7aee9f82e54f2571da4788076ee", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 47, @@ -98800,7 +98869,7 @@ "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:3658", "issue:3677", @@ -98879,12 +98948,12 @@ ], "prepared_review_unit_hash": "65dbcc0d4aab70490b08f526d38821671a87d7035bd39cddd10cf0cb5c9b6e1b", "component_budget": { - 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"cluster_id": "cluster-50-3013", + "cluster_id": "cluster-50-3014", "nodes": [ "issue:5977", "issue:5980", @@ -99416,12 +99485,12 @@ ], "prepared_review_unit_hash": "4d8190fb89cbca0295ac88ca8ccadc6848c8e94500eb625e0b8989f2dcea514c", "component_budget": { - "node_count": 3013, - "item_count": 3013, - "soft_pair_count": 8927, - "serialized_chars": 4763681, - "estimated_input_tokens": 1190921, - "estimated_eval_tokens": 2382098 + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 }, "budget": { "node_count": 42, @@ -107303,15 +107372,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10261", "pull_request:10364", @@ -107398,12 +107467,12 @@ ], "prepared_review_unit_hash": "ee55a4ae50b4eb9b81be18c2ea0156c4c9d48797a30d2c9093270b241a2a62b9", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, @@ -107638,15 +107707,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 2, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10259", "pull_request:10437", @@ -107730,12 +107799,12 @@ ], "prepared_review_unit_hash": "ba872b79af7bdd971fb6ac024626d3109b14d46d28da9bb147bdd384988daff0", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, @@ -107949,15 +108018,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 3, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10318", "pull_request:10378", @@ -108040,12 +108109,12 @@ ], "prepared_review_unit_hash": "00ed665516f2d55fc5d317ed0c22ba7c812c9cd0e4fd2a4b82d7d8b9edcd293a", "component_budget": { - "node_count": 3016, - "item_count": 3016, - 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"node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, @@ -119549,15 +119618,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 42, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:3744", "pull_request:3745", @@ -119638,12 +119707,12 @@ ], "prepared_review_unit_hash": "700b0005683bfe735b661979c7254301ecd1a558aa89991dcb64d8a0b5819ac1", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, @@ -119839,15 +119908,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 43, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:5499", "pull_request:55", @@ -119926,20 +119995,20 @@ "pull_request:8470|pull_request:9266", "pull_request:8600|pull_request:9107" ], - "prepared_review_unit_hash": "088ce8737ad2b77df9a303e7dbcf3e38ee641558ab200b36a1e55cd45ce8c621", + "prepared_review_unit_hash": "39755e78e47f6f890733196c0174fb9b8ea7b5354753c962832c7f613aa4a27d", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 97306, + "serialized_chars": 97307, "estimated_input_tokens": 24327, "estimated_eval_tokens": 48910 }, @@ -119948,168 +120017,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a grab bag of mostly unrelated docs fixes, typos, CI tweaks, and a few distinct feature/code changes. I found no pair that looks like the same underlying bug/change, so all soft edges are rejected.", - "confidence": 0.72, + "summary": "This cluster is a heterogeneous set of unrelated docs, CI, test, and model changes. None of the soft-edge pairs look like the same underlying bug or feature change, so I would not merge any of them as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue artifacts are present. As a PR representative, #5506 is the cleanest self-contained bug fix with a concrete runtime code-path change, but it does not duplicate the other items.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "#5506 is the best overall representative: it fixes a specific attention/LoRA runtime issue in code, is merged, and is more substantive than the many docs-only or typo-only changes.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:5499", "right": "pull_request:6998", "accept": false, - "reason": "Both are docs-only link/callout fixes in different files; they do not address the same underlying change." + "reason": "Both are documentation edits, but they fix different link/callout issues in different pages." }, { "left": "pull_request:55", "right": "pull_request:59", "accept": false, - "reason": "Both touch resnet internals, but they are different refactors for different model families and code paths." + "reason": "Both touch resnet code, but they are separate architecture refactors for different model families and code paths." }, { "left": "pull_request:5506", "right": "pull_request:5823", "accept": false, - "reason": "5506 fixes an xFormers/PEFT attention bug; 5823 adds adapter_names support for fuse_lora. Related area, but different functionality." + "reason": "One fixes PEFT/xFormers scale passing; the other adds adapter_names support to fuse_lora. Different bugs and changes." }, { "left": "pull_request:555", "right": "pull_request:824", "accept": false, - "reason": "One adds Flax VAE support; the other adds a Flax test harness update. Not the same change." + "reason": "Flax VAE addition and a Flax test update are not the same underlying change." }, { "left": "pull_request:5698", "right": "pull_request:6198", "accept": false, - "reason": "LCM img2img bug fix vs benchmark reporting helper; unrelated changes." + "reason": "LCM img2img behavior fix versus benchmarking/reporting changes are unrelated." }, { "left": "pull_request:5707", "right": "pull_request:5727", "accept": false, - "reason": "One adds tests, the other adds scripts for LCM. Same theme, but not the same concrete fix." + "reason": "One adds tests, the other adds training scripts; they do not fix the same code-path problem." }, { "left": "pull_request:5745", "right": "pull_request:6475", "accept": false, - "reason": "Both are doc updates for different models; no shared bug or identical edit." + "reason": "Both are doc-type fixes, but for different classes/models and different files." }, { "left": "pull_request:5745", "right": "pull_request:7015", "accept": false, - "reason": "Different documentation corrections in different areas; not duplicate work." + "reason": "These are unrelated documentation corrections in different areas of the codebase." }, { "left": "pull_request:5818", "right": "pull_request:7324", "accept": false, - "reason": "CI workflow update vs test revisions for Stable Cascade. Same broad testing ecosystem, different changes." + "reason": "Both are test-related, but they target different pipelines and different test suites." }, { "left": "pull_request:5855", "right": "pull_request:6669", "accept": false, - "reason": "Both are README edits, but they fix unrelated examples and typos." + "reason": "Both edit README text, but one is a typo fix and the other updates repository counts/links." }, { "left": "pull_request:5983", "right": "pull_request:6002", "accept": false, - "reason": "SVD docs fix vs SVD guidance-scale code fix; one is documentation, the other is runtime behavior." + "reason": "SVD docs cleanup and stable video diffusion guidance-scale logic are not the same bug/change." }, { "left": "pull_request:6314", "right": "pull_request:7472", "accept": false, - "reason": "Paper-link typo vs broken examples link; unrelated documentation fixes." + "reason": "These are separate broken-link fixes in different docs." }, { "left": "pull_request:6433", "right": "pull_request:8426", "accept": false, - "reason": "Community pipeline addition vs CI install-method cleanup. No common underlying bug/change." + "reason": "Community pipeline addition and CI workflow dependency changes are unrelated." }, { "left": "pull_request:6462", "right": "pull_request:7472", "accept": false, - "reason": "Different README/docs fixes with no shared target or code path." + "reason": "Both are docs/link tweaks, but they fix different pages and different link targets." }, { "left": "pull_request:6837", "right": "pull_request:8851", "accept": false, - "reason": "Missing deps docs for i2vgen-xl vs AuraFlow docs addition; unrelated feature/documentation work." + "reason": "Different documentation additions for different models/pipelines." }, { "left": "pull_request:7181", "right": "pull_request:7325", "accept": false, - "reason": "Both are typo sweeps, but they touch different files and unrelated content." + "reason": "Both are typo sweeps, but they touch different sets of files and are not the same concrete change." }, { "left": "pull_request:7319", "right": "pull_request:9066", "accept": false, - "reason": "Two separate documentation additions for different models/schedulers; not the same change." + "reason": "These add docs for different models/schedulers; same area, but not the same underlying feature." }, { "left": "pull_request:74", "right": "pull_request:9", "accept": false, - "reason": "Both involve Grad-TTS/UNet architecture, but one adds a mid block and the other introduces the model/pipeline. Different changes." + "reason": "Grad-TTS mid-block addition is a later architectural change, not the same as the original Grad-TTS model/pipeline introduction." }, { "left": "pull_request:7425", "right": "pull_request:8851", "accept": false, - "reason": "Docs typo/image example update vs AuraFlow docs addition; no shared bug or implementation." + "reason": "Unrelated docs fixes for different tutorial/model pages." }, { "left": "pull_request:7709", "right": "pull_request:8403", "accept": false, - "reason": "Both touch Tailscale workflow config, but one adds the action and the other updates its source. Not the same fix." + "reason": "Both mention Tailscale, but they modify different workflows for different CI behavior." }, { "left": "pull_request:7797", "right": "pull_request:8932", "accept": false, - "reason": "Fast DDPM test size reduction vs transformer test coverage addition; unrelated test changes." + "reason": "These are unrelated test-suite changes for different models." }, { "left": "pull_request:7867", "right": "pull_request:9024", "accept": false, - "reason": "Both mention cache/CI, but one changes cache mount paths while the other adjusts CI groups and workflow plumbing." + "reason": "Both adjust CI cache/setup, but they are different workflow-wide infra changes, not one concrete fix." }, { "left": "pull_request:798", "right": "pull_request:972", "accept": false, - "reason": "Different typo fixes in different doc/code areas; not duplicate work." + "reason": "Both are typo fixes, but they correct different typos in different files." }, { "left": "pull_request:798", "right": "pull_request:975", "accept": false, - "reason": "Docstring typo vs docs title typo; too different to be the same underlying issue." + "reason": "Docstring typo fix and a docs title capitalization fix are unrelated." }, { "left": "pull_request:8470", "right": "pull_request:9266", "accept": false, - "reason": "Both are README/community doc updates, but they cover unrelated content and purposes." + "reason": "Different README/community documentation updates with no shared bug or change." }, { "left": "pull_request:8600", "right": "pull_request:9107", "accept": false, - "reason": "Both touch SD3 dreambooth code, but one fixes cleanup and the other fixes loading-hook key selection. Different bugs." + "reason": "Both touch the same training script, but they fix different bugs: deletion of tokenizers vs loading-hook key filtering." } ] }, @@ -120123,15 +120192,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 44, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10205", "pull_request:10810", @@ -120210,12 +120279,12 @@ ], "prepared_review_unit_hash": "ee041b9da1d5558ad73beb3db1491f4f59605061c466dd33deb8bd7613651f45", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, @@ -120399,15 +120468,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 45, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:11823", "pull_request:11843", @@ -120487,12 +120556,12 @@ ], "prepared_review_unit_hash": "f68f7a9642584c58fa08069ec5f835e3a50513bae21c82e53cedde00cfe78620", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, @@ -120676,15 +120745,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 46, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10105", "pull_request:10117", @@ -120763,12 +120832,12 @@ ], "prepared_review_unit_hash": "0b049e26065ce45b0ea552b98f1ddc686d47356515ca385bc80f71128c7de95e", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, @@ -120946,15 +121015,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 47, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:11786", "pull_request:11994", @@ -121034,12 +121103,12 @@ ], "prepared_review_unit_hash": "b83a5f30fa8dd06ec703e868f21cb69a84dab74c1e73d23acb5e207c1d15552f", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, @@ -121229,15 +121298,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 48, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10222", "pull_request:10402", @@ -121317,12 +121386,12 @@ ], "prepared_review_unit_hash": "cafd536d04bad468c33ff9770c2b0c96665e69e7a42345f7ab5e9d76bbd58016", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, @@ -121512,21 +121581,21 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 49, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:11469", - "pull_request:11716", "pull_request:1229", "pull_request:12418", - "pull_request:12714", + "pull_request:13352", + "pull_request:13536", "pull_request:1508", "pull_request:2892", "pull_request:3334", @@ -121588,6 +121657,7 @@ "pull_request:4352|pull_request:5470", "pull_request:5129|pull_request:5202", "pull_request:1229|pull_request:1508", + "pull_request:13352|pull_request:13536", "pull_request:2892|pull_request:4373", "pull_request:3334|pull_request:5015", "pull_request:4188|pull_request:5420", @@ -121596,193 +121666,192 @@ "pull_request:4749|pull_request:4859", "pull_request:4833|pull_request:5157", "pull_request:6215|pull_request:7632", - "pull_request:11469|pull_request:12418", - "pull_request:11716|pull_request:12714" + "pull_request:11469|pull_request:12418" ], - "prepared_review_unit_hash": "ce57d02c43c922a88c4cb67039c9d66da6b6884f4477160f6b1c41ac7e56015f", + "prepared_review_unit_hash": "8947f5d71275297cbc8705bd4ca9b26ae1fc5959644c8f57f0364748918efc09", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 91928, - "estimated_input_tokens": 22982, - "estimated_eval_tokens": 46220 + "serialized_chars": 91378, + "estimated_input_tokens": 22845, + "estimated_eval_tokens": 45946 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous docs/test/code PRs, and none of the soft pairs look like the same underlying bug or change. I rejected all soft edges. No issue nodes are present; the best standalone PR is the core LoRA unfuse fix.", - "confidence": 0.91, - "canonical_issue_reason": "No issue nodes are present in this cluster.", - "canonical_pr_reason": "No single canonical PR: the set spans unrelated docs, tests, and code fixes rather than one duplicate change.", + "summary": "Mostly false-positive similarity: the pairs span unrelated docs edits, test xfails, pipeline bug fixes, and separate LoRA/Flux/controlnet changes. I don\u2019t see a true duplicate cluster here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a clear duplicate hub; the items are heterogeneous and mostly only share superficial wording or subsystem overlap.", "best_issue_reason": null, - "best_pr_reason": "PR 4833 is the strongest representative code fix: it addresses core LoRA fuse/unfuse behavior across loaders/models and includes tests.", + "best_pr_reason": "No PR is a strong global canonical choice because there is no single underlying bug/change across the set.", "soft_edge_verdicts": [ { "left": "pull_request:382", "right": "pull_request:388", "accept": false, - "reason": "Both are docs PRs, but one adds DDPM docs and the other adds unconditional latent diffusion docs; different pipelines and content." + "reason": "Both are docs-only pipeline pages, but they document different pipelines and different content." }, { "left": "pull_request:3923", "right": "pull_request:5236", "accept": false, - "reason": "Different docs-only fixes: one adds a missing torch import in stable diffusion docs, the other cleans up code fences in the Korean unconditional image generation page." + "reason": "One fixes a missing torch import in stable diffusion docs; the other is a Korean docs formatting cleanup. Unrelated." }, { "left": "pull_request:3987", "right": "pull_request:4707", "accept": false, - "reason": "Audio Diffusion snippet fix vs. custom diffusion training README updates; unrelated topics and code paths." + "reason": "Audio Diffusion code snippet fix vs. custom diffusion training README/script adjustments; different change sets and bugs." }, { "left": "pull_request:4574", "right": "pull_request:6342", "accept": false, - "reason": "One updates InstructPix2Pix README examples; the other adds a Windows/Python installation note. Same docs theme, but not the same change." + "reason": "Separate documentation updates in different areas; no shared concrete bug or edit." }, { "left": "pull_request:5003", "right": "pull_request:5298", "accept": false, - "reason": "Both involve LoRA internals, but one fixes fuse/unfuse logic while the other fixes torch.compile behavior for LoRA convs; distinct bugs." + "reason": "Both touch LoRA internals, but one fixes fuse/unfuse state handling and the other fixes torch.compile behavior for LoRA convs; different code-path problems." }, { "left": "pull_request:5051", "right": "pull_request:7068", "accept": false, - "reason": "Typos/docs cleanup in different places: Wuerstchen docs vs assorted tutorial/docstring typo fixes." + "reason": "Broken-link docs fix and typo cleanup are not the same underlying change." }, { "left": "pull_request:5157", "right": "pull_request:5833", "accept": false, - "reason": "ControlNet LoRA name-conversion fix in loaders.py vs PixArt docs/example expansion; no shared bug or change." + "reason": "ControlNet LoRA conversion logic vs. PixArt docs expansion; unrelated." }, { "left": "pull_request:7050", "right": "pull_request:7118", "accept": false, - "reason": "Both are typo fixes, but they touch different docs and different snippets; not the same underlying issue." + "reason": "Both are typo/doc cleanup PRs, but they edit different docs and fix different wording issues." }, { "left": "pull_request:8490", "right": "pull_request:9760", "accept": false, - "reason": "DreamBooth SD3 README script correction vs top-level README wording cleanup; unrelated scopes." + "reason": "README_sd3 content correction vs. top-level README wording cleanup; no shared concrete bug." }, { "left": "pull_request:8642", "right": "pull_request:9100", "accept": false, - "reason": "Different typo fixes in different files: StableDiffusion3 pipeline return docs vs a text-to-image LoRA help string." + "reason": "Different typo fixes in different training docs/code; not the same issue." }, { "left": "pull_request:8860", "right": "pull_request:9760", "accept": false, - "reason": "README_sd3 update vs general README wording changes; separate docs edits." + "reason": "No diff evidence for 8860 and, even if it is a README update, it is not clearly the same change as the top-level README edit." }, { "left": "pull_request:9070", "right": "pull_request:9083", "accept": false, - "reason": "One adds a Flux img2img pipeline; the other adds single-file Flux Transformer support. Different features, not mergeable as one PR." + "reason": "A new Flux img2img pipeline and single-file support for Flux Transformer are distinct features." }, { "left": "pull_request:9086", "right": "pull_request:9754", "accept": false, - "reason": "Flux DreamBooth/LoRA training scripts vs a research quantized Flux training project; related ecosystem, but different implementations and goals." + "reason": "Both are Flux training-related, but one adds DreamBooth/LoRA scripts and the other adds a quantized research workflow; not the same concrete fix." }, { "left": "pull_request:4352", "right": "pull_request:5470", "accept": false, - "reason": "Kandinsky combined-pipeline offload/xformers methods vs controlnet inpaint pipeline docs/fixes; no shared code path." + "reason": "Different pipeline families and different fixes; only broad subsystem overlap." }, { "left": "pull_request:5129", "right": "pull_request:5202", "accept": false, - "reason": "Multiple-LoRA fuse/unfuse support vs Kohya checkpoint mapping support. Both LoRA-related, but they solve different loader problems." + "reason": "Multiple-LoRA fuse/unfuse support and Kohya checkpoint mapping are related to LoRA, but they solve different problems in different paths." }, { "left": "pull_request:1229", "right": "pull_request:1508", "accept": false, - "reason": "Both edit DreamBooth README text, but one is install guidance and the other clarifies num_class_images behavior; different documentation issues." + "reason": "Both edit the DreamBooth README, but one changes install guidance and the other clarifies num_class_images; not duplicates." + }, + { + "left": "pull_request:13352", + "right": "pull_request:13536", + "accept": false, + "reason": "Same workflow file, but one adds checkout and the other changes permissions/instructions; separate CI workflow changes." }, { "left": "pull_request:2892", "right": "pull_request:4373", "accept": false, - "reason": "Upcaster input validation/embed support vs SDXL resize/default-size ordering. Different pipeline bugs." + "reason": "Stable Diffusion Upscale input validation vs. SDXL resize ordering; different pipeline bugs." }, { "left": "pull_request:3334", "right": "pull_request:5015", "accept": false, - "reason": "Docstring formatting fix in pipeline_utils vs broken docs link fix; unrelated documentation changes." + "reason": "Docstring wording cleanup vs. broken docs link; unrelated documentation fixes." }, { "left": "pull_request:4188", "right": "pull_request:5420", "accept": false, - "reason": "SDXL ControlNet dataset fingerprinting fix vs a basic training tutorial repo_id assignment correction; different bugs and files." + "reason": "Different follow-up docs/examples PRs with no shared underlying bug or code path." }, { "left": "pull_request:4242", "right": "pull_request:5833", "accept": false, - "reason": "Single-file VAE loading support vs PixArt docs example; no overlap in change or bug." + "reason": "Single-file VAE loading support vs. ControlNet import-path fix in single-file loading; distinct changes." }, { "left": "pull_request:4242", "right": "pull_request:5834", "accept": false, - "reason": "Single-file VAE loading support vs a ControlNet single-file import path fix; both loading-related but different concrete problems." + "reason": "Single-file VAE loading support vs. ControlNet import-path fix in single-file loading; distinct changes." }, { "left": "pull_request:4749", "right": "pull_request:4859", "accept": false, - "reason": "SDXL DreamBooth LoRA checkpointing fix vs an SDXL inpaint fast-test tweak; different subsystems and goals." + "reason": "DreamBooth LoRA checkpointing vs. SDXL inpaint fast-test input tweak; unrelated." }, { "left": "pull_request:4833", "right": "pull_request:5157", "accept": false, - "reason": "Both touch LoRA code, but 4833 fixes unfuse/state_dict behavior while 5157 fixes ControlNet LoRA conversion names; separate code paths." + "reason": "Both are LoRA-related code changes, but one fixes unfuse behavior and the other fixes Kohya/controlnet name conversion; different bugs." }, { "left": "pull_request:6215", "right": "pull_request:7632", "accept": false, - "reason": "PixArt test determinism updates vs DreamBooth VAE loading bug; unrelated failures." + "reason": "Both mention VAE, but one adjusts PixArt test initialization and the other fixes DreamBooth VAE path handling; not the same issue." }, { "left": "pull_request:11469", "right": "pull_request:12418", "accept": false, - "reason": "Both xfail tests for CI issues, but they target different versions, libraries, and test files; not the same failing condition." - }, - { - "left": "pull_request:11716", - "right": "pull_request:12714", - "accept": false, - "reason": "Flux LoRA metadata-return fix vs Flux2 LoRA NaN test adjustments; different bugs and code paths." + "reason": "Both xfail tests, but they target different test files and different version-specific failures." } ] }, @@ -121796,15 +121865,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 50, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10132", "pull_request:10359", @@ -121814,15 +121883,15 @@ "pull_request:10867", "pull_request:11025", "pull_request:11353", + "pull_request:11716", "pull_request:12055", "pull_request:12164", "pull_request:1229", "pull_request:12526", "pull_request:12551", "pull_request:12647", - "pull_request:12983", + "pull_request:12714", "pull_request:13058", - "pull_request:13121", "pull_request:1513", "pull_request:1920", "pull_request:2398", @@ -121855,6 +121924,7 @@ "pull_request:9696" ], "soft_pairs": [ + "pull_request:11716|pull_request:12714", "pull_request:12551|pull_request:12647", "pull_request:12526|pull_request:13058", "pull_request:10359|pull_request:9696", @@ -121879,218 +121949,202 @@ "pull_request:6448|pull_request:7738", "pull_request:10717|pull_request:10867", "pull_request:10132|pull_request:10497", - "pull_request:4847|pull_request:6419", - "pull_request:12983|pull_request:13121" + "pull_request:4847|pull_request:6419" ], - "prepared_review_unit_hash": "629fc3c9a4063eb7772c678543451410880801307248f853bf2f70878b83479d", + "prepared_review_unit_hash": "c7bbbead87453643b2bd78a71e0cf20bc49f1e17d73fe6208718395c340ab203", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 103911, - "estimated_input_tokens": 25978, - "estimated_eval_tokens": 52212 + "serialized_chars": 103774, + "estimated_input_tokens": 25944, + "estimated_eval_tokens": 52144 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated docs, CI, test, and feature PRs. The only pair that looks like the same underlying change is the tokenizers CI install workflow follow-up (10132 \u2194 10497).", - "confidence": 0.82, + "summary": "This cluster is not a true duplicate set: the PRs span unrelated CI, docs, LoRA, Flux, Wan, Qwen, scheduler, and test changes. The soft edges are mostly superficial similarity rather than the same underlying bug or feature.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for the whole cluster; the closest duplicate pair is the tokenizers CI install fix, and 10497 is the cleaner representative because it corrects the git subdirectory path for the same workflow line.", + "canonical_pr_reason": "No canonical PR: the items do not share one underlying bug or change, so none of the PRs cleanly represents the whole cluster.", "best_issue_reason": null, - "best_pr_reason": "10497 is the best global PR representative here because it most directly addresses the concrete CI tokenizers installation bug, whereas 10132 is the earlier broader workflow edit.", + "best_pr_reason": "No single PR is a good global representative; the cluster is too heterogeneous for a meaningful best-PR choice.", "soft_edge_verdicts": [ + { + "left": "pull_request:11716", + "right": "pull_request:12714", + "accept": false, + "reason": "Different LoRA problems: return_metadata handling vs Flux2 NaN test; not the same code path." + }, { "left": "pull_request:12551", "right": "pull_request:12647", "accept": false, - "reason": "Same test file, but they skip different layerwise-casting test cases; these are separate CI/test fixes, not the same bug." + "reason": "Both touch CI skips, but they target different tests and different failures." }, { "left": "pull_request:12526", "right": "pull_request:13058", "accept": false, - "reason": "Different features for different Wan/LTX2 pipelines; not the same change or code-path problem." + "reason": "Different Wan features: Animate pipeline vs LTX2 condition pipeline; unrelated changes." }, { "left": "pull_request:10359", "right": "pull_request:9696", "accept": false, - "reason": "One is a test cleanup PR, the other changes the test-runner workflow; related area but not the same underlying issue." + "reason": "Unrelated CI/test-workflow changes, not the same underlying fix." }, { "left": "pull_request:4862", "right": "pull_request:5470", "accept": false, - "reason": "Both touch ControlNet-related code, but they fix different pipelines and different bugs." + "reason": "Different ControlNet bugs: multi-controlnet img2img sizing vs upscale safety checker." }, { "left": "pull_request:6898", "right": "pull_request:6939", "accept": false, - "reason": "Both standardize model cards, but they are for different training scripts and different concrete edits." + "reason": "Both standardize model cards, but for different scripts and content; not one duplicate change." }, { "left": "pull_request:10750", "right": "pull_request:9638", "accept": false, - "reason": "One adds Flux ControlNet support; the other adds Xlabs ControlNet support. Same subsystem, different feature work." + "reason": "Different Flux work: ControlNet img2img support vs Xlabs ControlNets." }, { "left": "pull_request:7638", "right": "pull_request:7717", "accept": false, - "reason": "A broken link fix and docstring style cleanup are unrelated changes." + "reason": "Both are docs/style cleanups, but they fix different files and issues." }, { "left": "pull_request:11025", "right": "pull_request:11353", "accept": false, - "reason": "Both are Wan-related, but one adds LoRA conversion support and the other adds FLF2V generation support." + "reason": "Different Wan additions: LoRA conversion support vs FLF2V pipeline/docs support." }, { "left": "pull_request:12055", "right": "pull_request:12164", "accept": false, - "reason": "Qwen-Image base support vs Qwen Image Edit support are separate feature additions." + "reason": "Qwen-Image base support and Qwen Image Edit support are related but distinct features." }, { "left": "pull_request:1920", "right": "pull_request:2398", "accept": false, - "reason": "General docs translation work and Pix2Pix Zero docs content are not the same artifact or change." + "reason": "Different documentation updates for unrelated topics." }, { "left": "pull_request:2588", "right": "pull_request:4396", "accept": false, - "reason": "Text-encoder LoRA support and the prompt-encoding dtype fallback fix solve different problems." + "reason": "Different changes: LoRA training support vs prompt-encoding dtype fallback." }, { "left": "pull_request:4272", "right": "pull_request:4276", "accept": false, - "reason": "Optional import fixes and a pipeline-import test are not the same bug fix." + "reason": "Optional import cleanup and pipeline import smoke test are not the same fix." }, { "left": "pull_request:4621", "right": "pull_request:6564", "accept": false, - "reason": "Multi-adapter downscale validation and IP-Adapter path handling are unrelated." + "reason": "Different adapter logic vs IP Adapter path handling; unrelated code-path problems." }, { "left": "pull_request:6564", "right": "pull_request:8825", "accept": false, - "reason": "IP-Adapter path normalization and SDXL KDiffusion feature support are different changes." + "reason": "Path generation fix in IP Adapter vs adding ControlNet/IP-Adapter support to K-Diffusion." }, { "left": "pull_request:7118", "right": "pull_request:9207", "accept": false, - "reason": "Docs typo cleanup vs CPU offloading usage updates are unrelated." + "reason": "Different docs fixes in different pages; not the same change." }, { "left": "pull_request:7131", "right": "pull_request:9207", "accept": false, - "reason": "Different documentation fixes in different topics; not the same underlying change." + "reason": "Same here: separate documentation fixes, not duplicates." }, { "left": "pull_request:7932", "right": "pull_request:9696", "accept": false, - "reason": "LoRA test expectation updates and workflow changes are not the same code-path or bug." + "reason": "LoRA test expectation changes and PR-test workflow changes are unrelated." }, { "left": "pull_request:6898", "right": "pull_request:6907", "accept": false, - "reason": "Both standardize model cards, but they affect different example scripts and different generated content." + "reason": "Both are model-card standardization efforts, but on different examples and with different edits." }, { "left": "pull_request:1229", "right": "pull_request:1513", "accept": false, - "reason": "Different DreamBooth docs additions with different purposes." + "reason": "Both update DreamBooth docs, but they add different instructions for different setup steps." }, { "left": "pull_request:2595", "right": "pull_request:3128", "accept": false, - "reason": "Scheduler configuration switching and img2img timestep selection are distinct bugs." + "reason": "Scheduler config switching and img2img timestep slicing solve different bugs." }, { "left": "pull_request:4862", "right": "pull_request:4886", "accept": false, - "reason": "ControlNet multi-model shape handling and upscale safety checker behavior are different issues." + "reason": "Different pipeline bugs in ControlNet img2img vs StableDiffusionUpscale safety checking." }, { "left": "pull_request:6448", "right": "pull_request:7738", "accept": false, - "reason": "LoRA assertion cleanup and device-placement guarding are separate test/runtime fixes." + "reason": "Different LoRA test/device fixes; same area, but not the same underlying issue." }, { "left": "pull_request:10717", "right": "pull_request:10867", "accept": false, - "reason": "IP-Adapter support for Flux img2img and multi IP-Adapter support are related but not the same concrete change." - }, - { - "left": "pull_request:10132", - "right": "pull_request:10497", - "accept": true, - "reason": "Both edits target the same CI tokenizers installation line in pr_tests.yml; 10497 is a direct follow-up correcting the Git subdirectory for the same install path." - }, - { - "left": "pull_request:4847", - "right": "pull_request:6419", - "accept": false, - "reason": "Different community/example pipelines with different scopes and no shared code-path fix." - }, - { - "left": "pull_request:12983", - "right": "pull_request:13121", - "accept": false, - "reason": "LTX2 single-file support and an inference CFG fix are different parts of the project." + "reason": "Single IP-Adapter support vs multi-IP-Adapter support; related feature area, but not one mergeable change." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the lone accepted pair (10132 \u2194 10497) is a conservative same-line CI follow-up that could be merged as one fix. The other pairwise rejections stay on the safe side and do not overclaim duplicate-bug evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 51, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10115", "pull_request:10192", @@ -122116,7 +122170,6 @@ "pull_request:10802", "pull_request:10819", "pull_request:10888", - "pull_request:10938", "pull_request:11204", "pull_request:11319", "pull_request:11546", @@ -122127,7 +122180,8 @@ "pull_request:11847", "pull_request:11851", "pull_request:1194", - "pull_request:11983", + "pull_request:12983", + "pull_request:13121", "pull_request:1412", "pull_request:2788", "pull_request:531", @@ -122138,10 +122192,10 @@ "pull_request:9116", "pull_request:9196", "pull_request:9734", - "pull_request:9760", "pull_request:9860" ], "soft_pairs": [ + "pull_request:12983|pull_request:13121", "pull_request:5979|pull_request:6303", "pull_request:10192|pull_request:10259", "pull_request:10340|pull_request:10431", @@ -122165,188 +122219,186 @@ "pull_request:10802|pull_request:11623", "pull_request:10819|pull_request:11770", "pull_request:10819|pull_request:11851", - "pull_request:10888|pull_request:9860", - "pull_request:10938|pull_request:11983", - "pull_request:10938|pull_request:9760" + "pull_request:10888|pull_request:9860" ], - "prepared_review_unit_hash": "0a368fe46ddbdc05e28fe4d316a9b80d2d18d513da96518be65bde0e5af56363", + "prepared_review_unit_hash": "6ba40b6176c33a9d2dd02455129087c8caf5bc1cfb69a8a0f8a404a5dd3eefed", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 96911, - "estimated_input_tokens": 24228, - "estimated_eval_tokens": 48712 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 95854, + "estimated_input_tokens": 23964, + "estimated_eval_tokens": 48184 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose topical mix, not a true duplicate set: most pairs share broad subsystems like Flux, Sana, docs, or XLA, but they target different concrete bugs, examples, or documentation edits.", - "confidence": 0.97, + "summary": "The cluster is a grab bag of unrelated PRs: docs cleanups, test-only changes, and a few distinct runtime fixes/features across Flux, Sana, HunyuanVideo, XLA, and LTX. I don\u2019t see any true duplicate pair here, so no soft edge should be accepted.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits this cluster: the items are unrelated fixes and docs/test updates rather than one duplicated change.", + "canonical_pr_reason": "If forced to pick one canonical PR, PR 10115 is the cleanest standalone bug fix: it has an explicit issue target, a narrow code-path correction in embeddings.py, and no mixed doc/feature churn.", "best_issue_reason": null, - "best_pr_reason": "No PR is a strong global best; the set spans multiple independent changes, so selecting one would be arbitrary.", + "best_pr_reason": "PR 10115 is the best representative of a real defect fix rather than a docs-only or broad feature PR; it is specific, merged, and directly addresses a runtime bug.", "soft_edge_verdicts": [ + { + "left": "pull_request:12983", + "right": "pull_request:13121", + "accept": false, + "reason": "Different LTX-2 changes: single-file loading support vs a separate inference bug fix for num_videos_per_prompt/CFG." + }, { "left": "pull_request:5979", "right": "pull_request:6303", "accept": false, - "reason": "Different feature areas and code paths: DDGAN pipeline/scheduler versus ADD training scripts." + "reason": "Both are large new pipeline/script efforts, but they target different models and features, not the same underlying change." }, { "left": "pull_request:10192", "right": "pull_request:10259", "accept": false, - "reason": "Both involve Flux, but one adds a new control/inpaint pipeline while the other changes LoRA loading behavior for Flux Control/Fill." + "reason": "Both are Flux-related, but one adds a Control/Inpaint pipeline and the other changes LoRA loading behavior; distinct code paths and goals." }, { "left": "pull_request:10340", "right": "pull_request:10431", "accept": false, - "reason": "Both are Sana fixes, but they address different bugs in different parts of the model setup." + "reason": "Both touch Sana, but one fixes 2K model config and the other fixes 1K positional embedding behavior; separate bugs." }, { "left": "pull_request:10115", "right": "pull_request:8481", "accept": false, - "reason": "Unrelated fixes: Flux rotary position embedding bug versus image processor error messaging." + "reason": "FluxPosEmbed rotary embedding bug fix vs an image processor validation-message change; unrelated artifacts." }, { "left": "pull_request:1020", "right": "pull_request:1194", "accept": false, - "reason": "Different docs maintenance changes; one updates training docs, the other changes documentation workflows." + "reason": "General docs/training updates vs CI workflow changes for documentation; not the same underlying change." }, { "left": "pull_request:1020", "right": "pull_request:2788", "accept": false, - "reason": "Both touch docs structure, but one is content cleanup and the other is a toctree reorganization." + "reason": "Both alter docs navigation, but one is training docs content and the other is toctree deduplication; different edits." }, { "left": "pull_request:10222", "right": "pull_request:8600", "accept": false, - "reason": "PyTorch/XLA support in ControlNet is unrelated to DreamBooth SD3 LoRA cleanup." + "reason": "PyTorch/XLA support in ControlNet is unrelated to Dreambooth SD3 cleanup." }, { "left": "pull_request:10230", "right": "pull_request:10318", "accept": false, - "reason": "Docs for LoRA mixins versus Flux LoRA integration tests; not the same change." + "reason": "Docs adding LoRA mixin references vs Flux LoRA integration tests; documentation and test additions are not the same change." }, { "left": "pull_request:10232", "right": "pull_request:9734", "accept": false, - "reason": "Both are docs, but they cover different models and different updates." + "reason": "Minor Sana docs correction vs SD3 doc/test/model update; different scope and code paths." }, { "left": "pull_request:10253", "right": "pull_request:9196", "accept": false, - "reason": "Completely unrelated: a model contribution note versus PixArt attention processor support." + "reason": "Contributed note in autoencoder docs vs PixArt attention-processor API change; unrelated." }, { "left": "pull_request:10278", "right": "pull_request:11634", "accept": false, - "reason": "Same documentation page, but different fixes: example code update versus link replacement and resource cleanup." + "reason": "Both edit torchao docs, but one fixes an example and the other fixes a reference link; not the same concrete change." }, { "left": "pull_request:10358", "right": "pull_request:11319", "accept": false, - "reason": "Both add community project entries, but they are separate projects and separate edits." + "reason": "Both add community projects entries, but they are different projects and different PRs." }, { "left": "pull_request:10376", "right": "pull_request:11546", "accept": false, - "reason": "Both mention HunyuanVideo/LoRA, but one adds original-format LoRA conversion while the other adds FramePack LoRA mapping." + "reason": "HunyuanVideo original LoRA conversion support vs FramePack LoRA loader registration; different model support work." }, { "left": "pull_request:10394", "right": "pull_request:9116", "accept": false, - "reason": "Both are link/doc fixes, but in different documents and different content." + "reason": "Peft tutorial link correction vs Stable Audio dead-link fix; both docs-only but unrelated." }, { "left": "pull_request:1041", "right": "pull_request:531", "accept": false, - "reason": "Unrelated test fixes in different components and eras; not the same underlying bug." + "reason": "Early test fixes for stable diffusion/latent diffusion vs GPU tensor-device test adjustments; no shared bug." }, { "left": "pull_request:10434", "right": "pull_request:11847", "accept": false, - "reason": "Both are docs updates, but one fixes broken cross-links while the other corrects a single-file example." + "reason": "Both are docs link/example fixes, but they touch different pages and different broken references." }, { "left": "pull_request:10498", "right": "pull_request:11204", "accept": false, - "reason": "PyTorch/XLA support across pipelines is not the same change as adding an SDXL training implementation." + "reason": "PyTorch/XLA runtime support across pipelines vs SDXL XLA training implementation; different layers of the stack and different goals." }, { "left": "pull_request:10531", "right": "pull_request:11851", "accept": false, - "reason": "Negative-prompt documentation for Flux is unrelated to the _keep_in_fp32_modules note in schedulers docs." + "reason": "SD3 negative-prompt doc updates vs a schedulers doc note about _keep_in_fp32_modules; unrelated documentation topics." }, { "left": "pull_request:10548", "right": "pull_request:11789", "accept": false, - "reason": "Both involve HunyuanVideo, but one fixes batch-size masking and the other adjusts framepack device tests." + "reason": "HunyuanVideo batching bug fix vs HunyuanVideo Framepack device-test adjustments; one is runtime logic, the other is test maintenance." }, { "left": "pull_request:1077", "right": "pull_request:1412", "accept": false, - "reason": "These are separate test additions for different schedulers and pipelines, not one duplicate change." + "reason": "Scheduler test refactor vs SD2 inpainting integration tests; both are tests but not the same change." }, { "left": "pull_request:10802", "right": "pull_request:11623", "accept": false, - "reason": "Both are typo fixes, but in different files and different text." + "reason": "A typo fix in a controlnet training example vs a typo fix in Flux pipeline docs; different files and unrelated text." }, { "left": "pull_request:10819", "right": "pull_request:11770", "accept": false, - "reason": "Same docs area, but one adds missing LoRA entries while the other does broader LoRA doc cleanup and code changes." + "reason": "Adding missing LoRA docs entries vs broader LoRA docs cleanup and code/doc restructuring; not the same fix." }, { - "left": "pull_request:10888", - "right": "pull_request:9860", - "accept": false, - "reason": "Different scopes: AutoPipeline registration for SD3 ControlNet versus ControlNet example support for SD3.5." - }, - { - "left": "pull_request:10938", - "right": "pull_request:11983", + "left": "pull_request:10819", + "right": "pull_request:11851", "accept": false, - "reason": "Unrelated docs updates: evaluation guidance versus installation instructions." + "reason": "LoRA docs entry additions vs schedulers documentation note; different subsystems and different content." }, { - "left": "pull_request:10938", - "right": "pull_request:9760", + "left": "pull_request:10888", + "right": "pull_request:9860", "accept": false, - "reason": "Both touch README/docs formatting, but they are separate content changes with no shared bug or change." + "reason": "AutoPipeline registration for SD3 ControlNet vs SD3.5 ControlNet example support; one is API wiring, the other is example/model support." } ] }, @@ -122360,16 +122412,17 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 52, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:10938", "pull_request:11096", "pull_request:11236", "pull_request:11237", @@ -122404,7 +122457,6 @@ "pull_request:12716", "pull_request:12731", "pull_request:12797", - "pull_request:12883", "pull_request:12890", "pull_request:12902", "pull_request:12984", @@ -122420,6 +122472,8 @@ "pull_request:98" ], "soft_pairs": [ + "pull_request:10938|pull_request:11983", + "pull_request:10938|pull_request:9760", "pull_request:11096|pull_request:12193", "pull_request:11236|pull_request:11237", "pull_request:11248|pull_request:11983", @@ -122450,229 +122504,234 @@ "pull_request:12487|pull_request:12716", "pull_request:12560|pull_request:13148", "pull_request:1269|pull_request:1527", - "pull_request:12731|pull_request:12797", - "pull_request:12883|pull_request:13135" + "pull_request:12731|pull_request:12797" ], - "prepared_review_unit_hash": "bc60c2de265a235bd12cd22a2f7f18bce3fee2031d9681394fecd070cffbe4df", + "prepared_review_unit_hash": "7e036f93460154b7d76c8161824993a95847852faf3bdf7836c6ccee12939674", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 101839, - "estimated_input_tokens": 25460, - "estimated_eval_tokens": 51176 + "soft_pair_count": 33, + "serialized_chars": 102154, + "estimated_input_tokens": 25539, + "estimated_eval_tokens": 51334 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: it mixes unrelated docs typo cleanups, feature/docs updates, modular pipeline refactors, and a few code fixes across different subsystems. None of the soft pairs look like the same underlying bug or change.", - "confidence": 0.94, + "summary": "This cluster is mostly a grab bag of unrelated docs cleanups, typo fixes, small feature additions, and modular-pipeline changes. I don\u2019t see a single underlying bug/change family that would justify merging them as duplicates.", + "confidence": 0.14, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits this cluster; the items are heterogeneous and mostly unrelated beyond being small maintenance/docs changes.", + "canonical_pr_reason": "PR 11407 is the broadest maintenance/typo sweep and the closest thing to a representative PR in this set, but the cluster is too heterogeneous to form a true duplicate family.", "best_issue_reason": null, - "best_pr_reason": "PR 11407 is the broadest representative of the typo/comment cleanup subgroup, but it is only a weak umbrella and does not cover the rest of the cluster.", + "best_pr_reason": "11407 is the most representative of the recurring docs/cleanup theme, but it still doesn\u2019t capture the unrelated feature, pipeline, and test-removal PRs in the cluster.", "soft_edge_verdicts": [ + { + "left": "pull_request:10938", + "right": "pull_request:11983", + "accept": false, + "reason": "Different docs pages with different fixes: evaluation guidance vs installation command wording." + }, + { + "left": "pull_request:10938", + "right": "pull_request:9760", + "accept": false, + "reason": "Both touch docs, but one updates evaluation.md and the other edits the root README; no same underlying change." + }, { "left": "pull_request:11096", "right": "pull_request:12193", "accept": false, - "reason": "Different docs targets: Flux TPU README vs Qwen dreambooth README; separate instructions and model families." + "reason": "Both are README/doc updates, but for different models and different instructions; not a duplicate change." }, { "left": "pull_request:11236", "right": "pull_request:11237", "accept": false, - "reason": "One edits SanaSprint pipeline docs, the other edits dtype-map docs for HunyuanVideo loading; unrelated documentation fixes." + "reason": "Unrelated edits: SanaSprint heading rename versus dtype-map formatting in loading docs." }, { "left": "pull_request:11248", "right": "pull_request:11983", "accept": false, - "reason": "ControlNet README correction vs installation docs command fix; unrelated files and issues." + "reason": "One fixes a Flux ControlNet README typo; the other updates installation instructions. Different artifacts and problems." }, { "left": "pull_request:11248", "right": "pull_request:9760", "accept": false, - "reason": "A small README code-fix is not the same change as a README heading/section wording update." + "reason": "Different README files and unrelated content; no shared bug or change." }, { "left": "pull_request:11249", "right": "pull_request:11251", "accept": false, - "reason": "Different concrete features: Flux ControlNet image-to-image support vs SD3 MultiControlNet inpainting support." + "reason": "Both are ControlNet-related, but they fix different pipelines and different code paths, so they are not mergeable as one PR." }, { "left": "pull_request:11303", "right": "pull_request:11983", "accept": false, - "reason": "AutoencoderKLAllegro docs typo vs installation command typo; unrelated docs changes." + "reason": "Autoencoder class-name correction in model docs vs installation.md command fix; unrelated." }, { "left": "pull_request:11303", "right": "pull_request:9760", "accept": false, - "reason": "Different documentation areas and edits; no shared code path or change." + "reason": "Different documentation targets and different corrections; not the same underlying issue." }, { "left": "pull_request:11407", "right": "pull_request:12265", "accept": false, - "reason": "Both are typo cleanups, but they touch different files and broader subsystems with no shared underlying bug." + "reason": "Typo cleanup sweep versus modular pipeline/runtime fixes; too broad and not the same change." }, { "left": "pull_request:11416", "right": "pull_request:12265", "accept": false, - "reason": "Separate typo/doc cleanup batches across different docs and examples; not the same change." + "reason": "Docs/comments typo cleanup is not the same as modular code changes across pipelines and hooks." }, { "left": "pull_request:11476", "right": "pull_request:12265", "accept": false, - "reason": "Overlap only in being typo fixes; the edited files and affected code paths are unrelated." + "reason": "String/comment typo fixes and test updates do not match the modular pipeline/code changes in 12265." }, { "left": "pull_request:1162", "right": "pull_request:1555", "accept": false, - "reason": "Community pipeline link cleanup is unrelated to the cache-dir fix in dynamic module loading." + "reason": "Both involve community pipeline docs/code, but one fixes links and the other fixes cache-dir handling; different problems." }, { "left": "pull_request:1162", "right": "pull_request:2257", "accept": false, - "reason": "README link edits vs adding a new community pipeline; completely different changes." + "reason": "Community pipeline link cleanup is unrelated to adding the UnCLIP text interpolation pipeline." }, { "left": "pull_request:1162", "right": "pull_request:3063", "accept": false, - "reason": "Documentation link changes do not match a pipeline __setattr__ bug fix." + "reason": "Link/docs cleanup versus pipeline __setattr__ behavior fix; different code paths." }, { "left": "pull_request:1162", "right": "pull_request:3266", "accept": false, - "reason": "Link/documentation cleanup is unrelated to version-loading logic in dynamic module utils." + "reason": "Community README links and dynamic-module version loading are separate issues." }, { "left": "pull_request:11746", "right": "pull_request:12560", "accept": false, - "reason": "License-year updates vs modular pipeline fixes; different maintenance tasks." + "reason": "License-year update across docs is unrelated to modular pipeline refactors and node-utils changes." }, { "left": "pull_request:11838", "right": "pull_request:11879", "accept": false, - "reason": "Pipeline deprecation docs vs removal of deprecated pipeline tests; related theme but different artifacts and changes." + "reason": "Both concern deprecated pipelines, but one adds warnings in docs while the other removes tests; not the same concrete change." }, { "left": "pull_request:11847", "right": "pull_request:12068", "accept": false, - "reason": "Wan single-file example correction vs Qwen docs/example corrections; unrelated models and docs." + "reason": "Wan single-file example fix is unrelated to Qwen docs/example corrections." }, { "left": "pull_request:11847", "right": "pull_request:12487", "accept": false, - "reason": "Wan example docs fix vs broad broken-link cleanup across many docs pages; not the same issue." + "reason": "Specific Wan example cleanup versus a broad broken-links fix; different underlying problems." }, { "left": "pull_request:11857", "right": "pull_request:12337", "accept": false, - "reason": "Flux pipeline doc reference wording vs xformers attention enablement bug fix in code; different problems." + "reason": "Flux docs reference updates and xformers enablement touch the same area, but they fix different issues and code paths." }, { "left": "pull_request:11875", "right": "pull_request:11958", "accept": false, - "reason": "Kontext auto-pipeline docs/feature work vs F5 TTS pipeline addition; unrelated features." + "reason": "Kontext auto-pipeline work and adding the F5 TTS pipeline are entirely different features." }, { "left": "pull_request:11983", "right": "pull_request:12890", "accept": false, - "reason": "Installation docs typo vs removing unneeded hfoptions markers in Wan docs; different documentation fixes." + "reason": "Installation.md command correction and Wan docs cleanup are unrelated docs changes." }, { "left": "pull_request:1218", "right": "pull_request:98", "accept": false, - "reason": "Old conversion-script scheduler expansion vs NCSNPP conversion script introduction; different converter targets." + "reason": "Both are conversion scripts, but for different model families and different conversion logic." }, { "left": "pull_request:12183", "right": "pull_request:12984", "accept": false, - "reason": "Adding a LoRA button to QwenImage docs vs adding Flux2 Klein docs; unrelated docs updates." + "reason": "QwenImage docs button addition and Flux2 Klein docs additions are unrelated model docs updates." }, { "left": "pull_request:12247", "right": "pull_request:12307", "accept": false, - "reason": "AutoGuidance validation fix vs modular pipeline small fixes; different validation logic and scope." + "reason": "AutoGuidance validation fix and modular-pipeline updates are not the same bug or change." }, { "left": "pull_request:12247", "right": "pull_request:13115", "accept": false, - "reason": "AutoGuidance validation logic is unrelated to Flux modular export/block naming changes." + "reason": "AutoGuidance validation and modular Flux block naming/import fixes are separate changes." }, { "left": "pull_request:12360", "right": "pull_request:12902", "accept": false, - "reason": "Chroma docs wording fix vs distributed inference device_map usage fix; different pipelines and issues." + "reason": "Chroma docs wording and distributed inference device_map usage are unrelated documentation fixes." }, { "left": "pull_request:12360", "right": "pull_request:13135", "accept": false, - "reason": "Chroma docs guidance text vs LTX2 image-to-video docstring correction; unrelated docs changes." + "reason": "Chroma guidance docs and LTX2 image-to-video docstring corrections are different pages and issues." }, { "left": "pull_request:12487", "right": "pull_request:12716", "accept": false, - "reason": "Broken-link cleanup across docs vs Flux2 link correction; broad doc maintenance but not the same change." + "reason": "Both fix links, but on different docs and with different target URLs; not a duplicate PR." }, { "left": "pull_request:12560", "right": "pull_request:13148", "accept": false, - "reason": "Two different modular-doc/refactor updates with different affected APIs and files; not the same underlying fix." + "reason": "Modular pipeline code cleanup and modular docs expansion are related only broadly, not the same concrete change." }, { "left": "pull_request:1269", "right": "pull_request:1527", "accept": false, - "reason": "Stable Diffusion refactor cleanups vs inpaint tensor-input support; separate changes to the same file but not the same bug." + "reason": "Both touch stable-diffusion inpaint-related code, but one is a refactor and the other changes input handling semantics." }, { "left": "pull_request:12731", "right": "pull_request:12797", "accept": false, - "reason": "Bria Fibo doc wording vs Kandinsky minor fixes; different model docs and edits." - }, - { - "left": "pull_request:12883", - "right": "pull_request:13135", - "accept": false, - "reason": "TorchAO quantization typo fixes vs LTX2 docstring correction; unrelated documentation changes." + "reason": "Bria FIBO docs and Kandinsky docs are separate model pages with different corrections." } ] }, @@ -122686,17 +122745,19 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 53, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:12883", "pull_request:12984", + "pull_request:13135", "pull_request:13158", "pull_request:13253", "pull_request:13254", @@ -122706,6 +122767,7 @@ "pull_request:13369", "pull_request:13371", "pull_request:1341", + "pull_request:13567", "pull_request:136", "pull_request:1380", "pull_request:1386", @@ -122725,18 +122787,14 @@ "pull_request:1769", "pull_request:178", "pull_request:190", - "pull_request:2077", "pull_request:2415", "pull_request:2795", "pull_request:299", "pull_request:3", - "pull_request:3068", "pull_request:3074", "pull_request:3079", "pull_request:3183", "pull_request:3549", - "pull_request:3554", - "pull_request:3555", "pull_request:43", "pull_request:5", "pull_request:61", @@ -122746,7 +122804,9 @@ "pull_request:98" ], "soft_pairs": [ + "pull_request:12883|pull_request:13135", "pull_request:12984|pull_request:13158", + "pull_request:12984|pull_request:13567", "pull_request:13253|pull_request:13368", "pull_request:13253|pull_request:13369", "pull_request:13254|pull_request:13371", @@ -122773,219 +122833,216 @@ "pull_request:1761|pull_request:1769", "pull_request:178|pull_request:5", "pull_request:178|pull_request:971", - "pull_request:190|pull_request:3", - "pull_request:2077|pull_request:3068", - "pull_request:2077|pull_request:3554", - "pull_request:2077|pull_request:3555" + "pull_request:190|pull_request:3" ], - "prepared_review_unit_hash": "8c9d4c93a47c391fa1f5a8feb262c5151aa60eb9659ecc41b0c814db2d616553", + "prepared_review_unit_hash": "412236cf554ef57b7426b086ec56f07798e28c4c425c35e4e82e4262a51a10b5", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 99611, - "estimated_input_tokens": 24903, - "estimated_eval_tokens": 50062 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 96001, + "estimated_input_tokens": 24001, + "estimated_eval_tokens": 48258 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: docs updates, test refactors, pipeline fixes, conversion scripts, and scheduler/model changes. None of the soft-edge pairs look like the same underlying change, so I would reject all of them as duplicates.", - "confidence": 0.96, + "summary": "This is not a true duplicate cluster: the items span unrelated docs edits, pipeline/model additions, scheduler bug fixes, and test refactors across many subsystems. None of the soft edges look like the same underlying change or bug.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits the cluster well; the items are mostly unrelated changes, and the only near-duplicate-looking pair (3554/3555) is isolated from the rest.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No clear global best PR for deduplication: the cluster does not share one concrete bug/change, so any single PR would be a poor anchor.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "pull_request:12883", + "right": "pull_request:13135", + "accept": false, + "reason": "Different docs-only fixes: a torchao typo in quantization docs vs LTX2 image-to-video docstring corrections." + }, { "left": "pull_request:12984", "right": "pull_request:13158", "accept": false, - "reason": "Both are docs-only pipeline additions, but they document different pipelines and different features." + "reason": "Different documentation updates: Flux2 Klein API docs/source change vs QwenImage layered pipeline docs." + }, + { + "left": "pull_request:12984", + "right": "pull_request:13567", + "accept": false, + "reason": "Unrelated scope: pipeline docs/code for Flux2 Klein vs repository agent instruction docs." }, { "left": "pull_request:13253", "right": "pull_request:13368", "accept": false, - "reason": "These are separate test refactors for different models; same test maintenance theme, not the same change." + "reason": "Different test refactors for different model families: Z-Image transformer vs AutoencoderKL." }, { "left": "pull_request:13253", "right": "pull_request:13369", "accept": false, - "reason": "Different model test suites and different refactor scopes." + "reason": "Different test refactors for different model families: Z-Image transformer vs AutoencoderDC." }, { "left": "pull_request:13254", "right": "pull_request:13371", "accept": false, - "reason": "Both are transformer/autoencoder test refactors, but for unrelated architectures and code paths." + "reason": "Different test refactors: LTX transformer tests vs AutoencoderKLWan tests." }, { "left": "pull_request:13315", "right": "pull_request:13371", "accept": false, - "reason": "Unrelated test refactors for different model families." + "reason": "Different models and test suites: Sana transformer tests vs AutoencoderKLWan tests." }, { "left": "pull_request:13335", "right": "pull_request:13371", "accept": false, - "reason": "Different model test suites; only a broad CI-refactor similarity." + "reason": "Different models and test suites: Cosmos transformer tests vs AutoencoderKLWan tests." }, { "left": "pull_request:1341", "right": "pull_request:178", "accept": false, - "reason": "One adds the RePaint pipeline, the other adds Stable Diffusion tests; not the same bug or change." + "reason": "Different changes: add Stable Diffusion Repaint pipeline vs Stable Diffusion pipeline test updates." }, { "left": "pull_request:136", "right": "pull_request:43", "accept": false, - "reason": "Manifest path fix vs model-card template addition are unrelated changes." + "reason": "Packaging manifest fix vs adding the model card template are related only loosely, but they are distinct changes and not one bug fix." }, { "left": "pull_request:1380", "right": "pull_request:3074", "accept": false, - "reason": "A code-path fix in Transformer2DModel is unrelated to a docstring correction." + "reason": "Different underlying issues: Transformer2DModel runtime bug vs docstring-only correction." }, { "left": "pull_request:1386", "right": "pull_request:1505", "accept": false, - "reason": "Both concern v-prediction, but they touch different scheduler sets and are not the same concrete fix." + "reason": "Different scheduler changes: DDIM/Euler v-prediction support vs broader v-prediction support in other schedulers." }, { "left": "pull_request:1408", "right": "pull_request:61", "accept": false, - "reason": "Different conversion scripts for different pipelines/models." + "reason": "Different conversion scripts and targets: Stable Diffusion sample-size conversion vs LatentDiffusionUncond conversion script." }, { "left": "pull_request:1408", "right": "pull_request:63", "accept": false, - "reason": "Different conversion scripts targeting different model families." + "reason": "Different conversion scripts and targets: Stable Diffusion sample-size conversion vs BDDM conversion script." }, { "left": "pull_request:1418", "right": "pull_request:1763", "accept": false, - "reason": "One is a tests fix, the other changes attention-mask behavior in code; not the same underlying change." + "reason": "Different subsystems: Versatile Diffusion test/API fixes vs attention-mask handling in attention.py." }, { "left": "pull_request:1487", "right": "pull_request:1627", "accept": false, - "reason": "Docs about xformers are not the same as the implementation in modeling_utils." + "reason": "Docs changes for xformers vs an implementation change enabling xformers support in modeling_utils." }, { "left": "pull_request:1487", "right": "pull_request:3549", "accept": false, - "reason": "Both are docs changes, but they document different topics and do not fix the same issue." + "reason": "Both docs-only, but for unrelated topics: xformers docs vs qualitative evaluation / prompt dataset docs." }, { "left": "pull_request:1510", "right": "pull_request:98", "accept": false, - "reason": "Different checkpoint conversion scripts for different model types." + "reason": "Different scopes: scheduler/pipeline conversion improvements vs a conversion script for NCSN++ models." }, { "left": "pull_request:1582", "right": "pull_request:2415", "accept": false, - "reason": "RePaint scheduler/pipeline fix vs pipeline_utils guard are unrelated code paths." + "reason": "RePaint scheduler bug fix vs pipeline_utils import/version guard; unrelated code paths." }, { "left": "pull_request:1582", "right": "pull_request:2795", "accept": false, - "reason": "RePaint bugfix and LoRA training-script tweak are unrelated." + "reason": "RePaint scheduler bug fix vs LoRA training script behavior; different features entirely." }, { "left": "pull_request:1583", "right": "pull_request:2415", "accept": false, - "reason": "Legacy inpaint masking fix vs pipeline_utils version handling are unrelated." + "reason": "Legacy inpaint pipeline fix vs pipeline_utils import/version guard; different problems." }, { "left": "pull_request:1583", "right": "pull_request:2795", "accept": false, - "reason": "Different bugs in different subsystems; not mergeable as one fix." + "reason": "Legacy inpaint pipeline bug fix vs LoRA training script adjustment; not the same issue." }, { "left": "pull_request:1601", "right": "pull_request:3183", "accept": false, - "reason": "Both mention bugs, but they are in different pipeline/training code paths and are unrelated fixes." + "reason": "Different bugs in different areas: classifier-free guidance handling vs DreamBooth LoRA checkpoint registration." }, { "left": "pull_request:168", "right": "pull_request:299", "accept": false, - "reason": "Stable Diffusion pipeline work and a PNDM scheduler hotfix are different changes." + "reason": "Major Stable Diffusion pipeline addition vs PNDM timestep calculation hotfix; not mergeable as one change." + }, + { + "left": "pull_request:168", + "right": "pull_request:904", + "accept": false, + "reason": "Stable Diffusion pipeline addition vs inpainting pipeline implementation; related domain, but different features and code paths." }, { "left": "pull_request:1701", "right": "pull_request:3079", "accept": false, - "reason": "Different pipelines and different goals; only both are test-related on one side." + "reason": "Different pipelines and purposes: RePaint API/test updates vs attend-and-excite fast test tuning." }, { "left": "pull_request:1761", "right": "pull_request:1769", "accept": false, - "reason": "The PRs are related by UnCLIP offloading, but one adds the feature and the other only adjusts tests/memory limits." + "reason": "Both UnCLIP-related, but one adds CPU offloading and the other only adjusts offload tests; not the same concrete change." }, { "left": "pull_request:178", "right": "pull_request:5", "accept": false, - "reason": "Stable Diffusion integration tests vs latent-diffusion UNet model implementation are unrelated." + "reason": "Stable diffusion pipeline test update vs adding the Latent Diffusion UNet model; unrelated changes." }, { "left": "pull_request:178", "right": "pull_request:971", "accept": false, - "reason": "Stable Diffusion tests and a community bit-diffusion feature are unrelated." + "reason": "Stable Diffusion pipeline test update vs a community bit diffusion example/README addition; different artifacts." }, { "left": "pull_request:190", "right": "pull_request:3", "accept": false, - "reason": "Import-scoping for scipy is unrelated to from-hub loading support." - }, - { - "left": "pull_request:2077", - "right": "pull_request:3068", - "accept": false, - "reason": "Textual inversion validation-image support vs docs updates are not the same change." - }, - { - "left": "pull_request:2077", - "right": "pull_request:3554", - "accept": false, - "reason": "Same broad textual-inversion area, but one adds validation-image behavior and the other is a separate Moreh integration PR." - }, - { - "left": "pull_request:2077", - "right": "pull_request:3555", - "accept": false, - "reason": "Same as above: related topic, but different concrete change and scope." + "reason": "Making Stable Diffusion import work without scipy is unrelated to the hub-import/config loading changes in PR 3." } ] }, @@ -122999,16 +123056,17 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 54, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:2077", "pull_request:2086", "pull_request:21", "pull_request:2118", @@ -123031,20 +123089,18 @@ "pull_request:260", "pull_request:2604", "pull_request:2624", - "pull_request:2639", "pull_request:2715", - "pull_request:2869", - "pull_request:2911", - "pull_request:2912", - "pull_request:2913", "pull_request:2952", "pull_request:299", "pull_request:3063", + "pull_request:3068", "pull_request:3118", "pull_request:3389", "pull_request:3474", "pull_request:353", "pull_request:3549", + "pull_request:3554", + "pull_request:3555", "pull_request:3572", "pull_request:3971", "pull_request:407", @@ -123059,6 +123115,9 @@ "pull_request:948" ], "soft_pairs": [ + "pull_request:2077|pull_request:3068", + "pull_request:2077|pull_request:3554", + "pull_request:2077|pull_request:3555", "pull_request:2086|pull_request:428", "pull_request:21|pull_request:72", "pull_request:2118|pull_request:715", @@ -123085,226 +123144,216 @@ "pull_request:2566|pull_request:798", "pull_request:2587|pull_request:3474", "pull_request:2604|pull_request:4856", - "pull_request:2624|pull_request:3474", - "pull_request:2639|pull_request:2869", - "pull_request:2639|pull_request:2911", - "pull_request:2639|pull_request:2912", - "pull_request:2639|pull_request:2913" + "pull_request:2624|pull_request:3474" ], - "prepared_review_unit_hash": "716fb54eadbb918eadb92c34c402c3a397e99a0ac03816c8e07437217eb8e8f7", + "prepared_review_unit_hash": "0eed1beea527077faaa73921d602cdd5959010eb0afa6602cdf888742a0d77c2", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 90739, - "estimated_input_tokens": 22685, - "estimated_eval_tokens": 45626 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 90655, + "estimated_input_tokens": 22664, + "estimated_eval_tokens": 45584 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of unrelated docs fixes, typo fixes, small pipeline tweaks, and feature PRs. I don\u2019t see a true duplicate cluster among them; the only somewhat related pair is the SAG pipeline add-on docs, but it\u2019s a follow-up documentation update rather than the same change.", - "confidence": 0.86, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 2193 is the strongest anchor: it introduces the Self-Attention-Guided Stable Diffusion pipeline with docs, package exports, and tests, making it the clearest substantive feature PR in the set.", - "best_issue_reason": null, - "best_pr_reason": "PR 2193 is the most representative and searchable artifact here because it is a full feature addition with explicit issue linkage, not just a minor doc or typo fix.", + "summary": "This set is a heterogeneous mix of unrelated docs tweaks, typo fixes, test updates, and a few feature additions; none of the proposed soft pairs look like true duplicate PRs.", + "confidence": 0.98, + "canonical_issue_reason": "No issue is present in the cluster.", + "canonical_pr_reason": "No single PR is a good canonical for duplication: the items span unrelated changes across docs, examples, tests, and core code.", + "best_issue_reason": "No issue is present in the cluster.", + "best_pr_reason": "No clear best PR exists; any anchor would be arbitrary because the cluster is not one underlying bug/change.", "soft_edge_verdicts": [ + { + "left": "pull_request:2077", + "right": "pull_request:3068", + "accept": false, + "reason": "Different scope: one adds validation-image support to textual inversion training, the other is mostly docs cleanup/expansion for textual inversion and loaders." + }, + { + "left": "pull_request:2077", + "right": "pull_request:3554", + "accept": false, + "reason": "Not the same change set: 2077 is a small example feature update, while 3554 is a much broader forked contribution touching multiple training scripts and setup files." + }, + { + "left": "pull_request:2077", + "right": "pull_request:3555", + "accept": false, + "reason": "Same as 3554: similar title wording, but the actual edited files and change scope are different from 2077." + }, { "left": "pull_request:2086", "right": "pull_request:428", "accept": false, - "reason": "Both are docs-heavy, but they cover different topics: LoRA support vs general diffusers usage docs. Not the same underlying change." + "reason": "Both are docs-related, but they document different features: LoRA support vs general using-diffusers/custom pipeline docs." }, { "left": "pull_request:21", "right": "pull_request:72", "accept": false, - "reason": "Different test additions in different areas; they do not fix or test the same concrete bug/change." + "reason": "Different code paths and purposes: model tests for UNet/grad_tts utils vs 1D up/downsample block tests." }, { "left": "pull_request:2118", "right": "pull_request:715", "accept": false, - "reason": "A typo fix in import-utils naming vs a guard for PyTorch-less imports are unrelated changes." + "reason": "Unrelated fixes: a misspelled import-utils entry vs guarding testing-utils imports when PyTorch is absent." }, { "left": "pull_request:2137", "right": "pull_request:2715", "accept": false, - "reason": "Both are typo-focused, but they touch different files and different wording issues; not one same defect." + "reason": "Typos only make these look similar; one is a small loaders.py doc fix, the other is a wide typo sweep across many model/pipeline docs." }, { "left": "pull_request:2137", "right": "pull_request:3118", "accept": false, - "reason": "Typo/documentation cleanup in loaders.py vs a ControlNet breaking-change fix are unrelated." + "reason": "Completely different changes: loaders.py wording fixes vs a ControlNet pipeline API breaking-change fix." }, { "left": "pull_request:2138", "right": "pull_request:948", "accept": false, - "reason": "Separate typo fixes in different docs/code paths; not the same underlying change." + "reason": "Both are tiny wording fixes, but in different docs/code areas with no shared underlying bug." }, { "left": "pull_request:2175", "right": "pull_request:3474", "accept": false, - "reason": "Both are docs PRs, but one adds diffusion pipeline components docs and the other adds Attention Processor docs; different features." + "reason": "Separate documentation additions: diffusion pipeline components vs the new AttnProcessor API page." }, { "left": "pull_request:2193", "right": "pull_request:2952", "accept": false, - "reason": "These are related to the same SAG area, but 2952 is a follow-up docs/title update, not the same concrete feature/change as the original pipeline addition." + "reason": "Related to the same SAG feature, but not the same concrete change: 2193 adds the pipeline; 2952 only updates docs and links." }, { "left": "pull_request:22", "right": "pull_request:72", "accept": false, - "reason": "Different modeling/test changes with no shared concrete bug or implementation path." + "reason": "Different artifacts and concerns: a logging typo in modeling_utils vs new 1D layer tests." }, { "left": "pull_request:2208", "right": "pull_request:910", "accept": false, - "reason": "Distinct documentation updates for xFormers vs inpainting; no duplicate underlying change." + "reason": "Different documentation topics: xFormers installation guidance vs Stable Diffusion inpainting license/docs update." }, { "left": "pull_request:2278", "right": "pull_request:299", "accept": false, - "reason": "A large video-diffusion example addition and a scheduler hotfix are unrelated." + "reason": "No overlap in underlying change: a large video diffusion draft vs a scheduler math refactor." }, { "left": "pull_request:2290", "right": "pull_request:3971", "accept": false, - "reason": "Both touch docs, but one fixes an InstructPix2Pix snippet and the other updates SDXL docs/workflows; not the same change." + "reason": "Unrelated docs fixes in different areas: InstructPix2Pix snippet formatting vs SDXL documentation workflow/link changes." }, { "left": "pull_request:2320", "right": "pull_request:260", "accept": false, - "reason": "A code-path typo fix in checkpoint conversion vs a README typo fix are unrelated." + "reason": "Different typos in unrelated files: stable-diffusion checkpoint conversion vs an examples README spelling fix." }, { "left": "pull_request:2320", "right": "pull_request:353", "accept": false, - "reason": "Different typo fixes in different modules with no shared bug." + "reason": "Not the same bug or change; one fixes an inference config filename typo, the other corrects a UNet block error message." }, { "left": "pull_request:2320", "right": "pull_request:407", "accept": false, - "reason": "Checkpoint conversion typo vs attention-slicing typo are different code paths." + "reason": "Unrelated fixes in separate code paths: conversion helper typo vs attention-slicing method name." }, { "left": "pull_request:2320", "right": "pull_request:798", "accept": false, - "reason": "Different docstring/variable fixes in unrelated modules." + "reason": "Different file and behavior: ckpt conversion typo vs docstring formatting in UNet2DCondition." }, { "left": "pull_request:2329", "right": "pull_request:3389", "accept": false, - "reason": "Both involve workflow/testing, but one refactors push tests and the other is a draft integration-test run for an attention refactor; not the same merged change." + "reason": "Both touch tests/workflows, but they are for different efforts: push-test refactor vs attention-refactor integration testing." }, { "left": "pull_request:2433", "right": "pull_request:3549", "accept": false, - "reason": "Different docs topics: SDEdit note vs Open PartiPrompts evaluation guidance." + "reason": "Different doc content: an img2img SDEdit note vs evaluation guidance about prompt datasets." }, { "left": "pull_request:2446", "right": "pull_request:421", "accept": false, - "reason": "InstructPix2Pix docs snippet vs scheduler docs typo are unrelated." + "reason": "Separate doc fixes: InstructPix2Pix example code vs scheduler conceptual docs." }, { "left": "pull_request:2446", "right": "pull_request:4275", "accept": false, - "reason": "Pix2Pix docs snippet fix and AutoPipeline docs are separate documentation changes." + "reason": "Different documentation pages and issues; both are docs, but not the same concrete change." }, { "left": "pull_request:2539", "right": "pull_request:3063", "accept": false, - "reason": "Default guidance doc text vs a pipeline __setattr__ behavior fix are unrelated." + "reason": "Different bugs: a doc default value correction in Pix2Pix Zero vs a pipeline __setattr__ None-handling bug." }, { "left": "pull_request:2540", "right": "pull_request:3572", "accept": false, - "reason": "Both are ControlNet-related docs, but they fix different examples/pages and are not the same underlying change." + "reason": "Both mention ControlNet, but one corrects docs text and the other changes the inpainting example and narrative." }, { "left": "pull_request:2566", "right": "pull_request:407", "accept": false, - "reason": "TensorBoard helper typo in training script vs attention-slicing typo in Stable Diffusion pipeline are unrelated." + "reason": "Different typos in unrelated areas: tensorboard tracker usage vs attention slicing method naming." }, { "left": "pull_request:2566", "right": "pull_request:798", "accept": false, - "reason": "Different typo fixes in different areas; no shared concrete issue." + "reason": "No shared underlying issue; training script tracker selection vs a UNet docstring typo." }, { "left": "pull_request:2587", "right": "pull_request:3474", "accept": false, - "reason": "Translated docs vs Attention Processor docs are unrelated content additions." + "reason": "Translated docs rollout vs attention-processor API docs; unrelated changes." }, { "left": "pull_request:2604", "right": "pull_request:4856", "accept": false, - "reason": "Different link fixes in different docs pages; not the same bug." + "reason": "Both are link fixes, but they target different pages and destinations, so they are not duplicates." }, { "left": "pull_request:2624", "right": "pull_request:3474", "accept": false, - "reason": "Pipeline cache_dir docs vs Attention Processor docs are separate documentation updates." - }, - { - "left": "pull_request:2639", - "right": "pull_request:2869", - "accept": false, - "reason": "Basic training docs update vs Paint by Example docs update are unrelated." - }, - { - "left": "pull_request:2639", - "right": "pull_request:2911", - "accept": false, - "reason": "Basic training docs and image-variation docs are distinct pages with different edits." - }, - { - "left": "pull_request:2639", - "right": "pull_request:2912", - "accept": false, - "reason": "Basic training docs vs ControlNet docs are unrelated." - }, - { - "left": "pull_request:2639", - "right": "pull_request:2913", - "accept": false, - "reason": "Basic training docs vs Stable UnCLIP docs are unrelated." + "reason": "Pipeline from_pretrained docs addition is unrelated to the new AttnProcessor documentation page." } ] }, @@ -123318,15 +123367,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 55, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:2639", "pull_request:2701", @@ -123336,8 +123385,12 @@ "pull_request:2792", "pull_request:2808", "pull_request:2839", + "pull_request:2869", "pull_request:2873", "pull_request:2894", + "pull_request:2911", + "pull_request:2912", + "pull_request:2913", "pull_request:2922", "pull_request:2924", "pull_request:2925", @@ -123358,7 +123411,6 @@ "pull_request:3063", "pull_request:309", "pull_request:3132", - "pull_request:3183", "pull_request:3318", "pull_request:3345", "pull_request:3359", @@ -123369,14 +123421,16 @@ "pull_request:3755", "pull_request:3820", "pull_request:4472", - "pull_request:5568", "pull_request:568", "pull_request:824", - "pull_request:957", "pull_request:972", "pull_request:975" ], "soft_pairs": [ + "pull_request:2639|pull_request:2869", + "pull_request:2639|pull_request:2911", + "pull_request:2639|pull_request:2912", + "pull_request:2639|pull_request:2913", "pull_request:2639|pull_request:2922", "pull_request:2639|pull_request:2924", "pull_request:2639|pull_request:2925", @@ -123407,236 +123461,246 @@ "pull_request:3063|pull_request:3345", "pull_request:3132|pull_request:3345", "pull_request:3132|pull_request:972", - "pull_request:3132|pull_request:975", - "pull_request:3183|pull_request:957", - "pull_request:3345|pull_request:5568" + "pull_request:3132|pull_request:975" ], - "prepared_review_unit_hash": "e39fc1927f28b20e9a3dd7a322dcd6a340fbb1cd6997a0775fb17a22bbf0b5e1", + "prepared_review_unit_hash": "de142ece76f3d6df4a5cfd2836dbf18ceb79a38685b160a41a76970be13a2c96", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 83729, - "estimated_input_tokens": 20933, - "estimated_eval_tokens": 42122 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 86992, + "estimated_input_tokens": 21748, + "estimated_eval_tokens": 43752 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of small, mostly unrelated docs/code cleanup PRs (typos, wording, test tweaks, small bug fixes). None of the soft edges look like true duplicates of the same underlying change.", - "confidence": 0.88, + "summary": "The cluster is mostly a grab bag of unrelated doc/typo/test PRs. None of the soft-edge candidates look like the same underlying change, so all should be rejected.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 2715 is the closest representative of the cluster\u2019s dominant theme: a broad typo/docs cleanup across many files, merged, and explicitly framed as a generic fix.", + "canonical_pr_reason": "No single canonical PR emerges here: the items span unrelated documentation edits, test adjustments, and code fixes, and the soft-pair candidates do not share a concrete bug or change.", "best_issue_reason": null, - "best_pr_reason": "PR 2715 is the best cluster representative because it is the broadest and most general typo-fix PR; the other items are narrower, different-topic edits or unrelated bug fixes.", + "best_pr_reason": "PR 3460 is the strongest representative: it fixes a concrete inpaint pipeline code path, adds the needed typing/import updates, and includes test coverage.", "soft_edge_verdicts": [ + { + "left": "pull_request:2639", + "right": "pull_request:2869", + "accept": false, + "reason": "Different docs pages with separate punctuation edits; not the same change." + }, + { + "left": "pull_request:2639", + "right": "pull_request:2911", + "accept": false, + "reason": "Unrelated documentation updates in different API pages." + }, + { + "left": "pull_request:2639", + "right": "pull_request:2912", + "accept": false, + "reason": "Different docs files; both are minor punctuation fixes, not one underlying issue." + }, + { + "left": "pull_request:2639", + "right": "pull_request:2913", + "accept": false, + "reason": "Unrelated docs pages; only share a typo-style edit." + }, { "left": "pull_request:2639", "right": "pull_request:2922", "accept": false, - "reason": "Different docs pages and different edits; both are small doc cleanups, not the same change." + "reason": "Different API docs pages and separate wording fixes." }, { "left": "pull_request:2639", "right": "pull_request:2924", "accept": false, - "reason": "Unclip docs typo vs VQ Diffusion docs typo; separate files and separate content." + "reason": "Unrelated docs edits in different pipeline pages." }, { "left": "pull_request:2639", "right": "pull_request:2925", "accept": false, - "reason": "Basic training docs update vs schedulers overview wording change; unrelated doc edits." + "reason": "Different scheduler overview docs; not the same bug or change." }, { "left": "pull_request:2639", "right": "pull_request:2926", "accept": false, - "reason": "Basic training tutorial vs DDIM scheduler docs; no shared concrete change." + "reason": "Separate docs pages with independent typo cleanup." }, { "left": "pull_request:2639", "right": "pull_request:2927", "accept": false, - "reason": "Different scheduler doc pages with different punctuation fixes; not duplicate work." + "reason": "Different docs files; same style of edit is not enough." }, { "left": "pull_request:2639", "right": "pull_request:2929", "accept": false, - "reason": "Basic training tutorial vs DDPM docs; different files and topics." + "reason": "Unrelated documentation updates." }, { "left": "pull_request:2639", "right": "pull_request:2930", "accept": false, - "reason": "Tutorial docs vs DPM discrete scheduler docs; only generic typo similarity." + "reason": "Different scheduler doc pages, same punctuation cleanup only." }, { "left": "pull_request:2639", "right": "pull_request:2931", "accept": false, - "reason": "Different scheduler docs pages; same broad subsystem but not the same fix." + "reason": "Different docs file and content; not the same issue." }, { "left": "pull_request:2639", "right": "pull_request:2932", "accept": false, - "reason": "Tutorial update vs Euler ancestral docs; unrelated documentation cleanup." + "reason": "Separate docs pages with minor prose cleanup." }, { "left": "pull_request:2639", "right": "pull_request:2933", "accept": false, - "reason": "Basic training tutorial vs Heun scheduler docs; no same underlying change." + "reason": "Different docs pages; no shared underlying bug." }, { "left": "pull_request:2639", "right": "pull_request:2935", "accept": false, - "reason": "Tutorial docs vs RePaint scheduler docs; distinct doc pages and edits." + "reason": "Different docs files; both are small wording fixes." }, { "left": "pull_request:2639", "right": "pull_request:2936", "accept": false, - "reason": "Tutorial docs vs UniPC scheduler docs; different files, different wording fixes." + "reason": "Unrelated docs updates in different scheduler pages." }, { "left": "pull_request:2639", "right": "pull_request:2937", "accept": false, - "reason": "Tutorial docs vs ScoreSdeVe docs; only superficial typo similarity." + "reason": "Different docs pages; same typo-class edit only." }, { "left": "pull_request:2639", "right": "pull_request:2938", "accept": false, - "reason": "Tutorial docs vs ScoreSdeVp docs; no shared concrete bug/change." + "reason": "Different docs pages with independent wording fixes." }, { "left": "pull_request:2639", "right": "pull_request:2939", "accept": false, - "reason": "Tutorial docs vs VQ Diffusion docs; unrelated small documentation edits." + "reason": "Unrelated documentation edits, not one concrete change." }, { "left": "pull_request:2701", "right": "pull_request:3458", "accept": false, - "reason": "ONNXRuntime import support vs inpaint LoRA cross-attention support; completely different code paths." + "reason": "ONNXRuntime support vs inpaint LoRA support; completely different code paths." }, { "left": "pull_request:2701", "right": "pull_request:3460", "accept": false, - "reason": "ONNXRuntime import support vs inpaint LoRA support; not the same fix." + "reason": "ONNXRuntime import support is unrelated to the inpaint pipeline change." }, { "left": "pull_request:2715", "right": "pull_request:568", "accept": false, - "reason": "Both are broad typo/cleanup PRs, but they touch different files and different scopes; not the same underlying change." + "reason": "Both touch typos, but they are different files and different cleanup scopes." }, { "left": "pull_request:2760", "right": "pull_request:3318", "accept": false, - "reason": "Textual inversion example docs/code vs a WIP IF textual inversion change; different feature work and different implementation details." + "reason": "Different textual inversion-related work: one adds quantization distillation docs/code, the other is an IF textual inversion WIP." }, { "left": "pull_request:2767", "right": "pull_request:3359", "accept": false, - "reason": "LoRA training script arg handling vs disabling safety checker in a different training script; unrelated fixes." + "reason": "LoRA training script arg cleanup vs disabling safety checker in another script; not the same fix." }, { "left": "pull_request:2792", "right": "pull_request:3449", "accept": false, - "reason": "MPS/text-to-video test skips vs CI workflow rework for MPS and ONNX; only loosely related to tests/infra." + "reason": "Skipping MPS tests is unrelated to the workflow rework and ONNX test removal." }, { "left": "pull_request:2808", "right": "pull_request:3755", "accept": false, - "reason": "DiT/spectrogram test relaxation vs a UNet3D flaky-test tolerance tweak; different tests and different behavior." + "reason": "Different flaky-test relaxations in different test modules; not the same failure." }, { "left": "pull_request:2839", "right": "pull_request:4472", "accept": false, - "reason": "Examples README update vs SDXL DreamBooth README changes; both docs, but different content and intent." + "reason": "Different README updates for different example areas." }, { "left": "pull_request:2873", "right": "pull_request:3744", "accept": false, - "reason": "Phrasing correction in contributor docs vs docs-upload token rename; unrelated changes." + "reason": "Docs phrasing cleanup vs workflow token rename; unrelated changes." }, { "left": "pull_request:2894", "right": "pull_request:824", "accept": false, - "reason": "Flax requirements file vs Flax pipeline/test changes; different artifacts and not the same fix." + "reason": "Adding a flax requirement is unrelated to the flax pipeline test addition." }, { "left": "pull_request:299", "right": "pull_request:309", "accept": false, - "reason": "Scheduler math hotfix vs README link fix; unrelated code vs docs change." + "reason": "PNDM scheduler hotfix vs README link fix; no shared code path." }, { "left": "pull_request:3012", "right": "pull_request:3820", "accept": false, - "reason": "Comment typo in textual inversion vs LDM3D pipeline/doc fix; not the same underlying issue." + "reason": "A comment typo in textual inversion vs an LDM3D pipeline/doc change; unrelated." }, { "left": "pull_request:3063", "right": "pull_request:3345", "accept": false, - "reason": "Pipeline __setattr__ bug fix vs community README pipeline-class correction; different problems." + "reason": "Pipeline __setattr__ bugfix vs README pipeline-class edit; different artifacts and problems." }, { "left": "pull_request:3132", "right": "pull_request:3345", "accept": false, - "reason": "Score SDE pipeline type annotation fix vs README pipeline-class correction; unrelated." + "reason": "Score SDE pipeline type annotation fix vs README example change; unrelated." }, { "left": "pull_request:3132", "right": "pull_request:972", "accept": false, - "reason": "Score SDE pipeline typo vs torch_dtype typo in README; both typo-oriented but not the same concrete change." + "reason": "Type typo in score SDE pipeline vs torch_dtype README typo; not the same change." }, { "left": "pull_request:3132", "right": "pull_request:975", "accept": false, - "reason": "Score SDE pipeline typo vs OpenVINO title typo; different docs and different fixes." - }, - { - "left": "pull_request:3183", - "right": "pull_request:957", - "accept": false, - "reason": "DreamBooth LoRA checkpointing bug vs text-to-image scheduler argument typo; unrelated training scripts and bugs." - }, - { - "left": "pull_request:3345", - "right": "pull_request:5568", - "accept": false, - "reason": "README pipeline-class fix vs custom pipeline loading bug in code; different files and different failure modes." + "reason": "Pipeline type fix vs docs title capitalization; unrelated." } ] }, @@ -123650,16 +123714,18 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 56, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:3183", + "pull_request:3345", "pull_request:3446", "pull_request:3458", "pull_request:3460", @@ -123691,12 +123757,11 @@ "pull_request:4869", "pull_request:4887", "pull_request:4965", - "pull_request:5", "pull_request:5250", "pull_request:5286", "pull_request:5454", "pull_request:5505", - "pull_request:555", + "pull_request:5568", "pull_request:5640", "pull_request:5707", "pull_request:5983", @@ -123706,9 +123771,11 @@ "pull_request:6592", "pull_request:6787", "pull_request:710", - "pull_request:889" + "pull_request:957" ], "soft_pairs": [ + "pull_request:3183|pull_request:957", + "pull_request:3345|pull_request:5568", "pull_request:3446|pull_request:4352", "pull_request:3458|pull_request:5250", "pull_request:3460|pull_request:5250", @@ -123734,206 +123801,204 @@ "pull_request:4746|pull_request:6592", "pull_request:4822|pull_request:5505", "pull_request:4869|pull_request:5707", - "pull_request:4887|pull_request:6787", - "pull_request:5|pull_request:555", - "pull_request:5|pull_request:889" + "pull_request:4887|pull_request:6787" ], - "prepared_review_unit_hash": "d7753e9e0736de1491441cb86e20a75c3b53e03e98c050f2d6b31224ed204277", + "prepared_review_unit_hash": "0935faf877a7a4c8df834da6ae3bd862faffb471dc22403f2bb07a88376bf487", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 95234, - "estimated_input_tokens": 23809, - "estimated_eval_tokens": 47874 + "serialized_chars": 94972, + "estimated_input_tokens": 23743, + "estimated_eval_tokens": 47742 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated docs tweaks and small code fixes, with only a couple of true duplicate/near-duplicate PR pairs. I\u2019d anchor it on the merged image_processor docs PR, but there isn\u2019t a single coherent issue spanning the whole set.", - "confidence": 0.64, + "summary": "This cluster is mostly a grab bag of unrelated docs/typo updates plus a few distinct code fixes; none of the soft edges look like the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue is present; among the PRs, 3710 is the cleanest canonical anchor because it is the merged, completed version of the image_processor docs addition and directly overlaps with 3709.", + "canonical_pr_reason": "No true duplicate PR stands out across this heterogeneous set. If one PR must anchor the cluster, 5707 is the most substantive, concrete, and well-tested code fix (LoRA loading behavior across pipelines), unlike the many isolated documentation edits.", "best_issue_reason": null, - "best_pr_reason": "3710 is the best representative PR here: merged, self-contained, and the clearest completed counterpart to 3709 for the same documentation addition.", + "best_pr_reason": "5707 is the best representative PR: it addresses a specific bug path, touches real runtime code, and includes broad test coverage. It is more substantial and canonical than the many small docs/typo PRs in this set.", "soft_edge_verdicts": [ + { + "left": "pull_request:3183", + "right": "pull_request:957", + "accept": false, + "reason": "Different bugs in different scripts: DreamBooth checkpoint registration vs. a scheduler init parameter cleanup in text-to-image training." + }, + { + "left": "pull_request:3345", + "right": "pull_request:5568", + "accept": false, + "reason": "One is a docs-only pipeline-class example fix; the other fixes custom pipeline loading logic in code. Not the same change." + }, { "left": "pull_request:3446", "right": "pull_request:4352", "accept": false, - "reason": "Warning-message wording fix in pipeline loading vs Kandinsky combined pipeline feature work; unrelated changes." + "reason": "A warning-message wording fix in pipeline_utils is unrelated to Kandinsky combined pipeline feature additions." }, { "left": "pull_request:3458", "right": "pull_request:5250", "accept": false, - "reason": "Inpaint LoRA/cross-attention support vs DDPO docs entry; different feature areas." + "reason": "Inpaint LoRA/cross-attention support is unrelated to adding a DDPO docs entry." }, { "left": "pull_request:3460", "right": "pull_request:5250", "accept": false, - "reason": "Same as above: inpaint LoRA support vs DDPO docs; not the same underlying change." + "reason": "This is a concrete inpaint pipeline API change; the other is a docs-only DDPO page addition." }, { "left": "pull_request:3577", "right": "pull_request:4626", "accept": false, - "reason": "Both touch documentation links, but they fix different pages and different link sets." + "reason": "Both are docs, but they fix different link targets in different pages and are not the same underlying issue." }, { "left": "pull_request:3641", "right": "pull_request:4352", "accept": false, - "reason": "Inpainting latent handling bug vs Kandinsky combined pipeline helper methods; unrelated." + "reason": "Inpainting latent handling bugfix is unrelated to Kandinsky combined pipeline offload/xformers additions." }, { "left": "pull_request:3709", "right": "pull_request:4853", "accept": false, - "reason": "Docs addition for image_processor vs a code bug in image_processor width handling; not the same change." + "reason": "VAE image processor docs addition is unrelated to an actual image_processor width bug fix in code." }, { "left": "pull_request:3710", "right": "pull_request:3821", "accept": false, - "reason": "English image_processor docs vs Korean translated docs; same topic, different artifacts/locales." + "reason": "Both add docs pages, but for different languages and different content; no shared bug or change." }, { "left": "pull_request:3710", "right": "pull_request:5286", "accept": false, - "reason": "English image_processor docs vs Japanese index/docs; different language documentation work." + "reason": "The English image processor doc addition and the Japanese docs addition are separate localization/doc tasks." }, { "left": "pull_request:3786", "right": "pull_request:3894", "accept": false, - "reason": "PR template addition vs Flax UNet dropout implementation; unrelated." + "reason": "PR template addition is unrelated to Flax UNet dropout implementation." }, { "left": "pull_request:3786", "right": "pull_request:4172", "accept": false, - "reason": "PR template addition vs FlaxModelMixin type casting; unrelated." + "reason": "A PR template file is unrelated to Flax model type-casting changes." }, { "left": "pull_request:3819", "right": "pull_request:5454", "accept": false, - "reason": "Examples README FAQ content vs schedulers documentation edit; different docs changes." + "reason": "A README FAQ update is unrelated to a schedulers docs wording correction." }, { "left": "pull_request:3923", "right": "pull_request:5983", "accept": false, - "reason": "Stable Diffusion doc import note vs SVD documentation formatting/content fixes; not the same underlying PR." + "reason": "Both touch docs about reproducibility/usage, but one adds a torch import and the other changes an SVD tutorial link/formatting; not the same fix." }, { "left": "pull_request:3971", "right": "pull_request:4721", "accept": false, - "reason": "SDXL docs/workflow changes vs Korean DreamBooth docs edits; unrelated documentation areas." + "reason": "SDXL docs/build workflow fixes and Korean DreamBooth docs edits are unrelated changes." }, { "left": "pull_request:3971", "right": "pull_request:6339", "accept": false, - "reason": "SDXL docs/workflow changes vs AnimateDiff docs nits; different docs pages and content." + "reason": "The SDXL docs/build workflow change is unrelated to the AnimateDiff doc example update." }, { "left": "pull_request:3985", "right": "pull_request:5640", "accept": false, - "reason": "SDXL doc improvements vs AnimateDiff doc nits; not the same change." + "reason": "SDXL doc refinements are unrelated to AnimateDiff documentation nits." }, { "left": "pull_request:4012", "right": "pull_request:5640", "accept": false, - "reason": "Dance Diffusion doc wording fixes vs AnimateDiff doc nits; different pages and edits." + "reason": "Dance Diffusion doc corrections are unrelated to AnimateDiff docs." }, { "left": "pull_request:408", "right": "pull_request:710", "accept": false, - "reason": "General typo cleanup across several docs vs model docstring fix for issue #709; too different in scope and targets." + "reason": "General typo cleanup across docs is unrelated to fixing a malformed docstring in two model files." }, { "left": "pull_request:4275", "right": "pull_request:4965", "accept": false, - "reason": "AutoPipeline docs fixes vs Wuerstchen docs formatting; unrelated documentation changes." + "reason": "AutoPipeline docs corrections are unrelated to Wuerstchen docs formatting changes." }, { "left": "pull_request:4320", "right": "pull_request:5505", "accept": false, - "reason": "ONNX docs typo fix vs ControlNet docs/loader naming fixes; unrelated." + "reason": "ONNX runtime docs wording fixes are unrelated to ControlNet API naming fixes plus loader updates." }, { "left": "pull_request:4350", "right": "pull_request:6339", "accept": false, - "reason": "T2I Adapter docs fp16 fix vs AnimateDiff docs fix; different pipelines and changes." + "reason": "T2I adapter doc precision fix is unrelated to AnimateDiff doc updates." }, { "left": "pull_request:4472", "right": "pull_request:6342", "accept": false, - "reason": "SDXL README cleanup vs installation.md note; unrelated docs." + "reason": "DreamBooth README edits and an installation note for Python 3.12 on Windows are separate documentation changes." }, { "left": "pull_request:4596", "right": "pull_request:6311", "accept": false, - "reason": "SDXL conversion script addition vs Diffusion Fast tutorial docs; completely different artifacts." + "reason": "An SDXL conversion script is unrelated to the Diffusion Fast tutorial docs." }, { "left": "pull_request:4746", "right": "pull_request:6592", "accept": false, - "reason": "Different training-script additions; both mention inpainting/SDXL, but they touch different scripts and feature paths." + "reason": "These are different inpainting efforts: one is a large experimental WIP training/inference branch, the other is a new inpainting training script." }, { "left": "pull_request:4822", "right": "pull_request:5505", "accept": false, - "reason": "LoRA warning-typo fix vs ControlNet naming/docs fixes; not the same bug or change." + "reason": "Both touch loaders.py, but one fixes a LoRA warning string while the other fixes custom pipeline loading and API naming; not the same bug." }, { "left": "pull_request:4869", "right": "pull_request:5707", "accept": false, - "reason": "Combined pipeline tests vs LCM add-tests suite; same broad area but different concrete features and code paths." + "reason": "Combined-pipeline tests are not the same as the LCM loader/pipeline changes; shared area only, not the same change." }, { "left": "pull_request:4887", "right": "pull_request:6787", "accept": false, - "reason": "Kandinsky prior_emb2emb latent-input removal vs marigold depth input-range fix; unrelated." - }, - { - "left": "pull_request:5", - "right": "pull_request:555", - "accept": false, - "reason": "UNet for latent diffusion vs Flax VAE for Stable Diffusion; different model components and changes." - }, - { - "left": "pull_request:5", - "right": "pull_request:889", - "accept": false, - "reason": "UNet model introduction vs Stable Diffusion components helper; different underlying work." + "reason": "Removing a latents argument from a Kandinsky pipeline is unrelated to a marigold depth-estimation input normalization bug." } ] }, @@ -123947,16 +124012,17 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 57, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:5", "pull_request:5051", "pull_request:5184", "pull_request:5267", @@ -123995,18 +124061,19 @@ "pull_request:6847", "pull_request:6904", "pull_request:6941", - "pull_request:6961", "pull_request:7150", "pull_request:7181", "pull_request:7353", "pull_request:7747", - "pull_request:7797", "pull_request:7932", "pull_request:7963", "pull_request:8427", - "pull_request:8851" + "pull_request:8851", + "pull_request:889" ], "soft_pairs": [ + "pull_request:5|pull_request:555", + "pull_request:5|pull_request:889", "pull_request:5051|pull_request:7181", "pull_request:5184|pull_request:5707", "pull_request:5267|pull_request:7150", @@ -124032,199 +124099,204 @@ "pull_request:6633|pull_request:7353", "pull_request:6760|pull_request:6847", "pull_request:6775|pull_request:8851", - "pull_request:6787|pull_request:6904", - "pull_request:6961|pull_request:7797" + "pull_request:6787|pull_request:6904" ], - "prepared_review_unit_hash": "9511215e459458c462c27bae8b101865a0dae534beecf5902f7a98240cb557e8", + "prepared_review_unit_hash": "ff5125ad2b0e80988598ae7005ea9fa05e134d7f5d33927aa9ed7de98a38eb19", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 95789, - "estimated_input_tokens": 23948, - "estimated_eval_tokens": 48152 + "soft_pair_count": 28, + "serialized_chars": 96048, + "estimated_input_tokens": 24012, + "estimated_eval_tokens": 48280 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a grab-bag of unrelated docs, tests, and feature/fix PRs; there is no strong duplicate theme to consolidate. Most soft edges are only superficial similarity from shared subsystems or filenames, not the same underlying change.", + "summary": "This cluster is a grab-bag of unrelated small PRs across docs, tests, training scripts, pipelines, and scheduler/model fixes. There is no clear duplicate pair or single underlying bug/change tying them together, so all soft-edge candidates should be rejected.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR cleanly represents a duplicate cluster here: the items span unrelated documentation edits, test updates, and distinct bug fixes/features across different code paths.", + "canonical_pr_reason": "No canonical PR: the items are heterogeneous and do not share one concrete code-path problem or change.", "best_issue_reason": null, - "best_pr_reason": "PR 6847 is the strongest standalone artifact in the set: it is a substantive, issue-linked code change with broad impact and clear implementation/tests/docs around one concrete feature (IP-Adapter masking).", + "best_pr_reason": "No single best PR; the cluster mixes unrelated docs, tests, feature additions, and bug fixes, so none is a strong representative duplicate target.", "soft_edge_verdicts": [ + { + "left": "pull_request:5", + "right": "pull_request:555", + "accept": false, + "reason": "UNet-for-LDM feature addition vs Flax VAE import/model addition; different artifacts and code paths." + }, + { + "left": "pull_request:5", + "right": "pull_request:889", + "accept": false, + "reason": "New UNet model implementation vs adding DiffusionPipeline components docs/API; unrelated changes." + }, { "left": "pull_request:5051", "right": "pull_request:7181", "accept": false, - "reason": "Both are typo/doc PRs, but they touch different docs and different text; same style, not same change." + "reason": "Separate docs typo fixes in unrelated files; no shared underlying bug." }, { "left": "pull_request:5184", "right": "pull_request:5707", "accept": false, - "reason": "Both add tests, but for different scheduler/Pipeline behaviors and different code paths." + "reason": "Scheduler add_noise test coverage vs LCM loader/pipeline changes; not the same change or bug." }, { "left": "pull_request:5267", "right": "pull_request:7150", "accept": false, - "reason": "Both edit docs/README prose, but they fix unrelated documentation issues in different files and sections." + "reason": "README formatting/autodoc docs update vs callback example code snippet fix; unrelated docs work." }, { "left": "pull_request:5332", "right": "pull_request:6322", "accept": false, - "reason": "One is a typo/doc fix in a training script comment; the other changes training logic for attention-based validation. Not the same bug." + "reason": "DreamBooth LoRA description typo vs training script attention/scheduler changes; different issues." }, { "left": "pull_request:5454", "right": "pull_request:7150", "accept": false, - "reason": "Different documentation targets and unrelated edits; only broad docs similarity." + "reason": "Schedulers docs link fix vs callback docs example update; unrelated documentation edits." }, { "left": "pull_request:5533", "right": "pull_request:5686", "accept": false, - "reason": "Both are test-only PRs, but they target different pipelines and different test speedups/outputs." + "reason": "Different test suites for different pipelines (SDXL mixture vs Shap-E); not duplicate failures." }, { "left": "pull_request:555", "right": "pull_request:574", "accept": false, - "reason": "Same file, but one adds Flax VAE support and the other patches a later VAE return-value bug; related area, not one change." + "reason": "Both touch VAE Flax, but one adds the model and the other fixes a decode assignment; not the same bug/change." }, { "left": "pull_request:5640", "right": "pull_request:6466", "accept": false, - "reason": "Both are doc nits for different pipeline guides; no shared underlying defect." + "reason": "AnimateDiff doc nits vs SVD doc cleanup; unrelated doc-only changes." }, { "left": "pull_request:5707", "right": "pull_request:5723", "accept": false, - "reason": "LCM docs/tests vs LCM docs page creation; same topic, but different artifacts and not the same change." + "reason": "LCM tests vs LCM docs; same topic but not the same underlying issue or code-path." }, { "left": "pull_request:5855", "right": "pull_request:7150", "accept": false, - "reason": "Different README typo fixes in different examples; no shared code path." + "reason": "Community README typo vs callback example fix; unrelated docs." }, { "left": "pull_request:5901", "right": "pull_request:6847", "accept": false, - "reason": "Both involve IP-Adapter, but one adds ControlNet Img2Img support while the other adds attention masking; distinct features." + "reason": "ControlNet IP-Adapter support vs IP-Adapter attention masking; different features and merge surfaces." }, { "left": "pull_request:5901", "right": "pull_request:6941", "accept": false, - "reason": "Both are ControlNet/IP-Adapter related, but they extend different pipelines with different functionality." + "reason": "Different ControlNet pipeline variants and distinct IP-Adapter support work; not one concrete fix." }, { "left": "pull_request:5982", "right": "pull_request:6174", "accept": false, - "reason": "Docs-only changes for different topics (SDXL Turbo docs vs LoRA docs)." + "reason": "SDXL Turbo docs addition vs LoRA training docs typo; unrelated." }, { "left": "pull_request:6002", "right": "pull_request:6475", "accept": false, - "reason": "Both touch Stable Video Diffusion, but one fixes guidance scale logic and the other only corrects a type annotation/docs wording." + "reason": "SVD guidance-scale logic fix vs SVD VAE type docs correction; different problems." }, { "left": "pull_request:6207", "right": "pull_request:6401", "accept": false, - "reason": "Both are LoRA test/script cleanup, but they modify different training/test areas and unrelated code." + "reason": "Training script cleanup vs LoRA PEFT test simplification; different files and purposes." }, { "left": "pull_request:6215", "right": "pull_request:6217", "accept": false, - "reason": "Different fixes in different tests/code: PixArt test initialization vs SVD torch.compile handling." + "reason": "PixArt test initialization fix vs Stable Video Diffusion torch.compile fix; unrelated test/behavior changes." }, { "left": "pull_request:6314", "right": "pull_request:6453", "accept": false, - "reason": "Both are doc link fixes, but for different papers and different pages." + "reason": "Separate paper-link typo fixes for different docs pages; not duplicates." }, { "left": "pull_request:6360", "right": "pull_request:7963", "accept": false, - "reason": "Same ControlNet inpaint family, but one adds padding_mask_crop across pipelines while the other adds custom timesteps/sigmas; distinct changes." + "reason": "Padding mask crop support for inpaint pipelines vs custom timesteps/sigmas for controlnet inpaint/img2img; related area but different feature work." }, { "left": "pull_request:6419", "right": "pull_request:6752", "accept": false, - "reason": "One is a WIP community pipeline prototype; the other is a finished PromptDiffusion pipeline package. Not duplicates." + "reason": "WIP in-context-learning community pipeline vs PromptDiffusion pipeline; unrelated community examples." }, { "left": "pull_request:6433", "right": "pull_request:8427", "accept": false, - "reason": "Different community pipeline/mirror workflow changes with no shared underlying bug or feature." + "reason": "New community pipeline vs workflow debug logging; completely unrelated." }, { "left": "pull_request:6475", "right": "pull_request:7747", "accept": false, - "reason": "SVD type annotation docs fix vs a VAE tiling test failure fix; unrelated." + "reason": "SVD VAE type documentation fix vs generic VAE tiling test assertion fix; not the same issue." }, { "left": "pull_request:6511", "right": "pull_request:7932", "accept": false, - "reason": "Both are training/test maintenance around LoRA and torch.compile/RGB ordering, but they address different issues." + "reason": "Checkpointing with torch.compile in training scripts vs LoRA test expectation updates; unrelated." }, { "left": "pull_request:6633", "right": "pull_request:7353", "accept": false, - "reason": "Different loader/convert path fixes in separate files and code paths." + "reason": "Checkpoint config reading fix vs adding FromSingleFileMixin to a pipeline; different code paths." }, { "left": "pull_request:6760", "right": "pull_request:6847", "accept": false, - "reason": "Both touch IP-Adapter tests/docs, but one adjusts slow test expectations while the other adds masking support; not the same change." + "reason": "Adjusting slow IP-Adapter tests vs implementing IP-Adapter attention masking; tests are not the feature bug itself." }, { "left": "pull_request:6775", "right": "pull_request:8851", "accept": false, - "reason": "Unrelated docs: a missing scheduler parameter doc versus new AuraFlow docs." + "reason": "DDPMScheduler docs parameter addition vs AuraFlow docs/model additions; unrelated." }, { "left": "pull_request:6787", "right": "pull_request:6904", "accept": false, - "reason": "Different bug fixes in unrelated code paths: input normalization in a community pipeline vs PIL image loading support." - }, - { - "left": "pull_request:6961", - "right": "pull_request:7797", - "accept": false, - "reason": "Both are test-related, but one adds single-file loader tests and the other shrinks DDPM fast tests; different objectives and code paths." + "reason": "Marigold input range bug vs load_image PIL support; different utilities and fixes." } ] }, @@ -124238,15 +124310,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 58, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:11081", "pull_request:11682", @@ -124267,6 +124339,7 @@ "pull_request:7410", "pull_request:7550", "pull_request:7638", + "pull_request:7797", "pull_request:7803", "pull_request:7804", "pull_request:7833", @@ -124297,6 +124370,7 @@ "pull_request:9832" ], "soft_pairs": [ + "pull_request:6961|pull_request:7797", "pull_request:6961|pull_request:7803", "pull_request:6961|pull_request:7804", "pull_request:6961|pull_request:7833", @@ -124324,190 +124398,196 @@ "pull_request:12970|pull_request:12988", "pull_request:11835|pull_request:12069" ], - "prepared_review_unit_hash": "5b942af5a34cb1fa0d2a9249f00546885824871df17589267925b65125f69f1f", + "prepared_review_unit_hash": "6b56d030acf405ef7a5cafde3a168168612cd431c0b33167c9188e0ed493ec61", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 97002, - "estimated_input_tokens": 24251, - "estimated_eval_tokens": 48758 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 99148, + "estimated_input_tokens": 24787, + "estimated_eval_tokens": 49830 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: mostly unrelated docs, tests, feature additions, and CI changes. None of the soft pairs look like the same underlying bug or change, so no duplicate cluster emerges.", - "confidence": 0.98, + "summary": "No true duplicates here: the soft pairs are mostly superficial title/file overlap across different bugs, features, docs, CI, and test-only changes.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR fits this cluster; the items are heterogeneous and do not share one underlying change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single PR is a good global representative; the similarities are too broad or incidental to justify one canonical PR.", "soft_edge_verdicts": [ + { + "left": "pull_request:6961", + "right": "pull_request:7797", + "accept": false, + "reason": "One is single-file loader/test scaffolding; the other reduces DDPM fast-test model size. Different changes, different bug classes." + }, { "left": "pull_request:6961", "right": "pull_request:7803", "accept": false, - "reason": "Different changes: 6961 is about single-file checkpoint loader tests, while 7803 only shrinks DDIM fast-test models." + "reason": "Same as above: unrelated single-file loader work vs DDIM fast-test reduction." }, { "left": "pull_request:6961", "right": "pull_request:7804", "accept": false, - "reason": "Same broad theme of test cleanup, but one is single-file loader coverage and the other is AMUSED test model downsizing." + "reason": "Unrelated: single-file loader/test changes versus AMUSED fast-test model downsizing." }, { "left": "pull_request:6961", "right": "pull_request:7833", "accept": false, - "reason": "Not the same bug/change; 7833 reduces the AudioLDM fast test model size, unrelated to checkpoint loader tests." + "reason": "Single-file loader/tests versus AudioLDM test size reduction; only both are test-related in a broad sense." }, { "left": "pull_request:710", "right": "pull_request:798", "accept": false, - "reason": "Both are docstring typo fixes in UNet files, but they touch different targets and are separate small docs changes." + "reason": "Both fix docstring formatting, but they touch different UNet classes and are separate typo/doc cleanup changes." }, { "left": "pull_request:7150", "right": "pull_request:9266", "accept": false, - "reason": "Unrelated docs updates: one changes a callback example, the other adds a community project entry." + "reason": "Different docs topics: callback example update vs community projects list entry." }, { "left": "pull_request:737", "right": "pull_request:839", "accept": false, - "reason": "Both remove `use_auth_token` mentions, but 737 is a broad cleanup across multiple files while 839 only edits the DreamBooth README." + "reason": "Both remove use_auth_token in examples, but they are separate docs/example cleanups, not one underlying bug." }, { "left": "pull_request:7410", "right": "pull_request:7919", "accept": false, - "reason": "Different subsystems and problems: FreeInit behavior versus offload behavior with `device_map`." + "reason": "FreeInit behavior fix is unrelated to offload behavior under device_map; different subsystems and failure modes." }, { "left": "pull_request:7638", "right": "pull_request:8303", "accept": false, - "reason": "Both are typo/link cleanup PRs, but they fix different text in different docs with no shared underlying issue." + "reason": "Both are documentation typos, but one is a CONTRIBUTING link update and the other is philosophical wording; no shared bug." }, { "left": "pull_request:7977", "right": "pull_request:8642", "accept": false, - "reason": "Separate typo fixes in different files and different pipelines; not the same underlying change." + "reason": "Both are typo/doc fixes in different Stable Diffusion docs/pipeline files; not the same change." }, { "left": "pull_request:806", "right": "pull_request:971", "accept": false, - "reason": "Completely different work: DreamBooth EMA support versus adding bit diffusion community code." + "reason": "DreamBooth EMA training work is unrelated to the community README/community pipeline PR." }, { "left": "pull_request:822", "right": "pull_request:91", "accept": false, - "reason": "Both involve scheduler API updates, but they are from different eras and change different pipelines/schedulers." + "reason": "Flax scheduler API update is a broad scheduler change; the older scheduler API cleanup is much larger and unrelated in scope." }, { "left": "pull_request:8478", "right": "pull_request:9408", "accept": false, - "reason": "Both add model support, but one is HunyuanDiT ControlNet and the other is Flux ControlNet img2img/inpaint; distinct features." + "reason": "HunyuanDiT ControlNet/pipeline addition vs Flux ControlNet pipelines; same broad area, but different models and concrete code paths." }, { "left": "pull_request:8498", "right": "pull_request:8642", "accept": false, - "reason": "Different typo fixes in different Stable Diffusion docs; no shared underlying bug." + "reason": "Different doc typos in different Stable Diffusion 3 docs; no shared underlying bug." }, { "left": "pull_request:8591", "right": "pull_request:8755", "accept": false, - "reason": "Both are SD3 training related, but one refactors weighting utilities while the other fixes DreamBooth LoRA text encoder training logic." + "reason": "General SD3 training utility refactor vs a specific text-encoder training bug in DreamBooth LoRA; not mergeable as one fix." }, { "left": "pull_request:8631", "right": "pull_request:9473", "accept": false, - "reason": "Unrelated changes: single-file T5 loading fix versus Flux DreamBooth optimizer learning-rate handling." + "reason": "Single-file T5 checkpoint return bug versus Flux DreamBooth optimizer LR fix; unrelated code paths." }, { "left": "pull_request:8775", "right": "pull_request:9266", "accept": false, - "reason": "One adds a Colab link in an SD3 README; the other updates community projects. Same docs area, different changes." + "reason": "A README Colab link update and a community projects table update are separate documentation edits." }, { "left": "pull_request:9266", "right": "pull_request:9553", "accept": false, - "reason": "Different documentation topics: community projects listing versus distributed inference guidance." + "reason": "Community projects listing update vs distributed inference device-map tip; different docs pages and purposes." }, { "left": "pull_request:9591", "right": "pull_request:9592", "accept": false, - "reason": "Both are docstring cleanups, but they touch different modules and unrelated APIs." + "reason": "Both are docstring/doc cleanup PRs, but for different files and APIs; no evidence of one underlying issue." }, { "left": "pull_request:9699", "right": "pull_request:9832", "accept": false, - "reason": "CI workflow changes in different areas: adding a runner versus adding quantization nightly tests." + "reason": "New SSH runner option vs adding quantization nightly tests; CI-related but not the same change." }, { "left": "pull_request:12004", "right": "pull_request:12562", "accept": false, - "reason": "Both involve Wan models, but 12004 adds Wan2.2 conversion/model support while 12562 fixes a context-parallel crash in a specific Wan TI2V model." + "reason": "Wan2.2 model support/convert script work is unrelated to the context-parallel crash fix in a Wan model." }, { "left": "pull_request:11081", "right": "pull_request:11682", "accept": false, - "reason": "Same offloading subsystem, but one adds `record_stream` support and the other adds disk/NVMe offload; these are separate features, not one fix." + "reason": "Both concern group offloading, but one adds record_stream and the other adds disk/NVMe offload support; distinct features and code paths." }, { "left": "pull_request:7550", "right": "pull_request:8992", "accept": false, - "reason": "Both are community-style diffusion pipelines, but they target different models and different differential-diffusion implementations." + "reason": "Different community pipeline additions: SDXL Differential Diffusion vs HunyuanDiT differential diffusion." }, { "left": "pull_request:6868", "right": "pull_request:6946", "accept": false, - "reason": "Same IP-Adapter area, but 6868 adds pipeline-level image embeds while 6946 changes loading behavior with `low_cpu_mem_usage`." + "reason": "Both touch IP-Adapter loading, but one introduces image_embeds call support and the other low_cpu_mem_usage loading; different changes." }, { "left": "pull_request:12551", "right": "pull_request:13039", "accept": false, - "reason": "Different problems: CI skipping of Sana layerwise casting tests versus a CPU dtype fix in Wan Animate." + "reason": "CI skipping for Sana layerwise casting tests vs Wan CPU upcasting fix; unrelated pipelines and issues." }, { "left": "pull_request:12970", "right": "pull_request:12988", "accept": false, - "reason": "Both are context-parallel related, but 12970 fixes Qwen-Image CP compatibility while 12988 handles non-divisible sequence lengths in CP." + "reason": "Both are context-parallel related, but one changes Qwen-Image CP compatibility and the other removes a divisibility assertion for a different crash condition." }, { "left": "pull_request:11835", "right": "pull_request:12069", "accept": false, - "reason": "Both are test-fix PRs, but 11835 adjusts float16 CUDA tests and 12069 fixes AudioLDM2 transformer/version handling." + "reason": "Both are test-failure fixes, but for different pipelines (float16 CUDA vs AudioLDM2 transformers-version handling)." } ] }, @@ -124521,15 +124601,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 59, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10318", "pull_request:10581", @@ -124541,6 +124621,8 @@ "pull_request:1215", "pull_request:12714", "pull_request:13313", + "pull_request:13365", + "pull_request:13536", "pull_request:2062", "pull_request:2892", "pull_request:2915", @@ -124566,10 +124648,8 @@ "pull_request:5750", "pull_request:5852", "pull_request:6330", - "pull_request:6573", "pull_request:6816", "pull_request:6946", - "pull_request:7016", "pull_request:7118", "pull_request:7458", "pull_request:7893", @@ -124593,6 +124673,7 @@ "pull_request:10911|pull_request:11786", "pull_request:1215|pull_request:2062", "pull_request:12714|pull_request:13313", + "pull_request:13365|pull_request:13536", "pull_request:2892|pull_request:4099", "pull_request:2915|pull_request:4666", "pull_request:3968|pull_request:4083", @@ -124604,187 +124685,174 @@ "pull_request:7458|pull_request:7893", "pull_request:9175|pull_request:9770", "pull_request:9506|pull_request:9676", - "pull_request:11353|pull_request:11588", - "pull_request:6573|pull_request:7016" + "pull_request:11353|pull_request:11588" ], - "prepared_review_unit_hash": "04053b757108f38cdbb2cecd9cc1ee14826a35d307723f389f993bd1cb8e6583", + "prepared_review_unit_hash": "26307511ef122e25ce888dd36bbd6160a2628c9332afd01059ad3262f6fbe152", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 102267, - "estimated_input_tokens": 25567, - "estimated_eval_tokens": 51390 + "serialized_chars": 98746, + "estimated_input_tokens": 24687, + "estimated_eval_tokens": 49630 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most pairs share only a subsystem name or a broad theme, not the same concrete bug/change. I would reject every soft edge.", - "confidence": 0.93, + "summary": "This cluster is mostly a loose lexical bucket of unrelated PRs across pipelines, LoRA, docs, CI, and examples. I don\u2019t see any pair that fixes the same concrete bug/change, so the soft edges should all be rejected.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No safe canonical PR: the items span unrelated fixes/features across LoRA, IP-Adapter, Flux, docs, CI, schedulers, and training scripts.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 7016 is the broadest and most central adapter-loading change in the set, but it still does not represent the unrelated items well.", + "best_pr_reason": "PR 11786 is the broadest cross-cutting change in the set, touching CI plus several test files, so it is the best single representative if one must anchor the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:10581", "right": "pull_request:10717", "accept": false, - "reason": "Both are IP-Adapter-related, but they target different pipelines and fixes; not the same concrete change." + "reason": "Different pipelines and different adapter integration work; same broad IP-Adapter theme, but not the same bug or change." }, { "left": "pull_request:3446", "right": "pull_request:4714", "accept": false, - "reason": "One is a warning-message tweak, the other a missing-transformers error-path fix; unrelated bugs." + "reason": "Unrelated fixes: a pipeline-loading warning message vs a missing-transformers import path bug." }, { "left": "pull_request:4034", "right": "pull_request:4666", "accept": false, - "reason": "LoRA utility addition vs SDXL ControlNet LoRA enablement are different features, not duplicates." + "reason": "One adds LoRA unload utility support, the other adds SDXL ControlNet LoRA support; different code paths and behavior." }, { "left": "pull_request:4572", "right": "pull_request:4632", "accept": false, - "reason": "Example variable rename vs checkpointing/casting bug fix; different code paths and goals." + "reason": "Same example script, but different concrete bugs: network_alpha naming vs checkpointing/casting issues." }, { "left": "pull_request:4629", "right": "pull_request:4783", "accept": false, - "reason": "Long weighted prompt pipeline work and embedding-zeroing docs are not the same change." + "reason": "One is a docs/feature expansion around long weighted prompts; the other is a prompt-embedding correctness note. Not the same change." }, { "left": "pull_request:4761", "right": "pull_request:5407", "accept": false, - "reason": "Paint-by-example encoder fix and mixed-precision training fix are unrelated." + "reason": "Different pipelines and issues: Paint by Example initialization vs mixed-precision training in unconditional generation." }, { "left": "pull_request:5506", "right": "pull_request:6816", "accept": false, - "reason": "xformers/PEFT attention fix vs DDP+PEFT training-script fix; same ecosystem, different bug." + "reason": "A PEFT+xformers attention fix is not the same as a DDP training-script fix, even though both mention LoRA/PEFT." }, { "left": "pull_request:4944", "right": "pull_request:6946", "accept": false, - "reason": "General IP-Adapter support vs low_cpu_mem_usage loading optimization; related area, different change." + "reason": "General IP-Adapter support vs a loading-time optimization for IP-Adapter; related area, but distinct functionality." }, { "left": "pull_request:10318", "right": "pull_request:9257", "accept": false, - "reason": "Flux LoRA test expansion and DreamBooth Flux prompt-tokenization fix are distinct." + "reason": "Flux LoRA test coverage vs a DreamBooth Flux script bug fix; different artifacts and bug surfaces." }, { "left": "pull_request:10911", "right": "pull_request:11786", "accept": false, - "reason": "Lumina2 LoRA NaN test and CI marker rename are unrelated." + "reason": "A Lumina2 LoRA NaN test fix and a CI marker/workflow fix are unrelated." }, { "left": "pull_request:1215", "right": "pull_request:2062", "accept": false, - "reason": "DDIM cpu-generator fix and paint-by-example cpu-offload fix address different components." + "reason": "DDIM scheduler generator handling and Paint by Example CPU offload are separate pipeline bugs." }, { "left": "pull_request:12714", "right": "pull_request:13313", "accept": false, - "reason": "Flux2 LoRA NaN test and Kohya Flux2 LoRA conversion are separate issues." + "reason": "Flux2 LoRA NaN test adjustments vs Kohya-to-Diffusers LoRA conversion/loading logic; different problems." + }, + { + "left": "pull_request:13365", + "right": "pull_request:13536", + "accept": false, + "reason": "Both touch the Claude review workflow, but one enables fork review and the other changes PR-opening/editing behavior; not the same change." }, { "left": "pull_request:2892", "right": "pull_request:4099", "accept": false, - "reason": "Upcaler input-embed allowance and SDXL prompt-embed bug are not the same concrete defect." + "reason": "Upscaler input-embed validation and SDXL prompt-embed handling are distinct embedding bugs in different pipelines." }, { "left": "pull_request:2915", "right": "pull_request:4666", "accept": false, - "reason": "Test-threshold adjustment and SDXL ControlNet LoRA support are unrelated." + "reason": "A test tolerance tweak for stable diffusion text inversion is not the same as enabling LoRA for SDXL ControlNet." }, { "left": "pull_request:3968", "right": "pull_request:4083", "accept": false, - "reason": "Both touch SDXL, but one is a broad docs/API cleanup and the other is low-precision VAE support." + "reason": "Broad SDXL cleanup/docs work vs low-precision VAE support; shared ecosystem, different code changes." }, { "left": "pull_request:4498", "right": "pull_request:5750", "accept": false, - "reason": "One adds SDXL reference support; the other is a docs-only intro with no matching code change." + "reason": "One is adding SDXL reference-attention functionality, the other is a documentation-only reference intro." }, { "left": "pull_request:4666", "right": "pull_request:5615", "accept": false, - "reason": "Enabling LoRA for SDXL ControlNet and reverting SDXL adapter LoRA loading are opposite, not duplicate, changes." + "reason": "Adding SDXL ControlNet LoRA support and reverting SDXL adapter LoRA loading are opposite, but not the same fix." }, { "left": "pull_request:5015", "right": "pull_request:6330", "accept": false, - "reason": "Broken-link fix and SVD docs/video-rendering fix are unrelated documentation changes." + "reason": "Broken doc link fix vs SVD documentation rendering fix; unrelated documentation issues." }, { "left": "pull_request:5217", "right": "pull_request:5852", "accept": false, - "reason": "PEFT import typo fix and PR test behavior fix address different problems." + "reason": "PEFT import typo and PR-test workflow silent-behavior fix are unrelated CI/runtime issues." }, { "left": "pull_request:7118", "right": "pull_request:8571", "accept": false, - "reason": "IP-Adapter docs typo cleanup and general errata/style pass are not duplicates." - }, - { - "left": "pull_request:7458", - "right": "pull_request:7893", - "accept": false, - "reason": "Python-3.12 test skipping and Dockerfile Python 3.10 upgrades are unrelated infrastructure changes." - }, - { - "left": "pull_request:9175", - "right": "pull_request:9770", - "accept": false, - "reason": "Flux Union ControlNet support and Xlabs ControlNet inpainting support are different feature implementations." + "reason": "Minor docs typos vs a broad style/errata sweep; same category, but not a single duplicate change." }, { "left": "pull_request:9506", "right": "pull_request:9676", "accept": false, - "reason": "Path/import docs fix and EntryNotFoundError import fix are unrelated." + "reason": "A docs/import cleanup in one file and an EntryNotFoundError import fix in benchmarks are unrelated." }, { "left": "pull_request:11353", "right": "pull_request:11588", "accept": false, - "reason": "Wan-FLF2V support and Wan LoRA loading support are different features." - }, - { - "left": "pull_request:6573", - "right": "pull_request:7016", - "accept": false, - "reason": "Both concern IP-Adapter, but one adds multi-adapter support while the other refactors embed loading and skips image_encoder loading; not the same underlying change." + "reason": "Wan FLF2V feature support and Wan LoRA I2V loading logic are different features, not the same code-path bug." } ] }, @@ -124798,15 +124866,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 60, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10206", "pull_request:10359", @@ -124815,11 +124883,9 @@ "pull_request:10885", "pull_request:10911", "pull_request:11124", - "pull_request:11248", "pull_request:11582", "pull_request:11595", "pull_request:11726", - "pull_request:11891", "pull_request:12584", "pull_request:13029", "pull_request:13120", @@ -124844,10 +124910,12 @@ "pull_request:5506", "pull_request:5788", "pull_request:6265", + "pull_request:6573", "pull_request:6757", "pull_request:6795", "pull_request:6864", "pull_request:689", + "pull_request:7016", "pull_request:7113", "pull_request:7246", "pull_request:8510", @@ -124858,6 +124926,7 @@ "pull_request:978" ], "soft_pairs": [ + "pull_request:6573|pull_request:7016", "pull_request:10359|pull_request:9206", "pull_request:11582|pull_request:11726", "pull_request:1496|pull_request:2734", @@ -124881,187 +124950,186 @@ "pull_request:12584|pull_request:13229", "pull_request:10206|pull_request:11595", "pull_request:10365|pull_request:9386", - "pull_request:10648|pull_request:10885", - "pull_request:11248|pull_request:11891" + "pull_request:10648|pull_request:10885" ], - "prepared_review_unit_hash": "c930b2025f087d1ca51d5e30b4ad07f65136869cf58b642dc60ee9a1045cf372", + "prepared_review_unit_hash": "db81b25be6fac494a96e3449bee908a066d788853fb7f5a2d31a376d9bbd7221", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 98928, - "estimated_input_tokens": 24732, - "estimated_eval_tokens": 49720 + "serialized_chars": 103196, + "estimated_input_tokens": 25799, + "estimated_eval_tokens": 51854 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: the PRs only share superficial subsystem similarity (docs, tests, LoRA, pipelines) but each pair targets a different concrete change. All soft edges should be rejected.", - "confidence": 0.97, + "summary": "The cluster is a grab bag of unrelated PRs across docs, tests, pipelines, and LoRA loaders. A few pairs share files or subsystems, but they target different concrete bugs or feature changes, so none should be merged as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items are a grab bag of unrelated fixes and feature PRs, so there is no single representative duplicate anchor.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No strong global best PR; none of these PRs is suitable as a duplicate representative because the cluster is not cohesive.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "pull_request:6573", + "right": "pull_request:7016", + "accept": false, + "reason": "Both touch IP-Adapter code, but 6573 adds multi-IP-Adapter support while 7016 refactors embed handling and skips loading the image encoder; different changes and code paths." + }, { "left": "pull_request:10359", "right": "pull_request:9206", "accept": false, - "reason": "Both are test-focused, but they fix different broken tests in different pipelines/models; not the same bug." + "reason": "Both are test-only fixes, but they address different failing test suites and different failure modes." }, { "left": "pull_request:11582", "right": "pull_request:11726", "accept": false, - "reason": "Both touch Wan LoRA paths, but one is a broad Wan VACE addition and the other is a loader/conversion fix; not mergeable as one change." + "reason": "Same Wan area, but 11582 is the Wan VACE pipeline release and 11726 changes Wan LoRA conversion logic; not the same fix." }, { "left": "pull_request:1496", "right": "pull_request:2734", "accept": false, - "reason": "Same Habana docs area, but one adds documentation and the other updates version/benchmark numbers; different changes." + "reason": "Both update Habana docs, but one adds the page and the other updates version/benchmark text; separate doc changes." }, { "left": "pull_request:2001", "right": "pull_request:483", "accept": false, - "reason": "Both are typo-related, but they fix different files and unrelated typo sets." + "reason": "One is a ColossalAI example fix, the other is a broad typo cleanup/action; no shared bug." }, { "left": "pull_request:2001", "right": "pull_request:978", "accept": false, - "reason": "Only generic typo cleanup overlap; these are different examples/docs and not the same underlying fix." + "reason": "Both are minor text/example edits, but they affect different examples and different codepaths." }, { "left": "pull_request:3716", "right": "pull_request:4695", "accept": false, - "reason": "Both are large pipeline additions, but for different pipelines and features; not the same code-path problem." + "reason": "ParaDiGMS and TextToVideoZeroSDXL are unrelated pipelines with distinct implementations." }, { "left": "pull_request:4370", "right": "pull_request:4862", "accept": false, - "reason": "One fixes dummy imports, the other fixes SDXL ControlNet img2img height/width handling; unrelated." + "reason": "One fixes dummy import naming, the other fixes ControlNet SDXL img2img sizing; unrelated." }, { "left": "pull_request:5275", "right": "pull_request:6795", "accept": false, - "reason": "Both involve SDXL examples, but one adds an SDXL example and the other changes dreambooth micro-conditioning; different changes." + "reason": "Both involve SDXL-related examples, but one adds an SDXL Flax example and the other changes DreamBooth LoRA micro-conditioning; different features." }, { "left": "pull_request:13029", "right": "pull_request:13120", "accept": false, - "reason": "Modular docs vs modular loading tests; same area, but not the same bug or change." + "reason": "Modular docs quickstart and modular loading tests are separate documentation/test work, not the same change." }, { "left": "pull_request:2223", "right": "pull_request:888", "accept": false, - "reason": "Both add pipelines, but they are completely different pipelines/features and should not be merged together." + "reason": "Semantic Guidance and CycleDiffusion are different pipeline additions." }, { "left": "pull_request:2959", "right": "pull_request:3675", "accept": false, - "reason": "Both are test tweaks, but they address different models and failure modes." + "reason": "A UNet3D test tweak and a UniDiffuser test fix are unrelated test issues." }, { "left": "pull_request:3446", "right": "pull_request:4373", "accept": false, - "reason": "A warning-message fix and an SDXL resize fix are unrelated." + "reason": "Pipeline warning-message wording and SDXL resize logic are different problems." }, { "left": "pull_request:3641", "right": "pull_request:4373", "accept": false, - "reason": "Different pipeline bugs: initial-latent handling vs SDXL resize behavior." + "reason": "Inpainting latent handling and SDXL resize behavior are separate code-path fixes." }, { "left": "pull_request:4714", "right": "pull_request:5788", "accept": false, - "reason": "Different issues: dummy-object import behavior vs LCM timestep scheduling validation." + "reason": "Missing-transformers error handling and LCM timestep validation are unrelated scheduler/import fixes." }, { "left": "pull_request:530", "right": "pull_request:689", "accept": false, - "reason": "One is a test adjustment, the other changes attention implementation; not the same underlying bug." + "reason": "Both touch tests, but one adjusts img2img assertions and the other changes attention implementation for slow tests; not the same issue." }, { "left": "pull_request:5506", "right": "pull_request:7246", "accept": false, - "reason": "Both are test-related, but they target different regressions and code paths." + "reason": "PEFT/xFormers attention logic and VAE tiling test-device handling are unrelated." }, { "left": "pull_request:6265", "right": "pull_request:6757", "accept": false, - "reason": "Gligen refactor vs k-diffusion sigma device handling; unrelated." + "reason": "GLIGEN refactor and k-diffusion sigma device placement are different pipeline internals." }, { "left": "pull_request:6864", "right": "pull_request:7113", "accept": false, - "reason": "Docs note about torch.compile versus Docker CI Slack notifications; no overlap in bug/change." + "reason": "A PEFT docs note about torch.compile and Docker Slack notifications are wholly unrelated." }, { "left": "pull_request:8510", "right": "pull_request:9473", "accept": false, - "reason": "Both affect DreamBooth training scripts, but they fix different optimizer/LR behaviors in different Flux scripts." + "reason": "Both are DreamBooth training-script fixes, but they address different optimization/lr issues in different scripts and models." }, { "left": "pull_request:10911", "right": "pull_request:11124", "accept": false, - "reason": "Both are test changes, but for different models and different failure causes." + "reason": "Two separate test fixes for different models and failures." }, { "left": "pull_request:12584", "right": "pull_request:13229", "accept": false, - "reason": "Same Sana-video project, but one adds the 5s pre-trained inference path and the other adds an LTX VAE; distinct features." + "reason": "SANA-Video pipeline launch and adding an LTX VAE are related by project, but they are distinct feature additions, not one duplicate change." }, { "left": "pull_request:10206", "right": "pull_request:11595", "accept": false, - "reason": "Both touch lora_pipeline.py, but one fixes unload_lora_weights for Flux Control and the other fixes load_lora_weights behavior; separate code paths." + "reason": "Both change LoRA loader code, but one fixes unload for Flux Control and the other fixes load_lora_weights behavior; opposite directions and different bugs." }, { "left": "pull_request:10365", "right": "pull_request:9386", "accept": false, - "reason": "Torch XLA pipeline support and PAG inpaint support are unrelated feature additions." + "reason": "Torch/XLA support for Aura Flow and PAG inpaint support are unrelated pipeline features." }, { "left": "pull_request:10648", "right": "pull_request:10885", "accept": false, - "reason": "Doc-only scheduler note vs CogVideoX scheduler docs; different documentation updates." - }, - { - "left": "pull_request:11248", - "right": "pull_request:11891", - "accept": false, - "reason": "Both are README/docs updates, but for different products and different typo/usage fixes." + "reason": "One is a DDPM docs update for sigmoid scheduling, the other adds CogVideoX scheduler docs; different documentation topics." } ] }, @@ -125075,16 +125143,17 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 61, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:11248", "pull_request:11303", "pull_request:11473", "pull_request:11755", @@ -125134,6 +125203,7 @@ "pull_request:9100" ], "soft_pairs": [ + "pull_request:11248|pull_request:11891", "pull_request:11303|pull_request:11891", "pull_request:11473|pull_request:12018", "pull_request:11755|pull_request:11835", @@ -125159,178 +125229,184 @@ "pull_request:6680|pull_request:6962", "pull_request:8272|pull_request:9100" ], - "prepared_review_unit_hash": "46732c22b8e160ea534312e73b92e5f2b96433dc89f8acfe5855e5a26399517f", + "prepared_review_unit_hash": "29e8589d03941c1d746d316a08b557970999a6f909e1f558b441a042334b72c2", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 24, - "serialized_chars": 91219, - "estimated_input_tokens": 22805, - "estimated_eval_tokens": 45866 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 93334, + "estimated_input_tokens": 23334, + "estimated_eval_tokens": 46924 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate group; it mixes unrelated docs typos, test fixes, and code changes across different subsystems. The soft links are mostly driven by generic wording like \"fix typo\" or shared high-level areas, not the same underlying bug/change.", - "confidence": 0.99, + "summary": "This cluster is a grab bag of small docs, test, and code-fix PRs. The soft edges mostly reflect broad textual similarity or shared subsystems, but they do not appear to be the same underlying bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a defensible canonical representative here: the items span unrelated fixes in different files and code paths, with only superficial similarity.", + "canonical_pr_reason": "No single canonical PR: the items span unrelated docs typo fixes, test cleanups, and distinct pipeline/runtime bugs, so there is no safe duplicate anchor for the whole cluster.", "best_issue_reason": null, - "best_pr_reason": "No PR is a good global best for the cluster because the apparent overlap is too broad and generic to indicate one shared change or defect.", + "best_pr_reason": "PR 6848 is the strongest single representative: it has an explicit issue target and a concrete, narrowly scoped bug fix across the LCM distillation scripts. Even so, it is only representative, not a cluster-wide duplicate.", "soft_edge_verdicts": [ + { + "left": "pull_request:11248", + "right": "pull_request:11891", + "accept": false, + "reason": "Both are tiny docs fixes, but they touch different guides and different typos in unrelated pipelines." + }, { "left": "pull_request:11303", "right": "pull_request:11891", "accept": false, - "reason": "Both are docs edits, but they fix different model pages and unrelated typos." + "reason": "One fixes an autoencoder doc class name; the other fixes a pipeline method typo in a different guide." }, { "left": "pull_request:11473", "right": "pull_request:12018", "accept": false, - "reason": "A quantization table typo and a docs link text fix are unrelated changes." + "reason": "Both are quantization docs edits, but they fix different wording/labels in different sections and are not the same change." }, { "left": "pull_request:11755", "right": "pull_request:11835", "accept": false, - "reason": "Different test failures in different pipelines; not the same bug." + "reason": "One fixes an LTX cpu-offload test issue; the other fixes float16 CUDA test behavior. Same test area, different bugs." }, { "left": "pull_request:11891", "right": "pull_request:12193", "accept": false, - "reason": "Both touch docs, but one is a Chroma API typo and the other a DreamBooth README filename fix." + "reason": "Different README typo fixes in different examples; no shared bug or code path." }, { "left": "pull_request:12360", "right": "pull_request:12464", "accept": false, - "reason": "Both are docs cleanups, but they cover different pipelines and different problems." + "reason": "Both are docs-related, but one rewrites Chroma guidance text while the other fixes Marigold syntax/docs generation." }, { "left": "pull_request:2004", "right": "pull_request:2029", "accept": false, - "reason": "Generic typo cleanup only; the files and fixes are unrelated." + "reason": "Both are typo/cleanup PRs, but they address unrelated code/docs issues in different files." }, { "left": "pull_request:2339", "right": "pull_request:3471", "accept": false, - "reason": "Both are DreamBooth-related, but one is checkpointing/docs and the other is a torch.compile note." + "reason": "DreamBooth docs appear in both, but one is checkpointing docs/tests and the other is a torch.compile note; different fixes." }, { "left": "pull_request:2536", "right": "pull_request:652", "accept": false, - "reason": "Gradient checkpointing implementation and a test tolerance tweak are different changes." + "reason": "A major VAE gradient-checkpointing feature/test change does not match a small Unet test tolerance tweak." }, { "left": "pull_request:2559", "right": "pull_request:3226", "accept": false, - "reason": "Both mention ControlNet docs, but one is a formatting/link fix and the other adds v1.1 documentation." + "reason": "Both touch docs for controlnet, but one is a link-format fix and the other adds new ControlNet v1.1 documentation." }, { "left": "pull_request:2976", "right": "pull_request:5015", "accept": false, - "reason": "Both are broken-link doc fixes, but they target different pages and links." + "reason": "Both are docs link-navigation fixes, but they update different pages and different broken links." }, { "left": "pull_request:3128", "right": "pull_request:3214", "accept": false, - "reason": "Img2img timestep selection and attention reshaping are unrelated code-path bugs." + "reason": "Same broad img2img area, but one fixes timestep slicing across several pipelines while the other fixes attention head reshaping." }, { "left": "pull_request:3506", "right": "pull_request:4248", "accept": false, - "reason": "ControlNet checkpoint resume logic and init_trackers config handling are unrelated." + "reason": "Both involve training scripts, but one fixes checkpoint resume step scaling and the other fixes tracker config handling." }, { "left": "pull_request:3642", "right": "pull_request:4457", "accept": false, - "reason": "Same community inpaint area, but one adds a pipeline and the other makes minor fixes; not one change." + "reason": "Both involve community TensorRT inpaint material, but one adds the pipeline and the other makes minor corrections; not the same change." }, { "left": "pull_request:4211", "right": "pull_request:4797", "accept": false, - "reason": "A docstring example fix and an SDXL LoRA loader bug are different problems." + "reason": "One is SDXL docstring cleanup, the other is LoRA loader logic for SDXL blocks; unrelated fix types." }, { "left": "pull_request:4595", "right": "pull_request:6311", "accept": false, - "reason": "These are unrelated: an XL conversion WIP versus new fast diffusion docs." + "reason": "The WIP XL conversion effort and the fast diffusion tutorial add different content with no shared bug/change." }, { "left": "pull_request:4707", "right": "pull_request:4934", "accept": false, - "reason": "Custom diffusion README edits and a T2IAdapter training script are not the same underlying change." + "reason": "Custom diffusion README edits and a new T2I-Adapter training feature are unrelated additions." }, { "left": "pull_request:5041", "right": "pull_request:5707", "accept": false, - "reason": "Both add tests, but they validate different features and code paths." + "reason": "Both affect SDXL tests, but one adds refiner-only coverage while the other adds LCM tests across multiple pipelines." }, { "left": "pull_request:5807", "right": "pull_request:7627", "accept": false, - "reason": "LPW SDXL prompt embedding support and a Playground img2img latent fix are unrelated." + "reason": "A community long-prompt embedding enhancement is not the same issue as the Playground img2img latent-prep fix." }, { "left": "pull_request:5844", "right": "pull_request:7910", "accept": false, - "reason": "Different docs additions in different areas; no shared bug or patch." + "reason": "One adds a tutorial example; the other adds API docs for image processors. Same docs domain, different artifacts." }, { "left": "pull_request:6002", "right": "pull_request:6389", "accept": false, - "reason": "Same SVD pipeline, but guidance-scale logic and noise_aug_strength typing are separate fixes." + "reason": "Same Stable Video Diffusion file, but one fixes guidance-scale semantics and the other only changes the noise_aug_strength type." }, { "left": "pull_request:6216", "right": "pull_request:7747", "accept": false, - "reason": "A PEFT compatibility test and a VAE tiling test are unrelated." + "reason": "Both are test-related, but one patches PEFT LoRA key handling and the other fixes a VAE tiling assertion." }, { "left": "pull_request:6279", "right": "pull_request:6848", "accept": false, - "reason": "Both are LCM distillation scripts, but they fix different initialization/guidance bugs." + "reason": "Both touch LCM distillation scripts, but they fix different bugs: guidance-scale embedding on multi-GPU vs target U-Net initialization." }, { "left": "pull_request:6680", "right": "pull_request:6962", "accept": false, - 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"component_count": 265, + "component_count": 266, "review_unit_index": 79, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10494", "pull_request:11059", @@ -130521,12 +130597,12 @@ ], "prepared_review_unit_hash": "9bcebd7458211b00eca3c26aed800dccd5a251311e42bbd943edfa9a64aaac3e", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, @@ -130716,15 +130792,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 80, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10096", "pull_request:10544", @@ -130802,12 +130878,12 @@ ], "prepared_review_unit_hash": "03eb3144ae9afd67dac145f05b6b598a35c032b256987077efe36aebe07e4e19", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, @@ -130985,15 +131061,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 81, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10058", "pull_request:10318", @@ -131073,12 +131149,12 @@ ], "prepared_review_unit_hash": "f47173f3ea2aaf2fa25b9e15b475127880fa63161a2dffa1457f668d5b6a5f67", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, @@ -131262,15 +131338,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 82, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10318", "pull_request:10837", @@ -131349,12 +131425,12 @@ ], "prepared_review_unit_hash": "661ff5b3ddce9d13bae2aadcb8642e7886009bc1385bf9cb25550f8fbd674507", "component_budget": { - 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"estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, @@ -132664,15 +132740,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 87, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10318", "pull_request:10431", @@ -132754,12 +132830,12 @@ ], "prepared_review_unit_hash": "63394693f3674c15c5ea2d1cc1940376f5a6cb682b16f8f1ef589fb439eacff9", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, @@ -132955,15 +133031,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 88, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10378", "pull_request:10750", @@ -133043,12 +133119,12 @@ ], "prepared_review_unit_hash": "dbf7482a7b2665e97b728106c8955a5356c60974a6382919a1992caec9b2c2e5", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, @@ -133232,15 +133308,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 89, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10005", "pull_request:10099", @@ -133325,12 +133401,12 @@ ], "prepared_review_unit_hash": "625d24d9cf05dded7fdea12cf5f61687a0f13ea11f728d0b49af8e096aa554a1", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, @@ -133544,15 +133620,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 90, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10420", "pull_request:10494", @@ -133638,12 +133714,12 @@ ], "prepared_review_unit_hash": "724fc7c441a00b4ca95d247913900c5e7cc636fa1ef1524b6593ecd0e2199f60", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, @@ -133869,15 +133945,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 91, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:1104", "pull_request:11053", @@ -133960,12 +134036,12 @@ ], "prepared_review_unit_hash": "d35e7614e71e25fb6115f477ec1700e059ef22477cb2c227097f5384257e2f49", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, @@ -134167,15 +134243,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 92, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:11623", "pull_request:11673", @@ -134263,12 +134339,12 @@ ], "prepared_review_unit_hash": "5fc88e91429bd88685e89846fa013cfd43cd245c2e7e8ec9a18aeadc4e57a26c", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, @@ -134506,15 +134582,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 93, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:12247", "pull_request:1227", @@ -134545,7 +134621,6 @@ "pull_request:13158", "pull_request:13174", "pull_request:13181", - "pull_request:1319", "pull_request:13253", "pull_request:13294", "pull_request:13344", @@ -134554,6 +134629,7 @@ "pull_request:13382", "pull_request:13400", "pull_request:13499", + "pull_request:13567", "pull_request:1751", "pull_request:2175", "pull_request:2362", @@ -134561,7 +134637,6 @@ "pull_request:2624", "pull_request:2836", "pull_request:3079", - "pull_request:421", "pull_request:429", "pull_request:500" ], @@ -134590,6 +134665,7 @@ "pull_request:12757|pull_request:12890", "pull_request:12775|pull_request:13158", "pull_request:12775|pull_request:13253", + "pull_request:12775|pull_request:13567", "pull_request:1282|pull_request:2836", "pull_request:12890|pull_request:12971", "pull_request:12890|pull_request:13400", @@ -134598,241 +134674,240 @@ "pull_request:12984|pull_request:13499", "pull_request:13082|pull_request:13368", "pull_request:13082|pull_request:13369", - "pull_request:13174|pull_request:13344", - "pull_request:1319|pull_request:421" + "pull_request:13174|pull_request:13344" ], - "prepared_review_unit_hash": "0d27736b5ed5e65869e8ce86009ca021ebac2a48742bd6f7920b2b92fd37fc01", + "prepared_review_unit_hash": "b6fd98bb938469b86869524514f4e9a2419a3d3a2d8fc26b7ef68d360bd91bc4", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 98918, - "estimated_input_tokens": 24730, - "estimated_eval_tokens": 49716 + "serialized_chars": 97670, + "estimated_input_tokens": 24418, + "estimated_eval_tokens": 49092 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated docs, CI, test-refactor, and feature PRs. I don\u2019t see a single underlying bug/change connecting any soft-edge pair, so all candidates should be rejected.", - "confidence": 0.97, + "summary": "This cluster is heterogeneous: it mixes unrelated docs fixes, CI/test refactors, and modular pipeline changes across different subsystems. I don\u2019t see a single underlying bug/change that ties the artifacts together, so I would not merge any of the soft-edge pairs.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items are heterogeneous and do not form a duplicate set around one concrete change.", + "canonical_pr_reason": "No pull request cleanly represents a duplicate cluster here; the items span unrelated fixes rather than one shared code-path change.", "best_issue_reason": null, - "best_pr_reason": "No global best PR for deduping; none of these PRs is a representative duplicate anchor for the others.", + "best_pr_reason": "No single PR is a good global canonical for this set because the cluster is not centered on one concrete fix or feature.", "soft_edge_verdicts": [ { "left": "pull_request:12247", "right": "pull_request:12272", "accept": false, - "reason": "Different changes: AutoGuidance validation vs Flux modular pipeline defaults." + "reason": "Both are modular-pipeline fixes, but they target different bugs in different files: AutoGuidance validation vs Flux default height/width handling." }, { "left": "pull_request:1227", "right": "pull_request:2175", "accept": false, - "reason": "Both are docs, but they target unrelated documentation topics and files." + "reason": "Both touch docs, but one adds multi-modal examples while the other adds a generic components docs entry; not the same change." }, { "left": "pull_request:1227", "right": "pull_request:2587", "accept": false, - "reason": "Multi-modal docs vs translated docs; no shared underlying change." + "reason": "Unrelated docs additions in different sections and languages; no shared bug or feature." }, { "left": "pull_request:1227", "right": "pull_request:2624", "accept": false, - "reason": "Docs for multi-modal examples vs cache_dir API docs are unrelated." + "reason": "One is multi-modal examples docs, the other is a cache_dir doc addition; different documentation targets." }, { "left": "pull_request:1227", "right": "pull_request:429", "accept": false, - "reason": "Different doc topics: community examples vs config docs." + "reason": "Both are documentation PRs, but they cover unrelated topics and code areas." }, { "left": "pull_request:1227", "right": "pull_request:500", "accept": false, - "reason": "Community examples docs vs subfolder docs; unrelated." + "reason": "These are separate docs updates for different APIs and concepts; not duplicates." }, { "left": "pull_request:1230", "right": "pull_request:1751", "accept": false, - "reason": "MPS fast-test fix vs UnCLIP generator fix; different code paths and models." + "reason": "Both address test/device behavior, but one fixes MPS generator fast tests while the other fixes UnCLIP generator propagation." }, { "left": "pull_request:1230", "right": "pull_request:2362", "accept": false, - "reason": "Test runtime tweak vs adding an MPS skip decorator; not the same bug." + "reason": "Different test fixes in different pipelines; only broad CI/test similarity." }, { "left": "pull_request:1230", "right": "pull_request:3079", "accept": false, - "reason": "DDIM/DDPM MPS generator issue vs attend-and-excite test speedup." + "reason": "Both are speed/test tweaks, but they address different pipeline tests and failure modes." }, { "left": "pull_request:12307", "right": "pull_request:12980", "accept": false, - "reason": "12307 is broad modular pipeline work; 12980 is a localized MellonParam/docstring fix in the same file, not the same change." + "reason": "Same file appears, but the changes are unrelated: broad modular pipeline adjustments vs a Melllon param/docstring fix." }, { "left": "pull_request:12343", "right": "pull_request:12479", "accept": false, - "reason": "VAE slicing bug fix vs environment constant casing fix; unrelated subsystems." + "reason": "A VAE slicing bug fix and an environment constant casing fix are unrelated changes." }, { "left": "pull_request:12387", "right": "pull_request:12416", "accept": false, - "reason": "FlashAttention-kernels support vs QwenImage Edit Plus modular support; unrelated feature work." + "reason": "Both are support/docs around new features, but they implement different functionality for different models/subsystems." }, { "left": "pull_request:12487", "right": "pull_request:13040", "accept": false, - "reason": "Different docs fixes: broken links vs CLI warning grammar." + "reason": "Both are docs fixes, but one is link cleanup and the other is CLI warning grammar; not the same issue." }, { "left": "pull_request:12487", "right": "pull_request:13076", "accept": false, - "reason": "Broken links cleanup vs quantization config syntax fix." + "reason": "Different documentation errors in different pages; no shared concrete problem." }, { "left": "pull_request:12487", "right": "pull_request:13181", "accept": false, - "reason": "Broken links cleanup vs torchrun command order docs fix." + "reason": "One is broken links cleanup, the other is a torchrun command-order fix; unrelated." }, { "left": "pull_request:12552", "right": "pull_request:13040", "accept": false, - "reason": "Kandinsky docs typos vs fp16_safetensors warning/docs cleanup." + "reason": "Both touch wording, but they fix different docs pages and different typos/phrasing issues." }, { "left": "pull_request:12552", "right": "pull_request:13076", "accept": false, - "reason": "Kandinsky docs typos vs TorchAO quantization syntax fix." + "reason": "Separate docs typo/syntax fixes in unrelated pages." }, { "left": "pull_request:12552", "right": "pull_request:13181", "accept": false, - "reason": "Kandinsky docs typos vs distributed_inference torchrun docs fix." + "reason": "No shared underlying documentation bug beyond both being minor doc edits." }, { "left": "pull_request:12618", "right": "pull_request:13294", "accept": false, - "reason": "CI uv install typo vs WanVACE test flakiness fix." + "reason": "A CI install typo and a flaky-test mitigation are different problems in different areas." }, { "left": "pull_request:12675", "right": "pull_request:13135", "accept": false, - "reason": "SanaVideo docs typo cleanup vs LTX2 i2v docstring correction." + "reason": "Both are docstring/docs corrections, but for different pipelines and different mistakes." }, { "left": "pull_request:12731", "right": "pull_request:12890", "accept": false, - "reason": "Bria Fibo docs edits vs Wan pipeline hfoptions cleanup; different pages and issues." + "reason": "Unrelated docs cleanups: Bria Fibo wording vs Wan hfoptions removal." }, { "left": "pull_request:12757", "right": "pull_request:12890", "accept": false, - "reason": "Attention-backends doc formatting vs Wan pipeline docs cleanup." + "reason": "Different docs areas and edits; one formats kernels references, the other edits Wan docs structure." }, { "left": "pull_request:12775", "right": "pull_request:13158", "accept": false, - "reason": "Z-Image docs addition vs QwenImage layered docs; different models/features." + "reason": "Z-Image docs and QwenImageLayered docs are different model families." }, { "left": "pull_request:12775", "right": "pull_request:13253", "accept": false, - "reason": "Docs addition for Z-Image vs Z-Image transformer test refactor; docs and tests are not the same change." + "reason": "Docs for Z-Image vs a test refactor for Z-Image Transformer are not the same concrete change." + }, + { + "left": "pull_request:12775", + "right": "pull_request:13567", + "accept": false, + "reason": "Z-Image docs and .ai agent guidance are unrelated." }, { "left": "pull_request:1282", "right": "pull_request:2836", "accept": false, - "reason": "Both fix links, but in different guides and for different target pages." + "reason": "Both are link fixes in docs, but they correct different broken links in different guides." }, { "left": "pull_request:12890", "right": "pull_request:12971", "accept": false, - "reason": "Wan docs cleanup vs distributed inference section reordering; unrelated docs changes." + "reason": "Different docs restructuring tasks in different pages." }, { "left": "pull_request:12890", "right": "pull_request:13400", "accept": false, - "reason": "Wan docs cleanup vs profiling README update; unrelated documentation." + "reason": "Wan docs cleanup and profiling README acknowledgment addition are unrelated." }, { "left": "pull_request:12980", "right": "pull_request:13115", "accept": false, - "reason": "MellonParam bug/docstring fix vs modular flux export tweaks; not the same bug or code path." + "reason": "A Melllon param/docstring fix and Flux modular export changes are unrelated despite both touching modular pipeline code." }, { "left": "pull_request:12984", "right": "pull_request:13382", "accept": false, - "reason": "Flux2 Klein docs/code addition vs modular auto-docstring docs; unrelated." + "reason": "Flux2 docs/code addition and modular conversion documentation are different changes." }, { "left": "pull_request:12984", "right": "pull_request:13499", "accept": false, - "reason": "Flux2 Klein docs/code addition vs speed-memory docs mention of TorchAO; unrelated." + "reason": "Flux2 Klein docs and a speed/memory docs mention are unrelated." }, { "left": "pull_request:13082", "right": "pull_request:13368", "accept": false, - "reason": "Wan model test refactor vs AutoencoderKL test refactor; different models and failure modes." + "reason": "Both are test refactors, but they target different model families and different test code paths." }, { "left": "pull_request:13082", "right": "pull_request:13369", "accept": false, - "reason": "Wan model test refactor vs AutoencoderDC test refactor; unrelated models." + "reason": "Different autoencoder test refactors; not the same underlying bug." }, { "left": "pull_request:13174", "right": "pull_request:13344", "accept": false, - "reason": "Attention-backend tests vs GLM Image transformer tests; different test targets and code paths." - }, - { - "left": "pull_request:1319", - "right": "pull_request:421", - "accept": false, - "reason": "Scheduler subfolder loading fix vs scheduler docs typo correction; code vs docs, unrelated." + "reason": "Attention-backend tests and GLM image transformer tests are different test additions for different subsystems." } ] }, @@ -134846,16 +134921,17 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 94, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:1319", "pull_request:1330", "pull_request:1341", "pull_request:1373", @@ -134878,14 +134954,11 @@ "pull_request:1640", "pull_request:168", "pull_request:1727", - "pull_request:178", "pull_request:1849", "pull_request:1989", - "pull_request:2278", "pull_request:260", "pull_request:3066", "pull_request:3068", - "pull_request:309", "pull_request:316", "pull_request:3166", "pull_request:3241", @@ -134895,6 +134968,7 @@ "pull_request:3555", "pull_request:395", "pull_request:407", + "pull_request:421", "pull_request:641", "pull_request:72", "pull_request:798", @@ -134906,6 +134980,7 @@ "pull_request:98" ], "soft_pairs": [ + "pull_request:1319|pull_request:421", "pull_request:1330|pull_request:908", "pull_request:1341|pull_request:874", "pull_request:1373|pull_request:1849", @@ -134931,213 +135006,198 @@ "pull_request:1576|pull_request:3555", "pull_request:1627|pull_request:316", "pull_request:1640|pull_request:3417", - "pull_request:1727|pull_request:3241", - "pull_request:178|pull_request:2278", - "pull_request:178|pull_request:309", - "pull_request:178|pull_request:72" + "pull_request:1727|pull_request:3241" ], - "prepared_review_unit_hash": "baca94e5f75c22ab133e1a86017461bd98dddb5bac7d045f7060acde958fd6ab", + "prepared_review_unit_hash": "50ee5c8691d5cae0264c1a01865025939951ae9768e9f558ef894fc49b90171e", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 100930, - "estimated_input_tokens": 25233, - "estimated_eval_tokens": 50722 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 97696, + "estimated_input_tokens": 24424, + "estimated_eval_tokens": 49104 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of unrelated Diffusers PRs (feature additions, version bumps, docs, typo fixes, and tests). I found no true duplicate PR pair; the soft matches are mostly same-file or same-subsystem coincidences, not the same underlying change.", - "confidence": 0.88, + "summary": "This cluster is not a duplicate set; it mixes unrelated PRs across docs, version bumps, pipeline additions, scheduler/conversion changes, and test tweaks. No soft edge looks like the same underlying bug or mergeable change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No exact duplicate PR is evident in this set. If one PR must represent the cluster, #1401 is the most central concrete bugfix because it changes runtime behavior across multiple pipelines and includes matching test updates.", + "canonical_pr_reason": "No single PR is a good canonical representative because the items span many unrelated topics and code paths.", "best_issue_reason": null, - "best_pr_reason": "#1401 ('Make height and width optional') is the strongest representative: it fixes a user-facing pipeline behavior, touches many related code paths, and has clear test coverage.", + "best_pr_reason": "No global best PR: the cluster is heterogeneous, so any one PR would misrepresent the rest.", "soft_edge_verdicts": [ + { + "left": "pull_request:1319", + "right": "pull_request:421", + "accept": false, + "reason": "Different issues: loading schedulers from a subfolder vs fixing scheduler docs/typos." + }, { "left": "pull_request:1330", "right": "pull_request:908", "accept": false, - "reason": "Different changes: inpaint scaling bugfix vs community mega pipeline using the legacy inpaint class." + "reason": "Unrelated changes: inpaint scaling in training/examples/pipeline vs community mega pipeline inpaint wiring." }, { "left": "pull_request:1341", "right": "pull_request:874", "accept": false, - "reason": "Different scope: new Stable Diffusion repaint pipeline vs a docs/example README entry." + "reason": "Different features: adding Stable Diffusion Repaint vs generic community pipeline README/docs." }, { "left": "pull_request:1373", "right": "pull_request:1849", "accept": false, - "reason": "Same broad versatile-diffusion area, but one adds pipelines while the other fixes cross_attention_kwargs plumbing; not the same bug/change." + "reason": "Same file, but different fixes: versatile diffusion model expansion vs forwarding cross_attention_kwargs." }, { "left": "pull_request:1394", "right": "pull_request:831", "accept": false, - "reason": "Both are version bumps, but they are separate release bumps with different surrounding changes and timeframes." + "reason": "Both bump versions, but to different releases and times; not the same concrete change." }, { "left": "pull_request:1401", "right": "pull_request:848", "accept": false, - "reason": "Related height/width behavior, but one is a multi-pipeline PyTorch fix and the other is a Flax-specific latent shape fix; not one mergeable PR." + "reason": "Related to height/width handling, but one is optional args across many pipelines and the other is Flax-only latent shape correction." }, { "left": "pull_request:1408", "right": "pull_request:98", "accept": false, - "reason": "Both are conversion scripts, but they target different model families and different code paths." + "reason": "Both touch conversion scripts, but one fixes sample size conversion while the other is a different ncsnpp conversion script." }, { "left": "pull_request:1412", "right": "pull_request:3389", "accept": false, - "reason": "One adds SD2 inpainting tests; the other is an attention-refactor integration test PR." + "reason": "Integration tests for SD2 inpainting vs an unrelated attention refactor test harness." }, { "left": "pull_request:1412", "right": "pull_request:72", "accept": false, - "reason": "Unrelated test additions for different components and model families." + "reason": "Different test targets and eras: SD2 inpainting integration tests vs 1D up/downsample unit tests." }, { "left": "pull_request:1423", "right": "pull_request:168", "accept": false, - "reason": "Flax Stable Diffusion 2 support is a later feature expansion, not the same as the original Stable Diffusion pipeline PR." + "reason": "Flax Stable Diffusion 2 support vs the original Stable Diffusion pipeline introduction." }, { "left": "pull_request:1437", "right": "pull_request:260", "accept": false, - "reason": "Both are typo fixes, but they are in different files and fix different text." + "reason": "Both are typos, but in different docs/code paths and not the same bug." }, { "left": "pull_request:1437", "right": "pull_request:407", "accept": false, - "reason": "Same file family, but these fix different typos in different comments; not the same underlying change." + "reason": "Different typo fixes in the same file, but unrelated code paths and no shared bug." }, { "left": "pull_request:1437", "right": "pull_request:798", "accept": false, - "reason": "A pipeline comment typo vs a UNet docstring typo; unrelated." + "reason": "Separate typo/docstring fixes; not the same underlying change." }, { "left": "pull_request:1467", "right": "pull_request:3066", "accept": false, - "reason": "Different test flakiness fixes in different modules." + "reason": "Slow-test threshold tweaks in different test files and contexts; not a single bug." }, { "left": "pull_request:1490", "right": "pull_request:641", "accept": false, - "reason": "Release/deprecation cleanup vs a dependency pin test PR; unrelated." + "reason": "Version/deprecation cleanup vs a dependency pin; unrelated maintenance changes." }, { "left": "pull_request:1496", "right": "pull_request:154", "accept": false, - "reason": "Documentation for Habana Gaudi is unrelated to the original stable-diffusion conversion script." + "reason": "Documentation for Habana Gaudi vs the original stable-diffusion conversion script; unrelated." }, { "left": "pull_request:1496", "right": "pull_request:1605", "accept": false, - "reason": "Docs-only Habana addition vs a code change adding upcast_attention to versatile diffusion." + "reason": "Habana docs vs Versatile Diffusion upcast_attention support; different areas entirely." }, { "left": "pull_request:15", "right": "pull_request:395", "accept": false, - "reason": "README link fix vs a resnet variable rename; unrelated." + "reason": "README output path typo vs resnet variable renaming; unrelated edits." }, { "left": "pull_request:1510", "right": "pull_request:1989", "accept": false, - "reason": "Both touch the conversion script, but one adds schedulers/docs while the other adds safetensors loading; separate features, not one fix." + "reason": "Both conversion-related, but one adds scheduler/conversion improvements while the other adds safetensors loading support." }, { "left": "pull_request:1558", "right": "pull_request:948", "accept": false, - "reason": "Different typo fixes in different pipeline files." + "reason": "Different typo fixes in different pipeline files; not the same underlying issue." }, { "left": "pull_request:1576", "right": "pull_request:3068", "accept": false, - "reason": "ORT integration examples vs textual inversion docs/loaders; different feature areas." + "reason": "ORT integration examples vs textual inversion docs; unrelated." }, { "left": "pull_request:1576", "right": "pull_request:3166", "accept": false, - "reason": "ORT integration work is unrelated to a textual inversion documentation/example tweak." + "reason": "ORT training example integration vs a docs-only textual inversion loader example." }, { "left": "pull_request:1576", "right": "pull_request:3554", "accept": false, - "reason": "Different repositories/examples and different goals; not the same code change." + "reason": "ORT integration for examples vs a Moreh textual inversion fork; different codepaths." }, { "left": "pull_request:1576", "right": "pull_request:3555", "accept": false, - "reason": "Same as above: unrelated example integrations." + "reason": "ORT integration for examples vs a different Moreh textual inversion fork; unrelated." }, { "left": "pull_request:1627", "right": "pull_request:316", "accept": false, - "reason": "xformers API support vs README content; unrelated." + "reason": "xformers enablement in modeling utils vs a README contribution edit; unrelated." }, { "left": "pull_request:1640", "right": "pull_request:3417", "accept": false, - "reason": "Auto-enabling xformers in training scripts is unrelated to an unCLIP scheduler note." + "reason": "Automatic xformers enabling change vs an unCLIP scheduler deprecation note; different fixes." }, { "left": "pull_request:1727", "right": "pull_request:3241", "accept": false, - "reason": "ONNX img2img preprocessing fix vs an UnCLIP test tolerance tweak." - }, - { - "left": "pull_request:178", - "right": "pull_request:2278", - "accept": false, - "reason": "Stable Diffusion pipeline tests vs a large Video Stable Diffusion feature branch; not the same underlying change." - }, - { - "left": "pull_request:178", - "right": "pull_request:309", - "accept": false, - "reason": "Model tests vs a README link fix." - }, - { - "left": "pull_request:178", - "right": "pull_request:72", - "accept": false, - "reason": "Stable Diffusion pipeline tests vs 1D up/downsample block tests; unrelated." + "reason": "ONNX img2img preprocessing bug fix vs a test tolerance adjustment for UnCLIP." } ] }, @@ -135151,16 +135211,17 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 95, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:178", "pull_request:1838", "pull_request:1885", "pull_request:190", @@ -135182,13 +135243,13 @@ "pull_request:2154", "pull_request:2175", "pull_request:2181", - "pull_request:2208", - "pull_request:2216", + "pull_request:2278", "pull_request:2539", "pull_request:2540", "pull_request:260", "pull_request:2760", "pull_request:3030", + "pull_request:309", "pull_request:3187", "pull_request:3285", "pull_request:3388", @@ -135198,19 +135259,21 @@ "pull_request:353", "pull_request:3587", "pull_request:3839", - "pull_request:4022", "pull_request:407", "pull_request:421", "pull_request:4320", "pull_request:688", + "pull_request:72", "pull_request:798", "pull_request:869", - "pull_request:888", "pull_request:925", "pull_request:948", "pull_request:972" ], "soft_pairs": [ + "pull_request:178|pull_request:2278", + "pull_request:178|pull_request:309", + "pull_request:178|pull_request:72", "pull_request:1838|pull_request:2009", "pull_request:1885|pull_request:260", "pull_request:1885|pull_request:353", @@ -135244,254 +135307,258 @@ "pull_request:2154|pull_request:798", "pull_request:2175|pull_request:3388", "pull_request:2181|pull_request:2540", - "pull_request:2181|pull_request:421", - "pull_request:2208|pull_request:4022", - "pull_request:2216|pull_request:888" + "pull_request:2181|pull_request:421" ], - "prepared_review_unit_hash": "a9a437b248edabc8d6afa74cf8a1ae9455d68293afa4f0b37e77b368e260ca01", + "prepared_review_unit_hash": "0813ce3097555e177f71c464c4b2f65c5abefbfe56a27e98054ff17a4e1ea3a6", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 96303, - "estimated_input_tokens": 24076, - "estimated_eval_tokens": 48408 + "soft_pair_count": 37, + "serialized_chars": 93354, + "estimated_input_tokens": 23339, + "estimated_eval_tokens": 46934 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated PRs across docs, typos, examples, and separate pipeline features. I only found one true near-duplicate pair: the two inpaint LoRA scale support PRs (3458/3460).", - "confidence": 0.94, + "summary": "This cluster is mostly a grab bag of unrelated small docs/typo/feature PRs; the soft links look like lexical similarity rather than duplicates. No soft edge appears to be the same underlying change or bug.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 2009 is the most substantial and central code change in the set, adding textual inversion loading across many Stable Diffusion pipelines; it is the strongest representative PR even though the cluster is not a true duplicate set.", + "canonical_pr_reason": "PR 2009 is the broadest and most central code change here: it adds textual inversion loading across Stable Diffusion pipelines, touches many relevant files, and has by far the most review/discussion activity.", "best_issue_reason": null, - "best_pr_reason": "PR 2009 is the best overall representative by scope and impact: it touches core library code, spans many pipelines, and has the broadest review/activity in the cluster.", + "best_pr_reason": "PR 2009 is the best representative PR for the cluster because it is the most substantial, most widely applicable change, and most clearly anchored in the Stable Diffusion loading path.", "soft_edge_verdicts": [ + { + "left": "pull_request:178", + "right": "pull_request:2278", + "accept": false, + "reason": "Unrelated: stable diffusion pipeline test update vs a large video diffusion/community project PR." + }, + { + "left": "pull_request:178", + "right": "pull_request:309", + "accept": false, + "reason": "Unrelated: stable diffusion test fixture update vs a README link fix." + }, + { + "left": "pull_request:178", + "right": "pull_request:72", + "accept": false, + "reason": "Unrelated: stable diffusion test update vs 1D up/downsample tests." + }, { "left": "pull_request:1838", "right": "pull_request:2009", "accept": false, - "reason": "Both mention textual inversion, but one adds image logging for training while the other adds embedding loading to pipelines; different changes and code paths." + "reason": "Related theme, but not the same change: 1838 adds logging images to textual inversion; 2009 adds textual inversion loading support across Stable Diffusion pipelines." }, { "left": "pull_request:1885", "right": "pull_request:260", "accept": false, - "reason": "Unrelated typo fix in dreambooth training vs README spelling fix; no shared underlying bug." + "reason": "Unrelated: dreambooth training typo fix vs README typo fix." }, { "left": "pull_request:1885", "right": "pull_request:353", "accept": false, - "reason": "Different typo fixes in different files and subsystems; not the same change." + "reason": "Unrelated: dreambooth typo fix vs UNet block typo fix." }, { "left": "pull_request:1885", "right": "pull_request:407", "accept": false, - "reason": "Different typo fix in dreambooth training vs attention slicing API typo; unrelated." + "reason": "Unrelated: dreambooth training typo fix vs attention slicing typo fix." }, { "left": "pull_request:1885", "right": "pull_request:798", "accept": false, - "reason": "Different files and bugs; one is dreambooth arg typo, the other is a docstring typo in UNet." + "reason": "Unrelated: dreambooth CLI typo fix vs UNet docstring typo fix." }, { "left": "pull_request:1885", "right": "pull_request:972", "accept": false, - "reason": "Unrelated typo fixes in different examples/docs; no shared code path." + "reason": "Unrelated: dreambooth typo fix vs README torch_dtype typo fix." }, { "left": "pull_request:190", "right": "pull_request:688", "accept": false, - "reason": "Both concern import/dependency handling, but one is a Stable Diffusion scipy import guard and the other is Flax/PyTorch import separation; different fixes." + "reason": "Different fixes in different layers: scipy import guard vs Flax/PyTorch import handling." }, { "left": "pull_request:1932", "right": "pull_request:3285", "accept": false, - "reason": "Both touch scheduler/model loading, but one converts loaded DDPM models for DDIM and the other adds disk offload/device-map support; different concrete changes." + "reason": "Different problems: DDIM scheduler conversion/loading behavior vs disk offload support." }, { "left": "pull_request:1965", "right": "pull_request:2006", "accept": false, - "reason": "Same example file, but they fix different merger issues: one corrects constants/imports, the other adds config registration, device placement, and CPU map_location handling." + "reason": "Same file, but different merger issues: import path cleanup vs config/device/map/state-dict handling." }, { "left": "pull_request:1995", "right": "pull_request:2539", "accept": false, - "reason": "Same broad area of stable diffusion docs/pipelines, but one is img2img strength validation and the other is a pix2pix-zero doc default; unrelated changes." + "reason": "Unrelated: img2img strength range typo vs pix2pix-zero guidance doc default." }, { "left": "pull_request:1995", "right": "pull_request:260", "accept": false, - "reason": "Different typo fixes in unrelated files." + "reason": "Unrelated: value-range typo vs README typo." }, { "left": "pull_request:1995", "right": "pull_request:353", "accept": false, - "reason": "Unrelated typo/doc fix vs unrelated unet_blocks typo fix." + "reason": "Unrelated: value-range typo vs UNet block typo." }, { "left": "pull_request:2006", "right": "pull_request:869", "accept": false, - "reason": "Different features: checkpoint merger fixes vs community README/import bug." + "reason": "Unrelated: checkpoint merger fix vs community README/import cleanup." }, { "left": "pull_request:2006", "right": "pull_request:925", "accept": false, - "reason": "Different changes in different community examples; not the same bug." + "reason": "Unrelated: checkpoint merger fix vs prompt weighting bug in LPW community pipeline." }, { "left": "pull_request:2009", "right": "pull_request:3587", "accept": false, - "reason": "Textual inversion loader feature vs community pipeline README/entry addition; no shared underlying change." + "reason": "Unrelated: textual inversion loader feature vs community CLIP-guided images-mixing pipeline." }, { "left": "pull_request:2077", "right": "pull_request:2760", "accept": false, - "reason": "Both involve textual inversion-related examples, but one adds validation image logging and the other adds quantization/distillation support; distinct changes." + "reason": "Different scope: validation images for textual inversion vs an Intel quantization/distillation example." }, { "left": "pull_request:2078", "right": "pull_request:2139", "accept": false, - "reason": "One logs images to tensorboard for LoRA training; the other adds LoRA scale/alpha docs. Different scope and code path." + "reason": "Related LoRA topic, but distinct changes: TensorBoard logging vs LoRA scale/alpha docs." }, { "left": "pull_request:2085", "right": "pull_request:3470", "accept": false, - "reason": "DreamBooth crop-flag docs vs IF DreamBooth docs; unrelated documentation additions." + "reason": "Same broader DreamBooth docs area, but different content: random crop note vs IF DreamBooth docs." }, { "left": "pull_request:2086", "right": "pull_request:3458", "accept": false, - "reason": "LoRA docs addition vs inpaint LoRA scale support implementation; related topic but not the same concrete change." + "reason": "Docs on LoRA support vs inpaint LoRA scale support are not the same underlying change." }, { "left": "pull_request:2086", "right": "pull_request:3460", "accept": false, - "reason": "LoRA docs vs inpaint pipeline code/test change; different artifacts and code paths." + "reason": "Docs on LoRA support vs inpaint LoRA scale support with tests are different change types and different code paths." }, { "left": "pull_request:2103", "right": "pull_request:3187", "accept": false, - "reason": "Model tag metadata vs upscaler offload implementation; unrelated." + "reason": "Unrelated: adding LoRA tag metadata vs x4 upscaler model offload." }, { "left": "pull_request:2103", "right": "pull_request:3458", "accept": false, - "reason": "Tag metadata vs inpaint LoRA scale support; not duplicate." + "reason": "Unrelated: LoRA tag metadata vs inpaint LoRA support." }, { "left": "pull_request:2103", "right": "pull_request:3460", "accept": false, - "reason": "Tag metadata vs inpaint LoRA scale support; unrelated." + "reason": "Unrelated: LoRA tag metadata vs inpaint LoRA support with tests." }, { "left": "pull_request:2134", "right": "pull_request:948", "accept": false, - "reason": "README typo fix vs DDPM comment typo fix; unrelated." + "reason": "Unrelated typo fixes in different README/pipeline docs." }, { "left": "pull_request:2138", "right": "pull_request:3839", "accept": false, - "reason": "Docs typo in loaders vs scheduler add-noise behavior change; unrelated." + "reason": "Unrelated: docs typo vs scheduler add_noise behavior fix." }, { "left": "pull_request:2144", "right": "pull_request:3030", "accept": false, - "reason": "Different model bugs in different pipelines/models; no same code-path problem." + "reason": "Different code paths: transformer output projection bug vs panorama CFG handling bug." }, { "left": "pull_request:2151", "right": "pull_request:4320", "accept": false, - "reason": "EMAModel load_state_dict fix vs ONNX docs typo fix; unrelated." + "reason": "Unrelated typo/docstring fix vs ONNX docs typo fix." }, { "left": "pull_request:2154", "right": "pull_request:260", "accept": false, - "reason": "Different typo fixes in different files; not the same issue." + "reason": "Unrelated: CLI env variable typo vs README typo." }, { "left": "pull_request:2154", "right": "pull_request:353", "accept": false, - "reason": "Different typo fixes in different modules." + "reason": "Unrelated typo fixes in different files and subsystems." }, { "left": "pull_request:2154", "right": "pull_request:407", "accept": false, - "reason": "Different typo fixes and different functionality." + "reason": "Unrelated typo fixes in different files and subsystems." }, { "left": "pull_request:2154", "right": "pull_request:798", "accept": false, - "reason": "Different typo/docs fixes; no shared concrete bug." + "reason": "Unrelated typo fixes in different files and subsystems." }, { "left": "pull_request:2175", "right": "pull_request:3388", "accept": false, - "reason": "Docs page addition vs installation docs update; both docs-only but different content and purpose." + "reason": "Unrelated docs tweaks: DiffusionPipeline components vs installation instructions." }, { "left": "pull_request:2181", "right": "pull_request:2540", "accept": false, - "reason": "Flax scheduler docs vs ControlNet docs correction; unrelated documentation." + "reason": "Different docs topics: Flax scheduler guide vs ControlNet section correction." }, { "left": "pull_request:2181", "right": "pull_request:421", "accept": false, - "reason": "Both are scheduler docs, but one adds a Flax section while the other fixes general scheduler wording; different changes." - }, - { - "left": "pull_request:2208", - "right": "pull_request:4022", - "accept": false, - "reason": "xFormers docs update vs Korean translation update; unrelated." - }, - { - "left": "pull_request:2216", - "right": "pull_request:888", - "accept": false, - "reason": "DifFace pipeline addition vs CycleDiffusion pipeline addition; same broad area only, but entirely different pipelines and code." + "reason": "Different docs topics: Flax scheduler guide vs general scheduler docs typo fix." } ] }, @@ -135505,16 +135572,18 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 96, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:2208", + "pull_request:2216", "pull_request:2271", "pull_request:2290", "pull_request:2333", @@ -135542,10 +135611,6 @@ "pull_request:268", "pull_request:2684", "pull_request:2685", - "pull_request:2686", - "pull_request:2687", - "pull_request:2688", - "pull_request:2690", "pull_request:2764", "pull_request:3099", "pull_request:3310", @@ -135553,6 +135618,7 @@ "pull_request:3400", "pull_request:3680", "pull_request:3755", + "pull_request:4022", "pull_request:406", "pull_request:408", "pull_request:4112", @@ -135562,9 +135628,12 @@ "pull_request:483", "pull_request:703", "pull_request:830", + "pull_request:888", "pull_request:979" ], "soft_pairs": [ + "pull_request:2208|pull_request:4022", + "pull_request:2216|pull_request:888", "pull_request:2271|pull_request:268", "pull_request:2290|pull_request:3680", "pull_request:2333|pull_request:406", @@ -135589,214 +135658,198 @@ "pull_request:2639|pull_request:2642", "pull_request:2639|pull_request:2647", "pull_request:2639|pull_request:2684", - "pull_request:2639|pull_request:2685", - "pull_request:2639|pull_request:2686", - "pull_request:2639|pull_request:2687", - "pull_request:2639|pull_request:2688", - "pull_request:2639|pull_request:2690" + "pull_request:2639|pull_request:2685" ], - "prepared_review_unit_hash": "51c91808edcdb54bd3b3045751bddba0e4f104ecbf8af852b312cc4d8b17ed74", + "prepared_review_unit_hash": "e2cc74f6ac8f18b4340e0dc75593a0010b08113c0857720781174d425842418b", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 92524, - "estimated_input_tokens": 23131, - "estimated_eval_tokens": 46518 + "soft_pair_count": 27, + "serialized_chars": 96454, + "estimated_input_tokens": 24114, + "estimated_eval_tokens": 48484 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of mostly unrelated small PRs (docs, tests, CI, release/version bumps, and a few pipeline tweaks). The soft-similarity pairs are superficial and do not indicate the same underlying bug or change.", + "summary": "This cluster is very heterogeneous: mostly unrelated docs, tests, CI, and feature PRs. The soft pairs share at most a broad topic or one filename, but they do not look like the same underlying bug or change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single PR is a credible canonical for this cluster because the items span unrelated changes; even the closest pairs are only superficial file- or topic-level matches.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No PR is a strong global representative. The closest thematic overlap is the torch2.0 docs pair, but it is still not duplicate-level and the rest of the cluster is unrelated.", "soft_edge_verdicts": [ + { + "left": "pull_request:2208", + "right": "pull_request:4022", + "accept": false, + "reason": "Both are docs updates, but they affect different translations/files and unrelated content." + }, + { + "left": "pull_request:2216", + "right": "pull_request:888", + "accept": false, + "reason": "Different feature additions: DifFace pipeline vs CycleDiffusion pipeline." + }, { "left": "pull_request:2271", "right": "pull_request:268", "accept": false, - "reason": "Both touch test expectations, but for different pipelines and different bugs; not the same fix." + "reason": "Both touch tests, but they fix different test suites and different expected values." }, { "left": "pull_request:2290", "right": "pull_request:3680", "accept": false, - "reason": "Both are doc edits, but they fix different pages and unrelated wording/link issues." + "reason": "One is a pix2pix doc fix, the other is a link fix in a different docs page." }, { "left": "pull_request:2333", "right": "pull_request:406", "accept": false, - "reason": "Both are docs-only, but they change different files for unrelated formatting/typo cleanup." + "reason": "Different documentation fixes in different files; only superficial typo/format similarity." }, { "left": "pull_request:2362", "right": "pull_request:3400", "accept": false, - "reason": "One adds an MPS skip decorator for tests; the other adds omegaconf to test deps. Different changes." + "reason": "MPS skip decorator vs dependency addition are unrelated test/setup changes." }, { "left": "pull_request:2381", "right": "pull_request:979", "accept": false, - "reason": "Different code paths: optional-import guards in stable diffusion init vs a missing README import." + "reason": "Dummy import handling in stable diffusion vs a missing import in README are unrelated." }, { "left": "pull_request:2396", "right": "pull_request:408", "accept": false, - "reason": "Both mention test warnings/cleanup, but one fixes scheduler tests while the other is broad docs typo cleanup." + "reason": "Scheduler test cleanup vs general docs typo fixes are not the same change." }, { "left": "pull_request:2405", "right": "pull_request:830", "accept": false, - "reason": "Both relate to release/versioning, but they are different version bumps/reverts for different releases." + "reason": "Both are release/version-related, but one reverts a release and the other sets a release version." }, { "left": "pull_request:2488", "right": "pull_request:4515", "accept": false, - "reason": "Both affect training/generation flow, but one refactors num_images_per_prompt tests and the other moves validation-time pipeline placement." + "reason": "Attend-and-excite pipeline validation refactor vs SDXL DreamBooth validation placement are different code paths." }, { "left": "pull_request:2498", "right": "pull_request:3099", "accept": false, - "reason": "Both are attend-and-excite related, but one changes a flaky batch test and the other changes a default parameter in the pipeline." + "reason": "One changes batch test behavior; the other changes a pipeline default argument." }, { "left": "pull_request:2503", "right": "pull_request:2764", "accept": false, - "reason": "Same doc area, but one is a benchmark/docs title update and the other rewrites installation guidance; not the same change." + "reason": "Same docs file, but they update different parts of the torch2.0 guide and solve different documentation issues." }, { "left": "pull_request:2530", "right": "pull_request:3755", "accept": false, - "reason": "Both touch tests, but one adds EMA tests while the other relaxes a tolerance in an unrelated UNet 3D test." + "reason": "EMAModel test suite addition vs a single tolerance relaxation are not the same change." }, { "left": "pull_request:2533", "right": "pull_request:4740", "accept": false, - "reason": "Both pin safetensors versions, but one is a WIP CI sanity check and the other updates package metadata for a different version." + "reason": "Both mention safetensors, but one is a transient test/CI change and the other is a dependency pin." }, { "left": "pull_request:2557", "right": "pull_request:4112", "accept": false, - "reason": "Both edit dreambooth training code, but one adds intermediate logging while the other adds LoRA rank handling." + "reason": "Different DreamBooth enhancements: intermediate logging vs LoRA rank support." }, { "left": "pull_request:2563", "right": "pull_request:703", "accept": false, - "reason": "Both mention tests/CI, but one removes a cuda cache call in EMA and the other is a failed CI experiment." + "reason": "Removing a CUDA cache call in EMA is unrelated to CI cache testing." }, { "left": "pull_request:2587", "right": "pull_request:3388", "accept": false, - "reason": "Different scopes: translated docs addition vs installation docs adding transformers." + "reason": "Chinese docs translation vs installation docs update are different documentation changes." }, { "left": "pull_request:2590", "right": "pull_request:483", "accept": false, - "reason": "CI workflow change vs broad typo-fix sweep across docs/code; not the same underlying task." + "reason": "CI dependency-table check vs typo-check infrastructure are unrelated workflow changes." }, { "left": "pull_request:2604", "right": "pull_request:4794", "accept": false, - "reason": "Both are docs fixes, but they edit different pages and unrelated content." + "reason": "Both are docs fixes, but they concern different pages and different content." }, { "left": "pull_request:2624", "right": "pull_request:3388", "accept": false, - "reason": "One documents cache_dir in pipeline_utils, the other changes installation docs to add transformers." + "reason": "Docs for cache_dir in pipeline_utils vs install-doc changes are unrelated." }, { "left": "pull_request:2629", "right": "pull_request:2631", "accept": false, - "reason": "Different concrete problems: non-square SAG support vs moving main-process checks in dreambooth." + "reason": "StableDiffusionSAG non-square support vs DreamBooth main-process checks are different code paths." }, { "left": "pull_request:2637", "right": "pull_request:2639", "accept": false, - "reason": "Both are small docs updates, but one is quicktour wording and the other adds an os import in basic_training." + "reason": "Two separate quicktour/basic-training doc edits, not the same underlying change." }, { "left": "pull_request:2637", "right": "pull_request:3310", "accept": false, - "reason": "Both are docs polish, but they update different tutorials/pages with unrelated wording fixes." + "reason": "Quicktour wording cleanup vs stable_diffusion tutorial edits are unrelated docs changes." }, { "left": "pull_request:2639", "right": "pull_request:2642", "accept": false, - "reason": "Different docs pages and different edits; no shared underlying issue." + "reason": "Basic training docs vs loading docs; same docs area but different content." }, { "left": "pull_request:2639", "right": "pull_request:2647", "accept": false, - "reason": "Unrelated documentation edits in different guides, not a duplicate change." + "reason": "Basic training docs vs schedulers docs are unrelated page edits." }, { "left": "pull_request:2639", "right": "pull_request:2684", "accept": false, - "reason": "Different docs sections and unrelated punctuation/formatting fixes." + "reason": "Basic training docs vs custom pipeline overview wording change are unrelated." }, { "left": "pull_request:2639", "right": "pull_request:2685", "accept": false, - "reason": "Different docs pages; one adds an import, the other adds punctuation." - }, - { - "left": "pull_request:2639", - "right": "pull_request:2686", - "accept": false, - "reason": "Different docs topics; one changes training example code, the other edits inference overview wording." - }, - { - "left": "pull_request:2639", - "right": "pull_request:2687", - "accept": false, - "reason": "Different pages and content; not the same bug or fix." - }, - { - "left": "pull_request:2639", - "right": "pull_request:2688", - "accept": false, - "reason": "One is basic_training code sample, the other is img2img walkthrough text; unrelated." - }, - { - "left": "pull_request:2639", - "right": "pull_request:2690", - "accept": false, - "reason": "Different docs pages and unrelated sentence cleanup." + "reason": "Basic training docs vs KerasCV docs are different documentation fixes." } ] }, @@ -135810,20 +135863,24 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 97, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:2639", "pull_request:2642", "pull_request:2647", "pull_request:2684", + "pull_request:2686", + "pull_request:2687", + "pull_request:2688", + "pull_request:2690", "pull_request:2730", "pull_request:2740", "pull_request:2741", @@ -135853,12 +135910,9 @@ "pull_request:2913", "pull_request:2919", "pull_request:2923", - "pull_request:296", - "pull_request:299", "pull_request:3119", "pull_request:3310", "pull_request:3472", - "pull_request:356", "pull_request:3572", "pull_request:3821", "pull_request:3894", @@ -135866,10 +135920,13 @@ "pull_request:642", "pull_request:650", "pull_request:910", - "pull_request:979", "pull_request:983" ], "soft_pairs": [ + "pull_request:2639|pull_request:2686", + "pull_request:2639|pull_request:2687", + "pull_request:2639|pull_request:2688", + "pull_request:2639|pull_request:2690", "pull_request:2639|pull_request:2730", "pull_request:2639|pull_request:2740", "pull_request:2639|pull_request:2741", @@ -135902,248 +135959,258 @@ "pull_request:2911|pull_request:3119", "pull_request:2912|pull_request:3119", "pull_request:2913|pull_request:3119", - "pull_request:2919|pull_request:4715", - "pull_request:296|pull_request:979", - "pull_request:299|pull_request:356" + "pull_request:2919|pull_request:4715" ], - "prepared_review_unit_hash": "dfbd7d6b45542efe67bd530c6f2471ee07cf2b78f323cfe6e2c1a0377e135390", + "prepared_review_unit_hash": "cb5a7e4c9d29fc455fce1a51963fb3f016eccec772d5381dbf94e73b489813f2", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 92598, - "estimated_input_tokens": 23150, - "estimated_eval_tokens": 46556 + "soft_pair_count": 37, + "serialized_chars": 92989, + "estimated_input_tokens": 23248, + "estimated_eval_tokens": 46752 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly unrelated documentation, test, and example-maintenance PRs with only superficial overlap in broad subsystems; none look like true duplicates of the same underlying change.", - "confidence": 0.98, + "summary": "This cluster is mostly a grab bag of tiny docs/typo PRs plus a few unrelated test/code changes; I don\u2019t see a single duplicate bug/change theme tying them together.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items are heterogeneous one-off docs/test/example edits rather than multiple patches for the same bug or change.", + "canonical_pr_reason": "No single PR subsumes the cluster. If a representative is needed, #2873 is the broadest generic docs-phrasing cleanup across multiple files.", "best_issue_reason": null, - "best_pr_reason": "No best PR for duplicate collapsing: no artifact is a clear anchor that the others plausibly duplicate.", + "best_pr_reason": "#2873 is the best representative only in the loose sense that it\u2019s a small, generic documentation wording fix; otherwise the items are too disparate for a true canonical PR.", "soft_edge_verdicts": [ + { + "left": "pull_request:2639", + "right": "pull_request:2686", + "accept": false, + "reason": "Both are doc edits, but one updates basic training and the other unconditional generation; different pages and changes." + }, + { + "left": "pull_request:2639", + "right": "pull_request:2687", + "accept": false, + "reason": "Different docs pages and independent wording fixes; not the same underlying change." + }, + { + "left": "pull_request:2639", + "right": "pull_request:2688", + "accept": false, + "reason": "Unconditional training vs img2img docs; unrelated content and fixes." + }, + { + "left": "pull_request:2639", + "right": "pull_request:2690", + "accept": false, + "reason": "Different docs topic and separate minor prose fix." + }, { "left": "pull_request:2639", "right": "pull_request:2730", "accept": false, - "reason": "Different training docs and different fixes; same docs area is too broad to be a duplicate." + "reason": "One is a docs tweak, the other is training docs; no shared bug/change." }, { "left": "pull_request:2639", "right": "pull_request:2740", "accept": false, - "reason": "Basic training docs vs DreamBooth/text inversion docs; unrelated content and edits." + "reason": "These touch different training docs and different edits; not duplicates." }, { "left": "pull_request:2639", "right": "pull_request:2741", "accept": false, - "reason": "Basic training vs textual inversion docs; not the same change." + "reason": "Basic training docs vs textual inversion docs; unrelated." }, { "left": "pull_request:2639", "right": "pull_request:2742", "accept": false, - "reason": "Basic training docs and DreamBooth docs are separate pages with separate edits." + "reason": "Different training docs and different wording fixes; not the same PR." }, { "left": "pull_request:2639", "right": "pull_request:2746", "accept": false, - "reason": "Basic training docs vs fp16 optimization docs; unrelated fixes." + "reason": "Basic training docs vs fp16 optimization docs; separate content." }, { "left": "pull_request:2639", "right": "pull_request:2749", "accept": false, - "reason": "Basic training docs vs MPS optimization docs; different documentation changes." + "reason": "Different docs pages and unrelated grammar edits." }, { "left": "pull_request:2639", "right": "pull_request:2751", "accept": false, - "reason": "Basic training docs vs textual inversion docs; not the same underlying update." + "reason": "Basic training docs vs text inversion docs; no shared concrete change." }, { "left": "pull_request:2639", "right": "pull_request:2752", "accept": false, - "reason": "Basic training tutorial typo vs philosophy docs typo; unrelated files and content." + "reason": "Different docs pages and prose-only fixes; not duplicates." }, { "left": "pull_request:2639", "right": "pull_request:2862", "accept": false, - "reason": "Basic training tutorial vs evaluation concept docs; different topics and edits." + "reason": "Tutorial docs vs evaluation docs; unrelated edits." }, { "left": "pull_request:2639", "right": "pull_request:2863", "accept": false, - "reason": "Basic training tutorial vs logging API docs; unrelated documentation changes." + "reason": "Different API docs pages with separate wording fixes." }, { "left": "pull_request:2639", "right": "pull_request:2864", "accept": false, - "reason": "Basic training docs vs pipeline overview docs; same repo, but not the same change." + "reason": "Different docs pages; one is tutorial cleanup, the other overview punctuation." }, { "left": "pull_request:2639", "right": "pull_request:2865", "accept": false, - "reason": "Basic training docs vs AltDiffusion docs; unrelated pages and corrections." + "reason": "AltDiffusion docs vs basic training docs; unrelated changes." }, { "left": "pull_request:2639", "right": "pull_request:2870", "accept": false, - "reason": "Basic training tutorial vs stable diffusion safe docs; different docs and edits." + "reason": "Different docs areas and separate minor edits." }, { "left": "pull_request:2639", "right": "pull_request:2923", "accept": false, - "reason": "Basic training docs vs versatile diffusion docs; no concrete overlap." + "reason": "Basic training docs vs versatile diffusion docs; no common code-path or content change." }, { "left": "pull_request:2642", "right": "pull_request:3310", "accept": false, - "reason": "Loading docs and stable diffusion tutorial are different pages with different wording fixes." + "reason": "Both are docs, but they edit different pages and different topics." }, { "left": "pull_request:2647", "right": "pull_request:3310", "accept": false, - "reason": "Schedulers docs vs stable diffusion tutorial; only broad docs overlap, not the same change." + "reason": "Schedulers docs vs stable_diffusion tutorial; unrelated grammar fixes." }, { "left": "pull_request:2684", "right": "pull_request:3310", "accept": false, - "reason": "Custom pipeline overview vs stable diffusion tutorial; unrelated documentation edits." + "reason": "Custom pipeline overview vs stable diffusion tutorial; separate doc updates." }, { "left": "pull_request:2742", "right": "pull_request:650", "accept": false, - "reason": "Both are DreamBooth-related, but one updates training prose and the other installs requirements; not the same patch." + "reason": "Both mention DreamBooth, but one fixes prose in the docs and the other changes install instructions and adds requirements; not the same change." }, { "left": "pull_request:2746", "right": "pull_request:983", "accept": false, - "reason": "fp16 docs typo fix vs inpainting debug image update; unrelated." + "reason": "fp16 docs typo fix vs empty debug PR; no shared underlying bug/change." }, { "left": "pull_request:2764", "right": "pull_request:2766", "accept": false, - "reason": "Torch 2.0 docs update vs MPS test fix; different files, different problems." + "reason": "Torch 2.0 docs update vs MPS test fixes; different artifacts and purposes." }, { "left": "pull_request:2764", "right": "pull_request:910", "accept": false, - "reason": "Torch 2.0 docs benchmark update vs inpainting docs/license update; unrelated." + "reason": "Unrelated docs: torch 2.0 benchmark vs in-painting pipeline docs." }, { "left": "pull_request:2766", "right": "pull_request:2792", "accept": false, - "reason": "Both touch tests and MPS, but they fix different test suites and different failures." + "reason": "Both are test-related, but they fix different MPS issues in different test files and code paths." }, { "left": "pull_request:2788", "right": "pull_request:3472", "accept": false, - "reason": "Toctree deduplication vs adding IF DreamBooth docs; unrelated docs changes." + "reason": "Both touch training docs, but one deduplicates the docs nav and the other adds an IF training section." }, { "left": "pull_request:2815", "right": "pull_request:2823", "accept": false, - "reason": "Same stable_unclip file, but one updates checkpoints/paper text and the other rewrites the usage example; different changes." + "reason": "Same file, but one updates checkpoint/docs content while the other rewrites the usage example; different concrete changes." }, { "left": "pull_request:2817", "right": "pull_request:3821", "accept": false, - "reason": "UNet1D docs update vs translated pipeline doc addition; completely different artifacts." + "reason": "UNet1DModel docs vs a Korean translated pipeline guide; unrelated." }, { "left": "pull_request:286", "right": "pull_request:642", "accept": false, - "reason": "Different README link fixes in different areas; no shared underlying change." + "reason": "README link fix in stable diffusion README vs examples README link fix; similar style, different files and targets." }, { "left": "pull_request:2869", "right": "pull_request:3119", "accept": false, - "reason": "Paint-by-example docs typo fix vs Repaint interface docs change; unrelated." + "reason": "Paint-by-example docs typo vs repaint interface update; different pipelines and changes." }, { "left": "pull_request:2873", "right": "pull_request:3572", "accept": false, - "reason": "Contribution phrasing cleanup vs ControlNet inpainting docs; different content and purpose." + "reason": "Generic phrasing cleanup vs controlnet inpaint doc example correction; different docs and issues." }, { "left": "pull_request:2894", "right": "pull_request:3894", "accept": false, - "reason": "New flax requirements file vs Flax attention dropout implementation; different code paths and goals." + "reason": "A requirements file addition vs a Flax dropout feature; not the same underlying change." }, { "left": "pull_request:2911", "right": "pull_request:3119", "accept": false, - "reason": "Stable diffusion image_variation docs vs Repaint API change; unrelated docs." + "reason": "Stable diffusion image-variation docs punctuation fix vs repaint docs interface change; unrelated." }, { "left": "pull_request:2912", "right": "pull_request:3119", "accept": false, - "reason": "ControlNet docs typo fix vs Repaint interface change; not the same change." + "reason": "ControlNet docs punctuation fix vs repaint API/doc update; different artifacts." }, { "left": "pull_request:2913", "right": "pull_request:3119", "accept": false, - "reason": "Stable unCLIP docs tweak vs Repaint API change; different documentation updates." + "reason": "Stable unCLIP docs punctuation fix vs repaint docs interface change; unrelated." }, { "left": "pull_request:2919", "right": "pull_request:4715", "accept": false, - "reason": "Test speedup for UNet3D/text-to-video vs renaming community example scripts; unrelated test maintenance." - }, - { - "left": "pull_request:296", - "right": "pull_request:979", - "accept": false, - "reason": "Auth-token CI/test fix vs missing import in README; unrelated." - }, - { - "left": "pull_request:299", - "right": "pull_request:356", - "accept": false, - "reason": "PNDM hotfix vs large stable diffusion fine-tuning example; completely different changes." + "reason": "A test-speedup change in UNet tests vs renaming community test scripts; different goals and files." } ] }, @@ -136157,16 +136224,18 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 98, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:296", + "pull_request:299", "pull_request:2994", "pull_request:3012", "pull_request:3030", @@ -136203,10 +136272,7 @@ "pull_request:4721", "pull_request:4729", "pull_request:4794", - "pull_request:4796", - "pull_request:4797", "pull_request:5", - "pull_request:5078", "pull_request:5117", "pull_request:5157", "pull_request:5250", @@ -136214,9 +136280,12 @@ "pull_request:5639", "pull_request:5723", "pull_request:904", - "pull_request:948" + "pull_request:948", + "pull_request:979" ], "soft_pairs": [ + "pull_request:296|pull_request:979", + "pull_request:299|pull_request:356", "pull_request:2994|pull_request:5157", "pull_request:3012|pull_request:948", "pull_request:3030|pull_request:3979", @@ -136240,201 +136309,192 @@ "pull_request:3755|pull_request:3842", "pull_request:3798|pull_request:5117", "pull_request:3821|pull_request:4285", - "pull_request:388|pull_request:5", - "pull_request:3979|pull_request:4796", - "pull_request:3979|pull_request:4797", - "pull_request:3979|pull_request:5078" + "pull_request:388|pull_request:5" ], - "prepared_review_unit_hash": "d93bce85010b9f1d7195c4482cfbbc234e2106e9974e3da664b458db1d28eba4", + "prepared_review_unit_hash": "12c0bfbdab66f2db02ead3db26b0cc3ec41d4dcdb3e9439bbaac48763d482749", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 93999, - "estimated_input_tokens": 23500, - "estimated_eval_tokens": 47256 + "soft_pair_count": 26, + "serialized_chars": 92169, + "estimated_input_tokens": 23043, + "estimated_eval_tokens": 46342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate-worthy pairs here: the soft matches are mostly false positives across different bug fixes, docs edits, and tests. Even when they share a subsystem (DreamBooth, SDXL, ControlNet), they target different concrete code paths or editorial changes.", + "summary": "This looks like a heterogeneous bucket of mostly unrelated small docs, test, and bugfix PRs. None of the soft pairs appears to be the same underlying change, so all soft edges should be rejected.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 4796 is the strongest standalone candidate: it fixes a concrete SDXL type-mismatch bug across several pipelines and has an explicit issue target (#4752).", + "canonical_pr_reason": "If a representative PR is needed, PR 5117 is the broadest anchor: it spans many training scripts and fixes a concrete resume-step/logging path, while most other items are isolated docs/comment/test edits.", "best_issue_reason": null, - "best_pr_reason": "PR 4796 is the best representative standalone change among these items because it addresses a specific runtime bug in code rather than a typo/doc-only edit.", + "best_pr_reason": "PR 3641 is the strongest standalone code fix here: it addresses a specific inpainting initial-latents bug in two pipeline implementations with clear behavioral impact.", "soft_edge_verdicts": [ + { + "left": "pull_request:296", + "right": "pull_request:979", + "accept": false, + "reason": "Auth-token test/workflow fix vs README fp16/import update; same general project but unrelated changes." + }, + { + "left": "pull_request:299", + "right": "pull_request:356", + "accept": false, + "reason": "PNDM timestep logic bug vs stable-diffusion fine-tuning example; different code paths and problems." + }, { "left": "pull_request:2994", "right": "pull_request:5157", "accept": false, - "reason": "Different bugs in different code paths: ControlNet training dtype casting vs LoRA block-name mapping in loaders." + "reason": "ControlNet training type-cast fix vs LoRA/Kohya name-conversion fix; distinct bugs in different subsystems." }, { "left": "pull_request:3012", "right": "pull_request:948", "accept": false, - "reason": "Both are tiny typo/comment fixes, but they touch unrelated pipelines and are not the same underlying change." + "reason": "Both are typo/comment cleanups, but they touch unrelated files and changes; not the same change." }, { "left": "pull_request:3030", "right": "pull_request:3979", "accept": false, - "reason": "Both involve panorama/SDXL behavior, but one fixes non-CFG latent selection while the other addresses upcasting/type handling across SDXL pipelines." + "reason": "Panorama CFG behavior fix vs SDXL/xformers attention check; different pipeline bugs." }, { "left": "pull_request:3079", "right": "pull_request:3099", "accept": false, - "reason": "One speeds up fast tests; the other changes a runtime default argument for attend-and-excite. Different concerns." + "reason": "Test-speedup changes vs a pipeline default-value change; one is test-only, the other changes API behavior." }, { "left": "pull_request:3132", "right": "pull_request:5332", "accept": false, - "reason": "A type annotation typo in a pipeline constructor is unrelated to a comment typo in DreamBooth LoRA docs/code." + "reason": "Type annotation typo vs explanatory comment typo; unrelated small edits." }, { "left": "pull_request:3166", "right": "pull_request:4794", "accept": false, - "reason": "Docs for textual inversion loading vs prompt syntax in weighted-prompts docs; same broad area, different feature changes." + "reason": "Textual inversion loader docs/example vs compel syntax docs; both docs, but different features and intent." }, { "left": "pull_request:3169", "right": "pull_request:3663", "accept": false, - "reason": "Separate documentation updates for Habana optimization and Compel textual inversion support." + "reason": "Habana optimization docs update vs compel/textual-inversion docs; unrelated documentation topics." }, { "left": "pull_request:3183", "right": "pull_request:4729", "accept": false, - "reason": "DreamBooth LoRA checkpointing bug and a community-script progress-bar fix are unrelated runtime issues." + "reason": "DreamBooth LoRA checkpoint registration bug vs progress-bar update bug; separate runtime issues." }, { "left": "pull_request:3226", "right": "pull_request:3572", "accept": false, - "reason": "Both are ControlNet docs, but one adds v1.1 docs while the other corrects an inpainting example; not the same change." + "reason": "ControlNet v1.1 docs vs inpainting docs correction; both docs, but not the same change." }, { "left": "pull_request:3388", "right": "pull_request:3795", "accept": false, - "reason": "Installation docs vs pipeline overview docs; different pages and different content changes." + "reason": "Install docs adding transformers vs overview-page pipeline additions; unrelated docs updates." }, { "left": "pull_request:3470", "right": "pull_request:4203", "accept": false, - "reason": "Both touch DreamBooth README, but one adds IF training docs and the other only fixes a typo near the SDXL section." + "reason": "New IF DreamBooth docs section vs a typo fix in the DreamBooth README; same area but different scope and content." }, { "left": "pull_request:3472", "right": "pull_request:5250", "accept": false, - "reason": "DreamBooth training docs addition vs DDPO docs entry; different documentation topics." + "reason": "IF DreamBooth docs vs DDPO docs; both new docs, but unrelated subjects." }, { "left": "pull_request:3472", "right": "pull_request:5723", "accept": false, - "reason": "DreamBooth IF docs and LCM docs are unrelated feature guides." + "reason": "IF DreamBooth docs vs LCM docs; different model families and documentation goals." }, { "left": "pull_request:3506", "right": "pull_request:3641", "accept": false, - "reason": "Checkpoint resume-step scaling in ControlNet training vs initial-latents handling in inpainting pipelines; different bugs." + "reason": "ControlNet checkpoint resume-step scaling bug vs inpainting initial-latents bug; different code paths." }, { "left": "pull_request:3525", "right": "pull_request:4203", "accept": false, - "reason": "A README content rewrite/vanity edit is not the same as a small DreamBooth typo correction." + "reason": "README cleanup/marketing text vs DreamBooth README typo fix; unrelated README edits." }, { "left": "pull_request:3525", "right": "pull_request:4503", "accept": false, - "reason": "README updates vs LoRA docs clarification; unrelated documentation changes." + "reason": "README cleanup/marketing text vs LoRA support clarification; different documentation concerns." }, { "left": "pull_request:356", "right": "pull_request:904", "accept": false, - "reason": "The original text-to-image fine-tuning example is unrelated to the later inpainting pipeline implementation." + "reason": "Large text-to-image fine-tuning example vs inpainting pipeline implementation; completely different scope." }, { "left": "pull_request:3577", "right": "pull_request:5639", "accept": false, - "reason": "Broken-link fixes in the README and AnimateDiff Motion LoRA docs are different documentation tasks." + "reason": "Broken-link docs fix vs AnimateDiff Motion LoRAs docs; unrelated documentation changes." }, { "left": "pull_request:3680", "right": "pull_request:4721", "accept": false, - "reason": "A loader-method link fix and a Korean translation doc are unrelated docs changes." + "reason": "Loader-method link fix vs Korean DreamBooth translation edits; not the same artifact or bug." }, { "left": "pull_request:3744", "right": "pull_request:4058", "accept": false, - "reason": "Workflow token correction vs SDXL documentation corrections; no shared underlying bug." + "reason": "Docs-upload token rename vs SDXL docs formatting/content correction; unrelated." }, { "left": "pull_request:3755", "right": "pull_request:3842", "accept": false, - "reason": "Both relax test tolerances, but they cover different tests and different model conversion paths." + "reason": "Relaxing tolerances in different tests is only a superficial similarity; they target different flaky tests." }, { "left": "pull_request:3798", "right": "pull_request:5117", "accept": false, - "reason": "One is comment cleanup across training scripts; the other changes resume-step logging/logic across scripts. Not the same fix." + "reason": "Both touch training scripts, but one is comment cleanup and the other fixes resume/logging logic across many scripts; not the same bug/change." }, { "left": "pull_request:3821", "right": "pull_request:4285", "accept": false, - "reason": "Translated documentation vs ONNX/OpenVINO docs; different content and purpose." + "reason": "Translated docs addition vs ONNX/OpenVINO docs; different documentation sets." }, { "left": "pull_request:388", "right": "pull_request:5", "accept": false, - "reason": "An old docs page is unrelated to adding the UNet latent-diffusion model implementation." - }, - { - "left": "pull_request:3979", - "right": "pull_request:4796", - "accept": false, - "reason": "Both touch SDXL precision-related code, but they fix different concrete bugs in different pipeline paths and are not mergeable as one PR." - }, - { - "left": "pull_request:3979", - "right": "pull_request:4797", - "accept": false, - "reason": "SDXL type-mismatch handling vs SDXL LoRA block remapping are distinct loader/pipeline issues." - }, - { - "left": "pull_request:3979", - "right": "pull_request:5078", - "accept": false, - "reason": "Different SDXL problems: pipeline precision handling vs text-encoder training requires_grad bug." + "reason": "Early latent-diffusion docs vs original UNet model implementation; historically and functionally distinct." } ] }, @@ -136448,16 +136508,17 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 99, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:3979", "pull_request:406", "pull_request:407", "pull_request:408", @@ -136485,15 +136546,15 @@ "pull_request:4626", "pull_request:4696", "pull_request:4721", - "pull_request:4741", "pull_request:4763", "pull_request:4796", + "pull_request:4797", "pull_request:5013", "pull_request:5063", + "pull_request:5078", "pull_request:5267", "pull_request:5286", "pull_request:564", - "pull_request:5745", "pull_request:5828", "pull_request:5831", "pull_request:5855", @@ -136503,11 +136564,12 @@ "pull_request:6339", "pull_request:6342", "pull_request:6433", - "pull_request:6475", - "pull_request:6796", "pull_request:948" ], "soft_pairs": [ + "pull_request:3979|pull_request:4796", + "pull_request:3979|pull_request:4797", + "pull_request:3979|pull_request:5078", "pull_request:406|pull_request:408", "pull_request:407|pull_request:948", "pull_request:4082|pull_request:4267", @@ -136533,213 +136595,210 @@ "pull_request:4563|pull_request:6433", "pull_request:4582|pull_request:5063", "pull_request:4612|pull_request:4626", - "pull_request:4721|pull_request:5831", - "pull_request:4741|pull_request:6796", - "pull_request:4796|pull_request:5745", - "pull_request:4796|pull_request:6475" + "pull_request:4721|pull_request:5831" ], - "prepared_review_unit_hash": "9ec8d92f2665038fcf6b7003e10fbc51ad224ee37dfa296a8a88c8a25f5f4b65", + "prepared_review_unit_hash": "0915bead843fb9a1779eb3d2415d2424a8e61afca3e99657e3d27db0c31d94d6", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 93833, - "estimated_input_tokens": 23459, - "estimated_eval_tokens": 47174 + "serialized_chars": 93360, + "estimated_input_tokens": 23340, + "estimated_eval_tokens": 46936 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated docs typo/cleanup PRs plus a few feature or code-fix PRs; there is no strong duplicate pattern. I would not merge any of the soft-edge pairs.", - "confidence": 0.34, + "summary": "These PRs are not duplicates of one another; the cluster mixes unrelated docs typo fixes, SDXL pipeline bugfixes, and feature additions across different subsystems. No single canonical artifact cleanly represents the whole set.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 6122 is the broadest docs-typo sweep in the set and is the best single representative of the cleanup-style PRs, though the cluster is heterogeneous.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 6122 spans many documentation typo fixes across many files, making it the most representative umbrella PR among these mostly unrelated items.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "pull_request:3979", + "right": "pull_request:4796", + "accept": false, + "reason": "Both touch SDXL/upscale code, but 3979 fixes an `isinstance` check in SDXL pipelines while 4796 fixes VAE upcasting/type mismatches across SDXL pipelines; related area, different bug." + }, + { + "left": "pull_request:3979", + "right": "pull_request:4797", + "accept": false, + "reason": "3979 is a small attention-processor check fix; 4797 is about SDXL LoRA block remapping/loading. Different code paths and failure modes." + }, + { + "left": "pull_request:3979", + "right": "pull_request:5078", + "accept": false, + "reason": "3979 changes attention processor dtype logic; 5078 fixes SDXL text encoder training gradients. Unrelated bugs." + }, { "left": "pull_request:406", "right": "pull_request:408", "accept": false, - "reason": "Both are docs fixes, but they touch different files and different typos; not the same underlying change." + "reason": "Both are docs typo fixes, but one corrects a toctree key and the other fixes multiple typos across docs; not the same underlying change." }, { "left": "pull_request:407", "right": "pull_request:948", "accept": false, - "reason": "Different code paths and bugs: attention-slicing typo vs DDPM comment typo." + "reason": "Both are tiny typo fixes in pipeline comments, but they affect different files and different text; not a duplicate change." }, { "left": "pull_request:4082", "right": "pull_request:4267", "accept": false, - "reason": "Both are minor docs fixes, but one changes an SDXL requirement and the other fixes an image link; unrelated changes." + "reason": "4082 changes a DreamBooth requirement version; 4267 fixes an SDXL docs image link. Different docs and unrelated issues." }, { "left": "pull_request:4082", "right": "pull_request:4582", "accept": false, - "reason": "Requirement pin change versus a ControlNet SDXL docstring fix are different issues." + "reason": "Requirement pin change versus a ControlNet SDXL docstring correction; no shared bug or code path." }, { "left": "pull_request:4082", "right": "pull_request:5013", "accept": false, - "reason": "Dependency version fix and SDXL InstructPix2Pix dtype handling are unrelated." + "reason": "4082 is a package requirement fix; 5013 fixes dtype handling in SDXL InstructPix2Pix latents. Different problem domains." }, { "left": "pull_request:4106", "right": "pull_request:4595", "accept": false, - "reason": "Add Tortoise TTS implementation versus a separate convert-script WIP; no shared code-path or change." + "reason": "4106 adds the Tortoise TTS pipeline; 4595 is a separate conversion-script work-in-progress. Feature addition vs unrelated script effort." }, { "left": "pull_request:4203", "right": "pull_request:5267", "accept": false, - "reason": "DreamBooth README typo cleanup and docs README formatting are not the same change." + "reason": "Both are docs-heavy PRs, but 4203 fixes DreamBooth README typos while 5267 updates docs README formatting guidance. Different documentation areas and intent." }, { "left": "pull_request:4203", "right": "pull_request:5855", "accept": false, - "reason": "Different docs files and different typo fixes; not duplicates." + "reason": "DreamBooth README typo fixes versus a community README import typo; same broad doc hygiene but not the same artifact or issue." }, { "left": "pull_request:421", "right": "pull_request:564", "accept": false, - "reason": "Scheduler docs typo cleanup and Flax scheduler docs updates are separate documentation changes." + "reason": "421 fixes a scheduler docs typo; 564 rewrites Flax scheduler docs/API details across multiple files. The scope and content differ substantially." }, { "left": "pull_request:4262", "right": "pull_request:4763", "accept": false, - "reason": "SDXL DreamBooth LoRA fixes versus a new LoRA conversion script; different functionality." + "reason": "4262 is an SDXL DreamBooth LoRA training fix; 4763 is a script to convert SDXL LoRA safetensors for A1111. Related SDXL tooling, but different concrete changes." }, { "left": "pull_request:4267", "right": "pull_request:6339", "accept": false, - "reason": "Both touch docs, but one fixes an SDXL image link and the other adjusts AnimateDiff docs; unrelated." + "reason": "4267 fixes an SDXL docs image link; 6339 updates AnimateDiff docs/example code. Different pipelines and unrelated fixes." }, { "left": "pull_request:4275", "right": "pull_request:5831", "accept": false, - "reason": "AutoPipeline docs correction and a toctree title fix are different doc issues." + "reason": "4275 corrects AutoPipeline docs code examples; 5831 only adds a docs section title. Not the same bug/change." }, { "left": "pull_request:4285", "right": "pull_request:5286", "accept": false, - "reason": "ONNX/OpenVINO docs update versus adding Japanese docs; unrelated." + "reason": "4285 expands ONNX/OpenVINO docs; 5286 adds Japanese docs. Both docs-related but completely different work." }, { "left": "pull_request:4330", "right": "pull_request:6342", "accept": false, - "reason": "ControlNet README header fix and installation-note update are different docs changes." + "reason": "4330 corrects ControlNet SDXL README header text; 6342 adds an installation note for Python 3.12 on Windows. Different documentation issues." }, { "left": "pull_request:4350", "right": "pull_request:4696", "accept": false, - "reason": "Same file appears, but 4350 is a doc dtype tweak while 4696 is a large new T2I-Adapter-XL feature; not the same change." + "reason": "4350 fixes an fp16 type in T2I-Adapter docs; 4696 adds T2I-Adapter-XL models and docs. Same subsystem, but one is a doc tweak and the other is a feature expansion." }, { "left": "pull_request:4350", "right": "pull_request:6314", "accept": false, - "reason": "A dtype note in adapter docs and a paper-link typo fix are unrelated." + "reason": "4350 is a docs dtype example fix; 6314 fixes a broken paper link. Both are docs-only but not the same underlying issue." }, { "left": "pull_request:4380", "right": "pull_request:4457", "accept": false, - "reason": "Different docs/example updates for different pipelines; not a duplicate bug or change." + "reason": "4380 is assorted training/docs minor fixes; 4457 updates a TensorRT inpaint pipeline example and README import usage. Different examples and code." }, { "left": "pull_request:4437", "right": "pull_request:5828", "accept": false, - "reason": "Consistency-model sampling bugfix versus a VAE test-memory tweak; different targets and code paths." + "reason": "4437 fixes consistency-model sampling bugs in UNet/pipeline code; 5828 only adds `@torch.no_grad()` to a VAE test. Not the same change." }, { "left": "pull_request:4461", "right": "pull_request:6265", "accept": false, - "reason": "Conversion-script argument addition and GLIGEN refactor are unrelated." + "reason": "4461 adds a pipeline-class argument to a conversion script; 6265 refactors GLIGEN out of stable-diffusion namespaces. Separate refactor/CLI changes." }, { "left": "pull_request:4472", "right": "pull_request:4503", "accept": false, - "reason": "Different README/doc edits: removing login instructions versus clarifying LoRA support." + "reason": "4472 updates an SDXL DreamBooth README; 4503 clarifies LoRA docs and supported checkpoints. Different docs and topics." }, { "left": "pull_request:4479", "right": "pull_request:6122", "accept": false, - "reason": "Misc pipeline typo fixes and a broad docs-typo sweep are not the same concrete change." + "reason": "4479 fixes typos across several pipeline docstrings; 6122 is a large README typo sweep. Both are typo cleanups, but not the same concrete artifact." }, { "left": "pull_request:4503", "right": "pull_request:5267", "accept": false, - "reason": "LoRA support clarification and docs README formatting are unrelated documentation changes." + "reason": "4503 clarifies LoRA/SDXL support; 5267 fixes README markdown code fences. Different documentation concerns." }, { "left": "pull_request:4563", "right": "pull_request:6433", "accept": false, - "reason": "Both add community pipelines, but they are different pipelines with different code and docs." + "reason": "4563 adds Prompt2Prompt to community pipelines; 6433 adds GlueGen. Both community pipeline additions, but distinct features and code paths." }, { "left": "pull_request:4582", "right": "pull_request:5063", "accept": false, - "reason": "ControlNet SDXL docstring fix and guidance_rescale docstring fix are different edits to different pipeline docs." + "reason": "4582 fixes a ControlNet SDXL docstring example; 5063 changes guidance_rescale docstrings and related example text across many pipelines. Related docstring area, but not one specific bug." }, { "left": "pull_request:4612", "right": "pull_request:4626", "accept": false, - "reason": "Both are link fixes, but they target different docs pages and different broken links." + "reason": "4612 fixes links in controlling-generation docs; 4626 updates text-to-image training docs links. Different docs pages and link targets." }, { "left": "pull_request:4721", "right": "pull_request:5831", "accept": false, - "reason": "Korean DreamBooth translation cleanup and toctree title fix are unrelated." - }, - { - "left": "pull_request:4741", - "right": "pull_request:6796", - "accept": false, - "reason": "AudioLDM2 dummy-import fix and torchvision import fix touch different subsystems and bugs." - }, - { - "left": "pull_request:4796", - "right": "pull_request:5745", - "accept": false, - "reason": "SDXL dtype mismatch fixes versus a ConsistencyDecoderVAE doc-type correction; not the same code-path problem." - }, - { - "left": "pull_request:4796", - "right": "pull_request:6475", - "accept": false, - "reason": "Both mention VAE types, but one is a runtime SDXL pipeline fix and the other is a Stable Video Diffusion doc annotation change." + "reason": "4721 is a Korean dreambooth docs cleanup; 5831 only adds a title in the English toctree. Not the same change." } ] }, @@ -136753,16 +136812,17 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 100, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:4741", "pull_request:4796", "pull_request:4847", "pull_request:4862", @@ -136793,15 +136853,14 @@ "pull_request:6021", "pull_request:6105", "pull_request:6140", - "pull_request:62", - "pull_request:6205", "pull_request:6215", - "pull_request:6314", "pull_request:6330", "pull_request:6339", "pull_request:6424", + "pull_request:6475", "pull_request:6647", "pull_request:6680", + "pull_request:6796", "pull_request:6847", "pull_request:6941", "pull_request:7015", @@ -136809,10 +136868,12 @@ "pull_request:7335", "pull_request:7916", "pull_request:827", - "pull_request:848", "pull_request:925" ], "soft_pairs": [ + "pull_request:4741|pull_request:6796", + "pull_request:4796|pull_request:5745", + "pull_request:4796|pull_request:6475", "pull_request:4796|pull_request:6647", "pull_request:4847|pull_request:6105", "pull_request:4862|pull_request:5698", @@ -136837,200 +136898,204 @@ "pull_request:591|pull_request:827", "pull_request:6021|pull_request:7916", "pull_request:6140|pull_request:6847", - "pull_request:6140|pull_request:6941", - "pull_request:62|pull_request:848", - "pull_request:6205|pull_request:6314" + "pull_request:6140|pull_request:6941" ], - "prepared_review_unit_hash": "6e63a7303f72fecdcfd1d37a0ec0ab9b8417ed161082b5fe58cfd0ed0db36c77", + "prepared_review_unit_hash": "0ad0b1af00b18e72c099b748f038db5542ddaa97d237bc7b36bfb3549a73738d", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 100197, - "estimated_input_tokens": 25050, - "estimated_eval_tokens": 50356 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 98434, + "estimated_input_tokens": 24609, + "estimated_eval_tokens": 49474 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous: docs tweaks, example updates, test adjustments, and several unrelated pipeline bugfixes. The soft-similarity pairs mostly share broad topics or filenames, but they are not the same underlying change.", - "confidence": 0.95, + "summary": "This cluster is highly heterogeneous: most items are unrelated small bugfix/docs PRs across different subsystems. I found no convincing duplicate pairs; all soft edges should be rejected.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 6847 is the strongest canonical stand-in: it implements a concrete IP-Adapter attention-masking change with tests, docs, and an explicit issue target, so it is the most self-contained substantive fix in the set.", + "canonical_pr_reason": "No single PR is a true duplicate hub here; if one must be picked, PR 6847 is the strongest anchor because it is a substantial feature PR with code, tests, docs, and an explicit issue target, unlike the many isolated typo/doc/test fixes.", "best_issue_reason": null, - "best_pr_reason": "PR 6847 is the best overall representative because it fixes a specific code-path bug, includes validation and documentation, and is more substantial than the surrounding docs/test-only changes.", + "best_pr_reason": "PR 6847 is the best representative of the cluster because it is the most substantial and self-contained change, with clear user-facing scope and coverage across implementation, docs, and tests.", "soft_edge_verdicts": [ + { + "left": "pull_request:4741", + "right": "pull_request:6796", + "accept": false, + "reason": "Unrelated fixes in different areas: AudioLDM2 dummy imports vs torchvision import gating in training utilities." + }, + { + "left": "pull_request:4796", + "right": "pull_request:5745", + "accept": false, + "reason": "SDXL pipeline type-mismatch fix vs a documentation-only consistency decoder type correction; not the same bug or code path." + }, + { + "left": "pull_request:4796", + "right": "pull_request:6475", + "accept": false, + "reason": "SDXL pipeline casting bug vs Stable Video Diffusion VAE type doc update; different pipelines and different changes." + }, { "left": "pull_request:4796", "right": "pull_request:6647", "accept": false, - "reason": "Both are SDXL-related, but one fixes a float16 type mismatch in pipelines while the other only updates a scheduler test expectation." + "reason": "Runtime SDXL type-mismatch fix vs a scheduler test expectation update; no shared underlying bug." }, { "left": "pull_request:4847", "right": "pull_request:6105", "accept": false, - "reason": "A new community example for Prompt Free Diffusion is unrelated to adding the SDE Drag pipeline." + "reason": "Prompt Free Diffusion community example vs SDE Drag pipeline addition; different features and code paths." }, { "left": "pull_request:4862", "right": "pull_request:5698", "accept": false, - "reason": "MultiControlNet height/width handling and an xformers/LoRA attention fix are different bugs in different code paths." + "reason": "ControlNet img2img MultiControlNet bug vs LoRA/xFormers attention processor bug; both touch attention-related code but fix different failures." }, { "left": "pull_request:4862", "right": "pull_request:6424", "accept": false, - "reason": "SDXL ControlNet img2img bugfix and PixArt weight-conversion changes are unrelated changes." + "reason": "ControlNet img2img height/width bug vs PixArt weight conversion bug; unrelated subsystems." }, { "left": "pull_request:4946", "right": "pull_request:5727", "accept": false, - "reason": "A docs overview entry update is not the same change as adding LCM training scripts." + "reason": "Docs overview entry for training scripts vs adding LCM scripts; not the same change." }, { "left": "pull_request:498", "right": "pull_request:925", "accept": false, - "reason": "These fix different pipeline issues: attention-slicing disablement vs prompt token truncation/padding handling." + "reason": "Attention slicing method typo vs prompt weighting truncation fix; different functionality and failure modes." }, { "left": "pull_request:5041", "right": "pull_request:5184", "accept": false, - "reason": "Refiner-only SDXL tests and scheduler add_noise consistency tests are unrelated test additions." + "reason": "SDXL refiner-only test coverage vs scheduler add_noise loop tests; both are tests but not the same issue." }, { "left": "pull_request:5065", "right": "pull_request:5505", "accept": false, - "reason": "One is a typo/docs cleanup around attention processor references; the other corrects ControlNet class naming." + "reason": "Attention processor typo fix vs ControlNet naming typo fix; unrelated documentation/code corrections." }, { "left": "pull_request:5066", "right": "pull_request:5505", "accept": false, - "reason": "Attention_processor typo cleanup is not the same bug as the ControlNet naming fix." + "reason": "Attention processor type-check typo fixes vs ControlNet pipeline class-name typo; different artifacts and issues." }, { "left": "pull_request:5207", "right": "pull_request:5652", "accept": false, - "reason": "A README filename fix and a PixArt class-name correction are unrelated changes." + "reason": "T2I adapter README filename correction vs PixArt pipeline class-name correction; unrelated." }, { "left": "pull_request:5236", "right": "pull_request:5745", "accept": false, - "reason": "Korean docs formatting cleanup is unrelated to a ConsistencyDecoderVAE doc-type correction." + "reason": "Korean docs formatting cleanup vs ConsistencyDecoder doc type fix; different doc pages and distinct fixes." }, { "left": "pull_request:5236", "right": "pull_request:7015", "accept": false, - "reason": "These are separate documentation fixes with different targets and no shared underlying bug." + "reason": "Korean docs formatting cleanup vs single-file loader doc/example adjustments; not the same underlying change." }, { "left": "pull_request:5286", "right": "pull_request:5844", "accept": false, - "reason": "Japanese docs scaffolding and a custom-pipeline reference example are different documentation additions." + "reason": "Japanese docs page creation vs adding a Japanese SDXL reference example; related language area but different deliverables." }, { "left": "pull_request:5407", "right": "pull_request:7096", "accept": false, - "reason": "Mixed-precision training-example fixes and ControlNet training enhancements are separate example changes." + "reason": "Mixed-precision unconditional training fix vs ControlNet training enhancements; different training scripts and bugs." }, { "left": "pull_request:5478", "right": "pull_request:5844", "accept": false, - "reason": "Japanese docs workflow/content updates are unrelated to adding a custom-pipeline reference example." + "reason": "Japanese docs workflow/page setup vs adding a Japanese SDXL reference in English docs; not duplicates." }, { "left": "pull_request:5695", "right": "pull_request:6215", "accept": false, - "reason": "Same file, but different issues: mask-feature logic in the pipeline versus deterministic test initialization and expected outputs." + "reason": "PixArt mask-feature condition fix vs PixArt test initialization stabilization; one is a runtime bug, the other a test adjustment." }, { "left": "pull_request:5697", "right": "pull_request:6009", "accept": false, - "reason": "PEFT+xformers attention scaling and TensorRT super-args are different concrete bugs." + "reason": "PEFT/xFormers attention processor bugfix vs TensorRT constructor argument fix; unrelated code paths." }, { "left": "pull_request:5744", "right": "pull_request:6330", "accept": false, - "reason": "API pipeline typo cleanup is not the same change as the SVD video-rendering doc fix." + "reason": "API docs typo cleanup vs SVD documentation rendering/content fix; both docs, but not the same change." }, { "left": "pull_request:5828", "right": "pull_request:6680", "accept": false, - "reason": "A VAE test annotation change and a DPM-related slow-test fix are unrelated test maintenance." + "reason": "Memory test annotation fix vs DPM-related slow test failure adjustments; different tests and problems." }, { "left": "pull_request:5828", "right": "pull_request:7335", "accept": false, - "reason": "The VAE memory test tweak is unrelated to the ControlNet SDXL config test." + "reason": "Memory test annotation fix vs controlnet SDXL config test fix; unrelated test maintenance." }, { "left": "pull_request:5831", "right": "pull_request:6339", "accept": false, - "reason": "A toctree title fix and an AnimateDiff docs example update are different documentation edits." + "reason": "Docs title fix in toctree vs AnimateDiff docs update; different documentation changes." }, { "left": "pull_request:591", "right": "pull_request:827", "accept": false, - "reason": "Both involve Flax/PT utilities, but one switches the safety checker to FlaxPreTrainedModel while the other aligns PT and Flax checkpoint loading; these are not the same fix." + "reason": "Flax safety checker save/load refactor vs broader PT/Flax API alignment; related framework area but not the same concrete change." }, { "left": "pull_request:6021", "right": "pull_request:7916", "accept": false, - "reason": "Dreambooth LoRA variant support and Ascend NPU support for SDXL training are distinct feature additions." + "reason": "DreamBooth LoRA SDXL variant argument vs Ascend NPU support for SDXL training; different features." }, { "left": "pull_request:6140", "right": "pull_request:6847", "accept": false, - "reason": "IP-Adapter API docs and IP-Adapter attention masking are related but not the same underlying change; one is documentation only." + "reason": "IP-Adapter API doc page vs IP-Adapter attention masking feature; docs and feature are related but not the same PR-worthy fix." }, { "left": "pull_request:6140", "right": "pull_request:6941", "accept": false, - "reason": "A docs page for IP-Adapter loaders is not the same code-path change as adding IP-Adapter support to ControlNet inpaint." - }, - { - "left": "pull_request:62", - "right": "pull_request:848", - "accept": false, - "reason": "These fix different pipelines in different frameworks: latent diffusion uncond decode behavior vs Flax width/height latent shape handling." - }, - { - "left": "pull_request:6205", - "right": "pull_request:6314", - "accept": false, - "reason": "They are separate documentation link fixes in the same training guide, but they address different URLs and text." + "reason": "IP-Adapter API doc page vs SDXL ControlNet Inpaint IP-Adapter support; documentation and implementation are distinct." } ] }, @@ -137044,21 +137109,24 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 101, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:62", + "pull_request:6205", "pull_request:6209", "pull_request:6244", "pull_request:626", "pull_request:6276", "pull_request:6293", + "pull_request:6314", "pull_request:6339", "pull_request:6669", "pull_request:6754", @@ -137084,8 +137152,6 @@ "pull_request:7302", "pull_request:7319", "pull_request:7360", - "pull_request:7384", - "pull_request:7425", "pull_request:7564", "pull_request:7746", "pull_request:7747", @@ -137093,17 +137159,18 @@ "pull_request:7780", "pull_request:8422", "pull_request:8427", + "pull_request:848", "pull_request:8491", "pull_request:8630", "pull_request:8675", - "pull_request:8737", "pull_request:8775", - "pull_request:8851", "pull_request:8882", "pull_request:8896", "pull_request:9015" ], "soft_pairs": [ + "pull_request:62|pull_request:848", + "pull_request:6205|pull_request:6314", "pull_request:6209|pull_request:7746", "pull_request:6244|pull_request:6847", "pull_request:6244|pull_request:6941", @@ -137134,272 +137201,234 @@ "pull_request:7206|pull_request:8630", "pull_request:7226|pull_request:7780", "pull_request:7259|pull_request:7360", - "pull_request:7272|pull_request:7302", - "pull_request:7384|pull_request:8851", - "pull_request:7425|pull_request:8737" + "pull_request:7272|pull_request:7302" ], - "prepared_review_unit_hash": "7c82c143d281838ddd372d31bba18caa58a69968cc1e322f2e8ec7e04e7afa96", + "prepared_review_unit_hash": "6d7716a3231a17b45b75ad8e1fc18537b28eb598f5c6c80c00de69d969c96474", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 98336, - "estimated_input_tokens": 24584, - "estimated_eval_tokens": 49424 + "serialized_chars": 96659, + "estimated_input_tokens": 24165, + "estimated_eval_tokens": 48586 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab-bag of unrelated docs, tests, and small maintenance PRs. I found no true duplicate pair; the only overlaps are broad subsystem/topic matches (e.g. IP-Adapter, VAE, EDM) that do not look mergeable into one concrete change.", - "confidence": 0.94, + "summary": "This cluster is highly heterogeneous: mostly unrelated docs, tests, import/path refactors, and independent feature or bugfix PRs. I do not see any safe duplicate/merge pairs among the soft edges.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: the items span unrelated changes, and the closest topical overlaps are still different features, docs, or tests rather than the same underlying fix.", + "canonical_pr_reason": "No single PR is canonical here; the items do not share one underlying bug or change, so any representative PR would be arbitrary.", "best_issue_reason": null, - "best_pr_reason": "PR 6847 is the strongest standalone change in the set: it is a substantial, well-scoped feature addition with an explicit target and multiple code/test/doc updates, so it is the best representative PR if one must be chosen.", + "best_pr_reason": "No global best PR: the set spans unrelated changes across docs, tests, pipelines, loaders, and utilities, so none is a meaningful duplicate anchor.", "soft_edge_verdicts": [ + { + "left": "pull_request:62", + "right": "pull_request:848", + "accept": false, + "reason": "Unrelated fixes: latent diffusion pipeline cleanup vs Flax stable diffusion width/height handling." + }, + { + "left": "pull_request:6205", + "right": "pull_request:6314", + "accept": false, + "reason": "Both touch T2I-Adapter docs, but they fix different links in different parts of the page." + }, { "left": "pull_request:6209", "right": "pull_request:7746", "accept": false, - "reason": "Unrelated README example fix vs a VAE consistency-decoder test fix; different code paths and purposes." + "reason": "Example README test-script docs vs VAE test consistency are unrelated." }, { "left": "pull_request:6244", "right": "pull_request:6847", "accept": false, - "reason": "Both involve IP-Adapter, but one is a refactor and the other adds attention masking; not the same concrete change." + "reason": "IP-Adapter/gligen refactor is not the same change as attention masking support." }, { "left": "pull_request:6244", "right": "pull_request:6941", "accept": false, - "reason": "Shared IP-Adapter theme only; gligen/ip-adapter refactor is not the same as SDXL ControlNet inpaint IP-Adapter support." + "reason": "Different IP-Adapter-related code paths: refactor vs SDXL ControlNet inpaint support." }, { "left": "pull_request:626", "right": "pull_request:715", "accept": false, - "reason": "Different bug classes: ONNX typing fix vs guarding utils imports when PyTorch is absent." + "reason": "ONNX typing fix and PyTorch-import guard are separate compatibility fixes." }, { "left": "pull_request:6276", "right": "pull_request:8427", "accept": false, - "reason": "Community pipeline README/code vs a workflow debug print; no shared underlying bug or feature." + "reason": "Community pipeline feature PR vs GitHub Actions workflow debug print are unrelated." }, { "left": "pull_request:6293", "right": "pull_request:6847", "accept": false, - "reason": "One adds IP-Adapter support to a ControlNet pipeline, the other adds masking behavior; related area but distinct changes." + "reason": "SDXL ControlNet img2img IP-Adapter support is a different pipeline from masking docs/impl." }, { "left": "pull_request:6293", "right": "pull_request:6941", "accept": false, - "reason": "Both add IP-Adapter support, but to different SDXL ControlNet pipelines and with different integration work." + "reason": "These are different ControlNet pipelines and different IP-Adapter integrations." }, { "left": "pull_request:6339", "right": "pull_request:7779", "accept": false, - "reason": "Animatediff docs vs AutoPipeline docstring cleanup; unrelated docs changes." + "reason": "AnimateDiff docs fix vs AutoPipeline docstring fix are unrelated." }, { "left": "pull_request:6669", "right": "pull_request:8775", "accept": false, - "reason": "README statistics update vs a Colab link correction; unrelated documentation fixes." + "reason": "README stats updates and Colab-link updates are separate documentation edits." }, { "left": "pull_request:6754", "right": "pull_request:8882", "accept": false, - "reason": "Diffusion DPO loss fix and an IP-Adapter docstring typo are unrelated." + "reason": "Diffusion-DPO loss correction is unrelated to IP-Adapter loader doc text." }, { "left": "pull_request:6754", "right": "pull_request:8896", "accept": false, - "reason": "Diffusion DPO training math vs single-file config helper plumbing; different code paths." + "reason": "Training-loss fix and single-file utility config plumbing are unrelated." }, { "left": "pull_request:6762", "right": "pull_request:8422", "accept": false, - "reason": "A flaky Kandinsky test adjustment is not the same as adding subfolder-loading test coverage." + "reason": "Kandinsky test flakiness tweak is unrelated to subfolder-loading test coverage." }, { "left": "pull_request:6765", "right": "pull_request:8882", "accept": false, - "reason": "Cache-path handling in hub utils is unrelated to an IP-Adapter docstring correction." + "reason": "Hub cache path normalization is not the same as an IP-Adapter loader doc fix." }, { "left": "pull_request:6765", "right": "pull_request:8896", "accept": false, - "reason": "Different maintenance fixes in different utilities; not the same bug/change." + "reason": "Hub cache path normalization and single-file utility change are separate path-handling fixes." }, { "left": "pull_request:6766", "right": "pull_request:8882", "accept": false, - "reason": "Constants path handling vs a loader docstring typo; unrelated." + "reason": "Constants path cleanup is unrelated to IP-Adapter docs." }, { "left": "pull_request:6766", "right": "pull_request:8896", "accept": false, - "reason": "Different files and behaviors; one fixes constants path logic, the other single-file utility plumbing." + "reason": "Constants path cleanup and single-file utility change are different code paths." }, { "left": "pull_request:6767", "right": "pull_request:8882", "accept": false, - "reason": "Flax model path handling vs an IP-Adapter loader wording fix; unrelated." + "reason": "Flax model path handling and IP-Adapter loader docs are unrelated." }, { "left": "pull_request:6767", "right": "pull_request:8896", "accept": false, - "reason": "Flax pretrained-path logic is not the same issue as single-file utility argument forwarding." + "reason": "Flax pretrained-path handling is a different fix from controlnet single-file utility changes." }, { "left": "pull_request:6768", "right": "pull_request:8882", "accept": false, - "reason": "Configuration save/load path handling vs an IP-Adapter docstring typo; different changes." + "reason": "Configuration-utils path normalization is unrelated to IP-Adapter loader docs." }, { "left": "pull_request:6768", "right": "pull_request:8896", "accept": false, - "reason": "Configuration utility path fixes and single-file utility fixes are separate maintenance work." + "reason": "Configuration-utils path handling and single-file utility changes are separate issues." }, { "left": "pull_request:6796", "right": "pull_request:8491", "accept": false, - "reason": "Torchvision import guard vs a model import-path correction; unrelated fixes." + "reason": "Torchvision import guard and DualTransformer2D import path fix are unrelated." }, { "left": "pull_request:6808", "right": "pull_request:7746", "accept": false, - "reason": "MPS test-collection helper fix vs a VAE decode test dtype fix; different problems." + "reason": "MPS test-collection fix and VAE test dtype fix are different test issues." }, { "left": "pull_request:6837", "right": "pull_request:8675", "accept": false, - "reason": "I2VGen docs import ordering vs a fast-diffusion note; unrelated documentation updates." - }, - { - "left": "pull_request:6847", - "right": "pull_request:8422", - "accept": false, - "reason": "IP-Adapter masking feature work vs subfolder-loading test coverage; not the same underlying change." + "reason": "I2VGenXL docs deps and fast diffusion benchmark note are unrelated documentation changes." }, { "left": "pull_request:6871", "right": "pull_request:7747", "accept": false, - "reason": "VAE slicing/tiling feature additions in pipelines vs a common VAE tiling test assertion fix; related topic but different changes." - }, - { - "left": "pull_request:6941", - "right": "pull_request:7564", - "accept": false, - "reason": "SDXL ControlNet inpaint IP-Adapter support vs broad test fixes; no duplicate code-path." + "reason": "Adding VAE slicing methods is not the same as fixing the VAE tiling test assertion." }, { "left": "pull_request:6962", "right": "pull_request:7564", "accept": false, - "reason": "PixArt slow test stabilization vs generic test cleanup; not the same fix." + "reason": "PixArt slow-test adjustments and assorted pipeline test fixes do not target the same bug." }, { "left": "pull_request:7015", "right": "pull_request:9015", "accept": false, - "reason": "SDXL single-file doc example fixes vs PIA example doc fixes; unrelated examples." + "reason": "SDXL single-file docs and PIA example docs are different examples and fixes." }, { "left": "pull_request:7120", "right": "pull_request:7319", "accept": false, - "reason": "Scheduler implementation PR vs docs-only scheduler entries; same theme but not the same change." + "reason": "EDM scheduler implementation and EDM scheduler docs are separate changes, not one bugfix." }, { "left": "pull_request:7206", "right": "pull_request:8630", "accept": false, - "reason": "Training-script tags update vs SD3 DreamBooth LoRA text-encoder training; unrelated training changes." + "reason": "Training-script tagging cleanup is unrelated to SD3 DreamBooth LoRA text-encoder support." }, { "left": "pull_request:7226", "right": "pull_request:7780", "accept": false, - "reason": "IP-Adapter API docs addition vs masking/face-id docs update; same broad area, different content and purpose." + "reason": "IP-Adapter API/docs expansion is different from later masking/face-id documentation edits." }, { "left": "pull_request:7259", "right": "pull_request:7360", "accept": false, - "reason": "TCD intro docs vs TCD scheduler docstring cleanup; both about TCD, but not the same concrete patch." + "reason": "TCD intro docs and TCD scheduler doc comments/types are different documentation tasks." }, { "left": "pull_request:7272", "right": "pull_request:7302", "accept": false, - "reason": "Custom-diffusion/PEFT loader issue vs a training gradient-setting bug; separate problems." - }, - { - "left": "pull_request:7384", - "right": "pull_request:8851", - "accept": false, - "reason": "AnimateDiff FreeInit docs vs AuraFlow docs; unrelated documentation additions." - }, - { - "left": "pull_request:7425", - "right": "pull_request:8737", - "accept": false, - "reason": "PEFT inference docs fix vs a large dependency/workflow PR; no shared underlying change." - }, - { - "left": "pull_request:7564", - "right": "pull_request:9015", - "accept": false, - "reason": "General test fixes in animatediff/pipelines vs a PIA docs example update; unrelated." - }, - { - "left": "pull_request:7746", - "right": "pull_request:7747", - "accept": false, - "reason": "Both are VAE-related tests, but one targets consistency decoding and the other VAE tiling; distinct failures." - }, - { - "left": "pull_request:7779", - "right": "pull_request:8422", - "accept": false, - "reason": "AutoPipeline docstring cleanup vs subfolder-loading tests; unrelated." - }, - { - "left": "pull_request:7780", - "right": "pull_request:7226", - "accept": false, - "reason": "Update to IP-Adapter masking/face-id example docs vs API docs for image embedding; overlapping topic but not the same patch." + "reason": "Custom Diffusion PEFT loader bug and text-encoder gradient bug are distinct fixes." } ] }, @@ -137413,23 +137442,21 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 102, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:12006", "pull_request:12086", "pull_request:12387", "pull_request:12909", - "pull_request:6868", - "pull_request:6946", - "pull_request:7189", + "pull_request:7384", "pull_request:7425", "pull_request:7464", "pull_request:7530", @@ -137446,15 +137473,16 @@ "pull_request:8497", "pull_request:8498", "pull_request:8720", + "pull_request:8737", "pull_request:8836", "pull_request:8838", "pull_request:8845", + "pull_request:8851", "pull_request:8946", "pull_request:8951", "pull_request:8984", "pull_request:9008", "pull_request:9066", - "pull_request:9073", "pull_request:9077", "pull_request:9100", "pull_request:9107", @@ -137473,6 +137501,8 @@ "pull_request:9765" ], "soft_pairs": [ + "pull_request:7384|pull_request:8851", + "pull_request:7425|pull_request:8737", "pull_request:7425|pull_request:9066", "pull_request:7464|pull_request:8498", "pull_request:7530|pull_request:8946", @@ -137499,212 +137529,210 @@ "pull_request:9408|pull_request:9658", "pull_request:948|pull_request:972", "pull_request:12086|pull_request:12387", - "pull_request:12006|pull_request:12909", - "pull_request:6946|pull_request:9073", - "pull_request:6868|pull_request:7189" + "pull_request:12006|pull_request:12909" ], - "prepared_review_unit_hash": "023b5f53d48f038a371376c830d2ae572eee676edc17e4323899bd99044ff9ea", + "prepared_review_unit_hash": "90756c137c34d066f0977bdaa51e97fdfc07a44657a626db56e8485d09bc1266", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 99206, - "estimated_input_tokens": 24802, - "estimated_eval_tokens": 49860 + "serialized_chars": 93898, + "estimated_input_tokens": 23475, + "estimated_eval_tokens": 47206 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab-bag of unrelated small fixes, docs edits, and feature PRs; no soft pair looks like a true duplicate/same change. I\u2019d treat the Flux ControlNet feature PR as the best representative of the set.", - "confidence": 0.84, + "summary": "The cluster is highly heterogeneous: it mixes docs-only edits, test-only fixes, workflow tweaks, and several unrelated model/pipeline feature PRs across different subsystems. I do not see any pair that safely looks like the same underlying bug or change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 9408 is the strongest representative: it is a substantial, self-contained feature with explicit issue linkage, coherent scope, and tests/docs across the Flux ControlNet stack.", + "canonical_pr_reason": "No single PR is a safe canonical for this cluster; the items span unrelated topics and code paths rather than one duplicated fix or feature.", "best_issue_reason": null, - "best_pr_reason": "PR 9408 is the best global representative because it has the clearest end-to-end change set and broader impact than the many typo/docs/test-only PRs.", + "best_pr_reason": "PR 9408 is the strongest standalone change in scope and quality (explicit issue target, substantial implementation, and tests), but it is not a good canonical anchor for the whole cluster.", "soft_edge_verdicts": [ + { + "left": "pull_request:7384", + "right": "pull_request:8851", + "accept": false, + "reason": "Both are docs PRs, but they touch different pages/features (FreeInit outputs vs AuraFlow docs) and are not the same change." + }, + { + "left": "pull_request:7425", + "right": "pull_request:8737", + "accept": false, + "reason": "A small docs output-image fix is unrelated to a broad workflow/benchmark cleanup PR." + }, { "left": "pull_request:7425", "right": "pull_request:9066", "accept": false, - "reason": "Both are docs tweaks, but they fix different content in different places; not the same underlying change." + "reason": "Different documentation topics and files; no shared bug or duplicated change." }, { "left": "pull_request:7464", "right": "pull_request:8498", "accept": false, - "reason": "One fixes an example import path, the other a docstring typo; unrelated changes." + "reason": "One fixes an example import path, the other fixes a doc typo; unrelated changes." }, { "left": "pull_request:7530", "right": "pull_request:8946", "accept": false, - "reason": "Autocast behavior in training scripts versus a cached-download test expectation; different bugs." + "reason": "A training autocast bugfix is not the same as a test assertion adjustment." }, { "left": "pull_request:7627", "right": "pull_request:8720", "accept": false, - "reason": "Playground img2img latents handling versus slow-test precision updates; not the same issue." + "reason": "Both affect img2img/testing around latents, but one fixes pipeline latent handling while the other updates precision-sensitive test expectations." }, { "left": "pull_request:7719", "right": "pull_request:7918", "accept": false, - "reason": "CI secret wiring and a Flax attention reshape fix are unrelated." + "reason": "Workflow secret wiring and a Flax attention reshape fix are unrelated code paths." }, { "left": "pull_request:7746", "right": "pull_request:9627", "accept": false, - "reason": "A VAE dtype test fix versus a LoRA warning test change; different test failures." + "reason": "A VAE test dtype fix and a LoRA warning-capture test change are different test issues." }, { "left": "pull_request:7746", "right": "pull_request:9683", "accept": false, - "reason": "Consistency decoder test dtype versus CogVideoX test renaming/unskip; unrelated." + "reason": "A VAE test dtype fix and a CogVideoX integration test rename/unskip are unrelated." }, { "left": "pull_request:7827", "right": "pull_request:9765", "accept": false, - "reason": "Docstring CPU-offload example fix versus SD3 pipeline docstring wording; different edits." + "reason": "Docstring CPU-offload wording and SD3 pipeline docstring corrections are not the same change." }, { "left": "pull_request:798", "right": "pull_request:948", "accept": false, - "reason": "Two separate docstring typo fixes in different modules." + "reason": "A docstring typo in UNet is unrelated to a DDPM comment typo." }, { "left": "pull_request:8427", "right": "pull_request:9765", "accept": false, - "reason": "Workflow debug logging versus SD3 docs wording; unrelated." + "reason": "A workflow debug-print addition and SD3 docstring fixes are different areas and changes." }, { "left": "pull_request:8470", "right": "pull_request:9553", "accept": false, - "reason": "A README rewrite/update versus a distributed inference docs tip; different documentation changes." + "reason": "A README/project rename update is unrelated to distributed inference documentation." }, { "left": "pull_request:8479", "right": "pull_request:9408", "accept": false, - "reason": "Different features in different controlnet/model areas; sharing __init__.py exports is too broad to merge as duplicates." + "reason": "Both touch export/init surfaces, but they implement different features in different model families (HunyuanDiT controlnet vs Flux ControlNet pipelines)." }, { "left": "pull_request:8481", "right": "pull_request:8836", "accept": false, - "reason": "Error-message clarity in image preprocessing versus a sliced-attention loop bug; not the same underlying bug." + "reason": "An image_processor error-message fix is unrelated to a sliced attention loop bugfix." }, { "left": "pull_request:8497", "right": "pull_request:9107", "accept": false, - "reason": "A spelling fix in a scheduler docstring versus a SD3 loading-hook bug; unrelated." + "reason": "A scheduler spelling fix is not the same as a DreamBooth SD3 loading-hook bugfix." }, { "left": "pull_request:8838", "right": "pull_request:9196", "accept": false, - "reason": "SD3 forward chunking support and PixArt attention-processor defaults are separate feature additions." + "reason": "A transformer SD3 forward-chunking helper and a PixArt attention-processor helper are different model classes and changes." }, { "left": "pull_request:8845", "right": "pull_request:9100", "accept": false, - "reason": "Typos in PAG tests versus a typo in a training script arg help string; different files and issues." + "reason": "Typo fixes in PAG tests and a typo fix in an example argument help string are not the same artifact." }, { "left": "pull_request:8845", "right": "pull_request:9683", "accept": false, - "reason": "PAG test typo fix versus CogVideoX test rename/unskip; unrelated." + "reason": "PAG test typo fixes are unrelated to CogVideoX image-to-video integration test changes." }, { "left": "pull_request:8951", "right": "pull_request:9765", "accept": false, - "reason": "SD3 LoRA text-encoder deletion logic versus SD3 pipeline docstring text; different code paths." + "reason": "A DreamBooth SD3 deletion-condition fix is unrelated to SD3 pipeline docstring corrections." }, { "left": "pull_request:8984", "right": "pull_request:9765", "accept": false, - "reason": "ONNX conversion/pipeline support versus a docstring typo fix; not the same change." + "reason": "An ONNX conversion feature for SD3 is a different change from a pipeline docstring fix." }, { "left": "pull_request:9008", "right": "pull_request:9077", "accept": false, - "reason": "Broad typo/errata cleanup versus a separate typo sweep across unrelated files; too different to dedupe." + "reason": "These are both typo/errata-style PRs, but they target different docs and examples with no shared bug." }, { "left": "pull_request:9008", "right": "pull_request:9739", "accept": false, - "reason": "General errata across many files versus SD3 single-file docs/utils updates; not the same artifact." + "reason": "General typo/errata cleanup is not the same as adding SD3 single-file loading docs and code." }, { "left": "pull_request:9152", "right": "pull_request:9266", "accept": false, - "reason": "Distributed inference docs content versus community projects listing; unrelated." + "reason": "Both are docs, but one is distributed inference guidance and the other is the community projects table." }, { "left": "pull_request:9408", "right": "pull_request:9571", "accept": false, - "reason": "Both are Flux ControlNet-related, but one adds pipelines while the other adds guidance window parameters; different concrete changes." + "reason": "Both are Flux ControlNet-related, but one adds new img2img/inpaint pipelines while the other adds control guidance scheduling to existing pipelines; different code-path problems." }, { "left": "pull_request:9408", "right": "pull_request:9658", "accept": false, - "reason": "Flux ControlNet pipelines versus a community example for distilled Flux ControlNet; not the same underlying code change." + "reason": "A core Flux ControlNet feature PR and a community FLUX distilled ControlNet example are not the same underlying change." }, { "left": "pull_request:948", "right": "pull_request:972", "accept": false, - "reason": "Two separate typo fixes in unrelated files." + "reason": "A DDPM comment typo and a README torch_dtype typo are unrelated docs fixes." }, { "left": "pull_request:12086", "right": "pull_request:12387", "accept": false, - "reason": "Flux modular I2I support versus flash-attention backend support; different subsystems and changes." + "reason": "Flux modular I2I support and flash-attention-kernels backend support are entirely different features." }, { "left": "pull_request:12006", "right": "pull_request:12909", "accept": false, - "reason": "Wan 5B I2V feature work versus a context-parallel bug fix in Wan attention; not the same change." - }, - { - "left": "pull_request:6946", - "right": "pull_request:9073", - "accept": false, - "reason": "IP-Adapter loading performance option versus single-file SparseCtrl loading; unrelated loader work." - }, - { - "left": "pull_request:6868", - "right": "pull_request:7189", - "accept": false, - "reason": "They both touch IP-Adapter image embeds, but one introduces the API and the other fixes plus-version embed handling; not the same concrete bug and not mergeable as one PR." + "reason": "Both involve WAN, but one adds a 5B I2V pipeline and the other fixes WAN 2.1 context-parallel behavior; different versions and code paths." } ] }, @@ -137718,15 +137746,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 103, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10230", "pull_request:10318", @@ -137748,19 +137776,15 @@ "pull_request:2367", "pull_request:2464", "pull_request:2467", - "pull_request:2983", "pull_request:3080", - "pull_request:3127", "pull_request:3299", "pull_request:3339", "pull_request:3652", - "pull_request:3847", "pull_request:4315", "pull_request:4508", "pull_request:4761", "pull_request:4795", "pull_request:4862", - "pull_request:4886", "pull_request:4899", "pull_request:5127", "pull_request:5298", @@ -137768,15 +137792,21 @@ "pull_request:5948", "pull_request:5958", "pull_request:6217", + "pull_request:6868", + "pull_request:6946", + "pull_request:7189", "pull_request:7632", "pull_request:7786", "pull_request:823", "pull_request:826", "pull_request:9061", + "pull_request:9073", "pull_request:9213", "pull_request:9964" ], "soft_pairs": [ + "pull_request:6946|pull_request:9073", + "pull_request:6868|pull_request:7189", "pull_request:9213|pull_request:9964", "pull_request:12416|pull_request:13280", "pull_request:12074|pull_request:12324", @@ -137798,207 +137828,202 @@ "pull_request:12681|pull_request:13042", "pull_request:12782|pull_request:13211", "pull_request:2172|pull_request:3080", - "pull_request:2464|pull_request:3339", - "pull_request:2983|pull_request:3847", - "pull_request:3127|pull_request:4886" + "pull_request:2464|pull_request:3339" ], - "prepared_review_unit_hash": "80b0f186d678e7ae6b8c57d63070b5a5788beca251de47e0f242a256b9944f38", + "prepared_review_unit_hash": "58cf577745bd1d362482e76ea0c3bbc7518db968da1ea13cdcd5efd42e311308", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 96995, - "estimated_input_tokens": 24249, - "estimated_eval_tokens": 48754 + "serialized_chars": 101725, + "estimated_input_tokens": 25432, + "estimated_eval_tokens": 51120 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: quantization, LoRA, checkpointing, ControlNet, QwenImage, Wan, and docs/test changes are separate. Only the LoRA Conv2d torch.compile fixes (4315/5298) look like the same underlying bug; the rest should stay separate.", - "confidence": 0.91, + "summary": "This cluster is highly heterogeneous: mostly unrelated documentation, test, LoRA, quantization, and pipeline fixes across different subsystems. I do not see a true duplicate group here, so all soft-edge candidates should be rejected.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for the whole cluster: it mixes unrelated features and fixes; only PRs 4315 and 5298 form a true duplicate-like subcluster.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No global best PR for the cluster as a whole; if a representative is needed for the only genuine duplicate subcluster, PR 5298 is the broader LoRA-conv torch.compile follow-up.", + "best_pr_reason": "No single PR is a strong canonical representative; the items span unrelated changes, and the soft links are only loose topical similarity rather than the same underlying bug or feature.", "soft_edge_verdicts": [ + { + "left": "pull_request:6946", + "right": "pull_request:9073", + "accept": false, + "reason": "Different features: IP-Adapter low_cpu_mem_usage support vs SparseControlNet single-file loading." + }, + { + "left": "pull_request:6868", + "right": "pull_request:7189", + "accept": false, + "reason": "Both touch adapter/embed plumbing, but they fix different problems and code paths; not the same concrete bug." + }, { "left": "pull_request:9213", "right": "pull_request:9964", "accept": false, - "reason": "Same broad quantization area, but different backends and changes: bitsandbytes support vs GGUF support. Not the same underlying PR." + "reason": "Different quantization backends and goals: bitsandbytes support vs GGUF single-file support." }, { "left": "pull_request:12416", "right": "pull_request:13280", "accept": false, - "reason": "Completely different changes: QwenImage Edit Plus modular pipeline support vs FlashAttention-4 support." + "reason": "Unrelated subsystems: QwenImage Edit Plus modular support vs FlashAttention-4 backend support." }, { "left": "pull_request:12074", "right": "pull_request:12324", "accept": false, - "reason": "Both involve Wan, but one adds second-transformer LoRA loading and the other adds Wan2.2 VACE conversion/support. Different code paths and deliverables." + "reason": "Wan LoRA second-transformer loading is distinct from the Wan2.2 VACE conversion/model support PR." }, { "left": "pull_request:2367", "right": "pull_request:3652", "accept": false, - "reason": "Both touch checkpointing, but one adds a checkpoint limit option while the other refactors checkpoint naming. Different behavior and scope." + "reason": "Both involve checkpointing, but one adds a total-limit option while the other refactors checkpoint naming/layout." }, { "left": "pull_request:7632", "right": "pull_request:9061", "accept": false, - "reason": "Distinct bugs: DreamBooth VAE loading vs sharded checkpoint loading with variants." + "reason": "DreamBooth VAE path fix is unrelated to sharded checkpoint loading with variants." }, { "left": "pull_request:2467", "right": "pull_request:823", "accept": false, - "reason": "Both are pipeline-related API fixes, but one adds latent output type support and the other fixes negative-prompt type handling. Not the same bug." + "reason": "Latent output type support is unrelated to the negative-prompt type mismatch fix." }, { "left": "pull_request:3299", "right": "pull_request:4761", "accept": false, - "reason": "Unrelated: LoRA docs/example sync vs PaintByExample image encoder config fix." + "reason": "Different areas: LoRA training docs/example cleanup vs Paint-by-Example image encoder fix." }, { "left": "pull_request:4315", "right": "pull_request:5298", - "accept": true, - "reason": "Same LoRAConv2d torch.compile graph-break bug in the same file/class; each patch fixes a different branch of the same code path and could plausibly be merged together." + "accept": false, + "reason": "Both are LoRA compile-related, but they address different conv forward paths and are not the same bug." }, { "left": "pull_request:4508", "right": "pull_request:5948", "accept": false, - "reason": "Both touch pipeline_utils, but one fixes use_onnx forwarding and the other adjusts variant warning logic. Different issues." + "reason": "from_pretrained use_onnx plumbing is unrelated to the deprecated-variant warning condition." }, { "left": "pull_request:4795", "right": "pull_request:4862", "accept": false, - "reason": "Both are ControlNet-related, but one fixes torch.compile behavior in ControlNet and the other fixes MultiControlNet image sizing in SDXL img2img. Different problems." + "reason": "ControlNet torch.compile fix vs MultiControlNet image-shape handling are different issues." }, { "left": "pull_request:5738", "right": "pull_request:5958", "accept": false, - "reason": "Same LoRA subsystem, but one adds delete-adapter support while the other adds load_lora support/refactor. Not the same concrete change." + "reason": "LoRA delete-adapter feature and load_lora support refactor are distinct changes." }, { "left": "pull_request:6217", "right": "pull_request:7786", "accept": false, - "reason": "Same Stable Video Diffusion area, but one fixes VAE torch.compile inspection and the other fixes num_videos_per_prompt latent duplication. Different bugs." + "reason": "Stable Video Diffusion VAE compile fix vs num_videos_per_prompt behavior fix are different bugs." }, { "left": "pull_request:823", "right": "pull_request:826", "accept": false, - "reason": "Different training/runtime bugs: prompt type mismatch in pipelines vs fp16 DreamBooth loss typing." + "reason": "Negative-prompt type checking and DreamBooth fp16 loss casting are unrelated." }, { "left": "pull_request:4899", "right": "pull_request:5127", "accept": false, - "reason": "Both are broad core changes, but one is ControlNet LoRA support and the other is multi-adapter support for SDXL AdapterPipeline. Not duplicates." + "reason": "ControlNet LoRA support and MultiAdapter support are different feature additions." }, { "left": "pull_request:10230", "right": "pull_request:10544", "accept": false, - "reason": "Docs-only changes in the LoRA/optimization area, but they document different topics: loader mixins vs ParaAttention optimization." + "reason": "Different docs additions for different topics; not the same underlying change." }, { "left": "pull_request:10318", "right": "pull_request:11595", "accept": false, - "reason": "Tests around LoRA/Flux vs a LoRA loading fix for Flux. Related subsystem, but not the same underlying change." + "reason": "Both are Flux LoRA-related, but one adds tests and the other fixes a loader bug; not the same concrete change." }, { "left": "pull_request:11479", "right": "pull_request:12451", "accept": false, - "reason": "Only a documentation naming update for Intel Gaudi vs a doc-builder Dockerfile dependency update. Unrelated." + "reason": "Intel Gaudi doc update vs doc-builder Dockerfile dependency changes are unrelated." }, { "left": "pull_request:11843", "right": "pull_request:12541", "accept": false, - "reason": "Both Wan LoRA-related, but one is test coverage for exclude_modules and the other is a conversion fix for latest few-step Wan LoRA. Different code paths." + "reason": "Wan VACE exclude_modules tests are unrelated to the latest few-step Wan LoRA conversion fix." }, { "left": "pull_request:12681", "right": "pull_request:13042", "accept": false, - "reason": "Different CI/test fixes: one adjusts CPU pipeline tests, the other fixes QwenImage prompt isolation tests." + "reason": "Different test fixes in different subsystems; no shared underlying bug." }, { "left": "pull_request:12782", "right": "pull_request:13211", "accept": false, - "reason": "Unrelated test/bug fixes in different areas: HunyuanVideo offloading tests vs group-offloading logic." + "reason": "HunyuanVideo offloading tests and group-offloading runtime fix are not the same artifact." }, { "left": "pull_request:2172", "right": "pull_request:3080", "accept": false, - "reason": "Both are examples/training or pipeline utility changes, but one is validation in multi-GPU LoRA training and the other is pipeline save-pretrained behavior. Not duplicates." + "reason": "Validation-in-multi-GPU and save_pretrained None-handling are unrelated." }, { "left": "pull_request:2464", "right": "pull_request:3339", "accept": false, - "reason": "Different topics: removing xformers training code from a LoRA example vs pinning urllib3 in setup.py." - }, - { - "left": "pull_request:2983", - "right": "pull_request:3847", - "accept": false, - "reason": "Docs/install guidance vs dependency-check workflow and soft-dependency tests. Different change sets." - }, - { - "left": "pull_request:3127", - "right": "pull_request:4886", - "accept": false, - "reason": "Different safety/image-processing fixes in different pipelines; not the same underlying bug." + "reason": "Training-script xformers cleanup vs urllib3 pinning are unrelated maintenance changes." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The rejected soft pairs are well-justified as different features or fixes, and the single accepted pair (4315/5298) is plausibly the same LoRA-conv torch.compile issue in the same file. No overstatement stands out." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 104, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10261", "pull_request:10366", @@ -138012,22 +138037,22 @@ "pull_request:1527", "pull_request:192", "pull_request:2915", + "pull_request:2983", + "pull_request:3127", "pull_request:3316", "pull_request:3707", + "pull_request:3847", "pull_request:3850", "pull_request:4083", "pull_request:4098", "pull_request:4845", + "pull_request:4886", "pull_request:4989", "pull_request:4999", "pull_request:5010", - "pull_request:5030", "pull_request:5093", "pull_request:5477", "pull_request:5559", - "pull_request:5702", - "pull_request:6009", - "pull_request:6099", "pull_request:6346", "pull_request:6355", "pull_request:6787", @@ -138049,6 +138074,8 @@ "pull_request:9542" ], "soft_pairs": [ + "pull_request:2983|pull_request:3847", + "pull_request:3127|pull_request:4886", "pull_request:6346|pull_request:7096", "pull_request:6864|pull_request:7328", "pull_request:7103|pull_request:7156", @@ -138070,182 +138097,180 @@ "pull_request:2915|pull_request:5093", "pull_request:3316|pull_request:3707", "pull_request:3850|pull_request:4845", - "pull_request:4989|pull_request:4999", - "pull_request:5030|pull_request:5702", - "pull_request:6009|pull_request:6099" + "pull_request:4989|pull_request:4999" ], - "prepared_review_unit_hash": "31e0bbe9b90e3d4b9690b1318ed9dd7029095ca15d35a9886dc8bd6bddc39fb8", + "prepared_review_unit_hash": "dc544295298a335045f60b76e828c05ea2af90425b409bc0a7e154a79e46001f", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 97651, - "estimated_input_tokens": 24413, - "estimated_eval_tokens": 49082 + "serialized_chars": 97728, + "estimated_input_tokens": 24432, + "estimated_eval_tokens": 49120 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "None of the soft-edge pairs look like true duplicates; they mostly share a broad subsystem or test/docs theme but target different concrete bugs or features. The strongest standalone PR in the set is the Flux IP-Adapter support change, which is broad, merged, and explicitly tied to issues.", - "confidence": 0.94, + "summary": "This cluster is mostly a grab bag of unrelated PRs; the soft-similarity pairs share broad subsystems or testing/doc themes, but they are not the same concrete bug or change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #10261 (Support Flux IP Adapter) is the most substantial and central change here: it introduces the core feature, touches the main codepaths, is merged, and has explicit issue links.", + "canonical_pr_reason": "PR 10261 is the strongest representative: it\u2019s a broad, central Flux IP-Adapter feature with multiple codepaths touched and explicit issue links, unlike the others which are smaller or more isolated.", "best_issue_reason": null, - "best_pr_reason": "PR #10261 is the best overall representative of the cluster because it is the broadest, most complete feature PR; the others are narrower follow-ups or unrelated fixes.", + "best_pr_reason": "PR 10261 is the best overall PR candidate for the cluster because it is the most substantial cross-cutting change and has the clearest linkage to tracked work.", "soft_edge_verdicts": [ + { + "left": "pull_request:2983", + "right": "pull_request:3847", + "accept": false, + "reason": "One is documentation for installing test dependencies; the other adds a dependency-check test workflow and related files. Related area, but different change." + }, + { + "left": "pull_request:3127", + "right": "pull_request:4886", + "accept": false, + "reason": "Both touch safety checker behavior, but one fixes img2img processing and the other fixes upscale pipeline postprocessing. Different code paths." + }, { "left": "pull_request:6346", "right": "pull_request:7096", "accept": false, - "reason": "Both are example/training-related, but one is an LCM LoRA follow-up and the other is ControlNet training script enhancements; different codepaths and goals." + "reason": "PR 6346 is a training-example follow-up for LoRA state dict handling; PR 7096 is ControlNet training README/script enhancements. Not the same bug or feature." }, { "left": "pull_request:6864", "right": "pull_request:7328", "accept": false, - "reason": "One adds a torch.compile note to docs, the other changes a PyPI publish workflow; unrelated artifacts and changes." + "reason": "One adds docs for torch.compile with PEFT; the other changes PyPI publish dependencies. Same general tooling space, but unrelated changes." }, { "left": "pull_request:7103", "right": "pull_request:7156", "accept": false, - "reason": "ControlNet input validation bugfix vs stale-bot label normalization; completely different subsystems." + "reason": "ControlNet image validation fix vs stalebot label normalization. No shared underlying bug." }, { "left": "pull_request:7246", "right": "pull_request:7458", "accept": false, - "reason": "One fixes VAE tiling test device handling, the other skips dynamo tests on Python 3.12; not the same underlying issue." + "reason": "VAE tiling test device fix and Python 3.12 dynamo test skipping are unrelated test-maintenance changes." }, { "left": "pull_request:7932", "right": "pull_request:8797", "accept": false, - "reason": "Both are tests-only changes, but one fixes LoRA expected values while the other adjusts sharding test seeding/inputs; different failures." + "reason": "Both are test adjustments, but one updates LoRA expected values and the other changes sharded checkpoint test behavior. Different problems." }, { "left": "pull_request:5477", "right": "pull_request:5559", "accept": false, - "reason": "One adds a community pipeline script, the other adds a core Img2Img pipeline; related topic, but not the same concrete change." + "reason": "Both concern latent consistency img2img, but one adds a community pipeline and the other adds the official pipeline implementation. Not the same PR-worthy change." }, { "left": "pull_request:5010", "right": "pull_request:6787", "accept": false, - "reason": "Gligen text-image export fix and Marigold input-range fix are unrelated changes." + "reason": "Gligen export/API fix vs Marigold input normalization bug; no common underlying code issue." }, { "left": "pull_request:6355", "right": "pull_request:7613", "accept": false, - "reason": "Both touch advanced training/model-card code, but they address different scripts and different fixes." + "reason": "Widget-format cleanup for one advanced training script vs broader model-card standardization. Different scope and behavior." }, { "left": "pull_request:6828", "right": "pull_request:7820", "accept": false, - "reason": "Both involve IP-Adapter support, but one fixes UNetMotionModel internals and the other adds InstructPix2Pix integration; not mergeable as one PR." + "reason": "Both mention IP-Adapter, but they fix different model/pipeline integrations: UNetMotionModel internals vs InstructPix2Pix pipeline wiring." }, { "left": "pull_request:4083", "right": "pull_request:4098", "accept": false, - "reason": "SDXL low-precision VAE support and SDXL inpainting are distinct features, even if they share some model files." + "reason": "Low-precision VAE support for SDXL is unrelated to adding SDXL inpainting support, even though both touch SDXL pipelines." }, { "left": "pull_request:9175", "right": "pull_request:9542", "accept": false, - "reason": "Union ControlNet support for Flux and Kohya Flux LoRA conversion are separate feature additions." + "reason": "Flux Union ControlNet support and Flux LoRA text-encoder support are separate features for different mechanisms." }, { "left": "pull_request:12024", "right": "pull_request:12041", "accept": false, - "reason": "Wan2.2 pipeline follow-up vs VAE patchify fix; different codepaths and bugs." + "reason": "Wan follow-up changes and VAE patchify fixes are distinct code-path fixes, not one underlying bug." }, { "left": "pull_request:7016", "right": "pull_request:8901", "accept": false, - "reason": "Both are IP-Adapter-related, but one refactors generic embed preparation while the other adds Kolors support; not the same change." + "reason": "IP-Adapter embed refactor across many pipelines vs adding Kolors IP-Adapter support. Same subsystem, but clearly different feature work." }, { "left": "pull_request:10261", "right": "pull_request:10717", "accept": false, - "reason": "#10717 is a follow-up to extend Flux IP-Adapter support to Img2Img pipelines, not a duplicate of the base feature PR." + "reason": "Both are Flux IP-Adapter work, but 10261 adds core support while 10717 extends img2img/control pipelines. Adjacent, not the same concrete change." }, { "left": "pull_request:10366", "right": "pull_request:11756", "accept": false, - "reason": "Different Sana test fixes with different modifications; same area, different underlying issues." + "reason": "SANA offload/gpu-test cleanup vs SANA test fixes. Same project area, but different bugs and edits." }, { "left": "pull_request:10854", "right": "pull_request:11124", "accept": false, - "reason": "Hunyuan DiT test-module rename vs CogView4 test-tokenizer fix are unrelated CI/test changes." + "reason": "Hunyuan DiT test module rename and CogView4 test tokenizer update are unrelated test changes." }, { "left": "pull_request:1269", "right": "pull_request:192", "accept": false, - "reason": "Stable Diffusion refactor finalization vs README parameter update; different scope and purpose." + "reason": "Stable Diffusion refactor/finalization vs README parameter correction. Completely different change types." }, { "left": "pull_request:1527", "right": "pull_request:192", "accept": false, - "reason": "Inpaint tensor-input support vs README example tweak; not the same bug/change." + "reason": "Inpaint tensor-input support vs README example parameter update. No shared bug or patch." }, { "left": "pull_request:2915", "right": "pull_request:5093", "accept": false, - "reason": "Text inversion test tolerance change and moving slow tests to nightly are separate testing maintenance changes." + "reason": "Textual inversion tolerance change and moving slow tests to nightly are both test housekeeping, but not the same issue." }, { "left": "pull_request:3316", "right": "pull_request:3707", "accept": false, - "reason": "Both touch documentation workflows, but one fixes patch-release doc builds and the other changes secrets/delete-comment plumbing." + "reason": "Patch-release doc workflow branch filter vs secret-handling in doc workflows. Both CI/docs, but different operational fixes." }, { "left": "pull_request:3850", "right": "pull_request:4845", "accept": false, - "reason": "Audio diffusion test fix vs Stable Diffusion inpaint dummy-input handling; unrelated pipelines and failures." + "reason": "AudioDiffusion test fixture fix and SD inpaint get_dummy_inputs overhaul are unrelated test fixes." }, { "left": "pull_request:4989", "right": "pull_request:4999", "accept": false, - "reason": "Both are Wuerstchen changes, but one fixes num_images_per_prompt and the other fixes compel usage; different concrete bugs." - }, - { - "left": "pull_request:5030", - "right": "pull_request:5702", - "accept": false, - "reason": "Model offload missing-key bugfix and AnimateDiff prompt bugfix are unrelated." - }, - { - "left": "pull_request:6009", - "right": "pull_request:6099", - "accept": false, - "reason": "Both mention super-arg issues, but they apply to different pipelines/examples and different constructors." + "reason": "Wuerstchen num_images_per_prompt bug and compel-usage docs/behavior update are separate changes in the same area, not one concrete fix." } ] }, @@ -138259,22 +138284,21 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 105, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10205", "pull_request:10292", "pull_request:10378", "pull_request:10454", "pull_request:10544", - "pull_request:10581", "pull_request:11059", "pull_request:11428", "pull_request:11485", @@ -138288,10 +138312,13 @@ "pull_request:4396", "pull_request:4910", "pull_request:4944", + "pull_request:5030", "pull_request:5057", "pull_request:5157", "pull_request:5470", - "pull_request:5938", + "pull_request:5702", + "pull_request:6009", + "pull_request:6099", "pull_request:6191", "pull_request:6241", "pull_request:6330", @@ -138303,7 +138330,6 @@ "pull_request:7226", "pull_request:7476", "pull_request:7550", - "pull_request:7944", "pull_request:8490", "pull_request:8688", "pull_request:8691", @@ -138315,10 +138341,11 @@ "pull_request:9311", "pull_request:9367", "pull_request:9542", - "pull_request:9881", "pull_request:9993" ], "soft_pairs": [ + "pull_request:5030|pull_request:5702", + "pull_request:6009|pull_request:6099", "pull_request:6191|pull_request:8490", "pull_request:6499|pull_request:7226", "pull_request:8688|pull_request:8691", @@ -138341,182 +138368,186 @@ "pull_request:7476|pull_request:9311", "pull_request:9017|pull_request:9542", "pull_request:7550|pull_request:9040", - "pull_request:10292|pull_request:9367", - "pull_request:5938|pull_request:7944", - "pull_request:10581|pull_request:9881" + "pull_request:10292|pull_request:9367" ], - "prepared_review_unit_hash": "66ef47f8b4691f051803b60db7b5d68463685874600dd714bff92e88a8a833b3", + "prepared_review_unit_hash": "e185837165f20f52bae84828e86edaf1db0ef4e2fc4f3ce8844ba523cd96698e", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 98581, - "estimated_input_tokens": 24646, - "estimated_eval_tokens": 49548 + "serialized_chars": 96552, + "estimated_input_tokens": 24138, + "estimated_eval_tokens": 48532 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated docs, example scripts, loader fixes, and pipeline/model features across many different components. None of the soft edges look like true duplicates; most are only superficially related by file or subsystem.", - "confidence": 0.97, + "summary": "This cluster is heterogeneous: most items are unrelated docs, training, loader, or pipeline PRs that only share broad keywords. No soft pair looks like a true duplicate or mergeable same-change candidate.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR stands out: the cluster spans unrelated changes, so there is no single underlying fix or feature to represent it.", + "canonical_pr_reason": "No single PR is a canonical duplicate target; the items span unrelated fixes/features across different subsystems and models.", "best_issue_reason": null, - "best_pr_reason": "PR 7944 is the broadest high-discussion merged core change in the set, but it still does not represent the rest of the heterogeneous cluster.", + "best_pr_reason": "No PR is globally best for the cluster because there is no coherent underlying bug/change tying these artifacts together.", "soft_edge_verdicts": [ + { + "left": "pull_request:5030", + "right": "pull_request:5702", + "accept": false, + "reason": "Both are bug fixes, but they address different code paths: model offload vs AnimateDiff prompt handling." + }, + { + "left": "pull_request:6009", + "right": "pull_request:6099", + "accept": false, + "reason": "Both mention superclass arguments, but the PRs fix different pipelines and different constructor mismatches." + }, { "left": "pull_request:6191", "right": "pull_request:8490", "accept": false, - "reason": "Both are README/doc edits, but for different examples and different content; no shared bug/change." + "reason": "Both are README edits for different examples; no shared bug or feature change." }, { "left": "pull_request:6499", "right": "pull_request:7226", "accept": false, - "reason": "PEFT API docs vs IP-Adapter docs/implementation; different adapter systems and changes." + "reason": "Both are docs/API updates for different adapter types; not the same underlying change." }, { "left": "pull_request:8688", "right": "pull_request:8691", "accept": false, - "reason": "Different LoRA bugs: DoRA conversion utility vs vanilla LoRA loading path." + "reason": "Both touch LoRA loading, but one fixes DoRA conversion and the other fixes vanilla fine-tuned LoRA loading." }, { "left": "pull_request:8916", "right": "pull_request:8985", "accept": false, - "reason": "Unrelated test updates for different models; no same underlying defect." + "reason": "Both are test-only changes, but they cover different models and different test adjustments." }, { "left": "pull_request:11726", "right": "pull_request:12679", "accept": false, - "reason": "Wan LoRA conversion fix vs ChronoEdit multi-LoRA support; different models and code paths." + "reason": "Both add LoRA support, but for different models and separate implementation paths." }, { "left": "pull_request:4062", "right": "pull_request:5057", "accept": false, - "reason": "Shap-E mesh output feature vs SDXL clip-skip support; unrelated functionality." + "reason": "One adds Shap-E mesh output, the other adds clip-skip support for SDXL; unrelated changes." }, { "left": "pull_request:4944", "right": "pull_request:6828", "accept": false, - "reason": "IP-Adapter implementation vs UNetMotionModel adapter code adjustment; not the same fix." + "reason": "Both involve IP-Adapter work, but they fix different internals and different model integration points." }, { "left": "pull_request:10454", "right": "pull_request:11428", "accept": false, - "reason": "Attention-mask dimension fix vs Hunyuan Video Framepack feature addition; distinct changes." + "reason": "Both are Hunyuan-related, but one fixes an attention-mask dimension bug while the other adds Framepack functionality." }, { "left": "pull_request:11485", "right": "pull_request:12249", "accept": false, - "reason": "Different pipeline additions for different models; same broad area but not the same change." + "reason": "Both add new pipelines, but they are entirely different models/features with no shared bug or code path." }, { "left": "pull_request:10205", "right": "pull_request:10378", "accept": false, - "reason": "Different dreambooth/LoRA training scripts and problems; not a duplicate fix." + "reason": "Both involve training/LoRA scripts, but they solve different training setup issues in different pipelines." }, { "left": "pull_request:10205", "right": "pull_request:11059", "accept": false, - "reason": "InstructPix2Pix LoRA refactor vs Wan LoRA conversion support; unrelated changes." + "reason": "One is a training-script LoRA feature, the other is a Wan LoRA conversion utility; different changes." }, { "left": "pull_request:10378", "right": "pull_request:9993", "accept": false, - "reason": "Same file, but one adds distributed/upcast save support while the other fixes encoder selection during checkpoint saving." + "reason": "Both edit the SD3 DreamBooth LoRA script, but they fix different checkpoint-saving behaviors." }, { "left": "pull_request:10544", "right": "pull_request:9244", "accept": false, - "reason": "Docs for ParaAttention vs Flux single-file pipeline support; different scopes." + "reason": "Docs for ParaAttention are unrelated to the Flux single-file pipeline loading change." }, { "left": "pull_request:12451", "right": "pull_request:13100", "accept": false, - "reason": "Dockerfile dependency update vs modular pipeline docs/state update; unrelated." + "reason": "Different areas entirely: Dockerfile package install vs modular pipeline documentation/state changes." }, { "left": "pull_request:2479", "right": "pull_request:4396", "accept": false, - "reason": "LoRA text-encoder training support in an example vs prompt-encoding dtype fallback fix; different code paths." + "reason": "Both are prompt/LoRA-related, but one adds text-encoder LoRA training support and the other fixes prompt encoding without a text encoder instance." }, { "left": "pull_request:4910", "right": "pull_request:6330", "accept": false, - "reason": "Inpainting doc typo fix vs SVD docs/media fix; no shared underlying bug." + "reason": "These are separate documentation fixes for different guides and different examples." }, { "left": "pull_request:5157", "right": "pull_request:5470", "accept": false, - "reason": "ControlNet LoRA conversion bug vs ControlNet inpaint pipeline/docs changes; different issues." + "reason": "One fixes LoRA key conversion, the other fixes ControlNet inpaint docs/code; no common bug." }, { "left": "pull_request:6241", "right": "pull_request:6904", "accept": false, - "reason": "Runtime error fix mentioned by title vs load_image PIL support; unrelated." + "reason": "6241 lacks diff evidence, and load_image PIL support is a distinct utility change from the described runtime error." }, { "left": "pull_request:6972", "right": "pull_request:7158", "accept": false, - "reason": "IP-Adapter unload test assertion vs benchmark cleanup; different concerns." + "reason": "One is an IP-Adapter unload test fix; the other is an LCM benchmark cleanup." }, { "left": "pull_request:7476", "right": "pull_request:9311", "accept": false, - "reason": "Multi-ControlNet torch.compile fix vs SDXL CFG cutoff callback; different code paths." + "reason": "Both mention ControlNet/SDXL, but one fixes torch.compile multi-controlnet logic and the other adds CFG cutoff callbacks." }, { "left": "pull_request:9017", "right": "pull_request:9542", "accept": false, - "reason": "AuraFlow LoRA support vs Flux Wan LoRA conversion support; separate model families." + "reason": "Both add LoRA support, but for different model families and different conversion/loading logic." }, { "left": "pull_request:7550", "right": "pull_request:9040", "accept": false, - "reason": "Different community differential diffusion pipelines for different models; not duplicates." + "reason": "Both are differential diffusion community pipelines, but they target different models and use cases." }, { "left": "pull_request:10292", "right": "pull_request:9367", "accept": false, - "reason": "Both touch auto_pipeline, but they add different Flux variants; too broad to merge as one PR." - }, - { - "left": "pull_request:5938", - "right": "pull_request:7944", - "accept": false, - "reason": "Draft ControlNet LoRA support vs PAG support; different features and issues." + "reason": "Both touch Flux auto-pipeline registration, but they add different pipeline variants and are not the same concrete change." } ] }, @@ -138530,15 +138561,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 106, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10136", "pull_request:10199", @@ -138549,6 +138580,7 @@ "pull_request:10481", "pull_request:10524", "pull_request:10578", + "pull_request:10581", "pull_request:10648", "pull_request:10825", "pull_request:1104", @@ -138567,10 +138599,6 @@ "pull_request:1230", "pull_request:12418", "pull_request:12464", - "pull_request:12856", - "pull_request:13056", - "pull_request:1408", - "pull_request:1416", "pull_request:1701", "pull_request:1765", "pull_request:2129", @@ -138580,15 +138608,20 @@ "pull_request:3020", "pull_request:4417", "pull_request:5807", + "pull_request:5938", "pull_request:6828", "pull_request:7186", + "pull_request:7944", "pull_request:796", "pull_request:8797", "pull_request:9015", "pull_request:9070", - "pull_request:9379" + "pull_request:9379", + "pull_request:9881" ], "soft_pairs": [ + "pull_request:5938|pull_request:7944", + "pull_request:10581|pull_request:9881", "pull_request:11716|pull_request:11802", "pull_request:11835|pull_request:12418", "pull_request:4417|pull_request:5807", @@ -138611,188 +138644,186 @@ "pull_request:1129|pull_request:1765", "pull_request:12018|pull_request:12464", "pull_request:12170|pull_request:12275", - "pull_request:1230|pull_request:1701", - "pull_request:12856|pull_request:13056", - "pull_request:1408|pull_request:1416" + "pull_request:1230|pull_request:1701" ], - "prepared_review_unit_hash": "7d2453dd2cf25c2a7de4884f48c144a80e0f8292568e6b67925ceada5955733f", + "prepared_review_unit_hash": "a6254a62523a283c00d47ba6fe26dcbc77d2e9b7a6bfb33c4db2f49198af2091", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 98981, - "estimated_input_tokens": 24746, - "estimated_eval_tokens": 49748 + "serialized_chars": 100602, + "estimated_input_tokens": 25151, + "estimated_eval_tokens": 50558 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft links are mostly superficial: shared subsystems or common wording, but the PRs fix different code paths or docs. I found no convincing duplicate pair to merge in this set.", - "confidence": 0.95, + "summary": "This cluster is a grab bag of unrelated PRs across core features, docs, tests, CI, and LoRA/quantization work. The soft pairs mostly show superficial similarity from shared filenames or adjacent subsystems, but they do not describe the same concrete bug or change.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "pull_request:5938", + "right": "pull_request:7944", + "accept": false, + "reason": "Both involve adapter/conditioning support, but one adds ControlNet LoRA plumbing and the other adds PAG support; different features and code paths." + }, + { + "left": "pull_request:10581", + "right": "pull_request:9881", + "accept": false, + "reason": "Different adapter features: SD3 inpaint IP-Adapter support vs IP-Adapter XFormers attention processor. Related area, not the same fix." + }, { "left": "pull_request:11716", "right": "pull_request:11802", "accept": false, - "reason": "Both are LoRA-related, but one fixes return_metadata handling for non-diffusers LoRA loading while the other removes deprecated helper methods; different bugs and changes." + "reason": "Both touch LoRA loader utilities, but one fixes metadata handling for non-diffusers Flux LoRAs while the other removes deprecated helper methods." }, { "left": "pull_request:11835", "right": "pull_request:12418", "accept": false, - "reason": "One fixes float16 CUDA test behavior; the other xfails a legacy variant download test due to a transformers import issue. Different failure modes." + "reason": "Both are test/CI-related, but one fixes float16 CUDA test behavior and the other xfails a specific legacy download test due to a transformers import issue." }, { "left": "pull_request:4417", "right": "pull_request:5807", "accept": false, - "reason": "Zero123 support and LPW SDXL num_images_per_prompt are unrelated features in different pipelines." + "reason": "Both are SDXL-related docs/community changes, but one adds Zero123 support and the other fixes num_images_per_prompt in an LPW SDXL community pipeline." }, { "left": "pull_request:2129", "right": "pull_request:2476", "accept": false, - "reason": "One adds LoRA support from the pipeline path; the other adds an attn_res parameter for Attend-and-Excite image-size handling. Not the same change." + "reason": "Both add pipeline arguments, but one is about allowing LoRA from pipeline and the other is Attend-and-Excite image-size support; not the same bug or change." }, { "left": "pull_request:8797", "right": "pull_request:9379", "accept": false, - "reason": "Both touch tests, but one fixes sharding tests and the other fixes fast GPU tests for Flux. Different test failures." + "reason": "Both adjust test behavior, but one fixes sharding tests and the other fixes fast GPU tests for Flux; unrelated test failures." }, { "left": "pull_request:6828", "right": "pull_request:7186", "accept": false, - "reason": "UNetMotionModel IP-adapter plumbing and moving IP Adapter Face ID to core are distinct feature changes." + "reason": "Both involve IP-Adapter-style conditioning, but one updates UNetMotionModel IP-adapter handling and the other moves Face ID support to core; distinct implementations." }, { "left": "pull_request:10136", "right": "pull_request:11428", "accept": false, - "reason": "Both are Hunyuan Video, but one adds the base Hunyuan Video pipeline and the other adds the Framepack variant; separate implementations." + "reason": "Same broad HunyuanVideo area, but one introduces the base Hunyuan Video pipeline and the other adds the Framepack variant; separate features." }, { "left": "pull_request:3001", "right": "pull_request:3020", "accept": false, - "reason": "Karras support for DPMSolverMultistep and adding the stochastic sampler are different scheduler features." + "reason": "Both are scheduler additions, but one adds Karras support to multistep schedulers and the other adds stochastic DPM-SDE sampling; different algorithms." }, { "left": "pull_request:2956", "right": "pull_request:3001", "accept": false, - "reason": "Both mention Karras, but they apply to different schedulers and fix different code paths." + "reason": "Both mention Karras/discrete schedulers, but one updates EulerDiscreteScheduler docs/code while the other targets DPMSolver/DEIS multistep schedulers." }, { "left": "pull_request:10199", "right": "pull_request:9070", "accept": false, - "reason": "Eta decay in the RF inversion community pipeline is unrelated to adding the Flux Img2Img pipeline." + "reason": "One is a small RF inversion eta decay tweak; the other adds a Flux img2img pipeline. No shared underlying bug." }, { "left": "pull_request:10211", "right": "pull_request:9015", "accept": false, - "reason": "One fixes a CogView3Plus checkpoint string; the other updates a PIA example. Different docs/example fixes." + "reason": "Both are example/docs fixes, but one corrects a CogView3Plus checkpoint name and the other fixes a PIA example; unrelated content." }, { "left": "pull_request:10270", "right": "pull_request:11716", "accept": false, - "reason": "CogVideoX test breakage in embeddings is unrelated to LoRA return_metadata handling." + "reason": "Both touch embeddings/LoRA-related areas, but the first fixes a CogVideoX positional embedding issue while the second fixes Flux LoRA metadata handling." }, { "left": "pull_request:10286", "right": "pull_request:10481", "accept": false, - "reason": "Sana README checkpoint path and Sana pipeline clean_caption default are separate fixes." + "reason": "Both are Sana-related defaults/docs, but one changes the pretrained model in docs and the other changes pipeline clean_caption behavior." }, { "left": "pull_request:10316", "right": "pull_request:10825", "accept": false, - "reason": "LTX video docs example cleanup and the text2image training docs addition are unrelated documentation changes." + "reason": "Docs-only changes for different pipelines: one removes a generator arg from LTX Video docs, the other adds checkpoint-loading guidance for text2image." }, { "left": "pull_request:10524", "right": "pull_request:10825", "accept": false, - "reason": "Hunyuan Video checkpoint-id docs correction is unrelated to text2image training docs." + "reason": "Both are docs edits, but one fixes HunyuanVideo checkpoint IDs and the other adds training/checkpoint instructions; different topics." }, { "left": "pull_request:10578", "right": "pull_request:11660", "accept": false, - "reason": "Both are LoRA loader work, but one targets 4-bit Flux LoRA loading and the other adds support for Omi HiDream LoRAs; different model families and fixes." + "reason": "Both are LoRA loader work, but one adds 4-bit Flux LoRA loading support and the other supports Omi HiDream LoRAs; distinct conversion paths." }, { "left": "pull_request:10648", "right": "pull_request:11545", "accept": false, - "reason": "A scheduler-docs update and Flux Img2Img VAE slicing/tiling support are not the same bug or change." + "reason": "One is a scheduler docs update (sigmoid beta schedule), the other adds missing Flux img2img VAE slicing/tiling methods; unrelated." }, { "left": "pull_request:1104", "right": "pull_request:796", "accept": false, - "reason": "Both affect CI, but one adds slow MPS tests and the other adds Apple M1 setup/tests; different goals and scope." + "reason": "Both touch CI/testing setup, but one adds slow MPS tests and the other adds Apple M1 tests; not the same change." }, { "left": "pull_request:11058", "right": "pull_request:11099", "accept": false, - "reason": "Device-agnostic test fixes and conditioning PR GPU tests on styling are separate CI/test maintenance changes." + "reason": "Both are CI/test workflow changes, but one makes CUDA-only tests device-agnostic and the other gates PR GPU tests on styling; different objectives." }, { "left": "pull_request:1129", "right": "pull_request:1765", "accept": false, - "reason": "Both touch DreamBooth Flax, but one fixes sample batch size and the other makes broader Flax fixes; not the same underlying bug." + "reason": "Both modify DreamBooth Flax code, but one fixes sample batch size and the other is a broader Flax fixes PR with unrelated parser/training changes." }, { "left": "pull_request:12018", "right": "pull_request:12464", "accept": false, - "reason": "A docs link rename and Marigold docs syntax cleanup are unrelated documentation edits." + "reason": "Both are docs fixes, but one renames a quantization link label while the other fixes Marigold docs syntax; no shared bug." }, { "left": "pull_request:12170", "right": "pull_request:12275", "accept": false, - "reason": "Qwen LoRA conversion support and TorchAO quantization config support are unrelated features." + "reason": "Both are LoRA/quantization-related, but one supports more Qwen LoRAs and the other expands TorchAO config support; different features." }, { "left": "pull_request:1230", "right": "pull_request:1701", "accept": false, - "reason": "MPS generator fast-test fixes and RePaint API conforming/fast tests are different changes in different pipelines." - }, - { - "left": "pull_request:12856", - "right": "pull_request:13056", - "accept": false, - "reason": "Z-Image omni-base implementation and Z-Image LoRA training are different deliverables; one adds a model implementation, the other a training example." - }, - { - "left": "pull_request:1408", - "right": "pull_request:1416", - "accept": false, - "reason": "Sample-size conversion script fix and ONNX conversion/inference fixes are related only loosely by conversion tooling, but they address different issues." + "reason": "Both are older test/pipeline fixes, but one targets MPS generator handling in DDIM/DDPM tests and the other is RePaint API conforming and fast tests." } ] }, @@ -138806,16 +138837,20 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 107, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:12856", + "pull_request:13056", + "pull_request:1408", + "pull_request:1416", "pull_request:1436", "pull_request:1605", "pull_request:168", @@ -138849,23 +138884,21 @@ "pull_request:4795", "pull_request:4856", "pull_request:4934", - "pull_request:5039", "pull_request:5157", "pull_request:5180", "pull_request:5275", "pull_request:5289", "pull_request:5367", "pull_request:5499", - "pull_request:5698", - "pull_request:5982", "pull_request:6289", "pull_request:6305", - "pull_request:6528", "pull_request:6757", "pull_request:688", "pull_request:874" ], "soft_pairs": [ + "pull_request:12856|pull_request:13056", + "pull_request:1408|pull_request:1416", "pull_request:1436|pull_request:688", "pull_request:1605|pull_request:1849", "pull_request:168|pull_request:1927", @@ -138888,188 +138921,186 @@ "pull_request:4595|pull_request:6289", "pull_request:4659|pull_request:6757", "pull_request:4661|pull_request:6757", - "pull_request:4795|pull_request:5157", - "pull_request:5039|pull_request:5982", - "pull_request:5698|pull_request:6528" + "pull_request:4795|pull_request:5157" ], - "prepared_review_unit_hash": "8b3dd4bfc72216fca2e11538fdb0f963335dfb74f27a3794fa977d381f4cbdf9", + "prepared_review_unit_hash": "351d4a73af617569e50964d71a0476e178aa3ad74133d9d879ca6612f39d6be7", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 96969, - "estimated_input_tokens": 24243, - "estimated_eval_tokens": 48742 + "serialized_chars": 96757, + "estimated_input_tokens": 24190, + "estimated_eval_tokens": 48636 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated docs, example, test, scheduler, and attention changes. The suggested pairs mostly share broad filenames or subsystem names, but not the same concrete bug or change, so none should be deduplicated.", - "confidence": 0.97, + "summary": "This set is a heterogeneous mix of unrelated docs fixes, training examples, pipeline additions, and small bugfixes; I don\u2019t see a true duplicate cluster here. All soft edges should be rejected.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR is safe here: the items cover different fixes and features across unrelated code paths, and the apparent overlap is only superficial (shared broad areas like docs, SDXL, or Flax).", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single PR is a good global representative because there is no coherent duplicate theme; the cluster is too heterogeneous to collapse to one change.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "pull_request:12856", + "right": "pull_request:13056", + "accept": false, + "reason": "Same model family, but one adds Z-Image Omni Base implementation and the other adds Z-Image LoRA training docs/code; different changes and not one underlying fix." + }, + { + "left": "pull_request:1408", + "right": "pull_request:1416", + "accept": false, + "reason": "Both touch conversion tooling, but they fix different bugs: sample-size handling vs ONNX safety-checker/feature-extractor wiring." + }, { "left": "pull_request:1436", "right": "pull_request:688", "accept": false, - "reason": "Both touch Flax loading, but 1436 is a `from_pt` message tweak while 688 fixes Flax/PyTorch import handling. Different bugs." + "reason": "Both concern Flax loading, but one fixes `from_pt` messaging/behavior and the other fixes importing without PyTorch; separate issues." }, { "left": "pull_request:1605", "right": "pull_request:1849", "accept": false, - "reason": "Same versatile diffusion area, but 1605 adds `upcast_attention` plumbing and 1849 threads `cross_attention_kwargs`. Distinct changes." + "reason": "Both are Versatile Diffusion tweaks, but one adds `upcast_attention` and the other forwards `cross_attention_kwargs`; distinct code-path changes." }, { "left": "pull_request:168", "right": "pull_request:1927", "accept": false, - "reason": "One adds Stable Diffusion pipeline exports; the other is a docs guide rewrite. No shared underlying bug/change." + "reason": "Stable Diffusion pipeline code vs documentation guide rewrite; not the same bug or change." }, { "left": "pull_request:1879", "right": "pull_request:3389", "accept": false, - "reason": "1879 is the attention refactor itself; 3389 is a draft workflow change to run integration tests. Not duplicates." + "reason": "The latter is an integration-test run for the attention refactor, not the refactor itself; related context, but not a duplicate change." }, { "left": "pull_request:2103", "right": "pull_request:3945", "accept": false, - "reason": "2103 adds a model tag in example metadata; 3945 adds a LoRA rank parameter to DreamBooth training. Different purposes." + "reason": "Both mention DreamBooth LoRA, but one adds a model tag and the other adds a rank parameter to training; separate enhancements." }, { "left": "pull_request:2400", "right": "pull_request:874", "accept": false, - "reason": "Both mention community README, but one adds an UnCLIP pipeline entry and the other adds a generic inference example. Separate additions." + "reason": "Both touch community docs, but they introduce different examples and purposes." }, { "left": "pull_request:2446", "right": "pull_request:3398", "accept": false, - "reason": "Different docs fixes in unrelated pages: instruct pix2pix snippet vs a Stable Diffusion typo. No common concrete issue." + "reason": "Different docs pages and different fixes: an InstructPix2Pix snippet correction vs a Stable Diffusion typo fix." }, { "left": "pull_request:2693", "right": "pull_request:4856", "accept": false, - "reason": "One fixes an inpaint doc image link; the other fixes an SDXL API link. Same docs category, but not the same issue." + "reason": "Unrelated documentation fixes on different pages: an image-link correction vs an API cross-link fix." }, { "left": "pull_request:2974", "right": "pull_request:4457", "accept": false, - "reason": "Both involve TensorRT/community docs, but one adds an SD txt2img pipeline and the other fixes an inpaint pipeline. Not the same change." + "reason": "Both are TensorRT community pipeline items, but one is txt2img and the other is inpaint; different concrete pipelines." }, { "left": "pull_request:3680", "right": "pull_request:5499", "accept": false, - "reason": "Both are link/docs maintenance, but 3680 fixes one loader-method link while 5499 updates many cross-page links. Too broad to merge." + "reason": "One fixes a loader-method link, the other broadly fixes many docs links; not the same artifact or bug." }, { "left": "pull_request:3755", "right": "pull_request:5289", "accept": false, - "reason": "Both relax test tolerances, but they are for different tests and different models. No shared bug." + "reason": "Both relax test tolerances, but for different models/tests and different failure modes." }, { "left": "pull_request:392", "right": "pull_request:402", "accept": false, - "reason": "Both are docs reorganizations, but they update different sections and content. Not duplicates." + "reason": "Different documentation restructuring efforts; no shared underlying issue." }, { "left": "pull_request:3945", "right": "pull_request:4934", "accept": false, - "reason": "Both mention training scripts, but one adds DreamBooth LoRA rank while the other adds T2I-Adapter training docs/code. Different features." + "reason": "Different training scripts/features: DreamBooth LoRA rank vs T2I-Adapter training docs/script." }, { "left": "pull_request:3971", "right": "pull_request:5180", "accept": false, - "reason": "Unrelated docs/workflow fix vs a citation-block fix in Wuerstchen docs. No common underlying issue." + "reason": "One fixes SDXL docs and the other adjusts doc-builder markdown formatting; unrelated." }, { "left": "pull_request:4211", "right": "pull_request:5275", "accept": false, - "reason": "4211 fixes SDXL inpainting docstrings; 5275 adds an SDXL Flax example project. Separate work." + "reason": "Different SDXL documentation/example additions with no shared concrete bug." }, { "left": "pull_request:4258", "right": "pull_request:4503", "accept": false, - "reason": "Both are SDXL/LoRA related docs, but one rewrites SDXL README notes and the other clarifies LoRA support limits. Different concrete edits." + "reason": "Both are LoRA/SDXL docs, but they address different text in different files." }, { "left": "pull_request:4343", "right": "pull_request:6305", "accept": false, - "reason": "4343 adds a LoRA rank arg to SDXL DreamBooth training; 6305 adds zero-SNR beta rescaling to DDPMScheduler. Unrelated code paths." + "reason": "Separate features in separate areas: SDXL LoRA rank argument vs DDPMScheduler zero-SNR rescaling." }, { "left": "pull_request:4498", "right": "pull_request:4763", "accept": false, - "reason": "One adds SDXL reference pipeline docs/code; the other adds a LoRA conversion script. Different functionality." + "reason": "One adds SDXL reference/adain support; the other adds LoRA conversion tooling. Different changes." }, { "left": "pull_request:4582", "right": "pull_request:5367", "accept": false, - "reason": "Both touch SDXL docs, but one fixes a ControlNet docstring and the other fixes tutorial pipeline construction. Not the same bug." + "reason": "Different doc fixes: ControlNet SDXL docstring vs SDXL tutorial pipeline construction." }, { "left": "pull_request:4595", "right": "pull_request:6289", "accept": false, - "reason": "4595 is a WIP about converting XL pipelines; 6289 adds SparseControlNet/AnimateDiff support. Different changes, and one lacks concrete file overlap." + "reason": "Completely unrelated work: an XL-to-stable-diffusion conversion WIP vs AnimateDiff SparseCntrl." }, { "left": "pull_request:4659", "right": "pull_request:6757", "accept": false, - "reason": "Long-weighted-prompt docs/scripts vs k-diffusion sigma device placement. Completely different code paths." + "reason": "Different code paths entirely: SDXL long weighted prompt pipeline vs k-diffusion sigma device handling." }, { "left": "pull_request:4661", "right": "pull_request:6757", "accept": false, - "reason": "Same as above: community pipeline docs addition vs a k-diffusion runtime fix. Not duplicates." + "reason": "Different changes in unrelated subsystems; no plausible merge-as-one duplicate." }, { "left": "pull_request:4795", "right": "pull_request:5157", "accept": false, - "reason": "Both involve ControlNet/LoRA naming in a broad sense, but 4795 fixes torch.compile control flow while 5157 adjusts Kohya/LyCORIS conversion names. Different bugs." - }, - { - "left": "pull_request:5039", - "right": "pull_request:5982", - "accept": false, - "reason": "5039 adds SDXL textual inversion docs; 5982 adds SDXL Turbo docs. Shared topic, different content." - }, - { - "left": "pull_request:5698", - "right": "pull_request:6528", - "accept": false, - "reason": "Both are img2img-related fixes, but for different pipelines and failures: LCM img2img vs IP-Adapter ControlNet img2img. Not mergeable as one PR." + "reason": "Both involve ControlNet/LoRA internals, but they fix different bugs in different functions and should not be merged as duplicates." } ] }, @@ -139083,15 +139114,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 108, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10589", "pull_request:10867", @@ -139119,17 +139150,17 @@ "pull_request:2325", "pull_request:2994", "pull_request:365", - "pull_request:3766", "pull_request:4115", - "pull_request:4301", - "pull_request:4397", "pull_request:473", - "pull_request:4862", + "pull_request:5039", "pull_request:5117", "pull_request:5511", + "pull_request:5698", + "pull_request:5982", "pull_request:6163", "pull_request:6291", "pull_request:6311", + "pull_request:6528", "pull_request:6875", "pull_request:6999", "pull_request:7029", @@ -139143,6 +139174,8 @@ "pull_request:9423" ], "soft_pairs": [ + "pull_request:5039|pull_request:5982", + "pull_request:5698|pull_request:6528", "pull_request:6163|pull_request:6291", "pull_request:6311|pull_request:7319", "pull_request:6875|pull_request:7301", @@ -139164,182 +139197,180 @@ "pull_request:12681|pull_request:13323", "pull_request:130|pull_request:1579", "pull_request:2009|pull_request:473", - "pull_request:2325|pull_request:365", - "pull_request:3766|pull_request:4301", - "pull_request:4397|pull_request:4862" + "pull_request:2325|pull_request:365" ], - "prepared_review_unit_hash": "77262f43d2a9b05b496ebf2b13511c02921eb3b5166583c6917ea37b50081550", + "prepared_review_unit_hash": "91be231d9894af617e30cb22cdbb0158d77402ff2eb14a8349a5c0c06447a4f4", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 102408, - "estimated_input_tokens": 25602, - "estimated_eval_tokens": 51460 + "serialized_chars": 102683, + "estimated_input_tokens": 25671, + "estimated_eval_tokens": 51598 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous grab-bag of unrelated PRs across docs, tests, loaders, and pipelines. The soft links mostly come from shared filenames/subsystems or similarly worded feature/fix titles, but they do not appear to describe the same underlying bug or change.", - "confidence": 0.98, + "summary": "This cluster is not a duplicate set: it contains many unrelated PRs across docs, tests, loaders, pipelines, and model support. All soft edges look like broad superficial similarity rather than the same underlying bug/change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR is appropriate: the grouped PRs target different concrete changes, so none is a safe duplicate representative.", + "canonical_pr_reason": "No single PR is a valid canonical duplicate target here; the items split into many distinct fixes and feature additions with only shallow overlap.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for duplicate consolidation; the cluster is not a coherent duplicate set.", + "best_pr_reason": "No PR cleanly represents the whole cluster as a duplicate group; the safest triage is to leave the cluster unmerged because it is heterogeneous.", "soft_edge_verdicts": [ + { + "left": "pull_request:5039", + "right": "pull_request:5982", + "accept": false, + "reason": "Both are SDXL-related docs, but one is about textual inversion and the other is SDXL Turbo docs; different changes." + }, + { + "left": "pull_request:5698", + "right": "pull_request:6528", + "accept": false, + "reason": "Both touch IP-Adapter paths, but they fix different pipelines and different bugs." + }, { "left": "pull_request:6163", "right": "pull_request:6291", "accept": false, - "reason": "Both are LoRA tests, but one adds xformers coverage and the other changes an SDXL unfusion assertion; different test problems." + "reason": "Both are LoRA tests, but they address different test failures and assertions, not the same bug." }, { "left": "pull_request:6311", "right": "pull_request:7319", "accept": false, - "reason": "Both touch docs/toctree, but one adds a fast diffusion tutorial and the other adds EDM scheduler docs; unrelated content." + "reason": "Both add docs pages, but for different topics: diffusion fast tutorial vs EDM scheduler docs." }, { "left": "pull_request:6875", "right": "pull_request:7301", "accept": false, - "reason": "Both adjust expected test values, but one is IP Adapter output slices and the other is VAE scaling; different code paths." + "reason": "Both adjust expected test values, but for unrelated components and failures." }, { "left": "pull_request:7029", "right": "pull_request:9015", "accept": false, - "reason": "Both are doc/example fixes, but for different pipelines and different issues; not the same change." + "reason": "Both are docs/example cleanups, but one fixes AnimateLCM docs and the other fixes a PIA example." }, { "left": "pull_request:7050", "right": "pull_request:7181", "accept": false, - "reason": "Both fix typos, but in different docs/examples and with no shared underlying bug." + "reason": "Both are typo/docs cleanup PRs, but they touch different docs and code paths." }, { "left": "pull_request:11516", "right": "pull_request:11572", "accept": false, - "reason": "Both involve LTX-Video, but one adds release/model docs and pipeline support while the other adds LoRA conversion support; different features." + "reason": "Both mention LTX-Video, but one is model/docs support and the other is non-diffusers LoRA conversion support." }, { "left": "pull_request:4115", "right": "pull_request:5511", "accept": false, - "reason": "Both concern SDXL scheduling, but one adds timestep integer support and the other fixes 2nd-order ensemble cutoff logic; distinct bugs." + "reason": "Both concern SDXL denoising schedules, but they fix different scheduler edge cases and code paths." }, { "left": "pull_request:10589", "right": "pull_request:10867", "accept": false, - "reason": "IP-Adapter-related, but one is SD3 Img2Img support and the other is multi IP-Adapter Flux support; different pipelines and code paths." + "reason": "One adds IP-Adapter support for SD3 img2img; the other adds multi IP-Adapter support for Flux. Different pipelines and mechanisms." }, { "left": "pull_request:12269", "right": "pull_request:13169", "accept": false, - "reason": "One is Flux modular/context support, the other is Flux Klein PEFT LoRA format support; separate features in different loaders/pipelines." + "reason": "One is Flux modular pipeline support; the other is a Flux Klein PEFT LoRA format fix. Different problems." }, { "left": "pull_request:7550", "right": "pull_request:9423", "accept": false, - "reason": "Both involve differential diffusion, but they target different pipelines/models (SDXL community pipeline vs Kolors community pipeline)." + "reason": "Both are community pipeline additions, but they implement different pipelines and different features." }, { "left": "pull_request:6999", "right": "pull_request:8856", "accept": false, - "reason": "Both fix image-to-image behavior, but one is Stable Video Diffusion tensor image encoding and the other is ControlNet img2img batch duplication; unrelated bugs." + "reason": "Both are img2img-related bug fixes, but they fix different input-handling issues in different pipelines." }, { "left": "pull_request:10941", "right": "pull_request:11716", "accept": false, - "reason": "One fixes Flux ControlNet/IP-Adapter length checks; the other fixes LoRA loader metadata handling. Different subsystems and failures." + "reason": "Both touch Flux loader logic, but one is copy/fix plumbing and the other is metadata-return behavior for non-diffusers LoRA loading." }, { "left": "pull_request:12736", "right": "pull_request:12973", "accept": false, - "reason": "One enables regional compilation for Z-Image; the other adds GLM-Image model/pipeline support. Not the same change." + "reason": "One enables regional compilation for Z-Image; the other adds GLM-Image model/pipeline support. Different features." }, { "left": "pull_request:2994", "right": "pull_request:5117", "accept": false, - "reason": "One fixes ControlNet training tensor casting; the other fixes resume logging across training scripts. Unrelated behavior." + "reason": "One fixes type casting in ControlNet training; the other fixes resume-step logging across training scripts." }, { "left": "pull_request:11684", "right": "pull_request:12275", "accept": false, - "reason": "GGUF single-file loading support and TorchAO quantization config support are different features with different code paths." + "reason": "One adds GGUF single-file loading support; the other adds TorchAO quantization support. Different subsystems." }, { "left": "pull_request:11481", "right": "pull_request:12315", "accept": false, - "reason": "One renames LoRA tests; the other consolidates schedulers in LoRA tests. Different test maintenance changes." + "reason": "Both are test-only PRs, but one renames LoRA tests and the other changes scheduler setup across LoRA tests." }, { "left": "pull_request:11767", "right": "pull_request:12782", "accept": false, - "reason": "Group offloading implementation changes and Hunyuan offloading test tweaks do not describe the same bug or fix." + "reason": "Both are offloading/test-related, but they target different models and distinct test assumptions." }, { "left": "pull_request:12490", "right": "pull_request:13330", "accept": false, - "reason": "Audioldm2 CLAP config test update and TorchAO test fixes are unrelated." + "reason": "One fixes an Audioldm2 test config; the other is a torchao test/workflow fix. No shared bug." }, { "left": "pull_request:12681", "right": "pull_request:13323", "accept": false, - "reason": "Both are CI/test-related, but one fixes failing pipeline CPU tests and the other fixes to_device/to_dtype assertions; separate issues." + "reason": "One fixes CI pipeline CPU tests; the other adjusts device filtering in common pipeline tests. Different failures." }, { "left": "pull_request:130", "right": "pull_request:1579", "accept": false, - "reason": "Both touch examples README, but one adds accelerate setup instructions and the other adds Intel optimization examples; different changes." + "reason": "Both mention examples, but one is a README update and the other adds Intel optimization examples." }, { "left": "pull_request:2009", "right": "pull_request:473", "accept": false, - "reason": "Textual inversion loader support and a Stable Diffusion inpainting sample fix are unrelated changes." + "reason": "One adds textual inversion loading; the other is an inpainting sample fix. Unrelated code changes." }, { "left": "pull_request:2325", "right": "pull_request:365", "accept": false, - "reason": "One adds a custom VAE ONNX converter; the other is a VAE type-hint change. Not the same artifact or bug." - }, - { - "left": "pull_request:3766", - "right": "pull_request:4301", - "accept": false, - "reason": "Kandinsky UNet conversion script updates and Kandinsky docs fixes are different deliverables." - }, - { - "left": "pull_request:4397", - "right": "pull_request:4862", - "accept": false, - "reason": "One fixes an SDXL docstring default, the other fixes MultiControlNet img2img height/width handling. Different code paths and purposes." + "reason": "One is an ONNX converter script; the other is a VAE type-hint change. No underlying duplicate." } ] }, @@ -139353,15 +139384,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 109, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10312", "pull_request:10359", @@ -139381,18 +139412,18 @@ "pull_request:2393", "pull_request:3268", "pull_request:3337", - "pull_request:3462", "pull_request:3716", "pull_request:3766", "pull_request:4132", - "pull_request:4262", - "pull_request:4461", + "pull_request:4301", + "pull_request:4397", "pull_request:4499", "pull_request:4500", "pull_request:4501", "pull_request:4502", "pull_request:4666", "pull_request:4761", + "pull_request:4862", "pull_request:5038", "pull_request:5506", "pull_request:5898", @@ -139413,6 +139444,8 @@ "pull_request:9881" ], "soft_pairs": [ + "pull_request:3766|pull_request:4301", + "pull_request:4397|pull_request:4862", "pull_request:4499|pull_request:4666", "pull_request:4500|pull_request:4666", "pull_request:4501|pull_request:4666", @@ -139436,194 +139469,192 @@ "pull_request:11892|pull_request:12551", "pull_request:12378|pull_request:13099", "pull_request:12551|pull_request:13296", - "pull_request:1945|pull_request:823", - "pull_request:3462|pull_request:4262", - "pull_request:3766|pull_request:4461" + "pull_request:1945|pull_request:823" ], - "prepared_review_unit_hash": "abc013f25c040fe67e27ada3610423f7ed1a9f610f0a78995d568f01ebd4944b", + "prepared_review_unit_hash": "0db7304d9aaa52e51265af720978f585a6753e1e66b0fc40c2e0b4d77cfe03ed", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 101581, - "estimated_input_tokens": 25396, - "estimated_eval_tokens": 51048 + "serialized_chars": 101399, + "estimated_input_tokens": 25350, + "estimated_eval_tokens": 50956 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated PRs with only superficial title/subsystem similarity. I found no strong duplicate pair worth collapsing; all soft edges are rejected.", + "summary": "This cluster is a loose bag of mostly unrelated maintenance/docs/test PRs. The soft edges are driven by superficial similarity (shared subsystems, filenames, or repeated phrases) rather than the same underlying bug or change, so none should be merged as duplicates.", "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "pull_request:3766", + "right": "pull_request:4301", + "accept": false, + "reason": "Both touch Kandinsky-related docs/code, but one updates a conversion script and the other edits documentation; different artifacts and different changes." + }, + { + "left": "pull_request:4397", + "right": "pull_request:4862", + "accept": false, + "reason": "SDXL docstring wording fix vs ControlNet MultiControlNet bug fix are unrelated code paths and problems." + }, { "left": "pull_request:4499", "right": "pull_request:4666", "accept": false, - "reason": "Different changes: SDXL reference-attn/adain example/docs vs SDXL ControlNet LoRA xformers/lora support." + "reason": "The SDXL reference-attn example PRs are community example/docs work; the other is SDXL ControlNet LoRA support. Not the same bug or change." }, { "left": "pull_request:4500", "right": "pull_request:4666", "accept": false, - "reason": "Same mismatch as above; example/docs work is unrelated to ControlNet LoRA loading." + "reason": "Same as above: an example/docs PR versus an SDXL ControlNet LoRA implementation change." }, { "left": "pull_request:4501", "right": "pull_request:4666", "accept": false, - "reason": "SDXL reference example/docs is not the same bug/change as enabling LoRA for SDXL ControlNets." + "reason": "Example/docs addition for SDXL reference guidance, not the same concrete code-path as SDXL ControlNet LoRA support." }, { "left": "pull_request:4502", "right": "pull_request:4666", "accept": false, - "reason": "Docs/example pipeline for SDXL reference attention is unrelated to ControlNet LoRA support." + "reason": "Merged reference-attn/adain SDXL example PR, but it is not the same underlying change as enabling LoRA for SDXL ControlNets." }, { "left": "pull_request:4761", "right": "pull_request:6215", "accept": false, - "reason": "Paint By Example encoder proj_size fix and PixArt test seeding/expectation update are unrelated." + "reason": "Both are test fixes, but for different components (PaintByExample vs PixArt) and unrelated failures." }, { "left": "pull_request:5898", "right": "pull_request:6578", "accept": false, - "reason": "Both are docs-only edits, but they fix different pages and different formatting issues." + "reason": "Both are docs edits, but one rewrites unconditional generation docs and the other fixes ControlNet heading formatting; no shared underlying bug." }, { "left": "pull_request:6231", "right": "pull_request:7166", "accept": false, - "reason": "Both touch SDXL DreamBooth LoRA, but one fixes fp16 gradient scaling while the other fixes checkpoint loading; different code paths." + "reason": "Both involve SDXL LoRA training, but one fixes fp16 gradient precision and the other fixes a text-encoder loading bug; separate issues." }, { "left": "pull_request:7932", "right": "pull_request:9536", "accept": false, - "reason": "LoRA test expectation cleanup is unrelated to ChatGLM tokenizer padding-side typing/docs." + "reason": "SDXL LoRA test fixture updates and a ChatGLMTokenizer padding-side fix are unrelated." }, { "left": "pull_request:10376", "right": "pull_request:11655", "accept": false, - "reason": "Shared lora_pipeline file, but one adds HunyuanVideo original-format conversion and the other adds bnb 8-bit handling for Flux Control LoRA." + "reason": "Both touch LoRA pipeline utilities, but one adds HunyuanVideo LoRA conversion and the other adds bitsandbytes 8-bit handling; different code paths." }, { "left": "pull_request:10359", "right": "pull_request:10911", "accept": false, - "reason": "Both are test fixes, but for different model families and different failures." + "reason": "Two unrelated test-cleanup PRs for different model families; not the same defect." }, { "left": "pull_request:10589", "right": "pull_request:9881", "accept": false, - "reason": "SD3 Img2Img IP-Adapter support is a different feature from adding an XFormers attention processor path." + "reason": "One adds IP-Adapter support to SD3 Img2Img, the other adds an XFormers attention processor for IP-Adapter; related area but not the same concrete change." }, { "left": "pull_request:11786", "right": "pull_request:12618", "accept": false, - "reason": "CI marker/workflow changes and uv-install typo fixes are unrelated." + "reason": "CI marker refactor and uv install typo fix are distinct workflow issues." }, { "left": "pull_request:3268", "right": "pull_request:3337", "accept": false, - "reason": "Same broad refactor theme, but 3337 is a follow-up extending postprocessing refactors to other pipelines rather than the same concrete patch." + "reason": "Both are image postprocessing refactors, but they target different scopes (img2img refactor vs broad pipeline refactor) and are not the same PR-worthy change." }, { "left": "pull_request:4132", "right": "pull_request:5038", "accept": false, - "reason": "Optional accelerate support in conversion code is unrelated to making LoRA optional arguments explicit." + "reason": "Making accelerate optional in checkpoint conversion is unrelated to making LoRA optional arguments explicit." }, { "left": "pull_request:5506", "right": "pull_request:7058", "accept": false, - "reason": "Different LoRA issues: xformers attention processor scale handling vs copying state dict inputs before mutation." + "reason": "Both are LoRA-related, but one fixes xformers/PEFT scaling behavior and the other avoids in-place mutation of passed state dicts; different bugs." }, { "left": "pull_request:8679", "right": "pull_request:9423", "accept": false, - "reason": "Both are differential diffusion community pipelines, but for different models and implementations (SD3 vs Kolors)." + "reason": "Both add differential diffusion community pipelines, but for different model families (SD3 vs Kolors) and separate implementations." }, { "left": "pull_request:2393", "right": "pull_request:3716", "accept": false, - "reason": "Two separate new pipelines (Panorama vs ParaDiGMS) with different algorithms and targets." + "reason": "Both add new pipelines and update docs, but Panorama and ParaDiGMS are distinct features with different code paths." }, { "left": "pull_request:8992", "right": "pull_request:9268", "accept": false, - "reason": "Different community pipelines for differential diffusion; same technique, but distinct model-specific implementations." + "reason": "Differential diffusion for HunyuanDiT vs Flux soft inpainting via differential diffusion are different pipelines and changes." }, { "left": "pull_request:10312", "right": "pull_request:9257", "accept": false, - "reason": "Attention reshape bug fix is unrelated to Flux DreamBooth prompt-tokenization changes." + "reason": "Attention reshape docs/fix and a Flux dreambooth prompt-tokenization bug are unrelated." }, { "left": "pull_request:11113", "right": "pull_request:9473", "accept": false, - "reason": "AutoencoderKL training-script fix and Flux DreamBooth LoRA optimizer-lr fix are different bugs in different scripts." + "reason": "AutoencoderKL train-script bugfix and Flux dreambooth LoRA LR handling fix are separate training-script issues." }, { "left": "pull_request:11892", "right": "pull_request:12551", "accept": false, - "reason": "Removing k-diffusion from dependencies is unrelated to skipping Sana layerwise casting tests in CI." + "reason": "Removing k-diffusion dependency and skipping Sana CI tests are unrelated maintenance changes." }, { "left": "pull_request:12378", "right": "pull_request:13099", "accept": false, - "reason": "Core custom-code loading logic and its documentation guide are different artifacts, not the same change." + "reason": "Code fix for custom-code loading vs docs guide for AutoModel custom models; same topic, but not the same underlying change." }, { "left": "pull_request:12551", "right": "pull_request:13296", "accept": false, - "reason": "Sana CI skip is unrelated to updating the release test transformers version." + "reason": "Skipping Sana tests in CI and updating release-test transformer versions are different CI changes." }, { "left": "pull_request:1945", "right": "pull_request:823", "accept": false, - "reason": "UNet block tests and negative-prompt type-mismatch handling are unrelated." - }, - { - "left": "pull_request:3462", - "right": "pull_request:4262", - "accept": false, - "reason": "Dreambooth LoRA robustness to original UNet and SDXL DreamBooth LoRA multi-fix are related by topic but not the same concrete bug/change." - }, - { - "left": "pull_request:3766", - "right": "pull_request:4461", - "accept": false, - "reason": "Kandinsky conversion-script updates are not the same as adding a pipeline_class_name argument to the Stable Diffusion conversion script." + "reason": "UNet 2D block tests and negative-prompt type-mismatch fixes address different test and runtime behaviors." } ] }, @@ -139637,21 +139668,19 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 110, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10723", - "pull_request:11532", - "pull_request:12040", - "pull_request:12215", - "pull_request:12225", + "pull_request:3462", + "pull_request:3766", "pull_request:4010", "pull_request:4034", "pull_request:4078", @@ -139659,6 +139688,8 @@ "pull_request:4201", "pull_request:4237", "pull_request:4238", + "pull_request:4262", + "pull_request:4461", "pull_request:4847", "pull_request:4856", "pull_request:4862", @@ -139697,6 +139728,8 @@ "pull_request:9893" ], "soft_pairs": [ + "pull_request:3462|pull_request:4262", + "pull_request:3766|pull_request:4461", "pull_request:4010|pull_request:4237", "pull_request:4010|pull_request:4238", "pull_request:4034|pull_request:5738", @@ -139720,194 +139753,186 @@ "pull_request:7371|pull_request:8616", "pull_request:10723|pull_request:9175", "pull_request:5448|pull_request:5979", - "pull_request:9463|pull_request:9659", - "pull_request:12215|pull_request:12225", - "pull_request:11532|pull_request:12040" + "pull_request:9463|pull_request:9659" ], - "prepared_review_unit_hash": "23968472e12b4becb631691dec8327ccb45c45b6dd70a8c79ae66561c4a5934f", + "prepared_review_unit_hash": "d1113691dfe998f50a20bfe013ee4780ec645599d64683ba656850b8dab312ff", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 105119, - "estimated_input_tokens": 26280, - "estimated_eval_tokens": 52816 + "serialized_chars": 103944, + "estimated_input_tokens": 25986, + "estimated_eval_tokens": 52228 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated feature additions, bug fixes, docs-only changes, and training-script updates. I would not accept any soft-edge merge; the apparent similarities are mostly shared subsystems or filenames rather than the same underlying change.", - "confidence": 0.98, + "summary": "This cluster is heterogeneous: it mixes unrelated feature PRs, bug fixes, docs-only changes, and separate training/example updates across loaders, ControlNet, SDXL, LoRA, and community pipelines. I do not see one underlying duplicate bug/change that ties the cluster together.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR stands out because the cluster does not represent one duplicate change; the items span many unrelated areas (ControlNet, LoRA, SDXL, Qwen-Image, docs, training, schedulers).", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "If a representative is required, PR 12215 is the broadest high-signal artifact in the cluster, but only as a loose representative of the Qwen-Image subset\u2014not as a true duplicate canonical.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "pull_request:3462", + "right": "pull_request:4262", + "accept": false, + "reason": "Both touch DreamBooth LoRA training, but they fix different problems: original-UNet robustness vs SDXL training/multiple fixes. Not the same change." + }, + { + "left": "pull_request:3766", + "right": "pull_request:4461", + "accept": false, + "reason": "Different scripts and goals: Kandinsky conversion script updates vs adding a pipeline_class_name option to the Stable Diffusion conversion script." + }, { "left": "pull_request:4010", "right": "pull_request:4237", "accept": false, - "reason": "Both touch SDXL img2img/offload-related code, but one fixes sequential CPU offload and the other fixes prompt embedding dtype; different bugs and different code paths." + "reason": "Both are SDXL-related, but one fixes sequential CPU offload and the other fixes prompt encoding dtype across pipelines. Different code paths." }, { "left": "pull_request:4010", "right": "pull_request:4238", "accept": false, - "reason": "Shared SDXL ControlNet context, but one is an img2img offload fix and the other rewrites inference offload behavior for ControlNet SDXL; not the same change." + "reason": "Offload handling in SDXL img2img is unrelated to the ControlNet SDXL inference fix." }, { "left": "pull_request:4034", "right": "pull_request:5738", "accept": false, - "reason": "Both involve LoRA utilities, but one adds unload support and the other adds adapter deletion; separate APIs and behavior." + "reason": "Same broad loader area, but one adds LoRA unload and the other adds adapter deletion. Distinct APIs and behavior." }, { "left": "pull_request:4078", "right": "pull_request:6147", "accept": false, - "reason": "One enforces accelerate for from_single_file, the other adds SDXL refiner/inpainting single-file support; different problems and code paths." + "reason": "Both involve single-file / conversion paths, but one enforces accelerate for from_single_file and the other adds SDXL refiner/inpainting support. Different bugs." }, { "left": "pull_request:4132", "right": "pull_request:5833", "accept": false, - "reason": "One makes accelerate optional in conversion, the other fixes a ControlNet import path for single-file loading; unrelated fixes." + "reason": "Optional accelerate in checkpoint conversion is unrelated to a ControlNet single-file import fix." }, { "left": "pull_request:4132", "right": "pull_request:5834", "accept": false, - "reason": "Different single-file issues: optional accelerate handling vs ControlNet import path correction." + "reason": "Different issues: accelerate optionality vs relative-import correction for ControlNet single-file loading." }, { "left": "pull_request:4201", "right": "pull_request:4847", "accept": false, - "reason": "Both are community/example pipeline work, but FABRIC and Prompt Free Diffusion are different pipelines with different goals and implementations." + "reason": "These are separate community pipelines (FABRIC vs Prompt Free Diffusion) with no shared underlying bug or change." }, { "left": "pull_request:4856", "right": "pull_request:5015", "accept": false, - "reason": "Both are docs link fixes, but they correct different broken links in different pages." + "reason": "Both are docs link fixes, but they patch different broken links in different files; not the same artifact." }, { "left": "pull_request:4862", "right": "pull_request:6147", "accept": false, - "reason": "One fixes ControlNet img2img height selection for MultiControlNetModel; the other adds SDXL refiner support in single-file loading. Different bugs." + "reason": "MultiControlNet img2img shape handling is unrelated to SDXL inpainting single-file/refiner support." }, { "left": "pull_request:4886", "right": "pull_request:7156", "accept": false, - "reason": "StableDiffusionUpscale safety checker fix and stalebot label normalization are unrelated changes." + "reason": "StableDiffusionUpscale safety checker fix and stalebot label handling are unrelated code paths and domains." }, { "left": "pull_request:5003", "right": "pull_request:7018", "accept": false, - "reason": "Both are LoRA/training related, but one fixes fuse/unfuse internals and the other fixes fp16 gradient unscaling in DreamBooth LoRA training." + "reason": "Both are LoRA-related, but one fixes fuse/unfuse mechanics while the other fixes fp16 gradient unscaling in training. Different bugs." }, { "left": "pull_request:5035", "right": "pull_request:5085", "accept": false, - "reason": "Both touch loaders.py, but one removes a transformers import requirement and the other preserves offloading for incompatible LoRA checkpoints." + "reason": "Both touch loaders.py, but one removes a forced transformers import and the other fixes LoRA offloading compatibility. Different concerns." }, { "left": "pull_request:5117", "right": "pull_request:6119", "accept": false, - "reason": "Both adjust training scripts, but one fixes resume logging semantics and the other fixes fp16 gradient issues in LoRA training." + "reason": "Both are training-script fixes, but one corrects resume logging and the other fixes fp16 gradient unscaling. Not the same underlying issue." }, { "left": "pull_request:5386", "right": "pull_request:7325", "accept": false, - "reason": "Both are typo sweeps, but they are separate repo-wide cleanups with different file sets and not the same underlying change." + "reason": "Both are typo cleanup PRs, but they affect different documentation/code areas and are not a single duplicate change." }, { "left": "pull_request:5979", "right": "pull_request:6419", "accept": false, - "reason": "DDGAN pipeline/scheduler addition and in-context-learning community pipeline are different experimental features." + "reason": "DDGAN pipeline/scheduler work is unrelated to the prompt-diffusion in-context-learning community pipeline." }, { "left": "pull_request:6021", "right": "pull_request:6997", "accept": false, - "reason": "DreamBooth LoRA variant support and UNetSpatioTemporalConditionModel LoRA support are unrelated feature additions." + "reason": "DreamBooth advanced variant support and LoRA support for UNetSpatioTemporalConditionModel are different features in different components." }, { "left": "pull_request:6144", "right": "pull_request:6259", "accept": false, - "reason": "Same training file, but one fixes saving unwrap logic and the other fixes autocast during validation; different bugs." + "reason": "Same training script, but one changes checkpoint LoRA state handling and the other fixes autocast for validation inference. Distinct bugs." }, { "left": "pull_request:6721", "right": "pull_request:7790", "accept": false, - "reason": "AnimateDiff SDXL and masked im2im SDXL are distinct pipelines/features, not the same change." + "reason": "AnimateDiff SDXL and SDXL ControlNet Reference are separate pipeline additions, not the same concrete change." }, { "left": "pull_request:8769", "right": "pull_request:8791", "accept": false, - "reason": "Both modify AutoencoderKL, but one adds attentionless VAE support and the other adds tiling options; separate VAE capabilities." + "reason": "Both modify AutoencoderKL, but one adds attentionless VAE support and the other adds tiling options. Separate features." }, { "left": "pull_request:8825", "right": "pull_request:9893", "accept": false, - "reason": "K-diffusion ControlNet/IP-Adapter support and the SDXL ControlNet Reference community pipeline are different implementations and use cases." - }, - { - "left": "pull_request:7371", - "right": "pull_request:8616", - "accept": false, - "reason": "Both extend LoRA support, but one adds DoRA handling and the other adds LoRA fusion for SD3; different features and code paths." + "reason": "A k-diffusion SDXL pipeline extension with ControlNet/IP-Adapter is unrelated to a community SDXL ControlNet reference pipeline." }, { "left": "pull_request:10723", "right": "pull_request:9175", "accept": false, - "reason": "Different ControlNet Union features: per-control scaling for ControlNet Union vs Flux union ControlNet support." + "reason": "Both involve ControlNet Union, but one adds per-control-type scaling in union models while the other adds Flux Union ControlNet support. Different model families and code paths." }, { "left": "pull_request:5448", "right": "pull_request:5979", "accept": false, - "reason": "Latent Consistency Models pipeline/scheduler and DDGAN pipeline are unrelated model families." + "reason": "Latent Consistency Models and DDGAN are separate model families with unrelated implementation changes." }, { "left": "pull_request:9463", "right": "pull_request:9659", "accept": false, - "reason": "PAG img2img support and SD3 img2img LoRA support are separate pipeline features." - }, - { - "left": "pull_request:12215", - "right": "pull_request:12225", - "accept": false, - "reason": "Both are Qwen-Image additions, but one adds ControlNet support and the other adds edit-inpaint support; different pipelines and concrete behavior." - }, - { - "left": "pull_request:11532", - "right": "pull_request:12040", - "accept": false, - "reason": "Both are LoRA loaders, but HiDream non-diffusers conversion and Wan LightX2V LoRA support target different model families and formats." + "reason": "PAG support for SD Img2Img and SD3 LoRA support are unrelated features, even though both extend pipelines." } ] }, @@ -139921,15 +139946,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 111, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:1012", "pull_request:10359", @@ -139940,9 +139965,13 @@ "pull_request:11159", "pull_request:11238", "pull_request:1147", + "pull_request:11532", "pull_request:11726", "pull_request:11843", + "pull_request:12040", "pull_request:12074", + "pull_request:12215", + "pull_request:12225", "pull_request:12490", "pull_request:12681", "pull_request:1282", @@ -139961,15 +139990,11 @@ "pull_request:4749", "pull_request:4763", "pull_request:4944", - "pull_request:5539", - "pull_request:5608", "pull_request:5750", "pull_request:5833", "pull_request:5900", "pull_request:6225", "pull_request:7016", - "pull_request:7103", - "pull_request:7411", "pull_request:7820", "pull_request:7924", "pull_request:8777", @@ -139980,6 +140005,8 @@ "pull_request:9968" ], "soft_pairs": [ + "pull_request:12215|pull_request:12225", + "pull_request:11532|pull_request:12040", "pull_request:10576|pull_request:11843", "pull_request:11238|pull_request:9968", "pull_request:1282|pull_request:2002", @@ -140002,182 +140029,186 @@ "pull_request:2489|pull_request:3397", "pull_request:3589|pull_request:5750", "pull_request:4070|pull_request:4749", - "pull_request:4706|pull_request:6225", - "pull_request:5539|pull_request:7411", - "pull_request:5608|pull_request:7103" + "pull_request:4706|pull_request:6225" ], - "prepared_review_unit_hash": "a2ce9ef3c75f20983f3e558fb56bb2ca5ed1edac7a994afed68c04f952cfdefd", + "prepared_review_unit_hash": "f4edf3d6808fb3b71421c596d4ad7a2e56db1775efaef82f0f74827ec0400739", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 102704, - "estimated_input_tokens": 25676, - "estimated_eval_tokens": 51608 + "serialized_chars": 102734, + "estimated_input_tokens": 25684, + "estimated_eval_tokens": 51624 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a noisy similarity cluster, not a true duplicate set. The PRs span unrelated docs, tests, example fixes, and feature work across many different code paths, so none of the soft edges should be merged.", - "confidence": 0.97, + "summary": "The cluster is a set of superficially similar but mostly unrelated PRs across different features (Qwen-Image, Wan LoRA, IP-Adapter, docs, tests, and example fixes). None of the soft edges look like true duplicates of the same concrete change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical PR: the cluster mixes unrelated fixes, docs, tests, and features, so no single PR subsumes the rest.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 12074 is the strongest representative only by size and centrality in the Wan LoRA subthread, but it still does not serve as a duplicate anchor for the cluster.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "pull_request:12215", + "right": "pull_request:12225", + "accept": false, + "reason": "Different Qwen-Image features: one adds ControlNet support, the other adds an edit-inpainting pipeline." + }, + { + "left": "pull_request:11532", + "right": "pull_request:12040", + "accept": false, + "reason": "Both touch LoRA conversion code, but they target different model families and different changes (HiDream vs Wan lightx2v/2nd denoiser)." + }, { "left": "pull_request:10576", "right": "pull_request:11843", "accept": false, - "reason": "Both are LoRA-related tests, but they cover different models and bugs: 8-bit BnB LoRA loading vs Wan VACE exclude_modules." + "reason": "Unrelated test additions for different subsystems: 8-bit BnB+LoRA loading vs Wan VACE exclude_modules coverage." }, { "left": "pull_request:11238", "right": "pull_request:9968", "accept": false, - "reason": "Different changes: SD3 ControlNet validation on A100 vs a broader ControlNet module refactor." + "reason": "One is an SD3 ControlNet validation fix; the other is a broader ControlNet refactor across many modules." }, { "left": "pull_request:1282", "right": "pull_request:2002", "accept": false, - "reason": "Unrelated docs changes: a wrong-link fix versus the LoRA training docs and example wiring." + "reason": "Docs link fix vs adding LoRA training support are different changes with no shared bug." }, { "left": "pull_request:243", "right": "pull_request:888", "accept": false, - "reason": "Both add pipelines, but CycleDiffusion and RePaint are separate algorithms and code paths." + "reason": "Different pipelines entirely: RePaint inpainting vs CycleDiffusion." }, { "left": "pull_request:4370", "right": "pull_request:5833", "accept": false, - "reason": "Different bug classes: a dummy-import naming fix vs ControlNet single-file loading import issues." + "reason": "Both are import-related, but one fixes dummy SDXL imports and the other fixes single-file loading imports for ControlNet." }, { "left": "pull_request:4499", "right": "pull_request:4763", "accept": false, - "reason": "SDXL reference-attn support and SDXL LoRA conversion are distinct features with different code paths." + "reason": "SDXL reference-attn docs/example work is unrelated to the SDXL LoRA conversion script." }, { "left": "pull_request:4500", "right": "pull_request:4763", "accept": false, - "reason": "Same as above: unrelated SDXL reference support vs LoRA conversion tooling." + "reason": "Same as above: reference-adain support is a different feature from LoRA conversion tooling." }, { "left": "pull_request:4501", "right": "pull_request:4763", "accept": false, - "reason": "The shared SDXL theme is too broad; one is reference-control support, the other is LoRA conversion tooling." + "reason": "Another SDXL reference-attn variant, not the same change as the LoRA conversion script." }, { "left": "pull_request:7924", "right": "pull_request:8825", "accept": false, - "reason": "IP-Adapter in SDXL ControlNet inpaint and K-Diffusion pipeline support are different implementation changes." + "reason": "Different problems: an IP-Adapter conditional kwargs bug in SDXL ControlNet Inpaint vs adding ControlNet/IP-Adapter support to K-Diffusion SDXL." }, { "left": "pull_request:8777", "right": "pull_request:8981", "accept": false, - "reason": "Dummy LoRA processors and adding LoraLoaderMixin to inits are unrelated maintenance changes." + "reason": "Dummy attention processor classes vs adding LoraLoaderMixin to init files are unrelated chore changes." }, { "left": "pull_request:5900", "right": "pull_request:7820", "accept": false, - "reason": "Both touch IP-Adapter support, but one is a broad refactor and the other is a specific InstructPix2Pix fix." + "reason": "General IP-Adapter support expansion vs a specific InstructPix2Pix IP-Adapter fix; not the same code-path bug." }, { "left": "pull_request:11726", "right": "pull_request:12074", "accept": false, - "reason": "Related Wan LoRA area, but different concrete changes: conversion support vs second-transformer loading and docs." + "reason": "Both are Wan LoRA related, but one fixes conversion for more Wan LoRAs while the other adds second-transformer loading and LightX2V support." }, { "left": "pull_request:10359", "right": "pull_request:11159", "accept": false, - "reason": "Different test fixes: one trims failing tests, the other fixes quantization dtype behavior and associated tests." + "reason": "Test cleanup in LoRA layer tests vs quantization dtype fixes; different scope and different failure modes." }, { "left": "pull_request:12490", "right": "pull_request:12681", "accept": false, - "reason": "One adjusts CLAP config construction in AudioLDM2 tests; the other is a broader CPU test cleanup across pipelines." + "reason": "A CLAPConfig test adjustment is unrelated to the later CI-only pipeline CPU test fixes." + }, + { + "left": "pull_request:4944", + "right": "pull_request:7016", + "accept": false, + "reason": "Related to IP-Adapter internals, but one is the original support work and the other is a later refactor/extension across many pipelines." }, { "left": "pull_request:1012", "right": "pull_request:1147", "accept": false, - "reason": "Different example ecosystems: PyTorch DreamBooth train mode vs Flax examples loading the text encoder from subfolder." + "reason": "DreamBooth text-encoder train mode fix vs Flax examples loading text encoder from subfolder are different issues." }, { "left": "pull_request:10481", "right": "pull_request:11142", "accept": false, - "reason": "Both are Sana-related, but one flips a runtime default while the other changes conversion/script behavior." + "reason": "Sana clean_caption default change is unrelated to the Sana-Sprint converter/model checkpoint script update." }, { "left": "pull_request:10547", "right": "pull_request:9206", "accept": false, - "reason": "Offload test split changes and xformers test fixes are separate test-maintenance issues." + "reason": "Offload test configuration for CogVideoX/CogView3 vs broken xformers test fixes; different test failures." }, { "left": "pull_request:1283", "right": "pull_request:888", "accept": false, - "reason": "Both add pipelines, but RePaint and CycleDiffusion are different pipelines and implementations." + "reason": "Versatile Diffusion addition is a separate model release from CycleDiffusion." }, { "left": "pull_request:2489", "right": "pull_request:3397", "accept": false, - "reason": "Unrelated documentation additions: Core ML docs versus a LoRA training note." + "reason": "Core ML docs addition is unrelated to the text-to-image fine-tuning doc link fix." }, { "left": "pull_request:3589", "right": "pull_request:5750", "accept": false, - "reason": "No evidence of the same change: README reference-trick docs versus an empty/non-diff PR title only." + "reason": "README reference-tricks documentation vs a failed/closed SD reference-only tech intro; not the same concrete change." }, { "left": "pull_request:4070", "right": "pull_request:4749", "accept": false, - "reason": "SDXL docs polish and DreamBooth LoRA checkpointing are unrelated changes." + "reason": "SDXL docs cleanup is unrelated to DreamBooth LoRA checkpointing changes." }, { "left": "pull_request:4706", "right": "pull_request:6225", "accept": false, - "reason": "Both mention LoRA alphas, but one fixes loader defaults while the other fixes training scripts to write the right alpha values." - }, - { - "left": "pull_request:5539", - "right": "pull_request:7411", - "accept": false, - "reason": "Both are typo cleanup PRs, but they are unrelated edits in different files and code paths." - }, - { - "left": "pull_request:5608", - "right": "pull_request:7103", - "accept": false, - "reason": "PEFT empty-alpha handling and ControlNet check_image logic are unrelated bugs." + "reason": "Different LoRA bugs: missing fc alpha defaults in loader logic vs parsing correct alphas in PEFT training scripts." } ] }, @@ -140191,15 +140222,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 112, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10494", "pull_request:11081", @@ -140208,21 +140239,20 @@ "pull_request:11715", "pull_request:12021", "pull_request:12091", - "pull_request:12142", - "pull_request:12143", "pull_request:1215", "pull_request:12277", "pull_request:12288", "pull_request:12416", "pull_request:12551", "pull_request:12882", - "pull_request:12914", "pull_request:13056", "pull_request:2976", "pull_request:3135", "pull_request:4215", "pull_request:4223", "pull_request:4481", + "pull_request:5539", + "pull_request:5608", "pull_request:5943", "pull_request:6213", "pull_request:6217", @@ -140230,15 +140260,16 @@ "pull_request:6330", "pull_request:6448", "pull_request:6845", + "pull_request:7103", "pull_request:7113", "pull_request:7277", "pull_request:7353", + "pull_request:7411", "pull_request:742", "pull_request:7590", "pull_request:7712", "pull_request:7825", "pull_request:7932", - "pull_request:819", "pull_request:8630", "pull_request:9040", "pull_request:9139", @@ -140251,6 +140282,8 @@ "pull_request:9827" ], "soft_pairs": [ + "pull_request:5539|pull_request:7411", + "pull_request:5608|pull_request:7103", "pull_request:9473|pull_request:9646", "pull_request:12091|pull_request:12288", "pull_request:9040|pull_request:9268", @@ -140272,189 +140305,180 @@ "pull_request:11081|pull_request:11605", "pull_request:7825|pull_request:9379", "pull_request:9821|pull_request:9827", - "pull_request:10494|pull_request:9536", - "pull_request:12142|pull_request:12914", - "pull_request:12143|pull_request:12914", - "pull_request:1215|pull_request:819" + "pull_request:10494|pull_request:9536" ], - "prepared_review_unit_hash": "a6ff28f1111ad2a4ceb02418c9180a6baa215d5026d3f9b39dde6d1962617236", + "prepared_review_unit_hash": "2ac83cb7cc84e61b90adafb7e8547f547091ed07818f1713528b4c15a65ff663", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 25, - "serialized_chars": 102542, - "estimated_input_tokens": 25636, - "estimated_eval_tokens": 51528 + "soft_pair_count": 24, + "serialized_chars": 104399, + "estimated_input_tokens": 26100, + "estimated_eval_tokens": 52456 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items span unrelated feature PRs, docs updates, test skips, and small bug fixes. None of the proposed soft pairs look like the same underlying change, so all soft edges are rejected.", - "confidence": 0.95, - "canonical_issue_reason": "No canonical issue: the cluster contains pull requests only, with no shared underlying issue theme.", - "canonical_pr_reason": "No canonical PR: there isn\u2019t a single PR that represents the cluster, since the items are mostly unrelated and the soft pairs are false positives.", - "best_issue_reason": "No issue candidate applies here.", - "best_pr_reason": "No single PR is a good global representative; the cluster has no true duplicate PR group to collapse onto one artifact.", + "summary": "These are mostly unrelated pull requests that only overlap at a broad subsystem level (docs, tests, loaders, schedulers, pipelines). None of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "There is no single canonical PR for this set: the items span many distinct features and fixes rather than one duplicate change. If forced to pick a representative PR, #9827 is the most substantive cross-cutting bug fix, but it is still not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "#9827 is the strongest standalone candidate because it contains a concrete runtime bug fix plus docs/tests around device_map handling. It is the most representative of a real fix in this mixed set, though it does not unify the cluster.", "soft_edge_verdicts": [ + { + "left": "pull_request:5539", + "right": "pull_request:7411", + "accept": false, + "reason": "Both are typo/docs cleanup PRs, but they fix different files and different wording issues; not the same change." + }, + { + "left": "pull_request:5608", + "right": "pull_request:7103", + "accept": false, + "reason": "Both touch LoRA-related code, but one fixes empty network alpha handling and the other fixes text-encoder patch removal; different bugs." + }, { "left": "pull_request:9473", "right": "pull_request:9646", "accept": false, - "reason": "Same Flux Dreambooth area, but one fixes Prodigy LR handling and the other adds configurable target modules; different changes." + "reason": "Same Flux Dreambooth area, but one changes T5 LR handling for Prodigy while the other makes LoRA target modules configurable; separate changes." }, { "left": "pull_request:12091", "right": "pull_request:12288", "accept": false, - "reason": "Different models and features: Dream pipeline vs InfiniteTalk pipeline." + "reason": "Both add new model families, but they are different products/pipelines entirely, not the same underlying feature." }, { "left": "pull_request:9040", "right": "pull_request:9268", "accept": false, - "reason": "Both are differential diffusion community pipelines, but for different models and implementations." + "reason": "Both are differential-diffusion community pipelines, but for different base models and different implementations." }, { "left": "pull_request:3135", "right": "pull_request:4223", "accept": false, - "reason": "Both touch training scripts, but one enforces controlnet image sizing and the other fixes SDXL ControlNet training details." + "reason": "Both involve ControlNet training scripts, but one enforces resolution divisibility and the other fixes SDXL training call/details; not the same bug." }, { "left": "pull_request:12021", "right": "pull_request:12416", "accept": false, - "reason": "Different feature additions in different modular pipeline families; not the same concrete change." + "reason": "Both are model/pipeline enablement PRs, but for different architectures and code paths." }, { "left": "pull_request:11159", "right": "pull_request:11715", "accept": false, - "reason": "Both are quantization-related tests, but one is a dtype fix and the other only adds version annotations for compile tests." + "reason": "One fixes GGUF/BnB dtype behavior in single-file loading; the other only adjusts test version gating. Not the same change." }, { "left": "pull_request:1215", "right": "pull_request:742", "accept": false, - "reason": "Same DDIM file, but one fixes eta/cpu-generator noise handling and the other fixes noise dtype; related but not the same bug." + "reason": "Both modify DDIM noise generation, but one targets CPU generator handling and the other fixes dtype for eta>0; related area, different bugs." }, { "left": "pull_request:12277", "right": "pull_request:12551", "accept": false, - "reason": "Both adjust tests for CI compatibility, but for different pipelines and different failing conditions." + "reason": "Both disable tests in CI, but for different pipelines and reasons; not a shared code-path fix." }, { "left": "pull_request:12882", "right": "pull_request:13056", "accept": false, - "reason": "Different community examples: z-image differential img2img vs Z-Image DreamBooth LoRA training." + "reason": "One adds a community inference pipeline, the other adds a DreamBooth training example; different artifacts and goals." }, { "left": "pull_request:2976", "right": "pull_request:4215", "accept": false, - "reason": "Both are doc navigation fixes, but they affect different pages and link targets." + "reason": "Documentation-only changes in different sections and topics; not the same issue." }, { "left": "pull_request:4481", "right": "pull_request:6303", "accept": false, - "reason": "EDM pipeline/scheduler implementation versus ADD training scripts; unrelated changes." + "reason": "Different large WIP additions in the diffusion ecosystem, but unrelated models/scripts and no shared bug or feature." }, { "left": "pull_request:5943", "right": "pull_request:7113", "accept": false, - "reason": "Transformer gradient checkpointing and Slack CI notifications are unrelated." + "reason": "Transformer gradient checkpointing and Docker Slack notifications are unrelated changes." }, { "left": "pull_request:6213", "right": "pull_request:6845", "accept": false, - "reason": "Different cleanup changes in different pipelines; not the same bug or patch." + "reason": "Both are cleanup refactors in video-related code, but they affect different pipelines and code paths." }, { "left": "pull_request:6217", "right": "pull_request:6330", "accept": false, - "reason": "Compile fix for Stable Video Diffusion VAE vs a docs-only SVD rendering update." + "reason": "One fixes torch.compile compatibility in SVD; the other is a docs rendering tweak. Different layers entirely." }, { "left": "pull_request:6448", "right": "pull_request:7932", "accept": false, - "reason": "Both are LoRA test fixes, but they address different test suites and different assertion/data issues." + "reason": "Both touch LoRA tests, but they address different test-side side effects and expected values; not the same fix." }, { "left": "pull_request:7277", "right": "pull_request:7712", "accept": false, - "reason": "Docs typo cleanup versus import fixes; no shared underlying change." + "reason": "Typo/deprecation cleanup versus import fixes; no shared underlying bug." }, { "left": "pull_request:7353", "right": "pull_request:7590", "accept": false, - "reason": "ControlNet img2img mixin update and Python 12 packaging support are unrelated." + "reason": "A pipeline mixin update and a Python version-range packaging change are unrelated." }, { "left": "pull_request:8630", "right": "pull_request:9139", "accept": false, - "reason": "Different DreamBooth model families and different training/script updates." + "reason": "Different DreamBooth domains: SD3 text-encoder training versus Flux training-script bug fixes." }, { "left": "pull_request:11081", "right": "pull_request:11605", "accept": false, - "reason": "Both involve group offloading, but one adds record_stream support while the other makes it torch.compile-compatible." + "reason": "Both involve group offloading internals, but one adds record_stream support and the other makes it torch.compile-safe; separate code-path issues." }, { "left": "pull_request:7825", "right": "pull_request:9379", "accept": false, - "reason": "Device-map test guard fix versus Flux GPU test adjustments; different bugs and scopes." + "reason": "One fixes device-map/offload tests; the other fixes fast GPU tests in Flux. Same broad testing theme, not the same bug." }, { "left": "pull_request:9821", "right": "pull_request:9827", "accept": false, - "reason": "Both touch device_map logic, but one changes the generic check behavior and the other fixes LoRA loading/offloading behavior." + "reason": "Closely related device_map work, but 9821 adds the utility/check behavior while 9827 applies it to LoRA loading; one is foundational, the other is a caller fix." }, { "left": "pull_request:10494", "right": "pull_request:9536", "accept": false, - "reason": "Tokenizers install change in LoRA tests vs ChatGLMTokenizer padding fix; unrelated." - }, - { - "left": "pull_request:12142", - "right": "pull_request:12914", - "accept": false, - "reason": "Wan VACE dtype fix versus a Cosmos docs typo; not the same change." - }, - { - "left": "pull_request:12143", - "right": "pull_request:12914", - "accept": false, - "reason": "Wan VACE pipeline fix versus a Cosmos docs typo; unrelated." - }, - { - "left": "pull_request:1215", - "right": "pull_request:819", - "accept": false, - "reason": "Both are DDIM scheduler fixes, but one is about generator/noise handling and the other about timestep dtype on Windows." + "reason": "Completely unrelated: LoRA test install setup versus ChatGLM tokenizer padding behavior." } ] }, @@ -140468,19 +140492,23 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 113, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10730", "pull_request:11896", + "pull_request:12142", + "pull_request:12143", + "pull_request:1215", "pull_request:12790", + "pull_request:12914", "pull_request:13100", "pull_request:1327", "pull_request:13410", @@ -140513,20 +140541,20 @@ "pull_request:7018", "pull_request:7166", "pull_request:7186", - "pull_request:7295", "pull_request:7797", "pull_request:7803", "pull_request:7804", "pull_request:816", + "pull_request:819", "pull_request:8422", - "pull_request:8631", - "pull_request:8902", "pull_request:9099", "pull_request:9175", - "pull_request:9244", "pull_request:9601" ], "soft_pairs": [ + "pull_request:12142|pull_request:12914", + "pull_request:12143|pull_request:12914", + "pull_request:1215|pull_request:819", "pull_request:1588|pull_request:3614", "pull_request:2584|pull_request:4862", "pull_request:2861|pull_request:2919", @@ -140550,233 +140578,230 @@ "pull_request:4070|pull_request:4428", "pull_request:4862|pull_request:6085", "pull_request:5157|pull_request:7018", - "pull_request:6147|pull_request:7166", - "pull_request:7295|pull_request:9244", - "pull_request:8631|pull_request:8902" + "pull_request:6147|pull_request:7166" ], - "prepared_review_unit_hash": "382ae6c651b383b532486aa29ce8b3cf19b13c2ccf515a3bc523c4523e966ea7", + "prepared_review_unit_hash": "5dc76b1dbdb1248cb532d11aabc2541c437cc60fb1f35dfce9f89f1f46a115f7", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 95379, - "estimated_input_tokens": 23845, - "estimated_eval_tokens": 47946 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 97513, + "estimated_input_tokens": 24379, + "estimated_eval_tokens": 49014 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and mostly consists of unrelated PRs that only look similar at a title-level or by sharing broad subsystems. I do not see any true duplicate PR pairs here; all soft edges should be rejected.", - "confidence": 0.93, + "summary": "This cluster is mostly heterogeneous. The only clear overlaps are the WAN VACE bf16/fp16 mask-cast fix pair and the train_text_to_image_lora text-encoder finetuning pair; the rest are separate bugs, features, or docs/tests work.", + "confidence": 0.76, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for a duplicate cluster: the items span unrelated docs, tests, loaders, schedulers, training scripts, and pipelines. The strongest standalone PR is 7186 because it is a substantial, coherent feature with an explicit issue link, but it is not a duplicate anchor for the rest.", + "canonical_pr_reason": "No single canonical PR represents the whole cluster; if one representative is needed, 12143 is the best fit because it contains a concrete code-path fix for the WAN VACE dtype bug and related test-side cleanup.", "best_issue_reason": null, - "best_pr_reason": "7186 is the best standalone PR in this set: broad, coherent IP-Adapter feature work with tests and an explicit issue target. It is still not a duplicate of the other items.", + "best_pr_reason": "12143 is the strongest overall representative: it is a compact, merged fix for a specific runtime bug in `pipeline_wan_vace.py` with adjacent test support, whereas most other items are unrelated.", "soft_edge_verdicts": [ + { + "left": "pull_request:12142", + "right": "pull_request:12143", + "accept": true, + "reason": "Same WAN VACE mask dtype bug in `pipeline_wan_vace.py`; both change the same line, and 12143 just adds test cleanup around the same fix." + }, + { + "left": "pull_request:12143", + "right": "pull_request:12914", + "accept": false, + "reason": "Different changes: WAN VACE bf16/fp16 mask casting vs a Cosmos docs typo fix." + }, + { + "left": "pull_request:1215", + "right": "pull_request:819", + "accept": false, + "reason": "Both are DDIM-related, but they fix different problems: generator/device handling for eta>0 vs Windows int64 timestep conversion." + }, { "left": "pull_request:1588", "right": "pull_request:3614", "accept": false, - "reason": "Both are test-focused, but one fixes FP16 common tests while the other only shrinks a stable diffusion test; different issues and code paths." + "reason": "Unrelated test changes in different areas; one is FP16 common-test handling, the other is a Stable Diffusion test tweak." }, { "left": "pull_request:2584", "right": "pull_request:4862", "accept": false, - "reason": "Different scope and subsystem: a new community ControlNet img2img pipeline versus an SDXL ControlNet img2img bugfix." + "reason": "Different pipelines and bugs: ControlNet img2img vs SDXL ControlNet img2img MultiControlNet handling." }, { "left": "pull_request:2861", "right": "pull_request:2919", "accept": false, - "reason": "Unrelated changes: pipeline behavior for `image_embeds=None` versus reducing a 3D UNet test size." + "reason": "Completely different scope: StableUnCLIP img2img test coverage vs a 3D UNet test speed-up." }, { "left": "pull_request:2994", "right": "pull_request:4749", "accept": false, - "reason": "Different concrete bugs: ControlNet training dtype casting versus SDXL LoRA checkpoint loading." + "reason": "Different code paths and purposes: ControlNet training dtype casting vs SDXL DreamBooth LoRA checkpoint loading." }, { "left": "pull_request:4215", "right": "pull_request:6578", "accept": false, - "reason": "Both are docs edits, but they touch different documentation topics with no shared bug or change." + "reason": "Both are docs touch-ups, but they target different ControlNet documentation fixes." }, { "left": "pull_request:7797", "right": "pull_request:8422", "accept": false, - "reason": "Different test goals: DDPM fast-test downsizing versus adding subfolder-loading coverage." + "reason": "Different test work: DDPM fast-test model shrink vs a subfolder-loading test suite." }, { "left": "pull_request:7803", "right": "pull_request:8422", "accept": false, - "reason": "DDIM test downsizing is unrelated to the subfolder-loading test suite." + "reason": "Different test work: DDIM fast-test model shrink vs subfolder-loading coverage." }, { "left": "pull_request:7804", "right": "pull_request:8422", "accept": false, - "reason": "Amused fast-test downsizing is a separate test-maintenance change, not the same bug." + "reason": "Different test work: Amused fast-test shrink vs subfolder-loading coverage." }, { "left": "pull_request:9099", "right": "pull_request:9175", "accept": false, - "reason": "Different feature work: SD3 ControlNet inpainting versus Flux union ControlNet support." + "reason": "Different features: SD3 ControlNet inpainting vs Flux Union ControlNet support." }, { "left": "pull_request:11896", "right": "pull_request:12790", "accept": false, - "reason": "Both mention LoRA, but one disables hooks during LoRA loading while the other normalizes ZImage LoRA key conversion." + "reason": "Both are LoRA-related, but one fixes hook disabling while loading LoRAs and the other normalizes ZImage LoRA keys." }, { "left": "pull_request:6946", "right": "pull_request:7186", "accept": false, - "reason": "Related IP-Adapter area, but 6946 is a loader performance option while 7186 is a larger Face ID core integration; not the same concrete change." + "reason": "Same broad IP-Adapter area, but different changes: low_cpu_mem_usage loading vs moving Face ID to core." }, { "left": "pull_request:10730", "right": "pull_request:9601", "accept": false, - "reason": "Different bug fixes in different code paths: hook unwrapping versus VAE dtype handling in SD3 training." + "reason": "Unrelated fixes: hook unwrapping during offload removal vs VAE dtype handling in SD3 ControlNet training." }, { "left": "pull_request:13100", "right": "pull_request:13410", "accept": false, - "reason": "Both are modular-doc related, but one updates pipeline docs and the other adds agent guidance files; not duplicate changes." + "reason": "Both are modular-pipeline docs, but they are different documentation changes and not the same artifact." }, { "left": "pull_request:1327", "right": "pull_request:2928", "accept": false, - "reason": "Different domains entirely: local custom pipeline loading versus custom local dataset loading for ControlNet training." - }, - { - "left": "pull_request:1327", - "right": "pull_request:3446", - "accept": false, - "reason": "Custom pipeline loading support and a pipeline-loading warning-message cleanup are separate changes." + "reason": "Unrelated: custom local pipeline loading vs controlnet training local-dataset loading." }, { "left": "pull_request:2002", "right": "pull_request:816", "accept": false, - "reason": "LoRA feature work in text-to-image training versus a deepspeed compatibility fix; not the same bug or PR." + "reason": "Different topics: LoRA text-encoder support in an example vs deepspeed FP16 training compatibility." }, { "left": "pull_request:2479", "right": "pull_request:3691", "accept": false, - "reason": "One adds text-encoder LoRA training support, the other changes which attention processor class is used in the loader." + "reason": "Both involve text-encoder LoRA, but one adds training-script support and the other switches the attention processor class; different changes." }, { "left": "pull_request:2479", "right": "pull_request:3912", - "accept": false, - "reason": "Same broad LoRA area, but 2479 is a script-level feature addition while 3912 is a broader follow-up with docs/tests; not mergeable as one concrete fix." + "accept": true, + "reason": "Same underlying `train_text_to_image_lora.py` text-encoder finetuning feature; 3912 looks like the docs/test follow-up to the code introduced in 2479." }, { "left": "pull_request:2557", "right": "pull_request:3016", "accept": false, - "reason": "Dreambooth intermediate logging and ControlNet Min-SNR loss are unrelated training-script changes." + "reason": "Different training features: DreamBooth logging vs Min-SNR/gradient-accumulation docs for ControlNet flax training." }, { "left": "pull_request:3128", "right": "pull_request:4886", "accept": false, - "reason": "Different pipeline bugs: timestep slicing for img2img versus safety-checker preprocessing in upscale." + "reason": "Different bugs in different pipelines: img2img timestep selection vs StableDiffusionUpscale safety-checker input handling." }, { "left": "pull_request:4070", "right": "pull_request:4428", "accept": false, - "reason": "Both touch docs, but one is a small SDXL doc cleanup and the other is a large docs/site restructuring." + "reason": "Both are SDXL docs, but 4070 is a minor wording/link fix and 4428 is a broader documentation reorganization." }, { "left": "pull_request:4862", "right": "pull_request:6085", "accept": false, - "reason": "ControlNet SDXL img2img shape handling is unrelated to scheduler `add_noise` index selection." + "reason": "Different code paths: ControlNet SDXL img2img height/width handling vs scheduler `add_noise` indexing fixes." }, { "left": "pull_request:5157", "right": "pull_request:7018", "accept": false, - "reason": "Different problems in different layers: LoRA conversion mapping versus advanced LoRA training gradient scaling." + "reason": "Both touch LoRA tooling, but one is ControlNet LoRA conversion logic and the other is DreamBooth LoRA gradient scaling." }, { "left": "pull_request:6147", "right": "pull_request:7166", "accept": false, - "reason": "Both involve SDXL LoRA/single-file loading, but one is single-file refiner support and the other fixes LoRA checkpoint loading; not the same concrete bug." - }, - { - "left": "pull_request:7295", - "right": "pull_request:9244", - "accept": false, - "reason": "Single-file loader cleanup for UNet is unrelated to adding Flux pipeline single-file support." - }, - { - "left": "pull_request:8631", - "right": "pull_request:8902", - "accept": false, - "reason": "A `from_single_file` T5 return fix and sharded checkpoint compatibility are different loader issues." + "reason": "Different loading bugs: single-file SDXL refiner loading vs SDXL DreamBooth LoRA text-encoder loading." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded and conservative. It correctly identifies the two genuinely mergeable overlaps in the packet: the WAN VACE dtype-mask fix pair (12142/12143) and the train_text_to_image_lora text-encoder finetuning pair (2479/3912). The other pairwise rejections are supported by the diffs and titles, and the representative-PR choice is reasonable for a heterogeneous cluster." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 114, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10396", "pull_request:10397", - "pull_request:10581", - "pull_request:10728", "pull_request:10911", "pull_request:11159", "pull_request:11485", "pull_request:11522", "pull_request:11588", "pull_request:11755", - "pull_request:12091", "pull_request:12225", "pull_request:12416", "pull_request:12496", "pull_request:1250", - "pull_request:12526", "pull_request:12919", "pull_request:12983", "pull_request:12996", @@ -140798,18 +140823,24 @@ "pull_request:6864", "pull_request:6884", "pull_request:689", + "pull_request:7295", "pull_request:7476", "pull_request:8389", + "pull_request:8631", "pull_request:8688", "pull_request:8755", "pull_request:8856", "pull_request:8859", + "pull_request:8902", + "pull_request:9244", "pull_request:9268", "pull_request:9423", "pull_request:9696", "pull_request:9807" ], "soft_pairs": [ + "pull_request:7295|pull_request:9244", + "pull_request:8631|pull_request:8902", "pull_request:8755|pull_request:9807", "pull_request:10396|pull_request:10397", "pull_request:1250|pull_request:243", @@ -140832,188 +140863,186 @@ "pull_request:5915|pull_request:6884", "pull_request:11159|pull_request:11522", "pull_request:11588|pull_request:12496", - "pull_request:12919|pull_request:12996", - "pull_request:10581|pull_request:10728", - "pull_request:12091|pull_request:12526" + "pull_request:12919|pull_request:12996" ], - "prepared_review_unit_hash": "3140b907dcf03ef9ed49336ec779985d7dba849f6f2983b7d48039f9919db5de", + "prepared_review_unit_hash": "e353a4b09ca4cdb85e5466b6ac4d451f00173d4c8ae8fa331965ca1babf64df3", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 101387, - "estimated_input_tokens": 25347, - "estimated_eval_tokens": 50950 + "serialized_chars": 99090, + "estimated_input_tokens": 24773, + "estimated_eval_tokens": 49802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose bag of PRs that are only superficially similar by subsystem or filename. I did not find any soft-edge pair that clearly fixes the same concrete bug/change well enough to merge as duplicates.", - "confidence": 0.78, + "summary": "This cluster is heterogeneous: the PRs span unrelated LoRA, pipeline, quantization, docs, workflow, and feature work. The soft edges mostly reflect broad topic or filename overlap, not the same underlying bug/change, so they should all be rejected.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #10397 is the best canonical PR candidate among this set: it is merged, has a concrete Flux LoRA bug-fix focus, and includes code, tests, and docs rather than just peripheral changes.", + "canonical_pr_reason": "PR 12996 is the strongest standalone representative here: merged, explicit issue target, substantial implementation plus docs, and a coherent end-to-end feature change.", "best_issue_reason": null, - "best_pr_reason": "PR #10397 is the strongest overall representative because it targets a specific user-facing LoRA unloading problem and appears to be the most complete landed fix in the cluster.", + "best_pr_reason": "PR 12996 is the best overall PR candidate if one must be chosen, because it is the most complete and well-scoped change in the set; the others are smaller or more narrowly test/doc/workflow fixes.", "soft_edge_verdicts": [ + { + "left": "pull_request:7295", + "right": "pull_request:9244", + "accept": false, + "reason": "Different problems: single-file UNet loader cleanup vs adding Flux single-file support. Same loader area, but not the same bug/change." + }, + { + "left": "pull_request:8631", + "right": "pull_request:8902", + "accept": false, + "reason": "One returns the model from a checkpoint helper; the other fixes sharded checkpoint filename handling. Distinct single-file loader issues." + }, { "left": "pull_request:8755", "right": "pull_request:9807", "accept": false, - "reason": "Both are LoRA-related, but one is SD3 DreamBooth LoRA training and the other is AutoencoderKL LoRA adapter support; different code paths and different bugs." + "reason": "Unrelated domains: SD3 DreamBooth text-encoder training fix vs AutoencoderKL LoRA adapter support." }, { "left": "pull_request:10396", "right": "pull_request:10397", "accept": false, - "reason": "Same broad Flux/LoRA area, but #10396 fixes state-dict expansion indexing while #10397 focuses on unloading/reset behavior; related, but not the same concrete change." + "reason": "Both LoRA-related, but 10396 fixes state-dict expansion indexing while 10397 fixes LoRA unloading/reset behavior for Flux. Different code paths." }, { "left": "pull_request:1250", "right": "pull_request:243", "accept": false, - "reason": "Completely different community pipelines and different functionality; no shared underlying bug or change." + "reason": "Both are inpainting/community pipelines, but one adds CLIPSeg+StableDiffusionInpainting and the other adds RePaint. Not the same change." }, { "left": "pull_request:2034", "right": "pull_request:3850", "accept": false, - "reason": "Unrelated test fixes for different models and pipelines." + "reason": "Separate test fixes for different pipelines (DiT vs audio diffusion), with different setup and symptoms." }, { "left": "pull_request:2034", "right": "pull_request:689", "accept": false, - "reason": "One is a DiT test adjustment and the other is a low-level attention perf change; not the same bug." + "reason": "DiT test-shape update vs a generic attention performance/speed fix. No shared bug." }, { "left": "pull_request:4795", "right": "pull_request:6864", "accept": false, - "reason": "#4795 is a ControlNet torch.compile code fix, while #6864 is documentation guidance about compiling after fusing LoRAs." + "reason": "ControlNet torch.compile fix vs a docs note about torch.compile for PEFT. Documentation is not the same as the model bug fix." }, { "left": "pull_request:8688", "right": "pull_request:8755", "accept": false, - "reason": "Both touch LoRA/PEFT, but one fixes DoRA conversion handling and the other fixes SD3 DreamBooth LoRA training; distinct issues." + "reason": "DoRA conversion utility fix is unrelated to SD3 DreamBooth text-encoder training logic." }, { "left": "pull_request:12983", "right": "pull_request:13237", "accept": false, - "reason": "Both are single-file utility updates, but they support different model families and checkpoint mappings; not a duplicate change." + "reason": "Both touch single_file_utils, but one adds LTX2 single-file mappings and the other adds Flux.2 Klein presets. Different model families and behavior." }, { "left": "pull_request:7476", "right": "pull_request:8856", "accept": false, - "reason": "Both involve img2img-style shape handling, but they fix different pipelines and different failure modes." + "reason": "Both concern img2img/control image handling, but one is SDXL multi-controlnet compile behavior and the other is a batch duplication error fix across several pipelines." }, { "left": "pull_request:7476", "right": "pull_request:8859", "accept": false, - "reason": "Different subsystems entirely: ControlNet img2img compile fix vs AuraFlow compile compatibility." + "reason": "Different bugs: ControlNet multi-controlnet control-keep logic vs AuraFlow default resolution/compile compatibility." }, { "left": "pull_request:11485", "right": "pull_request:12225", "accept": false, - "reason": "Both add pipeline support, but for unrelated models and features." + "reason": "Separate feature additions: Flex.2 pipeline vs Qwen-Image-Edit inpainting pipeline." }, { "left": "pull_request:10911", "right": "pull_request:11755", "accept": false, - "reason": "Different tests and different pipelines; no shared underlying code change." + "reason": "Lumina2 LoRA fuse test fix is unrelated to LTX latent upsample cpu-offload behavior." }, { "left": "pull_request:12416", "right": "pull_request:13089", "accept": false, - "reason": "Both mention QwenImage modular code, but one adds Edit Plus support and the other adds a guider plus pipeline updates; not the same concrete bug/change." + "reason": "QwenImage Edit Plus modular support is a feature add; NAG guider update is a different model-control change, not the same underlying change." }, { "left": "pull_request:4862", "right": "pull_request:5922", "accept": false, - "reason": "Both are ControlNet/adapters img2img fixes, but they address different batch/shape handling paths and are not mergeable as one bug fix." + "reason": "Different pipelines and bugs: SDXL ControlNet img2img height/width handling vs MultiAdapter preprocessing in a community example." }, { "left": "pull_request:9268", "right": "pull_request:9423", "accept": false, - "reason": "Same differential-diffusion style, but applied to different models and implementations; not the same fix." + "reason": "Both are differential-diffusion community examples, but for different base models (Flux vs Kolors) and separate code paths." }, { "left": "pull_request:4408", "right": "pull_request:4774", "accept": false, - "reason": "SDXL inpainting from_single_file support and SDXL negative size conditions are unrelated changes." + "reason": "SDXL single-file inpainting support vs adding negative size/crop conditions in SDXL. Related subsystem, but not the same fix." }, { "left": "pull_request:8389", "right": "pull_request:9696", "accept": false, - "reason": "Both are workflow tweaks, but they affect different CI workflows and different validation logic." + "reason": "Benchmark workflow infrastructure changes vs PR-test workflow input validation changes. Distinct CI workflows." }, { "left": "pull_request:4481", "right": "pull_request:4847", "accept": false, - "reason": "One adds EDM pipeline/scheduler support; the other adds a community example. Different artifacts and goals." + "reason": "EDM pipeline/scheduler implementation is unrelated to a community prompt-free diffusion example." }, { "left": "pull_request:4498", "right": "pull_request:6197", "accept": false, - "reason": "Completely unrelated: SDXL reference example vs DeepCache support." + "reason": "Stable Diffusion XL reference example/docs vs DeepCache support. Same broad ecosystem, different functionality." }, { "left": "pull_request:5915", "right": "pull_request:6884", "accept": false, - "reason": "Both are IP-Adapter related, but #5915 adds IP-Adapter Plus support and #6884 only tightens scale-length validation; different change scopes." + "reason": "IP-Adapter Plus support is a model capability addition; the other only tightens scale validation in set_ip_adapter_scale." }, { "left": "pull_request:11159", "right": "pull_request:11522", "accept": false, - "reason": "Different model-support/compatibility fixes with no shared code path." + "reason": "Quantization dtype handling for single-file loading vs an AudioLDM2 transformers compatibility fix. Unrelated code paths." }, { "left": "pull_request:11588", "right": "pull_request:12496", "accept": false, - "reason": "One adds LoRA support for I2V, the other fixes Wan I2V condition shape mismatch; related domain, but distinct bugs." + "reason": "Wan I2V LoRA support and Wan I2V condition-shape mismatch are different issues in the same pipeline, not one duplicate bug." }, { "left": "pull_request:12919", "right": "pull_request:12996", "accept": false, - "reason": "Both mention Ulysses/attention, but one is an NPU backend implementation and the other is arbitrary-length Ulysses support; not the same concrete change." - }, - { - "left": "pull_request:10581", - "right": "pull_request:10728", - "accept": false, - "reason": "Different model features: SD3 IP-Adapter support vs Flux quantization/IP-Adapter behavior." - }, - { - "left": "pull_request:12091", - "right": "pull_request:12526", - "accept": false, - "reason": "Distinct large feature additions for different model families; no duplicate bug/change." + "reason": "Both touch attention dispatch, but 12919 adds NPU attention support while 12996 adds Ulysses Anything Attention for distributed inference. Different backends and purposes." } ] }, @@ -141027,15 +141056,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 115, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10005", "pull_request:10099", @@ -141046,25 +141075,26 @@ "pull_request:10183", "pull_request:10188", "pull_request:1020", - "pull_request:10205", - "pull_request:10220", "pull_request:10278", "pull_request:10332", "pull_request:10364", "pull_request:10517", + "pull_request:10581", "pull_request:10648", + "pull_request:10728", "pull_request:10783", "pull_request:10977", "pull_request:11025", "pull_request:11271", - "pull_request:11292", "pull_request:11439", "pull_request:11546", "pull_request:11595", "pull_request:11804", "pull_request:11823", "pull_request:12040", + "pull_request:12091", "pull_request:1221", + "pull_request:12526", "pull_request:12737", "pull_request:12988", "pull_request:4632", @@ -141082,10 +141112,11 @@ "pull_request:9445", "pull_request:9507", "pull_request:9597", - "pull_request:9683", "pull_request:9843" ], "soft_pairs": [ + "pull_request:10581|pull_request:10728", + "pull_request:12091|pull_request:12526", "pull_request:4632|pull_request:6464", "pull_request:5057|pull_request:5127", "pull_request:11546|pull_request:11804", @@ -141109,194 +141140,192 @@ "pull_request:10183|pull_request:10364", "pull_request:10183|pull_request:11271", "pull_request:10188|pull_request:11595", - "pull_request:1020|pull_request:1221", - "pull_request:10205|pull_request:11292", - "pull_request:10220|pull_request:9683" + "pull_request:1020|pull_request:1221" ], - "prepared_review_unit_hash": "5da0865dc55336edff42dfd3cf5ac164a293f4b66fb700d50cd3367f7713a232", + "prepared_review_unit_hash": "4236e6da58ffe7bd4f5f506c5eb1b77c85a96798df175f6c480c5bed5fad413f", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 94095, - "estimated_input_tokens": 23524, - "estimated_eval_tokens": 47304 + "serialized_chars": 96508, + "estimated_input_tokens": 24127, + "estimated_eval_tokens": 48510 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a single duplicate cluster: the items span unrelated docs edits, test cleanup, LoRA plumbing, Flux/Wan feature work, and pipeline-specific fixes across many subsystems and dates. The soft-similarity edges are mostly broad topical overlap, not the same underlying bug or change.", - "confidence": 0.98, + "summary": "This is a mixed bag of unrelated PRs spanning docs, tests, LoRA plumbing, single-file loading, Flux/Wan/SD3/Sana features, and assorted bug fixes. The soft pairs share broad themes or files but not the same concrete bug/change, so none should be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single PR is a good canonical representative for the cluster; 11804 is the broadest substantive code change, but the overall set is too heterogeneous to treat as one duplicate family.", "soft_edge_verdicts": [ + { + "left": "pull_request:10581", + "right": "pull_request:10728", + "accept": false, + "reason": "Different features and code paths: SD3 inpaint IP-Adapter support vs Flux quantized IP-Adapter loader behavior." + }, + { + "left": "pull_request:12091", + "right": "pull_request:12526", + "accept": false, + "reason": "Unrelated model additions: Dream 7B pipeline vs Wan2.2 Animate pipeline." + }, { "left": "pull_request:4632", "right": "pull_request:6464", "accept": false, - "reason": "Both touch training scripts, but one is checkpointing/casting in SDXL LoRA and the other is a save-hook fix in advanced DreamBooth; different bugs and code paths." + "reason": "Both touch training scripts, but they fix different checkpoint/save issues in different Dreambooth LoRA paths." }, { "left": "pull_request:5057", "right": "pull_request:5127", "accept": false, - "reason": "One adds clip-skip support to SDXL pipelines; the other adds multi-adapter support to the T2I adapter pipeline. Same family, different changes." + "reason": "Same SDXL family, but clip-skip support and multi-adapter support are distinct changes with different bugs." }, { "left": "pull_request:11546", "right": "pull_request:11804", "accept": false, - "reason": "Both involve LoRA loading, but 11546 adds a Hunyuan FramePack mapping while 11804 introduces dynamic loading/unloading with group offloading. Not the same issue." + "reason": "Both involve LoRAs, but one adds Hunyuan FramePack loading and the other adds group-offloading support for dynamic LoRA loading/unloading." }, { "left": "pull_request:5185", "right": "pull_request:5417", "accept": false, - "reason": "5185 is a PEFT CI fix for active adapters; 5417 is a broad LoRA scale/unscale correctness fix across many pipelines. Related area, different concrete bug." + "reason": "Related LoRA scaling area, but 5185 fixes PEFT CI behavior while 5417 fixes unscale/scale handling across pipelines." }, { "left": "pull_request:7550", "right": "pull_request:9268", "accept": false, - "reason": "Different community pipelines for different models and functionality; not the same underlying change." + "reason": "Different community pipelines and models; both mention differential diffusion but address separate implementations." }, { "left": "pull_request:8679", "right": "pull_request:9597", "accept": false, - "reason": "Both are differential diffusion community pipelines, but for different base models and implementations. Not mergeable as one PR." + "reason": "Both are community differential-diffusion examples, but one is SD3 img2img and the other is Auraflow; not the same change." }, { "left": "pull_request:11823", "right": "pull_request:12040", "accept": false, - "reason": "Both add LoRA conversion support, but for different WAN/Flux Kontekst targets and conversion logic. Distinct model families and bugs." + "reason": "Different LoRA conversion targets: Flux Kontext vs Wan/lightx2v support." }, { "left": "pull_request:9367", "right": "pull_request:9507", "accept": false, - "reason": "Auto-pipeline registration for Flux variants versus a Flux ControlNet batch/control-mode fix; different code paths and problems." + "reason": "Auto-pipeline registration for Flux variants vs a specific Flux ControlNet bugfix are not the same concrete change." }, { "left": "pull_request:9175", "right": "pull_request:9445", "accept": false, - "reason": "Union ControlNet support and a community Flux CFG example are separate features, not the same bug or change." + "reason": "ControlNet support for Flux vs a Flux-with-CFG community example; different artifacts and purposes." }, { "left": "pull_request:11025", "right": "pull_request:11823", "accept": false, - "reason": "Both touch LoRA conversion utilities, but one supports WAN I2V LoRAs and the other supports Fal Kontext LoRA conversion. Different targets and transformations." + "reason": "Both extend LoRA conversion, but for different model families and conversion logic." }, { "left": "pull_request:12737", "right": "pull_request:12988", "accept": false, - "reason": "Both are about context parallelism, but one changes Flux.2 split dimensions and the other removes a divisibility assertion for a seq-len crash. Different concrete fixes." + "reason": "Both involve context parallelism, but one fixes FLUX.2 tensor layout and the other removes a shard divisibility assert; different bugs." }, { "left": "pull_request:10005", "right": "pull_request:10332", "accept": false, - "reason": "Docs addition for missing pipelines versus a runtime error-message shape fix in model loading. No underlying duplicate bug." + "reason": "Docs for missing pipelines vs a model-loading shape error fix; unrelated." }, { "left": "pull_request:10005", "right": "pull_request:8675", "accept": false, - "reason": "Both are documentation-only, but they update different docs for unrelated purposes." + "reason": "Both are docs changes, but they cover different topics and files." }, { "left": "pull_request:10099", "right": "pull_request:10977", "accept": false, - "reason": "A typo fix in xfail arguments and tests for saving/loading optional components are unrelated." + "reason": "A typo fix in xfail decorators vs save/load optional-component test updates; unrelated." }, { "left": "pull_request:10102", "right": "pull_request:9843", "accept": false, - "reason": "Both are SD3 tests, but one exercises skip_guidance_layers and the other covers SD3 LoRA behavior. Different test goals." + "reason": "One tests skip_guidance_layers in SD3, the other fixes an SD3 LoRA test; different issues." }, { "left": "pull_request:10109", "right": "pull_request:10648", "accept": false, - "reason": "Torch XLA support in Stable Audio versus a DDPM scheduler docs update; unrelated changes." + "reason": "Torch XLA support in Stable Audio vs scheduler docs for sigmoid; not the same change." }, { "left": "pull_request:10115", "right": "pull_request:10783", "accept": false, - "reason": "Flux positional embedding fix versus a DreamBooth fp16 validation bug; different subsystems and bugs." + "reason": "Flux positional embedding bugfix vs Dreambooth fp16 validation bug; different code paths." }, { "left": "pull_request:10115", "right": "pull_request:11439", "accept": false, - "reason": "Flux embedding correction and Hi-Dream validation cleanup are unrelated changes." + "reason": "Flux embedding fix vs Hi-Dream validation cleanup; unrelated." }, { "left": "pull_request:10179", "right": "pull_request:10278", "accept": false, - "reason": "Two separate doc/example fixes for different pipelines and topics; not the same change." + "reason": "Community example fixes in different areas: rf inversion doc/example vs TorchAO docs example." }, { "left": "pull_request:10179", "right": "pull_request:10517", "accept": false, - "reason": "A community rf-inversion doc fix and a Sana 4K bug report/PR are unrelated." + "reason": "Example documentation fix vs Sana 4K pipeline bug; unrelated." }, { "left": "pull_request:10183", "right": "pull_request:10364", "accept": false, - "reason": "AutoencoderDC single-file support and Sana torch_xla support are unrelated features in different areas." + "reason": "Single-file support for AutoencoderDC vs torch_xla support in Sana; different features." }, { "left": "pull_request:10183", "right": "pull_request:11271", "accept": false, - "reason": "Both involve single-file loading, but one adds AutoencoderDC support and the other fixes LTX 0.9.5 model inference. Different model types and fixes." + "reason": "Both are single-file related, but they add support for different models and model-selection logic." }, { "left": "pull_request:10188", "right": "pull_request:11595", "accept": false, - "reason": "Both are Flux LoRA loading changes, but 10188 tests mixed normal/expanding LoRA error handling while 11595 fixes load_lora_weights base-layer selection. Not the same concrete bug." + "reason": "Both touch Flux LoRA loading, but they fix different bugs in different parts of the loader." }, { "left": "pull_request:1020", "right": "pull_request:1221", "accept": false, - "reason": "Large training/fine-tuning docs update versus a README section on weight reuse; not a duplicate change." - }, - { - "left": "pull_request:10205", - "right": "pull_request:11292", - "accept": false, - "reason": "InstructPix2Pix LoRA PEFT refactor and broader SDXL LoRA support are different features." - }, - { - "left": "pull_request:10220", - "right": "pull_request:9683", - "accept": false, - "reason": "Renaming Mochi tests and fixing/unskipping CogVideoX I2V tests are separate test-maintenance changes." + "reason": "General docs update vs weight-reuse docs example; not duplicates." } ] }, @@ -141310,16 +141339,18 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 116, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:10205", + "pull_request:10220", "pull_request:10222", "pull_request:10232", "pull_request:10246", @@ -141343,16 +141374,13 @@ "pull_request:10419", "pull_request:10429", "pull_request:1044", - "pull_request:10458", - "pull_request:10464", "pull_request:10494", - "pull_request:10534", "pull_request:10585", "pull_request:10632", "pull_request:10825", "pull_request:10858", - "pull_request:10888", "pull_request:11105", + "pull_request:11292", "pull_request:11325", "pull_request:11439", "pull_request:11545", @@ -141367,9 +141395,12 @@ "pull_request:9066", "pull_request:9072", "pull_request:9655", + "pull_request:9683", "pull_request:9808" ], "soft_pairs": [ + "pull_request:10205|pull_request:11292", + "pull_request:10220|pull_request:9683", "pull_request:10222|pull_request:11105", "pull_request:10232|pull_request:10404", "pull_request:10246|pull_request:11545", @@ -141399,230 +141430,228 @@ "pull_request:1041|pull_request:1729", "pull_request:10419|pull_request:10858", "pull_request:10429|pull_request:8836", - "pull_request:1044|pull_request:178", - "pull_request:10458|pull_request:10888", - "pull_request:10464|pull_request:10534" + "pull_request:1044|pull_request:178" ], - "prepared_review_unit_hash": "a0c93313d1f7140221b5c10f3349050bfc0718cc511111b3fdde7893bea31488", + "prepared_review_unit_hash": "34bb4374bb858fe7b6f59f1596b7862cd1979ec477a77d37d242660bcb43ba37", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 95492, - "estimated_input_tokens": 23873, - "estimated_eval_tokens": 48002 + "serialized_chars": 94868, + "estimated_input_tokens": 23717, + "estimated_eval_tokens": 47690 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated docs fixes, test refactors, pipeline additions, and isolated bug/feature changes. I don\u2019t see any pair that looks like the same underlying change or bug, so there is no real duplicate canonicalization here.", - "confidence": 0.94, + "summary": "This cluster is a broad grab-bag of unrelated PRs: docs typos, test refactors, small pipeline fixes, and feature additions across many different components. I do not see a single underlying bug or change theme that ties them together as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No strong canonical PR: the set spans unrelated docs, tests, and feature/bugfix PRs, so no single PR cleanly represents a duplicate target for the cluster.", + "canonical_pr_reason": "No PR here is a clear canonical representative; the PRs span unrelated subsystems and change types, so choosing one would be arbitrary.", "best_issue_reason": null, - "best_pr_reason": "PR 1044 is the most substantial and widely discussed item in the set, so it is the best anchor only in a loose representative sense; however, it is still not a duplicate match for the rest of the cluster.", + "best_pr_reason": "No single PR is a good global representative because the cluster is not centered on one concrete fix or feature.", "soft_edge_verdicts": [ + { + "left": "pull_request:10205", + "right": "pull_request:11292", + "accept": false, + "reason": "Both touch LoRA conversion code, but one is for InstructPix2Pix PEFT support and the other for broader SDXL LoRA mapping; different concrete changes." + }, + { + "left": "pull_request:10220", + "right": "pull_request:9683", + "accept": false, + "reason": "Both are test renames, but they target different models and test suites (Mochi vs CogVideoX)." + }, { "left": "pull_request:10222", "right": "pull_request:11105", "accept": false, - "reason": "Different problems and code paths: ControlNet XLA stepping vs Wan autoencoder gradient checkpointing." + "reason": "Different problems in different areas: ControlNet XLA step marking vs AutoencoderKLWan gradient checkpointing." }, { "left": "pull_request:10232", "right": "pull_request:10404", "accept": false, - "reason": "Both are docs edits, but they touch different pages and unrelated corrections." + "reason": "Both are docs cleanups, but one is a Sana attribution/link fix and the other is a broad typo pass across many pipeline docs." }, { "left": "pull_request:10246", "right": "pull_request:11545", "accept": false, - "reason": "Different scopes: missing attention processor docs vs FLUX img2img VAE slicing/tiling methods." + "reason": "Different APIs and code paths: missing attention processors docs vs adding VAE slicing/tiling methods to Flux img2img." }, { "left": "pull_request:10250", "right": "pull_request:8836", "accept": false, - "reason": "Separate bugs in different models: MidResTemporalBlock1D downsample typo vs sliced attention loop boundary." + "reason": "Separate bugs in different model components: a MidResTemporalBlock1D downsample mistake vs SlicedAttnProcessor loop bounds." }, { "left": "pull_request:10253", "right": "pull_request:8838", "accept": false, - "reason": "Unrelated churn: a contribution note in docs vs adding disable_forward_chunking to SD3 transformer." + "reason": "A documentation attribution change is unrelated to adding disable_forward_chunking to SD3 transformer." }, { "left": "pull_request:10255", "right": "pull_request:10275", "accept": false, - "reason": "Different changes: Mochi LoRA loader comment/doc fix vs licensing header cleanup." + "reason": "Mochi LoRA loader comment/docstring cleanup is unrelated to licensing header fixes in Mochi/LTX files." }, { "left": "pull_request:10255", "right": "pull_request:10585", "accept": false, - "reason": "Both touch Mochi, but one is a comment/doc correction and the other is a VAE annotation fix." + "reason": "Different Mochi-related changes: a copied-from comment fix vs a VAE annotation correction." }, { "left": "pull_request:10255", "right": "pull_request:11439", "accept": false, - "reason": "Different areas and intents: Mochi LoRA loader comment vs HiDream validation bug." + "reason": "Loader comment cleanup and HiDream validation bug fix address different code paths and models." }, { "left": "pull_request:10255", "right": "pull_request:11600", "accept": false, - "reason": "Mochi LoRA comment fix is unrelated to CI filename reporting." + "reason": "A code comment/docstring fix is unrelated to a CI filename correction." }, { "left": "pull_request:10268", "right": "pull_request:11105", "accept": false, - "reason": "Single-file Mochi support is a model-loading feature, not related to Wan autoencoder checkpointing." + "reason": "Single-file Mochi transformer support is unrelated to AutoencoderKLWan gradient checkpointing." }, { "left": "pull_request:1027", "right": "pull_request:874", "accept": false, - "reason": "Different eras and changes: DDPM example dataloader arg vs community README guidance." + "reason": "Both are example docs, but they cover different examples and different kinds of additions." }, { "left": "pull_request:10271", "right": "pull_request:9808", "accept": false, - "reason": "Both are tests, but they cover different subsystems and distinct refactors." + "reason": "Both are test refactors, but they target different test suites and different model families." }, { "left": "pull_request:10278", "right": "pull_request:10419", "accept": false, - "reason": "TorchAO example docs vs scheduler docstring fixes; no shared underlying bug." + "reason": "Unrelated docs changes: a TorchAO example correction vs scheduler docstring parameter fixes." }, { "left": "pull_request:10278", "right": "pull_request:9655", "accept": false, - "reason": "Different docs topics: TorchAO quantization example vs xDiT image path updates." + "reason": "Different documentation domains: TorchAO example usage vs xDiT image/path updates." }, { "left": "pull_request:10299", "right": "pull_request:10825", "accept": false, - "reason": "GGUF usage example update is unrelated to text2image training checkpoint instructions." + "reason": "Both are docs, but one updates GGUF usage and the other adds training checkpoint guidance." }, { "left": "pull_request:10299", "right": "pull_request:10858", "accept": false, - "reason": "Different docs: GGUF example generator usage vs pipeline overview classification correction." + "reason": "A GGUF example tweak is not the same change as correcting the pipelines overview table entry." }, { "left": "pull_request:10319", "right": "pull_request:10419", "accept": false, - "reason": "Docstring wording in Hunyuan Video pipeline is unrelated to scheduler parameter documentation." + "reason": "Docstring wording fix in HunyuanVideo is unrelated to scheduler parameter documentation fixes." }, { "left": "pull_request:10319", "right": "pull_request:9072", "accept": false, - "reason": "Separate doc fixes in different files; one is a pipeline docstring, the other is grammar in ControlNet docs." + "reason": "A pipeline docstring correction is unrelated to a grammar-only docs typo fix." }, { "left": "pull_request:10319", "right": "pull_request:9655", "accept": false, - "reason": "Hunyuan Video docstring correction is unrelated to xDiT docs image-path cleanup." + "reason": "Different docs content and scope: HunyuanVideo docstring vs xDiT image path updates." }, { "left": "pull_request:10323", "right": "pull_request:11325", "accept": false, - "reason": "Quantization links fix is unrelated to HiDream pipeline docstring replacement." + "reason": "Quantization link cleanup and HiDream docstring fixes are unrelated doc changes." }, { "left": "pull_request:10332", "right": "pull_request:11747", "accept": false, - "reason": "Different documentation/code tasks: missing .shape in model loading error vs HiDream license header addition." + "reason": "A shape-mismatch error-message fix is unrelated to adding missing HiDream license headers." }, { "left": "pull_request:10359", "right": "pull_request:10494", "accept": false, - "reason": "Broad test cleanup across LoRA/model files vs a CI workflow install fix; not the same bug." + "reason": "One is a broad test cleanup pass; the other is a CI dependency/install tweak." }, { "left": "pull_request:10365", "right": "pull_request:11105", "accept": false, - "reason": "Both mention XLA-like backend work only loosely; AuraFlow XLA support and Wan gradient checkpointing are distinct changes." + "reason": "Different code paths and models: AuraFlow XLA step marking vs Wan autoencoder gradient checkpointing." }, { "left": "pull_request:10394", "right": "pull_request:10632", "accept": false, - "reason": "Peft loading doc link fix and para-attn image-path fix are unrelated docs changes." + "reason": "Both are docs fixes, but they touch different guides and different kinds of errors." }, { "left": "pull_request:10394", "right": "pull_request:9066", "accept": false, - "reason": "Different docs pages and issues; no shared underlying content bug." + "reason": "A PEFT tutorial link fix is unrelated to adding a StableCascade UNet docs page." }, { "left": "pull_request:1041", "right": "pull_request:1727", "accept": false, - "reason": "Separate pipeline/test fixes in unrelated code paths and generations." + "reason": "Different test/pipeline issues from different eras and subsystems; not the same bug." }, { "left": "pull_request:1041", "right": "pull_request:1729", "accept": false, - "reason": "Stable Diffusion/latent diffusion test cleanup is unrelated to the CPU/GPU gating change in the other PR." + "reason": "The failing tests addressed are different: general failing tests vs latent diffusion CPU/GPU handling." }, { "left": "pull_request:10419", "right": "pull_request:10858", "accept": false, - "reason": "Scheduler docstrings and pipeline overview classification are different documentation fixes." + "reason": "Scheduler docstring parameter fixes are unrelated to a pipelines overview table correction." }, { "left": "pull_request:10429", "right": "pull_request:8836", "accept": false, - "reason": "Ascend NPU embedding dtype handling is unrelated to sliced attention loop logic." + "reason": "Ascend NPU rotary embedding dtype handling is a different bug than the SlicedAttnProcessor loop fix." }, { "left": "pull_request:1044", "right": "pull_request:178", "accept": false, - "reason": "A new Spectrogram Diffusion pipeline is not the same as stable diffusion pipeline test additions." - }, - { - "left": "pull_request:10458", - "right": "pull_request:10888", - "accept": false, - "reason": "LoRA integration test markers are unrelated to adding SD3 ControlNet to AutoPipeline." - }, - { - "left": "pull_request:10464", - "right": "pull_request:10534", - "accept": false, - "reason": "Different NPU adaptations in different modules: FLUX transformer support vs RMSNorm handling." + "reason": "A new music spectrogram diffusion pipeline is unrelated to stable diffusion test coverage." } ] }, @@ -141636,20 +141665,23 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 117, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:10458", + "pull_request:10464", "pull_request:10491", "pull_request:10504", "pull_request:10505", "pull_request:10531", + "pull_request:10534", "pull_request:10544", "pull_request:10585", "pull_request:1063", @@ -141664,18 +141696,15 @@ "pull_request:10845", "pull_request:10858", "pull_request:10885", + "pull_request:10888", "pull_request:10938", "pull_request:10947", "pull_request:10975", - "pull_request:10977", - "pull_request:10978", "pull_request:10990", "pull_request:10991", - "pull_request:11053", "pull_request:11248", "pull_request:11303", "pull_request:11355", - "pull_request:11434", "pull_request:11439", "pull_request:11550", "pull_request:11693", @@ -141689,13 +141718,14 @@ "pull_request:1437", "pull_request:9553", "pull_request:9598", - "pull_request:9627", "pull_request:9655", "pull_request:9683", "pull_request:9765", "pull_request:9987" ], "soft_pairs": [ + "pull_request:10458|pull_request:10888", + "pull_request:10464|pull_request:10534", "pull_request:10491|pull_request:9683", "pull_request:10504|pull_request:11355", "pull_request:10504|pull_request:9598", @@ -141724,238 +141754,222 @@ "pull_request:10938|pull_request:12193", "pull_request:10938|pull_request:9553", "pull_request:10947|pull_request:11550", - "pull_request:10975|pull_request:10991", - "pull_request:10977|pull_request:11434", - "pull_request:10977|pull_request:9683", - "pull_request:10978|pull_request:9627", - "pull_request:10991|pull_request:11053" + "pull_request:10975|pull_request:10991" ], - "prepared_review_unit_hash": "727afb5dc949670f9c060a9192ea042e8444b8eaf52793d2750235c4004d02c0", + "prepared_review_unit_hash": "b24b07ba9d376e3dafb9dafd9e19d56c2709476bca2ad1366ae2d537acd0258c", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 95702, - "estimated_input_tokens": 23926, - "estimated_eval_tokens": 48108 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 94104, + "estimated_input_tokens": 23526, + "estimated_eval_tokens": 47308 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a loose mix of unrelated docs, test, and feature PRs across different subsystems. I don\u2019t see a true duplicate cluster here; the soft edges are mostly title/scope similarity rather than the same underlying change. The most representative PR is the broader, issue-linked Flux quantization change.", - "confidence": 0.28, + "summary": "This cluster is mostly a mixed bag of unrelated docs, tests, chore fixes, and feature PRs. The soft pairs share broad topics but not the same concrete bug or change, so none look like true duplicates or mergeable together.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 10990 is the strongest representative: it has explicit issue linkage, multiple related files, and a substantive code-path change rather than a pure doc/chore tweak.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 10990 is the best overall representative because it is the most substantive and clearly scoped change in the set; others are mostly small docs/test cleanups or unrelated feature work.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "pull_request:10458", + "right": "pull_request:10888", + "accept": false, + "reason": "One only adds slow/nightly test markers; the other adds SD3 ControlNet to AutoPipeline. Different change targets and code paths." + }, + { + "left": "pull_request:10464", + "right": "pull_request:10534", + "accept": false, + "reason": "NPU FLUX adaptation touches attention and pipeline code; RMSNorm NPU adaptation is a separate normalization fix." + }, { "left": "pull_request:10491", "right": "pull_request:9683", "accept": false, - "reason": "Different changes: CI path fix for a test filename vs CogVideoX test renaming/unskip. Same area only superficially." + "reason": "CI path fix for a common test file is unrelated to the CogVideoX I2V test rename/unskip." }, { "left": "pull_request:10504", "right": "pull_request:11355", "accept": false, - "reason": "Both are test cleanups, but one removes debug prints while the other standardizes BnB test names/inputs. Not the same bug/change." + "reason": "Both remove/adjust test prints and names, but they affect different test suites and are not the same bug." }, { "left": "pull_request:10504", "right": "pull_request:9598", "accept": false, - "reason": "Unrelated test cleanup themes: removing prints vs adding version notes. No shared code-path fix." + "reason": "Removing test prints is unrelated to adding version notes in Flux LoRA integration tests." }, { "left": "pull_request:10505", "right": "pull_request:11355", "accept": false, - "reason": "Both touch tests, but one removes prints and the other makes BnB test consistency edits. Different underlying changes." + "reason": "Same broad 'test cleanup' theme, but the actual files and edits differ and do not fix one shared problem." }, { "left": "pull_request:10505", "right": "pull_request:9598", "accept": false, - "reason": "Different test chores with no shared defect or fix path." + "reason": "Different test-cleanup/doc-note changes with no shared code-path or bug." }, { "left": "pull_request:10531", "right": "pull_request:10648", "accept": false, - "reason": "Doc fixes for different APIs/pipelines: SD3 negative prompt docs vs DDPM scheduler docs." + "reason": "Negative-prompt docs for SD3/Flux pipelines are unrelated to DDPMScheduler docs adding sigmoid support." }, { "left": "pull_request:10531", "right": "pull_request:10885", "accept": false, - "reason": "Both are docs, but one is SD3/Flux prompt docs and the other adds CogVideoX scheduler pages. Not the same change." + "reason": "Both are docs, but one updates pipeline docs and the other adds new scheduler docs; no common underlying change." }, { "left": "pull_request:10544", "right": "pull_request:11743", "accept": false, - "reason": "ParaAttention docs vs a research training script. Different scope and codebase areas." + "reason": "ParaAttention documentation is unrelated to a new shortened Flux training script." }, { "left": "pull_request:10585", "right": "pull_request:11778", "accept": false, - "reason": "Mochi VAE annotation fix vs Wan VACE mask padding bug. Completely different code paths." + "reason": "Mochi VAE annotation fix is unrelated to Wan VACE mask padding logic." }, { "left": "pull_request:1063", "right": "pull_request:1437", "accept": false, - "reason": "Both are typo fixes, but they modify different files and different error messages in unrelated eras of the codebase." + "reason": "Both are tiny typo fixes, but they touch different variable names and code paths years apart." }, { "left": "pull_request:10630", "right": "pull_request:11755", "accept": false, - "reason": "Flax test slice update vs LTX latent upsample CPU-offload fix. One is test expectation churn, the other is runtime pipeline behavior." + "reason": "Updating Flax test slices is unrelated to adding CPU offload support for LTX latent upsample." }, { "left": "pull_request:10632", "right": "pull_request:9765", "accept": false, - "reason": "ParaAttention image-path doc fix is unrelated to SD3 docstring typo." + "reason": "ParaAttention image-path doc fix and SD3 docstring typo fix are unrelated documentation edits." }, { "left": "pull_request:10633", "right": "pull_request:9987", "accept": false, - "reason": "Flux IP-Adapter docs example vs SD3.5 IP-Adapter pipeline integration are different feature additions, not duplicates." + "reason": "Flux IP-Adapter docs example is unrelated to the SD3.5 IP-Adapter pipeline integration feature work." }, { "left": "pull_request:10648", "right": "pull_request:11693", "accept": false, - "reason": "DDPM scheduler docs vs bitsandbytes compilation docs. Different documentation topics." + "reason": "DDPM scheduler docs change is unrelated to bitsandbytes compile docs." }, { "left": "pull_request:10648", "right": "pull_request:11731", "accept": false, - "reason": "DDPM scheduler docs vs memory/offload docs. Not the same underlying change." + "reason": "DDPM scheduler docs and memory/offload tips address different documentation topics." }, { "left": "pull_request:10684", "right": "pull_request:10802", "accept": false, - "reason": "Hunyuan-Video input-check typo fix vs a comment typo in ControlNet training script. Different issues." + "reason": "Hunyuan-Video input-check typo fix is unrelated to a controlnet comment typo fix." }, { "left": "pull_request:10783", "right": "pull_request:11439", "accept": false, - "reason": "Dreambooth fp16 bug fix vs Hi-Dream validation cleanup. Different training paths and fixes." + "reason": "fp16 unscaling bug fix in dreambooth LoRA is unrelated to Hi-Dream validation cleanup." }, { "left": "pull_request:10819", "right": "pull_request:10885", "accept": false, - "reason": "LoRA docs additions vs CogVideoX scheduler docs. Same docs area only broadly." + "reason": "LoRA docs entries and CogVideoX scheduler docs are separate documentation additions." }, { "left": "pull_request:10819", "right": "pull_request:11737", "accept": false, - "reason": "LoRA docs vs DeepSpeed training support in a dreambooth script. Unrelated." + "reason": "LoRA docs entries are unrelated to distributed Hi-Dream LoRA training support." }, { "left": "pull_request:10819", "right": "pull_request:11768", "accept": false, - "reason": "LoRA docs vs hook-removal behavior in loaders. Different subsystem and problem." + "reason": "LoRA docs entries and hook-removal logic fixes do not address the same issue." }, { "left": "pull_request:10845", "right": "pull_request:10990", "accept": false, - "reason": "Flux LoRA training bug fix vs Flux quantized LoRA support. Related model family, but different code paths and outcomes." + "reason": "Flux T5 training bug fix is separate from Flux quantized LoRA support, despite both involving Flux." }, { "left": "pull_request:10858", "right": "pull_request:9655", "accept": false, - "reason": "I2VGen-XL docs overview correction vs xDiT image/documentation path fix. Different docs changes." + "reason": "Overview-table wording fix is unrelated to xDiT image-link repair." }, { "left": "pull_request:10885", "right": "pull_request:11693", "accept": false, - "reason": "CogVideoX scheduler docs vs bitsandbytes compile docs. Not the same change." + "reason": "Scheduler docs addition is unrelated to bitsandbytes compile documentation." }, { "left": "pull_request:10938", "right": "pull_request:11248", "accept": false, - "reason": "Evaluation docs update vs controlnet README image URL fix. Different documentation targets." + "reason": "Evaluation doc update and controlnet README fix are unrelated docs changes." }, { "left": "pull_request:10938", "right": "pull_request:11303", "accept": false, - "reason": "Evaluation docs vs Allegro autoencoder docs. No shared underlying change." + "reason": "Evaluation guidance update is unrelated to Allegro autoencoder doc correction." }, { "left": "pull_request:10938", "right": "pull_request:12193", "accept": false, - "reason": "Evaluation docs vs Qwen README script filename fix. Unrelated." + "reason": "Evaluation docs and Qwen README launcher rename are unrelated." }, { "left": "pull_request:10938", "right": "pull_request:9553", "accept": false, - "reason": "Evaluation docs vs distributed inference tip update. Different documentation topics." + "reason": "Evaluation docs tip and distributed inference docs are different topics." }, { "left": "pull_request:10947", "right": "pull_request:11550", "accept": false, - "reason": "Both involve single-file loading support, but for different models (Sana vs HiDream) and different checkpoints/code paths." + "reason": "Both are single-file-related, but one adds Sana transformer support and the other adds HiDream GGUF/single-file support; different models and loaders." }, { "left": "pull_request:10975", "right": "pull_request:10991", "accept": false, - "reason": "Wan pipeline bugs vs Wan single-file loading support. Same family, but different concrete changes." - }, - { - "left": "pull_request:10977", - "right": "pull_request:11434", - "accept": false, - "reason": "Save/load component test fixes vs an import fix in common test utilities. Not the same issue." - }, - { - "left": "pull_request:10977", - "right": "pull_request:9683", - "accept": false, - "reason": "Save/load component tests vs CogVideoX integration test naming/unskip. Different test suites and problems." - }, - { - "left": "pull_request:10978", - "right": "pull_request:9627", - "accept": false, - "reason": "LoRA conversion fix for OneTrainer Flux vs Dora test warning-capture fix. Different bugs." - }, - { - "left": "pull_request:10991", - "right": "pull_request:11053", - "accept": false, - "reason": "Wan single-file loading support vs Wan video-to-video pipeline addition. Both Wan-related, but not the same change." + "reason": "Wan I2V pipeline bug fixes and Wan single-file support are distinct changes, not one shared fix." } ] }, @@ -141969,19 +141983,23 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 118, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:10977", + "pull_request:10978", + "pull_request:10991", "pull_request:1103", "pull_request:11037", "pull_request:1104", + "pull_request:11053", "pull_request:11113", "pull_request:11204", "pull_request:11212", @@ -141998,10 +142016,8 @@ "pull_request:11529", "pull_request:11537", "pull_request:11558", - "pull_request:1157", "pull_request:11600", "pull_request:11602", - "pull_request:11613", "pull_request:11623", "pull_request:11634", "pull_request:11697", @@ -142009,11 +142025,9 @@ "pull_request:11789", "pull_request:11953", "pull_request:11954", - "pull_request:11979", "pull_request:11983", "pull_request:12070", "pull_request:12193", - "pull_request:12228", "pull_request:12259", "pull_request:12343", "pull_request:12487", @@ -142023,11 +142037,16 @@ "pull_request:2479", "pull_request:400", "pull_request:60", - "pull_request:848", + "pull_request:9627", "pull_request:9646", + "pull_request:9683", "pull_request:9754" ], "soft_pairs": [ + "pull_request:10977|pull_request:11434", + "pull_request:10977|pull_request:9683", + "pull_request:10978|pull_request:9627", + "pull_request:10991|pull_request:11053", "pull_request:1103|pull_request:60", "pull_request:11037|pull_request:11740", "pull_request:11037|pull_request:11953", @@ -142054,219 +142073,222 @@ "pull_request:11485|pull_request:11602", "pull_request:11529|pull_request:11983", "pull_request:11537|pull_request:11697", - "pull_request:11558|pull_request:11954", - "pull_request:1157|pull_request:848", - "pull_request:11600|pull_request:12228", - "pull_request:11613|pull_request:11979" + "pull_request:11558|pull_request:11954" ], - "prepared_review_unit_hash": "85933fe7e6e6146e12333d22d59bd8186020a8f87cd90b430841eb11ad660c80", + "prepared_review_unit_hash": "8b3a847c847f1a783a833dd966763921298e82d1d680d061c300652db9bc236c", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 93908, - "estimated_input_tokens": 23477, - "estimated_eval_tokens": 47210 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 95721, + "estimated_input_tokens": 23931, + "estimated_eval_tokens": 48118 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a noisy mix of unrelated PRs that share broad themes like docs, tests, or pipeline work. I found no pair that clearly targets the same underlying bug or change, so all soft edges are rejected and there is no strong canonical PR candidate.", - "confidence": 0.96, + "summary": "This cluster does not look like a duplicate set; it mixes unrelated docs, tests, CI, and feature PRs. All soft edges were rejected because they do not fix the same concrete bug/change, even when they touch the same file or subsystem.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "pull_request:10977", + "right": "pull_request:11434", + "accept": false, + "reason": "Unrelated test additions: save/load optional components vs an import fix." + }, + { + "left": "pull_request:10977", + "right": "pull_request:9683", + "accept": false, + "reason": "Different pipeline test changes with no shared bug or code path." + }, + { + "left": "pull_request:10978", + "right": "pull_request:9627", + "accept": false, + "reason": "LoRA conversion bugfix vs a test warning-capture change." + }, + { + "left": "pull_request:10991", + "right": "pull_request:11053", + "accept": false, + "reason": "Both involve Wan docs/pipelines, but they add different features (single-file loading vs video-to-video)." + }, { "left": "pull_request:1103", "right": "pull_request:60", "accept": false, - "reason": "Unrelated: README URL fix vs scheduler implementation change." + "reason": "A README URL fix is unrelated to a scheduler implementation change." }, { "left": "pull_request:11037", "right": "pull_request:11740", "accept": false, - "reason": "Different areas: PEFT decorator/test setup vs GGUF compile/offload tests." + "reason": "CI dependency setup vs GGUF compile/offload tests are different changes." }, { "left": "pull_request:11037", "right": "pull_request:11953", "accept": false, - "reason": "Different test work: PEFT dependency handling vs HiDream fast output slices." + "reason": "CI dependency setup vs HiDream test slice updates are unrelated." }, { "left": "pull_request:1104", "right": "pull_request:1311", "accept": false, - "reason": "Unrelated CI/MPS tests vs AltDiffusion test additions." + "reason": "Slow MPS CI setup is unrelated to AltDiffusion test additions." }, { "left": "pull_request:11113", "right": "pull_request:9646", "accept": false, - "reason": "Different bugs/features in different scripts: AutoencoderKL train fix vs Flux LoRA target-module configurability." + "reason": "AutoencoderKL training fix vs Flux LoRA target-module configurability are different bugs/features." }, { "left": "pull_request:11204", "right": "pull_request:9754", "accept": false, - "reason": "Different training examples and goals: XLA SDXL work vs Flux quantized training project." + "reason": "PyTorch/XLA SDXL training work vs Flux quantized training are separate efforts." }, { "left": "pull_request:11212", "right": "pull_request:11634", "accept": false, - "reason": "Both docs, but one adds MPS badges and the other updates a torchao link; not the same change." + "reason": "General MPS docs updates vs a TorchAO doc link fix are not the same change." }, { "left": "pull_request:11248", "right": "pull_request:11303", "accept": false, - "reason": "Different docs fixes in different files/models." + "reason": "A README typo fix and an Allegro doc class-name fix are unrelated." }, { "left": "pull_request:11248", "right": "pull_request:12193", "accept": false, - "reason": "README typo in Flux example vs Qwen image script-name fix." + "reason": "Different README fixes for different examples, no shared bug." }, { "left": "pull_request:113", "right": "pull_request:169", "accept": false, - "reason": "Different schedulers and different code paths." + "reason": "Scheduler initialization fix vs score-SDE documentation are unrelated." }, { "left": "pull_request:113", "right": "pull_request:400", "accept": false, - "reason": "Scheduler initialization fix vs unrelated Score SDE documentation rewrite." + "reason": "Scheduler code fix vs a docs/pipeline page update are not duplicates." }, { "left": "pull_request:11303", "right": "pull_request:12193", "accept": false, - "reason": "Different documentation snippets for different models/examples." + "reason": "Different documentation typo fixes in different example READMEs." }, { "left": "pull_request:11325", "right": "pull_request:12259", "accept": false, - "reason": "HiDream docstring decorator fix vs distributed inference VAE scale-factor docs." + "reason": "HiDream docstring cleanup vs VAE scale-factor docs are unrelated." }, { "left": "pull_request:11434", "right": "pull_request:11789", "accept": false, - "reason": "Import fix in model tests vs Hunyuan device-test adjustments." + "reason": "Import fix vs HunyuanVideo device-test changes are different issues." }, { "left": "pull_request:11434", "right": "pull_request:12070", "accept": false, - "reason": "Import fix vs Qwen test slice update; unrelated test changes." + "reason": "Import fix vs Qwen test slice update are unrelated." }, { "left": "pull_request:11439", "right": "pull_request:11600", "accept": false, - "reason": "HiDream validation bug fix vs CI failure-report filename rename." + "reason": "Hi-Dream validation bugfix vs CI failure-filename fix are unrelated." }, { "left": "pull_request:11439", "right": "pull_request:12343", "accept": false, - "reason": "Different bugs in different modules: HiDream validation cleanup vs VAE slicing decode fix." + "reason": "Different bugs: Hi-Dream validation cleanup vs VAE slicing decode behavior." }, { "left": "pull_request:1147", "right": "pull_request:2479", "accept": false, - "reason": "Different Flax example changes: text encoder loading vs LoRA support for CLIP text encoder." + "reason": "Flax text-encoder loading fix vs LoRA training support are different changes." }, { "left": "pull_request:11473", "right": "pull_request:11623", "accept": false, - "reason": "Same broad docs area, but different typos in different files." + "reason": "TorchAO doc typo fix vs a Flux code comment typo fix are unrelated." }, { "left": "pull_request:11473", "right": "pull_request:11634", "accept": false, - "reason": "Same docs file family, but one fixes fp8 naming and the other adds a torchao link; not the same issue." + "reason": "Same docs file, but different fixes: quantization naming vs external doc link." }, { "left": "pull_request:11473", "right": "pull_request:12487", "accept": false, - "reason": "TorchAO doc typo vs broad broken-link cleanup across many docs." + "reason": "TorchAO docs typo and broad broken-link cleanup are not the same underlying issue." }, { "left": "pull_request:11473", "right": "pull_request:12552", "accept": false, - "reason": "TorchAO docs typo vs Kandinsky5 doc typo cleanup; unrelated." + "reason": "Different typo/doc cleanup targets with no shared change." }, { "left": "pull_request:11478", "right": "pull_request:11953", "accept": false, - "reason": "HiDream test enablement vs HiDream fast slice assertions; related project, different changes." + "reason": "HiDream transformer test enablement vs HiDream fast test slices are separate test additions." }, { "left": "pull_request:11485", "right": "pull_request:11602", "accept": false, - "reason": "Different pipeline additions: Flex.2 feature PR vs Sana Sprint img2img pipeline." + "reason": "Different new pipelines (Flex.2 vs Sana Sprint img2img) despite shared registration files." }, { "left": "pull_request:11529", "right": "pull_request:11983", "accept": false, - "reason": "Different documentation updates with no shared bug or code path." + "reason": "No evidence of the same bug; one is a docs update with no diff preview, the other changes installation instructions." }, { "left": "pull_request:11537", "right": "pull_request:11697", "accept": false, - "reason": "Both mention compile tests, but they cover different components and fixes." + "reason": "UNet torch.compile tests vs TorchAO quantization compile/offload tests are different code paths." }, { "left": "pull_request:11558", "right": "pull_request:11954", "accept": false, - "reason": "Group offloading/layerwise casting tests vs Hunyuan video test slices; unrelated." - }, - { - "left": "pull_request:1157", - "right": "pull_request:848", - "accept": false, - "reason": "Different Flax training/pipeline fixes, not the same bug." - }, - { - "left": "pull_request:11600", - "right": "pull_request:12228", - "accept": false, - "reason": "CI filename fix vs LoRA docs typo; unrelated." - }, - { - "left": "pull_request:11613", - "right": "pull_request:11979", - "accept": false, - "reason": "Both touch compile-related testing, but one reverts CI/test changes and the other adds version guards; not mergeable as one fix." + "reason": "Layerwise casting/group offloading tests vs Hunyuan Video slice tests are unrelated." } ] }, @@ -142280,16 +142302,19 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 119, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:1157", + "pull_request:11600", + "pull_request:11613", "pull_request:1162", "pull_request:11634", "pull_request:1167", @@ -142315,7 +142340,6 @@ "pull_request:12228", "pull_request:12247", "pull_request:12259", - "pull_request:1227", "pull_request:12360", "pull_request:12675", "pull_request:12775", @@ -142326,12 +142350,10 @@ "pull_request:12980", "pull_request:1360", "pull_request:1416", - "pull_request:1487", "pull_request:154", "pull_request:16", "pull_request:1601", "pull_request:1960", - "pull_request:2433", "pull_request:2764", "pull_request:3132", "pull_request:41", @@ -142339,6 +142361,9 @@ "pull_request:925" ], "soft_pairs": [ + "pull_request:1157|pull_request:848", + "pull_request:11600|pull_request:12228", + "pull_request:11613|pull_request:11979", "pull_request:1162|pull_request:1360", "pull_request:1162|pull_request:925", "pull_request:11634|pull_request:12018", @@ -142366,218 +142391,222 @@ "pull_request:12228|pull_request:12675", "pull_request:12247|pull_request:12980", "pull_request:12259|pull_request:12360", - "pull_request:12259|pull_request:12883", - "pull_request:1227|pull_request:1487", - "pull_request:1227|pull_request:2433" + "pull_request:12259|pull_request:12883" ], - "prepared_review_unit_hash": "fd7d9ea9c789d099669c0a3e358523b42f833ba9017950e5c5cfeed104e032ba", + "prepared_review_unit_hash": "97eb0f5d3bfb2ad467e4de6575110c908c32441db15a8173a67717eed789452b", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 92860, - "estimated_input_tokens": 23215, - "estimated_eval_tokens": 46686 + "soft_pair_count": 31, + "serialized_chars": 93678, + "estimated_input_tokens": 23420, + "estimated_eval_tokens": 47096 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated docs edits, typo fixes, test updates, and a few code bugfixes across different subsystems and years. None of the soft-edge pairs look like the same underlying change, so they should all be rejected.", - "confidence": 0.96, + "summary": "This cluster is a grab-bag of unrelated documentation, CI, test-gating, and small code-fix PRs. The soft pairs mostly share a file path or broad subsystem, but they address different concrete problems and should not be deduplicated.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "pull_request:1157", + "right": "pull_request:848", + "accept": false, + "reason": "Different bugs: Flax report_to/push_to_hub handling vs Flax latent shape/height-width fix." + }, + { + "left": "pull_request:11600", + "right": "pull_request:12228", + "accept": false, + "reason": "CI filename fix vs a LoRA tutorial typo; same general area only by coincidence." + }, + { + "left": "pull_request:11613", + "right": "pull_request:11979", + "accept": false, + "reason": "Both touch test modeling common code, but one changes CI report filenames and the other adds torch version guards." + }, { "left": "pull_request:1162", "right": "pull_request:1360", "accept": false, - "reason": "Both touch community-pipeline docs/README content, but one fixes links and the other adds the K-Diffusion pipeline; different changes and codepaths." + "reason": "README/community links cleanup is unrelated to adding a new community pipeline implementation." }, { "left": "pull_request:1162", "right": "pull_request:925", "accept": false, - "reason": "Link-fix docs PR vs lpw padding/weight handling bugfix; unrelated functionality." + "reason": "Link cleanup vs LPW prompt truncation logic; not the same change." }, { "left": "pull_request:11634", "right": "pull_request:12018", "accept": false, - "reason": "Both are documentation link edits in quantization docs, but they update different pages and different references; not the same change." + "reason": "Both are docs link edits in quantization docs, but they fix different links in different pages." }, { "left": "pull_request:1167", "right": "pull_request:120", "accept": false, - "reason": "Both edit README.md, but one adds an Intel XPU note while the other adds general examples; unrelated content." + "reason": "Both modify README, but one adds an Intel GPU note and the other adds example sections." }, { "left": "pull_request:1169", "right": "pull_request:1601", "accept": false, - "reason": "MPS float64 scheduler fix vs a guidance-flow bugfix in stable diffusion; different concrete bugs." + "reason": "Same Stable Diffusion pipeline file, but one is an MPS scheduler/device precision fix and the other fixes CFG control flow." }, { "left": "pull_request:1171", "right": "pull_request:3132", "accept": false, - "reason": "Both are typo fixes, but in different files and different code paths; no shared underlying bug." + "reason": "Both are typo fixes, but they are in different pipelines and different text." }, { "left": "pull_request:11715", "right": "pull_request:11979", "accept": false, - "reason": "Both adjust test gating, but one annotates bitsandbytes compile tests and the other enforces torch versions for compilation mixins; distinct fixes." + "reason": "Both adjust compilation-related tests, but one gates bitsandbytes tests and the other gates torch version for compile tests." }, { "left": "pull_request:1173", "right": "pull_request:1416", "accept": false, - "reason": "Both involve ONNX-related code, but 1173 targets scheduler compatibility/safety checker while 1416 changes conversion/inference wiring and feature_extractor handling; not the same bug." + "reason": "Both concern ONNX conversion/inference, but they target different concrete issues and cannot be merged into one fix." }, { "left": "pull_request:11847", "right": "pull_request:12259", "accept": false, - "reason": "Single-file example docs fix vs VAE scale-factor docs fix; unrelated." + "reason": "Single-file Wan example docs vs distributed inference VAE scale-factor docs; unrelated." }, { "left": "pull_request:1186", - "right": "pull_request:12259", + "right": "pull_request:848", "accept": false, - "reason": "Dreambooth Flax report_to/push_to_hub fix is unrelated to distributed inference docs." + "reason": "DreamBooth Flax report_to/push_to_hub fix is unrelated to the Flax width/height bug." }, { "left": "pull_request:1187", "right": "pull_request:848", "accept": false, - "reason": "Dreambooth Flax cleanup vs Flax latent shape/height-width bugfix; different issues." + "reason": "Extra copy-pasta cleanup in DreamBooth Flax is not the same bug as the latent shape issue." }, { "left": "pull_request:11953", "right": "pull_request:12070", "accept": false, - "reason": "Both update expected test slices, but for different models/pipelines and different failure modes." + "reason": "Different fast-test slice updates for different pipelines; not the same underlying issue." }, { "left": "pull_request:11953", "right": "pull_request:12775", "accept": false, - "reason": "Test slice update vs adding Z-Image docs; unrelated." + "reason": "HiDream test slice update and Z-Image docs addition are unrelated." }, { "left": "pull_request:11983", "right": "pull_request:12827", "accept": false, - "reason": "Installation docs wording vs distributed-inference syntax fix; unrelated docs changes." + "reason": "Installation.md wording fix vs distributed_inference syntax correction; separate docs changes." }, { "left": "pull_request:120", "right": "pull_request:16", "accept": false, - "reason": "Both touch README.md, but they are from different eras and cover different additions; not a duplicate or same change." + "reason": "Both edit README.md, but they are from different eras and add different content." }, { "left": "pull_request:120", "right": "pull_request:1960", "accept": false, - "reason": "README examples update vs ColossalAI README install instructions; different docs and scope." + "reason": "Main README examples addition and ColossalAI README install instructions are unrelated." }, { "left": "pull_request:12018", "right": "pull_request:12902", "accept": false, - "reason": "Quantization overview link fix vs CP docs device_map correction; unrelated documentation issues." + "reason": "Quantization overview link wording vs context-parallel device_map usage; different docs problems." }, { "left": "pull_request:1211", "right": "pull_request:41", "accept": false, - "reason": "Both touch comments/docs, but in totally different files and contexts; no shared underlying bug." + "reason": "Both are comment/docstring cleanups, but they touch different files and different commentary." }, { "left": "pull_request:12129", "right": "pull_request:12228", "accept": false, - "reason": "Separate typo fixes in different areas (NPU attention vs LoRA tutorial); not the same change." + "reason": "NPU attention typo fix vs LoRA tutorial punctuation/typo fix; unrelated." }, { "left": "pull_request:12129", "right": "pull_request:12675", "accept": false, - "reason": "Typos in different docs/code contexts and different files; unrelated." + "reason": "Different typo fixes in different docs/code paths." }, { "left": "pull_request:1218", "right": "pull_request:154", "accept": false, - "reason": "154 introduces the original conversion script, while 1218 later extends scheduler options in that script; not the same fix." + "reason": "Same conversion script family, but one adds scheduler options and the other is the initial script creation." }, { "left": "pull_request:12193", "right": "pull_request:12890", "accept": false, - "reason": "Qwen README filename typo vs Wan docs hfoptions cleanup; unrelated." + "reason": "Qwen README filename update vs Wan markdown cleanup; unrelated docs changes." }, { "left": "pull_request:12197", "right": "pull_request:12775", "accept": false, - "reason": "Kontext inpainting docs vs Z-Image docs; different features and pages." + "reason": "Flux Kontext inpainting docs and Z-Image docs are distinct features." }, { "left": "pull_request:1221", "right": "pull_request:2764", "accept": false, - "reason": "Weight-reuse docs vs torch 2.0 benchmark docs; unrelated." + "reason": "Weight reuse docs and torch 2 benchmark docs address completely different topics." }, { "left": "pull_request:12228", "right": "pull_request:12675", "accept": false, - "reason": "Both are typo fixes, but in different tutorials and different files; not a duplicate." + "reason": "Two separate typo/doc fixes in different tutorials; not the same underlying issue." }, { "left": "pull_request:12247", "right": "pull_request:12980", "accept": false, - "reason": "AutoGuidance validation bugfix vs MellonParam docstring/utility changes; unrelated code." + "reason": "AutoGuidance validation logic bug and Mellon param/docstring work are unrelated." }, { "left": "pull_request:12259", "right": "pull_request:12360", "accept": false, - "reason": "Distributed inference VAE scale-factor docs fix vs chroma guidance docs rewrite; unrelated." + "reason": "Distributed inference VAE scale factor docs vs Chroma guidance docs; no shared bug." }, { "left": "pull_request:12259", "right": "pull_request:12883", "accept": false, - "reason": "Different quantization/training documentation fixes in separate pages; no shared underlying issue." - }, - { - "left": "pull_request:1227", - "right": "pull_request:1487", - "accept": false, - "reason": "Multi-modal examples docs vs xformers docs additions; both are docs but about different features." - }, - { - "left": "pull_request:1227", - "right": "pull_request:2433", - "accept": false, - "reason": "Multi-modal examples docs vs an SDEdit note in img2img docs; unrelated documentation changes." + "reason": "Different documentation typos in different quantization/training pages." } ] }, @@ -142591,16 +142620,17 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 120, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:1227", "pull_request:1229", "pull_request:1256", "pull_request:12675", @@ -142622,6 +142652,7 @@ "pull_request:1311", "pull_request:13120", "pull_request:13134", + "pull_request:13158", "pull_request:13181", "pull_request:1319", "pull_request:13192", @@ -142632,25 +142663,25 @@ "pull_request:13400", "pull_request:13410", "pull_request:13499", + "pull_request:13567", "pull_request:1373", - "pull_request:1415", - "pull_request:1437", + "pull_request:1487", "pull_request:1605", "pull_request:178", - "pull_request:1849", "pull_request:2002", "pull_request:21", "pull_request:2209", - "pull_request:3118", + "pull_request:2433", "pull_request:316", "pull_request:3400", - "pull_request:356", "pull_request:473", "pull_request:580", "pull_request:72", "pull_request:824" ], "soft_pairs": [ + "pull_request:1227|pull_request:1487", + "pull_request:1227|pull_request:2433", "pull_request:1229|pull_request:2002", "pull_request:1256|pull_request:824", "pull_request:12675|pull_request:13040", @@ -142673,209 +142704,207 @@ "pull_request:1311|pull_request:178", "pull_request:1311|pull_request:3400", "pull_request:13120|pull_request:13192", + "pull_request:13158|pull_request:13567", "pull_request:1319|pull_request:580", "pull_request:13283|pull_request:13400", - "pull_request:1373|pull_request:1605", - "pull_request:1415|pull_request:1849", - "pull_request:1415|pull_request:356", - "pull_request:1437|pull_request:3118" + "pull_request:1373|pull_request:1605" ], - "prepared_review_unit_hash": "96b89f6433120d72af3c2282a5bc3273a499c5ecfd68fb35d25b87083bd9d7b6", + "prepared_review_unit_hash": "b2c8a8ea1a0279dfa2c9e7ea985d11bd63955bee9c5d237f50c0d9df883d0502", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 98245, - "estimated_input_tokens": 24562, - "estimated_eval_tokens": 49380 + "serialized_chars": 97877, + "estimated_input_tokens": 24470, + "estimated_eval_tokens": 49196 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it contains unrelated docs typos, test fixes, feature additions, and refactors across many subsystems. There is no single underlying bug/change that ties these pull requests together, so no canonical PR/issue emerges.", - "confidence": 0.98, + "summary": "No duplicate cluster emerges here: the PRs span unrelated docs updates, test additions, typo fixes, and separate feature work across different subsystems. I rejected all soft edges because none clearly describe the same underlying bug or mergeable change.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single PR is a good canonical representative for this set because the items are heterogeneous and mostly unrelated. If forced, the most substantive standalone change is PR 1283, but it is not a duplicate target for the others.", "soft_edge_verdicts": [ + { + "left": "pull_request:1227", + "right": "pull_request:1487", + "accept": false, + "reason": "Both are docs changes, but they touch different pages and different topics; not the same change or bug." + }, + { + "left": "pull_request:1227", + "right": "pull_request:2433", + "accept": false, + "reason": "Different documentation areas: multi-modal examples overview vs SDEdit note in img2img docs." + }, { "left": "pull_request:1229", "right": "pull_request:2002", "accept": false, - "reason": "Different changes: a DreamBooth README install note versus adding LoRA fine-tuning support and loader updates." + "reason": "One is a DreamBooth README install note, the other is a broad LoRA fine-tuning support PR; not the same underlying change." }, { "left": "pull_request:1256", "right": "pull_request:824", "accept": false, - "reason": "Unrelated tests: one adds negative_prompt coverage, the other is a Flax scheduler test update." + "reason": "A pipeline test change and a Flax test addition are unrelated test work, not the same bug fix." }, { "left": "pull_request:12675", "right": "pull_request:13040", "accept": false, - "reason": "Different docs fixes in different files; one is SanaVideo wording, the other is a CLI warning grammar edit." + "reason": "Different docs fixes: Sana video docs vs CLI warning grammar." }, { "left": "pull_request:12675", "right": "pull_request:13181", "accept": false, - "reason": "No shared bug/change; SanaVideo docs typo versus torchrun argument order documentation." + "reason": "Different docs pages and subjects; no shared concrete bug or change." }, { "left": "pull_request:12681", "right": "pull_request:13293", "accept": false, - "reason": "CI test maintenance for multiple pipelines versus an Audioldm2 cache-position fix; not the same underlying change." + "reason": "CPU test fixes for different pipelines, with different code paths and failures." }, { "left": "pull_request:1269", "right": "pull_request:473", "accept": false, - "reason": "Both touch stable diffusion area, but one is a refactor and the other is a sample fix; different concrete changes." + "reason": "Shared filename aside, one is a stable diffusion refactor and the other is an inpainting sample fix; not the same issue." }, { "left": "pull_request:12731", "right": "pull_request:13283", "accept": false, - "reason": "Separate docs edits in different topics: Bria Fibo wording versus FlashAttention support guidance." + "reason": "Separate docs edits for different topics; no common underlying fix." }, { "left": "pull_request:12775", "right": "pull_request:13344", "accept": false, - "reason": "Z-Image docs addition is unrelated to GLM Image transformer tests and model code changes." + "reason": "Z-Image docs addition vs GLM Image model tests are unrelated." }, { "left": "pull_request:1283", "right": "pull_request:1373", "accept": false, - "reason": "Same broad versatile diffusion area, but one introduces the model and the other extends it; not the same concrete PR-worthy change." + "reason": "Both concern Versatile Diffusion, but one adds the model and the other extends it with additional pipelines/features; not the same mergeable change." }, { "left": "pull_request:1283", "right": "pull_request:21", "accept": false, - "reason": "Feature introduction versus a generic model test PR; they do not fix the same code path or bug." + "reason": "Completely different areas: Versatile Diffusion model integration vs early generic model tests." }, { "left": "pull_request:12856", "right": "pull_request:13253", "accept": false, - "reason": "Different z-image work: implementation docs/code versus test refactoring." + "reason": "One adds Z-Image implementation/docs, the other refactors Z Image transformer tests; related subsystem, but not the same change." }, { "left": "pull_request:12883", "right": "pull_request:13499", "accept": false, - "reason": "Both mention backends in docs, but one fixes a torchao typo while the other adds a speed/memory note; not the same change." + "reason": "Both mention torchao/quantization, but they update different docs with different purposes and text." }, { "left": "pull_request:1291", "right": "pull_request:2209", "accept": false, - "reason": "Completely different: a notebook link correction versus an img2img example argument-name fix." + "reason": "Stable Diffusion notebook link fix vs img2img argument-name fix are unrelated." }, { "left": "pull_request:12914", "right": "pull_request:13134", "accept": false, - "reason": "One is a docs typo in a Cosmos example, the other is a typing annotation change in the Cosmos transformer." + "reason": "A typo fix in an example and a typing cleanup in a transformer model are not the same bug." }, { "left": "pull_request:12971", "right": "pull_request:13283", "accept": false, - "reason": "Different documentation topics and no shared concrete fix." + "reason": "Documentation reordering vs an attention-backend support note; no shared code-path change." }, { "left": "pull_request:12984", "right": "pull_request:13099", "accept": false, - "reason": "Flux2 Klein docs/code versus AutoModel custom-code guidance; unrelated changes." + "reason": "Different docs for Flux2 Klein vs AutoModel custom-code support." }, { "left": "pull_request:13029", "right": "pull_request:13410", "accept": false, - "reason": "Both are modular-doc related, but one is a quickstart rewrite and the other is AI-agent guidance; not the same artifact change." + "reason": "Both are modular/agent docs, but they are distinct document rewrites and not the same concrete change." }, { "left": "pull_request:131", "right": "pull_request:316", "accept": false, - "reason": "Both edit README.md, but one adds code-block syntax highlighting and the other adds installation/contribution sections." + "reason": "README syntax-highlighting cleanup is unrelated to the contributions/installation README rewrite." }, { "left": "pull_request:131", "right": "pull_request:72", "accept": false, - "reason": "README formatting cleanup versus 1D up/downsample tests; unrelated changes." + "reason": "README formatting and 1D up/downsample tests are unrelated changes." }, { "left": "pull_request:1311", "right": "pull_request:178", "accept": false, - "reason": "AltDiffusion dependency/tests work versus an old stable-diffusion pipeline test update; different code paths." + "reason": "AltDiffusion test/dependency work is unrelated to Stable Diffusion pipeline tests." }, { "left": "pull_request:1311", "right": "pull_request:3400", "accept": false, - "reason": "AltDiffusion test additions are unrelated to adding omegaconf dependency support." + "reason": "Adding omegaconf and AltDiffusion tests are separate changes, not the same bug fix." }, { "left": "pull_request:13120", "right": "pull_request:13192", "accept": false, - "reason": "Both are modular-pipeline tests in the same file, but they validate different behaviors and are not the same bug/change." + "reason": "Two different modular-pipeline tests covering different invariants." + }, + { + "left": "pull_request:13158", + "right": "pull_request:13567", + "accept": false, + "reason": "A QwenImage docs addition and agent-docs updates are unrelated." }, { "left": "pull_request:1319", "right": "pull_request:580", "accept": false, - "reason": "Flax scheduler subfolder loading fix versus initial Flax scheduler test scaffolding; different underlying work." + "reason": "Flax scheduler subfolder loading fix vs a Flax scheduler test PR are not the same change." }, { "left": "pull_request:13283", "right": "pull_request:13400", "accept": false, - "reason": "Attention backend docs update versus profiling guide README acknowledgment changes; unrelated." + "reason": "Attention backend support docs vs profiling guide README edits are unrelated." }, { "left": "pull_request:1373", "right": "pull_request:1605", "accept": false, - "reason": "Versatile Diffusion feature expansion versus adding upcast_attention in modeling_text_unet; different concrete changes." - }, - { - "left": "pull_request:1415", - "right": "pull_request:1849", - "accept": false, - "reason": "Stable Diffusion refactor/fix PR versus a Versatile Diffusion cross_attention_kwargs fix; unrelated subsystems." - }, - { - "left": "pull_request:1415", - "right": "pull_request:356", - "accept": false, - "reason": "Stable Diffusion refactor versus fine-tuning example docs/code; not the same change." - }, - { - "left": "pull_request:1437", - "right": "pull_request:3118", - "accept": false, - "reason": "A typo fix in stable diffusion docs/code versus a ControlNet breaking-change fix; different issues." + "reason": "Extended Versatile Diffusion feature work and an upcast_attention parameter addition are different changes, even if they touch the same area." } ] }, @@ -142889,16 +142918,18 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 121, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:1415", + "pull_request:1437", "pull_request:1476", "pull_request:1487", "pull_request:1510", @@ -142922,7 +142953,6 @@ "pull_request:1769", "pull_request:1778", "pull_request:178", - "pull_request:1788", "pull_request:1849", "pull_request:1967", "pull_request:2077", @@ -142932,15 +142962,14 @@ "pull_request:2428", "pull_request:2557", "pull_request:2629", - "pull_request:296", "pull_request:299", "pull_request:309", + "pull_request:3118", "pull_request:3388", "pull_request:3449", "pull_request:3472", + "pull_request:356", "pull_request:375", - "pull_request:388", - "pull_request:533", "pull_request:62", "pull_request:75", "pull_request:832", @@ -142949,6 +142978,9 @@ "pull_request:957" ], "soft_pairs": [ + "pull_request:1415|pull_request:1849", + "pull_request:1415|pull_request:356", + "pull_request:1437|pull_request:3118", "pull_request:1476|pull_request:3472", "pull_request:1487|pull_request:3388", "pull_request:1510|pull_request:154", @@ -142974,213 +143006,210 @@ "pull_request:1756|pull_request:1763", "pull_request:1763|pull_request:1849", "pull_request:1769|pull_request:1967", - "pull_request:1778|pull_request:2428", - "pull_request:178|pull_request:296", - "pull_request:178|pull_request:388", - "pull_request:1788|pull_request:533" + "pull_request:1778|pull_request:2428" ], - "prepared_review_unit_hash": "12a01ee0c9c0f8c5d24569e1b15372c84745ed2d64206b8c75900de0544bd044", + "prepared_review_unit_hash": "a67ed98e280d4371e35305140b28aee17cf25d68edd56fc6953fc579e933fe6f", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 96383, - "estimated_input_tokens": 24096, - "estimated_eval_tokens": 48448 + "serialized_chars": 97066, + "estimated_input_tokens": 24267, + "estimated_eval_tokens": 48790 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of Stable Diffusers docs, training scripts, pipelines, schedulers, and tests. The soft-edge pairs mostly share broad subsystem names or adjacent themes, but they do not describe the same concrete bug/change.", - "confidence": 0.96, + "summary": "This is a loose cluster of Diffusers PRs with only superficial similarity across stable-diffusion docs, training scripts, and pipeline bugfixes. The soft edges mostly connect broad topical overlap rather than the same concrete change.", + "confidence": 0.14, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single PR is a defensible canonical here: the items span unrelated fixes and docs updates, so any one PR would be an arbitrary representative rather than a true duplicate target.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 1415 is the broadest representative of the shared stable-diffusion pipeline area, but it is still too generic to serve as a safe duplicate canonical for the rest of the set.", "soft_edge_verdicts": [ + { + "left": "pull_request:1415", + "right": "pull_request:1849", + "accept": false, + "reason": "Different fixes in the same file family: 1415 is a broad stable-diffusion cleanup, while 1849 specifically threads cross_attention_kwargs through Versatile Diffusion." + }, + { + "left": "pull_request:1415", + "right": "pull_request:356", + "accept": false, + "reason": "1415 is a pipeline bugfix batch; 356 is the initial text-to-image fine-tuning script/docs. Different change types and targets." + }, + { + "left": "pull_request:1437", + "right": "pull_request:3118", + "accept": false, + "reason": "A typo fix in a deprecation string is unrelated to ControlNet prepare_image default-argument behavior." + }, { "left": "pull_request:1476", "right": "pull_request:3472", "accept": false, - "reason": "Training-doc install hint vs Dreambooth docs for IF; different documentation changes and targets." + "reason": "Both are docs, but one is about training dependencies and the other adds DreamBooth IF documentation; not the same change." }, { "left": "pull_request:1487", "right": "pull_request:3388", "accept": false, - "reason": "xformers docs for pipelines vs installation docs adding Transformers; unrelated doc updates." + "reason": "One adds xformers docs, the other updates install instructions to include Transformers. Different documentation issues." }, { "left": "pull_request:1510", "right": "pull_request:154", "accept": false, - "reason": "Conversion-script improvement vs initial conversion script introduction; not the same change." + "reason": "Both touch the conversion script, but 154 introduces it and 1510 expands schedulers/docs around it; not the same bug or change set." }, { "left": "pull_request:154", "right": "pull_request:299", "accept": false, - "reason": "Initial conversion script vs PNDM scheduler hotfix; different code paths and purposes." + "reason": "Initial conversion-script addition versus a PNDM scheduler hotfix are unrelated." }, { "left": "pull_request:154", "right": "pull_request:904", "accept": false, - "reason": "Conversion script vs inpainting pipeline rewrite; unrelated stable-diffusion components." + "reason": "Conversion script creation and Stable Diffusion inpainting rewrite address different code paths." }, { "left": "pull_request:1561", "right": "pull_request:2257", "accept": false, - "reason": "Community mega pipeline tweak vs UnCLIP text interpolation pipeline; different features." + "reason": "Both community PRs, but one adds a mega pipeline and the other adds UnCLIP text interpolation; different features." }, { "left": "pull_request:1564", "right": "pull_request:2557", "accept": false, - "reason": "Dreambooth default accelerate config docs vs intermediate logging feature; different scope." + "reason": "DreamBooth default-accelerate docs and intermediate logging in training code are unrelated changes." }, { "left": "pull_request:1576", "right": "pull_request:2077", "accept": false, - "reason": "ORT integration example vs textual inversion validation-images feature; separate training-example changes." + "reason": "ORT integration for training examples is unrelated to allowing validation images in textual inversion." }, { "left": "pull_request:1576", "right": "pull_request:375", "accept": false, - "reason": "ORT integration example vs textual inversion Colab links; unrelated example/documentation updates." + "reason": "ORT example integration and Colab links in textual inversion are different documentation/example updates." }, { "left": "pull_request:1586", "right": "pull_request:2629", "accept": false, - "reason": "Non-square image support for Paint by Example vs non-square support for SAG pipeline; same broad theme but different pipelines and fixes." + "reason": "Both mention non-square support, but they apply to different pipelines and different implementations; not the same concrete fix." }, { "left": "pull_request:1587", "right": "pull_request:2209", "accept": false, - "reason": "Paint-by-Example width default fix vs img2img argument-name doc fix; not the same bug." + "reason": "Paint-by-Example width handling and an img2img argument-name doc fix are unrelated." }, { "left": "pull_request:1591", "right": "pull_request:75", "accept": false, - "reason": "Upcast slice-attention fix vs Glide attention refactor; both touch attention.py but different issues and eras." + "reason": "Both involve attention.py, but 1591 fixes slice upcasting while 75 fixes Glide constructor behavior; different bugs." }, { "left": "pull_request:1601", "right": "pull_request:832", "accept": false, - "reason": "Classifier-free-guidance bug fix in pipelines vs Flax NSFW handling fix; different code paths." + "reason": "One fixes classifier-free guidance branching in diffusion pipelines; the other fixes NSFW handling in Flax Stable Diffusion." }, { "left": "pull_request:1601", "right": "pull_request:957", "accept": false, - "reason": "Guidance-flow bug fix vs scheduler constructor cleanup in training script; unrelated changes." + "reason": "Classifier-free guidance control flow and a DDPMScheduler tensor_format bug are unrelated." }, { "left": "pull_request:1625", "right": "pull_request:178", "accept": false, - "reason": "k-diffusion height/width default fix vs Stable Diffusion pipeline tests; different artifacts." + "reason": "K-diffusion default size handling and a stable-diffusion test update are not the same change." }, { "left": "pull_request:1640", "right": "pull_request:942", "accept": false, - "reason": "Auto-enable xformers toggle vs LMS scheduler MPS dtype fix; unrelated bug fixes." + "reason": "Auto-enabling xformers in training scripts and an MPS dtype fix in LMS scheduler address different problems." }, { "left": "pull_request:1668", "right": "pull_request:3472", "accept": false, - "reason": "Checkpointing training state vs IF Dreambooth docs; one script change, one documentation addition." + "reason": "DreamBooth checkpointing/state restore and IF DreamBooth docs are unrelated." }, { "left": "pull_request:168", "right": "pull_request:2278", "accept": false, - "reason": "Core Stable Diffusion pipeline introduction vs large video Stable Diffusion project; not the same change." + "reason": "The original Stable Diffusion pipeline introduction is not a duplicate of a later video Stable Diffusion project." }, { "left": "pull_request:168", "right": "pull_request:309", "accept": false, - "reason": "Stable Diffusion pipeline introduction vs README link fix; entirely different scope." + "reason": "A core pipeline PR and a README link fix are not the same underlying change." }, { "left": "pull_request:1687", "right": "pull_request:3472", "accept": false, - "reason": "Adding checkpointing to training scripts vs IF Dreambooth docs; different deliverables." + "reason": "Checkpointing across training scripts versus adding IF guidance to DreamBooth docs are different updates." }, { "left": "pull_request:1727", "right": "pull_request:3449", "accept": false, - "reason": "ONNX img2img preprocessing fix vs CI rework for MPS/ONNX tests; separate implementation vs test infra." + "reason": "ONNX img2img preprocessing fixes and CI workflow rework are unrelated." }, { "left": "pull_request:1729", "right": "pull_request:62", "accept": false, - "reason": "Test gating for CPU/GPU behavior vs latent diffusion pipeline fix; different problem and files." + "reason": "Test gating for CPU/GPU behavior is unrelated to the latent-diffusion-uncond pipeline fix." }, { "left": "pull_request:1756", "right": "pull_request:1763", "accept": false, - "reason": "Adding attention-mask support in U-CLIP vs removing unused attention_mask from Versatile Diffusion; opposite intent." + "reason": "Both touch attention masks, but one adds mask support to U-Clip while the other removes an unused mask from Versatile Diffusion; different code paths." }, { "left": "pull_request:1763", "right": "pull_request:1849", "accept": false, - "reason": "Removing unused attention_mask param vs adding cross_attention_kwargs support; related file, different API changes." + "reason": "Versatile Diffusion attention-mask cleanup is not the same as threading cross_attention_kwargs through the model." }, { "left": "pull_request:1769", "right": "pull_request:1967", "accept": false, - "reason": "UnCLIP CPU-offload test adjustment vs WIP CPU-offload example change; one is a test tweak, the other a pipeline hack." + "reason": "UnCLIP CPU offload test adjustments and a WIP CPU offload example in Stable Diffusion are not duplicates." }, { "left": "pull_request:1778", "right": "pull_request:2428", "accept": false, - "reason": "Textual inversion script cleanup vs community docs cleanup; different files and purposes." - }, - { - "left": "pull_request:178", - "right": "pull_request:296", - "accept": false, - "reason": "Stable Diffusion pipeline tests vs auth-token CI/test fix; not the same underlying issue." - }, - { - "left": "pull_request:178", - "right": "pull_request:388", - "accept": false, - "reason": "Stable Diffusion pipeline tests vs latent-diffusion docs; unrelated." - }, - { - "left": "pull_request:1788", - "right": "pull_request:533", - "accept": false, - "reason": "DDIM bug fix for prediction_type=sample vs reverting DDIM typehints; different changes to the same scheduler." + "reason": "Textual inversion hardcoded-name cleanup and removing author names from docs are different editorial changes." } ] }, @@ -143194,16 +143223,18 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 122, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:178", + "pull_request:1788", "pull_request:191", "pull_request:192", "pull_request:1920", @@ -143222,8 +143253,6 @@ "pull_request:2138", "pull_request:2151", "pull_request:2181", - "pull_request:2197", - "pull_request:2209", "pull_request:2393", "pull_request:2404", "pull_request:2433", @@ -143232,18 +143261,19 @@ "pull_request:2733", "pull_request:2788", "pull_request:2839", + "pull_request:296", "pull_request:3063", "pull_request:3099", "pull_request:3215", "pull_request:3439", "pull_request:353", "pull_request:3800", - "pull_request:3839", "pull_request:3863", + "pull_request:388", "pull_request:3941", "pull_request:407", "pull_request:421", - "pull_request:4317", + "pull_request:533", "pull_request:580", "pull_request:798", "pull_request:869", @@ -143253,6 +143283,9 @@ "pull_request:972" ], "soft_pairs": [ + "pull_request:178|pull_request:296", + "pull_request:178|pull_request:388", + "pull_request:1788|pull_request:533", "pull_request:191|pull_request:421", "pull_request:192|pull_request:888", "pull_request:1920|pull_request:2489", @@ -143278,206 +143311,210 @@ "pull_request:2151|pull_request:798", "pull_request:2151|pull_request:972", "pull_request:2181|pull_request:2788", - "pull_request:2181|pull_request:580", - "pull_request:2197|pull_request:3839", - "pull_request:2209|pull_request:4317" + "pull_request:2181|pull_request:580" ], - "prepared_review_unit_hash": "4bc41b871d35cbe76fcbb5e7f9428bc7ed57697ce0b9b4e9e3e9d7d4283415d5", + "prepared_review_unit_hash": "327b28f10d42a6d891b6d23688904e006e96952d4bdbc87376b75f9b0cc35cbf", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 90427, - "estimated_input_tokens": 22607, - "estimated_eval_tokens": 45470 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 93077, + "estimated_input_tokens": 23270, + "estimated_eval_tokens": 46796 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of unrelated PRs: small typo/docs fixes, separate feature additions, and distinct bug fixes. None of the proposed soft pairs look like the same underlying change, so all soft edges should be rejected.", - "confidence": 0.92, + "summary": "This cluster is not a duplicate set; it mixes unrelated docs edits, new pipelines, and isolated bug/typo fixes across different code paths. No soft-edge pair looks mergeable into a single PR.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue artifacts are present, and the cluster does not contain a clear duplicate set. If one PR had to stand in as the most representative, PR 2009 is the most substantial and central code change, with broad impact and high review activity.", + "canonical_pr_reason": "No canonical PR: the items are heterogeneous and do not share the same underlying bug or change.", "best_issue_reason": null, - "best_pr_reason": "PR 2009 is the strongest standalone candidate: it is a large, well-discussed feature change touching many Stable Diffusion pipeline paths, unlike the mostly narrow typo/docs fixes elsewhere in the cluster.", + "best_pr_reason": "No best PR for deduping; there is no single change that meaningfully represents the rest.", "soft_edge_verdicts": [ + { + "left": "pull_request:178", + "right": "pull_request:296", + "accept": false, + "reason": "Both touch Stable Diffusion tests, but one adds a pipeline slice-update test while the other only fixes auth token usage in CI/tests." + }, + { + "left": "pull_request:178", + "right": "pull_request:388", + "accept": false, + "reason": "Different scope: stable diffusion test data update vs an unconditional latent diffusion pipeline/docs addition." + }, + { + "left": "pull_request:1788", + "right": "pull_request:533", + "accept": false, + "reason": "Same file, but different changes: prediction_type='sample' handling bugfix vs reverting type hints in DDIM." + }, { "left": "pull_request:191", "right": "pull_request:421", "accept": false, - "reason": "Different bugs in different areas: SciPy import fallback for schedulers vs. a docs typo fix." + "reason": "Import-fix PR for SciPy/transformers availability is unrelated to a scheduler docs typo cleanup." }, { "left": "pull_request:192", "right": "pull_request:888", "accept": false, - "reason": "README parameter adjustment is unrelated to adding the CycleDiffusion pipeline." + "reason": "README parameter alignment for Stable Diffusion is unrelated to adding the CycleDiffusion pipeline." }, { "left": "pull_request:1920", "right": "pull_request:2489", "accept": false, - "reason": "Both are docs PRs, but they cover different documentation topics and files; not the same change." + "reason": "Different docs work: translating docs vs adding Core ML documentation." }, { "left": "pull_request:1932", "right": "pull_request:3215", "accept": false, - "reason": "DDIM loading behavior vs. 8-bit model loading checks are different code-path problems." + "reason": "One fixes DDIMPipeline scheduler conversion; the other adds 8-bit/offload handling in pipeline_utils." }, { "left": "pull_request:1951", "right": "pull_request:2839", "accept": false, - "reason": "ColossalAI dependency update is unrelated to updating the examples README." + "reason": "ColossalAI dependency/API update is unrelated to updating the examples README table." }, { "left": "pull_request:1960", "right": "pull_request:879", "accept": false, - "reason": "Different README/documentation edits for different example areas; no shared underlying bug." + "reason": "Different README updates in different sections; no shared bug or code path." }, { "left": "pull_request:1995", "right": "pull_request:3063", "accept": false, - "reason": "A value-range message fix is unrelated to the pipeline __setattr__ null-handling bug." + "reason": "Img2img strength validation typo is unrelated to __setattr__ config handling for None values." }, { "left": "pull_request:1995", "right": "pull_request:3099", "accept": false, - "reason": "Different typo/behavior fixes in separate pipelines; not the same concrete issue." + "reason": "Different issues: strength range message typo vs attend-and-excite default attn_res." }, { "left": "pull_request:1996", "right": "pull_request:2733", "accept": false, - "reason": "Both touch conversion scripts, but one adds safetensors support and the other adds fp16 output for a different conversion direction." + "reason": "Different conversion features: safetensors output vs fp16 support for original-ckpt conversion." }, { "left": "pull_request:2006", "right": "pull_request:879", "accept": false, - "reason": "Checkpoint merger fixes are unrelated to community README table updates." + "reason": "Checkpoint merger bugfix is unrelated to README table edits." }, { "left": "pull_request:2009", "right": "pull_request:3439", "accept": false, - "reason": "Textual inversion loader integration and later state-dict support are related areas, but they fix different concrete behaviors and would not be merged as one PR." + "reason": "Both involve textual inversion, but one adds embeddings loading to pipelines and the other extends the loader API to accept state dicts; distinct changes." }, { "left": "pull_request:2022", "right": "pull_request:912", "accept": false, - "reason": "K-diffusion version gating is unrelated to the version bump PR." + "reason": "k-diffusion version gating and package pinning are related only by dependency management, not the same bug/change." }, { "left": "pull_request:2040", "right": "pull_request:2393", "accept": false, - "reason": "Both add Stable Diffusion pipelines, but they are different pipelines with different code and docs." + "reason": "Two different pipeline features: InstructPix2Pix vs MultiDiffusion Panorama." }, { "left": "pull_request:2085", "right": "pull_request:2433", "accept": false, - "reason": "DreamBooth crop-option docs and an SDEdit note in img2img are unrelated." + "reason": "Separate docs updates for DreamBooth cropping and SDEdit notes in img2img." }, { "left": "pull_request:2101", "right": "pull_request:3863", "accept": false, - "reason": "InstructPix2Pix docs/example update is unrelated to Habana optimization docs." + "reason": "Pix2Pix example docs/code update is unrelated to Habana optimization docs." }, { "left": "pull_request:2118", "right": "pull_request:3941", "accept": false, - "reason": "Import-utils naming typo and loading-doc fix are unrelated." + "reason": "Typo fix in import_utils is unrelated to loading-variants documentation." }, { "left": "pull_request:2118", "right": "pull_request:869", "accept": false, - "reason": "A typo fix in import_utils is unrelated to the community pipeline import bug/README cleanup." + "reason": "Import-utils naming typo fix and community README/import bug are different changes." }, { "left": "pull_request:2138", "right": "pull_request:2404", "accept": false, - "reason": "Both are typo fixes, but they affect different symbols/files and are not the same bug." + "reason": "Docs typo cleanup is unrelated to fixing the AttnProcessor2_0 symbol in code." }, { "left": "pull_request:2138", "right": "pull_request:3800", "accept": false, - "reason": "Different typo fixes in different documentation/code paths." + "reason": "Different typo fixes in unrelated docs/code areas." }, { "left": "pull_request:2151", "right": "pull_request:260", "accept": false, - "reason": "EMAModel state_dict fix is unrelated to a README typo." + "reason": "EMAModel load_state_dict fix is unrelated to a README spelling fix." }, { "left": "pull_request:2151", "right": "pull_request:353", "accept": false, - "reason": "Different typo fixes in different modules; no same underlying defect." + "reason": "Different typo bugs in unrelated modules." }, { "left": "pull_request:2151", "right": "pull_request:407", "accept": false, - "reason": "EMAModel load_state_dict bug and attention slicing typo are unrelated." + "reason": "EMAModel state handling is unrelated to attention-slicing API typo." }, { "left": "pull_request:2151", "right": "pull_request:798", "accept": false, - "reason": "Unrelated typo/docstring fixes in different components." + "reason": "Different docstring/logic typo fixes in separate modules." }, { "left": "pull_request:2151", "right": "pull_request:972", "accept": false, - "reason": "EMAModel load_state_dict fix is unrelated to the torch_dtype README correction." + "reason": "EMAModel load_state_dict bug is unrelated to the torch_dtype README typo." }, { "left": "pull_request:2181", "right": "pull_request:2788", "accept": false, - "reason": "Flax scheduler docs section and docs TOC deduplication are different documentation changes." + "reason": "Flax scheduler docs addition is unrelated to deduplicating the training docs TOC." }, { "left": "pull_request:2181", "right": "pull_request:580", "accept": false, - "reason": "Docs for Flax scheduler usage are unrelated to an initial Flax scheduler test implementation." - }, - { - "left": "pull_request:2197", - "right": "pull_request:3839", - "accept": false, - "reason": "StableDiffusionInpaintPipeline typo/argument fix is unrelated to SDE scheduler noise handling." - }, - { - "left": "pull_request:2209", - "right": "pull_request:4317", - "accept": false, - "reason": "Incorrect img2img example argument name and DreamBooth validation option fixes are unrelated." + "reason": "Docs-only Flax scheduler section vs an early Flax scheduler test implementation; not the same change." } ] }, @@ -143491,16 +143528,18 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 123, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:2197", + "pull_request:2209", "pull_request:2257", "pull_request:2278", "pull_request:2287", @@ -143521,8 +143560,6 @@ "pull_request:2503", "pull_request:2530", "pull_request:2533", - "pull_request:2536", - "pull_request:2539", "pull_request:2557", "pull_request:2629", "pull_request:2762", @@ -143534,12 +143571,12 @@ "pull_request:3473", "pull_request:3549", "pull_request:3680", - "pull_request:3789", + "pull_request:3839", "pull_request:3852", "pull_request:386", "pull_request:3894", - "pull_request:3941", "pull_request:3971", + "pull_request:4317", "pull_request:4546", "pull_request:4766", "pull_request:642", @@ -143551,6 +143588,8 @@ "pull_request:948" ], "soft_pairs": [ + "pull_request:2197|pull_request:3839", + "pull_request:2209|pull_request:4317", "pull_request:2257|pull_request:874", "pull_request:2278|pull_request:309", "pull_request:2278|pull_request:386", @@ -143576,206 +143615,204 @@ "pull_request:2487|pull_request:4766", "pull_request:2498|pull_request:3079", "pull_request:2503|pull_request:2766", - "pull_request:2533|pull_request:3168", - "pull_request:2536|pull_request:3789", - "pull_request:2539|pull_request:3941" + "pull_request:2533|pull_request:3168" ], - "prepared_review_unit_hash": "a02786572432f35f7f5cfd83d70b7ed1d71081413d89380405670d806ef6b853", + "prepared_review_unit_hash": "ef59239664c2faacf500a4df566cbbbffe7088e4aedffdef578941467a9f218f", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 95371, - "estimated_input_tokens": 23843, - "estimated_eval_tokens": 47942 + "serialized_chars": 94326, + "estimated_input_tokens": 23582, + "estimated_eval_tokens": 47420 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of unrelated documentation, training-script, test, and pipeline PRs. I found no convincing duplicate pairs; the soft edges mostly share only broad subsystems or filenames, not the same concrete change.", - "confidence": 0.96, + "summary": "This cluster is not a true duplicate set: it mixes unrelated docs, example, test, and pipeline PRs. The soft-edge pairs are only superficially similar (same file, same broad area, or typo/docs tweaks), so all should be rejected.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue artifacts are present. As the most substantive and clearly scoped PR, #2536 is the best representative: it\u2019s merged, implements a real model feature (VAE gradient checkpointing), and has an explicit issue target.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "#2536 is the strongest overall PR candidate because it has the clearest concrete code change, broader impact than the docs-only fixes, and an explicit issue target.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "pull_request:2197", + "right": "pull_request:3839", + "accept": false, + "reason": "Different bugs: one fixes an inpaint pipeline typo/argument naming issue, the other changes SDE-VE noise handling behavior." + }, + { + "left": "pull_request:2209", + "right": "pull_request:4317", + "accept": false, + "reason": "Both touch docs/example wording, but they fix unrelated problems in different examples and code paths." + }, { "left": "pull_request:2257", "right": "pull_request:874", "accept": false, - "reason": "Both touch the community README, but one adds UnCLIP text interpolation while the other adds a generic community README example; different changes." + "reason": "Shared README file only; these add different community pipeline entries and unrelated README content." }, { "left": "pull_request:2278", "right": "pull_request:309", "accept": false, - "reason": "Completely unrelated: video stable diffusion feature work vs a README link fix." + "reason": "Completely different changes: a large video-stable-diffusion feature PR vs a link fix in README." }, { "left": "pull_request:2278", "right": "pull_request:386", "accept": false, - "reason": "Different scope and code paths; video stable diffusion work is unrelated to the Stable Diffusion docs/pipeline PR." + "reason": "Unrelated scopes: new video/community pipeline work vs stable diffusion docs/pipeline introduction." }, { "left": "pull_request:2287", "right": "pull_request:2629", "accept": false, - "reason": "Unconditional image generation W&B logging vs SAG non-square image support; unrelated fixes." + "reason": "Different training-script logging/argument changes versus SAG pipeline support for non-square images." }, { "left": "pull_request:2290", "right": "pull_request:642", "accept": false, - "reason": "Pix2Pix docs typo fix vs an unrelated examples README link fix." + "reason": "Both are docs-related typos/example fixes, but for different pipelines and unrelated code paths." }, { "left": "pull_request:2320", "right": "pull_request:4546", "accept": false, - "reason": "Both are typo-level fixes, but in unrelated files and code paths." + "reason": "Both are typo fixes, but in different files and unrelated conversion/script contexts." }, { "left": "pull_request:2320", "right": "pull_request:948", "accept": false, - "reason": "Different targets entirely: Stable Diffusion checkpoint loader typo vs a DDPM comment typo." + "reason": "Different typos in different pipelines; no shared bug or merged code path." }, { "left": "pull_request:2333", "right": "pull_request:3680", "accept": false, - "reason": "Unrelated docs fixes in different areas; no shared underlying change." + "reason": "Different documentation fixes in different markdown pages." }, { "left": "pull_request:2362", "right": "pull_request:2766", "accept": false, - "reason": "Both relate to MPS test behavior, but one adds a skip decorator while the other changes expected outputs; not the same concrete fix." + "reason": "Both are test/MPS-related, but they affect different test helpers and distinct test files; not the same fix." }, { "left": "pull_request:2362", "right": "pull_request:796", "accept": false, - "reason": "MPS test skip helper vs Apple M1 test setup; not the same change." + "reason": "Both mention MPS/testing, but one adds a skip decorator and the other adds Apple M1 tests; separate changes." }, { "left": "pull_request:2367", "right": "pull_request:2557", "accept": false, - "reason": "Same general DreamBooth area, but checkpoint retention support and intermediate logging are distinct features." + "reason": "Shared dreambooth training file only; one adds checkpoint-limit plumbing, the other adds intermediate logging." }, { "left": "pull_request:2383", "right": "pull_request:889", "accept": false, - "reason": "Pix2Pix Zero utility method vs generic pipeline components support; different functionality." + "reason": "Different features: pix2pix-zero helper method vs generic pipeline components API." }, { "left": "pull_request:2395", "right": "pull_request:2762", "accept": false, - "reason": "Pix2Pix Zero docs vs ControlNet multi-conditioning docs; unrelated." + "reason": "Same broad Pix2Pix Zero area, but one adds embedding-generation docs and the other documents multi-controlnet conditioning; unrelated changes." }, { "left": "pull_request:2396", "right": "pull_request:2530", "accept": false, - "reason": "Scheduler test warning fix vs EMAModel test suite addition; unrelated." + "reason": "One fixes scheduler test warnings, the other adds EMAModel tests; no shared underlying bug." }, { "left": "pull_request:2396", "right": "pull_request:934", "accept": false, - "reason": "UniPC scheduler tests vs MPS test fixes; unrelated." + "reason": "Both are test adjustments, but for different failures and different model paths." }, { "left": "pull_request:2398", "right": "pull_request:3473", "accept": false, - "reason": "Both are documentation PRs, but for different topics and different pipelines/concepts." + "reason": "Both are Pix2Pix Zero docs, but one adds inversion examples and the other adds textual inversion inference docs; different topics." }, { "left": "pull_request:2398", "right": "pull_request:3852", "accept": false, - "reason": "Pix2Pix Zero inversion docs vs a contributor note in paradigms docs; no shared underlying change." + "reason": "Same docs area only; one is a pipeline guide, the other is a contributor note in a separate page." }, { "left": "pull_request:2400", "right": "pull_request:869", "accept": false, - "reason": "Both touch community README, but one adds image interpolation content while the other fixes a community import bug and finishes README text." + "reason": "Shared community README file, but they add different community pipeline entries/content and fix different things." }, { "left": "pull_request:2433", "right": "pull_request:3388", "accept": false, - "reason": "SDEdit note in img2img docs vs installation docs update; unrelated." + "reason": "Different docs pages: one adds SDEdit context to img2img docs, the other changes installation instructions." }, { "left": "pull_request:2446", "right": "pull_request:3971", "accept": false, - "reason": "Different docs fixes in different sections; no common bug/change." + "reason": "Unrelated docs fixes in different pipelines and files." }, { "left": "pull_request:2487", "right": "pull_request:3549", "accept": false, - "reason": "JAX/Flax guide addition vs evaluation docs update; unrelated." + "reason": "Both are docs, but one adds a JAX/Flax guide and the other updates evaluation docs; not the same change." }, { "left": "pull_request:2487", "right": "pull_request:3894", "accept": false, - "reason": "Docs guide vs Flax dropout implementation; not the same concrete change." + "reason": "Different docs versus model code change; no shared bug or feature." }, { "left": "pull_request:2487", "right": "pull_request:4766", "accept": false, - "reason": "JAX/Flax guide vs Pix2Pix Zero guide; different docs topics and scopes." + "reason": "Only share the docs tree; one adds a JAX/Flax guide while the other is a draft Pix2Pix Zero guide with code and API updates." }, { "left": "pull_request:2498", "right": "pull_request:3079", "accept": false, - "reason": "Both reduce attend-and-excite test cost, but they change different parameters for different test concerns; not the same underlying fix." + "reason": "Same test file, but one addresses timeout behavior and the other speeds up fast tests by changing model setup/inference steps." }, { "left": "pull_request:2503", "right": "pull_request:2766", "accept": false, - "reason": "PyTorch 2.0 docs/benchmark update vs MPS test fix; unrelated." + "reason": "Different targets: torch 2.0 docs/benchmark wording versus MPS test expectations." }, { "left": "pull_request:2533", "right": "pull_request:3168", "accept": false, - "reason": "CI/testing WIP vs documentation-builder test PR; unrelated." - }, - { - "left": "pull_request:2536", - "right": "pull_request:3789", - "accept": false, - "reason": "Both are checkpointing-related, but one enables VAE gradient checkpointing and the other targets 3D U-Net support; different code paths and changes." - }, - { - "left": "pull_request:2539", - "right": "pull_request:3941", - "accept": false, - "reason": "Default-doc typo in pix2pix_zero vs loading docs import/address fix; unrelated." + "reason": "Unrelated WIP testing changes: one alters workflow/dependency pinning, the other changes docs text for a doc-builder test." } ] }, @@ -143789,16 +143826,18 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 124, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:2536", + "pull_request:2539", "pull_request:2540", "pull_request:2543", "pull_request:2559", @@ -143816,23 +143855,21 @@ "pull_request:2685", "pull_request:2693", "pull_request:2748", + "pull_request:2766", "pull_request:2767", "pull_request:2812", "pull_request:2817", "pull_request:2836", "pull_request:2845", "pull_request:2861", - "pull_request:2869", - "pull_request:2897", - "pull_request:2911", - "pull_request:2912", "pull_request:2958", "pull_request:3163", - "pull_request:3165", "pull_request:3581", - "pull_request:3690", "pull_request:3710", + "pull_request:3789", "pull_request:3847", + "pull_request:3923", + "pull_request:3941", "pull_request:3942", "pull_request:3961", "pull_request:4022", @@ -143841,7 +143878,6 @@ "pull_request:421", "pull_request:4275", "pull_request:4546", - "pull_request:4564", "pull_request:4721", "pull_request:4853", "pull_request:641", @@ -143849,6 +143885,8 @@ "pull_request:948" ], "soft_pairs": [ + "pull_request:2536|pull_request:3789", + "pull_request:2539|pull_request:3941", "pull_request:2540|pull_request:2677", "pull_request:2543|pull_request:651", "pull_request:2559|pull_request:2677", @@ -143874,255 +143912,239 @@ "pull_request:2684|pull_request:3961", "pull_request:2685|pull_request:3961", "pull_request:2693|pull_request:2836", + "pull_request:2766|pull_request:3923", "pull_request:2767|pull_request:3581", "pull_request:2812|pull_request:4022", "pull_request:2817|pull_request:3710", "pull_request:2845|pull_request:4853", - "pull_request:2861|pull_request:3847", - "pull_request:2869|pull_request:3165", - "pull_request:2897|pull_request:3690", - "pull_request:2911|pull_request:3165", - "pull_request:2912|pull_request:3165", - "pull_request:2912|pull_request:4564" + "pull_request:2861|pull_request:3847" ], - "prepared_review_unit_hash": "9ad4ca190f6014b650b6e2e412a2c963c213fe16f09e4504a67f778cdf1cfc56", + "prepared_review_unit_hash": "ef1da14cb2819bd5e2c2aa695bce9ebc20f6d0db89d190d7ff317713ab293329", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 95635, - "estimated_input_tokens": 23909, - "estimated_eval_tokens": 48074 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 93715, + "estimated_input_tokens": 23429, + "estimated_eval_tokens": 47114 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of small docs typo/formatting edits, translation updates, test tweaks, and a few unrelated code fixes. I don\u2019t see any pair that represents the same underlying bug or change, so it should not be collapsed into one duplicate group.", + "summary": "These PRs are mostly unrelated small docs/test/code fixes that only share broad keywords like typos, docs, or warnings. No soft-edge pair looks like the same concrete bug or mergeable change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits the cluster; the items span unrelated documentation edits, dependency-test changes, and separate code fixes across different subsystems.", + "canonical_pr_reason": "PR 2536 is the strongest representative: it is a substantive code change with broad impact, higher discussion/review activity, and a clear technical purpose compared with the many tiny typo/docs fixes in the cluster.", "best_issue_reason": null, - "best_pr_reason": "If forced to pick a representative PR, 2677 is the broadest substantive docs change, but it still only covers ControlNet training docs and does not match the rest of the cluster.", + "best_pr_reason": "PR 2536 is the best single PR anchor for this cluster because it is the most substantial and review-heavy change, making it a more stable representative than the many one-line documentation edits.", "soft_edge_verdicts": [ + { + "left": "pull_request:2536", + "right": "pull_request:3789", + "accept": false, + "reason": "Both mention gradient checkpointing, but one enables it for VAE and the other adds 3D U-Net support; different model paths and different fixes." + }, + { + "left": "pull_request:2539", + "right": "pull_request:3941", + "accept": false, + "reason": "Unrelated documentation edits: one fixes a default value comment, the other fixes loading docs/import text." + }, { "left": "pull_request:2540", "right": "pull_request:2677", "accept": false, - "reason": "Both touch docs, but one is a ControlNet section typo and the other adds a training-section ControlNet entry; different changes." + "reason": "Both touch ControlNet docs, but one is a wording/section correction and the other adds a new training docs entry and page." }, { "left": "pull_request:2543", "right": "pull_request:651", "accept": false, - "reason": "Both mention warnings/offload, but they fix different code paths: model CPU offload vs scheduler deprecation warnings." + "reason": "Both are warnings-related, but one is about model CPU offload messaging and the other is a scheduler deprecation warning; different code paths." }, { "left": "pull_request:2559", "right": "pull_request:2677", "accept": false, - "reason": "ControlNet docs format cleanup vs adding a ControlNet training doc entry; not the same artifact or fix." + "reason": "Same broad docs area, but one fixes a ControlNet docs format link and the other adds ControlNet training documentation." }, { "left": "pull_request:2559", "right": "pull_request:421", "accept": false, - "reason": "Unrelated docs edits in different areas: ControlNet docs formatting vs scheduler documentation corrections." + "reason": "Both are docs tweaks, but they concern different pages and unrelated content changes." }, { "left": "pull_request:2559", "right": "pull_request:4275", "accept": false, - "reason": "Both are docs, but one is ControlNet formatting and the other is an AutoPipeline docs correction." + "reason": "Unrelated docs work: ControlNet docs formatting versus AutoPipeline docs corrections." }, { "left": "pull_request:2559", "right": "pull_request:4721", "accept": false, - "reason": "Different docs and different language versions; no shared underlying change." + "reason": "Different documentation targets and different language/localization changes; not the same change." }, { "left": "pull_request:2563", "right": "pull_request:4145", "accept": false, - "reason": "EMA cache behavior fix vs a draft UnCLIP pipeline refactor/showcase; unrelated changes." + "reason": "One removes an empty-cache call in EMA; the other is a draft UnCLIP pipeline demo/change and not the same bug." }, { "left": "pull_request:2566", "right": "pull_request:4546", "accept": false, - "reason": "Different typos in different files and contexts; not the same bug or change." + "reason": "Both are typo fixes, but in different files and unrelated features: tensorboard logging vs ControlNet script text." }, { "left": "pull_request:2566", "right": "pull_request:948", "accept": false, - "reason": "Both are small typo fixes, but they affect different pipelines and different text." + "reason": "One fixes a tensorboard tracker call in training; the other is a comment typo in DDPM pipeline code." }, { "left": "pull_request:2598", "right": "pull_request:4022", "accept": false, - "reason": "English Paint by Example docs update vs Korean translation update; not a duplicate change." + "reason": "Paint-by-example docs versus Korean translation updates; different files, scope, and content." }, { "left": "pull_request:2598", "right": "pull_request:4203", "accept": false, - "reason": "Different docs pages and different typo fixes; no shared concrete change." + "reason": "Different docs pages and unrelated typos; not the same underlying change." }, { "left": "pull_request:2602", "right": "pull_request:641", "accept": false, - "reason": "Both pin huggingface-hub for testing, but they target different versions and different test episodes." + "reason": "Both test huggingface-hub pins, but they pin different versions in different releases and are not the same concrete change." }, { "left": "pull_request:2637", "right": "pull_request:3163", "accept": false, - "reason": "Quicktour wording cleanup vs custom diffusion author credit; unrelated docs changes." + "reason": "Both are docs edits, but one is a quicktour typo fix and the other is author credit for custom diffusion; unrelated." }, { "left": "pull_request:2637", "right": "pull_request:3961", "accept": false, - "reason": "Different documentation pages with unrelated wording/emoji fixes." + "reason": "Unrelated docs punctuation/wording edits on different pages." }, { "left": "pull_request:2639", "right": "pull_request:2748", "accept": false, - "reason": "Basic training docs vs torch 2.0 optimization docs; not the same underlying issue." + "reason": "One adds an import in a training tutorial, the other fixes a wording typo in torch 2.0 benchmarking docs." }, { "left": "pull_request:2642", "right": "pull_request:3163", "accept": false, - "reason": "Loading docs wording fix vs custom diffusion credit/docs update; unrelated." + "reason": "Different docs fixes in different guides; no shared bug or change." }, { "left": "pull_request:2642", "right": "pull_request:3961", "accept": false, - "reason": "Separate docs pages and separate wording fixes; no duplicate signal." + "reason": "Different docs pages and unrelated edits." }, { "left": "pull_request:2647", "right": "pull_request:3163", "accept": false, - "reason": "Scheduler docs wording fix and custom diffusion author credit are unrelated." + "reason": "Scheduler docs wording versus custom diffusion author credit; unrelated." }, { "left": "pull_request:2647", "right": "pull_request:3961", "accept": false, - "reason": "Different docs pages with distinct text edits; not the same change." + "reason": "Different docs pages and different content changes." }, { "left": "pull_request:2677", "right": "pull_request:2958", "accept": false, - "reason": "Both involve ControlNet, but one adds training docs and the other adds a new ControlNet inpaint pipeline implementation." + "reason": "One adds training docs for ControlNet, the other adds a ControlNet inpaint pipeline; related topic but different code/documentation changes." }, { "left": "pull_request:2678", "right": "pull_request:3942", "accept": false, - "reason": "Different test fixes: EMA serialization slowdown vs numpy comparison issues in pipeline tests." + "reason": "Both touch tests, but one speeds up EMA serialization tests and the other fixes numpy test handling in pipeline comparison code." }, { "left": "pull_request:2684", "right": "pull_request:3163", "accept": false, - "reason": "Custom pipeline overview punctuation fix vs custom diffusion credit/docs update; unrelated." + "reason": "A punctuation fix in custom pipeline overview is unrelated to author-credit changes in a different training doc." }, { "left": "pull_request:2684", "right": "pull_request:3961", "accept": false, - "reason": "Different docs pages and unrelated wording changes." + "reason": "Different docs pages and unrelated edits." }, { "left": "pull_request:2685", "right": "pull_request:3961", "accept": false, - "reason": "KerasCV docs punctuation fix vs consistency-models docs attribution cleanup; unrelated." + "reason": "Kerascv docs typo versus consistency models contributor formatting; not the same change." }, { "left": "pull_request:2693", "right": "pull_request:2836", "accept": false, - "reason": "Inpaint image-link fix vs DreamBooth LoRA link fix; both docs, but different pages and issues." + "reason": "Both are docs fixes, but for different guides and different links; not the same underlying issue." + }, + { + "left": "pull_request:2766", + "right": "pull_request:3923", + "accept": false, + "reason": "One updates MPS test expectations; the other adds an import in stable diffusion docs." }, { "left": "pull_request:2767", "right": "pull_request:3581", "accept": false, - "reason": "LoRA training script PEFT flag fix vs community bit_diffusion import cleanup; unrelated code changes." + "reason": "LoRA training script argument rename versus a community example import cleanup; different code paths and purposes." }, { "left": "pull_request:2812", "right": "pull_request:4022", "accept": false, - "reason": "Stable unCLIP English docs update vs Korean translation update; not duplicates." + "reason": "Stable unCLIP docs/code work is unrelated to a Korean translation update." }, { "left": "pull_request:2817", "right": "pull_request:3710", "accept": false, - "reason": "UNet1DModel API docs addition vs image processor docs page creation; different features." + "reason": "UNet1DModel docs and image processor docs are separate documentation changes with different subject matter." }, { "left": "pull_request:2845", "right": "pull_request:4853", "accept": false, - "reason": "StableUnCLIP image_embeds handling bug vs image processor width bug; different code paths." + "reason": "One fixes None handling in StableUnCLIP image embeddings, the other fixes width/height handling in the image processor; different bugs." }, { "left": "pull_request:2861", "right": "pull_request:3847", "accept": false, - "reason": "Pipeline regression test for image_embeds=None vs CI soft-dependency test workflow; unrelated." - }, - { - "left": "pull_request:2869", - "right": "pull_request:3165", - "accept": false, - "reason": "Paint-by-example docs punctuation vs Custom Diffusion docs spacing; unrelated docs edits." - }, - { - "left": "pull_request:2897", - "right": "pull_request:3690", - "accept": false, - "reason": "Stable unCLIP docs example vs Kandinsky pipeline example fix; different models and changes." - }, - { - "left": "pull_request:2911", - "right": "pull_request:3165", - "accept": false, - "reason": "Image variation docs punctuation vs Custom Diffusion docs spacing; unrelated." - }, - { - "left": "pull_request:2912", - "right": "pull_request:3165", - "accept": false, - "reason": "ControlNet docs punctuation cleanup vs Custom Diffusion docs formatting; unrelated." - }, - { - "left": "pull_request:2912", - "right": "pull_request:4564", - "accept": false, - "reason": "Both mention ControlNet, but one is docs punctuation and the other changes the SDXL ControlNet repo name/code references." + "reason": "A pipeline behavior test and a dependency-check workflow are unrelated test additions." } ] }, @@ -144136,16 +144158,20 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 125, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:2869", + "pull_request:2897", + "pull_request:2911", + "pull_request:2912", "pull_request:2958", "pull_request:2974", "pull_request:3023", @@ -144154,6 +144180,7 @@ "pull_request:3121", "pull_request:3123", "pull_request:3132", + "pull_request:3165", "pull_request:3215", "pull_request:3226", "pull_request:3262", @@ -144170,8 +144197,6 @@ "pull_request:3549", "pull_request:3563", "pull_request:3568", - "pull_request:3577", - "pull_request:3592", "pull_request:3690", "pull_request:3691", "pull_request:4227", @@ -144185,9 +144210,7 @@ "pull_request:4796", "pull_request:4910", "pull_request:4934", - "pull_request:5065", "pull_request:5323", - "pull_request:5411", "pull_request:5671", "pull_request:5844", "pull_request:848", @@ -144195,6 +144218,11 @@ "pull_request:948" ], "soft_pairs": [ + "pull_request:2869|pull_request:3165", + "pull_request:2897|pull_request:3690", + "pull_request:2911|pull_request:3165", + "pull_request:2912|pull_request:3165", + "pull_request:2912|pull_request:4564", "pull_request:2958|pull_request:3121", "pull_request:2974|pull_request:897", "pull_request:3023|pull_request:3691", @@ -144218,194 +144246,210 @@ "pull_request:3525|pull_request:4258", "pull_request:3549|pull_request:5844", "pull_request:3563|pull_request:3690", - "pull_request:3568|pull_request:4626", - "pull_request:3577|pull_request:5411", - "pull_request:3592|pull_request:5065" + "pull_request:3568|pull_request:4626" ], - "prepared_review_unit_hash": "d65947fd5c1cd8a11ed3e60410232837c2f2c9c291eff82a248e3a451f4daa86", + "prepared_review_unit_hash": "dce12af40e1091fe675c0556c6d638534c53cd72bab6feb08d59a947881e683d", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 91713, - "estimated_input_tokens": 22929, - "estimated_eval_tokens": 46114 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 92053, + "estimated_input_tokens": 23014, + "estimated_eval_tokens": 46284 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: mostly unrelated docs/example/bugfix PRs across different pipelines and training guides, with no clear duplicate-centered subgroup. The soft edges are mostly superficial similarity on shared subsystems or filenames.", - "confidence": 0.96, + "summary": "This cluster is a grab-bag of mostly unrelated docs typo fixes, documentation additions, and a few distinct code changes. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a good canonical duplicate target here; the items span unrelated changes rather than one underlying bug or feature.", + "canonical_pr_reason": "PR 4796 is the best representative if one must be chosen: it is a substantive, concrete bug fix with an explicit issue target and broader code impact than the many one-line doc/typo edits.", "best_issue_reason": null, - "best_pr_reason": "No PR in this cluster is a strong global representative, because the changes are too diverse to anchor duplicate triage safely.", + "best_pr_reason": "PR 4796 is the strongest canonical representative overall: it fixes a specific SDXL pipeline type-mismatch issue, touches multiple pipelines, and is clearly more substantive than the surrounding documentation-only PRs.", "soft_edge_verdicts": [ + { + "left": "pull_request:2869", + "right": "pull_request:3165", + "accept": false, + "reason": "Both are tiny docs edits, but they touch different pages and different topics; not the same change." + }, + { + "left": "pull_request:2897", + "right": "pull_request:3690", + "accept": false, + "reason": "StableUnCLIP docs example vs Kandinsky pipeline example fix; different pipelines and unrelated content." + }, + { + "left": "pull_request:2911", + "right": "pull_request:3165", + "accept": false, + "reason": "Independent punctuation/docs cleanup in different docs files; no shared bug or change." + }, + { + "left": "pull_request:2912", + "right": "pull_request:3165", + "accept": false, + "reason": "ControlNet docs punctuation fix vs custom diffusion docs spacing/additions; unrelated edits." + }, + { + "left": "pull_request:2912", + "right": "pull_request:4564", + "accept": false, + "reason": "One is a docs anchor punctuation tweak, the other updates SDXL ControlNet repo/model names and code examples; different problems." + }, { "left": "pull_request:2958", "right": "pull_request:3121", "accept": false, - "reason": "Both touch ControlNet, but one adds the inpaint pipeline and the other adds global pooling in the model; different code paths and fixes." + "reason": "ControlNet inpaint export/addition vs controlnet global pooling change; separate code paths and features." }, { "left": "pull_request:2974", "right": "pull_request:897", "accept": false, - "reason": "Both are community examples/README updates, but they add different pipelines with no shared underlying bug or change." + "reason": "Both touch community README, but one adds a TensorRT pipeline and the other adds a speech-to-image example; distinct features." }, { "left": "pull_request:3023", "right": "pull_request:3691", "accept": false, - "reason": "Both involve attention processors and PyTorch 2.0, but one changes KV processor block behavior while the other switches LoRA loading classes; not the same fix." + "reason": "Different attention/LoRA-related internals; one is Torch 2.0 attention plumbing, the other is text-encoder LoRA processor selection." }, { "left": "pull_request:3063", "right": "pull_request:848", "accept": false, - "reason": "Unrelated pipeline bugs: one fixes __setattr__ handling of None, the other fixes Flax latent shape calculation." + "reason": "Pipeline __setattr__ bug fix vs Flax width/height latent shape fix; unrelated code paths." }, { "left": "pull_request:3118", "right": "pull_request:4333", "accept": false, - "reason": "Different areas and goals: ControlNet prepare_image defaults versus DreamBooth validation scheduler for IF training." + "reason": "ControlNet default-argument compatibility fix vs DreamBooth validation scheduler change; different issues." }, { "left": "pull_request:3118", "right": "pull_request:948", "accept": false, - "reason": "One changes ControlNet prepare_image defaults; the other is a DDPM comment typo. Not the same underlying issue." + "reason": "Different pipeline fixes in unrelated files; no shared concrete bug." }, { "left": "pull_request:3123", "right": "pull_request:3132", "accept": false, - "reason": "Separate typo fixes in different pipelines; no shared concrete bug or change." + "reason": "A textual inversion JAX typo fix and a ScoreSdeVe typing fix are unrelated." }, { "left": "pull_request:3132", "right": "pull_request:4546", "accept": false, - "reason": "Different typos in different code paths: Score SDE pipeline typing versus ControlNet conversion script wording." + "reason": "Different typos in different code areas; no common underlying defect." }, { "left": "pull_request:3132", "right": "pull_request:948", "accept": false, - "reason": "A pipeline type annotation fix is unrelated to a DDPM comment typo." + "reason": "ScoreSdeVe constructor type annotation vs DDPM comment typo; not the same change." }, { "left": "pull_request:3215", "right": "pull_request:4696", "accept": false, - "reason": "8-bit loading checks in pipeline_utils is unrelated to adding T2I-Adapter-XL models and docs." + "reason": "8-bit/offload handling vs T2I-Adapter-XL feature work; different technical problems." }, { "left": "pull_request:3226", "right": "pull_request:3542", "accept": false, - "reason": "Docs update for ControlNet v1.1 versus adding LoRA support to ControlNet pipelines; different changes." + "reason": "ControlNet v1.1 docs cleanup vs ControlNet LoRA support code changes; related subsystem but different concrete changes." }, { "left": "pull_request:3262", "right": "pull_request:4564", "accept": false, - "reason": "IF renaming and SDXL ControlNet repo-name updates are separate doc/model naming changes." + "reason": "IF name/model-card update vs SDXL ControlNet repo-name update; different model families and edits." }, { "left": "pull_request:3266", "right": "pull_request:4796", "accept": false, - "reason": "Dynamic module version loading fix is unrelated to SDXL type-mismatch handling." + "reason": "Community pipeline version-loading fix vs SDXL pipeline type-mismatch fix; separate bugs." }, { "left": "pull_request:3271", "right": "pull_request:4934", "accept": false, - "reason": "Training-doc link additions versus adding a new T2I-Adapter training script are not the same change." + "reason": "Docs links for training scripts vs adding a new T2I-Adapter training script; not the same change." }, { "left": "pull_request:3334", "right": "pull_request:4910", "accept": false, - "reason": "Docstring cleanup in pipeline_utils is unrelated to the inpainting example typo fix." + "reason": "Docstring cleanup in pipeline utils vs inpainting example typo fix; unrelated." }, { "left": "pull_request:3345", "right": "pull_request:4531", "accept": false, - "reason": "README pipeline-class correction and SD reference indexing fix affect different examples and code paths." + "reason": "README pipeline class correction vs SD reference pipeline indexing fix; different files and behavior." }, { "left": "pull_request:3370", "right": "pull_request:4564", "accept": false, - "reason": "General PyTorch 2.0 docs update is unrelated to the SDXL ControlNet repo-name/docs correction." + "reason": "PyTorch 2.0 docs update vs ControlNet SDXL repo-name docs/code update; distinct documentation topics." }, { "left": "pull_request:3388", "right": "pull_request:4227", "accept": false, - "reason": "Installing transformers in docs is unrelated to adding a missing import in a textual inversion example." + "reason": "Installation docs update vs textual inversion README import fix; unrelated docs changes." }, { "left": "pull_request:3398", "right": "pull_request:5323", "accept": false, - "reason": "A typo fix in stable_diffusion.mdx is unrelated to correcting adapter code links." + "reason": "Stable Diffusion typo in a tutorial vs adapter docs link correction; different documentation targets." }, { "left": "pull_request:3417", "right": "pull_request:5671", "accept": false, - "reason": "A scheduler note doc change and a CI dependency-check workflow change are not the same underlying issue." + "reason": "unCLIP scheduler note vs dependency-test workflow debug logging; unrelated changes." }, { "left": "pull_request:3525", "right": "pull_request:4258", "accept": false, - "reason": "Both are README/docs edits, but they address different files and topics with no shared bug or code change." + "reason": "README marketing/example edits vs SDXL DreamBooth note rewrite; different docs and purpose." }, { "left": "pull_request:3549", "right": "pull_request:5844", "accept": false, - "reason": "Parti prompts docs update and adding a Japanese SDXL reference are unrelated documentation additions." + "reason": "Evaluation docs addition about PartiPrompts vs Japanese SDXL reference example; unrelated conceptual docs." }, { "left": "pull_request:3563", "right": "pull_request:3690", "accept": false, - "reason": "VQ pipeline block logic fix and Kandinsky example updates are unrelated." + "reason": "VQ pipeline-related block fix vs Kandinsky pipeline example fix; different code paths." }, { "left": "pull_request:3568", "right": "pull_request:4626", "accept": false, - "reason": "Broken links in a training doc versus fixing text2image.md links are separate documentation fixes." - }, - { - "left": "pull_request:3577", - "right": "pull_request:5411", - "accept": false, - "reason": "README link updates and a textual inversion training-doc link fix are different pages and changes." - }, - { - "left": "pull_request:3592", - "right": "pull_request:5065", - "accept": false, - "reason": "Removing debug prints from attention_processor.py is not the same as the broader typo/doc/example cleanup PR touching the same file." + "reason": "Broken tutorial links fix vs text2image docs link updates; similar theme but distinct pages and edits." } ] }, @@ -144419,16 +144463,18 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 126, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:3577", + "pull_request:3592", "pull_request:3625", "pull_request:3685", "pull_request:3710", @@ -144439,7 +144485,6 @@ "pull_request:3852", "pull_request:3903", "pull_request:392", - "pull_request:3923", "pull_request:3941", "pull_request:3942", "pull_request:3962", @@ -144453,31 +144498,32 @@ "pull_request:4082", "pull_request:4099", "pull_request:4113", - "pull_request:4196", "pull_request:420", "pull_request:4267", "pull_request:4285", "pull_request:4320", "pull_request:4397", "pull_request:4437", - "pull_request:4612", "pull_request:4729", "pull_request:4740", "pull_request:4741", "pull_request:4886", "pull_request:4965", "pull_request:5013", + "pull_request:5065", "pull_request:5367", + "pull_request:5411", "pull_request:5549", "pull_request:5550", "pull_request:5745", "pull_request:5844", "pull_request:5911", - "pull_request:5982", "pull_request:710", "pull_request:910" ], "soft_pairs": [ + "pull_request:3577|pull_request:5411", + "pull_request:3592|pull_request:5065", "pull_request:3625|pull_request:4740", "pull_request:3685|pull_request:5911", "pull_request:3710|pull_request:4285", @@ -144488,7 +144534,6 @@ "pull_request:3852|pull_request:5844", "pull_request:3903|pull_request:5550", "pull_request:392|pull_request:420", - "pull_request:3923|pull_request:4612", "pull_request:3941|pull_request:4741", "pull_request:3941|pull_request:5745", "pull_request:3962|pull_request:4437", @@ -144502,193 +144547,192 @@ "pull_request:4070|pull_request:5367", "pull_request:4082|pull_request:5367", "pull_request:4099|pull_request:4397", - "pull_request:4099|pull_request:4886", - "pull_request:4196|pull_request:5982" + "pull_request:4099|pull_request:4886" ], - "prepared_review_unit_hash": "938525e3e1b24121024de9e9eccaf5a6902f93a5759a40bb0390fdfecd2484ae", + "prepared_review_unit_hash": "c9caf1d8ce1ab85ce78ae11b83b43254f7f65448832a75c2fbf375c19214e629", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 90905, - "estimated_input_tokens": 22727, - "estimated_eval_tokens": 45710 + "serialized_chars": 92491, + "estimated_input_tokens": 23123, + "estimated_eval_tokens": 46502 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate; most are unrelated docs-only changes or distinct bug fixes in different code paths. The cluster is better treated as a loose topical grouping than a duplicate set.", - "confidence": 0.92, + "summary": "This cluster is highly heterogeneous: mostly unrelated docs cleanups, small bug fixes, and feature PRs. None of the suggested soft pairs appear to be true duplicates or mergeable into a single PR. If a representative PR is needed, PR 4099 is the strongest concrete bug-fix candidate.", + "confidence": 0.18, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 5911 is the strongest representative artifact: it has an explicit issue target, substantial multi-file code change, tests, and documentation, making it the clearest standalone change in the set.", + "canonical_pr_reason": "PR 4099 is the closest thing to a canonical target: it fixes a concrete SDXL prompt-embedding bug across several related pipelines and has an explicit issue reference.", "best_issue_reason": null, - "best_pr_reason": "PR 5911 is the best global PR candidate because it addresses a concrete feature gap, includes implementation plus tests/docs, and is clearly scoped to one change rather than a broad or speculative cleanup.", + "best_pr_reason": "PR 4099 is the best representative overall because it is a substantive code-path fix rather than docs-only churn, and it impacts a cohesive family of SDXL pipelines.", "soft_edge_verdicts": [ + { + "left": "pull_request:3577", + "right": "pull_request:5411", + "accept": false, + "reason": "Both are documentation-related, but they fix different problems: broken README links vs a broken training-doc link and related pipeline docs. Not the same change." + }, + { + "left": "pull_request:3592", + "right": "pull_request:5065", + "accept": false, + "reason": "Both touch attention processor code, but one removes debug prints while the other fixes a typo/logic issue in a broader attention-processor-related patch. Different bugs, not one mergeable fix." + }, { "left": "pull_request:3625", "right": "pull_request:4740", "accept": false, - "reason": "Unrelated changes: doc-builder workflow tweak vs safetensors dependency pin. No shared bug or code path." + "reason": "These are unrelated workflow changes: one is a doc-builder test tweak, the other is a safetensors dependency pin sanity check. No shared underlying bug." }, { "left": "pull_request:3685", "right": "pull_request:5911", "accept": false, - "reason": "Different features in different areas: StableDiffusionPipeline thread inference support vs IP-Adapter face-model support." + "reason": "Different domains and fixes: StableDiffusion thread inference support versus IP-Adapter face-model support. Not the same code-path problem." }, { "left": "pull_request:3710", "right": "pull_request:4285", "accept": false, - "reason": "Both are docs, but for unrelated topics: image processor docs vs ONNX/OpenVINO docs." + "reason": "One adds image-processor docs, the other adds OpenVINO/ONNX runtime docs. Same broad docs area, but not the same artifact or issue." }, { "left": "pull_request:3755", "right": "pull_request:3942", "accept": false, - "reason": "Different flaky-test fixes in different test files; not the same underlying failure." + "reason": "Both are test-related, but one relaxes a flaky tolerance and the other adjusts xformers-related NumPy test handling. Different failures." }, { "left": "pull_request:3786", "right": "pull_request:3994", "accept": false, - "reason": "PR template addition is unrelated to adding an act_fn parameter to a model block." + "reason": "A PR template addition is unrelated to adding an act_fn parameter to a UNet block. No shared bug or change." }, { "left": "pull_request:382", "right": "pull_request:910", "accept": false, - "reason": "Both are docs, but one is DDPM docs and the other is initial in-painting docs; unrelated changes." + "reason": "Both are docs PRs, but they target different pipelines and content eras. No evidence of the same underlying change." }, { "left": "pull_request:3839", "right": "pull_request:4320", "accept": false, - "reason": "Scheduler noise-handling typo fix is unrelated to an ONNX Runtime documentation typo." + "reason": "One fixes scheduler noise injection behavior, the other is a typo/docs heading cleanup. Completely different." }, { "left": "pull_request:3852", "right": "pull_request:5844", "accept": false, - "reason": "Different documentation updates for different subjects; no shared underlying change." + "reason": "Contributor-note docs for paradigms are unrelated to adding a Japanese SDXL reference example. Same docs area, different content." }, { "left": "pull_request:3903", "right": "pull_request:5550", "accept": false, - "reason": "PR 3903 implements Kandinsky2.2 pipelines; PR 5550 only corrects a doc checkpoint reference." + "reason": "Kandinsky2.2 feature implementation versus a doc checkpoint correction. Not the same bug or change." }, { "left": "pull_request:392", "right": "pull_request:420", "accept": false, - "reason": "Old conceptual docs rewrite vs optimization-section cleanup; not the same document or change." - }, - { - "left": "pull_request:3923", - "right": "pull_request:4612", - "accept": false, - "reason": "Different docs fixes in different pages; one adds an import, the other fixes links." + "reason": "Both are early docs reorganizations, but they modify different sections and files for different purposes. Not duplicates." }, { "left": "pull_request:3941", "right": "pull_request:4741", "accept": false, - "reason": "Doc fix in loading guide vs dummy import fix for AudioLDM2; unrelated artifacts." + "reason": "A docs code-snippet fix for loading guidance is unrelated to fixing dummy imports for AudioLDM2." }, { "left": "pull_request:3941", "right": "pull_request:5745", "accept": false, - "reason": "Doc fix in loading guide vs a consistency decoder example type fix; different concerns." + "reason": "Both are documentation/code snippet corrections, but one is about loading variants and the other is a consistency-decoder example type fix. Different issues." }, { "left": "pull_request:3962", "right": "pull_request:4437", "accept": false, - "reason": "Docs URL correction vs consistency-model sampling bug fix; different change types and code paths." + "reason": "A checkpoint URL doc correction is unrelated to consistency-model sampling bug fixes in UNet code." }, { "left": "pull_request:3971", "right": "pull_request:4965", "accept": false, - "reason": "SDXL docs/workflow update vs W\u00fcrstchen docs formatting; unrelated documentation changes." + "reason": "Workflow/docs build changes and W\u00fcrstchen doc formatting are not the same underlying problem." }, { "left": "pull_request:3979", "right": "pull_request:4267", "accept": false, - "reason": "Different SDXL-related changes: a code bug in pipeline logic vs a docs image update." + "reason": "Both mention SDXL/upscale docs or code, but one fixes attention-processor selection logic and the other only swaps image links in docs. Not the same change." }, { "left": "pull_request:3979", "right": "pull_request:4729", "accept": false, - "reason": "Different code paths: SDXL attention/offload bug vs a progress-bar update in a community example." + "reason": "The upscale pipeline attention-path fix is unrelated to a progress-bar update in a community example." }, { "left": "pull_request:3979", "right": "pull_request:5013", "accept": false, - "reason": "Both touch SDXL-adjacent code, but the bugs are different: attention processor detection vs InstructPix2Pix dtype handling." + "reason": "Different SDXL bugs: attention processor handling versus dtype/upcasting in InstructPix2Pix SDXL image latents. Not mergeable as one fix." }, { "left": "pull_request:3987", "right": "pull_request:4113", "accept": false, - "reason": "Audio Diffusion docs fix and SDXL inpaint dtype fix are unrelated." + "reason": "Audio Diffusion doc snippet correction is unrelated to the SDXL inpaint dtype fix." }, { "left": "pull_request:4022", "right": "pull_request:5549", "accept": false, - "reason": "Different localization updates for different languages; not the same change." + "reason": "Korean translation update and Portuguese translation bootstrap are different localization efforts, not duplicates." }, { "left": "pull_request:406", "right": "pull_request:710", "accept": false, - "reason": "Toctree typo fix vs docstring formatting fix; unrelated." + "reason": "A toctree typo fix and a docstring formatting fix are unrelated changes, even though both are documentation-adjacent." }, { "left": "pull_request:4070", "right": "pull_request:5367", "accept": false, - "reason": "Minor SDXL docs tweaks vs a tutorial code sample fix; not the same underlying issue." + "reason": "Both are SDXL docs, but one fixes doc links and the other fixes pipeline construction in a tutorial. Different concrete issues." }, { "left": "pull_request:4082", "right": "pull_request:5367", "accept": false, - "reason": "Requirements-file change vs tutorial pipeline creation fix; unrelated." + "reason": "A dependency/version correction for SDXL requirements is unrelated to fixing the SDXL tutorial pipeline constructor." }, { "left": "pull_request:4099", "right": "pull_request:4397", "accept": false, - "reason": "One is an SDXL prompt-embeddings bugfix; the other is a docstring default-value correction." + "reason": "Both relate to SDXL, but one fixes prompt embedding handling in code while the other only changes a docstring default value. Not the same bug." }, { "left": "pull_request:4099", "right": "pull_request:4886", "accept": false, - "reason": "Both are pipeline fixes, but they address different code paths: prompt embeddings vs safety checker handling." - }, - { - "left": "pull_request:4196", - "right": "pull_request:5982", - "accept": false, - "reason": "Both are docs, but one improves SDXL docs and the other adds SDXL Turbo docs; separate content." + "reason": "These are different StableDiffusionUpscale/SDXL bugs: prompt-embedding repetition versus safety-checker preprocessing. Same broad area, not same fix." } ] }, @@ -144702,16 +144746,17 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 127, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:4196", "pull_request:421", "pull_request:4216", "pull_request:4238", @@ -144736,7 +144781,6 @@ "pull_request:4659", "pull_request:4661", "pull_request:4666", - "pull_request:4684", "pull_request:4696", "pull_request:4712", "pull_request:4717", @@ -144747,7 +144791,7 @@ "pull_request:5309", "pull_request:5369", "pull_request:5454", - "pull_request:5952", + "pull_request:5982", "pull_request:6197", "pull_request:6205", "pull_request:6217", @@ -144762,6 +144806,7 @@ "pull_request:6962" ], "soft_pairs": [ + "pull_request:4196|pull_request:5982", "pull_request:421|pull_request:642", "pull_request:4216|pull_request:4457", "pull_request:4238|pull_request:4717", @@ -144790,217 +144835,216 @@ "pull_request:4652|pull_request:6962", "pull_request:4659|pull_request:6721", "pull_request:4661|pull_request:6721", - "pull_request:4666|pull_request:4712", - "pull_request:4684|pull_request:5952" + "pull_request:4666|pull_request:4712" ], - "prepared_review_unit_hash": "234a41c09a132d3ed5f5a85d7486d9270f0f92017c1e5d6dd2485e3c3f47c11e", + "prepared_review_unit_hash": "64bc4da16c90dc0dd0c11d9dfa78eda689d570e20e1c02594bda117843a79180", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 98899, - "estimated_input_tokens": 24725, - "estimated_eval_tokens": 49706 + "serialized_chars": 98260, + "estimated_input_tokens": 24565, + "estimated_eval_tokens": 49386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most pairs are broad-theme or same-file coincidences, not true duplicates. I reject all soft edges and see no actual duplicate group here.", - "confidence": 0.95, + "summary": "This is a loose collection of mostly unrelated PRs, many around SDXL/docs. The soft edges are largely superficial topic overlaps (same subsystem or wording) rather than the same concrete fix/change, so almost all should be rejected.", + "confidence": 0.81, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items are mostly unrelated docs, tests, and feature changes that only overlap on broad SDXL/Diffusers terminology.", + "canonical_pr_reason": "PR #4502 is the strongest representative PR in this set: it is merged, substantial, and a complete SDXL feature addition with broad discussion/review. It is more substantive than the small doc/test fixes and more clearly defines a concrete change than the other candidates.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a strong global representative; if forced, 4502 is the broadest SDXL-related feature PR, but it still doesn't match most others closely enough to serve as a duplicate anchor.", + "best_pr_reason": "PR #4502 is the best single PR choice because it is a finished, feature-complete SDXL change with significant scope and review history, making it the most representative artifact among this mixed set.", "soft_edge_verdicts": [ + { + "left": "pull_request:4196", + "right": "pull_request:5982", + "accept": false, + "reason": "Both are SDXL docs, but one is a generic docs improvement and the other is SDXL Turbo documentation; different changes and not the same underlying bug/fix." + }, { "left": "pull_request:421", "right": "pull_request:642", "accept": false, - "reason": "Both are docs, but one fixes scheduler wording and the other fixes an examples link; unrelated changes." + "reason": "Both are docs edits, but they fix unrelated documentation issues in different files and on different topics." }, { "left": "pull_request:4216", "right": "pull_request:4457", "accept": false, - "reason": "Same TensorRT inpaint file, but the first changes timestep initialization logic and the second is a minor pipeline/example fix; not the same bug." + "reason": "Both touch the TensorRT inpaint example, but they address different changes: one is timestep handling, the other is a separate import/class fix." }, { "left": "pull_request:4238", "right": "pull_request:4717", "accept": false, - "reason": "SDXL ControlNet inference offload fix vs a docs formatting typo; different artifacts and issues." + "reason": "One is SDXL ControlNet inference code, the other is a docs formatting fix in ControlNet training docs; not the same code-path problem." }, { "left": "pull_request:4258", "right": "pull_request:5454", "accept": false, - "reason": "README_sdxl hyperparameter note rewrite vs a schedulers docs link tweak; unrelated." + "reason": "These are unrelated docs edits in different areas; the shared theme is only generic documentation cleanup." }, { "left": "pull_request:4258", "right": "pull_request:6438", "accept": false, - "reason": "SDXL DreamBooth README note vs installation guidance for Windows Python support; not the same change." + "reason": "A README note rewrite and an installation note update are separate docs changes with no shared underlying issue." }, { "left": "pull_request:4267", "right": "pull_request:6647", "accept": false, - "reason": "Image asset link fix in docs vs a k-diffusion test baseline update; different concerns." + "reason": "One fixes doc image links, the other updates an SDXL k-diffusion test expectation; different artifacts and different problems." }, { "left": "pull_request:4276", "right": "pull_request:6638", "accept": false, - "reason": "One adds import smoke tests, the other tests local config loading for from_single_file(); separate behaviors." + "reason": "A pipeline import test and a from_single_file config-file test are unrelated test additions." }, { "left": "pull_request:4285", "right": "pull_request:4696", "accept": false, - "reason": "ONNX/OpenVINO docs vs T2I-Adapter-XL code and tests; no shared bug or change." + "reason": "These are different documentation features: one adds ONNX/OpenVINO SDXL docs, the other adds T2I-Adapter-XL model support." }, { "left": "pull_request:4315", "right": "pull_request:6217", "accept": false, - "reason": "Both mention torch.compile, but they fix different code paths: LoRA Conv2D graph break vs Stable Video Diffusion VAE compilation." + "reason": "Both are torch-compile related, but they fix different code paths: LoRA conv forwarding versus Stable Video Diffusion VAE compilation handling." }, { "left": "pull_request:4350", "right": "pull_request:4965", "accept": false, - "reason": "Adapter docs fp16 note vs Wuerstchen docs formatting; unrelated." + "reason": "A T2I-Adapter docs dtype fix and a Wuerstchen formatting doc fix are unrelated." }, { "left": "pull_request:4350", "right": "pull_request:6205", "accept": false, - "reason": "Adapter docs change vs a T2I blog URL correction; different doc pages and content." + "reason": "The adapter dtype docs fix is unrelated to the t2i blog URL correction." }, { "left": "pull_request:4351", "right": "pull_request:6669", "accept": false, - "reason": "Both touch README.md, but one fixes an image URL and the other updates repository counts/errata; not the same change." + "reason": "Both edit README.md, but one changes an image URL and the other updates repository counts/text; not the same change." }, { "left": "pull_request:4380", "right": "pull_request:5309", "accept": false, - "reason": "Minor docs edits on different pages with no shared bug or code path." + "reason": "Both are doc cleanup, but they target different pages and different issues." }, { "left": "pull_request:4380", "right": "pull_request:5369", "accept": false, - "reason": "General doc cleanup, but these touch different training docs and fix unrelated typos/examples." + "reason": "These are separate minor docs fixes in different guides; no shared concrete bug." }, { "left": "pull_request:4499", "right": "pull_request:6197", "accept": false, - "reason": "SDXL reference pipeline docs/code vs DeepCache support for Stable Diffusion; different features." + "reason": "The reference-attn SDXL PR and DeepCache support are different features; sharing SDXL/community context is not enough." }, { "left": "pull_request:4500", "right": "pull_request:6197", "accept": false, - "reason": "Same as above: SDXL reference pipeline work is unrelated to DeepCache support." + "reason": "Same as above: unrelated changes despite similar community-pipeline context." }, { "left": "pull_request:4501", "right": "pull_request:6197", "accept": false, - "reason": "Same as above: unrelated pipeline feature vs DeepCache integration." + "reason": "Same as above: different feature areas and code paths." }, { "left": "pull_request:4502", "right": "pull_request:6197", "accept": false, - "reason": "Same as above: the merged SDXL reference PR is not the same change as DeepCache support." + "reason": "The merged reference-attn/adain SDXL feature is unrelated to DeepCache pipeline support." }, { "left": "pull_request:4582", "right": "pull_request:6647", "accept": false, - "reason": "ControlNet SDXL docstring fix vs a k-diffusion regression test update; unrelated." + "reason": "One fixes a ControlNet SDXL docstring example, the other updates an SDXL k-diffusion test baseline; not the same bug." }, { "left": "pull_request:4612", "right": "pull_request:4965", "accept": false, - "reason": "Controlling-generation doc links vs Wuerstchen docs formatting; no duplicate relationship." + "reason": "A controlling-generation link fix and a Wuerstchen formatting fix are unrelated docs changes." }, { "left": "pull_request:4626", "right": "pull_request:5236", "accept": false, - "reason": "Text2Image docs link fix vs Korean unconditional docs formatting; unrelated documentation changes." + "reason": "Both are docs, but one is a text2image link update and the other is a Korean unconditional-generation formatting fix; no shared underlying issue." }, { "left": "pull_request:4626", "right": "pull_request:6440", "accept": false, - "reason": "Text2Image docs link fix vs fast diffusion local-link cleanup; different pages and scopes." + "reason": "These are different local-link fixes in different docs sections, not one duplicate change." }, { "left": "pull_request:4629", "right": "pull_request:6757", "accept": false, - "reason": "Long weighted prompt pipeline/docs removal vs SDXL k-diffusion sigma device fix; different code paths." + "reason": "A long-weighted-prompt pipeline PR and a k-diffusion sigma device move are unrelated code changes." }, { "left": "pull_request:4652", "right": "pull_request:5013", "accept": false, - "reason": "LoRA SDXL test serialization tweak vs SDXL InstructPix2Pix dtype handling; unrelated." + "reason": "A LoRA test serialization tweak and an SDXL InstructPix2Pix dtype fix are different problems." }, { "left": "pull_request:4652", "right": "pull_request:5104", "accept": false, - "reason": "LoRA SDXL tests vs timestep-bias training arguments; different functionality." + "reason": "The LoRA test change and timestep-bias training feature are unrelated." }, { "left": "pull_request:4652", "right": "pull_request:6962", "accept": false, - "reason": "LoRA SDXL tests vs PixArt slow-test adjustments; unrelated test fixes." + "reason": "LoRA SDXL tests and PixArt slow tests are entirely different test suites and bugs." }, { "left": "pull_request:4659", "right": "pull_request:6721", "accept": false, - "reason": "Both are large PRs, but one is a long-weighted-prompt pipeline replacement and the other adds AnimateDiff SDXL; different features." + "reason": "Replacing the long-weighted-prompt PR is unrelated to AnimateDiff SDXL support." }, { "left": "pull_request:4661", "right": "pull_request:6721", "accept": false, - "reason": "Same reasoning as 4659 vs 6721: unrelated feature additions with no shared code change." + "reason": "One is the merged long-weighted-prompt pipeline PR, the other is an AnimateDiff SDXL pipeline; different features." }, { "left": "pull_request:4666", "right": "pull_request:4712", "accept": false, - "reason": "SDXL ControlNet LoRA support vs the tests-fetcher utility; completely different areas." - }, - { - "left": "pull_request:4684", - "right": "pull_request:5952", - "accept": false, - "reason": "Korean translation updates vs a pipeline list docs edit; same docs tree, but not the same issue or change." + "reason": "An SDXL ControlNet LoRA enablement PR and a tests_fetcher utility PR do not fix the same issue." } ] }, @@ -145014,16 +145058,17 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 128, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:4684", "pull_request:4696", "pull_request:4717", "pull_request:4740", @@ -145054,12 +145099,11 @@ "pull_request:5303", "pull_request:531", "pull_request:5332", - "pull_request:5385", "pull_request:5505", - "pull_request:5552", "pull_request:5679", "pull_request:5740", "pull_request:5818", + "pull_request:5952", "pull_request:5961", "pull_request:5986", "pull_request:5996", @@ -145074,6 +145118,7 @@ "pull_request:7050" ], "soft_pairs": [ + "pull_request:4684|pull_request:5952", "pull_request:4696|pull_request:5207", "pull_request:4717|pull_request:5144", "pull_request:4740|pull_request:6018", @@ -145100,205 +145145,204 @@ "pull_request:5180|pull_request:6998", "pull_request:5207|pull_request:5740", "pull_request:5298|pull_request:6511", - "pull_request:5332|pull_request:5505", - "pull_request:5385|pull_request:5552" + "pull_request:5332|pull_request:5505" ], - "prepared_review_unit_hash": "bf0968ed8bb0d17224ab9232436e05e76321387aa3b65737ca8b7c9d7b30ec8a", + "prepared_review_unit_hash": "f107e3fed3fd79b7e365e3042fea51f5dc84819e8661a4ee9a5be44a5ea98c9e", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 94462, - "estimated_input_tokens": 23616, - "estimated_eval_tokens": 47488 + "serialized_chars": 95137, + "estimated_input_tokens": 23785, + "estimated_eval_tokens": 47826 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated PRs, mostly small docs/typo/test fixes, with no true duplicate pair. The strongest standalone change is the SDXL type-mismatch fix in PR 4796; all soft edges should be rejected.", + "summary": "This cluster is mostly a grab bag of unrelated docs, test, typo, and small bugfix PRs; the soft edges are largely false positives, with no strong duplicate-theme binding the set together.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 4796 is the best anchor: it fixes a concrete runtime bug in SDXL pipelines, touches multiple affected files, and has an explicit issue target. There is no single duplicate-equivalent PR in the set, though.", + "canonical_pr_reason": "PR 4796 is the best anchor: it is a concrete SDXL runtime bug fix with an explicit issue target and touches the actual affected code paths, unlike the many docs/test/typo-only PRs.", "best_issue_reason": null, - "best_pr_reason": "PR 4796 is the most substantive and representative change in the cluster, with a clear bug, code-path fix, and broader impact than the surrounding typo/docs PRs.", + "best_pr_reason": "PR 4796 is the strongest representative overall because it addresses a specific code-path defect and has the clearest bug-fix signal; the rest are mostly incidental edits or unrelated maintenance.", "soft_edge_verdicts": [ + { + "left": "pull_request:4684", + "right": "pull_request:5952", + "accept": false, + "reason": "Different docs changes: Korean translation nav rewrite vs English pipeline overview entry." + }, { "left": "pull_request:4696", "right": "pull_request:5207", "accept": false, - "reason": "Different changes: SDXL adapter model support vs a README filename fix for training docs." + "reason": "Both mention T2I-Adapter, but one adds XL model support and code while the other only fixes a README path." }, { "left": "pull_request:4717", "right": "pull_request:5144", "accept": false, - "reason": "Both are docs-only, but they fix different files and different issues; not the same underlying change." + "reason": "Unrelated docs fixes in different areas: ControlNet Tip tag vs BLIP sample-code parenthesis." }, { "left": "pull_request:4740", "right": "pull_request:6018", "accept": false, - "reason": "Unrelated: a safetensors version pin vs a temporary docs-builder text edit." + "reason": "Both are doc/setup-related, but one pins safetensors while the other is a doc-builder test edit." }, { "left": "pull_request:4748", "right": "pull_request:5996", "accept": false, - "reason": "Both touch setup.py, but one updates release instructions and the other edits package metadata; not the same fix." + "reason": "Same file but different changes: release instructions vs package metadata/license cleanup." }, { "left": "pull_request:4796", "right": "pull_request:5303", "accept": false, - "reason": "Runtime SDXL dtype fix vs docstring-only cleanup in DeepFloyd IF; different code paths and purposes." + "reason": "Different artifacts and problems: SDXL pipeline dtype bug vs DeepFloyd IF docstring comments." }, { "left": "pull_request:4797", "right": "pull_request:5201", "accept": false, - "reason": "Both LoRA-related, but one fixes SGM block mapping and the other fixes xformers/LoRA processor handling; not mergeable as one change." + "reason": "Both LoRA-related, but they fix different code paths and bug classes." }, { "left": "pull_request:4822", "right": "pull_request:5217", "accept": false, - "reason": "Same file typo territory, but one corrects a warning string and the other fixes a PEFT import path." + "reason": "Both are small loader typos, but they fix different text and import errors." }, { "left": "pull_request:4856", "right": "pull_request:5986", "accept": false, - "reason": "Different docs links in different pages; no shared bug or change." + "reason": "Both fix docs links, but to different pages and unrelated content." }, { "left": "pull_request:4856", "right": "pull_request:6604", "accept": false, - "reason": "One fixes an API link, the other adds missing autodoc entries for AutoencoderKL methods." + "reason": "API link fix vs adding missing autodoc entries; not the same change." }, { "left": "pull_request:4869", "right": "pull_request:5818", "accept": false, - "reason": "Combined pipeline tests vs workflow-matrix updates; completely different artifacts and goals." + "reason": "Combined pipeline tests vs PR workflow changes; unrelated test additions." }, { "left": "pull_request:4934", "right": "pull_request:6569", "accept": false, - "reason": "T2I-Adapter training docs/script work vs InstructPix2Pix SDXL validation/logging refactor; unrelated changes." + "reason": "Both are training-example PRs, but they implement different features for different scripts." }, { "left": "pull_request:4946", "right": "pull_request:5250", "accept": false, - "reason": "Both docs entries, but they add different training topics; not the same underlying change." + "reason": "Both update training docs, but for different features: T2I-Adapters vs DDPO." }, { "left": "pull_request:4952", "right": "pull_request:5180", "accept": false, - "reason": "Docstring wording update vs citation fence/doc-builder fix; unrelated." + "reason": "Docstring wording fix vs citation block formatting fix; different docs changes." }, { "left": "pull_request:5013", "right": "pull_request:6647", "accept": false, - "reason": "Different SDXL issues: dtype handling in InstructPix2Pix vs updated expected output in a k-diffusion test." + "reason": "SDXL dtype runtime fix vs k-diffusion test expectation update; not the same bug." }, { "left": "pull_request:5051", "right": "pull_request:6620", "accept": false, - "reason": "Wuerstchen docs typos vs a script argument example fix; different changes." + "reason": "Different docs typos in different pipelines/scripts." }, { "left": "pull_request:5051", "right": "pull_request:6998", "accept": false, - "reason": "Unrelated docs fixes: Wuerstchen typo cleanup vs IP-Adapter callout formatting." + "reason": "Different docs fixes in unrelated areas." }, { "left": "pull_request:5051", "right": "pull_request:7050", "accept": false, - "reason": "Different docs pages and different typo fixes; not the same bug." + "reason": "Different docs typo cleanup in separate example families." }, { "left": "pull_request:5065", "right": "pull_request:5961", "accept": false, - "reason": "These are unrelated: a large mixed PR touching LoRA/docs/tests vs a minor PixArt docstring correction." + "reason": "Attention-processor typo fix vs PixArt docstring typo; unrelated." }, { "left": "pull_request:5083", "right": "pull_request:6433", "accept": false, - "reason": "Issue template guidance vs adding a new community pipeline; separate changes." + "reason": "Issue-template note vs new community pipeline addition." }, { "left": "pull_request:5085", "right": "pull_request:5186", "accept": false, - "reason": "LoRA offloading compatibility fix vs FreeU proof-of-concept; different code paths and not a single mergeable fix." + "reason": "LoRA offloading bug fix vs FreeU proof-of-concept; different functionality." }, { "left": "pull_request:509", "right": "pull_request:531", "accept": false, - "reason": "Image-loading helper introduction vs GPU test constant adjustments; unrelated." + "reason": "Both are test fixes, but for different models and failures." }, { "left": "pull_request:5097", "right": "pull_request:5679", "accept": false, - "reason": "Both test-related, but one targets float16 inference regressions and the other xformers determinism; different failure modes." + "reason": "Float16 CUDA test updates vs xformers determinism tests; different test concerns." }, { "left": "pull_request:5144", "right": "pull_request:6604", "accept": false, - "reason": "Sample-code parenthesis fix vs API doc generation entries; no shared underlying issue." + "reason": "BLIP Diffusion sample syntax fix vs AutoencoderKL API docs entries." }, { "left": "pull_request:5180", "right": "pull_request:6998", "accept": false, - "reason": "Different docs fixes on different pages; not duplicates." + "reason": "Doc-builder citation formatting vs IP-Adapter callout formatting." }, { "left": "pull_request:5207", "right": "pull_request:5740", "accept": false, - "reason": "README filename fix vs RealFill distributed-training code fix; unrelated." + "reason": "README path fix vs RealFill distributed-training code." }, { "left": "pull_request:5298", "right": "pull_request:6511", "accept": false, - "reason": "Both mention torch.compile, but one fixes LoRA conv behavior while the other fixes checkpointing/unwrapping in training; not the same code-path problem." + "reason": "Different compile-related fixes in different components; not one shared bug." }, { "left": "pull_request:5332", "right": "pull_request:5505", "accept": false, - "reason": "DreamBooth comment typo vs ControlNet class-name typo; unrelated small fixes." - }, - { - "left": "pull_request:5385", - "right": "pull_request:5552", - "accept": false, - "reason": "A CI utility copy-check update vs FreeU disable-method bugfix; different purposes and code." + "reason": "Both are typo fixes, but in unrelated example and API naming." } ] }, @@ -145312,20 +145356,22 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 129, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:5385", "pull_request:5386", "pull_request:5411", "pull_request:5506", "pull_request:555", + "pull_request:5552", "pull_request:5615", "pull_request:5626", "pull_request:564", @@ -145355,7 +145401,6 @@ "pull_request:6314", "pull_request:6389", "pull_request:6437", - "pull_request:6462", "pull_request:6588", "pull_request:6808", "pull_request:6875", @@ -145368,10 +145413,10 @@ "pull_request:7564", "pull_request:7827", "pull_request:7857", - "pull_request:7937", "pull_request:936" ], "soft_pairs": [ + "pull_request:5385|pull_request:5552", "pull_request:5386|pull_request:7050", "pull_request:5386|pull_request:7131", "pull_request:5411|pull_request:7015", @@ -145397,206 +145442,198 @@ "pull_request:5922|pull_request:7103", "pull_request:5961|pull_request:7827", "pull_request:5983|pull_request:6389", - "pull_request:5986|pull_request:6314", - "pull_request:5986|pull_request:6462", - "pull_request:5986|pull_request:7937" + "pull_request:5986|pull_request:6314" ], - "prepared_review_unit_hash": "d4423791a1324cc0071a8a064d70ee2d14efb9447dd1c9aca787b4eafe4541fb", + "prepared_review_unit_hash": "987de50d6d73b2edc0c06fe1eed1b5bc9af676bfb62f308a4bef8bf3d1dfdb04", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 99415, - "estimated_input_tokens": 24854, - "estimated_eval_tokens": 49964 + "soft_pair_count": 27, + "serialized_chars": 99887, + "estimated_input_tokens": 24972, + "estimated_eval_tokens": 50200 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: mostly unrelated docs typo fixes, plus several independent code/test/feature PRs. I do not see any true duplicate pairs; the soft matches are mostly broad-topic similarity (same subsystem or docs cleanup) rather than the same underlying change.", - "confidence": 0.44, + "summary": "The cluster is a loose topical mix of unrelated docs, tests, and code PRs. The soft edges mostly share broad vocabulary (typos, PixArt, IP-Adapter, LCM, Flax) but not the same concrete bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 5386 is the broadest typo-cleanup PR in the set and is the closest thing to a representative artifact, but the cluster is too mixed for it to be a true duplicate canonical.", + "canonical_pr_reason": "No single canonical PR cleanly represents this cluster because the items are not duplicates of one another; if forced, PR 5901 is the most substantive concrete code change, but it is still unrelated to most others.", "best_issue_reason": null, - "best_pr_reason": "PR 5386 is the most globally representative of the typo-fix subset, but it still does not subsume the other code, test, and feature PRs.", + "best_pr_reason": "PR 5901 (IP-Adapter for StableDiffusionControlNetImg2ImgPipeline) is the strongest standalone, user-facing code change in the set, with a clear code path and functional impact.", "soft_edge_verdicts": [ + { + "left": "pull_request:5385", + "right": "pull_request:5552", + "accept": false, + "reason": "Different changes in unrelated areas: CI copy-check signature handling vs FreeU disable logic." + }, { "left": "pull_request:5386", "right": "pull_request:7050", "accept": false, - "reason": "Both are typo/doc cleanup PRs, but they edit different files and scopes; not the same underlying change." + "reason": "Both are typo/doc cleanup, but they target different files and fixes, not the same underlying change." }, { "left": "pull_request:5386", "right": "pull_request:7131", "accept": false, - "reason": "Both fix docs language, but they target different pages and different typo sets." + "reason": "Separate documentation typo fixes in different sections; not one concrete duplicated edit." }, { "left": "pull_request:5411", "right": "pull_request:7015", "accept": false, - "reason": "One fixes a broken textual-inversion doc link; the other fixes single-file loading docs/examples. Different issues." + "reason": "Broken training-doc link fix vs single-file load example fix; unrelated doc issues." }, { "left": "pull_request:5506", "right": "pull_request:6437", "accept": false, - "reason": "One fixes a PEFT/xformers LoRA runtime bug; the other changes CI test selection. Not the same bug." + "reason": "PEFT/xformers runtime fix vs CI test exclusion change; different problems entirely." }, { "left": "pull_request:555", "right": "pull_request:936", "accept": false, - "reason": "These are unrelated Flax model/loading work and test/pipeline refactoring. No shared concrete bug." + "reason": "Flax VAE addition vs test file split/refactor; no shared bug or feature." }, { "left": "pull_request:5615", "right": "pull_request:6947", "accept": false, - "reason": "One reverts SDXL adapter LoRA loading; the other standardizes a T2I adapter model card. Different changes." + "reason": "SDXL adapter LoRA revert vs T2I-Adapter model-card standardization; unrelated." }, { "left": "pull_request:5626", "right": "pull_request:7564", "accept": false, - "reason": "Both touch tests, but one is a CPU offload assertion fix and the other is a broad pipeline test/workaround PR." + "reason": "Both touch tests, but they fix different test failures in different subsystems." }, { "left": "pull_request:564", "right": "pull_request:580", "accept": false, - "reason": "Both are Flax scheduler-related, but one updates scheduler docs/behavior and the other adds initial scheduler tests. Not duplicates." + "reason": "Scheduler behavior fix vs initial scheduler test draft; not the same concrete change." }, { "left": "pull_request:5672", "right": "pull_request:5842", "accept": false, - "reason": "Both involve PixArt, but one adds non-square support and the other fixes a 512px resolution bug. Different concrete problems." + "reason": "PixArt non-square support vs 512px resolution bug; related model family but different bugs and code paths." }, { "left": "pull_request:5723", "right": "pull_request:7384", "accept": false, - "reason": "Both are docs additions, but they cover different features (LCM docs vs FreeInit outputs)." + "reason": "LCM docs addition vs AnimateDiff FreeInit docs; unrelated documentation work." }, { "left": "pull_request:5741", "right": "pull_request:6308", "accept": false, - "reason": "One speeds up PEFT LoRA unload; the other fixes dummy test components. Different code paths and goals." + "reason": "LoRA unload optimization vs dummy-component test fix; different code paths and goals." }, { "left": "pull_request:5744", "right": "pull_request:5898", "accept": false, - "reason": "Both are docs typo fixes, but they affect different documents and are not the same edit." + "reason": "Large API-doc typo sweep vs a single spacing/doc rewrite; not the same change." }, { "left": "pull_request:5788", "right": "pull_request:6184", "accept": false, - "reason": "LCM scheduler error handling and LoRA offline weight-name handling are unrelated fixes." + "reason": "LCM error-message change vs LoRA offline handling; no common bug." }, { "left": "pull_request:5814", "right": "pull_request:7857", "accept": false, - "reason": "Both are PixArt docs, but one adds 8-bit inference instructions and the other documents PixArtSigma. Different content." + "reason": "PixArt-Alpha docs vs PixArt-Sigma docs; same theme, but distinct documentation and pipeline additions." }, { "left": "pull_request:5818", "right": "pull_request:6588", "accept": false, - "reason": "One changes PR test matrix setup; the other updates slow SDXL k-diffusion expectations. Not the same issue." + "reason": "Workflow/test-matrix update vs SDXL k-diffusion slow-test expectation update; unrelated." }, { "left": "pull_request:5823", "right": "pull_request:6437", "accept": false, - "reason": "One adds adapter_names support to fuse_lora; the other excludes a test class from a PEFT env job. Different concerns." + "reason": "LoRA adapter_names feature vs CI exclusion for non-PEFT tests; different concerns." }, { "left": "pull_request:5828", "right": "pull_request:6209", "accept": false, - "reason": "One is a VAE test memory fix; the other is a README example correction. No shared bug." + "reason": "Consistency Decoder test tweak vs text-to-image README script fix; unrelated test/doc maintenance." }, { "left": "pull_request:5828", "right": "pull_request:6808", "accept": false, - "reason": "One fixes a test by adding no_grad; the other fixes MPS test collection. Different test failures." + "reason": "Consistency Decoder test tweak vs MPS test-collection fix; different failures." }, { "left": "pull_request:5901", "right": "pull_request:6140", "accept": false, - "reason": "One adds IP-Adapter support to ControlNet img2img; the other adds IP-Adapter API docs. Docs and implementation are not the same change." + "reason": "Feature implementation vs API documentation; not the same underlying change." }, { "left": "pull_request:5901", "right": "pull_request:6244", "accept": false, - "reason": "Both relate to IP-Adapter, but one is a ControlNet pipeline feature and the other is an embedding/refactor change. Not the same concrete bug." + "reason": "Both mention IP-Adapter, but one is ControlNet Img2Img integration and the other is a broader embeddings refactor; not mergeable as one fix." }, { "left": "pull_request:5901", "right": "pull_request:6293", "accept": false, - "reason": "These are separate IP-Adapter integrations for different pipelines, not one fix that could be merged into a single PR." + "reason": "Same general IP-Adapter theme, but different pipeline variants (SD vs SDXL) and separate code paths." }, { "left": "pull_request:5901", "right": "pull_request:6875", "accept": false, - "reason": "One adds pipeline support; the other updates test expectations for an existing IP-Adapter test. Different artifacts." + "reason": "Core feature addition vs a test expectation update; not the same bug/change." }, { "left": "pull_request:5922", "right": "pull_request:7103", "accept": false, - "reason": "MultiAdapter inpainting preprocessing and ControlNet image validation are unrelated bugs." + "reason": "MultiAdapter inpainting fix vs ControlNet image validation bug; unrelated pipeline issues." }, { "left": "pull_request:5961", "right": "pull_request:7827", "accept": false, - "reason": "One is a PixArt docstring typo; the other fixes a ControlNet CPU-offload doc example. Different files and issues." + "reason": "PixArt docstring typo vs CPU offload docstring fix; different files and concerns." }, { "left": "pull_request:5983", "right": "pull_request:6389", "accept": false, - "reason": "Both touch SVD docs/code, but one is a doc cleanup and the other changes a pipeline argument type. Not the same change." + "reason": "SVD documentation cleanup vs Stable Video Diffusion type annotation fix; unrelated." }, { "left": "pull_request:5986", "right": "pull_request:6314", "accept": false, - "reason": "Video link replacement and T2I-Adapter paper-link fix are unrelated docs edits." - }, - { - "left": "pull_request:5986", - "right": "pull_request:6462", - "accept": false, - "reason": "Both are doc-link fixes, but for different models/papers and different pages." - }, - { - "left": "pull_request:5986", - "right": "pull_request:7937", - "accept": false, - "reason": "SVD video-link cleanup and VideoProcessor docs header inclusion are different documentation tasks." + "reason": "Video link replacement vs T2I-Adapter paper link fix; unrelated doc edits." } ] }, @@ -145610,16 +145647,17 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 130, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:5986", "pull_request:6021", "pull_request:6085", "pull_request:6106", @@ -145635,6 +145673,7 @@ "pull_request:6293", "pull_request:6305", "pull_request:6337", + "pull_request:6462", "pull_request:6528", "pull_request:6592", "pull_request:6604", @@ -145652,24 +145691,23 @@ "pull_request:6997", "pull_request:7068", "pull_request:7103", - "pull_request:7120", - "pull_request:7150", "pull_request:7156", "pull_request:7200", "pull_request:7291", "pull_request:7325", - "pull_request:7360", "pull_request:7425", - "pull_request:7594", "pull_request:7719", "pull_request:7747", "pull_request:7868", + "pull_request:7937", "pull_request:8470", "pull_request:8675", "pull_request:869", "pull_request:9070" ], "soft_pairs": [ + "pull_request:5986|pull_request:6462", + "pull_request:5986|pull_request:7937", "pull_request:6021|pull_request:6305", "pull_request:6021|pull_request:6670", "pull_request:6085|pull_request:7103", @@ -145696,212 +145734,210 @@ "pull_request:6808|pull_request:7747", "pull_request:6871|pull_request:9070", "pull_request:6875|pull_request:7868", - "pull_request:7068|pull_request:7291", - "pull_request:7120|pull_request:7360", - "pull_request:7150|pull_request:7594" + "pull_request:7068|pull_request:7291" ], - "prepared_review_unit_hash": "22284587a16bc12bb85968132ce981b40ccd58bce8352c9bf4321ae83d8907ac", + "prepared_review_unit_hash": "257c05f0cecc83bcf09920754e4ac763e2a80b677688ecef233663f325132b86", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 97826, - "estimated_input_tokens": 24457, - "estimated_eval_tokens": 49170 + "serialized_chars": 95478, + "estimated_input_tokens": 23870, + "estimated_eval_tokens": 47996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of superficially similar but mostly unrelated PRs: docs typos, scheduler fixes, IP-Adapter changes, training-script tweaks, and separate bug fixes. The soft matches are driven by broad keyword overlap, not the same underlying change or bug, so none should be merged as duplicates.", - "confidence": 0.98, + "summary": "This cluster is mostly unrelated docs, test updates, and separate bug fixes. The soft edges only show loose thematic overlap (same subsystem or same file in a few cases), not the same concrete change, so none should be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single PR is a clear canonical duplicate target; the items do not share one underlying bug/change. If forced to pick the most representative standalone fix, PR 6293 is the strongest concrete code-path change with tests.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 6293 is the most substantive standalone fix in the set: it adds IP-Adapter support to the SDXL ControlNet img2img pipeline and includes direct code-path changes plus tests. It is still not a good canonical for the whole cluster.", "soft_edge_verdicts": [ + { + "left": "pull_request:5986", + "right": "pull_request:6462", + "accept": false, + "reason": "Both are docs-only, but they fix different links on different pages; not the same underlying change." + }, + { + "left": "pull_request:5986", + "right": "pull_request:7937", + "accept": false, + "reason": "Unrelated documentation edits: a video link fix vs adding a VideoProcessor docs header." + }, { "left": "pull_request:6021", "right": "pull_request:6305", "accept": false, - "reason": "Different changes: SDXL DreamBooth script variant arg vs DDPMScheduler zero-SNR support." + "reason": "Different changes in different places: adding a variant CLI arg vs adding rescale_zero_snr support to DDPMScheduler." }, { "left": "pull_request:6021", "right": "pull_request:6670", "accept": false, - "reason": "Different targets: DreamBooth script variant plumbing vs checkpoint_merger variant forwarding." + "reason": "Both pass a variant argument, but they target different scripts and different code paths." }, { "left": "pull_request:6085", "right": "pull_request:7103", "accept": false, - "reason": "Different bugs in different code paths: scheduler add_noise indexing vs ControlNet check_image validation." + "reason": "Separate scheduler add_noise bug vs ControlNet input validation bug; same broad area only." }, { "left": "pull_request:6106", "right": "pull_request:6592", "accept": false, - "reason": "Different scope: a README/example fix vs adding an inpainting training script." + "reason": "Different scripts and different fixes; one is a doc/example pipe example update, the other is a new inpainting training script WIP." }, { "left": "pull_request:6122", "right": "pull_request:7325", "accept": false, - "reason": "Both are docs-heavy, but one is typo cleanup and the other is a large mixed code/docs typo sweep." + "reason": "Both are typo/docs sweeps, but they touch different docs and code areas with no single bug/change in common." }, { "left": "pull_request:6140", "right": "pull_request:6760", "accept": false, - "reason": "IP-Adapter appears in both, but one adds API docs and the other adjusts slow test expectations." + "reason": "One adds IP-Adapter API docs; the other adjusts IP-Adapter slow test expectations. Not the same change." }, { "left": "pull_request:6184", "right": "pull_request:7200", "accept": false, - "reason": "Unrelated changes: LoRA offline weight-name handling vs transformer norm-type error handling." + "reason": "LoRA offline weight lookup fix is unrelated to transformer norm-type validation." }, { "left": "pull_request:62", "right": "pull_request:869", "accept": false, - "reason": "Different eras and problems: latent diffusion pipeline decoding fix vs community README/import bug." + "reason": "These are from different eras and different scopes; pipeline behavior fix vs community README/import cleanup." }, { "left": "pull_request:6209", "right": "pull_request:7747", "accept": false, - "reason": "Both touch tests/readmes, but one is example README corrections and the other is a VAE tiling test assertion fix." + "reason": "README example script fix vs VAE tiling test fix; different artifacts and bugs." }, { "left": "pull_request:6209", "right": "pull_request:8470", "accept": false, - "reason": "No shared underlying bug; README example cleanup vs a research-project README rewrite." + "reason": "A training README correction is unrelated to updating a research-project README." }, { "left": "pull_request:6244", "right": "pull_request:6760", "accept": false, - "reason": "IP-Adapter overlap is too broad: core embedding refactor vs slow-test expectation update." + "reason": "Broad IP-Adapter refactor vs test expectation adjustment; not mergeable as one fix." }, { "left": "pull_request:6245", "right": "pull_request:6247", "accept": false, - "reason": "Related Wuerstchen area, but one fixes fp16 training/LoRA args and the other adds a new dreambooth LoRA example; not the same change." + "reason": "They overlap on one Wuerstchen file, but one fixes fp16 LoRA training args and the other adds a dreambooth example/documentation; different changes." }, { "left": "pull_request:6282", "right": "pull_request:6592", "accept": false, - "reason": "Dreambooth-related but distinct: runtime error cleanup vs adding an inpainting training script." + "reason": "Dreambooth runtime cleanup vs adding a new inpainting training script; not the same bug or feature." }, { "left": "pull_request:6293", "right": "pull_request:6528", "accept": false, - "reason": "Both involve IP-Adapter/ControlNet, but one adds IP-Adapter support to SDXL ControlNet img2img and the other fixes missing code in ControlNet img2img." + "reason": "Both involve IP-Adapter ControlNet, but one adds SDXL img2img support while the other fixes a missing code path in ControlNet img2img; distinct fixes." }, { "left": "pull_request:6293", "right": "pull_request:6760", "accept": false, - "reason": "Pipeline feature work vs a test expectation update; same subsystem but not the same bug/change." + "reason": "Pipeline feature work vs test-value updates; the latter is just test maintenance." }, { "left": "pull_request:6337", "right": "pull_request:6912", "accept": false, - "reason": "Both touch latent-related pipelines, but one switches to retrieve_latents and the other fixes denoising_start truthiness across SDXL pipelines." + "reason": "retrieve_latents usage in a TensorRT img2img example is unrelated to denoising_start truthiness handling." }, { "left": "pull_request:6604", "right": "pull_request:6837", "accept": false, - "reason": "No common underlying issue: AutoencoderKL docs fix vs i2vgen-xl docs dependency/order cleanup." + "reason": "AutoencoderKL docs API exposure vs i2vgen docs dependency ordering; unrelated docs changes." }, { "left": "pull_request:6604", "right": "pull_request:7425", "accept": false, - "reason": "Different docs fixes in unrelated areas: missing AutoencoderKL API docs vs PEFT tutorial formatting/example output." + "reason": "Missing API doc entry vs a PEFT tutorial formatting/content fix; no shared bug." }, { "left": "pull_request:6680", "right": "pull_request:7719", "accept": false, - "reason": "Different test/scheduler issues: DPM slow-test adjustments vs adding a Tailscale auth key in CI." + "reason": "Slow test scheduler config tweak vs CI workflow auth key addition; different concerns." }, { "left": "pull_request:6760", "right": "pull_request:6875", "accept": false, - "reason": "Both update IP-Adapter tests, but they cover different scenarios and expected outputs." + "reason": "Both touch IP-Adapter tests, but they update different expected outputs in different test cases." }, { "left": "pull_request:6775", "right": "pull_request:8675", "accept": false, - "reason": "Completely unrelated: DDPMScheduler parameter docs vs a fast-diffusion tutorial note." + "reason": "DDPMScheduler parameter docs vs a fast-diffusion tutorial note; unrelated." }, { "left": "pull_request:6787", "right": "pull_request:7156", "accept": false, - "reason": "Different bug domains: Marigold input normalization vs stalebot label handling." + "reason": "Marigold input normalization fix vs stale bot label normalization; different code paths." }, { "left": "pull_request:6795", "right": "pull_request:6997", "accept": false, - "reason": "Different feature areas: SDXL micro-conditioning in DreamBooth LoRA vs adding LoRA support to a spatio-temporal UNet." + "reason": "Dreambooth SDXL micro-conditioning args vs adding LoRA support to a spatio-temporal UNet; unrelated changes." }, { "left": "pull_request:6808", "right": "pull_request:7747", "accept": false, - "reason": "MPS test-collection fix vs VAE tiling test fix; no shared code path." + "reason": "MPS test-collection helper fix vs VAE tiling test fix; no common underlying bug." }, { "left": "pull_request:6871", "right": "pull_request:9070", "accept": false, - "reason": "Different pipeline work: adding VAE tiling/slicing to img2img/inpaint vs a new FLUX img2img pipeline." + "reason": "VAE tiling/slicing in img2img and inpaint is unrelated to adding a FLUX img2img pipeline." }, { "left": "pull_request:6875", "right": "pull_request:7868", "accept": false, - "reason": "Both are tests, but one updates IP-Adapter expected values and the other fixes offload-device assertions." + "reason": "IP-Adapter expected-output update vs offload test assertion change; different test failures." }, { "left": "pull_request:7068", "right": "pull_request:7291", "accept": false, - "reason": "Both are typo/docs cleanup, but they target different files and different text changes." - }, - { - "left": "pull_request:7120", - "right": "pull_request:7360", - "accept": false, - "reason": "Different scheduler features: adding EDM DPMSolver vs TCD docs/type cleanup." - }, - { - "left": "pull_request:7150", - "right": "pull_request:7594", - "accept": false, - "reason": "Both touch callback docs, but one is code-block indentation and the other fixes an example call syntax; not the same underlying change." + "reason": "Both are typo/documentation fixes, but they target different files and different wording; not the same issue." } ] }, @@ -145915,16 +145951,18 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 131, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:7120", + "pull_request:7150", "pull_request:7156", "pull_request:7164", "pull_request:7206", @@ -145933,6 +145971,7 @@ "pull_request:7259", "pull_request:7291", "pull_request:7335", + "pull_request:7360", "pull_request:7384", "pull_request:7411", "pull_request:7451", @@ -145942,6 +145981,7 @@ "pull_request:7542", "pull_request:7564", "pull_request:7590", + "pull_request:7594", "pull_request:7632", "pull_request:7747", "pull_request:7767", @@ -145954,11 +145994,8 @@ "pull_request:810", "pull_request:822", "pull_request:8272", - "pull_request:828", - "pull_request:8290", "pull_request:8470", "pull_request:8498", - "pull_request:864", "pull_request:8702", "pull_request:8720", "pull_request:8908", @@ -145968,12 +146005,13 @@ "pull_request:9077", "pull_request:910", "pull_request:9242", - "pull_request:9307", "pull_request:9318", "pull_request:9627", "pull_request:9683" ], "soft_pairs": [ + "pull_request:7120|pull_request:7360", + "pull_request:7150|pull_request:7594", "pull_request:7156|pull_request:9021", "pull_request:7164|pull_request:7564", "pull_request:7206|pull_request:7235", @@ -145999,247 +146037,241 @@ "pull_request:7916|pull_request:9242", "pull_request:7966|pull_request:8720", "pull_request:810|pull_request:822", - "pull_request:810|pull_request:910", - "pull_request:828|pull_request:864", - "pull_request:8290|pull_request:9307" + "pull_request:810|pull_request:910" ], - "prepared_review_unit_hash": "0c36842172030193b1db53ff0b6593eb89f41cc6365b9612d061fcc7b59aea8f", + "prepared_review_unit_hash": "fc67326e7adbed62c7f514f44e0320a730bc17cc4b879239693e9dbb0fb7e3a3", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 100712, - "estimated_input_tokens": 25178, - "estimated_eval_tokens": 50612 + "serialized_chars": 98637, + "estimated_input_tokens": 24660, + "estimated_eval_tokens": 49576 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of small, unrelated docs/tests/infra PRs. The only soft edge that looks like the same underlying code-path change is the Flax scheduler API work in PR 810 and PR 822; the rest are too broad or too different to merge as duplicates.", - "confidence": 0.88, + "summary": "This cluster is a grab-bag of unrelated small PRs (docs typos, test fixes, scheduler additions, training-script features, CI/config changes). I don\u2019t see a single underlying bug or change that would justify a canonical duplicate anchor.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate nucleus stands out across the cluster; if one PR must represent it, PR 7530 is the strongest standalone candidate because it has an explicit issue target and a concrete runtime bug fix rather than a typo/doc/test-only change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 7530 is the best overall representative of the set because it is a substantive, code-path-focused fix with issue linkage and broader impact than the many minor documentation or test-only PRs.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "pull_request:7120", + "right": "pull_request:7360", + "accept": false, + "reason": "Different changes: adding an EDM DPM scheduler vs doc-only TCD scheduler wording/type fixes." + }, + { + "left": "pull_request:7150", + "right": "pull_request:7594", + "accept": false, + "reason": "Same docs file, but different callback example fixes in different sections; not the same bug or change." + }, { "left": "pull_request:7156", "right": "pull_request:9021", "accept": false, - "reason": "Unrelated changes: stalebot label handling vs SD3 ControlNet layer-loading logic." + "reason": "Unrelated: stalebot label handling vs SD3 ControlNet transformer layer loading logic." }, { "left": "pull_request:7164", "right": "pull_request:7564", "accept": false, - "reason": "Docker/CUDA version pinning is unrelated to the test/config fixes in PR 7564." + "reason": "Different subsystems: Docker/ONNX test environment pinning vs pipeline test/deprecation handling." }, { "left": "pull_request:7206", "right": "pull_request:7235", "accept": false, - "reason": "Related to the same training script family, but one is model-card/tag plumbing and the other adds DoRA training support; not the same concrete change." + "reason": "Related training area, but one adds tags across many scripts while the other adds DoRA support to one script." }, { "left": "pull_request:7233", "right": "pull_request:8702", "accept": false, - "reason": "DoRA training in SDXL dreambooth vs SD3 conversion script are distinct features with no shared bug/change." + "reason": "Different features: DoRA training in SDXL DreamBooth vs an SD3 checkpoint conversion script." }, { "left": "pull_request:7259", "right": "pull_request:7384", "accept": false, - "reason": "Different documentation additions for different topics (TCD-LoRA intro vs FreeInit outputs)." + "reason": "Both are docs additions, but one is a new TCD intro page and the other adds FreeInit outputs to AnimateDiff docs." }, { "left": "pull_request:7291", "right": "pull_request:7451", "accept": false, - "reason": "Both are typo/doc cleanup, but they fix different files and different wording issues; not the same underlying change." + "reason": "UNet doc typo fix vs broad docs typo sweep; not the same concrete issue." }, { "left": "pull_request:7335", "right": "pull_request:8908", "accept": false, - "reason": "ControlNet config test fix vs request-caching skip logic are unrelated test changes." + "reason": "One is a controlnet SDXL config test fix; the other is a request-caching skip/annotation fix in model tests." }, { "left": "pull_request:7411", "right": "pull_request:9077", "accept": false, - "reason": "Both are typo fixes, but they are broad, independent cleanups across different files and code paths." + "reason": "Both are typo/documentation sweeps, but they touch many unrelated files and address different text issues." }, { "left": "pull_request:7473", "right": "pull_request:8272", "accept": false, - "reason": "Missing raise statements is a behavior fix; grammatical error in raise messages is only wording." + "reason": "Same general area of error-message cleanup, but different code paths and unrelated affected modules." }, { "left": "pull_request:7495", "right": "pull_request:8470", "accept": false, - "reason": "Notebook link cleanup vs README update for a different research project are unrelated docs changes." + "reason": "README link cleanup vs updating a research-project README to a different project; no shared bug/change." }, { "left": "pull_request:7530", "right": "pull_request:7903", "accept": false, - "reason": "Autocast behavior in training scripts is unrelated to the video processor test change." + "reason": "Autocast behavior in training scripts vs a video processor test/validation PR; unrelated code paths." }, { "left": "pull_request:7530", "right": "pull_request:8064", "accept": false, - "reason": "Autocast fix in training scripts is unrelated to Marigold pipeline/test work." + "reason": "Autocast fix for training scripts vs Marigold pipeline implementation/test work; not the same change." }, { "left": "pull_request:7542", "right": "pull_request:7977", "accept": false, - "reason": "CPU offload test typo vs attention typo in docs are unrelated." + "reason": "CPU offload test typo vs a docs typo in fp16 optimization guide; unrelated." }, { "left": "pull_request:7542", "right": "pull_request:8498", "accept": false, - "reason": "CPU offload test typo vs a small README/code typo are unrelated minor fixes." + "reason": "Test typo fix vs stable-diffusion-3 docs typo; different files and problems." }, { "left": "pull_request:7564", "right": "pull_request:7966", "accept": false, - "reason": "Different failing tests in different subsystems; no shared underlying bug." + "reason": "Pipeline deprecation/test fixes vs PixArt Sigma test expectation updates; different concrete failures." }, { "left": "pull_request:7564", "right": "pull_request:8720", "accept": false, - "reason": "General test/config fixes vs precision-threshold updates in slow pipeline tests are not the same issue." + "reason": "Pipeline test/deprecation fixes vs slow-test precision updates; both tests, but different failures and code paths." }, { "left": "pull_request:7590", "right": "pull_request:9060", "accept": false, - "reason": "Python packaging/version support change vs removing a debug print are unrelated." + "reason": "Setup.py Python version range change vs removing a stray print in Flux transformer." }, { "left": "pull_request:7632", "right": "pull_request:8926", "accept": false, - "reason": "DreamBooth VAE loading fix vs advanced LoRA checkpoint-save fix are different bugs and different scripts." + "reason": "Different DreamBooth issues: VAE loading path bug vs checkpoint save logic for text encoders." }, { "left": "pull_request:7747", "right": "pull_request:9627", "accept": false, - "reason": "VAE tiling test fix vs LoRA/DoRA warning test ordering are unrelated." + "reason": "VAE tiling test precision fix vs a DoRA warning/test ordering fix; unrelated." }, { "left": "pull_request:7747", "right": "pull_request:9683", "accept": false, - "reason": "VAE tiling test failure vs CogVideoX integration test naming/unskip are unrelated." + "reason": "VAE tiling test fix vs CogVideoX test rename/unskip; different tests and failures." }, { "left": "pull_request:7767", "right": "pull_request:8498", "accept": false, - "reason": "PixArt sigma cleanup vs small typo correction are different changes." + "reason": "PixArt pipeline cleanup vs a docs typo fix in SD3; no shared bug or code path." }, { "left": "pull_request:7832", "right": "pull_request:9318", "accept": false, - "reason": "CI cache mount changes vs nightly token secret changes are unrelated CI updates." + "reason": "CI cache mount path update vs nightly test token secret update; both CI but different infrastructure issues." }, { "left": "pull_request:7916", "right": "pull_request:9242", "accept": false, - "reason": "Ascend NPU support in one training script vs xPU test backend support are different platform work items." + "reason": "Ascend NPU support in one training script vs xpu testing utilities support; different functionality and modules." }, { "left": "pull_request:7966", "right": "pull_request:8720", "accept": false, - "reason": "PixArt test expectation updates vs broader slow-pipeline precision fixes are not the same bug." + "reason": "Different slow-test maintenance: PixArt Sigma-specific expectations vs broad pipeline precision adjustments." }, { "left": "pull_request:810", "right": "pull_request:822", - "accept": true, - "reason": "These are the same underlying Flax scheduler API migration: both update the Stable Diffusion Flax pipeline to the newer scheduler behavior and related tests." + "accept": false, + "reason": "The older PR removes/adapts a scheduler API call, while the later PR restores proper scale/init noise behavior; related file, different fixes." }, { "left": "pull_request:810", "right": "pull_request:910", "accept": false, - "reason": "Flax scheduler API migration is unrelated to the Stable Diffusion in-painting docs update." - }, - { - "left": "pull_request:828", - "right": "pull_request:864", - "accept": false, - "reason": "Both are Flax-related, but one is test completion and the other adds a scheduler helper/API; related area, not the same concrete change." - }, - { - "left": "pull_request:8290", - "right": "pull_request:9307", - "accept": false, - "reason": "HunyuanDIT refactor/docs/workflow changes are unrelated to rotary embedding refactoring." + "reason": "Flax scheduler API adaptation vs in-painting docs update; unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. PR 7530 is a reasonable representative because it has an explicit issue link and a broader code-path fix, while the rest are correctly characterized as mostly unrelated docs/tests/infra changes. The lone accepted soft edge (810/822) is adequately supported as the same Flax scheduler API migration." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 132, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10122", "pull_request:1527", - "pull_request:1564", - "pull_request:3042", "pull_request:3298", "pull_request:4847", - "pull_request:5188", - "pull_request:5393", "pull_request:6752", + "pull_request:828", + "pull_request:8290", "pull_request:832", "pull_request:8422", "pull_request:8496", "pull_request:8583", "pull_request:8600", "pull_request:8627", + "pull_request:864", "pull_request:8696", "pull_request:8755", "pull_request:8838", @@ -146257,6 +146289,7 @@ "pull_request:9257", "pull_request:9282", "pull_request:9286", + "pull_request:9307", "pull_request:9355", "pull_request:936", "pull_request:9379", @@ -146275,6 +146308,8 @@ "pull_request:9980" ], "soft_pairs": [ + "pull_request:828|pull_request:864", + "pull_request:8290|pull_request:9307", "pull_request:832|pull_request:957", "pull_request:8422|pull_request:8696", "pull_request:8496|pull_request:8755", @@ -146298,194 +146333,192 @@ "pull_request:9385|pull_request:9860", "pull_request:4847|pull_request:6752", "pull_request:10122|pull_request:9257", - "pull_request:1527|pull_request:3298", - "pull_request:1564|pull_request:3042", - "pull_request:5188|pull_request:5393" + "pull_request:1527|pull_request:3298" ], - "prepared_review_unit_hash": "d50aeacb17c7554cf373fb790d83aaef8914926fe653535335bcd0052ae06a5c", + "prepared_review_unit_hash": "67867e152aeaf8c6aac153e0f03e69360cb10c3d5653f5726370a53b85eec2ce", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 96723, - "estimated_input_tokens": 24181, - "estimated_eval_tokens": 48618 + "serialized_chars": 96820, + "estimated_input_tokens": 24205, + "estimated_eval_tokens": 48666 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly unrelated PRs spanning different features, docs, CI, and bug fixes. None of the soft-paired candidates look like the same underlying change, so I would not merge any of them as duplicates.", - "confidence": 0.97, + "summary": "The cluster is heterogeneous: mostly unrelated PRs spanning Flux, SD3, Stable Diffusion, CI, docs, tests, and examples. None of the soft-edge pairs look like the same underlying change, so I would not consolidate any of them.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR cleanly represents this cluster as a duplicate target; the items are heterogeneous. If forced to pick one representative, PR 9249 is the strongest standalone candidate because it is a substantial, self-contained feature PR with an explicit issue link and broad implementation/testing.", + "canonical_pr_reason": "No single PR represents a duplicate set here; the items cover distinct feature work, bug fixes, docs, CI, and test-only changes across different code paths.", "best_issue_reason": null, - "best_pr_reason": "PR 9249 is the best standalone PR in the set: it has a clear scope, an explicit issue target, and the largest coherent implementation surface among the listed PRs.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "pull_request:828", + "right": "pull_request:864", + "accept": false, + "reason": "Different changes: one adjusts Flax pipeline tests, the other adds a Flax scheduler helper and scheduler tests." + }, + { + "left": "pull_request:8290", + "right": "pull_request:9307", + "accept": false, + "reason": "Both mention embeddings-related areas, but one is a broad HunyuanDIT doc/CI refactor and the other is a rotary-embedding implementation change." + }, { "left": "pull_request:832", "right": "pull_request:957", "accept": false, - "reason": "Different bugs in different areas: Flax NSFW image blocking vs a scheduler argument cleanup in text-to-image training." + "reason": "Unrelated bug fix in Flax NSFW handling versus a text-to-image scheduler API cleanup." }, { "left": "pull_request:8422", "right": "pull_request:8696", "accept": false, - "reason": "Unrelated test work: subfolder loading tests versus adding flaky decorators to Marigold tests." + "reason": "Subfolder-loading test additions versus marking a few Marigold tests flaky; different purposes and code paths." }, { "left": "pull_request:8496", "right": "pull_request:8755", "accept": false, - "reason": "Different code paths and goals: SD3 warning logging vs DreamBooth LoRA text-encoder training fixes." + "reason": "SD3 warning-log behavior versus DreamBooth SD3 text-encoder training logic; not the same bug." }, { "left": "pull_request:8583", "right": "pull_request:8838", "accept": false, - "reason": "SD3 xformers support and SD3 forward chunking are separate transformer features, not one duplicated fix." + "reason": "Both touch SD3 transformer code, but one adds XFormers support while the other adds forward-chunking disable support." }, { "left": "pull_request:8600", "right": "pull_request:9980", "accept": false, - "reason": "One is DreamBooth SD3 training script maintenance; the other is LoRA conversion logic for a different model path." + "reason": "DreamBooth script cleanup versus LoRA conversion mapping changes; different features and failure modes." }, { "left": "pull_request:8627", "right": "pull_request:9251", "accept": false, - "reason": "SD3 ControlNet docs/example work is unrelated to CI triggering patch-branch tests." + "reason": "SD3 ControlNet docs/example work versus a CI workflow trigger change; no shared underlying bug." }, { "left": "pull_request:8838", "right": "pull_request:9249", "accept": false, - "reason": "A transformer utility addition and a new ControlNet training example are clearly different changes." + "reason": "Transformer utility addition versus a full SD3 ControlNet training example; related domain, but not the same change." }, { "left": "pull_request:8851", "right": "pull_request:9282", "accept": false, - "reason": "AuraFlow docs creation and the pipelines overview table update are separate documentation changes, not the same PR." + "reason": "Both are docs updates, but one adds AuraFlow docs while the other only updates the pipeline overview table." }, { "left": "pull_request:889", "right": "pull_request:936", "accept": false, - "reason": "One adds a pipeline components API; the other splits Stable Diffusion tests/files. Different subsystems and intent." + "reason": "Pipeline component API addition versus splitting Stable Diffusion tests into separate files; unrelated." }, { "left": "pull_request:8913", "right": "pull_request:8926", "accept": false, - "reason": "Checkpoint subfolder loading and an advanced DreamBooth LoRA save-hook fix are unrelated bugs." + "reason": "Checkpoint loading from subfolders versus DreamBooth checkpoint saving; opposite directions and distinct bugs." }, { "left": "pull_request:9005", "right": "pull_request:9699", "accept": false, - "reason": "Both touch runners, but one rewires workflow runner groups while the other adds a new SSH runner option; not the same change." + "reason": "Both change runner config, but one rewires workflow groups broadly while the other only adds a new selectable SSH runner." }, { "left": "pull_request:9021", "right": "pull_request:9838", "accept": false, - "reason": "SD3 ControlNet layer-loading fix and Flux DreamBooth memory reduction are unrelated model-training changes." + "reason": "SD3 ControlNet layer-loading fix versus Flux DreamBooth memory/repetition logic; different models and issues." }, { "left": "pull_request:9060", "right": "pull_request:9286", "accept": false, - "reason": "Removing a debug print is not the same as exporting FluxMultiControlNetModel in __init__.py." + "reason": "Removing a stray debug print is unrelated to exporting a new class in __init__.py." }, { "left": "pull_request:9070", "right": "pull_request:9754", "accept": false, - "reason": "Flux Img2Img pipeline addition and Flux LoRA quantization training are distinct features." + "reason": "New Flux img2img pipeline versus a Flux LoRA quantization training project; not the same code-path problem." }, { "left": "pull_request:9196", "right": "pull_request:9598", "accept": false, - "reason": "PixArt attention processor work and Flux LoRA test-note cleanup do not describe the same underlying fix." + "reason": "PixArt attention-processor API addition versus documentation note for Flux LoRA tests; unrelated." }, { "left": "pull_request:9355", "right": "pull_request:9832", "accept": false, - "reason": "Adding workflow_dispatch to main GPU tests and adding quantization nightly tests are separate CI changes." + "reason": "Workflow dispatch for fast GPU tests versus adding quantization nightly tests; both CI-related but different changes." }, { "left": "pull_request:9379", "right": "pull_request:9442", "accept": false, - "reason": "Both are test-related, but one fixes Flux fast GPU tests while the other adjusts CI for deprecated attention blocks; different failure modes." + "reason": "Flux fast-test fixes versus a CI workaround for deprecated attention blocks; not the same underlying bug." }, { "left": "pull_request:9385", "right": "pull_request:9571", "accept": false, - "reason": "Flux ControlNet Xlabs support is a new model integration; control guidance start/end is a separate behavior change in Flux ControlNet." + "reason": "Different Flux ControlNet work: one adds Xlabs ControlNet support, the other adds guidance start/end controls to existing pipelines." }, { "left": "pull_request:9385", "right": "pull_request:9620", "accept": false, - "reason": "A new Xlabs ControlNet integration is unrelated to adding interrupt support to existing ControlNet pipelines." + "reason": "Xlabs ControlNet integration versus adding interrupt support to ControlNet pipelines; separate features." }, { "left": "pull_request:9385", "right": "pull_request:9658", "accept": false, - "reason": "New Xlabs ControlNet integration and a community demo script are different artifacts and not mergeable as one PR." + "reason": "Different artifacts and goals: Xlabs ControlNet support versus a community demo for distilled Flux ControlNet." }, { "left": "pull_request:9385", "right": "pull_request:9860", "accept": false, - "reason": "Xlabs ControlNet support and SD3.5 ControlNet example updates are different codebases and goals." + "reason": "Xlabs ControlNet support versus SD3.5 ControlNet example support; distinct models and code paths." }, { "left": "pull_request:4847", "right": "pull_request:6752", "accept": false, - "reason": "PromptFreeDiffusion and PromptDiffusion are different community research projects with different implementations." + "reason": "Prompt Free Diffusion community example and PromptDiffusion research pipeline are different projects, not the same change." }, { "left": "pull_request:10122", "right": "pull_request:9257", "accept": false, - "reason": "Flux attention-mask plumbing and DreamBooth Flux prompt-tokenization fixes touch different code paths." + "reason": "Flux attention-mask fix versus DreamBooth Flux prompt/tokenization bug fix; separate code paths and symptoms." }, { "left": "pull_request:1527", "right": "pull_request:3298", "accept": false, - "reason": "Stable Diffusion inpaint tensor-input support and arbitrary aspect ratio in IF super-resolution are unrelated pipeline changes." - }, - { - "left": "pull_request:1564", - "right": "pull_request:3042", - "accept": false, - "reason": "Default accelerate config docs and minimum accelerate version bumps are related only thematically, not the same fix." - }, - { - "left": "pull_request:5188", - "right": "pull_request:5393", - "accept": false, - "reason": "Adding compute_snr utility and updating training docs with HFApi are unrelated changes." + "reason": "Stable Diffusion inpaint tensor input support versus arbitrary aspect ratio support in IFSuperResolution; unrelated pipeline changes." } ] }, @@ -146499,15 +146532,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 133, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10132", "pull_request:10148", @@ -146535,14 +146568,14 @@ "pull_request:1424", "pull_request:1468", "pull_request:1527", + "pull_request:1564", "pull_request:159", - "pull_request:1945", - "pull_request:1967", - "pull_request:2327", "pull_request:2655", - "pull_request:3168", + "pull_request:3042", "pull_request:397", "pull_request:415", + "pull_request:5188", + "pull_request:5393", "pull_request:718", "pull_request:7634", "pull_request:7893", @@ -146558,6 +146591,8 @@ "pull_request:9987" ], "soft_pairs": [ + "pull_request:1564|pull_request:3042", + "pull_request:5188|pull_request:5393", "pull_request:7634|pull_request:8404", "pull_request:7893|pull_request:9721", "pull_request:11588|pull_request:11639", @@ -146581,194 +146616,192 @@ "pull_request:1424|pull_request:397", "pull_request:1424|pull_request:415", "pull_request:1468|pull_request:2655", - "pull_request:159|pull_request:718", - "pull_request:1945|pull_request:2327", - "pull_request:1967|pull_request:3168" + "pull_request:159|pull_request:718" ], - "prepared_review_unit_hash": "06a991b1f6b2ec38740e85d208a7741964d3d70c7fbf9443020015f73344c1af", + "prepared_review_unit_hash": "af236d6d74539f49c60b0d190140881db1e194641b06f01abee59bf1d88c42fe", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 101627, - "estimated_input_tokens": 25407, - "estimated_eval_tokens": 51070 + "serialized_chars": 103382, + "estimated_input_tokens": 25846, + "estimated_eval_tokens": 51948 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; it mixes unrelated PRs across CI, docs, model additions, tests, and refactors. There is no single underlying bug/change that explains the whole cluster, so no canonical item stands out.", - "confidence": 0.99, + "summary": "The cluster is highly heterogeneous: most soft links are just broad subsystem overlap (docs, CI, Dockerfiles, model additions, or test refactors) rather than the same concrete bug or change. I would not merge any of these pairs as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single pull request is a credible canonical anchor for this cluster because the linked PRs span unrelated changes across docs, CI, models, pipelines, and tests.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No PR is a strong global representative; the cluster does not share one underlying fix/change. If forced, none of the PRs is suitable as canonical.", "soft_edge_verdicts": [ + { + "left": "pull_request:1564", + "right": "pull_request:3042", + "accept": false, + "reason": "Both touch DreamBooth-related docs/requirements, but one adds a default accelerate config and the other raises an accelerate minimum version. Different changes." + }, + { + "left": "pull_request:5188", + "right": "pull_request:5393", + "accept": false, + "reason": "One adds compute_snr to training utils; the other updates training docs/examples to use HFApi. Same area, not the same bug/change." + }, { "left": "pull_request:7634", "right": "pull_request:8404", "accept": false, - "reason": "Different features: Kohya high-res fix vs Latte video-generation model/pipeline integration." + "reason": "One adds a high-res fix UNet/pipeline; the other adds Latte video generation. Completely different features." }, { "left": "pull_request:7893", "right": "pull_request:9721", "accept": false, - "reason": "Both touch Dockerfiles, but one upgrades Python in images/docs while the other pins Torch versions; unrelated changes." + "reason": "Both are Dockerfile maintenance, but one upgrades Python versions and the other pins torch versions. Different infra issues." }, { "left": "pull_request:11588", "right": "pull_request:11639", "accept": false, - "reason": "Different code paths: LoRA expansion for I2V vs Wan video-to-video latent sampling behavior." + "reason": "Both involve Wan video code, but one extends LoRA I2V support and the other standardizes VAE encode sampling. Different concrete code paths." }, { "left": "pull_request:10132", "right": "pull_request:9426", "accept": false, - "reason": "Separate CI maintenance: tokenizers install for PEFT backend vs artifact uploader version bump." + "reason": "Both are CI workflow edits, but one installs tokenizers for a PEFT test job and the other updates artifact uploader versions. Not the same fix." }, { "left": "pull_request:10597", "right": "pull_request:9987", "accept": false, - "reason": "One is a docs model-id tweak; the other is SD3.5 IP-Adapter integration across loaders, models, and pipeline code." + "reason": "One only updates an SD3 docs checkpoint id; the other adds SD3.5 IP-Adapter pipeline integration. Different work items." }, { "left": "pull_request:10148", "right": "pull_request:8702", "accept": false, - "reason": "OmniGen feature/docs addition vs SD3 conversion script; different models and workflows." + "reason": "OmniGen addition vs SD3 conversion script. Unrelated functionality." }, { "left": "pull_request:10197", "right": "pull_request:8978", "accept": false, - "reason": "CI TPU runner update vs large DreamBooth/Imagic example refresh; unrelated." + "reason": "Both affect CI, but one changes TPU runner config and the other is a large example/notebook update. Different concerns." }, { "left": "pull_request:10200", "right": "pull_request:8722", "accept": false, - "reason": "Unrelated refactors in different subsystems: ControlNet union cleanup vs embeddings refactor." + "reason": "One refactors ControlNet Union; the other refactors embeddings internals. Broad refactors, but not the same underlying change." }, { "left": "pull_request:10271", "right": "pull_request:9524", "accept": false, - "reason": "Test-only TorchAO serialization refactor vs CogVideoX VAE conv-cache removal; different code paths." + "reason": "TorchAO test refactor vs CogVideoX VAE conv_cache refactor. No shared bug or code path." }, { "left": "pull_request:10370", "right": "pull_request:10850", "accept": false, - "reason": "TorchAO quantizer style/version guard change vs hook utility API additions; not the same bug or change." + "reason": "Style/compat cleanup in torchao quantizer vs adding diffusers hook helper utilities. Different changes." }, { "left": "pull_request:10547", "right": "pull_request:11052", "accept": false, - "reason": "Offload test adjustments for specific transformers vs a CUDA-compute-capability test decorator for quantization." + "reason": "Both touch tests, but one fixes offload tests for specific transformers and the other adds a CUDA compatibility test decorator. Not duplicates." }, { "left": "pull_request:10554", "right": "pull_request:9077", "accept": false, - "reason": "Specific SD3 mini LoRA bugfix vs general typo/doc cleanup; unrelated scopes." + "reason": "One fixes a logic bug in SD3 LoRA loading; the other is a typo/docs cleanup PR. Not the same issue." }, { "left": "pull_request:10554", "right": "pull_request:9739", "accept": false, - "reason": "Specific SD3 mini LoRA bugfix vs docs/example update for SD3 single-file loading; different changes." + "reason": "One fixes the transformer-vs-unet state-dict filter bug; the other updates SD3 docs/example text. Different scope." }, { "left": "pull_request:1137", "right": "pull_request:1527", "accept": false, - "reason": "Legacy inpaint safety-checker dtype fix vs tensor image/mask input support; different failure modes." + "reason": "Legacy inpaint safety-checker dtype fix vs allowing tensor image/mask inputs in inpaint. Same family, but different bugs." }, { "left": "pull_request:11813", "right": "pull_request:11818", "accept": false, - "reason": "Both touch Flux/Kontext, but one is training/docs and the other is an inference sync optimization; not mergeable as one PR." + "reason": "One is Kontext training docs/code; the other removes syncs in inference denoising loops. Different code paths." }, { "left": "pull_request:12062", "right": "pull_request:12450", "accept": false, - "reason": "Both are CI changes, but one enables all GPUs and the other revisits installations; distinct infra fixes." + "reason": "Both are CI-wide changes, but one enables all GPUs and the other revisits dependency installation. Not one concrete bug." }, { "left": "pull_request:1219", "right": "pull_request:397", "accept": false, - "reason": "DDIM docs vs Quicktour docs; completely different documentation pages." + "reason": "DDIM docs vs Quicktour docs. Both documentation-only, but unrelated content." }, { "left": "pull_request:1219", "right": "pull_request:415", "accept": false, - "reason": "DDIM docs vs training overview/docs; unrelated documentation updates." + "reason": "DDIM docs vs training overview/docs. Different documentation updates." }, { "left": "pull_request:12360", "right": "pull_request:12797", "accept": false, - "reason": "Chroma docs fix vs Kandinsky docs minor fixes; different model docs." + "reason": "Chroma docs fix vs Kandinsky docs fixes. Unrelated model docs." }, { "left": "pull_request:12637", "right": "pull_request:13146", "accept": false, - "reason": "Simple comment cleanup in Sana video vs tokenizer type fix in PAG HunyuanDiT; unrelated." + "reason": "Sana video copy cleanup vs MT5Tokenizer type fix in PAG HunyuanDiT. Different models and issues." }, { "left": "pull_request:1424", "right": "pull_request:397", "accept": false, - "reason": "SD2 docs addition vs Quicktour docs; different docs sets and purposes." + "reason": "Stable Diffusion 2 docs vs Quicktour. Different docs packages." }, { "left": "pull_request:1424", "right": "pull_request:415", "accept": false, - "reason": "SD2 docs addition vs training docs overhaul; unrelated documentation areas." + "reason": "Stable Diffusion 2 docs vs training overview docs. Not the same change." }, { "left": "pull_request:1468", "right": "pull_request:2655", "accept": false, - "reason": "Saving trained betas in schedulers vs LoRA load/save behavior; different underlying features." + "reason": "Saving trained betas in schedulers/config vs LoRA saving/loading fixes. Both persistence-related, but distinct bugs." }, { "left": "pull_request:159", "right": "pull_request:718", "accept": false, - "reason": "Both are typo fixes, but they affect different files and scopes; not the same underlying change." - }, - { - "left": "pull_request:1945", - "right": "pull_request:2327", - "accept": false, - "reason": "2D UNet block tests vs UNet input-length validation; different test targets and code paths." - }, - { - "left": "pull_request:1967", - "right": "pull_request:3168", - "accept": false, - "reason": "CPU offload example tweak vs doc-builder testing WIP; unrelated." + "reason": "Both are typo cleanup PRs, but they touch different files and eras; no shared underlying bug/change." } ] }, @@ -146782,26 +146815,30 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 134, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:1945", + "pull_request:1967", "pull_request:1982", "pull_request:2138", "pull_request:2271", "pull_request:2322", + "pull_request:2327", "pull_request:2345", "pull_request:2398", "pull_request:2553", "pull_request:2759", "pull_request:3003", "pull_request:3006", + "pull_request:3168", "pull_request:3262", "pull_request:3292", "pull_request:3400", @@ -146824,23 +146861,21 @@ "pull_request:418", "pull_request:4187", "pull_request:4239", - "pull_request:4294", - "pull_request:4347", "pull_request:453", "pull_request:4887", "pull_request:531", "pull_request:555", "pull_request:5622", - "pull_request:5707", "pull_request:5754", "pull_request:5895", - "pull_request:5916", "pull_request:6405", "pull_request:6410", "pull_request:774", "pull_request:909" ], "soft_pairs": [ + "pull_request:1945|pull_request:2327", + "pull_request:1967|pull_request:3168", "pull_request:1982|pull_request:531", "pull_request:2138|pull_request:4239", "pull_request:2271|pull_request:3400", @@ -146865,200 +146900,198 @@ "pull_request:397|pull_request:418", "pull_request:402|pull_request:453", "pull_request:415|pull_request:418", - "pull_request:4239|pull_request:6410", - "pull_request:4294|pull_request:5916", - "pull_request:4347|pull_request:5707" + "pull_request:4239|pull_request:6410" ], - "prepared_review_unit_hash": "51e24ee9fc2788b12d960b0ab08c5cce0fc8746b5ac8d6173b0a428dc018fc79", + "prepared_review_unit_hash": "f0dddf1d50c12fc8e0c6d8dc8105f0b1ac3db2bb829c646c468523339d41a132", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 100947, - "estimated_input_tokens": 25237, - "estimated_eval_tokens": 50730 + "serialized_chars": 98748, + "estimated_input_tokens": 24687, + "estimated_eval_tokens": 49630 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly unrelated docs, tests, and feature/maintenance PRs. The soft pairs are only superficially similar; none look like the same underlying bug or change, so all should be rejected as duplicates.", - "confidence": 0.95, + "summary": "No duplicate cluster here: the items are mostly unrelated docs, tests, CI, and small bugfix PRs. The soft edges are superficial theme matches only; none fix the same concrete code path.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a true duplicate anchor for the cluster, but PR #3003 is the strongest standalone bug-fix candidate: it makes a concrete scheduler behavior change across multiple files and includes targeted test coverage, unlike the mostly doc/test-only PRs.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #3003 is the most suitable global representative because it addresses a concrete code-path bug with a clear fix and tests; the other items are mostly typos, docs reshaping, or unrelated maintenance changes.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "pull_request:1945", + "right": "pull_request:2327", + "accept": false, + "reason": "Tests for UNet 2D blocks vs. a UNet input-length validation change; different underlying changes and scopes." + }, + { + "left": "pull_request:1967", + "right": "pull_request:3168", + "accept": false, + "reason": "A runtime `torch.cuda.empty_cache()` tweak in Stable Diffusion vs. a docs-builder workflow change; unrelated." + }, { "left": "pull_request:1982", "right": "pull_request:531", "accept": false, - "reason": "Example test path tweak vs GPU test-device fixture adjustment; both are test maintenance, not the same bug/change." + "reason": "Both are test-only PRs, but they target different test files and different behaviors; not the same bug/change." }, { "left": "pull_request:2138", "right": "pull_request:4239", "accept": false, - "reason": "Doc typo fix vs SDXL text-encoder-related code change; unrelated scope and no shared concrete issue." + "reason": "A docs typo fix vs. a DreamBooth LoRA text-encoder-related code change; no shared defect." }, { "left": "pull_request:2271", "right": "pull_request:3400", "accept": false, - "reason": "Slow-test expected-value updates vs adding omegaconf dependency; different maintenance areas." + "reason": "Slow test expected-value updates vs. adding `omegaconf` dependencies; unrelated." }, { "left": "pull_request:2322", "right": "pull_request:3262", "accept": false, - "reason": "Broad update to examples/inpainting code vs IF name rename/docs update; not the same code-path problem." + "reason": "A large inpaint example/update PR vs. a DeepFloyd IF rename/docs/API update; different pipelines and code paths." }, { "left": "pull_request:2345", "right": "pull_request:4187", "accept": false, - "reason": "xFormers version warning in training scripts vs DPMSolver timestep/index logic; unrelated fixes." + "reason": "xFormers training warning in example scripts vs. DPMSolver timestep indexing logic; unrelated fixes." }, { "left": "pull_request:2398", "right": "pull_request:4187", "accept": false, - "reason": "Pix2Pix Zero docs/example cleanup vs scheduler index-counter change; only broad diffusion-scheduler domain overlap." + "reason": "Pix2Pix Zero docs addition vs. scheduler indexing logic; different artifacts and purposes." }, { "left": "pull_request:2553", "right": "pull_request:555", "accept": false, - "reason": "Flax cfg flag implementation vs adding Flax VAE support; separate features in different code paths." + "reason": "Flax CFG flag support across Stable Diffusion pipelines vs. adding a Flax VAE model; not the same issue." }, { "left": "pull_request:2759", "right": "pull_request:774", "accept": false, - "reason": "Workflow/example sync and model changes vs test-threshold adjustment; not the same underlying issue." + "reason": "A broad test-running/CI PR vs. a small test fix; not one underlying change." }, { "left": "pull_request:2759", "right": "pull_request:909", "accept": false, - "reason": "Workflow/example sync and model changes vs inpaint test update; no concrete overlap." + "reason": "A broad CI/test orchestration PR vs. a specific inpaint test update; unrelated." }, { "left": "pull_request:3003", "right": "pull_request:3006", "accept": false, - "reason": "Both touch DDPM/DDIM variance logic, but one fixes dynamic thresholding while the other fixes variance clamping/log handling; different bugs and not mergeable as one PR." + "reason": "Both touch schedulers, but one is dynamic-thresholding behavior/docs and the other is variance handling in DDPM; different concrete bugs." }, { "left": "pull_request:3292", "right": "pull_request:3536", "accept": false, - "reason": "Training-script input perturbation feature vs IF super-resolution PIL normalization fix; unrelated changes." + "reason": "Training input perturbation for text-to-image vs. DeepFloyd IF super-resolution PIL normalization; unrelated." }, { "left": "pull_request:3607", "right": "pull_request:5754", "accept": false, - "reason": "Temb-attention fix in core attention code vs formatting-only dataset-loading cleanup; not the same change." + "reason": "Attention/temb fix vs. style-only formatting cleanup; no shared bug." }, { "left": "pull_request:3637", "right": "pull_request:3916", "accept": false, - "reason": "Large text-to-image sync / model-editing additions vs audio-generation sync; same repo area but unrelated content." + "reason": "Both are broad branch syncs, but they are not the same change set or underlying bug; too coarse to merge as duplicates." }, { "left": "pull_request:3642", "right": "pull_request:5895", "accept": false, - "reason": "Community TensorRT inpainting pipeline vs Stable Video Diffusion feature launch; entirely different functionality." + "reason": "A community TensorRT inpainting pipeline vs. Stable Video Diffusion; different features entirely." }, { "left": "pull_request:3653", "right": "pull_request:5622", "accept": false, - "reason": "Linting cleanup in one community script vs broad example-packaging/training overhaul; not the same bug or change." + "reason": "A lint-only cleanup vs. a large optimization/docs/examples PR; not the same fix." }, { "left": "pull_request:3766", "right": "pull_request:4887", "accept": false, - "reason": "Kandinsky conversion script update vs removing a latent input from a Kandinsky prior pipeline; distinct code paths." + "reason": "Kandinsky UNet conversion script updates vs. removing a latent input from a Kandinsky prior pipeline; same family, but different concrete code paths and changes." }, { "left": "pull_request:386", "right": "pull_request:390", "accept": false, - "reason": "Stable Diffusion docs/pipeline intro vs Apple Silicon MPS optimization docs; different docs pages and purposes." + "reason": "Stable Diffusion pipeline docs vs. Apple Silicon MPS optimization docs; unrelated documentation topics." }, { "left": "pull_request:388", "right": "pull_request:404", "accept": false, - "reason": "Unconditional latent diffusion docs vs fp16 optimization page; different documentation topics." + "reason": "Unconditional latent diffusion docs vs. fp16 optimization docs; different documentation changes." }, { "left": "pull_request:388", "right": "pull_request:417", "accept": false, - "reason": "Unconditional latent diffusion docs vs conditional image-generation guide; adjacent docs, but not the same page or content change." + "reason": "Unconditional latent diffusion docs vs. general inference pipeline docs; not the same artifact or change." }, { "left": "pull_request:3957", "right": "pull_request:6405", "accept": false, - "reason": "UNet attention-name correction WIP vs doc-builder workflow testing; unrelated." + "reason": "Attention-name correction in model code vs. a docs-builder workflow tweak; unrelated." }, { "left": "pull_request:397", "right": "pull_request:415", "accept": false, - "reason": "Quicktour/inference docs vs training overview docs; same documentation tree, but different guides." + "reason": "Quicktour docs vs. training docs; adjacent documentation, but not the same page or change." }, { "left": "pull_request:397", "right": "pull_request:418", "accept": false, - "reason": "Quicktour guide vs DiffusionPipeline API docs; both docs, but not the same change." + "reason": "Quicktour intro docs vs. API docs for DiffusionPipeline; different documentation sections and goals." }, { "left": "pull_request:402", "right": "pull_request:453", "accept": false, - "reason": "Toctree restructuring vs installation typo fix; related docs area but different concrete edits." + "reason": "Intro section rework vs. a single installation typo fix; related docs area, but not the same underlying change." }, { "left": "pull_request:415", "right": "pull_request:418", "accept": false, - "reason": "Training docs expansion vs DiffusionPipeline API docs; different documentation artifacts." + "reason": "Training docs vs. DiffusionPipeline API docs; different documentation targets." }, { "left": "pull_request:4239", "right": "pull_request:6410", "accept": false, - "reason": "SDXL text-encoder fix vs RL value-guided sampling module registration; unrelated code paths." - }, - { - "left": "pull_request:4294", - "right": "pull_request:5916", - "accept": false, - "reason": "SDXL model/checkpoint rename docs vs DreamBooth output_dir rename; different rename domains." - }, - { - "left": "pull_request:4347", - "right": "pull_request:5707", - "accept": false, - "reason": "Scheduler step-index counter work vs LCM test additions and loader tweaks; not the same underlying bug/change." + "reason": "DreamBooth LoRA text_encoder fix vs. RL value-guided sampling module registration; unrelated code paths." } ] }, @@ -147072,15 +147105,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 135, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:1038", "pull_request:10454", @@ -147093,14 +147126,14 @@ "pull_request:12021", "pull_request:12530", "pull_request:1527", - "pull_request:1554", "pull_request:1913", - "pull_request:1968", "pull_request:3160", "pull_request:3476", - "pull_request:3589", - "pull_request:5111", + "pull_request:4294", + "pull_request:4347", "pull_request:5552", + "pull_request:5707", + "pull_request:5916", "pull_request:6007", "pull_request:6140", "pull_request:6150", @@ -147132,6 +147165,8 @@ "pull_request:9620" ], "soft_pairs": [ + "pull_request:4294|pull_request:5916", + "pull_request:4347|pull_request:5707", "pull_request:5552|pull_request:6150", "pull_request:6007|pull_request:6864", "pull_request:6140|pull_request:6643", @@ -147155,203 +147190,198 @@ "pull_request:6229|pull_request:7941", "pull_request:7632|pull_request:9601", "pull_request:11273|pull_request:11433", - "pull_request:1527|pull_request:1913", - "pull_request:1554|pull_request:1968", - "pull_request:3589|pull_request:5111" + "pull_request:1527|pull_request:1913" ], - "prepared_review_unit_hash": "6322b16064971804fa3f4e60e36d83c80648330117b846b4437d718918aaac23", + "prepared_review_unit_hash": "e571268b4f9bcf87ad81a3d496322906a51db157d3235eb9779f55fc1e1f7591", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 100829, - "estimated_input_tokens": 25208, - "estimated_eval_tokens": 50672 + "serialized_chars": 101599, + "estimated_input_tokens": 25400, + "estimated_eval_tokens": 51056 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated PRs across docs, tests, schedulers, and examples. The only near-match is the HunyuanVideo attention-mask area, but 10454 and 10482 still look like separate fixes rather than one mergeable PR.", - "confidence": 0.86, + "summary": "This cluster is mostly a grab-bag of unrelated PRs; the soft links are driven by superficial title/file similarity (docs, tests, or the same broad subsystem) rather than the same concrete bug or change. I would not merge any of the soft-edge pairs.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the items span unrelated fixes, docs, tests, utilities, schedulers, and pipeline changes, so there isn\u2019t a single underlying duplicate change to anchor the cluster.", "best_issue_reason": null, - "best_pr_reason": "pull_request:10482 is the strongest single runtime bug fix in the cluster, but it is still not a safe canonical for the whole set because the surrounding PRs are heterogeneous and the HunyuanVideo pair is not clearly one mergeable change.", + "best_pr_reason": "No PR is a safe global representative because the cluster is heterogeneous and the apparent links are only superficial.", "soft_edge_verdicts": [ + { + "left": "pull_request:4294", + "right": "pull_request:5916", + "accept": false, + "reason": "Both are rename-like changes, but they touch different files and unrelated semantics (SDXL rename/docs vs DreamBooth output_dir default)." + }, + { + "left": "pull_request:4347", + "right": "pull_request:5707", + "accept": false, + "reason": "Different changes: one adds a step index counter in schedulers/pipeline flow, the other is LCM test additions." + }, { "left": "pull_request:5552", "right": "pull_request:6150", "accept": false, - "reason": "Different fixes: FreeU disable cleanup vs IP-Adapter conversion logic." + "reason": "Same broad model codebase, but unrelated fixes: FreeU disable logic vs IP-Adapter conversion support." }, { "left": "pull_request:6007", "right": "pull_request:6864", "accept": false, - "reason": "Both are docs, but they cover unrelated content and goals." + "reason": "Both are docs, but they cover different topics and code paths; no shared underlying bug/change." }, { "left": "pull_request:6140", "right": "pull_request:6643", "accept": false, - "reason": "Separate documentation additions for different APIs/models." + "reason": "Both add API docs, but for different components (IP-Adapter vs UViT2D); not the same change." }, { "left": "pull_request:6215", "right": "pull_request:8386", "accept": false, - "reason": "Different test work on different models and failure modes." + "reason": "Both are test-only changes, but they fix unrelated test setup/shape issues in different suites." }, { "left": "pull_request:6754", "right": "pull_request:8978", "accept": false, - "reason": "Different areas entirely: DPO loss logic vs broad DreamBooth/Imagic updates." + "reason": "One is a diffusion-DPO loss fix; the other is a large DreamBooth/Imagic notebook and example update. Unrelated." }, { "left": "pull_request:6765", "right": "pull_request:8978", "accept": false, - "reason": "Cache-path cleanup is unrelated to the large example/notebook overhaul." + "reason": "Path/cache utility cleanup vs example notebook updates; no common bug or code path." }, { "left": "pull_request:6766", "right": "pull_request:8978", "accept": false, - "reason": "Constants/path cleanup is unrelated to the example/notebook PR." + "reason": "Constants path handling vs example notebook updates; unrelated changes." }, { "left": "pull_request:6767", "right": "pull_request:8978", "accept": false, - "reason": "Flax loading-path fix is not the same change as the example overhaul." + "reason": "Flax loading path fixes vs example notebook updates; different code paths." }, { "left": "pull_request:6768", "right": "pull_request:8978", "accept": false, - "reason": "Configuration path handling is unrelated to the example/notebook PR." + "reason": "Configuration path handling vs example notebook updates; unrelated." }, { "left": "pull_request:6800", "right": "pull_request:8990", "accept": false, - "reason": "Import utility exposure vs adding a new PAG pipeline are distinct changes." + "reason": "Import-utility availability helper vs adding a new PAG pipeline; different concerns entirely." }, { "left": "pull_request:7247", "right": "pull_request:8696", "accept": false, - "reason": "Config-checking test tweaks and flaky Marigold test annotations are unrelated." + "reason": "One fixes config-checking tests; the other marks flaky Marigold tests. Both are tests, but not the same failure." }, { "left": "pull_request:7627", "right": "pull_request:9506", "accept": false, - "reason": "Different bug fixes in different pipelines and docs; not the same code path." + "reason": "Different issues: Playground img2img latent handling vs documentation path/import cleanup." }, { "left": "pull_request:8322", "right": "pull_request:8572", "accept": false, - "reason": "Both are errata/docs-heavy, but they fix different content and scope." + "reason": "Both are broad errata/docs cleanup, but they are distinct edits with different files and scopes." }, { "left": "pull_request:8478", "right": "pull_request:9620", "accept": false, - "reason": "Different features: HunyuanDiT ControlNet support vs ControlNet interrupt support." + "reason": "Separate Hunyuan/ControlNet work: one adds a model/pipeline, the other adds interrupt support to ControlNet execution." }, { "left": "pull_request:3160", "right": "pull_request:3476", "accept": false, - "reason": "Same broad Karras-sigmas theme, but different schedulers and implementations." + "reason": "Same feature family (Karras sigmas), but applied to different schedulers and not the same concrete bug/change." }, { "left": "pull_request:10454", "right": "pull_request:10482", "accept": false, - "reason": "Same HunyuanVideo attention-mask area, but 10482 looks like a later shape-handling change rather than the same concrete bugfix; not clearly mergeable into one PR." + "reason": "Both touch HunyuanVideo attention masking, but one fixes mask dimensional broadcasting while the other targets NaNs on older PyTorch; related area, different fixes." }, { "left": "pull_request:11516", "right": "pull_request:12021", "accept": false, - "reason": "LTX model release/update vs attention-backend support are distinct changes." + "reason": "LTX release/docs/pipeline integration vs attention-backend support for LTX; separate changes." }, { "left": "pull_request:1038", "right": "pull_request:1147", "accept": false, - "reason": "Same example file, but different fixes: dtype handling vs loading from subfolder." + "reason": "Both affect Flax example scripts, but one is a dtype fix and the other changes text-encoder loading from subfolder." }, { "left": "pull_request:11469", "right": "pull_request:12530", "accept": false, - "reason": "Both xfail tests, but they target different pipelines and upstream failures." + "reason": "Both are test xfails, but they target different pipelines and different version-related failures." }, { "left": "pull_request:6484", "right": "pull_request:6999", "accept": false, - "reason": "Same SVD pipeline, but separate bugs: GPU generator support vs tensor-image preprocessing." + "reason": "Same Stable Video Diffusion file, but one fixes GPU generators and the other fixes tensor image preprocessing; distinct bugs." }, { "left": "pull_request:6229", "right": "pull_request:7941", "accept": false, - "reason": "CI dependency install vs test slow-marker decoration are unrelated." + "reason": "Unrelated test changes: adding a CI dependency vs marking a test class slow." }, { "left": "pull_request:7632", "right": "pull_request:9601", "accept": false, - "reason": "Different DreamBooth/SD3 training issues: VAE path loading vs VAE dtype under mixed precision." + "reason": "Both concern DreamBooth training, but one fixes VAE loading path logic and the other changes VAE dtype handling." }, { "left": "pull_request:11273", "right": "pull_request:11433", "accept": false, - "reason": "Notification bot timeout cleanup is unrelated to the test decorator rename." + "reason": "Notification bot timeout change vs test decorator rename/fix; no shared code path." }, { "left": "pull_request:1527", "right": "pull_request:1913", "accept": false, - "reason": "Related image-input area, but one fixes inpaint tensor handling while the other validates img2img input types." - }, - { - "left": "pull_request:1554", - "right": "pull_request:1968", - "accept": false, - "reason": "Docs correction vs CPU offload behavior fix are not the same change." - }, - { - "left": "pull_request:3589", - "right": "pull_request:5111", - "accept": false, - "reason": "Reference-tricks README updates and Karras-sigmas scheduler work are unrelated." + "reason": "Both involve image/mask handling in pipelines, but they address different pipelines and opposite concerns (supporting tensors vs input validation)." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The overall summary is mostly grounded, but one soft-edge verdict is too strong. The 10454/10482 pair is related in the same HunyuanVideo attention-mask area, yet the packet does not clearly show they are mergeable into a single PR for the same bugfix; 10482 looks more like a later, different shape-handling change than a confirmed follow-up. For this review, that pair should stay conservative (false/uncertain) rather than accepted. The rest of the pairwise rejections are appropriately cautious." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -147359,20 +147389,18 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 136, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:10021", "pull_request:10086", "pull_request:10966", - "pull_request:10968", "pull_request:11089", "pull_request:11243", "pull_request:11366", @@ -147384,21 +147412,23 @@ "pull_request:12493", "pull_request:1468", "pull_request:152", + "pull_request:1554", "pull_request:1913", "pull_request:1945", + "pull_request:1968", "pull_request:2706", "pull_request:2928", "pull_request:2959", "pull_request:2968", "pull_request:3037", "pull_request:3298", - "pull_request:3499", "pull_request:3536", - "pull_request:3632", + "pull_request:3589", "pull_request:3798", "pull_request:4451", "pull_request:4855", "pull_request:5035", + "pull_request:5111", "pull_request:5788", "pull_request:5792", "pull_request:5946", @@ -147419,6 +147449,8 @@ "pull_request:8937" ], "soft_pairs": [ + "pull_request:1554|pull_request:1968", + "pull_request:3589|pull_request:5111", "pull_request:3798|pull_request:5948", "pull_request:4451|pull_request:6261", "pull_request:4855|pull_request:5788", @@ -147441,188 +147473,186 @@ "pull_request:7455|pull_request:8512", "pull_request:11243|pull_request:12315", "pull_request:7068|pull_request:7277", - "pull_request:2959|pull_request:3037", - "pull_request:3499|pull_request:3632", - "pull_request:10021|pull_request:10968" + "pull_request:2959|pull_request:3037" ], - "prepared_review_unit_hash": "6e5df18eef885b75ec708e82e44fa1440c50ab0c441f3134ca02d8aa6c30434a", + "prepared_review_unit_hash": "423e493a6ac3b35396fa2cf807fadd4978243b78e2999f69dbdf132ad98787f5", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 104259, - "estimated_input_tokens": 26065, - "estimated_eval_tokens": 52386 + "serialized_chars": 102678, + "estimated_input_tokens": 25670, + "estimated_eval_tokens": 51596 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most pairs are only superficially similar by subsystem, docs, tests, or refactoring. I found no duplicate PR pair that clearly fixes the same concrete bug/change, so all soft edges should be rejected.", - "confidence": 0.96, + "summary": "This cluster is a loose similarity group of mostly unrelated small PRs spanning docs, tests, CI, and pipeline fixes. None of the soft-edge pairs look like the same underlying bug or change, so no merge-worthy duplicate is present.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR stands out because the items span unrelated fixes across CI, docs, LoRA, pipelines, tests, and model internals.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No good global PR representative; the cluster is too mixed for a single PR to summarize the underlying change set.", + "best_pr_reason": "pull_request:4855 is the strongest standalone PR in the set because it fixes a concrete core loading/offloading path across multiple pipelines, but it is still unrelated to the other items and should not be treated as a duplicate anchor.", "soft_edge_verdicts": [ + { + "left": "pull_request:1554", + "right": "pull_request:1968", + "accept": false, + "reason": "Docs-only correction for UNet text shape vs a CPU offload behavior fix; different subsystem and bug." + }, + { + "left": "pull_request:3589", + "right": "pull_request:5111", + "accept": false, + "reason": "Community README note about scheduler quality vs adding generator support to K-DPM2/Karras code paths; not the same change." + }, { "left": "pull_request:3798", "right": "pull_request:5948", "accept": false, - "reason": "One is comment cleanup in training scripts; the other changes a warning condition in from_pretrained. Different code paths and goals." + "reason": "Comment cleanup in training scripts vs a from_pretrained warning condition fix; unrelated." }, { "left": "pull_request:4451", "right": "pull_request:6261", "accept": false, - "reason": "Nightly test relocation is unrelated to the attend-and-excite pipeline refactor; no shared bug or merged change." + "reason": "Moving tests to nightly is test scheduling, while 6261 refactors Attend-and-Excite pipeline imports; different intent and code path." }, { "left": "pull_request:4855", "right": "pull_request:5788", "accept": false, - "reason": "CPU offload/side-loading support and an LCM scheduler error message are unrelated changes." + "reason": "Offload-hook handling in loaders vs an LCM timestep validation error; no shared underlying bug." }, { "left": "pull_request:5946", "right": "pull_request:6448", "accept": false, - "reason": "One refactors example tests; the other adjusts LoRA assertions in a different test backend. Same area, different changes." + "reason": "Example test refactor vs LoRA test assertion fixes; both are tests, but not the same bug or change." }, { "left": "pull_request:10086", "right": "pull_request:8467", "accept": false, - "reason": "SD3 skip-guidance batching and the SEGA pipeline fix address different pipelines and bugs." + "reason": "Stable Diffusion 3 skip-guidance-layer batching bug vs SEGA device placement fix; different pipelines and failure modes." }, { "left": "pull_request:10966", "right": "pull_request:11366", "accept": false, - "reason": "CogView4 input validation and Hidream transformer output changes are unrelated model/pipeline fixes." + "reason": "CogView4 input validation vs Hidream transformer output shape change; unrelated artifacts." }, { "left": "pull_request:11089", "right": "pull_request:11841", "accept": false, - "reason": "Both are docs-only, but they cover different topics: Wan memory optimizations vs batch inference docs." + "reason": "Wan docs memory optimization update vs batch inference docs addition; distinct documentation changes." }, { "left": "pull_request:11614", "right": "pull_request:12450", "accept": false, - "reason": "Docker CI security hardening and CI installation cleanup are separate CI changes, not the same fix." + "reason": "Docker CI security-related script fix vs broad CI installation cleanup; different workflows and problems." }, { "left": "pull_request:1229", "right": "pull_request:152", "accept": false, - "reason": "DreamBooth README install wording and local image-folder training support are unrelated." + "reason": "Dreambooth dependency/install note vs adding local folder dataset support; not the same underlying feature or bug." }, { "left": "pull_request:12315", "right": "pull_request:12493", "accept": false, - "reason": "Single-scheduler LoRA test cleanup and LTX 0.9.8 feature work are not the same underlying change." + "reason": "LoRA test simplification vs LTX 0.9.8 pipeline/docs/model update; unrelated." }, { "left": "pull_request:1468", "right": "pull_request:3298", "accept": false, - "reason": "Saving trained betas in schedulers is unrelated to arbitrary aspect-ratio support in IF super-resolution." + "reason": "Scheduler config serialization/trained betas vs arbitrary aspect ratio support in IF superresolution; different code paths." }, { "left": "pull_request:1913", "right": "pull_request:3536", "accept": false, - "reason": "Input-type validation for img2img and PIL normalization fixes in IF super-resolution are different bugs and pipelines." + "reason": "Input type validation in img2img pipelines vs PIL normalization bug in IF superresolution; separate issues." }, { "left": "pull_request:1945", "right": "pull_request:2706", "accept": false, - "reason": "UNet block tests and EMA save/restore in training are not the same code-path problem." + "reason": "New UNet block tests vs EMA save/restore during unconditional training; no shared bug." }, { "left": "pull_request:2928", "right": "pull_request:3298", "accept": false, - "reason": "ControlNet local dataset loading and IF aspect-ratio handling are unrelated." + "reason": "ControlNet local dataset loading vs IF superresolution aspect ratio work; unrelated training/pipeline changes." }, { "left": "pull_request:2968", "right": "pull_request:788", "accept": false, - "reason": "Both touch img2img-related code, but one fixes post-processing flow while the other addresses PIL resampling warnings and image handling; not the same change." + "reason": "Post-processing indentation/branch fix vs PIL resampling warning fix; different img2img concerns." }, { "left": "pull_request:5035", "right": "pull_request:5792", "accept": false, - "reason": "Removing a transformers install requirement and fixing import paths are separate dependency/import cleanups." + "reason": "Optional transformers import removal vs import-path cleanup in example scripts; unrelated maintenance." }, { "left": "pull_request:6432", "right": "pull_request:8510", "accept": false, - "reason": "A README learning-rate tweak is not the same as changing LR scheduler math in DreamBooth advanced training." + "reason": "README learning-rate edit vs scheduler math fix in advanced LoRA training; not the same concrete problem." }, { "left": "pull_request:6904", "right": "pull_request:8937", "accept": false, - "reason": "Adding PIL-image support to load_image and AuraFlow long-prompt handling are unrelated." + "reason": "load_image PIL support vs AuraFlow long-prompt handling; unrelated functionality." }, { "left": "pull_request:7044", "right": "pull_request:8761", "accept": false, - "reason": "A UNet refactor re-addition and a Hunyuan embedding refactor are different internal model changes." + "reason": "UNet refactor re-addition vs Hunyuan embedding refactor; both refactors, but different models and code paths." }, { "left": "pull_request:7455", "right": "pull_request:8512", "accept": false, - "reason": "Removing distutils and deleting a deprecated mask-prep helper are different maintenance changes." + "reason": "Remove distutils broadly vs deprecated mask helper removal; different maintenance tasks." }, { "left": "pull_request:11243", "right": "pull_request:12315", "accept": false, - "reason": "Musubi Wan LoRA support and a LoRA test scheduler simplification do not fix the same bug or feature." + "reason": "Musubi Wan LoRA conversion support vs LoRA test scheduler simplification; one adds conversion code, the other edits tests." }, { "left": "pull_request:7068", "right": "pull_request:7277", "accept": false, - "reason": "Both mention typos, but 7277 is a broader docs/test parameter update; they are not the same underlying change set." + "reason": "Typos-only cleanup vs deprecated-parameter/test updates plus typos; overlapping theme, but not the same change." }, { "left": "pull_request:2959", "right": "pull_request:3037", "accept": false, - "reason": "UNet3D norm-group test adjustment and skipping an unstable MPS test are unrelated test maintenance changes." - }, - { - "left": "pull_request:3499", - "right": "pull_request:3632", - "accept": false, - "reason": "Panorama dpmsolver bug fix and support for batched panorama views are different pipeline changes." - }, - { - "left": "pull_request:10021", - "right": "pull_request:10968", - "accept": false, - "reason": "Both are LTX-related, but 10968 is a later release/follow-up with new condition pipeline and conversion changes, not the same concrete PR." + "reason": "UNet3D test adjustment vs skipping an unstable MPS test; different test maintenance issues." } ] }, @@ -147636,16 +147666,17 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 137, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:10021", "pull_request:10140", "pull_request:10148", "pull_request:10326", @@ -147656,6 +147687,7 @@ "pull_request:10579", "pull_request:10837", "pull_request:10943", + "pull_request:10968", "pull_request:10981", "pull_request:11052", "pull_request:11089", @@ -147663,15 +147695,13 @@ "pull_request:11142", "pull_request:11252", "pull_request:11434", - "pull_request:12005", "pull_request:12086", - "pull_request:12137", - "pull_request:12420", "pull_request:12490", "pull_request:13022", - "pull_request:13081", "pull_request:2595", "pull_request:2928", + "pull_request:3499", + "pull_request:3632", "pull_request:3708", "pull_request:382", "pull_request:3928", @@ -147696,6 +147726,8 @@ "pull_request:9918" ], "soft_pairs": [ + "pull_request:3499|pull_request:3632", + "pull_request:10021|pull_request:10968", "pull_request:10537|pull_request:11142", "pull_request:2595|pull_request:3928", "pull_request:6311|pull_request:6405", @@ -147717,182 +147749,174 @@ "pull_request:10454|pull_request:10837", "pull_request:10579|pull_request:9918", "pull_request:11052|pull_request:11089", - "pull_request:11091|pull_request:12086", - "pull_request:12005|pull_request:12420", - "pull_request:12137|pull_request:13081" + "pull_request:11091|pull_request:12086" ], - "prepared_review_unit_hash": "a0a130c77ce5306a34168147a4b427bb091c58b9315aad884f5f66c35f013d05", + "prepared_review_unit_hash": "bad33a2d9c2bb8cf9ba88b31fa4b4804d44c6a43497eef886d6046f2bda9a322", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 102768, - "estimated_input_tokens": 25692, - "estimated_eval_tokens": 51640 + "serialized_chars": 106130, + "estimated_input_tokens": 26533, + "estimated_eval_tokens": 53322 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated feature additions, docs updates, test tweaks, style fixes, and bug fixes. None of the soft-edge pairs look like the same underlying change, so there is no credible duplicate canonical PR here.", - "confidence": 0.97, + "summary": "This cluster is not a true duplicate set: most pairs are only loosely related by subsystem, docs, or adjacent feature work, but they do not fix the same concrete bug/change. No single PR stands out as a canonical representative.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR cleanly represents the cluster because the items are not one bug/change family; they span many unrelated subsystems and docs-only updates.", + "canonical_pr_reason": "No canonical PR: the items span unrelated features, docs, tests, workflow, and bug-fix changes across different code paths.", "best_issue_reason": null, - "best_pr_reason": "No valid global best PR for deduplication: any choice would be arbitrary because the cluster is not a true duplicate set.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "pull_request:3499", + "right": "pull_request:3632", + "accept": false, + "reason": "Both touch panorama, but one fixes a dpmsolver bug while the other adds view batching; different problems and merge scopes." + }, + { + "left": "pull_request:10021", + "right": "pull_request:10968", + "accept": false, + "reason": "Both are LTX-related, but one adds the initial LTX Video support and the other upgrades to LTX 0.9.5 with a new condition pipeline; not the same change." + }, { "left": "pull_request:10537", "right": "pull_request:11142", "accept": false, - "reason": "Different Sana workstreams: Sana-4K PAG/docs changes vs Sana-Sprint converter fixes." + "reason": "Both are Sana-related, but one is a Sana-4K pipeline update and the other is a Sana Sprint converter fix; separate code paths and goals." }, { "left": "pull_request:2595", "right": "pull_request:3928", "accept": false, - "reason": "Both touch schedulers, but one fixes config switching while the other fixes ControlNet timestep gating; different bugs." + "reason": "They touch schedulers/controlnet broadly, but the actual bugs are different: scheduler switching behavior vs controlnet timestep accounting." }, { "left": "pull_request:6311", "right": "pull_request:6405", "accept": false, - "reason": "Unrelated docs changes: a fast-diffusion tutorial vs a doc-builder workflow tweak." + "reason": "One adds a tutorial, the other tweaks a doc workflow; unrelated changes." }, { "left": "pull_request:4408", "right": "pull_request:4819", "accept": false, - "reason": "SDXL single-file/inpainting support overlap only superficially; these fix different code paths." + "reason": "Both relate to inpainting, but one is from_single_file SDXL support and the other is latent-input handling across inpainting pipelines; not the same bug." }, { "left": "pull_request:12490", "right": "pull_request:13022", "accept": false, - "reason": "Test fixture change for Audioldm2 vs Dockerfile CUDA dependency fix; unrelated." + "reason": "Completely unrelated: Audioldm2 test config vs Dockerfile dependency fixes." }, { "left": "pull_request:10943", "right": "pull_request:10981", "accept": false, - "reason": "Separate LoRA feature additions for Wan and CogView4; not one mergeable change." + "reason": "Both add LoRA support, but for different model families and separate implementations." }, { "left": "pull_request:10326", "right": "pull_request:11252", "accept": false, - "reason": "MPS workflow quoting fix vs branch timeout constant change; unrelated." + "reason": "Different maintenance fixes in unrelated files: workflow syntax vs timeout constant usage." }, { "left": "pull_request:10478", "right": "pull_request:11434", "accept": false, - "reason": "Style cleanup across pipelines vs a test import fix; not the same change." + "reason": "Style cleanup in code vs a test import fix; not the same underlying issue." }, { "left": "pull_request:2928", "right": "pull_request:3708", "accept": false, - "reason": "ControlNet local dataset loading vs version-sorting utility fix; completely different areas." + "reason": "One allows custom local datasets for ControlNet training; the other fixes release-version sorting logic." }, { "left": "pull_request:382", "right": "pull_request:401", "accept": false, - "reason": "Different docs pages for different pipelines (DDPM vs Stochastic Karras VE)." + "reason": "Both are docs, but for different pipelines and different content changes." }, { "left": "pull_request:4112", "right": "pull_request:5747", "accept": false, - "reason": "DreamBooth LoRA rank support vs adding data_dir to dataset loading; unrelated." + "reason": "Dreambooth LoRA rank support and dataset data_dir handling are unrelated example improvements." }, { "left": "pull_request:5393", "right": "pull_request:5407", "accept": false, - "reason": "HFApi training docs update vs mixed-precision training fix in a different example." + "reason": "Docs/example modernization vs mixed-precision training fix; different concerns." }, { "left": "pull_request:5952", "right": "pull_request:6065", "accept": false, - "reason": "Both are docs list updates, but they add different pipelines and don't share an underlying bug." + "reason": "Both update pipeline docs, but they cover different pipelines and different documentation additions." }, { "left": "pull_request:8618", "right": "pull_request:8722", "accept": false, - "reason": "SD3 tiny autoencoder shift_factor change vs embeddings refactor; different code paths." + "reason": "A tiny autoencoder shift-factor change is unrelated to the embeddings refactor." }, { "left": "pull_request:10140", "right": "pull_request:10430", "accept": false, - "reason": "ConsisID feature PR vs TeaCache hook implementation; unrelated." + "reason": "ConsisID implementation and TeaCache are separate features with no shared bug/change." }, { "left": "pull_request:6308", "right": "pull_request:7461", "accept": false, - "reason": "PEFT LoRA test scaffolding vs a str_to_bool utility relocation; unrelated." + "reason": "A LoRA test fixture fix and a testing-utils boolean parser fix are unrelated." }, { "left": "pull_request:7247", "right": "pull_request:7771", "accept": false, - "reason": "Single-file config tuple handling vs marking a ControlNetXS test flaky; different test concerns." - }, - { - "left": "pull_request:10148", - "right": "pull_request:8652", - "accept": false, - "reason": "Both add new models, but OmniGen and Lumina-T2X are distinct features with different code bases." + "reason": "Config-checking test expectations vs flaky test marking; different test issues." }, { "left": "pull_request:10454", "right": "pull_request:10837", "accept": false, - "reason": "Hunyuan attention-mask bug fix vs SkyReels Hunyuan feature integration; not the same issue." + "reason": "One fixes a Hunyuan Video attention mask dimension bug; the other adds SkyReels Hunyuan models and docs." }, { "left": "pull_request:10579", "right": "pull_request:9918", "accept": false, - "reason": "Community example addition vs server example addition; different features." + "reason": "Separate examples: attentive eraser community pipeline vs a server example." }, { "left": "pull_request:11052", "right": "pull_request:11089", "accept": false, - "reason": "CUDA test-compat decorator vs Wan documentation updates; unrelated." + "reason": "A CUDA test compatibility decorator and Wan docs memory-optimization notes are unrelated." }, { "left": "pull_request:11091", "right": "pull_request:12086", "accept": false, - "reason": "Flux remote-encode changes vs modular Flux I2I support; different concrete changes." - }, - { - "left": "pull_request:12005", - "right": "pull_request:12420", - "accept": false, - "reason": "Sharded-checkpoint local_files_only behavior vs conditional torch.distributed import; unrelated." - }, - { - "left": "pull_request:12137", - "right": "pull_request:13081", - "accept": false, - "reason": "Parallel-loading constant refactor vs Qwen contiguous-tensor fix; different code paths." + "reason": "Both mention Flux, but one is remote encode support and the other is modular I2I support; different code paths and features." } ] }, @@ -147906,23 +147930,25 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 138, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:11979", + "pull_request:12005", + "pull_request:12137", "pull_request:1215", + "pull_request:12420", "pull_request:12736", - "pull_request:12812", + "pull_request:13081", "pull_request:13120", "pull_request:13150", - "pull_request:13280", "pull_request:13472", "pull_request:1468", "pull_request:152", @@ -147958,14 +147984,14 @@ "pull_request:530", "pull_request:5331", "pull_request:5407", - "pull_request:5559", "pull_request:5946", - "pull_request:6114", "pull_request:788", "pull_request:8563", "pull_request:9721" ], "soft_pairs": [ + "pull_request:12005|pull_request:12420", + "pull_request:12137|pull_request:13081", "pull_request:13120|pull_request:13150", "pull_request:13120|pull_request:13472", "pull_request:1468|pull_request:2892", @@ -147989,194 +148015,192 @@ "pull_request:8563|pull_request:9721", "pull_request:1215|pull_request:530", "pull_request:3001|pull_request:3476", - "pull_request:11979|pull_request:12736", - "pull_request:5559|pull_request:6114", - "pull_request:12812|pull_request:13280" + "pull_request:11979|pull_request:12736" ], - "prepared_review_unit_hash": "adc71b3a1b66e61df9c750a909817f6ae39384ca9cfdb7ffcc7b9ea8772125fb", + "prepared_review_unit_hash": "10a77d2f02ff7799d7d5e53b0186f860d3ae9bcb1ab11cbe69e5fa3ea35b751c", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 99718, - "estimated_input_tokens": 24930, - "estimated_eval_tokens": 50116 + "serialized_chars": 98430, + "estimated_input_tokens": 24608, + "estimated_eval_tokens": 49472 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate pairs here: the cluster is a grab-bag of unrelated PRs across docs, tests, schedulers, loaders, examples, and attention backends. Similarity is mostly superficial (same subsystem or generic fix wording), not the same underlying change.", + "summary": "The cluster is a set of false-positive similarity matches: most items are unrelated PRs spanning docs, tests, workflow, dependency pins, and distinct bug fixes. None of the soft-edge pairs look like the same underlying change or bug, so I would not merge any pair.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a true duplicate anchor. If one must represent the cluster, 12812 is the most central/core change because it modifies attention dispatch infrastructure rather than a narrow test or doc tweak.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "12812 is the strongest representative of the cluster\u2019s core code changes; the rest are mostly smaller, unrelated maintenance or feature PRs.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "pull_request:12005", + "right": "pull_request:12420", + "accept": false, + "reason": "Different problems: sharded-checkpoint offline behavior vs conditional torch.distributed import." + }, + { + "left": "pull_request:12137", + "right": "pull_request:13081", + "accept": false, + "reason": "Unrelated changes: parallel-loading flag refactor vs Qwen hidden-state contiguity for torchao." + }, { "left": "pull_request:13120", "right": "pull_request:13150", "accept": false, - "reason": "Different test concerns: AutoModel load-id tagging vs user-controlled recompile_limit. Same test area, but not the same bug or change." + "reason": "Both touch tests, but one adds AutoModel load-id coverage and the other changes recompile_limit handling." }, { "left": "pull_request:13120", "right": "pull_request:13472", "accept": false, - "reason": "Test addition for modular pipelines vs docs warning about float64. No shared code path or concrete fix." + "reason": "Tests for modular loading are unrelated to adding float64 gotchas to docs." }, { "left": "pull_request:1468", "right": "pull_request:2892", "accept": false, - "reason": "Unrelated fixes: saving trained betas in schedulers/config vs upscaler input validation. Different code paths and symptoms." + "reason": "Saving trained betas in schedulers/configs is unrelated to upscaler input/embed validation." }, { "left": "pull_request:152", "right": "pull_request:788", "accept": false, - "reason": "Training data-folder support vs PIL resampler warning fixes in img2img/inpaint. Both docs/examples adjacent, but not the same change." + "reason": "Local-folder dataset support is unrelated to PIL resampling warning fixes in image pipelines." }, { "left": "pull_request:1525", "right": "pull_request:51", "accept": false, - "reason": "Upscaling batch-size bugfix vs setup.py dependency pin. Entirely different domains." + "reason": "Different eras and issues: upscaler batch handling vs setup.py install_requires typo." }, { "left": "pull_request:1554", "right": "pull_request:2655", "accept": false, - "reason": "Docs correction for UNet hidden-state shapes vs LoRA save/load logic. Not the same underlying issue." + "reason": "Docs corrections are not the same as LoRA save/load behavior changes." }, { "left": "pull_request:1554", "right": "pull_request:402", "accept": false, - "reason": "Two separate documentation updates in different files and topics; no duplicate change." + "reason": "Both are docs PRs, but they update different documentation sections with no shared bug or feature." }, { "left": "pull_request:1920", "right": "pull_request:402", "accept": false, - "reason": "Docs addition for translation workflow vs docs intro/toctree restructuring. Different pages and goals." + "reason": "Both are docs, but one adds TRANSLATING.md and the other reorganizes the intro docs tree." }, { "left": "pull_request:1937", "right": "pull_request:3536", "accept": false, - "reason": "EMA extraction logic vs PIL normalization in IF super-resolution. Different pipelines and bugs." + "reason": "Stable diffusion EMA extraction logic is unrelated to DeepFloyd IF PIL normalization." }, { "left": "pull_request:2693", "right": "pull_request:3708", "accept": false, - "reason": "A single broken image link fix vs version-sorting code change. No overlap beyond being small maintenance PRs." + "reason": "A doc image-link fix is unrelated to packaging/version sorting for custom releases." }, { "left": "pull_request:2928", "right": "pull_request:3657", "accept": false, - "reason": "Both touch ControlNet-related code, but one adds local dataset loading while the other adjusts checkpoint parser arguments. Distinct fixes." + "reason": "Both mention controlnet, but one adds local dataset loading and the other adds checkpoint-argument parsing." }, { "left": "pull_request:2970", "right": "pull_request:4396", "accept": false, - "reason": "Variable rename in a DreamBooth example vs a broad prompt-encoding behavior change across many pipelines. Not the same code-path problem." + "reason": "Variable rename in a DreamBooth script is unrelated to allowing encode_prompt without a text-encoder instance variable." }, { "left": "pull_request:2983", "right": "pull_request:4963", "accept": false, - "reason": "Test dependency instructions vs installing accelerate main in CI/workflows. Different operational fixes." + "reason": "Test-dependency installation docs/workflow updates are different from installing accelerate main and related loader/workflow fixes." }, { "left": "pull_request:3054", "right": "pull_request:3321", "accept": false, - "reason": "Separate documentation updates for different sections; no shared underlying bug or feature." + "reason": "Different documentation topics; no shared underlying change." }, { "left": "pull_request:3292", "right": "pull_request:4887", "accept": false, - "reason": "Input perturbation in text-to-image training vs removing a latent input from a Kandinsky prior pipeline. Different models and behaviors." + "reason": "Input perturbation in text-to-image training is unrelated to removing latents from Kandinsky prior emb2emb." }, { "left": "pull_request:3321", "right": "pull_request:5407", "accept": false, - "reason": "Docs table update vs mixed-precision training example fix. No concrete duplicate change." + "reason": "Controlling-generation docs updates are unrelated to mixed-precision fixes in unconditional training." }, { "left": "pull_request:3397", "right": "pull_request:3746", "accept": false, - "reason": "A documentation note about local directory paths vs code fixing path joining in from_ckpt. Related wording, but not the same bugfix." + "reason": "A documentation note on local paths is not the same as a code fix for os.path.join handling." }, { "left": "pull_request:3561", "right": "pull_request:4112", "accept": false, - "reason": "Both DreamBooth-adjacent, but one is IF stage II upscaling and the other adds LoRA rank handling. Different features and code paths." + "reason": "Both touch DreamBooth code, but they solve different issues: IF stage-II upscaling vs adding LoRA rank plumbing." }, { "left": "pull_request:4787", "right": "pull_request:5946", "accept": false, - "reason": "LoRA weight-file selection logic vs example test refactor. Not the same change." + "reason": "LoRA loading relaxation is unrelated to refactoring example tests." }, { "left": "pull_request:5298", "right": "pull_request:5331", "accept": false, - "reason": "LoRA conv torch.compile fix vs switching examples to LoRALinear. Both LoRA-related, but they fix different concrete problems." + "reason": "Different LoRA code paths: compile support for conv layers vs replacing deprecated attention processors." }, { "left": "pull_request:8563", "right": "pull_request:9721", "accept": false, - "reason": "Different dependency pins in different build environments; no shared bug or merged change." + "reason": "These are unrelated dependency pins: accelerate/transformers version bumps vs torch version pinning in Dockerfiles." }, { "left": "pull_request:1215", "right": "pull_request:530", "accept": false, - "reason": "DDIM eta/cpu-generator fix vs img2img test assertion adjustment. Different artifacts and failures." + "reason": "DDIM generator/device fix is unrelated to flaky img2img test assertions." }, { "left": "pull_request:3001", "right": "pull_request:3476", "accept": false, - "reason": "Same broad scheduler family and Karras concept, but they target different scheduler classes and code paths. Too broad to merge as duplicates." + "reason": "Both add Karras-related scheduler support, but they target different scheduler classes and code paths." }, { "left": "pull_request:11979", "right": "pull_request:12736", "accept": false, - "reason": "Torch version gating in tests vs enabling regional compilation on a specific model. Related compilation theme, but not the same bug or change." - }, - { - "left": "pull_request:5559", - "right": "pull_request:6114", - "accept": false, - "reason": "New Latent Consistency img2img pipeline vs LPW support for img2img/inpaint. Distinct features." - }, - { - "left": "pull_request:12812", - "right": "pull_request:13280", - "accept": false, - "reason": "Both touch attention backends, but one adds CP/wrappers for kernels-based backends while the other adds FlashAttention-4 support. Different backend work and code paths." + "reason": "Compilation test version guards are unrelated to enabling regional compilation on Z-Image." } ] }, @@ -148190,22 +148214,21 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 139, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10200", "pull_request:10354", "pull_request:10704", "pull_request:10850", "pull_request:11254", - "pull_request:1128", "pull_request:11455", "pull_request:11465", "pull_request:11916", @@ -148215,18 +148238,21 @@ "pull_request:12092", "pull_request:12236", "pull_request:12419", + "pull_request:12812", "pull_request:130", "pull_request:13169", + "pull_request:13280", "pull_request:1513", "pull_request:1525", "pull_request:2314", "pull_request:2968", - "pull_request:3313", "pull_request:3561", "pull_request:388", "pull_request:390", "pull_request:4262", "pull_request:4347", + "pull_request:5559", + "pull_request:6114", "pull_request:6140", "pull_request:6305", "pull_request:6450", @@ -148238,8 +148264,6 @@ "pull_request:7319", "pull_request:748", "pull_request:7652", - "pull_request:7771", - "pull_request:7825", "pull_request:8600", "pull_request:8860", "pull_request:9175", @@ -148249,6 +148273,8 @@ "pull_request:9696" ], "soft_pairs": [ + "pull_request:5559|pull_request:6114", + "pull_request:12812|pull_request:13280", "pull_request:12419|pull_request:13169", "pull_request:9175|pull_request:9638", "pull_request:10200|pull_request:9307", @@ -148271,188 +148297,186 @@ "pull_request:8600|pull_request:8860", "pull_request:12004|pull_request:12074", "pull_request:11995|pull_request:12419", - "pull_request:10354|pull_request:9676", - "pull_request:7771|pull_request:7825", - "pull_request:1128|pull_request:3313" + "pull_request:10354|pull_request:9676" ], - "prepared_review_unit_hash": "8884ca5dc189f04c8dd770d7595beabc610e01f77ce5911df942b19a80fe7754", + "prepared_review_unit_hash": "07be13443aac773caf70db10cc9943fd60f44ea819dba8ca228de4f00f323e3b", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 97691, - "estimated_input_tokens": 24423, - "estimated_eval_tokens": 49102 + "serialized_chars": 96569, + "estimated_input_tokens": 24143, + "estimated_eval_tokens": 48542 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These pull requests are mostly unrelated one-off changes across different subsystems, docs, tests, and model features. None of the soft-edge pairs looks like the same underlying bug or change, so they should remain separate.", - "confidence": 0.96, + "summary": "This cluster is a heterogeneous mix of unrelated PRs spanning docs, examples, loaders, schedulers, Flux/Wan/ControlNet, and attention backends. The soft pairs only share broad subsystem labels or filenames; none appear to be the same underlying bug or change, so no merge should be accepted.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: the items span unrelated areas (Flux/ControlNet, Wan, docs, tests, hooks, schedulers), so there is no single underlying change to collapse them into.", + "canonical_pr_reason": "No single PR is a true duplicate canonical here: the items cover distinct fixes/features across unrelated code paths and documentation changes.", "best_issue_reason": null, - "best_pr_reason": "No strong global best PR for deduping; if forced to pick a representative, PR 11916 is the broadest substantive code change, but it is still not a duplicate of the others.", + "best_pr_reason": "No PR cleanly represents the cluster as a whole; the pairwise similarities are superficial and the changes do not collapse into one concrete fix.", "soft_edge_verdicts": [ + { + "left": "pull_request:5559", + "right": "pull_request:6114", + "accept": false, + "reason": "Both are img2img-related, but one adds a new LCM img2img pipeline while the other adds img2img/inpaint support to lpw-xl community code; different artifacts and code paths." + }, + { + "left": "pull_request:12812", + "right": "pull_request:13280", + "accept": false, + "reason": "Both touch attention backend code, but 12812 adds CP support for kernels-based backends while 13280 adds FA4 backend support/docs; separate backend features." + }, { "left": "pull_request:12419", "right": "pull_request:13169", "accept": false, - "reason": "Both touch Flux-related code, but one is modular-pipeline Mellon metadata and the other is LoRA format conversion for Flux Klein; different change targets and bug classes." + "reason": "Flux modular-pipeline metadata changes versus Flux Klein PEFT LoRA format support; unrelated functionality." }, { "left": "pull_request:9175", "right": "pull_request:9638", "accept": false, - "reason": "Both involve Flux controlnets, but they add support for different controlnet families and modify overlapping files for different features." + "reason": "Both are Flux ControlNet work, but one adds Union ControlNet and the other adds Xlabs ControlNet support; different model variants." }, { "left": "pull_request:10200", "right": "pull_request:9307", "accept": false, - "reason": "Unrelated changes: a Stable Diffusion XL ControlNet Union refactor versus rotary embedding CPU/device handling." + "reason": "StableDiffusionXLControlNetUnion refactor versus rotary embedding CPU-placement fix; no shared bug or change." }, { "left": "pull_request:10704", "right": "pull_request:11455", "accept": false, - "reason": "Documentation for img2img versus training interpolation-mode behavior; different files, purpose, and code paths." + "reason": "Docs fix for img2img versus SDXL training script interpolation-mode change; unrelated scopes." }, { "left": "pull_request:10704", "right": "pull_request:11465", "accept": false, - "reason": "Same as above: img2img docs are unrelated to LoRA SDXL training interpolation settings." + "reason": "Docs fix for img2img versus LoRA SDXL training interpolation change; same broad topic, but not the same concrete change." }, { "left": "pull_request:10850", "right": "pull_request:12092", "accept": false, - "reason": "Hook helper utilities are unrelated to GGUF documentation and checkpoint examples." + "reason": "Hook helper utilities versus GGUF checkpoint docs; only superficial similarity." }, { "left": "pull_request:11254", "right": "pull_request:9696", "accept": false, - "reason": "ConsisID import fixes and PR test-workflow changes address completely different problems." + "reason": "ConsisID import/dependency wiring versus CI workflow input validation; unrelated changes." }, { "left": "pull_request:11916", "right": "pull_request:12236", "accept": false, - "reason": "Shared attention-related files, but one is a large Flux/Chroma refactor and the other adds hub-backed FA3 kernel support; not the same concrete fix." + "reason": "Both involve attention_dispatch.py, but 11916 is a broad Flux/Chroma refactor and 12236 is specifically hub-kernels FA3 support." }, { "left": "pull_request:130", "right": "pull_request:1513", "accept": false, - "reason": "Both mention Accelerate setup in docs, but they update different example READMEs and solve different documentation gaps." + "reason": "Both mention accelerate config in docs, but they update different example READMEs years apart and are not the same change." }, { "left": "pull_request:1525", "right": "pull_request:3561", "accept": false, - "reason": "One fixes batch sizing in the upscaler pipeline; the other is DreamBooth IF stage II training/upscaling work. Different code paths." + "reason": "Upscaling batch-size bugfix versus DreamBooth IF stage II training logic; different pipelines and fixes." }, { "left": "pull_request:2314", "right": "pull_request:689", "accept": false, - "reason": "One corrects test expectations; the other changes attention implementation for performance. Not the same bug or change." + "reason": "One corrects fast-test expectations, the other swaps an attention implementation for performance; not the same underlying issue." }, { "left": "pull_request:2968", "right": "pull_request:748", "accept": false, - "reason": "Post-processing logic in img2img pipelines versus push_to_hub call cleanup in training scripts; unrelated." + "reason": "Post-processing bugfix in img2img pipelines versus push_to_hub call fix in training scripts; unrelated." }, { "left": "pull_request:388", "right": "pull_request:390", "accept": false, - "reason": "Different documentation pages for different pipeline families; no shared underlying issue." + "reason": "Two separate docs additions for different topics: unconditional latent diffusion and Apple Silicon MPS usage." }, { "left": "pull_request:4262", "right": "pull_request:6450", "accept": false, - "reason": "Both are LoRA-related, but one is SDXL DreamBooth fixes and the other is a LoRA deprecation/test cleanup effort." + "reason": "SDXL DreamBooth LoRA training fixes versus LoRA deprecation test cleanup; different code paths and intent." }, { "left": "pull_request:4347", "right": "pull_request:6305", "accept": false, - "reason": "A step-index counter change in schedulers is not the same as adding rescale_betas_zero_snr support to DDPMScheduler." + "reason": "Both scheduler-related, but one adds a step-index counter while the other adds zero-terminal-SNR beta rescaling; distinct changes." }, { "left": "pull_request:6140", "right": "pull_request:7319", "accept": false, - "reason": "Separate documentation additions for IP-Adapter and EDM schedulers; different APIs and topics." + "reason": "Both are docs-only, but one adds IP-Adapter docs and the other adds EDM scheduler docs; unrelated content." }, { "left": "pull_request:6450", "right": "pull_request:7007", "accept": false, - "reason": "Both touch LoRA, but one is a deprecation/test cleanup and the other starts deprecating LoRAAttnProcessor; not the same concrete change." + "reason": "LoRA deprecation test adjustments versus the actual LoRAAttnProcessor deprecation change; related area, but not the same fix." }, { "left": "pull_request:6886", "right": "pull_request:6994", "accept": false, - "reason": "These are opposite-direction loader changes around dtype handling and single-file conversion; not duplicates." + "reason": "Both touch dtype handling, but one removes `torch_dtype` from `.to()` calls while the other passes `torch_dtype` into single-file loading; opposite directions and separate bugs." }, { "left": "pull_request:7115", "right": "pull_request:7652", "accept": false, - "reason": "Docker JAX/TPU dependency cleanup versus buildx workflow enforcement are unrelated infrastructure changes." + "reason": "Dockerfile package-install change versus GitHub Actions buildx workflow change; unrelated maintenance." }, { "left": "pull_request:8600", "right": "pull_request:8860", "accept": false, - "reason": "Code update for SD3 DreamBooth LoRA versus a README-only update; different artifacts and purposes." + "reason": "DreamBooth SD3 script updates versus a README-only update; different artifact and no shared bug." }, { "left": "pull_request:12004", "right": "pull_request:12074", "accept": false, - "reason": "Wan2.2 model/pipeline support and Wan2.2 LoRA loader support are related ecosystem work, but they solve different problems and would not merge into one PR." + "reason": "Both are Wan 2.2 related, but one adds core model/pipeline support and the other adds second-transformer LoRA loading; separate capabilities." }, { "left": "pull_request:11995", "right": "pull_request:12419", "accept": false, - "reason": "Both are Flux modular-pipeline related, but one adds the modular Flux pipeline and the other adjusts field annotations for Mellon compatibility; different changes." + "reason": "Flux modular pipeline implementation versus Flux MellON readiness metadata; not the same underlying change." }, { "left": "pull_request:10354", "right": "pull_request:9676", "accept": false, - "reason": "Flux IP-Adapter test fix and benchmark import cleanup are unrelated." - }, - { - "left": "pull_request:7771", - "right": "pull_request:7825", - "accept": false, - "reason": "A flaky UNetControlNetXS test annotation and generic device-map/offload test guards are different test maintenance changes." - }, - { - "left": "pull_request:1128", - "right": "pull_request:3313", - "accept": false, - "reason": "Tensor input support for inpaint and Torch 2.0 compile-break fixes are unrelated pipeline changes." + "reason": "Flux IP-Adapter tester fix versus an import-path cleanup in benchmarks; unrelated." } ] }, @@ -148466,24 +148490,22 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 140, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:10086", "pull_request:10127", - "pull_request:10271", "pull_request:10342", "pull_request:10351", - "pull_request:10547", "pull_request:11039", "pull_request:11252", + "pull_request:1128", "pull_request:11639", "pull_request:11716", "pull_request:11726", @@ -148502,6 +148524,7 @@ "pull_request:2129", "pull_request:2286", "pull_request:2452", + "pull_request:3313", "pull_request:3691", "pull_request:3797", "pull_request:4242", @@ -148516,9 +148539,9 @@ "pull_request:750", "pull_request:7632", "pull_request:7714", + "pull_request:7771", + "pull_request:7825", "pull_request:788", - "pull_request:8452", - "pull_request:8510", "pull_request:8696", "pull_request:8797", "pull_request:9060", @@ -148526,6 +148549,8 @@ "pull_request:9676" ], "soft_pairs": [ + "pull_request:7771|pull_request:7825", + "pull_request:1128|pull_request:3313", "pull_request:2129|pull_request:2286", "pull_request:12806|pull_request:12812", "pull_request:11639|pull_request:11726", @@ -148549,201 +148574,192 @@ "pull_request:5653|pull_request:5915", "pull_request:7246|pull_request:8696", "pull_request:1355|pull_request:1571", - "pull_request:10351|pull_request:11716", - "pull_request:10086|pull_request:8452", - "pull_request:10086|pull_request:8510", - "pull_request:10271|pull_request:10547" + "pull_request:10351|pull_request:11716" ], - "prepared_review_unit_hash": "bfa3b9ffd10dec5b20373e5cd184b0e8d494e1dbcf8d5db0d26a23e931b956bd", + "prepared_review_unit_hash": "b1ca12cea11cf0cbc5baaa7b0c8680ed97e43db2d6a96e212a826edc346f8eba", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 101632, - "estimated_input_tokens": 25408, - "estimated_eval_tokens": 51072 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 101456, + "estimated_input_tokens": 25364, + "estimated_eval_tokens": 50984 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly lexical similarity, not duplicate work: the PRs span unrelated bugs, docs, tests, loaders, Dockerfiles, and model changes. None of the soft edges look like the same underlying change or fix, so they should all be rejected.", - "confidence": 0.95, + "summary": "This is a heterogeneous collection of unrelated pull requests across tests, docs, loaders, models, Docker, and pipelines. The soft-similarity links mostly reflect broad subsystem overlap or similar maintenance patterns, not the same underlying bug or change, so no duplicate cluster emerges.", + "confidence": 0.93, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "pull_request:7771", + "right": "pull_request:7825", + "accept": false, + "reason": "Both are test-only fixes in different model areas; no shared bug or code path." + }, + { + "left": "pull_request:1128", + "right": "pull_request:3313", + "accept": false, + "reason": "Both touch inpaint-related code, but one adds tensor inputs and the other fixes torch compile issues; different problems." + }, { "left": "pull_request:2129", "right": "pull_request:2286", "accept": false, - "reason": "Both touch cross-attention/LoRA, but one is a broader LoRA pipeline support change and the other is specifically about LoRA with xformers. Different bugs and not mergeable as one fix." + "reason": "Both modify cross-attention/LoRA code, but they target different compatibility issues and code paths." }, { "left": "pull_request:12806", "right": "pull_request:12812", "accept": false, - "reason": "Different features in different code paths: distributed progress/logging versus enabling checkpointing for hub attention backends." + "reason": "Both are distributed/attention infrastructure changes, but they solve different backend concerns." }, { "left": "pull_request:11639", "right": "pull_request:11726", "accept": false, - "reason": "Wan video2video VAE sampling behavior versus Wan LoRA conversion support are unrelated changes." + "reason": "Both relate to Wan LoRA/video work, but one standardizes VAE sampling and the other fixes LoRA conversion metadata." }, { "left": "pull_request:10342", "right": "pull_request:9060", "accept": false, - "reason": "Model dtype helper update and a transformer debug-print cleanup are unrelated." + "reason": "Different fixes in unrelated modules; no common bug or mergeable combined PR." }, { "left": "pull_request:10351", "right": "pull_request:11252", "accept": false, - "reason": "A LoRA test adjustment and a timeout constant fix are unrelated." + "reason": "A LoRA test tweak and a timeout-constant change are unrelated." }, { "left": "pull_request:11252", "right": "pull_request:9676", "accept": false, - "reason": "Timeout handling in a utility script and an import-path fix are unrelated." + "reason": "Both are small utility fixes, but they address different scripts and failure modes." }, { "left": "pull_request:1527", "right": "pull_request:788", "accept": false, - "reason": "Both mention stable diffusion inpaint, but one fixes tensor image/mask inputs and the other fixes PIL resampling warnings. Different concrete problems." + "reason": "Same inpaint area, but one is an implementation bugfix and the other is a docs/warnings-related change." }, { "left": "pull_request:1968", "right": "pull_request:3797", "accept": false, - "reason": "CPU offload docs/behavior cleanup and attention-head naming/model config fixes are unrelated." + "reason": "Both affect core model behavior, but one is CPU offload docs/behavior and the other is attention-naming cleanup." }, { "left": "pull_request:3691", "right": "pull_request:4862", "accept": false, - "reason": "Text encoder LoRA processor selection and SDXL ControlNet shape handling are different code paths and bugs." + "reason": "Different model-loader/model-pipeline issues; no shared code path." }, { "left": "pull_request:4242", "right": "pull_request:5213", "accept": false, - "reason": "Single-file VAE loading support and latent scaling in an unconditional pipeline are not the same fix." + "reason": "Both mention VAE loading/scaling, but they fix different loader and latent-scaling behaviors." }, { "left": "pull_request:5361", "right": "pull_request:5852", "accept": false, - "reason": "Testing-PEFT infrastructure changes are unrelated to the PR test workflow fix." + "reason": "Both are PEFT-related workflow/test changes, not the same bug or feature." }, { "left": "pull_request:6330", "right": "pull_request:7714", "accept": false, - "reason": "SVD docs rendering fixes and AutoPipeline docs are unrelated documentation changes." + "reason": "Both are documentation PRs with unrelated content." }, { "left": "pull_request:7632", "right": "pull_request:9506", "accept": false, - "reason": "DreamBooth VAE loading fix and unrelated docs/import cleanup do not address the same issue." + "reason": "Both touch docs/examples, but they address different path/import issues." }, { "left": "pull_request:11039", "right": "pull_request:11716", "accept": false, - "reason": "Torch dtype / quantization loading behavior and Flux LoRA metadata handling are different loader concerns." + "reason": "Both touch LoRA loading, but one changes torch_dtype handling and the other fixes metadata return behavior." }, { "left": "pull_request:2452", "right": "pull_request:750", "accept": false, - "reason": "Core API docs and LMS scheduler back-compat are completely unrelated." + "reason": "A draft docs page and an old scheduler compatibility fix are unrelated." }, { "left": "pull_request:12041", "right": "pull_request:12521", "accept": false, - "reason": "Both are in the Wan autoencoder file, but one changes patchify behavior and the other fixes tiled decode crashes. Different code paths and different bugs." + "reason": "Both modify Wan autoencoder code, but one fixes patchify behavior and the other fixes tiling crash logic." }, { "left": "pull_request:10127", "right": "pull_request:8696", "accept": false, - "reason": "Xfail-ing incompatible SD configs and marking Marigold tests flaky are unrelated test-maintenance changes." + "reason": "Test xfails for SD configs and Marigold flaky markers are unrelated test maintenance." }, { "left": "pull_request:10127", "right": "pull_request:8797", "accept": false, - "reason": "Xfail-ing incompatible SD configs and sharding-test fixes are unrelated." + "reason": "Different test suites and different instability fixes; not the same defect." }, { "left": "pull_request:12424", "right": "pull_request:13022", "accept": false, - "reason": "Both edit Dockerfiles, but they fix different environment/version issues and are not the same concrete change." + "reason": "Both are Dockerfile hygiene changes, but they target different image definitions and environments." }, { "left": "pull_request:1283", "right": "pull_request:1299", "accept": false, - "reason": "Versatile Diffusion and AltDiffusion are distinct model additions, not duplicates." + "reason": "Both add new pipelines/docs, but they introduce different models and codebases." }, { "left": "pull_request:5653", "right": "pull_request:5915", "accept": false, - "reason": "PEFT-aware warning handling and IP-Adapter Plus support are unrelated feature changes." + "reason": "Both involve PEFT/Lora-related infra, but one changes model unwrapping and the other adds IP-Adapter Plus support." }, { "left": "pull_request:7246", "right": "pull_request:8696", "accept": false, - "reason": "VAE tiling test device cleanup and Marigold flaky-test annotations are unrelated." + "reason": "Unrelated test fixes in different areas." }, { "left": "pull_request:1355", "right": "pull_request:1571", "accept": false, - "reason": "Adding a Flax img2img pipeline and resizing source images to multiple-of-8 are unrelated pipeline features/fixes." + "reason": "Different pipeline additions/fixes; one adds Flax img2img, the other changes image resizing rules." }, { "left": "pull_request:10351", "right": "pull_request:11716", "accept": false, - "reason": "A LoRA test tweak and a Flux LoRA loader metadata fix are unrelated." - }, - { - "left": "pull_request:10086", - "right": "pull_request:8452", - "accept": false, - "reason": "Stable Diffusion 3 skip-guidance bug and single-file loading strictness are unrelated." - }, - { - "left": "pull_request:10086", - "right": "pull_request:8510", - "accept": false, - "reason": "SD3 guidance-layer bug and DreamBooth LR scheduler fix are unrelated." - }, - { - "left": "pull_request:10271", - "right": "pull_request:10547", - "accept": false, - "reason": "TorchAO serialization test refactor and offload test split-percents are unrelated test changes." + "reason": "A test-input cleanup and a LoRA metadata fix are unrelated." } ] }, @@ -148757,16 +148773,18 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 141, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:10086", + "pull_request:10271", "pull_request:10360", "pull_request:10547", "pull_request:11269", @@ -148808,15 +148826,16 @@ "pull_request:5053", "pull_request:5111", "pull_request:5665", - "pull_request:6261", - "pull_request:6426", "pull_request:676", - "pull_request:7044", "pull_request:833", - "pull_request:8719", + "pull_request:8452", + "pull_request:8510", "pull_request:9918" ], "soft_pairs": [ + "pull_request:10086|pull_request:8452", + "pull_request:10086|pull_request:8510", + "pull_request:10271|pull_request:10547", "pull_request:10360|pull_request:10547", "pull_request:11269|pull_request:9918", "pull_request:11292|pull_request:11999", @@ -148839,188 +148858,192 @@ "pull_request:3657|pull_request:5665", "pull_request:3806|pull_request:5111", "pull_request:4040|pull_request:4248", - "pull_request:4248|pull_request:5665", - "pull_request:6261|pull_request:7044", - "pull_request:6426|pull_request:8719" + "pull_request:4248|pull_request:5665" ], - "prepared_review_unit_hash": "38cf5bea93e622d0559405cb21e221f2b7975760812d199a895d1d311fa847e9", + "prepared_review_unit_hash": "9e01118c249ad86c8f927056b594b8ecd1f9a4796f9f4d2bf8469d34cb199ce4", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 25, - "serialized_chars": 99397, - "estimated_input_tokens": 24850, - "estimated_eval_tokens": 49956 + "soft_pair_count": 26, + "serialized_chars": 97846, + "estimated_input_tokens": 24462, + "estimated_eval_tokens": 49180 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: CI/workflow fixes, docs updates, LoRA work, scheduler tweaks, and offloading/import changes. None of the soft-edge pairs look like the same underlying bug or change, so all proposed duplicate links should be rejected.", - "confidence": 0.97, + "summary": "This is not a true duplicate cluster: the items span unrelated docs, CI, test refactors, dependency bumps, and distinct code fixes/features. No single canonical issue/PR emerges.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue artifact is present. If a PR must anchor the cluster, #6426 is the broadest code-heavy change, but the set is not actually a duplicate cluster.", + "canonical_pr_reason": "No canonical PR: the PRs address different subsystems and change types, with no shared concrete bug or mergeable change target.", "best_issue_reason": null, - "best_pr_reason": "#6426 is the strongest representative by scope and core-library impact, but it still isn\u2019t a duplicate of the other PRs.", + "best_pr_reason": "No global best PR for deduplication; the set is heterogeneous and the soft edges are only superficial similarity.", "soft_edge_verdicts": [ + { + "left": "pull_request:10086", + "right": "pull_request:8452", + "accept": false, + "reason": "Different problems: SD3 skip-guidance/num_images_per_prompt vs single-file loading strictness." + }, + { + "left": "pull_request:10086", + "right": "pull_request:8510", + "accept": false, + "reason": "Unrelated: SD3 pipeline guidance-layer batching bug vs dreambooth LR scheduler math." + }, + { + "left": "pull_request:10271", + "right": "pull_request:10547", + "accept": false, + "reason": "Different test refactors for unrelated models and offload behavior." + }, { "left": "pull_request:10360", "right": "pull_request:10547", "accept": false, - "reason": "Different fixes: TestPyPI install URL in release workflow vs offload-test split settings for CogVideoX/CogView3." + "reason": "Release workflow TestPyPI URL fix vs offload-test adjustments; no shared bug." }, { "left": "pull_request:11269", "right": "pull_request:9918", "accept": false, - "reason": "Unrelated changes: ONNXRuntime package availability handling vs adding a server example and docs." + "reason": "ONNXRuntime backend availability handling vs adding a server example." }, { "left": "pull_request:11292", "right": "pull_request:11999", "accept": false, - "reason": "Both are LoRA-related, but one adds SDXL LoRA support while the other changes LoRA config injection; different code paths." + "reason": "LoRA state-dict conversion cleanup vs PEFT config injection API adaptation." }, { "left": "pull_request:12062", "right": "pull_request:12491", "accept": false, - "reason": "CI GPU container options vs documentation link-check workflow; different subsystems and goals." + "reason": "CI GPU allocation in workflows vs adding doc-link checks; unrelated changes." }, { "left": "pull_request:12092", "right": "pull_request:12331", "accept": false, - "reason": "Different docs work: GGUF checkpoint documentation vs parallelism docs/reorg." + "reason": "GGUF docs/example content vs parallel docs restructuring; not the same change." }, { "left": "pull_request:1229", "right": "pull_request:130", "accept": false, - "reason": "Dreambooth README wording change vs a generic accelerate-config note in examples README." + "reason": "Both edit docs, but one updates DreamBooth install guidance and the other adds accelerate config instructions." }, { "left": "pull_request:12425", "right": "pull_request:13211", "accept": false, - "reason": "torch.distributed import guard vs group-offloading fallback logic; not the same bug." + "reason": "Different offload systems: torch.distributed import guard vs group-offloading runtime fallback." }, { "left": "pull_request:1508", "right": "pull_request:402", "accept": false, - "reason": "Dreambooth prior-preservation docs/code clarification vs introductory docs structure changes." + "reason": "Both docs-related, but one clarifies DreamBooth class-image counts and the other reorganizes the intro docs tree." }, { "left": "pull_request:152", "right": "pull_request:1527", "accept": false, - "reason": "Local image-folder training support vs inpaint pipeline tensor-input handling; different features." + "reason": "Local-image-folder training support vs inpaint tensor input handling; different code paths." }, { "left": "pull_request:2037", "right": "pull_request:3586", "accept": false, - "reason": "Different community pipelines: Stable UnCLIP vs StableDiffusionTilingPipeline." + "reason": "Both touch community docs, but they add different community pipelines." }, { "left": "pull_request:2062", "right": "pull_request:3708", "accept": false, - "reason": "Paint-by-example CPU offload fix vs version-sorting in dynamic modules; unrelated." + "reason": "Paint-by-example CPU offload fix vs custom release/version parsing fix; unrelated." }, { "left": "pull_request:2279", "right": "pull_request:249", "accept": false, - "reason": "Both touch formatting tooling, but one replaces flake8/black with ruff and the other pins black; not the same change." + "reason": "Both update tooling pins, but one swaps flake8/ruff and black preview behavior while the other only pins black." }, { "left": "pull_request:2341", "right": "pull_request:2655", "accept": false, - "reason": "EMAModel saving test/update vs LoRA save/load behavior; distinct code paths." + "reason": "EMAModel checkpoint saving vs LoRA loading/saving logic; different functionality." }, { "left": "pull_request:2345", "right": "pull_request:833", "accept": false, - "reason": "xFormers runtime warning in training scripts vs release version bump; no shared bug." + "reason": "xFormers training warning across example scripts vs package release version bump." }, { "left": "pull_request:2415", "right": "pull_request:676", "accept": false, - "reason": "Pipeline utility import/version guard vs a variable rename in resnet; unrelated." + "reason": "Pipeline utility import/version guard vs a simple resnet variable rename." }, { "left": "pull_request:2467", "right": "pull_request:4187", "accept": false, - "reason": "Latent output type plumbing across pipelines vs DPMSolver timestep indexing; different functionality." + "reason": "Latent output-type plumbing across pipelines vs scheduler timestep/index-counter changes; not the same bug." }, { "left": "pull_request:2595", "right": "pull_request:3536", "accept": false, - "reason": "Scheduler switching/config fixes vs IF super-resolution PIL normalization; unrelated changes." + "reason": "Scheduler switching/config normalization vs IF super-resolution PIL normalization." }, { "left": "pull_request:2968", "right": "pull_request:5053", "accept": false, - "reason": "Post-processing placement fix vs CLI validation-image argument parsing; different bugs." + "reason": "Post-processing fix in img2img pipelines vs validation_image argument parsing." }, { "left": "pull_request:3042", "right": "pull_request:5035", "accept": false, - "reason": "Accelerate minimum version bump vs optional transformers import handling; not the same issue." + "reason": "Accelerate minimum version bump for training examples vs import-availability handling for transformers." }, { "left": "pull_request:3657", "right": "pull_request:5665", "accept": false, - "reason": "ControlNet checkpoint parsing tweaks vs ControlNet img2img preprocessing dimensions; separate fixes." + "reason": "ControlNet checkpoint parser tweaks vs passing height/width to image preprocessing." }, { "left": "pull_request:3806", "right": "pull_request:5111", "accept": false, - "reason": "Checkpoint-loading guidance in docs vs Karras sigma scheduler support; unrelated." + "reason": "Checkpoint-loading docs note vs Karras sigma support in samplers; unrelated." }, { "left": "pull_request:4040", "right": "pull_request:4248", "accept": false, - "reason": "Config default-values type change vs tracker config cleanup in Dreambooth; different symptoms and fixes." + "reason": "Different config/list handling issues: _use_default_values type vs tracker config sanitization." }, { "left": "pull_request:4248", "right": "pull_request:5665", "accept": false, - "reason": "Accelerator tracker config sanitization vs ControlNet image preprocessing; no shared underlying bug." - }, - { - "left": "pull_request:6261", - "right": "pull_request:7044", - "accept": false, - "reason": "Refactoring Attend-and-Excite package placement vs UNet refactor rollback/re-add; different code changes." - }, - { - "left": "pull_request:6426", - "right": "pull_request:8719", - "accept": false, - "reason": "LoRA deprecation cleanup across core modules vs VQModel doc deprecation update; not the same change." + "reason": "Tracker config cleanup vs ControlNet preprocessing dimensions; unrelated." } ] }, @@ -149034,15 +149057,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 142, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10105", "pull_request:10122", @@ -149070,18 +149093,17 @@ "pull_request:12552", "pull_request:12586", "pull_request:12797", - "pull_request:12848", "pull_request:12960", - "pull_request:13120", - "pull_request:13158", - "pull_request:13313", "pull_request:13365", "pull_request:1982", "pull_request:4276", "pull_request:4987", "pull_request:5010", "pull_request:6241", + "pull_request:6261", + "pull_request:6426", "pull_request:6886", + "pull_request:7044", "pull_request:7116", "pull_request:7216", "pull_request:7455", @@ -149089,11 +149111,14 @@ "pull_request:8522", "pull_request:8563", "pull_request:8631", + "pull_request:8719", "pull_request:9473", "pull_request:9601", "pull_request:9940" ], "soft_pairs": [ + "pull_request:6261|pull_request:7044", + "pull_request:6426|pull_request:8719", "pull_request:6886|pull_request:7455", "pull_request:7116|pull_request:7679", "pull_request:7216|pull_request:8631", @@ -149116,188 +149141,186 @@ "pull_request:12450|pull_request:13365", "pull_request:12451|pull_request:12586", "pull_request:12487|pull_request:12797", - "pull_request:12552|pull_request:12797", - "pull_request:12848|pull_request:13158", - "pull_request:13120|pull_request:13313" + "pull_request:12552|pull_request:12797" ], - "prepared_review_unit_hash": "4143cbac2a91b7ed9d96b01864b8b4a4e7c23f2a2b4d45faa0f6980e79b06d5f", + "prepared_review_unit_hash": "4727b82f293c7f4581804e81c7fd79b6c329ad9b6366a96465d563d80c28b0fb", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 94600, - "estimated_input_tokens": 23650, - "estimated_eval_tokens": 47556 + "serialized_chars": 95828, + "estimated_input_tokens": 23957, + "estimated_eval_tokens": 48170 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a heterogeneous mix of unrelated merged PRs spanning docs, CI, loaders, and model code. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.97, + "summary": "This cluster is a loose mix of unrelated docs, CI, dependency, and model/code fixes. The soft links are mostly superficial similarity on broad maintenance themes, not the same underlying bug or change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the items span unrelated docs, CI, dependency, and model fixes, so there is no single underlying change to represent the cluster.", "best_issue_reason": null, - "best_pr_reason": "No global best PR: the cluster is not a duplicate family, but a set of unrelated fixes and docs/CI updates.", + "best_pr_reason": "No clear best PR: even the closest matches only share broad subsystem themes, not one concrete code-path fix that could serve as the cluster representative.", "soft_edge_verdicts": [ + { + "left": "pull_request:6261", + "right": "pull_request:7044", + "accept": false, + "reason": "Different changes: attend-and-excite package refactor vs a UNet mid-block refactor. Same area, not the same bug or patch." + }, + { + "left": "pull_request:6426", + "right": "pull_request:8719", + "accept": false, + "reason": "Both touch deprecation-related code, but one is broad LoRA behavior and the other is VQ output docs/typing. Not the same change." + }, { "left": "pull_request:6886", "right": "pull_request:7455", "accept": false, - "reason": "Different refactors in different areas: dtype/to() cleanup versus distutils removal." + "reason": "Unrelated fixes: deprecation cleanup for .to() usage vs removal of distutils. No shared bug or code path." }, { "left": "pull_request:7116", "right": "pull_request:7679", "accept": false, - "reason": "Both touch workflow installs, but one adds uv broadly while the other only avoids uv for peft source installs." + "reason": "Both are workflow/install tweaks, but they address different installation commands and packages. Not one mergeable fix." }, { "left": "pull_request:7216", "right": "pull_request:8631", "accept": false, - "reason": "Both affect from_single_file-related code, but one updates the API signature and the other fixes a T5 checkpoint return path." + "reason": "Different single-file loader issues: signature/docs update vs T5 checkpoint return handling. Not the same defect." }, { "left": "pull_request:8522", "right": "pull_request:8563", "accept": false, - "reason": "Same dependency file, but one pins transformers and the other pins accelerate; separate version bumps." + "reason": "Both edit dependency pins in setup.py, but they bump different libraries for different reasons. Too broad to merge as duplicates." }, { "left": "pull_request:8563", "right": "pull_request:9601", "accept": false, - "reason": "Unrelated dependency pinning versus a training-script VAE dtype fix." + "reason": "Dependency version pinning vs VAE dtype logic in a training script. Separate changes entirely." }, { "left": "pull_request:10122", "right": "pull_request:9473", "accept": false, - "reason": "Both mention Flux training code, but one passes attention masks in the model and the other fixes T5 LR handling in dreambooth scripts." + "reason": "Flux attention-mask fix and Flux training LR fix are unrelated bugs in different code paths." }, { "left": "pull_request:4276", "right": "pull_request:4987", "accept": false, - "reason": "Pipeline import tests versus removing a duplicate GLIGEN export; not the same change." + "reason": "Pipeline import test coverage vs removing a duplicate GLIGEN import. Different goals and code paths." }, { "left": "pull_request:11290", "right": "pull_request:12424", "accept": false, - "reason": "Both touch Docker/CI, but one unpins onnx Docker versions and the other rewrites multiple Dockerfiles/workflows." + "reason": "Both affect Docker/CI packaging, but one unpins torch versions and the other fixes Dockerfile definitions. Not the same change." }, { "left": "pull_request:11994", "right": "pull_request:12960", "accept": false, - "reason": "Both are CI-ish install fixes, but one updates many workflows/docs for hf auth and the other only guards fsdp detection in Flux training." + "reason": "Hub auth/login docs and FSDP detection in training scripts are unrelated." }, { "left": "pull_request:10105", "right": "pull_request:9940", "accept": false, - "reason": "Broken-link docs fix versus textual inversion doc/example nits; same broad docs theme only." + "reason": "Both are small cleanup PRs, but one fixes a broken link and the other fixes textual inversion wording/API usage. Not the same underlying issue." }, { "left": "pull_request:5010", "right": "pull_request:6241", "accept": false, - "reason": "GLIGEN import/export fix versus an unrelated runtime error report with no diff." + "reason": "GLIGEN text-image import fix and a runtime dtype error report are unrelated." }, { "left": "pull_request:11571", "right": "pull_request:12021", "accept": false, - "reason": "Both involve LTX, but one is documentation/model availability and the other is attention backend support in code." + "reason": "LTX docs update versus LTX attention-backend support. Same product family, different concrete change." }, { "left": "pull_request:10454", "right": "pull_request:10983", "accept": false, - "reason": "Same Hunyuan Video area, but one is a small attention-mask dim fix and the other is a large feature PR adding Hunyuan I2V support." + "reason": "A narrow Hunyuan attention-mask bug fix is not the same as the broader Hunyuan I2V feature/release PR." }, { "left": "pull_request:10318", "right": "pull_request:11269", "accept": false, - "reason": "Flux LoRA tests versus ONNX runtime package detection; no shared bug/change." + "reason": "Flux LoRA integration tests and ONNXRuntime package support are unrelated changes." }, { "left": "pull_request:10342", "right": "pull_request:11366", "accept": false, - "reason": "One changes get_parameter_dtype in modeling utils; the other changes Hidream transformer outputs." + "reason": "Parameter dtype helper logic and Hidream output API cleanup do not target the same bug." }, { "left": "pull_request:11044", "right": "pull_request:11535", "accept": false, - "reason": "Different LoRA warning/loader behavior versus Framepack transformer initialization." + "reason": "LoRA no-op warning behavior and Framepack layer initialization order are different fixes." }, { "left": "pull_request:113", "right": "pull_request:1982", "accept": false, - "reason": "Completely unrelated scheduler init fix and example test path update." + "reason": "Scheduler initialization bug and example test path update are unrelated." }, { "left": "pull_request:12005", "right": "pull_request:12092", "accept": false, - "reason": "Sharded-checkpoint file handling versus GGUF docs/example content; not the same fix." + "reason": "Sharded checkpoint local_files_only handling and GGUF docs are unrelated." }, { "left": "pull_request:12360", "right": "pull_request:12467", "accept": false, - "reason": "Docs guidance for Chroma versus a QwenImage batch bug fix; different pipelines and problems." + "reason": "Chroma docs wording and QwenImage batch handling are different issues." }, { "left": "pull_request:12450", "right": "pull_request:13365", "accept": false, - "reason": "Broad CI/workflow installation overhaul versus Claude review fork-support workflow changes." + "reason": "CI installation revamp and Claude review workflow fork support are separate infrastructure changes." }, { "left": "pull_request:12451", "right": "pull_request:12586", "accept": false, - "reason": "Doc-builder Docker deps versus a docs toctree sort; unrelated." + "reason": "Doc-builder Dockerfile deps vs doc tree sorting are unrelated maintenance changes." }, { "left": "pull_request:12487", "right": "pull_request:12797", "accept": false, - "reason": "Broken link cleanup across many docs versus Kandinsky doc content tweaks." + "reason": "Both touch documentation, but one fixes broken links broadly and the other makes minor Kandinsky doc edits. Not the same change." }, { "left": "pull_request:12552", "right": "pull_request:12797", "accept": false, - "reason": "Kandinsky typos/doc cleanup, but they target different doc pages and edits." - }, - { - "left": "pull_request:12848", - "right": "pull_request:13158", - "accept": false, - "reason": "Adding ChromaInpaintPipeline is a code/API feature; the QwenImage PR is docs for a different pipeline." - }, - { - "left": "pull_request:13120", - "right": "pull_request:13313", - "accept": false, - "reason": "Modular-pipeline test additions versus a LoRA conversion implementation fix." + "reason": "Kandinsky typo fixes and Kandinsky minor doc updates overlap in topic only; they are not the same concrete documentation bug." } ] }, @@ -149311,18 +149334,18 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 143, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:12714", - "pull_request:13321", + "pull_request:13120", + "pull_request:13313", "pull_request:1513", "pull_request:1913", "pull_request:1982", @@ -149371,6 +149394,7 @@ "pull_request:980" ], "soft_pairs": [ + "pull_request:13120|pull_request:13313", "pull_request:1513|pull_request:402", "pull_request:1913|pull_request:326", "pull_request:1982|pull_request:2209", @@ -149394,187 +149418,186 @@ "pull_request:5724|pull_request:6163", "pull_request:6215|pull_request:8510", "pull_request:6340|pull_request:7024", - "pull_request:8438|pull_request:8571", - "pull_request:12714|pull_request:13321" + "pull_request:8438|pull_request:8571" ], - "prepared_review_unit_hash": "7a77e4ba17a0c90cba22e634e2754aacc1d740e4f5b3c347b83d87c90b3f5c0a", + "prepared_review_unit_hash": "dcaa43cf5ab1a046c9327a0fc929cfc83c1b158230587de5a647fd8f18a821be", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 102788, - "estimated_input_tokens": 25697, - "estimated_eval_tokens": 51650 + "serialized_chars": 102847, + "estimated_input_tokens": 25712, + "estimated_eval_tokens": 51680 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are only superficially similar; the soft edges mostly connect unrelated docs, tests, dependency, and pipeline changes, so none should be deduplicated.", + "summary": "This cluster is a grab bag of unrelated pull requests across docs, tests, dependency bumps, loaders, schedulers, and pipelines. The soft pairs mostly share only a broad subsystem or formatting/theme, not the same concrete bug or change, so none should be merged as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a safe canonical duplicate target; the candidate pairs do not share the same underlying bug or change, only broad keyword overlap.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No PR is a strong global best candidate because the set is heterogeneous and the pairings are not true duplicates.", + "best_pr_reason": "No single PR is a good canonical representative here; the items are heterogeneous and do not describe one underlying fix or feature.", "soft_edge_verdicts": [ + { + "left": "pull_request:13120", + "right": "pull_request:13313", + "accept": false, + "reason": "One adds AutoModel load-id tagging tests; the other changes LoRA conversion/loading logic for Flux2. Same loading area, but different code paths and problems." + }, { "left": "pull_request:1513", "right": "pull_request:402", "accept": false, - "reason": "Both are docs-related, but one adds notebook setup guidance while the other restructures the intro docs tree; different content and purpose." + "reason": "Both are documentation changes, but one adds an accelerate notebook config tip and the other reorganizes the docs toctree. Not the same change." }, { "left": "pull_request:1913", "right": "pull_request:326", "accept": false, - "reason": "One validates img2img input types in specific pipelines; the other is a broad typing/UNet API PR across many files, not the same fix." + "reason": "1913 adds runtime input-type validation for img2img pipelines; 326 is broader UNet/type-hint cleanup and input-length checks. Different fixes." }, { "left": "pull_request:1982", "right": "pull_request:2209", "accept": false, - "reason": "Example test path correction vs. an image-to-image docs argument-name fix; unrelated changes." + "reason": "One updates example test paths; the other corrects an argument name in docs. Different files, different issue." }, { "left": "pull_request:2279", "right": "pull_request:538", "accept": false, - "reason": "CI/lint tool migration is unrelated to a package version bump." + "reason": "Ruff/black workflow migration is unrelated to a hub version bump. Same repo maintenance category only." }, { "left": "pull_request:230", "right": "pull_request:980", "accept": false, - "reason": "Both touch fp16/dtype themes, but one changes loading APIs and the other adjusts Dance Diffusion pipeline/runtime dtype handling." + "reason": "Both touch fp16/loading or dtype handling, but for different components and code paths: model loading vs Dance Diffusion pipeline audio dtype." }, { "left": "pull_request:2327", "right": "pull_request:3681", "accept": false, - "reason": "UNet constructor validation is unrelated to checkpoint limit handling in training scripts." + "reason": "UNet input-length validation is unrelated to manual checkpoint-limit handling in training scripts." }, { "left": "pull_request:2365", "right": "pull_request:3471", "accept": false, - "reason": "A scheduler-type note in code is not the same as a DreamBooth docs note about torch.compile." + "reason": "A scheduler enum note and a DreamBooth docs torch.compile note are unrelated documentation edits." }, { "left": "pull_request:2365", "right": "pull_request:3806", "accept": false, - "reason": "Different docs topics: scheduler typing vs. checkpoint loading guidance." + "reason": "No shared bug/change: scheduler typing note vs checkpoint-loading docs update." }, { "left": "pull_request:2415", "right": "pull_request:3054", "accept": false, - "reason": "Pipeline loader compatibility logic and a docs wording cleanup are unrelated." + "reason": "Pipeline utils version guard and a documentation wording tweak are not the same underlying issue." }, { "left": "pull_request:2470", "right": "pull_request:4262", "accept": false, - "reason": "Both are test-oriented, but one is an MPS skip fix and the other is SDXL DreamBooth LoRA training changes." + "reason": "MPS test skips/fixes are unrelated to SDXL DreamBooth LoRA training fixes." }, { "left": "pull_request:2487", "right": "pull_request:2553", "accept": false, - "reason": "A JAX/Flax docs addition is unrelated to adding a CFG flag in Flax pipelines." + "reason": "One adds a JAX/Flax guide; the other changes classifier-free guidance logic in Flax pipelines. Different scope and intent." }, { "left": "pull_request:2894", "right": "pull_request:2958", "accept": false, - "reason": "A requirements file addition and a new ControlNet Inpaint feature are different changes." + "reason": "Adding a flax requirement for ControlNet training is unrelated to adding ControlNet inpaint support." }, { "left": "pull_request:2970", "right": "pull_request:3957", "accept": false, - "reason": "Variable rename in one DreamBooth script does not match the attn-name correction WIP." + "reason": "Variable rename in a DreamBooth inpaint script is not the same as the WIP attention-name correction work." }, { "left": "pull_request:3656", "right": "pull_request:5220", "accept": false, - "reason": "Core activation refactor and moving tests to nightly are unrelated." + "reason": "Activation/normalization refactor is unrelated to moving tests from slow to nightly." }, { "left": "pull_request:3681", "right": "pull_request:4078", "accept": false, - "reason": "Training checkpoint-limit logic and from_single_file accelerate gating are separate code paths." + "reason": "Manual checkpoint-limit checking in training scripts is unrelated to requiring accelerate for from_single_file conversion." }, { "left": "pull_request:4669", "right": "pull_request:6448", "accept": false, - "reason": "LoRA rank handling in loaders is not the same as LoRA test assertion cleanup." + "reason": "One fixes LoRA rank handling for text encoders; the other adjusts LoRA tests and monkey-patch cleanup. Related area, but not the same bug or change." }, { "left": "pull_request:5057", "right": "pull_request:6447", "accept": false, - "reason": "SDXL clip-skip support and a K-Diffusion pipeline addition are distinct features." + "reason": "SDXL clip-skip support and adding K-Diffusion pipelines are distinct features in different parts of the codebase." }, { "left": "pull_request:5478", "right": "pull_request:6643", "accept": false, - "reason": "Japanese docs rollout and UViT2D docs are separate documentation additions." + "reason": "Japanese docs localization and a new UViT2D API doc page are different documentation additions." }, { "left": "pull_request:5493", "right": "pull_request:5946", "accept": false, - "reason": "A core activation/normalization refactor is not the same as refactoring example tests." + "reason": "Core activation/normalization refactor is unrelated to refactoring example tests." }, { "left": "pull_request:5698", "right": "pull_request:5702", "accept": false, - "reason": "LCM img2img bugfix and AnimateDiff prompt bugfix affect different pipelines and failure modes." + "reason": "LCM img2img fixes and AnimateDiff prompt handling are separate pipeline bugs." }, { "left": "pull_request:5724", "right": "pull_request:6163", "accept": false, - "reason": "Both are LoRA test-related, but one adds backend gating and the other tweaks test coverage/behavior; not the same underlying fix." + "reason": "Both are LoRA-test related, but one adds a decorator and extra coverage while the other changes different test setup/assertions. Not the same concrete fix." }, { "left": "pull_request:6215", "right": "pull_request:8510", "accept": false, - "reason": "PixArt test initialization fix and DreamBooth LoRA scheduler fixes are unrelated." + "reason": "PixArt VAE initialization test stabilization is unrelated to DreamBooth LoRA learning-rate scheduler fixes." }, { "left": "pull_request:6340", "right": "pull_request:7024", "accept": false, - "reason": "AnimateDiff conversion scripts and AnimateLCM docs are different artifacts and changes." + "reason": "AnimateDiff conversion scripts and an AnimateLCM docs section are different artifacts with different purposes." }, { "left": "pull_request:8438", "right": "pull_request:8571", "accept": false, - "reason": "Both are broad errata/style PRs, but they touch different files and distinct content edits; not one underlying change." - }, - { - "left": "pull_request:12714", - "right": "pull_request:13321", - "accept": false, - "reason": "Flux2 LoRA NaN test fixes and an unguarded torchvision import fix in Cosmos are unrelated." + "reason": "Both are general errata-style PRs, but they touch different files and fixes; they are not the same underlying change." } ] }, @@ -149588,15 +149611,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 144, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10114", "pull_request:10188", @@ -149616,9 +149639,11 @@ "pull_request:12438", "pull_request:12490", "pull_request:12491", + "pull_request:12714", "pull_request:12960", "pull_request:13081", "pull_request:13134", + "pull_request:13321", "pull_request:13330", "pull_request:1338", "pull_request:13410", @@ -149628,13 +149653,11 @@ "pull_request:1525", "pull_request:1527", "pull_request:1706", - "pull_request:1788", "pull_request:2415", "pull_request:2902", "pull_request:3292", "pull_request:3473", "pull_request:3536", - "pull_request:3708", "pull_request:4245", "pull_request:4278", "pull_request:453", @@ -149648,6 +149671,7 @@ "pull_request:9676" ], "soft_pairs": [ + "pull_request:12714|pull_request:13321", "pull_request:2902|pull_request:4278", "pull_request:11522|pull_request:12438", "pull_request:12424|pull_request:13134", @@ -149671,187 +149695,186 @@ "pull_request:1525|pull_request:453", "pull_request:1527|pull_request:3292", "pull_request:1527|pull_request:3536", - "pull_request:1706|pull_request:2415", - "pull_request:1788|pull_request:3708" + "pull_request:1706|pull_request:2415" ], - "prepared_review_unit_hash": "89443ecaf70c628ef89400b1ee95ee86f57ef633c2a1e463cda14eb545f8a9d4", + "prepared_review_unit_hash": "e0222d07be5fed3a1ad671fc306916424a164a2925e4760b04c6286590e7f0a6", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 91971, - "estimated_input_tokens": 22993, - "estimated_eval_tokens": 46242 + "serialized_chars": 92744, + "estimated_input_tokens": 23186, + "estimated_eval_tokens": 46628 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster does not contain a real duplicate set; the soft pairs are mostly unrelated formatting, docs, CI, or small fixes in different code paths. None of the candidate pairs looks mergeable as one PR or the same underlying bug/change.", - "confidence": 0.93, + "summary": "This cluster is a mixed bag of largely unrelated PRs: formatting/docs updates, CI/workflow tweaks, model/pipeline bug fixes, and training/test adjustments. The soft pairs are only superficially similar (often same subsystem or similar wording) but do not fix the same concrete bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #12438 is the strongest representative because it fixes a concrete runtime loading bug in core pipeline-loading code and has clear downstream impact; the rest are mostly doc, test, or unrelated subsystem changes.", "soft_edge_verdicts": [ + { + "left": "pull_request:12714", + "right": "pull_request:13321", + "accept": false, + "reason": "Different problems: Flux2 LoRA NaN test vs unguarded torchvision import in Cosmos." + }, { "left": "pull_request:2902", "right": "pull_request:4278", "accept": false, - "reason": "Both touch image pipelines, but they fix different bugs in different classes and inputs; not the same concrete code-path issue." + "reason": "Both involve img2img/upscale handling, but one is cross_attention_kwargs plumbing and the other is a prompt=None batch-size bug; not the same fix." }, { "left": "pull_request:11522", "right": "pull_request:12438", "accept": false, - "reason": "Both are version/compatibility fixes around loading, but one is AudioLDM2 transformers handling and the other is generic offload_state_dict cleanup; different failure modes." + "reason": "Both touch loading utilities, but one is an AudioLDM2 transformers-version workaround and the other handles offload_state_dict for transformers model init; different code paths." }, { "left": "pull_request:12424", "right": "pull_request:13134", "accept": false, - "reason": "Unrelated scopes: Dockerfile/workflow cleanup versus Cosmos transformer typing; no shared bug or change." + "reason": "Unrelated: Dockerfile/workflow cleanup versus Cosmos transformer typing annotations." }, { "left": "pull_request:12490", "right": "pull_request:12960", "accept": false, - "reason": "Audioldm2 test fixture change versus Flux FSDP check; both are tests/examples but not the same issue." + "reason": "Different issues in different areas: a test config change for AudioLDM2 vs FSDP detection in Flux2 training scripts." }, { "left": "pull_request:10114", "right": "pull_request:8425", "accept": false, - "reason": "Stable Audio formatting fix and workflow name rename are unrelated cosmetic edits." + "reason": "Both are docs/CI-ish formatting changes, but one is Stable Audio formatting and the other just renames a workflow; no shared bug." }, { "left": "pull_request:13410", "right": "pull_request:13472", "accept": false, - "reason": "Different documentation updates: modular-pipeline guidance versus float64 gotcha; not duplicate content." + "reason": "Different documentation/agent-guide updates: modular pipeline docs vs float64 gotcha guidance." }, { "left": "pull_request:3473", "right": "pull_request:4245", "accept": false, - "reason": "Both are docs, but one adds textual inversion inference and the other adds safetensors examples across many docs; different changes." + "reason": "Textual inversion docs vs adding safetensors flags across many docs; same broad docs area, but not the same change." }, { "left": "pull_request:10188", "right": "pull_request:8798", "accept": false, - "reason": "Both concern loading behavior, but one is LoRA expansion error handling and the other is sharded checkpoint subfolder loading; distinct bugs." + "reason": "One fixes LoRA debug/error messaging in Flux, the other fixes sharded checkpoint loading from subfolder; distinct bugs." }, { "left": "pull_request:10200", "right": "pull_request:8591", "accept": false, - "reason": "ControlNet Union refactor versus SD3 training density/weighting utilities; different subsystems and purposes." + "reason": "ControlNet Union refactor versus SD3 training density/weighting utilities refactor; different features and code paths." }, { "left": "pull_request:10245", "right": "pull_request:9592", "accept": false, - "reason": "PEFT docs tweak versus Flax embedding docstring refactor; not the same underlying change." + "reason": "PEFT inference docs change is unrelated to Flax embeddings docstring refactoring." }, { "left": "pull_request:10245", "right": "pull_request:9593", "accept": false, - "reason": "PEFT docs tweak versus community docstring cleanup; unrelated documentation work." + "reason": "PEFT inference docs change is unrelated to community example docstring refactoring." }, { "left": "pull_request:10431", "right": "pull_request:10538", "accept": false, - "reason": "Sana transformer bug fix versus auto-pipeline registration for Sana; one fixes model internals, the other pipeline discovery." + "reason": "Sana 1k PE bug fix in the transformer is not the same as adding Sana to auto-pipeline registration." }, { "left": "pull_request:10539", "right": "pull_request:11814", "accept": false, - "reason": "Flux true-CFG condition fix versus gradient-checkpointing kwargs propagation; same model family but different code paths and bugs." + "reason": "Flux true-CFG condition fix versus gradient-checkpointing kwargs plumbing; same model family, different concrete issues." }, { "left": "pull_request:11238", "right": "pull_request:9676", "accept": false, - "reason": "SD3 ControlNet validation/runtime fix versus benchmark import cleanup; unrelated." + "reason": "SD3 validation/A100 execution fix is unrelated to an import cleanup in benchmarks." }, { "left": "pull_request:1137", "right": "pull_request:51", "accept": false, - "reason": "Different eras and bugs: dtype cast in safety checker versus install_requires typo." + "reason": "Different eras and bugs: inpaint safety-checker dtype fix vs install_requires typo fix." }, { "left": "pull_request:11479", "right": "pull_request:12363", "accept": false, - "reason": "Intel Gaudi doc rename versus QwenImage Edit Plus docs/tests; no common issue." + "reason": "Intel Gaudi documentation update versus QwenImageEdit Plus docs/tests; both docs-heavy but unrelated." }, { "left": "pull_request:11614", "right": "pull_request:12491", "accept": false, - "reason": "Docker build script security cleanup versus documentation link-check CI; both CI-related but not same change." + "reason": "Docker CI security hardening versus documentation link-check CI; both workflow-related but different concerns." }, { "left": "pull_request:13081", "right": "pull_request:13330", "accept": false, - "reason": "Qwen hidden-state contiguity fix versus torchao test backend updates; one is a model bug, the other is test infrastructure." + "reason": "Qwen hidden-state contiguity fix is unrelated to torchao test adjustments." }, { "left": "pull_request:1338", "right": "pull_request:748", "accept": false, - "reason": "ONNX inpainting cast order fix versus push_to_hub API cleanup; unrelated pipeline bug and training utility fix." + "reason": "ONNX inpainting cast order fix is unrelated to push_to_hub argument cleanup in training scripts." }, { "left": "pull_request:1508", "right": "pull_request:152", "accept": false, - "reason": "DreamBooth prior-preservation docs clarification versus local image-folder training support; docs vs feature change." + "reason": "Dreambooth num_class_images clarification is unrelated to local image-folder dataset support in unconditional training." }, { "left": "pull_request:1525", "right": "pull_request:453", "accept": false, - "reason": "Upscaling batch-size fix versus installation typo; completely unrelated." + "reason": "Upscaling batch-size fix and installation typo are unrelated." }, { "left": "pull_request:1527", "right": "pull_request:3292", "accept": false, - "reason": "Stable Diffusion inpaint tensor-input support versus input perturbation option in text-to-image training; different pipelines and behavior." + "reason": "Stable Diffusion inpaint tensor-input support is unrelated to adding input perturbation in text-to-image training." }, { "left": "pull_request:1527", "right": "pull_request:3536", "accept": false, - "reason": "Stable Diffusion inpaint tensor-input support versus DeepFloyd IF PIL normalization; different pipeline families and bugs." + "reason": "Both involve image preprocessing, but one is Stable Diffusion inpaint input handling and the other is IF super-resolution PIL normalization; different pipelines and bugs." }, { "left": "pull_request:1706", "right": "pull_request:2415", "accept": false, - "reason": "Main docs update versus pipeline_utils version handling; unrelated documentation and code maintenance." - }, - { - "left": "pull_request:1788", - "right": "pull_request:3708", - "accept": false, - "reason": "DDIM prediction_type logic bug versus custom release sorting/version parsing; different modules and failure modes." + "reason": "Main docs update versus pipeline_utils version handling; not the same artifact or bug." } ] }, @@ -149865,28 +149888,28 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 145, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10136", "pull_request:10359", "pull_request:10567", "pull_request:10810", - "pull_request:10985", "pull_request:11469", - "pull_request:11999", "pull_request:12151", + "pull_request:1788", "pull_request:2655", "pull_request:3473", "pull_request:3589", "pull_request:3656", + "pull_request:3708", "pull_request:3723", "pull_request:3797", "pull_request:3850", @@ -149924,6 +149947,7 @@ "pull_request:9307" ], "soft_pairs": [ + "pull_request:1788|pull_request:3708", "pull_request:2655|pull_request:3797", "pull_request:3473|pull_request:4070", "pull_request:3589|pull_request:3723", @@ -149946,181 +149970,180 @@ "pull_request:10359|pull_request:11469", "pull_request:449|pull_request:676", "pull_request:10136|pull_request:10567", - "pull_request:10810|pull_request:12151", - "pull_request:10985|pull_request:11999" + "pull_request:10810|pull_request:12151" ], - "prepared_review_unit_hash": "4f180f56ec9342484c11e6598904ad2c7f38f7363988362e9a84b26d9a1d3b99", + "prepared_review_unit_hash": "32ddc21d51c1c4e7d2e189524ece6835c327dae2360892b5e92549ce9c86669f", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 100013, - "estimated_input_tokens": 25004, - "estimated_eval_tokens": 50264 + "serialized_chars": 98770, + "estimated_input_tokens": 24693, + "estimated_eval_tokens": 49642 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a broad false-positive cluster: the PRs span unrelated docs, tests, workflows, LoRA, Hunyuan Video, IP-Adapter, and single-file loader work. None of the soft edges looks like the same underlying change or bug fix.", - "confidence": 0.98, + "summary": "This cluster is a grab bag of mostly unrelated PRs linked only by loose lexical similarity. No soft edge looks like the same underlying bug or change, so all should be rejected.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: there isn\u2019t a single duplicate thread here, just many unrelated PRs that happen to share broad subsystem keywords.", + "canonical_pr_reason": "No single canonical PR: the set is heterogeneous, and none of the PRs subsume the others or represent the whole cluster.", "best_issue_reason": null, - "best_pr_reason": "No PR is a good global representative because the cluster is not coherent; PR 10136 is large, but it is still unrelated to most others.", + "best_pr_reason": "PR 10136 is the strongest representative artifact here: it is the broad, foundational Hunyuan Video implementation with the largest scope and most central merged code footprint, even though it does not duplicate the others.", "soft_edge_verdicts": [ + { + "left": "pull_request:1788", + "right": "pull_request:3708", + "accept": false, + "reason": "DDIM scheduler bug fix vs custom release version sorting; unrelated code paths." + }, { "left": "pull_request:2655", "right": "pull_request:3797", "accept": false, - "reason": "LoRA save/load fix vs attention-head naming correction across model configs; different bugs and code paths." + "reason": "LoRA save/load behavior vs attention naming cleanup; different problems." }, { "left": "pull_request:3473", "right": "pull_request:4070", "accept": false, - "reason": "Textual inversion docs vs SDXL docs wording cleanup; both are documentation, but not the same change." + "reason": "Both are docs PRs, but one adds textual inversion docs and the other edits SDXL docs; not the same change." }, { "left": "pull_request:3589", "right": "pull_request:3723", "accept": false, - "reason": "Community README notes vs adding np.ndarray support to reference pipelines; same example area, different concrete changes." + "reason": "Both touch reference-related examples, but one updates README/community prose while the other changes pipeline input handling." }, { "left": "pull_request:3656", "right": "pull_request:4451", "accept": false, - "reason": "Activation helper refactor vs moving tests to nightly; unrelated refactor and test-scheduling change." + "reason": "Activation helper refactor vs moving tests to nightly; unrelated." }, { "left": "pull_request:3850", "right": "pull_request:5948", "accept": false, - "reason": "AudioDiffusion test fixture fix vs variant-loading warning tweak; no shared bug or code path." + "reason": "AudioDiffusion test fixture adjustment vs variant-loading warning fix; unrelated." }, { "left": "pull_request:3957", "right": "pull_request:6195", "accept": false, - "reason": "WIP attention-head correction vs AnimateDiff SDXL feature work; shared file path is not enough to merge them." + "reason": "WIP attention-head naming fix vs AnimateDiff SDXL implementation; different code paths and goals." }, { "left": "pull_request:4749", "right": "pull_request:6972", "accept": false, - "reason": "SDXL LoRA checkpointing vs IP-Adapter unload test; different components and failure modes." + "reason": "SDXL LoRA checkpointing vs IP-Adapter unload test; not the same bug or change." }, { "left": "pull_request:5506", "right": "pull_request:7458", "accept": false, - "reason": "PEFT/xformers LoRA bugfix vs skipping dynamo tests on Python 3.12; unrelated." + "reason": "PEFT/xformers LoRA fix vs Python 3.12 test skip; unrelated." }, { "left": "pull_request:5747", "right": "pull_request:7634", "accept": false, - "reason": "Dataset data_dir plumbing vs high-res generation model addition; different features." + "reason": "Dataset `data_dir` plumbing vs high-res UNet/pipeline fix; unrelated." }, { "left": "pull_request:6150", "right": "pull_request:6564", "accept": false, - "reason": "IP-Adapter converter method vs path handling in image-encoder loading; same loader family, but different concrete fixes." + "reason": "Both are IP-Adapter related, but one adds a converter and the other fixes subfolder path generation; distinct changes." }, { "left": "pull_request:6215", "right": "pull_request:8425", "accept": false, - "reason": "PixArt test determinism fix vs workflow name rename; unrelated." + "reason": "PixArt VAE test initialization vs workflow name rename; unrelated." }, { "left": "pull_request:6373", "right": "pull_request:7202", "accept": false, - "reason": "Deleting doc-comment workflows vs removing huggingface-cli from example requirements; no common bug." + "reason": "Deleting doc-comment workflows vs removing a requirements dependency; unrelated." }, { "left": "pull_request:6426", "right": "pull_request:6886", "accept": false, - "reason": "LoRA deprecation cleanup vs removing torch_dtype deprecation in to(); different deprecation paths." + "reason": "LoRA deprecation handling vs removing `torch_dtype` deprecation warnings; different issues." }, { "left": "pull_request:6961", "right": "pull_request:8627", "accept": false, - "reason": "Single-file loader test additions vs SD3 ControlNet test-size reduction; both tests, but different targets and issues." + "reason": "Single-file loader tests vs SD3 control test-size changes; unrelated." }, { "left": "pull_request:6994", "right": "pull_request:7216", "accept": false, - "reason": "Passing torch_dtype through single-file loaders vs updating from_single_file signature/docs; related area, but not the same concrete fix." + "reason": "Both involve single-file loading, but one fixes `torch_dtype` propagation and the other updates the API signature/docs; not the same concrete fix." }, { "left": "pull_request:7410", "right": "pull_request:8761", "accept": false, - "reason": "FreeInit behavior fix vs Hunyuan embedding refactor; unrelated pipeline internals." + "reason": "FreeInit behavior fix vs Hunyuan embedding refactor; unrelated." }, { "left": "pull_request:7458", "right": "pull_request:9307", "accept": false, - "reason": "Skipping dynamo tests on Python 3.12 vs rotary embedding CPU/device refactor; different problems." + "reason": "Skipping dynamo tests on Python 3.12 vs rotary embedding CPU/device refactor; unrelated." }, { "left": "pull_request:7662", "right": "pull_request:8512", "accept": false, - "reason": "Flax CI cleanup vs removing deprecated prepare_mask_and_masked_image; unrelated workflows/code paths." + "reason": "Flax PR test cleanup vs removing a deprecated inpaint helper; unrelated." }, { "left": "pull_request:8618", "right": "pull_request:8755", "accept": false, - "reason": "SD3 tiny autoencoder shift_factor addition vs SD3 DreamBooth LoRA training fix; same product family, different components." + "reason": "SD3 tiny autoencoder `shift_factor` addition vs SD3 Dreambooth LoRA training fix; different code paths." }, { "left": "pull_request:10359", "right": "pull_request:11469", "accept": false, - "reason": "General test fixes vs targeted xfails for specific pipeline methods; not the same test failure." + "reason": "Both touch tests, but they target different pipelines and different xfail issues." }, { "left": "pull_request:449", "right": "pull_request:676", "accept": false, - "reason": "Variable renaming in attention vs variable renaming in resnet; stylistically similar, but separate refactors." + "reason": "Similar variable-renaming style only; they are different refactors in different modules." }, { "left": "pull_request:10136", "right": "pull_request:10567", "accept": false, - "reason": "Hunyuan Video core model/pipeline addition vs adding true CFG support to that pipeline; same module, different feature." + "reason": "Same Hunyuan Video area, but one is the base implementation and the other adds true CFG support; follow-up feature, not the same change." }, { "left": "pull_request:10810", "right": "pull_request:12151", "accept": false, - "reason": "Flux LoRA conversion support vs deprecating Flax support; completely different subsystems." - }, - { - "left": "pull_request:10985", - "right": "pull_request:11999", - "accept": false, - "reason": "Flux ComfyUI LoRA conversion support vs new LoRA config injection method; related theme, but not the same concrete change." + "reason": "LoRA Flux support vs Flax deprecation cleanup; unrelated." } ] }, @@ -150134,26 +150157,26 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 146, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10119", "pull_request:10246", "pull_request:10418", "pull_request:10808", + "pull_request:10985", "pull_request:11089", "pull_request:11250", - "pull_request:11366", "pull_request:11421", - "pull_request:11535", "pull_request:11896", + "pull_request:11999", "pull_request:12142", "pull_request:12143", "pull_request:1513", @@ -150193,6 +150216,7 @@ "pull_request:9909" ], "soft_pairs": [ + "pull_request:10985|pull_request:11999", "pull_request:3410|pull_request:3846", "pull_request:4622|pull_request:4635", "pull_request:5053|pull_request:5439", @@ -150216,187 +150240,192 @@ "pull_request:5713|pull_request:6828", "pull_request:10119|pull_request:11089", "pull_request:10246|pull_request:9909", - "pull_request:10418|pull_request:11250", - "pull_request:11366|pull_request:11535" + "pull_request:10418|pull_request:11250" ], - "prepared_review_unit_hash": "ca41964ca9c5b43d080c7adb9d20aad55e7f21e3a713f34495a948748acbb584", + "prepared_review_unit_hash": "64a5eb0c6e129cfa9a2794514a065de32263829bdb54035d41587004bafb74b7", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 99143, - "estimated_input_tokens": 24786, - "estimated_eval_tokens": 49828 + "serialized_chars": 100136, + "estimated_input_tokens": 25034, + "estimated_eval_tokens": 50324 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a false-positive similarity group: the PRs span unrelated docs, example scripts, workflows, and separate model/pipeline fixes. None of the suggested soft edges looks like the same underlying change.", - "confidence": 0.97, + "summary": "This cluster is mostly heterogeneous and not a real duplicate set: docs-only PRs, unrelated training-script fixes, and separate LoRA/Wan/Pipeline changes. The only strong duplicate-like pair is the two Wan VACE fp16/bf16 mask-cast fixes, which appear to address the same bug with one adding tests.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items are too heterogeneous and do not converge on one concrete bug or feature change.", + "canonical_pr_reason": "No single canonical PR fits the whole cluster because most items are unrelated changes; if forced to pick within the only near-duplicate subpair, PR #12143 is the more complete merged fix (same source change plus tests).", "best_issue_reason": null, - "best_pr_reason": "No single PR is a good global representative; the cluster is a mix of unrelated changes, so any one choice would be arbitrary.", + "best_pr_reason": "PR #12143 is the strongest representative of an actual bug fix in the cluster: it makes the Wan VACE mask dtype correction and includes a test, whereas the paired PR #12142 is an incomplete/unmerged variant.", "soft_edge_verdicts": [ + { + "left": "pull_request:10985", + "right": "pull_request:11999", + "accept": false, + "reason": "Both are LoRA-related, but they fix different problems: ComfyUI/Flux LoRA conversion support vs. adapting to a new PEFT LoRA injection API. Same subsystem, not the same change." + }, { "left": "pull_request:3410", "right": "pull_request:3846", "accept": false, - "reason": "Both touch training utilities, but one fixes DeepSpeed plugin retrieval and the other changes random-module seeding; different bugs and code paths." + "reason": "Both touch training utilities, but one fixes DeepSpeed plugin retrieval and the other fixes random seeding import usage. No shared bug." }, { "left": "pull_request:4622", "right": "pull_request:4635", "accept": false, - "reason": "Docs-only similarity is too broad; PushToHub docs and MultiControlNet docs/example are unrelated changes." + "reason": "Both are docs/controlnet-adjacent, but one adds PushToHub docs and the other adds MultiControlNet docs/examples. Different features." }, { "left": "pull_request:5053", "right": "pull_request:5439", "accept": false, - "reason": "One fixes an argument parsing interface in a training script, the other fixes tokenizer/config loading in from_single_file; unrelated." + "reason": "Validation-image argument handling in a training script is unrelated to the from_single_file tokenizer/config loading regression." }, { "left": "pull_request:5823", "right": "pull_request:7058", "accept": false, - "reason": "Both are LoRA-related, but they fix different mechanisms: adapter fusion by names vs copying an input state dict before loading." + "reason": "Both are LoRA loader work, but one adds adapter_names to fuse_lora and the other copies an input state dict before load_lora_weights. Different code paths and fixes." }, { "left": "pull_request:5928", "right": "pull_request:6328", "accept": false, - "reason": "One adds a community README entry, the other adds a new AnimateDiff video-to-video pipeline; not the same concrete change." + "reason": "Both add community pipelines, but they are different pipelines (AnimateDiff+ControlNet vs Latent Consistency interpolation). Not duplicates." }, { "left": "pull_request:6289", "right": "pull_request:6698", "accept": false, - "reason": "AnimateDiff SparseCntrl and PIA are distinct model/pipeline additions with different architectures and goals." + "reason": "Both introduce new video-related models/pipelines, but one is SparseCntrl for AnimateDiff and the other is PIA. Distinct features." }, { "left": "pull_request:9212", "right": "pull_request:9234", "accept": false, - "reason": "Kolors img2img auto-pipeline mapping and safetensors compatibility regression are unrelated code paths." + "reason": "One fixes the auto-pipeline mapping for Kolors img2img, the other fixes safetensors compatibility regression. Shared utility area only." }, { "left": "pull_request:11421", "right": "pull_request:12142", "accept": false, - "reason": "Dreambooth interpolation-mode handling and Wan VACE bf16/fp16 mask casting are unrelated fixes." + "reason": "One changes DreamBooth image interpolation defaults; the other fixes Wan VACE fp16/bf16 mask handling. No overlap in bug or code path." }, { "left": "pull_request:11421", "right": "pull_request:12143", "accept": false, - "reason": "These are separate concerns: an interpolation CLI option vs a Wan VACE dtype fix; not the same bug." + "reason": "Same as above: unrelated training-image resizing default vs. Wan VACE dtype fix." }, { "left": "pull_request:1513", "right": "pull_request:152", "accept": false, - "reason": "Dreambooth notebook setup docs and local-image-folder training support are different documentation/features." + "reason": "Both are docs/examples, but one adds notebook bootstrap config and the other adds local image-folder training support. Different changes." }, { "left": "pull_request:1913", "right": "pull_request:327", "accept": false, - "reason": "Input-type validation across image pipelines is unrelated to type-hint cleanup for the PNDM pipeline." + "reason": "Input-type validation for img2img pipelines is unrelated to type-hint cleanup in the PNDM pipeline." }, { "left": "pull_request:2398", "right": "pull_request:2641", "accept": false, - "reason": "Pix2Pix Zero docs and documentation-build workflow changes are unrelated." + "reason": "Pix2Pix Zero docs expansion and documentation-build workflow changes are unrelated." }, { "left": "pull_request:2641", "right": "pull_request:3707", "accept": false, - "reason": "Both affect docs workflows, but one adds notebook build plumbing and the other changes secret handling/deletion workflow; not the same change." + "reason": "Both touch documentation workflows, but one adds notebook build config and the other changes doc-comment secret handling. Different issues." }, { "left": "pull_request:3042", "right": "pull_request:3681", "accept": false, - "reason": "Accelerate version pinning and manual checkpoint-limit handling solve different training-script issues." + "reason": "Accelerate minimum-version bumps are separate from checkpoint-limit handling changes in training scripts." }, { "left": "pull_request:6225", "right": "pull_request:6743", "accept": false, - "reason": "LoRA alpha parsing and hflip argument correction are separate training-script bugs." + "reason": "LoRA alpha parsing fixes and hflip-argument correction are unrelated training-script fixes." }, { "left": "pull_request:6743", "right": "pull_request:6918", "accept": false, - "reason": "A flip-flag fix and hub-token exposure guard are unrelated." + "reason": "Different problems: one corrects a flip-argument name, the other blocks hub-token exposure with wandb. No duplicate evidence." }, { "left": "pull_request:5438", "right": "pull_request:5477", "accept": false, - "reason": "These are related only at the topic level; one adds a community txt2img entry, the other adds an img2img pipeline implementation." + "reason": "Both concern latent-consistency community examples, but they add different pipelines (txt2img vs img2img). Not the same change." }, { "left": "pull_request:7246", "right": "pull_request:7771", "accept": false, - "reason": "One fixes VAE tiling test device usage, the other marks a ControlNetXS test flaky; different test issues." + "reason": "One fixes VAE tiling device selection in tests; the other marks a ControlNetXS test as flaky. Different test concerns." }, { "left": "pull_request:10808", "right": "pull_request:11896", "accept": false, - "reason": "Both concern LoRA/offloading, but one restricts PEFT config key updates while the other fixes hook removal during loading; distinct bugs." + "reason": "Both deal with LoRA/offload behavior, but one restricts PEFT config update keys and the other fixes hook disabling when loading LoRAs. Not the same bug." }, { "left": "pull_request:4695", "right": "pull_request:5057", "accept": false, - "reason": "Text-to-Video Zero SDXL support and SDXL clip-skip support are separate features." + "reason": "One adds TextToVideoZeroSDXLPipeline; the other adds clip-skip support to SDXL pipelines. Different features." }, { "left": "pull_request:5713", "right": "pull_request:6828", "accept": false, - "reason": "IP-Adapter feature work and a UNetMotionModel IP-adapter code fix are not the same concrete change." + "reason": "Both involve IP-adapter-related code, but one is the full IP-Adapter feature set and the other adjusts UNetMotionModel IP-adapter handling. Not duplicate enough to merge." }, { "left": "pull_request:10119", "right": "pull_request:11089", "accept": false, - "reason": "Docs for load_lora_adapter and Wan memory-optimization docs are unrelated." + "reason": "Docs for load_lora_adapter and Wan docs updates are unrelated." }, { "left": "pull_request:10246", "right": "pull_request:9909", "accept": false, - "reason": "One updates docs for attention processors, the other changes the type union in code; related topic, but not the same PR-level change." + "reason": "Both concern attention processors, but one adds/updates docs and processor exports while the other expands the AttentionProcessor union type. Related area, different concrete change." }, { "left": "pull_request:10418", "right": "pull_request:11250", "accept": false, - "reason": "Internal-link docs cleanup and AutoModel docs addition are unrelated documentation changes." + "reason": "Internal link fixes in a tutorial are unrelated to adding AutoModel docs and nav entries." }, { - "left": "pull_request:11366", - "right": "pull_request:11535", - "accept": false, - "reason": "Hidream transformer output shape change and Framepack initialization-order change affect different models and code paths." + "left": "pull_request:12142", + "right": "pull_request:12143", + "accept": true, + "reason": "These appear to fix the same Wan VACE fp16/bf16 mask-cast bug in the same file; 12143 is the more complete version because it includes the source fix plus tests." } ] }, @@ -150410,18 +150439,18 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 147, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:11588", - "pull_request:11913", + "pull_request:11366", + "pull_request:11535", "pull_request:12425", "pull_request:13022", "pull_request:1494", @@ -150470,6 +150499,7 @@ "pull_request:9735" ], "soft_pairs": [ + "pull_request:11366|pull_request:11535", "pull_request:12425|pull_request:13022", "pull_request:1494|pull_request:2655", "pull_request:1564|pull_request:3561", @@ -150494,193 +150524,192 @@ "pull_request:6961|pull_request:8386", "pull_request:7627|pull_request:9447", "pull_request:8445|pull_request:9447", - "pull_request:8591|pull_request:9735", - "pull_request:11588|pull_request:11913" + "pull_request:8591|pull_request:9735" ], - "prepared_review_unit_hash": "dc745efae11436d7b0047c986fd26e6ade5de343a2378559da107f250b07389b", + "prepared_review_unit_hash": "99f0ac1a43732b432d79b7526f36db6be17900ffa6e4d0417b8f27d16a687ff5", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 95419, - "estimated_input_tokens": 23855, - "estimated_eval_tokens": 47966 + "serialized_chars": 94205, + "estimated_input_tokens": 23552, + "estimated_eval_tokens": 47360 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated PRs across docs, tests, packaging, and a few feature/fix areas. The soft edges share broad keywords at best, but they do not line up on the same concrete bug or merged change path.", + "summary": "The items are a heterogeneous mix of unrelated docs, tests, training-script tweaks, and core bugfixes; no pair looks like a true duplicate PR fix, so I would not merge any of the soft-edge candidates.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a good canonical duplicate target here; the items span many unrelated changes, so any one PR would be misleading as a representative.", + "canonical_pr_reason": "No single canonical PR stands out: the set spans unrelated subsystems and change types, so there isn\u2019t one PR that clearly represents the whole cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 11913 is the broadest, most self-contained feature PR in the set (Wan modular diffusers), so it is the least arbitrary single PR to use as a representative if one must be chosen.", + "best_pr_reason": "PR 8452 is the strongest representative if one must be chosen: it targets an explicit issue and makes a concrete loader fix in a core code path, unlike the more docs/test-oriented or broad refactors.", "soft_edge_verdicts": [ + { + "left": "pull_request:11366", + "right": "pull_request:11535", + "accept": false, + "reason": "Different features and code paths: Hidream transformer output shape vs Framepack initialization order." + }, { "left": "pull_request:12425", "right": "pull_request:13022", "accept": false, - "reason": "Both touch import/platform issues, but one is a torch.distributed guard and the other is Dockerfile dependency pinning; unrelated changes." + "reason": "Both touch distributed/cuda-related plumbing, but one is a Python import guard and the other is Dockerfile dependency/version setup; not the same bug or change." }, { "left": "pull_request:1494", "right": "pull_request:2655", "accept": false, - "reason": "Safe serialization support and LoRA loading fixes are different code paths and different problems." + "reason": "Both involve save/load semantics, but one adds safetensors save support while the other adjusts LoRA loading behavior; different concrete problems." }, { "left": "pull_request:1564", "right": "pull_request:3561", "accept": false, - "reason": "Docs for accelerate defaults versus Dreambooth IF upscaling logic; not the same bug or change." + "reason": "Docs-only accelerate config guidance vs a Dreambooth IF training feature addition; unrelated changes." }, { "left": "pull_request:1564", "right": "pull_request:748", "accept": false, - "reason": "One is a docs tweak, the other fixes push_to_hub behavior in training scripts; different scope." + "reason": "README docs for accelerate config vs a push_to_hub bugfix in training scripts; not the same underlying issue." }, { "left": "pull_request:1788", "right": "pull_request:711", "accept": false, - "reason": "A concrete DDIM sampling bug fix does not match a broad scheduler design proposal." + "reason": "DDIM prediction-type bugfix vs a scheduler design proposal; different scope and code paths." }, { "left": "pull_request:1850", "right": "pull_request:2470", "accept": false, - "reason": "Both are tests, but they cover different models and different MPS-related adjustments." + "reason": "Test additions for ResnetBlock2D vs MPS-specific test skips; unrelated test maintenance." }, { "left": "pull_request:2430", "right": "pull_request:715", "accept": false, - "reason": "One changes transformers version labeling, the other guards PyTorch imports; unrelated." + "reason": "One changes version-reporting text in pipeline utils; the other makes utils imports conditional on PyTorch availability; different issues." }, { "left": "pull_request:2464", "right": "pull_request:3054", "accept": false, - "reason": "Training-script xformers handling is unrelated to a docs punctuation/contribution edit." + "reason": "Dreambooth training-script cleanup vs documentation punctuation/formatting; no shared bug or implementation change." }, { "left": "pull_request:2557", "right": "pull_request:748", "accept": false, - "reason": "Both involve Dreambooth scripts, but one adds validation logging and the other fixes hub pushing; separate changes." + "reason": "Both are Dreambooth-related, but one adds validation logging and the other fixes hub push invocation; not the same code-path problem." }, { "left": "pull_request:2593", "right": "pull_request:833", "accept": false, - "reason": "ControlNet conversion tooling and a version-bump release PR are not duplicates." + "reason": "ControlNet conversion tooling vs a package version bump; unrelated." }, { "left": "pull_request:3241", "right": "pull_request:5289", "accept": false, - "reason": "Both are test adjustments, but for different pipelines and different failure modes." + "reason": "Both are test adjustments, but one changes an expected diff threshold and the other changes a save/load tolerance; different failures." }, { "left": "pull_request:3852", "right": "pull_request:4215", "accept": false, - "reason": "Different documentation edits in different files with no shared underlying issue." + "reason": "Separate documentation updates for different topics; no duplicate change." }, { "left": "pull_request:4498", "right": "pull_request:6114", "accept": false, - "reason": "Both mention SDXL community examples, but one adds a reference demo while the other adds img2img/inpaint support; different features." + "reason": "Both are community/example related, but one adds SDXL reference support while the other extends lpw-xl img2img/inpaint; distinct features." }, { "left": "pull_request:4787", "right": "pull_request:6762", "accept": false, - "reason": "LoRA loading filename filtering and a flaky Kandinsky test fix are unrelated." + "reason": "LoRA loading relaxation and a flaky Kandinsky test fix are unrelated." }, { "left": "pull_request:5220", "right": "pull_request:6261", "accept": false, - "reason": "One retags slow tests, the other refactors pipeline exports; no shared concrete change." + "reason": "Test-suite scheduling changes vs moving Attend and Excite out of stable_diffusion; unrelated." }, { "left": "pull_request:5639", "right": "pull_request:6340", "accept": false, - "reason": "Motion LoRA docs and AnimateDiff conversion scripts are different artifacts and different tasks." + "reason": "AnimateDiff docs update vs conversion scripts; same area broadly, but not the same underlying fix." }, { "left": "pull_request:5946", "right": "pull_request:6762", "accept": false, - "reason": "A broad example-test refactor is unrelated to a single flaky Kandinsky test adjustment." + "reason": "Refactoring example tests vs marking one test flaky; separate test-maintenance tasks." }, { "left": "pull_request:6065", "right": "pull_request:6643", "accept": false, - "reason": "SDXL Turbo docs and UViT2D docs are separate documentation additions." + "reason": "Docs for SDXL Turbo vs docs for UViT2D; unrelated additions." }, { "left": "pull_request:6147", "right": "pull_request:8452", "accept": false, - "reason": "Both are about single-file loading, but they address different failures and different code paths; too broad to merge as duplicates." + "reason": "Both concern single-file loading, but one adds refiner-model support and the other loosens strict loading for errors; different concrete code-path issues." }, { "left": "pull_request:6195", "right": "pull_request:6405", "accept": false, - "reason": "A WIP AnimateDiff SDXL feature PR and a doc-builder workflow test PR are unrelated." + "reason": "AnimateDiff SDXL WIP vs doc-builder workflow testing; unrelated." }, { "left": "pull_request:6775", "right": "pull_request:7779", "accept": false, - "reason": "Both are docstring/docs fixes, but for different APIs and different issues." + "reason": "Two docstring fixes in different APIs; not the same change." }, { "left": "pull_request:6961", "right": "pull_request:8386", "accept": false, - "reason": "Single-file checkpoint loader tests and output_shape-based model test cleanup are unrelated test maintenance." + "reason": "Single-file loader tests vs model test input-shape refactors; different test concerns." }, { "left": "pull_request:7627", "right": "pull_request:9447", "accept": false, - "reason": "An img2img pipeline fix for Playground and a save_pretrained shard-size default change do not share the same bug." + "reason": "Playground img2img latent handling vs pipeline save_pretrained shard-size defaults; unrelated." }, { "left": "pull_request:8445", "right": "pull_request:9447", "accept": false, - "reason": "Both alter max_shard_size defaults, but one changes model saving shards and the other changes pipeline save semantics; not the same concrete fix." + "reason": "Both touch checkpoint sharding defaults, but one changes model save_pretrained and the other changes pipeline save_pretrained; similar theme, not the same concrete fix." }, { "left": "pull_request:8591", "right": "pull_request:9735", "accept": false, - "reason": "Both are SD3 training-related, but one refactors weighting utilities while the other updates a ControlNet example/training script; different changes." - }, - { - "left": "pull_request:11588", - "right": "pull_request:11913", - "accept": false, - "reason": "Both are Wan-related, but one adds LoRA support for I2V while the other introduces the modular Wan pipeline; separate code paths and features." + "reason": "SD3 training utility refactor vs an SD3 ControlNet example update; related model family, but different artifacts and problems." } ] }, @@ -150694,15 +150723,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 148, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10069", "pull_request:10117", @@ -150723,14 +150752,14 @@ "pull_request:11273", "pull_request:11290", "pull_request:1147", + "pull_request:11588", "pull_request:11614", "pull_request:11728", "pull_request:11823", + "pull_request:11913", "pull_request:12062", - "pull_request:1215", "pull_request:12419", "pull_request:12425", - "pull_request:13364", "pull_request:1496", "pull_request:2915", "pull_request:2956", @@ -150746,7 +150775,6 @@ "pull_request:7714", "pull_request:7771", "pull_request:7941", - "pull_request:833", "pull_request:8412", "pull_request:8709", "pull_request:8755", @@ -150754,6 +150782,7 @@ "pull_request:9721" ], "soft_pairs": [ + "pull_request:11588|pull_request:11913", "pull_request:8709|pull_request:9099", "pull_request:10376|pull_request:11066", "pull_request:10117|pull_request:10704", @@ -150777,194 +150806,186 @@ "pull_request:11290|pull_request:12425", "pull_request:1147|pull_request:2915", "pull_request:11614|pull_request:11728", - "pull_request:11614|pull_request:12062", - "pull_request:1215|pull_request:833", - "pull_request:12425|pull_request:13364" + "pull_request:11614|pull_request:12062" ], - "prepared_review_unit_hash": "1883a9ff8f6b0880473f00a22e5dce8359289c72ac35067fc18cbe70338bee08", + "prepared_review_unit_hash": "8171a21a6c6223b0d7c6475da6d14f934a01e5b9f0603ca3df624a0f5137de56", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 97146, - "estimated_input_tokens": 24287, - "estimated_eval_tokens": 48830 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 96108, + "estimated_input_tokens": 24027, + "estimated_eval_tokens": 48310 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; it\u2019s a grab bag of unrelated PRs spanning docs, CI/workflows, model code, LoRA conversions, and tests. All soft edges look like superficial similarity only, not the same underlying bug/change.", + "summary": "Mostly unrelated PRs that were grouped by superficial similarity rather than shared bug/change. The cluster spans Wan/Hunyuan/SD3 feature work, docs, CI, and test-only tweaks; none of the soft edges look like true duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items are heterogeneous and do not resolve to one underlying fix or feature.", + "canonical_pr_reason": "If a representative is needed, PR 10922 is the broadest substantive feature change in the main Wan theme; however, it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a good global representative for deduping this cluster; the PRs cover unrelated areas and changes.", + "best_pr_reason": "PR 10922 is the strongest standalone representative because it is a large, central feature integration with real code and API surface changes. The rest are either smaller follow-ups or unrelated maintenance/docs/test updates.", "soft_edge_verdicts": [ + { + "left": "pull_request:11588", + "right": "pull_request:11913", + "accept": false, + "reason": "Both are Wan-related, but one is LoRA I2V support and the other is the modular Wan pipeline; different code paths and different change intents." + }, { "left": "pull_request:8709", "right": "pull_request:9099", "accept": false, - "reason": "Both are SD3-related pipeline additions, but they target different features: SD3 inpaint vs SD3 ControlNet inpainting." + "reason": "Both are SD3 inpainting-related, but one adds the SD3 inpaint pipeline and the other adds SD3 controlnet inpainting; distinct features, not one bug fix." }, { "left": "pull_request:10376", "right": "pull_request:11066", "accept": false, - "reason": "Both touch HunyuanVideo, but one is LoRA format conversion support and the other is a new HunyuanVideo-I2V model/pipeline." + "reason": "HunyuanVideo LoRA conversion support and the new HunyuanVideo-I2V model pipeline are separate feature areas." }, { "left": "pull_request:10117", "right": "pull_request:10704", "accept": false, - "reason": "Both are docs fixes, but one repairs broken README links while the other updates image-to-image usage examples." + "reason": "Both are docs PRs, but one fixes README links and the other corrects img2img usage examples; unrelated documentation changes." }, { "left": "pull_request:10326", "right": "pull_request:10354", "accept": false, - "reason": "Unrelated CI/test changes: one fixes an MPS workflow install command, the other fixes a Flux IP-Adapter test helper." + "reason": "One fixes MPS workflow quoting; the other patches a Flux IP-Adapter tester by re-applying model dtype/device. Different problems." }, { "left": "pull_request:2959", "right": "pull_request:3410", "accept": false, - "reason": "Different test fixes in different code paths: UNet3D norm-group test vs DeepSpeed plugin retrieval in training examples." + "reason": "UNet3D norm-group test adjustment is unrelated to the DeepSpeed plugin retrieval fix in training code." }, { "left": "pull_request:4927", "right": "pull_request:4963", "accept": false, - "reason": "Both involve offloading/loaders, but one reverts accelerate hook handling while the other reinstalls accelerate main in workflows; not the same change." + "reason": "These are a revert and re-revert around accelerate/offloading behavior, but they are not the same concrete change; 4963 also adds accelerate main to CI." }, { "left": "pull_request:6645", "right": "pull_request:7086", "accept": false, - "reason": "Both update community docs, but they cover different pipelines and different functional content." + "reason": "Both touch community docs, but one is a README cleanup and the other adds an AnimateDiff community pipeline and controlnet updates." }, { "left": "pull_request:7714", "right": "pull_request:8412", "accept": false, - "reason": "Both are docs work, but AutoPipeline documentation and single-file documentation are distinct topics." + "reason": "AutoPipeline docs overhaul and single-file loader docs are different documentation topics with different APIs." }, { "left": "pull_request:7771", "right": "pull_request:7941", "accept": false, - "reason": "Both are test annotations, but one marks a ControlNetXS test flaky while the other marks a StableDiffusion21 single-file class as slow." + "reason": "One marks a UNetControlNetXS test flaky; the other marks a StableDiffusion single-file slow test. Only a generic test-maintenance similarity." }, { "left": "pull_request:11823", "right": "pull_request:12419", "accept": false, - "reason": "Both are LoRA-related, but they support different model families and conversion paths: Flux Kontext vs modular Flux readiness." + "reason": "Both are LoRA-related, but one supports Fal Kontext LoRA conversion and the other adapts Flux modular pipeline metadata for Mellon; unrelated implementations." }, { "left": "pull_request:6490", "right": "pull_request:6752", "accept": false, - "reason": "Both add community/research project content, but they introduce different projects and codepaths." + "reason": "Different community projects: RAVE video editing versus PromptDiffusion pipeline docs/code." }, { "left": "pull_request:10376", "right": "pull_request:10482", "accept": false, - "reason": "Both are HunyuanVideo changes, but one adds LoRA conversion support and the other fixes a NaN/attention mask bug." + "reason": "HunyuanVideo LoRA conversion support and a PyTorch<2.5 NaN fix in the transformer are unrelated issues." }, { "left": "pull_request:2956", "right": "pull_request:3020", "accept": false, - "reason": "Both relate to schedulers, but they implement different scheduler features in different algorithms." + "reason": "Euler scheduler Karras-sigmas addition and DPM-SDE stochastic sampler introduction are different scheduler features." }, { "left": "pull_request:10069", "right": "pull_request:11273", "accept": false, - "reason": "Completely different concerns: BnB quantizer device handling vs notification bot timeout behavior." + "reason": "BnB quantizer device handling and Slack release bot timeout changes are unrelated code paths." }, { "left": "pull_request:10126", "right": "pull_request:8755", "accept": false, - "reason": "Different domains and fixes: LoRA API deprecation vs SD3 DreamBooth LoRA training logic." + "reason": "LoRA save deprecation and SD3 DreamBooth LoRA training fixes are different changes in different subsystems." }, { "left": "pull_request:10271", "right": "pull_request:11052", "accept": false, - "reason": "TorchAO test refactor vs a new compute-capability test decorator; related to tests but not the same bug/change." + "reason": "TorchAO serialization test refactor and quanto test capability gating are separate test infrastructure changes." }, { "left": "pull_request:1089", "right": "pull_request:1496", "accept": false, - "reason": "Both are docs, but one expands scheduler usage docs and the other adds Habana Gaudi documentation." + "reason": "Old scheduler docs addition versus Habana Gaudi docs addition; both docs-only but unrelated topics." }, { "left": "pull_request:10922", "right": "pull_request:11059", "accept": false, - "reason": "Same broad Wan area, but one adds Wan model/pipeline support and the other converts non-diffusers Wan LoRAs; different changes." + "reason": "Wan2.1 core integration versus Wan LoRA conversion support for non-diffusers checkpoints; different layers of the stack." }, { "left": "pull_request:11067", "right": "pull_request:9721", "accept": false, - "reason": "Both are Docker/benchmark config changes, but one pins transformers for benchmarking and the other pins torch versions across Dockerfiles." + "reason": "Benchmark transformers pinning and Docker torch pinning are both environment changes, but they target different setups and failure modes." }, { "left": "pull_request:11196", "right": "pull_request:11273", "accept": false, - "reason": "Model save_pretrained behavior vs Slack release-notification timeout; unrelated code paths." + "reason": "Model save_pretrained safetensors behavior and Slack bot request timeout are unrelated maintenance fixes." }, { "left": "pull_request:11290", "right": "pull_request:12425", "accept": false, - "reason": "Dockerfile dependency pinning vs torch.distributed import guarding; no shared underlying bug." + "reason": "Onnx Docker torch version unpinning and distributed import guarding are unrelated infrastructure fixes." }, { "left": "pull_request:1147", "right": "pull_request:2915", "accept": false, - "reason": "Flax example loading fix vs a tolerance adjustment in a slow test; unrelated." + "reason": "Flax example text-encoder loading fix and a Stable Diffusion test threshold adjustment are not the same change." }, { "left": "pull_request:11614", "right": "pull_request:11728", "accept": false, - "reason": "CI workflow hardening vs doc-builder Dockerfile adding quant libs; different files and goals." + "reason": "Docker workflow bugfix versus adding quant libs to the doc-builder Docker image; different CI/container concerns." }, { "left": "pull_request:11614", "right": "pull_request:12062", "accept": false, - "reason": "Both touch CI, but one is a workflow loop/quoting fix and the other enables all GPUs across multiple workflows; not the same issue." - }, - { - "left": "pull_request:1215", - "right": "pull_request:833", - "accept": false, - "reason": "DDIM generator/device bugfix vs a version bump release PR; unrelated." - }, - { - "left": "pull_request:12425", - "right": "pull_request:13364", - "accept": false, - "reason": "Torch distributed import guarding vs MotionConv2d dtype casting; completely different code paths and fixes." + "reason": "Build-docker workflow cleanup and enabling all GPUs in CI are unrelated workflow changes." } ] }, @@ -150978,20 +150999,20 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 149, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:10132", - "pull_request:11044", - "pull_request:11767", + "pull_request:1215", + "pull_request:12425", "pull_request:1331", + "pull_request:13364", "pull_request:1706", "pull_request:2464", "pull_request:2892", @@ -151026,18 +151047,20 @@ "pull_request:7941", "pull_request:816", "pull_request:8267", + "pull_request:833", "pull_request:8370", "pull_request:8452", "pull_request:8496", "pull_request:8591", "pull_request:8652", - "pull_request:8660", "pull_request:8719", "pull_request:8761", "pull_request:8937", "pull_request:8973" ], "soft_pairs": [ + "pull_request:1215|pull_request:833", + "pull_request:12425|pull_request:13364", "pull_request:1331|pull_request:3337", "pull_request:1706|pull_request:2464", "pull_request:2892|pull_request:5053", @@ -151061,188 +151084,192 @@ "pull_request:8267|pull_request:8719", "pull_request:8591|pull_request:8761", "pull_request:8652|pull_request:8973", - "pull_request:6752|pull_request:7442", - "pull_request:10132|pull_request:8660", - "pull_request:11044|pull_request:11767" + "pull_request:6752|pull_request:7442" ], - "prepared_review_unit_hash": "13d06b5c8209c5ad521343c130fb53d8997226349f53ac9dcaccd93fbdb3151a", + "prepared_review_unit_hash": "cfc4f303a5ac6b0fb9fdd2e2e16f41c8a702c9db0357427040edcc5684085b05", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 100496, - "estimated_input_tokens": 25124, - "estimated_eval_tokens": 50504 + "serialized_chars": 99618, + "estimated_input_tokens": 24905, + "estimated_eval_tokens": 50066 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate cluster emerges here: the soft edges mostly connect unrelated PRs that happen to touch similar subsystems, docs, or tests. I would not merge any of these pairs as duplicates.", - "confidence": 0.97, + "summary": "This cluster is a loose grab bag of largely unrelated Diffusers PRs. A few pairs share broad areas (inpainting, LoRA, docs, Lumina), but the concrete bugs/changes differ, so none of the soft edges should be merged as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No issue artifacts are present, so there is no canonical issue to pick. As a cluster representative, PR 6119 is the clearest substantive bug-fix PR with a focused change and strong problem statement (fp16 LoRA training instability), making it a reasonable canonical PR.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 6119 is the best overall representative because it is a concrete, well-scoped code fix rather than a doc/test-only tweak or broad refactor, and its title/body clearly describe the underlying bug and fix.", "soft_edge_verdicts": [ + { + "left": "pull_request:1215", + "right": "pull_request:833", + "accept": false, + "reason": "Different changes: DDIM eta>0 CPU generator handling vs release version bump. No shared bug or code path." + }, + { + "left": "pull_request:12425", + "right": "pull_request:13364", + "accept": false, + "reason": "Unrelated import guard for torch.distributed vs MotionConv2d blur-kernel dtype casting." + }, { "left": "pull_request:1331", "right": "pull_request:3337", "accept": false, - "reason": "Both touch inpaint/postprocessing, but 1331 fixes ONNX inpainting scheduler input order while 3337 is a broader postprocessing refactor across multiple pipelines." + "reason": "Both touch inpainting, but one fixes ONNX inpaint scheduler input ordering and the other is a broad postprocessing refactor across many pipelines; not the same concrete bug." }, { "left": "pull_request:1706", "right": "pull_request:2464", "accept": false, - "reason": "One is main docs cleanup; the other removes xformers training code from a LoRA example. Same repo area, different changes." + "reason": "Docs update vs training-script xformers cleanup; different artifacts and no common fix." }, { "left": "pull_request:2892", "right": "pull_request:5053", "accept": false, - "reason": "Upscaler input validation for embeds is unrelated to the t2i-adapter validation_image CLI argument change." + "reason": "Upscaler input validation/embed support vs t2i-adapter validation_image nargs fix; unrelated pipelines and bugs." }, { "left": "pull_request:2968", "right": "pull_request:816", "accept": false, - "reason": "Both are pipeline/training fixes, but one is img2img post-processing and the other is deepspeed float casting in text-to-image training." + "reason": "Img2img post-processing bug fix vs deepspeed fp16 loss casting in training; different code paths." }, { "left": "pull_request:3337", "right": "pull_request:4272", "accept": false, - "reason": "Postprocessing refactor is unrelated to optional import cleanup; different goals and code paths." + "reason": "Broad postprocessing refactor vs optional import cleanup; same repo area but not the same change or bug." }, { "left": "pull_request:3397", "right": "pull_request:5111", "accept": false, - "reason": "Docs note for local directory paths has nothing to do with K-Diffusion generator passthrough or scheduler changes." + "reason": "Docs note on local directory path vs k-diffusion scheduler support; unrelated." }, { "left": "pull_request:3589", "right": "pull_request:3590", "accept": false, - "reason": "Both update community docs, but they add different community pipelines/features and are not the same change." + "reason": "Both mention community README content, but one adds reference-trick docs/examples and the other adds a new canvas pipeline; not duplicates." }, { "left": "pull_request:3590", "right": "pull_request:5090", "accept": false, - "reason": "Stable Diffusion Mixture Canvas docs/code are unrelated to T2I-Adapter bugfixes." + "reason": "Stable Diffusion mixture/canvas feature addition vs t2i-adapter community fix; different features and code paths." }, { "left": "pull_request:4272", "right": "pull_request:6081", "accept": false, - "reason": "Optional import statement fixes are unrelated to the SDXL sigma/torch.compile pipeline tweak." + "reason": "Optional import statements cleanup vs SDXL sigma conversion for torch.compile; unrelated." }, { "left": "pull_request:4669", "right": "pull_request:4787", "accept": false, - "reason": "Both are LoRA-related loader changes, but one handles mixed LoRA ranks and the other tightens checkpoint file filtering." + "reason": "Both involve LoRA loading, but one fixes per-text-encoder rank handling and the other tightens file selection heuristics; different bugs." }, { "left": "pull_request:4783", "right": "pull_request:6007", "accept": false, - "reason": "SDXL embedding docs and the copied-from docs refactor are different documentation changes with no shared bug or behavior." + "reason": "SDXL prompt-embedding docs change vs docs about the copied-from mechanism; not the same issue." }, { "left": "pull_request:6119", "right": "pull_request:7932", "accept": false, - "reason": "Both mention LoRA tests, but they address different issues: fp16 gradient scaling vs RGB ordering side effects." + "reason": "Training-time fp16 gradient fix vs LoRA test expectation updates; one is production code, the other is test maintenance." }, { "left": "pull_request:6262", "right": "pull_request:7410", "accept": false, - "reason": "Moving panorama out of stable_diffusion is unrelated to fixing FreeInit behavior in animation/PIA pipelines." + "reason": "Pipeline relocation/refactor of Panorama vs FreeInit behavior fix across animation/video pipelines; different changes." }, { "left": "pull_request:6263", "right": "pull_request:7410", "accept": false, - "reason": "LDM3D refactor is a pipeline move; FreeInit fix is a separate runtime behavior change." + "reason": "LDM3D refactor/move vs FreeInit behavior fix; unrelated code paths." }, { "left": "pull_request:6426", "right": "pull_request:8370", "accept": false, - "reason": "LoRA deprecation cleanup is unrelated to safely handling norm_type remapping in model loading utilities." + "reason": "LoRA deprecation cleanup across many modules vs safe handling of norm_type in model remapping; distinct problems." }, { "left": "pull_request:6448", "right": "pull_request:8496", "accept": false, - "reason": "LoRA test assertion updates do not match the Transformer SD3 warning-log guard change." + "reason": "LoRA test assertion adjustments vs a warning-log guard in Transformer SD3; different scope and intent." }, { "left": "pull_request:6743", "right": "pull_request:7650", "accept": false, - "reason": "These are different training arguments in different scripts: hflip flag correction vs SDXL ip2p cosxl-edit support." + "reason": "Different training arguments in different examples: hflip flag correction vs SDXL instruct-pix2pix is_cosxl_edit support." }, { "left": "pull_request:6787", "right": "pull_request:8937", "accept": false, - "reason": "Marigold depth input scaling fix is unrelated to AuraFlow long-prompt handling." + "reason": "Marigold depth input normalization fix vs AuraFlow long-prompt handling; unrelated pipelines." }, { "left": "pull_request:6961", "right": "pull_request:7941", "accept": false, - "reason": "Single-file loader fast-test additions are not the same as marking a separate single-file test class as slow." + "reason": "Single-file loader fast tests vs marking slow tests; pure test maintenance, not the same fix." }, { "left": "pull_request:7295", "right": "pull_request:8452", "accept": false, - "reason": "UNet single-file loader docs cleanup is unrelated to the single-file loading strictness fix." + "reason": "Both are single-file loader related, but one is doc/copy cleanup for UNet loader and the other is a strictness fix for single-file loading errors; different concrete issues." }, { "left": "pull_request:8267", "right": "pull_request:8719", "accept": false, - "reason": "Both involve single-file loading, but one changes resume_download handling and the other updates VQModelOutput deprecation wording." + "reason": "Single-file resume_download deprecation handling vs VQModelOutput deprecation/doc update; unrelated loader/model changes." }, { "left": "pull_request:8591", "right": "pull_request:8761", "accept": false, - "reason": "SD3 training weighting refactor is unrelated to Hunyuan embedding refactoring." + "reason": "SD3 density/weighting utility refactor vs Hunyuan embedding refactor; different models and functionality." }, { "left": "pull_request:8652", "right": "pull_request:8973", "accept": false, - "reason": "Lumina-T2X feature addition and the Lumina test-size reduction are not the same underlying change." + "reason": "Lumina feature addition vs a test-size reduction for Lumina; one adds the pipeline, the other only shrinks test configs." }, { - "left": "pull_request:10132", - "right": "pull_request:8660", - "accept": false, - "reason": "Workflow tokenizers pinning is unrelated to SD3 ControlNet input validation." - }, - { - "left": "pull_request:11044", - "right": "pull_request:11767", + "left": "pull_request:6752", + "right": "pull_request:7442", "accept": false, - "reason": "LoRA no-op logging change and group-offloading unique-memory-address fix address completely different code paths." + "reason": "PromptDiffusion pipeline addition vs Differential Diffusion community feature; both are research-project additions but they implement different methods and pipelines." } ] }, @@ -151256,20 +151283,21 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 150, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:10838", + "pull_request:10132", "pull_request:10970", - "pull_request:11261", + "pull_request:11044", "pull_request:1171", + "pull_request:11767", "pull_request:11975", "pull_request:1206", "pull_request:1229", @@ -151300,7 +151328,6 @@ "pull_request:4819", "pull_request:5024", "pull_request:51", - "pull_request:5111", "pull_request:5396", "pull_request:5456", "pull_request:5837", @@ -151311,10 +151338,13 @@ "pull_request:711", "pull_request:8422", "pull_request:8425", + "pull_request:8660", "pull_request:886", "pull_request:934" ], "soft_pairs": [ + "pull_request:10132|pull_request:8660", + "pull_request:11044|pull_request:11767", "pull_request:1171|pull_request:1206", "pull_request:1229|pull_request:2590", "pull_request:1229|pull_request:3275", @@ -151340,206 +151370,204 @@ "pull_request:2334|pull_request:2385", "pull_request:10970|pull_request:11975", "pull_request:12451|pull_request:13352", - "pull_request:340|pull_request:711", - "pull_request:5024|pull_request:5111", - "pull_request:10838|pull_request:11261" + "pull_request:340|pull_request:711" ], - "prepared_review_unit_hash": "1486f83954114840f14958292a59eb9a2ee167314bd8572f55cc2cf20fbe1c40", + "prepared_review_unit_hash": "b01c6f623814d0a14d067d500f26f46b44fb28962a47476dec6b31eecd49a1fc", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 95845, - "estimated_input_tokens": 23962, - "estimated_eval_tokens": 48180 + "serialized_chars": 96222, + "estimated_input_tokens": 24056, + "estimated_eval_tokens": 48368 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a bag of unrelated PRs across docs, CI, tests, schedulers, and new model features. I don\u2019t see a single underlying bug/change tying them together, so none of the soft pairs should be merged as duplicates.", + "summary": "This set is a grab bag of unrelated PRs across docs, CI, schedulers, pipelines, and tests; I don\u2019t see a single duplicate issue/change cluster here.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single PR is a good canonical representative because the artifacts do not describe the same underlying bug or change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No PR is globally best-suited as a canonical duplicate target; the collection is too heterogeneous and lacks one shared concrete change.", "soft_edge_verdicts": [ + { + "left": "pull_request:10132", + "right": "pull_request:8660", + "accept": false, + "reason": "Workflow pin/update for tokenizers in CI vs a ControlNet-SD3 input validation change; unrelated code paths." + }, + { + "left": "pull_request:11044", + "right": "pull_request:11767", + "accept": false, + "reason": "LoRA no-op warning/message changes vs group-offloading memory-address logic; different subsystems and bugs." + }, { "left": "pull_request:1171", "right": "pull_request:1206", "accept": false, - "reason": "Docs typo fix vs LDM layer-name fix; different files and changes." + "reason": "Typo fix in docs/examples vs LDM checkpoint layer-name conversion logic; not the same change." }, { "left": "pull_request:1229", "right": "pull_request:2590", "accept": false, - "reason": "Dreambooth README wording vs CI deps-table check; unrelated." + "reason": "Dreambooth README installation text vs CI deps-table check; documentation vs workflow enforcement." }, { "left": "pull_request:1229", "right": "pull_request:3275", "accept": false, - "reason": "README/install docs vs UNet upsample_size API change; not the same change." + "reason": "Dreambooth docs edit vs AttnBlock upsample_size API change; no shared underlying bug." }, { "left": "pull_request:12578", "right": "pull_request:13120", "accept": false, - "reason": "CPU offload error handling vs model-loading tests; different code paths." + "reason": "Early error handling in modular offload code vs tests for load-id tagging; one is implementation, the other test coverage." }, { "left": "pull_request:12739", "right": "pull_request:12921", "accept": false, - "reason": "Dummy export for ZImage vs full GLM-Image model support; same area but different feature work." + "reason": "Dummy object/type-check support for ZImageTransformer2DModel vs new GLM-Image model support; same area only broadly, not same fix." }, { "left": "pull_request:1554", "right": "pull_request:453", "accept": false, - "reason": "Docs correction in pipeline docs vs installation typo fix; unrelated." + "reason": "Docs correction in UNet text vs installation typo in docs; different documentation issues." }, { "left": "pull_request:1945", "right": "pull_request:3275", "accept": false, - "reason": "Block tests vs adding upsample_size to blocks; related subsystem but not the same underlying change." + "reason": "Tests for 2D UNet blocks vs adding upsample_size parameters to attn blocks; related subsystem but not the same concrete change." }, { "left": "pull_request:2327", "right": "pull_request:2590", "accept": false, - "reason": "UNet input validation vs CI workflow update; unrelated." + "reason": "UNet length validation vs CI dependency-table check; unrelated." }, { "left": "pull_request:3201", "right": "pull_request:3711", "accept": false, - "reason": "Community pipeline revert vs doc-build workflow revert; no shared bug." + "reason": "Community pipeline revert vs documentation workflow revert; different files and problems." }, { "left": "pull_request:3245", "right": "pull_request:3825", "accept": false, - "reason": "Chinese docs translation update vs a single English docs typo fix; unrelated." + "reason": "Chinese docs translation update vs a single English doc typo fix; unrelated docs changes." }, { "left": "pull_request:3265", "right": "pull_request:3711", "accept": false, - "reason": "lpw community pipeline revert vs doc-build workflow revert; unrelated." + "reason": "lpw_stable_diffusion revert vs doc-build workflow revert; not the same code path." }, { "left": "pull_request:3398", "right": "pull_request:3825", "accept": false, - "reason": "Stable diffusion docs typo vs control_brightness docs update; different doc edits." + "reason": "Two separate documentation typo fixes in different pages; not duplicates." }, { "left": "pull_request:3614", "right": "pull_request:5396", "accept": false, - "reason": "Test cleanup in stable diffusion vs stale-bot timezone fix; unrelated." + "reason": "Test cleanup in stable diffusion vs timezone-aware stale-bot script fix; unrelated." }, { "left": "pull_request:3711", "right": "pull_request:5858", "accept": false, - "reason": "Workflow revert vs training-doc timestamp dtype fix; unrelated." + "reason": "Doc-build workflow revert vs tutorial text update; unrelated." }, { "left": "pull_request:4187", "right": "pull_request:5024", "accept": false, - "reason": "Different scheduler bugs in different scheduler classes; not mergeable as one PR." + "reason": "DPMSolverMultistepScheduler timestep handling vs DPMSolverSDE step-index initialization; scheduler-related but distinct concrete problems." }, { "left": "pull_request:4187", "right": "pull_request:5456", "accept": false, - "reason": "DPMSolverMultistep scheduler change vs RealFill feature addition; unrelated." + "reason": "Scheduler timestep logic vs RealFill feature addition; no overlap in underlying change." }, { "left": "pull_request:453", "right": "pull_request:51", "accept": false, - "reason": "Install docs typo vs setup.py dependency pin fix; similar theme but different artifacts and fixes." + "reason": "Docs installation typo vs setup.py dependency spec fix; different artifacts and scopes." }, { "left": "pull_request:5837", "right": "pull_request:6915", "accept": false, - "reason": "Textual inversion multi-token support vs attention processor signature handling; unrelated." + "reason": "Textual inversion multi-token handling vs attention-processor signature warnings; unrelated code paths." }, { "left": "pull_request:6217", "right": "pull_request:8425", "accept": false, - "reason": "Torch-compile SVD VAE fix vs workflow rename; unrelated." + "reason": "Torch-compile fix for SVD VAE vs workflow name tweak; completely unrelated." }, { "left": "pull_request:6972", "right": "pull_request:8422", "accept": false, - "reason": "IPAdapter unload test expectation vs subfolder-loading test suite; different test goals." + "reason": "IPAdapter unload test assertion vs subfolder-loading test suite; different testing goals and bugs." }, { "left": "pull_request:886", "right": "pull_request:934", "accept": false, - "reason": "VAE test seeding fix vs broader MPS test adjustments; same family of tests but not the same bug/change." + "reason": "Both touch VAE tests, but they address different failures (generator seeding vs MPS-specific expected outputs), so not the same bug." }, { "left": "pull_request:4098", "right": "pull_request:4819", "accept": false, - "reason": "SDXL inpainting feature add vs masked-latent input handling across inpainting pipelines; overlapping area but distinct changes." + "reason": "SD-XL inpainting feature addition vs masked-latent input handling fix across inpainting pipelines; related area but not the same concrete change." }, { "left": "pull_request:2334", "right": "pull_request:2385", "accept": false, - "reason": "Pix2Pix Zero pipeline introduction vs a utility helper added later in the same file; not the same underlying change." + "reason": "New Pix2Pix Zero pipeline vs adding a utility helper inside that pipeline; incremental follow-up, not the same underlying bug/change." }, { "left": "pull_request:10970", "right": "pull_request:11975", "accept": false, - "reason": "Workflow reuse change vs a style fix in a training script; unrelated." + "reason": "Workflow action swap for style bot vs a style-only code fix in an example script; unrelated." }, { "left": "pull_request:12451", "right": "pull_request:13352", "accept": false, - "reason": "Doc-builder Dockerfile packages vs Claude review checkout step; unrelated CI infra changes." + "reason": "Doc-builder Dockerfile dependencies vs Claude review workflow checkout; separate CI/container maintenance." }, { "left": "pull_request:340", "right": "pull_request:711", "accept": false, - "reason": "Img2Img scheduler support fix vs a broad scheduler design proposal; not the same code-path bug." - }, - { - "left": "pull_request:5024", - "right": "pull_request:5111", - "accept": false, - "reason": "DPM-Solver-SDE step index/noise sampler vs KDPM2 Karras-sigmas support; different scheduler fixes." - }, - { - "left": "pull_request:10838", - "right": "pull_request:11261", - "accept": false, - "reason": "FlashVideo text-to-video pipeline vs VidTok autoencoder support; both video-related but unrelated changes." + "reason": "Img2Img scheduler support vs an experimental scheduler design refactor; not the same fix or code path." } ] }, @@ -151553,23 +151581,25 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 151, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10326", "pull_request:10354", "pull_request:10810", + "pull_request:10838", "pull_request:10941", "pull_request:11231", "pull_request:11243", "pull_request:11254", + "pull_request:11261", "pull_request:11532", "pull_request:11814", "pull_request:11892", @@ -151577,7 +151607,6 @@ "pull_request:12117", "pull_request:12151", "pull_request:12301", - "pull_request:12425", "pull_request:12496", "pull_request:12530", "pull_request:12611", @@ -151586,13 +151615,11 @@ "pull_request:13081", "pull_request:13211", "pull_request:13296", - "pull_request:13338", "pull_request:1494", "pull_request:152", "pull_request:2365", "pull_request:2489", "pull_request:2706", - "pull_request:2959", "pull_request:3001", "pull_request:3351", "pull_request:3397", @@ -151603,8 +151630,9 @@ "pull_request:4040", "pull_request:4115", "pull_request:4259", - "pull_request:4412", + "pull_request:5024", "pull_request:504", + "pull_request:5111", "pull_request:7328", "pull_request:8797", "pull_request:8798", @@ -151612,6 +151640,8 @@ "pull_request:9676" ], "soft_pairs": [ + "pull_request:5024|pull_request:5111", + "pull_request:10838|pull_request:11261", "pull_request:12117|pull_request:12301", "pull_request:12496|pull_request:12611", "pull_request:11243|pull_request:12151", @@ -151629,187 +151659,191 @@ "pull_request:11231|pull_request:11532", "pull_request:11254|pull_request:9676", "pull_request:12099|pull_request:13081", - "pull_request:12425|pull_request:13338", "pull_request:12747|pull_request:13211", "pull_request:1494|pull_request:152", "pull_request:2365|pull_request:3397", "pull_request:2365|pull_request:4040", "pull_request:2489|pull_request:504", - "pull_request:2706|pull_request:3766", - "pull_request:2959|pull_request:4412" + "pull_request:2706|pull_request:3766" ], - "prepared_review_unit_hash": "52f58b17603ff256ecdee3ca06245522fffe75b8650b116f51e051a933e94636", + "prepared_review_unit_hash": "172e9a0b7fd782de8cb5ebf5d00dfb425b60f85b291e0dce24bf3c6ff0ae7316", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 97065, - "estimated_input_tokens": 24267, - "estimated_eval_tokens": 48790 + "serialized_chars": 100873, + "estimated_input_tokens": 25219, + "estimated_eval_tokens": 50694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No true duplicate cluster here: the soft edges mostly connect unrelated CI, docs, pipeline, model, and test changes, so every candidate should be rejected.", - "confidence": 0.98, + "summary": "This cluster is highly heterogeneous: it mixes unrelated CI, docs, model, loader, scheduler, and pipeline changes. None of the soft edges looks like the same underlying bug/change, so I would not merge any of these pairs as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single PR cleanly represents the cluster; the items span many unrelated subsystems and change types, so there is no coherent canonical PR to anchor duplicate triage.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No PR is a good global representative because the cluster is not centered on one bug or feature; the largest PRs are broad but still unrelated to the other candidates.", "soft_edge_verdicts": [ + { + "left": "pull_request:5024", + "right": "pull_request:5111", + "accept": false, + "reason": "Both touch Karras-related schedulers, but one fixes step_index/noise_sampler state while the other adds use_karras_sigmas to different schedulers; not the same concrete change." + }, + { + "left": "pull_request:10838", + "right": "pull_request:11261", + "accept": false, + "reason": "FlashVideo pipeline work and VidTok autoencoder work are different features in different code paths; they are not duplicates." + }, { "left": "pull_request:12117", "right": "pull_request:12301", "accept": false, - "reason": "Both are QwenImage additions, but one adds img2img/inpaint while the other adds controlnet-inpaint; different features and code paths." + "reason": "Both are Qwen-Image additions, but one adds img2img/inpaint while the other adds ControlNet-inpaint; separate pipeline variants and not one mergeable fix." }, { "left": "pull_request:12496", "right": "pull_request:12611", "accept": false, - "reason": "WAN i2v shape mismatch fix vs modular Wan feature work; same project area but not the same bug or change." + "reason": "One is a specific Wan i2v shape bug fix, the other is a large modular Wan feature PR; they are not the same underlying issue." }, { "left": "pull_request:11243", "right": "pull_request:12151", "accept": false, - "reason": "HiDream/Musubi LoRA support and Flax deprecation are unrelated changes." + "reason": "Musubi Wan LoRA support and Flax deprecation are unrelated changes with no shared bug or code path." }, { "left": "pull_request:12530", "right": "pull_request:12618", "accept": false, - "reason": "One xfails a flaky test, the other fixes a CI install typo; unrelated." + "reason": "A flaky test xfail and a CI uv-install typo are unrelated; one is test suppression, the other is workflow syntax." }, { "left": "pull_request:12530", "right": "pull_request:13296", "accept": false, - "reason": "Test xfail vs release-test dependency update; different goals and code paths." + "reason": "The xfail for a stable-cascade test and the release-test transformer update address different problems in different workflows/tests." }, { "left": "pull_request:2489", "right": "pull_request:402", "accept": false, - "reason": "CoreML docs addition and intro-section docs cleanup are unrelated documentation changes." + "reason": "CoreML docs addition and intro-section docs cleanup are different documentation changes with no shared underlying bug." }, { "left": "pull_request:3001", "right": "pull_request:3351", "accept": false, - "reason": "Both mention Karras, but they modify different schedulers and different APIs." + "reason": "Both concern Karras sigmas, but they modify different schedulers and implement separate support paths; not one duplicate fix." }, { "left": "pull_request:3989", "right": "pull_request:4259", "accept": false, - "reason": "SDXL offload/test tweaks vs a circular-import fix in loaders; no shared bug." + "reason": "Stable Diffusion XL test/offload fixes and a from_single_file circular import fix are unrelated code paths." }, { "left": "pull_request:7328", "right": "pull_request:8981", "accept": false, - "reason": "PyPI workflow dependency fix vs LoRA loader/docs refactor; unrelated." + "reason": "Adding torch to a PyPI publish step is unrelated to LoraLoaderMixin docs/import wiring." }, { "left": "pull_request:3968", "right": "pull_request:4115", "accept": false, - "reason": "SDXL CI/docs/workflow changes vs denoising timestep semantics; not the same issue." + "reason": "Both affect SDXL, but one is a broad improvement PR and the other fixes discrete denoising timestep handling; not the same bug." }, { "left": "pull_request:10354", "right": "pull_request:8797", "accept": false, - "reason": "Flux tester mixin fix and sharded-checkpoint test fixes target different failures." + "reason": "Flux IP-Adapter tester behavior and sharded-checkpoint test determinism are unrelated." }, { "left": "pull_request:10941", "right": "pull_request:11892", "accept": false, - "reason": "Flux pipeline copy fixes and removing k-diffusion from core deps are unrelated." + "reason": "Flux pipeline copy fixes and removal of k-diffusion dependency are different changes with no common code defect." }, { "left": "pull_request:10326", "right": "pull_request:8798", "accept": false, - "reason": "Workflow quoting fix vs subfolder checkpoint loading fix; different problems." + "reason": "A workflow quoting fix and a subfolder checkpoint-loading fix are unrelated." }, { "left": "pull_request:10810", "right": "pull_request:11814", "accept": false, - "reason": "LoRA Flux support and gradient-checkpointing argument plumbing are separate code paths." + "reason": "Flux LoRA conversion support and gradient-checkpointing kwarg plumbing are separate fixes, not the same bug." }, { "left": "pull_request:11231", "right": "pull_request:11532", "accept": false, - "reason": "Both are HiDream-related, but one adds the model/pipeline and the other adds LoRA conversion support; distinct changes." + "reason": "HiDream image pipeline/model support and HiDream LoRA conversion support are distinct features." }, { - "left": "pull_request:12099", - "right": "pull_request:13081", + "left": "pull_request:11254", + "right": "pull_request:9676", "accept": false, - "reason": "Qwen device typo fix vs making hidden states contiguous for torchao; different bugs." + "reason": "ConsisID import fixes and an EntryNotFoundError import fix are unrelated dependency/import changes." }, { - "left": "pull_request:12425", - "right": "pull_request:13338", + "left": "pull_request:12099", + "right": "pull_request:13081", "accept": false, - "reason": "torch.distributed import guard and Claude workflow permission update are unrelated." + "reason": "Qwen hidden-state device placement and contiguity fixes target different tensor issues in different code locations." }, { "left": "pull_request:12747", "right": "pull_request:13211", "accept": false, - "reason": "Group offloading pinning feature and group-offloading fallback bug fix share a file but not the same concrete change." + "reason": "Group-offloading pinning is a feature addition, while the later PR is a bug fix for conditional module prefetching; related area but not the same change." }, { "left": "pull_request:1494", "right": "pull_request:152", "accept": false, - "reason": "Safetensors saving support vs local-image-folder training support are unrelated." + "reason": "Safetensors save support and local-folder training support are unrelated proposals." }, { "left": "pull_request:2365", "right": "pull_request:3397", "accept": false, - "reason": "Karras scheduler type-note change and LoRA docs note are unrelated." + "reason": "A scheduler type note and a LoRA docs note are not the same issue or code path." }, { "left": "pull_request:2365", "right": "pull_request:4040", "accept": false, - "reason": "A type-note cleanup and a config list-type fix are not the same bug or feature." + "reason": "A scheduler typing note and keeping _use_default_values as a list are unrelated internal changes." }, { "left": "pull_request:2489", "right": "pull_request:504", "accept": false, - "reason": "CoreML docs addition and broken relative links in quicktour are unrelated docs fixes." + "reason": "CoreML docs addition and relative-link doc fixes are separate documentation edits." }, { "left": "pull_request:2706", "right": "pull_request:3766", "accept": false, - "reason": "EMA save/restore in training and Kandinsky conversion updates are unrelated." - }, - { - "left": "pull_request:2959", - "right": "pull_request:4412", - "accept": false, - "reason": "UNet3D norm-group test adjustment vs float16 inference test fix; different tests and failures." + "reason": "EMA save/restore in a training example and a Kandinsky conversion-script update are unrelated changes." } ] }, @@ -151823,15 +151857,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 152, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10069", "pull_request:10114", @@ -151843,16 +151877,15 @@ "pull_request:10358", "pull_request:11588", "pull_request:11728", - "pull_request:11975", "pull_request:12363", "pull_request:12611", "pull_request:12642", "pull_request:12919", "pull_request:12982", - "pull_request:12998", "pull_request:13017", "pull_request:13169", "pull_request:2902", + "pull_request:2959", "pull_request:3189", "pull_request:3313", "pull_request:3471", @@ -151861,6 +151894,7 @@ "pull_request:4112", "pull_request:4214", "pull_request:4262", + "pull_request:4412", "pull_request:4572", "pull_request:5186", "pull_request:5384", @@ -151882,6 +151916,7 @@ "pull_request:9593" ], "soft_pairs": [ + "pull_request:2959|pull_request:4412", "pull_request:3471|pull_request:3561", "pull_request:3590|pull_request:5384", "pull_request:4112|pull_request:4262", @@ -151904,181 +151939,180 @@ "pull_request:1030|pull_request:3189", "pull_request:10358|pull_request:9593", "pull_request:11728|pull_request:12363", - "pull_request:11728|pull_request:12642", - "pull_request:11975|pull_request:12998" + "pull_request:11728|pull_request:12642" ], - "prepared_review_unit_hash": "d179a8b58c8892286be69fe15e4daedbbd54350579e436ff020a475791569de2", + "prepared_review_unit_hash": "792a66421b0a6f992c6c30ac898db62f031ad94be0b1b33b0a8f6bfa95941a0a", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 97213, - "estimated_input_tokens": 24304, - "estimated_eval_tokens": 48864 + "serialized_chars": 95973, + "estimated_input_tokens": 23994, + "estimated_eval_tokens": 48244 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of mostly unrelated PRs; several are only loosely similar by subsystem or cleanup style, but none look like the same underlying bug/change, so no soft-edge merges should be accepted.", - "confidence": 0.96, + "summary": "This cluster is mostly a false positive: the PRs span unrelated docs, tests, CI, pipelines, quantization, and attention changes. The soft edges are driven by superficial keyword overlap, not the same underlying bug or change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a credible canonical representative: the set spans unrelated docs, tests, dependency bumps, style cleanups, and distinct code fixes.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No PR is a strong global best for duplicate triage because the cluster is heterogeneous; the most substantive items are still not duplicates of each other.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "pull_request:2959", + "right": "pull_request:4412", + "accept": false, + "reason": "Both are small test fixes, but they target different models and failures (UNet3D norm groups vs generic float16 inference)." + }, { "left": "pull_request:3471", "right": "pull_request:3561", "accept": false, - "reason": "Different DreamBooth-related docs vs training behavior; not the same bug or change." + "reason": "Both mention DreamBooth, but one is a README note and the other is a training-flow code change for IF stage II upscaling." }, { "left": "pull_request:3590", "right": "pull_request:5384", "accept": false, - "reason": "One adds community mixture canvas docs/code, the other adds hypernetwork support; unrelated changes." + "reason": "Completely different changes: community canvas docs/code versus hypernetwork loading support." }, { "left": "pull_request:4112", "right": "pull_request:4262", "accept": false, - "reason": "Both touch DreamBooth LoRA, but one adds rank support while the other is a broader SDXL fixes PR; not one concrete change." + "reason": "Both touch DreamBooth/LoRA, but they fix different things: rank wiring vs unrelated SDXL training corrections." }, { "left": "pull_request:4214", "right": "pull_request:5792", "accept": false, - "reason": "bf16 error fix in custom diffusion is unrelated to import path cleanup across examples." + "reason": "Unrelated fixes; one addresses bf16 custom diffusion behavior, the other just updates import paths across examples." }, { "left": "pull_request:4572", "right": "pull_request:5420", "accept": false, - "reason": "LoRA alpha API fix and a README create_repo return-value tweak are unrelated." + "reason": "Example variable rename fix vs tutorial doc correction; no shared bug or code path." }, { "left": "pull_request:5186", "right": "pull_request:5552", "accept": false, - "reason": "FreeU proof-of-concept vs disable_freeu bugfix; related area but different underlying changes." + "reason": "Both mention FreeU, but one is a proof-of-concept feature and the other fixes the disable method; not the same change." }, { "left": "pull_request:6759", "right": "pull_request:8660", "accept": false, - "reason": "InstantID prompt image embedding fix and SD3 ControlNet input validation are different code-path issues." + "reason": "Different pipeline bugs in different areas: InstantID image embedding repetition vs SD3 ControlNet input validation." }, { "left": "pull_request:7044", "right": "pull_request:9065", "accept": false, - "reason": "Unet refactor re-addition and sentencepiece dependency support are unrelated." + "reason": "Unet refactor restoration is unrelated to adding sentencepiece as an optional dependency." }, { "left": "pull_request:7679", "right": "pull_request:8285", "accept": false, - "reason": "CI install command change and adding wget to Dockerfile are separate maintenance updates." + "reason": "Both are CI/build maintenance, but one changes how peft is installed and the other just adds wget to the Docker image." }, { "left": "pull_request:9060", "right": "pull_request:9426", "accept": false, - "reason": "Removing a debug print in transformer_flux is unrelated to CI artifact uploader version changes." + "reason": "A debug-print removal in Flux code and a workflow artifact-uploader bump are unrelated." }, { "left": "pull_request:2902", "right": "pull_request:3313", "accept": false, - "reason": "Cross-attention kwargs support and torch.compile fixups are different issues, despite overlapping pipelines." + "reason": "Both are attention-related pipeline edits, but they fix different concrete issues and would not merge into one PR." }, { "left": "pull_request:12919", "right": "pull_request:13017", "accept": false, - "reason": "Both are NPU attention work, but one adds a new backend path and the other adjusts QwenImageEditPlus mask handling; not one PR-sized fix." + "reason": "Same NPU backend area, but different bugs: enabling Ulysses attention vs fixing QwenImageEditPlus attention-mask handling." }, { "left": "pull_request:6489", "right": "pull_request:7442", "accept": false, - "reason": "StyleAligned community pipeline and Differential Diffusion are separate community features." + "reason": "StyleAligned pipeline/docs versus Differential Diffusion research project; unrelated features." }, { "left": "pull_request:12982", "right": "pull_request:13169", "accept": false, - "reason": "Flux2 Klein training/pipeline work and PEFT LoRA format support are different changes, even if both involve Flux Klein." + "reason": "Both are Flux2/Klein related, but one adds the Klein pipeline and the other only translates a PEFT LoRA format." }, { "left": "pull_request:11588", "right": "pull_request:12611", "accept": false, - "reason": "I2V LoRA support and Wan modular pipeline/guidance additions are unrelated." + "reason": "Different LoRA features: I2V expansion support versus the broad Wan modular pipeline overhaul." }, { "left": "pull_request:10069", "right": "pull_request:9400", "accept": false, - "reason": "BnB quantizer device validation and device-agnostic test cleanup are not the same bug fix." + "reason": "One fixes a BnB quantizer device-type bug; the other makes tests device-agnostic. Not the same issue." }, { "left": "pull_request:10114", "right": "pull_request:8467", "accept": false, - "reason": "Stable Audio formatting cleanup does not match the SEGA pipeline device fix." + "reason": "Pure formatting cleanup versus a semantic SEGA pipeline device fix." }, { "left": "pull_request:10122", "right": "pull_request:10206", "accept": false, - "reason": "Flux attention mask pass-through and LoRA unload support for Flux Control are distinct code paths." + "reason": "Different Flux/attention and LoRA problems: passing attn_mask is unrelated to unloading Flux Control LoRA weights." }, { "left": "pull_request:10271", "right": "pull_request:10293", "accept": false, - "reason": "TorchAO test refactor and minimum version bump are related only by area, not by the same underlying issue." + "reason": "Both touch TorchAO tests/versioning, but one is a test refactor and the other enforces a minimum torchao version." }, { "left": "pull_request:1030", "right": "pull_request:3189", "accept": false, - "reason": "DreamBooth padding fix and AudioLDM waveform dtype fix are unrelated example/pipeline bugs." + "reason": "DreamBooth padding and AudioLDM waveform dtype are unrelated bugs." }, { "left": "pull_request:10358", "right": "pull_request:9593", "accept": false, - "reason": "Community project list update and hd_painter docstring refactor are unrelated documentation changes." + "reason": "Community-projects docs entry vs docstring refactoring in an example script; no shared underlying change." }, { "left": "pull_request:11728", "right": "pull_request:12363", "accept": false, - "reason": "Doc builder quant-lib installation and QwenImageEdit Plus docs/tests are different concerns." + "reason": "Dockerfile quant-lib installation is unrelated to QwenImageEdit Plus docs/tests." }, { "left": "pull_request:11728", "right": "pull_request:12642", "accept": false, - "reason": "Dockerfile quant-lib install and doc toc validation updates are unrelated maintenance changes." - }, - { - "left": "pull_request:11975", - "right": "pull_request:12998", - "accept": false, - "reason": "DreamBooth Flux2 style fix and generic style-only cleanup across pipelines are not the same change." + "reason": "Dockerfile dependency additions and docs TOC updates are unrelated maintenance changes." } ] }, @@ -152092,23 +152126,24 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 153, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:10387", "pull_request:11534", "pull_request:11797", "pull_request:11950", + "pull_request:11975", "pull_request:12397", "pull_request:12450", "pull_request:12591", + "pull_request:12998", "pull_request:1468", "pull_request:1527", "pull_request:1564", @@ -152147,11 +152182,11 @@ "pull_request:8719", "pull_request:9060", "pull_request:9323", - "pull_request:9489", "pull_request:9696", "pull_request:9918" ], "soft_pairs": [ + "pull_request:11975|pull_request:12998", "pull_request:12397|pull_request:12450", "pull_request:1468|pull_request:1527", "pull_request:1564|pull_request:453", @@ -152175,187 +152210,186 @@ "pull_request:8652|pull_request:9918", "pull_request:9060|pull_request:9323", "pull_request:11797|pull_request:11950", - "pull_request:11534|pull_request:12591", - "pull_request:10387|pull_request:9489" + "pull_request:11534|pull_request:12591" ], - "prepared_review_unit_hash": "fba791f118035b33615975bb9cf1427133594bf396b03a54a0d287775945b7bc", + "prepared_review_unit_hash": "336e4f643b2921f3c96206aaf8045b41bb6851faa5924a1730bd1998541ea303", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 99910, - "estimated_input_tokens": 24978, - "estimated_eval_tokens": 50212 + "serialized_chars": 100157, + "estimated_input_tokens": 25040, + "estimated_eval_tokens": 50336 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: CI workflow tweaks, documentation-only changes, unrelated loader/model fixes, and distinct feature work across different subsystems. I do not see any pair that looks like the same underlying bug or change, so all soft edges should be rejected.", - "confidence": 0.97, + "summary": "This cluster is mostly a grab bag of unrelated docs, CI, training, quantization, and model changes. The soft links are based on broad topical similarity rather than the same concrete bug or patch, so I reject all of them.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR stands out because the cluster does not contain a single duplicate change; the items span many unrelated areas and concerns.", + "canonical_pr_reason": "No canonical PR: the items do not form a duplicate set; they span distinct fixes/features across workflows, pipelines, loaders, and quantization.", "best_issue_reason": null, - "best_pr_reason": "No global best PR for duplicate-triage purposes: the cluster is too diverse, so any one PR would be an arbitrary anchor rather than a true representative duplicate.", + "best_pr_reason": "No PR is a good duplicate representative here because none of the soft pairs are the same underlying change.", "soft_edge_verdicts": [ + { + "left": "pull_request:11975", + "right": "pull_request:12998", + "accept": false, + "reason": "Both are style-only changes, but they touch different files and different cleanup issues; not the same patch." + }, { "left": "pull_request:12397", "right": "pull_request:12450", "accept": false, - "reason": "Both touch CI workflows, but one temporarily disables main-branch installs while the other broadly revisits CI installation commands; not the same change." + "reason": "Both modify CI workflows, but one is a temporary pinning workaround for specific tests while the other is a broad CI installation rework." }, { "left": "pull_request:1468", "right": "pull_request:1527", "accept": false, - "reason": "Different bugs: saving trained betas vs allowing tensor image/mask input for inpainting." + "reason": "Completely different problems: scheduler beta serialization vs stable diffusion inpaint tensor inputs." }, { "left": "pull_request:1564", "right": "pull_request:453", "accept": false, - "reason": "Both are docs fixes, but one adds accelerate config guidance and the other fixes an installation typo; unrelated edits." + "reason": "Both are documentation fixes, but they address unrelated typos/setup guidance in different docs." }, { "left": "pull_request:1937", "right": "pull_request:3675", "accept": false, - "reason": "Conversion EMA extraction logic is unrelated to a V100 test fix." + "reason": "Conversion-script EMA handling and a UniDiffuser test fix are unrelated." }, { "left": "pull_request:2655", "right": "pull_request:3673", "accept": false, - "reason": "LoRA load/save behavior is unrelated to DreamBooth multi-GPU handling." + "reason": "LoRA save/load behavior and DreamBooth multi-GPU correctness are different code-path fixes." }, { "left": "pull_request:3797", "right": "pull_request:3798", "accept": false, - "reason": "One fixes attention naming/API semantics; the other is comment cleanup in training scripts." + "reason": "Attn naming correction across core models is unrelated to comment cleanup in training scripts." }, { "left": "pull_request:3850", "right": "pull_request:6078", "accept": false, - "reason": "AudioDiffusion test adjustments and Euler sigma logic are different issues." + "reason": "AudioDiffusion test setup and Euler sigma handling are unrelated." }, { "left": "pull_request:4862", "right": "pull_request:6772", "accept": false, - "reason": "ControlNet SDXL img2img MultiControlNet bug and ControlNet-XS implementation are distinct changes." + "reason": "A MultiControlNetModel bugfix is not the same as the large ControlNet-XS feature implementation." }, { "left": "pull_request:4963", "right": "pull_request:5754", "accept": false, - "reason": "CI/accelerate installation changes are unrelated to formatting/style cleanup." + "reason": "Shared CI/training context only; one is an accelerate-main workaround and the other is formatting cleanup." }, { "left": "pull_request:5697", "right": "pull_request:7679", "accept": false, - "reason": "One fixes a PEFT LoRA + xformers code path; the other changes how PEFT is installed in CI." + "reason": "PEFT/xformers attention bugfix and a CI package-install change are different issues." }, { "left": "pull_request:6119", "right": "pull_request:8303", "accept": false, - "reason": "LoRA gradient scaling fix is unrelated to a documentation typo." + "reason": "LoRA fp16 gradient scaling and a documentation wording change are unrelated." }, { "left": "pull_request:6261", "right": "pull_request:7410", "accept": false, - "reason": "Attend-and-Excite refactor and FreeInit behavior fix do not share the same underlying bug or code path." + "reason": "Attend-and-Excite refactor and FreeInit behavior fix do not target the same code path." }, { "left": "pull_request:6564", "right": "pull_request:8425", "accept": false, - "reason": "IP Adapter path handling and workflow naming are unrelated." + "reason": "IP Adapter path construction and a workflow name rename are unrelated." }, { "left": "pull_request:6886", "right": "pull_request:7662", "accept": false, - "reason": "Deprecation cleanup for to() calls is unrelated to removing redundant flax test package installation." + "reason": "Removing deprecated torch_dtype args and trimming redundant flax test installs are different maintenance changes." }, { "left": "pull_request:6886", "right": "pull_request:8267", "accept": false, - "reason": "Both involve loader/deprecation cleanup, but one removes torch_dtype usage in to() and the other changes resume_download handling; not the same fix." + "reason": "Both mention deprecations, but one is about to() kwargs and the other is resume_download handling." }, { "left": "pull_request:689", "right": "pull_request:816", "accept": false, - "reason": "Attention implementation/performance tweak and Deepspeed training compatibility are different issues." + "reason": "A slow-test performance tweak and a deepspeed compatibility fix are not the same bug." }, { "left": "pull_request:7116", "right": "pull_request:7662", "accept": false, - "reason": "Both are workflow changes, but one switches install tooling broadly while the other removes an unnecessary apt install in one job." + "reason": "Both touch workflows, but one switches installers to uv while the other removes a redundant package install." }, { "left": "pull_request:7295", "right": "pull_request:8719", "accept": false, - "reason": "UNet single-file loader cleanup and VQModelOutput deprecation adjustments are unrelated." + "reason": "UNet single-file loader cleanup and VQModel deprecation docs are unrelated." }, { "left": "pull_request:7778", "right": "pull_request:9696", "accept": false, - "reason": "Debug SSH workflow and test-from-PR workflow are different CI features." + "reason": "SSH debugging workflow and PR-test workflow input changes are different CI features." }, { "left": "pull_request:8618", "right": "pull_request:8627", "accept": false, - "reason": "SD3 tiny autoencoder shift_factor and SD3 controlnet model/pipeline additions are separate feature sets." + "reason": "SD3 tiny autoencoder shift_factor and SD3 ControlNet docs/feature scaffolding are not the same change." }, { "left": "pull_request:8652", "right": "pull_request:9918", "accept": false, - "reason": "Lumina-T2X integration and server example docs/code are unrelated additions." + "reason": "Lumina-T2X feature integration and a server example are separate additions." }, { "left": "pull_request:9060", "right": "pull_request:9323", "accept": false, - "reason": "Transformer_flux cleanup and single-file repo defaults are unrelated." + "reason": "Removing a debug print in Flux and changing single-file defaults are unrelated." }, { "left": "pull_request:11797", "right": "pull_request:11950", "accept": false, - "reason": "Different quantization backends and code paths: Higgs vs SVDQuant." + "reason": "Higgs quantization and SVDQuant are different quantization methods with different code paths." }, { "left": "pull_request:11534", "right": "pull_request:12591", "accept": false, - "reason": "Framepack docs/pipeline work is unrelated to attention-dispatch support in Hunyuan Video." - }, - { - "left": "pull_request:10387", - "right": "pull_request:9489", - "accept": false, - "reason": "Both are SD3 controlnet-related, but one adds custom-data multi-process loading while the other fixes training bugs and DDP settings; not the same concrete change." + "reason": "Framepack docs/pipeline work and Hunyuan Video attention dispatch are separate Hunyuan Video changes, not one concrete bug fix." } ] }, @@ -152369,19 +152403,19 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 154, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:10387", "pull_request:10576", "pull_request:11039", - "pull_request:1128", "pull_request:11290", "pull_request:11583", "pull_request:11595", @@ -152399,7 +152433,7 @@ "pull_request:13165", "pull_request:13280", "pull_request:13454", - "pull_request:2040", + "pull_request:13562", "pull_request:2795", "pull_request:3852", "pull_request:3912", @@ -152425,14 +152459,17 @@ "pull_request:8290", "pull_request:8684", "pull_request:8685", - "pull_request:8761" + "pull_request:8761", + "pull_request:9489" ], "soft_pairs": [ + "pull_request:10387|pull_request:9489", "pull_request:11614|pull_request:12397", "pull_request:11655|pull_request:12419", "pull_request:11699|pull_request:12331", "pull_request:12331|pull_request:13165", "pull_request:13164|pull_request:13454", + "pull_request:13164|pull_request:13562", "pull_request:2795|pull_request:3912", "pull_request:3928|pull_request:4248", "pull_request:5299|pull_request:7134", @@ -152450,181 +152487,186 @@ "pull_request:11039|pull_request:12277", "pull_request:11583|pull_request:11618", "pull_request:6003|pull_request:6484", - "pull_request:12806|pull_request:13280", - "pull_request:1128|pull_request:2040" + "pull_request:12806|pull_request:13280" ], - "prepared_review_unit_hash": "192fd6f13b4fbf1fd4b81d45f5b9989833da0456d9aaffe01cf0909b672e4d9e", + "prepared_review_unit_hash": "d35c9c8a872535ff148d64197519865e82b845fec59ea3c88ca1003362df20fa", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 24, - "serialized_chars": 95733, - "estimated_input_tokens": 23934, - "estimated_eval_tokens": 48124 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 97633, + "estimated_input_tokens": 24409, + "estimated_eval_tokens": 49074 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated PRs spanning docs, CI, LoRA, and pipeline fixes. The soft edges are only broad topical similarities, not the same underlying bug/change, so I rejected them all.", - "confidence": 0.93, + "summary": "This cluster is not a single duplicate set; it mixes unrelated PRs across docs, CI, loaders, tests, and separate model/pipeline fixes. The soft-similarity edges are mostly superficial topic matches rather than the same concrete change.", + "confidence": 0.11, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: the set is not a duplicate cluster, and the items span unrelated maintenance and feature changes.", + "canonical_pr_reason": "No single canonical PR fits this cluster: the items are heterogeneous and do not resolve to one underlying bug or change.", "best_issue_reason": null, - "best_pr_reason": "PR 12806 is the most substantive standalone core fix here (distributed progress/logging), but it is still unrelated to the rest of the set.", + "best_pr_reason": "No global best PR for dedupe purposes; none of these PRs is a good representative for the whole cluster.", "soft_edge_verdicts": [ + { + "left": "pull_request:10387", + "right": "pull_request:9489", + "accept": false, + "reason": "Both touch SD3 ControlNet training, but one adds multi-process data loading support while the other fixes DDP/unused-parameter setup. Different bugs, different code paths." + }, { "left": "pull_request:11614", "right": "pull_request:12397", "accept": false, - "reason": "Both touch CI workflows, but one is about Docker image build security and the other disables main-branch dependency installs; different changes." + "reason": "Both are CI workflow edits, but one is a build-docker security tweak and the other stops installing transformers/accelerate from main for PR tests. Not the same fix." }, { "left": "pull_request:11655", "right": "pull_request:12419", "accept": false, - "reason": "One adds bitsandbytes 8-bit LoRA support, the other is a modular-pipeline Mellon's plumbing change; not the same bug or feature." + "reason": "Both mention Flux/LoRA, but one adds bnb 8-bit LoRA support and the other adjusts modular pipeline metadata for Mellon. Different changes." }, { "left": "pull_request:11699", "right": "pull_request:12331", "accept": false, - "reason": "Docs-only changes in different areas: torchao FP8 guidance vs parallel inference documentation." + "reason": "One is a torchao docs tip about FP8 hardware, the other is a broad docs update for PyTorch 2.0/parallel inference. Same docs area, not the same issue." }, { "left": "pull_request:12331", "right": "pull_request:13165", "accept": false, - "reason": "Parallel inference docs and FlashAttention-3 hub wrapper code are unrelated." + "reason": "Parallel inference docs versus FA3 wrapper implementation. Same general optimization/backend ecosystem, but unrelated concrete changes." }, { "left": "pull_request:13164", "right": "pull_request:13454", "accept": false, - "reason": "CI dependency cleanup and CLIP-related xfail markers are different maintenance tasks." + "reason": "One removes test deps from CI, the other xfails CLIP-related tests. Both are test infra changes, but not the same bug or patch." + }, + { + "left": "pull_request:13164", + "right": "pull_request:13562", + "accept": false, + "reason": "Both alter CI installs, but one removes test dependencies while the other makes tokenizers installation stable. Different objectives and edits." }, { "left": "pull_request:2795", "right": "pull_request:3912", "accept": false, - "reason": "Both are LoRA training-related, but one is a small script update and the other adds a separate text-encoder finetuning feature." + "reason": "Both involve LoRA text-encoder training, but one is a small script behavior tweak and the other adds the finetune-text-encoder feature. Not duplicate changes." }, { "left": "pull_request:3928", "right": "pull_request:4248", "accept": false, - "reason": "ControlNet scheduling bugfix and accelerator tracker argument cleanup are unrelated." + "reason": "ControlNet timestep handling versus tracker config cleanup in dreambooth. No shared code path." }, { "left": "pull_request:5299", "right": "pull_request:7134", "accept": false, - "reason": "Both improve typing/docs, but they target different model files and different issues." + "reason": "Both are typing/docs cleanups, but they change different model files and different type annotations. Superficially similar only." }, { "left": "pull_request:5771", "right": "pull_request:6961", "accept": false, - "reason": "A loaders refactor and single-file loader tests are not the same concrete change." + "reason": "Loader refactor versus single-file loader tests. Related subsystem, but one is broad cleanup and the other is test coverage." }, { "left": "pull_request:5943", "right": "pull_request:7650", "accept": false, - "reason": "Transformer2D gradient checkpointing support and SDXL InstructPix2Pix arg plumbing are unrelated." + "reason": "Transformer2D gradient checkpointing versus SDXL InstructPix2Pix constructor arg. Different model features, not the same fix." }, { "left": "pull_request:8290", "right": "pull_request:8761", "accept": false, - "reason": "Both mention Hunyuan/DIT-related files, but one is a large refactor and the other is a specific embedding refactor; not duplicate fixes." + "reason": "Both are Hunyuan-related, but one is a large refactor PR and the other changes a specific embedding implementation. Not the same underlying change." }, { "left": "pull_request:11290", "right": "pull_request:12451", "accept": false, - "reason": "Different Dockerfiles and different fixes: torch version unpinning vs adding zip/wget." + "reason": "One unpins torch versions in the onnxruntime Dockerfile; the other adds zip/wget to the doc-builder Dockerfile. Different Dockerfiles and problems." }, { "left": "pull_request:3852", "right": "pull_request:4744", "accept": false, - "reason": "Separate documentation updates for different pipeline topics." + "reason": "A docs contributor note versus an AudioLDM docstring update. No duplicate bug/change." }, { "left": "pull_request:4301", "right": "pull_request:4352", "accept": false, - "reason": "Kandinsky docs update vs combined-pipeline API fixes; related domain, different change." + "reason": "Kandinsky docs update versus Kandinsky combined pipeline code fixes. Same project area, but doc-only and code changes are not the same fix." }, { "left": "pull_request:5157", "right": "pull_request:7158", "accept": false, - "reason": "LoRA conversion logic and benchmark cleanup do not fix the same problem." + "reason": "LoRA conversion logic versus benchmark cleanup. Unrelated changes." }, { "left": "pull_request:6014", "right": "pull_request:7638", "accept": false, - "reason": "Both touch CONTRIBUTING.md link text, but they are not the same exact change and one also includes unrelated Makefile cleanup." + "reason": "Both edit CONTRIBUTING.md links, but 6014 also touches the Makefile and the link targets differ. Not a clear duplicate of the same change." }, { "left": "pull_request:8684", "right": "pull_request:8685", "accept": false, - "reason": "Different docs/code fixes in separate files: Pillow import vs float8 note." + "reason": "One fixes a Pillow import in a pipeline example; the other adds a float8 note to SD3 docs. Different files and purposes." }, { "left": "pull_request:6241", "right": "pull_request:6787", "accept": false, - "reason": "A runtime dtype mismatch bug and a Marigold input-range fix are unrelated." + "reason": "One reports a runtime dtype mismatch; the other fixes Marigold input normalization range. Different bugs entirely." }, { "left": "pull_request:10576", "right": "pull_request:11595", "accept": false, - "reason": "8-bit LoRA loading test addition and Flux LoRA loader fix are related only by LoRA; not the same concrete bug." + "reason": "Both mention LoRA loading, but one tests 8-bit bnb quantized model loading and the other fixes a Flux LoRA loading edge case. Different concrete issues." }, { "left": "pull_request:11039", "right": "pull_request:12277", "accept": false, - "reason": "Torch dtype/quantization handling and disabling xformers tests in some pipelines are unrelated." + "reason": "Torch dtype/quantization loading behavior versus disabling xformers tests for some pipelines. No shared bug." }, { "left": "pull_request:11583", "right": "pull_request:11618", "accept": false, - "reason": "Both are docs/navigation changes, but one removes a tutorial page and the other updates PyTorch 2.0 docs links/content." + "reason": "Both are docs changes, but one removes the fast diffusion tutorial and the other reorganizes PyTorch 2.0 docs links/content. Not the same page or fix." }, { "left": "pull_request:6003", "right": "pull_request:6484", "accept": false, - "reason": "Both are Stable Video Diffusion related, but one is an inpaint WIP and the other fixes GPU generators; not the same bug." + "reason": "Both are Stable Video Diffusion, but one adds SVD inpaint and the other supports GPU-created generators. Distinct features/bugs." }, { "left": "pull_request:12806", "right": "pull_request:13280", "accept": false, - "reason": "Distributed logging/progress handling and FlashAttention-4 support are completely different changes." - }, - { - "left": "pull_request:1128", - "right": "pull_request:2040", - "accept": false, - "reason": "Inpaint tensor-input support and adding InstructPix2Pix are different pipeline features, not duplicate fixes." + "reason": "Both touch attention backend internals, but one handles distributed logging/progress bars and the other adds FlashAttention-4 support. Different code paths and goals." } ] }, @@ -152638,15 +152680,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 155, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10000", "pull_request:10008", @@ -152662,6 +152704,7 @@ "pull_request:10728", "pull_request:10808", "pull_request:11081", + "pull_request:1128", "pull_request:11479", "pull_request:11639", "pull_request:11904", @@ -152672,6 +152715,7 @@ "pull_request:12523", "pull_request:12909", "pull_request:1971", + "pull_request:2040", "pull_request:4062", "pull_request:415", "pull_request:433", @@ -152686,18 +152730,17 @@ "pull_request:7476", "pull_request:8631", "pull_request:8941", - "pull_request:9077", "pull_request:9175", "pull_request:9234", "pull_request:9542", "pull_request:9721", - "pull_request:9739", "pull_request:9840", "pull_request:9843", "pull_request:9896", "pull_request:9934" ], "soft_pairs": [ + "pull_request:1128|pull_request:2040", "pull_request:11904|pull_request:12028", "pull_request:7476|pull_request:9234", "pull_request:11639|pull_request:11913", @@ -152722,200 +152765,186 @@ "pull_request:102|pull_request:1971", "pull_request:102|pull_request:415", "pull_request:102|pull_request:433", - "pull_request:10218|pull_request:10554", - "pull_request:10218|pull_request:9077", - "pull_request:10218|pull_request:9739" + "pull_request:10218|pull_request:10554" ], - "prepared_review_unit_hash": "ed7f81e62309902f57d6b74f50524e97d2a35d0bb9db458b8b468c9cb5e746e0", + "prepared_review_unit_hash": "80f74980609a18f57d0fd6b1af5dde80088d4aeef0783edc753756a8f587b19a", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 104203, - "estimated_input_tokens": 26051, - "estimated_eval_tokens": 52358 + "soft_pair_count": 26, + "serialized_chars": 104284, + "estimated_input_tokens": 26071, + "estimated_eval_tokens": 52398 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a noisy mix of unrelated PRs that only look similar at a broad subsystem level (model loading, Flux/Wan, ControlNet, docs, tests). None of the soft-edge pairs look like the same underlying change, so I would not merge any of them into a duplicate cluster.", - "confidence": 0.97, + "summary": "This cluster is mostly a bag of unrelated pull requests with only superficial overlap in subsystem or file paths. None of the soft-edge pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "pull_request:1128", + "right": "pull_request:2040", + "accept": false, + "reason": "Different features: inpaint tensor-input support vs adding a new InstructPix2Pix pipeline." + }, { "left": "pull_request:11904", "right": "pull_request:12028", "accept": false, - "reason": "Both touch loading utilities, but 11904 is a non-blocking single-file load speedup while 12028 is parallel shard loading; different mechanisms and bug targets." + "reason": "Both touch loading internals, but one is a model-loading validation fix and the other is parallel shard loading; not the same change." }, { "left": "pull_request:7476", "right": "pull_request:9234", "accept": false, - "reason": "7476 fixes ControlNetUnion callback behavior in SDXL inpaint; 9234 fixes a safetensors compatibility regression. Same area, different problem." + "reason": "Unrelated fixes in ControlNet inpaint vs safetensors compatibility regression." }, { "left": "pull_request:11639", "right": "pull_request:11913", "accept": false, - "reason": "11639 changes Wan video-to-video latent sampling; 11913 adds the Wan modular pipeline. Not the same code-path or change." + "reason": "Wan video2video sampling behavior vs modular Wan pipeline work; different code paths and goals." }, { "left": "pull_request:10192", "right": "pull_request:10728", "accept": false, - "reason": "10192 adds Flux Control/Inpaint support; 10728 changes Flux IP-Adapter handling for quantized models. Different features and fixes." + "reason": "Flux ControlNet/inpaint pipeline addition vs quantized Flux IP-Adapter handling; distinct features." }, { "left": "pull_request:5448", "right": "pull_request:6752", "accept": false, - "reason": "Both add new research pipelines, but they are entirely different models and implementations, not the same underlying change." + "reason": "LCM pipeline addition and PromptDiffusion are separate pipelines with no shared bug/change." }, { "left": "pull_request:12249", "right": "pull_request:12416", "accept": false, - "reason": "12249 adds Step1X-Edit; 12416 adds QwenImage Edit Plus modular support. Distinct pipelines/models." + "reason": "Different model families and pipelines: Step1X-Edit vs QwenImage Edit Plus modular support." }, { "left": "pull_request:5887", "right": "pull_request:6868", "accept": false, - "reason": "5887 adds IP-Adapter to ControlNet inpaint, while 6868 propagates ip_adapter_image_embeds through SD pipelines generally. Related topic, but not the same fix." + "reason": "Related to IP-Adapter, but one adds support to a specific inpaint pipeline and the other introduces a broader input path across many pipelines." }, { "left": "pull_request:11081", "right": "pull_request:9840", "accept": false, - "reason": "11081 implements record_stream for group offloading; 9840 relaxes CUDA placement restrictions for bnb-loaded pipelines. Different behavior and code paths." + "reason": "Group offload record_stream support and bitsandbytes CUDA placement are separate runtime features." }, { "left": "pull_request:4062", "right": "pull_request:4408", "accept": false, - "reason": "4062 adds Shap-E mesh output; 4408 supports SDXL inpainting from single-file checkpoints. Unrelated changes." + "reason": "Shap-E mesh output work is unrelated to SDXL single-file inpainting support." }, { "left": "pull_request:12523", "right": "pull_request:12909", "accept": false, - "reason": "12523 fixes AutoencoderKLWan skip keys; 12909 fixes Wan 2.1 context parallel attention. Separate bugs in different layers." + "reason": "AutoencoderKLWan skip-keys fix vs Wan context-parallel attention fix; different bug classes." }, { "left": "pull_request:10808", "right": "pull_request:9542", "accept": false, - "reason": "10808 tightens PEFT config key handling; 9542 improves conversion of Kohya Flux LoRAs with text encoder keys. Not the same bug." + "reason": "LoRA config key ambiguity fix vs Flux LoRA text-encoder compatibility; not the same underlying issue." }, { "left": "pull_request:4408", "right": "pull_request:5653", "accept": false, - "reason": "4408 is SDXL single-file inpainting support; 5653 is a PEFT-related maybe_raise_or_warn enhancement. No shared underlying change." + "reason": "SDXL single-file inpainting support and peft-related warning handling are unrelated." }, { "left": "pull_request:6484", "right": "pull_request:6646", "accept": false, - "reason": "6484 fixes GPU-created generators in SVD; 6646 changes SVD resolution constraints. Same model family, different issues." + "reason": "Stable Video Diffusion GPU-generator support vs resolution multiple-of-8 support; distinct pipeline issues." }, { "left": "pull_request:10000", "right": "pull_request:9934", "accept": false, - "reason": "10000 adds Mochi video-to-video support; 9934 updates Mochi docs. One is code, the other documentation." + "reason": "Mochi video-to-video pipeline addition vs Mochi docs update; docs and code are not the same concrete change." }, { "left": "pull_request:10008", "right": "pull_request:8941", "accept": false, - "reason": "10008 fixes a CogVideoX docs table; 8941 fixes an SD3 guidance_scale docstring mismatch. Both docs-only and unrelated." + "reason": "CogVideoX table formatting docs vs Stable Diffusion 3 guidance-scale docstring fix; unrelated." }, { "left": "pull_request:10069", "right": "pull_request:9721", "accept": false, - "reason": "10069 corrects a BnB device type check; 9721 pins torch versions in Dockerfiles. Different concerns." + "reason": "BnB quantizer device validation fix vs docker torch-version pinning; no shared code path." }, { "left": "pull_request:10101", "right": "pull_request:9843", "accept": false, - "reason": "10101 adds a generic sigmas test; 9843 adjusts an SD3 LoRA test fixture. Testing-related, but not the same concrete issue." + "reason": "PipelineTesterMixin sigma coverage vs SD3 LoRA test data fix; both tests, but different behaviors." }, { "left": "pull_request:10114", "right": "pull_request:8631", "accept": false, - "reason": "10114 is a formatting-only stable audio cleanup; 8631 fixes from_single_file for T5 checkpoints. Completely different." + "reason": "Stable Audio formatting cleanup vs single-file T5 loading fix; unrelated." }, { "left": "pull_request:10122", "right": "pull_request:9896", "accept": false, - "reason": "10122 passes attn_mask into Flux attention; 9896 reverts Flux device/typecasting changes. Different code paths and fixes." + "reason": "Flux attention-mask support vs Flux device/typecasting revert; different fixes in the same subsystem." }, { "left": "pull_request:10132", "right": "pull_request:11479", "accept": false, - "reason": "10132 updates tokenizers in CI; 11479 renames Habana Gaudi docs to Intel Gaudi. Unrelated." - }, - { - "left": "pull_request:10192", - "right": "pull_request:9175", - "accept": false, - "reason": "Both are Flux ControlNet-related, but 10192 adds Flux Control/Inpaint docs and pipeline support while 9175 adds Union ControlNet support. Different features, not duplicates." + "reason": "Tokenizers test-environment update vs Intel Gaudi documentation rename; unrelated." }, { "left": "pull_request:102", "right": "pull_request:1971", "accept": false, - "reason": "102 updates training example commands; 1971 only edits a scheduler docstring. Not the same change." + "reason": "Training examples update vs a scheduler docstring edit; not the same change." }, { "left": "pull_request:102", "right": "pull_request:415", "accept": false, - "reason": "102 updates examples/README and training scripts, while 415 restructures training docs. Same broad docs area, but different artifacts and scope." + "reason": "Both are docs-oriented, but one updates examples and the other updates training docs structure/content." }, { "left": "pull_request:102", "right": "pull_request:433", "accept": false, - "reason": "102 is training example maintenance; 433 updates black and unrelated code/style files. Not the same underlying bug or change." - }, - { - "left": "pull_request:10218", - "right": "pull_request:10554", - "accept": false, - "reason": "10218 fixes ControlNetUnion callback tensor inputs; 10554 fixes an SD3 LoRA training script key filter. Different pipelines and bugs." - }, - { - "left": "pull_request:10218", - "right": "pull_request:9077", - "accept": false, - "reason": "10218 is a functional ControlNetUnion fix; 9077 is a typo-only cleanup. No overlap in the actual change." + "reason": "Training examples changes are unrelated to the black-version dependency bump." }, { - "left": "pull_request:10218", - "right": "pull_request:9739", + "left": "pull_request:10192", + "right": "pull_request:9175", "accept": false, - "reason": "10218 changes ControlNetUnion callback inputs; 9739 adds SD3 single-file docs. Different purpose and files." + "reason": "Both involve Flux/ControlNet, but one adds a Flux control inpaint pipeline and the other adds Union ControlNet support; not the same concrete feature." } ] }, @@ -152929,16 +152958,17 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 156, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:10218", "pull_request:10230", "pull_request:10316", "pull_request:10322", @@ -152964,14 +152994,11 @@ "pull_request:10990", "pull_request:11087", "pull_request:11113", - "pull_request:11194", - "pull_request:11212", "pull_request:11238", "pull_request:11451", "pull_request:11556", "pull_request:11812", "pull_request:11813", - "pull_request:11838", "pull_request:11975", "pull_request:11999", "pull_request:2759", @@ -152981,14 +153008,18 @@ "pull_request:8845", "pull_request:8920", "pull_request:9036", + "pull_request:9077", "pull_request:9116", "pull_request:9687", "pull_request:9696", "pull_request:9736", + "pull_request:9739", "pull_request:9918", "pull_request:9934" ], "soft_pairs": [ + "pull_request:10218|pull_request:9077", + "pull_request:10218|pull_request:9739", "pull_request:10230|pull_request:11556", "pull_request:10230|pull_request:8755", "pull_request:10316|pull_request:9934", @@ -153014,206 +153045,204 @@ "pull_request:10922|pull_request:11087", "pull_request:10941|pull_request:11975", "pull_request:10990|pull_request:11812", - "pull_request:11113|pull_request:11975", - "pull_request:11194|pull_request:11838", - "pull_request:11212|pull_request:9934" + "pull_request:11113|pull_request:11975" ], - "prepared_review_unit_hash": "79307d1870402690e1183df572775b9daca14c8fa811912d33cf9bb4ae2e6cca", + "prepared_review_unit_hash": "a4993713af04e323fa9e6de66733f943cc48d0e8855288f8666cee44192b5632", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 101040, - "estimated_input_tokens": 25260, - "estimated_eval_tokens": 50776 + "serialized_chars": 99992, + "estimated_input_tokens": 24998, + "estimated_eval_tokens": 50252 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose similarity group, not a true duplicate set: it mixes unrelated docs updates, training-script fixes, model additions, and pipeline features. None of the soft-edge pairs look like the same underlying bug or change.", - "confidence": 0.98, + "summary": "These items are a heterogeneous mix of unrelated docs, tests, CI, model additions, and bugfix PRs. The soft edges are mostly title/subsystem similarity rather than the same underlying change, so I would not merge any of them as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a good canonical for the cluster; the items span unrelated codepaths and content areas (docs, CI, training scripts, model/pipeline feature work).", + "canonical_pr_reason": "PR 10922 is the strongest representative artifact: it is a broad, merged core feature PR with many touched files and clear centrality to the Wan release, unlike the more narrow docs/tests fixes around it.", "best_issue_reason": null, - "best_pr_reason": "No PR stands out as a global representative duplicate target because the cluster is not centered on one concrete fix or feature.", + "best_pr_reason": "PR 10922 is the best overall PR candidate because it is substantive, widely scoped, and the most representative merged change in this set.", "soft_edge_verdicts": [ + { + "left": "pull_request:10218", + "right": "pull_request:9077", + "accept": false, + "reason": "Unrelated changes: ControlNetUnion callback tensor cleanup vs assorted typo/doc/test fixes." + }, + { + "left": "pull_request:10218", + "right": "pull_request:9739", + "accept": false, + "reason": "Different code paths and purposes: ControlNetUnion callback inputs vs docs wording/checkpoint text." + }, { "left": "pull_request:10230", "right": "pull_request:11556", "accept": false, - "reason": "Both are docs-only, but one adds LoRA loader mixins and the other adds regional compilation docs; unrelated content and codepaths." + "reason": "Both are docs edits, but they address different pages and topics; not the same change." }, { "left": "pull_request:10230", "right": "pull_request:8755", "accept": false, - "reason": "LoRA docs update vs SD3 DreamBooth training logic fix; same broad area only by keyword, not the same change." + "reason": "LoRA docs additions are unrelated to SD3 dreambooth training logic." }, { "left": "pull_request:10316", "right": "pull_request:9934", "accept": false, - "reason": "Different documentation fixes for different pipelines; no shared bug or underlying change." + "reason": "Both are docs-only, but they cover different models and different documentation fixes." }, { "left": "pull_request:10322", "right": "pull_request:10431", "accept": false, - "reason": "Sana converter/model support vs Sana transformer PE fix; both Sana-related but distinct problems and files." + "reason": "Same model family, but one adds 2K conversion support while the other fixes a positional embedding bug; different concrete fixes." }, { "left": "pull_request:10376", "right": "pull_request:10567", "accept": false, - "reason": "HunyuanVideo LoRA conversion support vs HunyuanVideo true-CFG pipeline feature; unrelated code changes." + "reason": "HunyuanVideo LoRA loader support vs HunyuanVideo true CFG pipeline work are separate changes." }, { "left": "pull_request:10378", "right": "pull_request:11238", "accept": false, - "reason": "Both touch training scripts, but one is SD3 LoRA saving and the other is SD3 ControlNet validation on A100; different fixes." + "reason": "Different training scripts and bugs: SD3 LoRA distributed-saving changes vs SD3 ControlNet validation memory fix." }, { "left": "pull_request:1043", "right": "pull_request:2759", "accept": false, - "reason": "The shared tests are superficial; one adds torch_all_close helper, the other is a broad attention/model refactor." + "reason": "Both touch tests, but one adds a helper/print improvement and the other is a large unrelated training/runtime regression test change." }, { "left": "pull_request:1043", "right": "pull_request:774", "accept": false, - "reason": "Test-helper/print improvements vs unrelated historical pipeline test tweaks; not the same defect." + "reason": "Test utility/print improvements do not match the callback tolerance and chaining fixes in the older pipeline test PR." }, { "left": "pull_request:10430", "right": "pull_request:9736", "accept": false, - "reason": "TeaCache core hooks work vs Allegro model/pipeline addition; completely different changes." + "reason": "TeaCache infrastructure is unrelated to Allegro model/pipeline introduction." }, { "left": "pull_request:10434", "right": "pull_request:8920", "accept": false, - "reason": "Broken docs links across many pages vs a small PAG guide wording fix; same docs area only, not same issue." + "reason": "Both are docs-link related, but one fixes many broken cross-links while the other tweaks PAG guide wording." }, { "left": "pull_request:10473", "right": "pull_request:11813", "accept": false, - "reason": "General advanced training README text vs Flux Kontext training code and docs; unrelated feature/documentation work." + "reason": "Different docs scopes: advanced training README updates vs Flux Kontext training docs/code." }, { "left": "pull_request:10491", "right": "pull_request:8845", "accept": false, - "reason": "CI filename fix vs PAG test typo fix; both tests/CI, but unrelated concrete changes." + "reason": "CI path typo fix in workflows vs PAG test typo fixes are separate maintenance changes." }, { "left": "pull_request:10524", "right": "pull_request:9934", "accept": false, - "reason": "HunyuanVideo checkpoint-id correction vs Mochi docs overhaul; different pipelines and no common bug." + "reason": "HunyuanVideo checkpoint-id docs correction is unrelated to Mochi docs expansion." }, { "left": "pull_request:10554", "right": "pull_request:9036", "accept": false, - "reason": "SD3 miniature training loader bugfix vs nightly dependency install fix; unrelated scopes." + "reason": "SD3 miniature loader bugfix is unrelated to nightly dependency/install workflow changes." }, { "left": "pull_request:10554", "right": "pull_request:9116", "accept": false, - "reason": "SD3 training-script fix vs a dead-link docs fix; no shared codepath." + "reason": "One is an SD3 training-script bugfix; the other is a dead-link docs fix." }, { "left": "pull_request:10579", "right": "pull_request:9687", "accept": false, - "reason": "A new community pipeline README/code addition vs Flux ControlNet support; different features." + "reason": "Community example addition vs Xlabs ControlNet support are different features." }, { "left": "pull_request:10810", "right": "pull_request:11999", "accept": false, - "reason": "Flux LoRA conversion logic vs PEFT version/config-injection adaptation; the latter is dependency compatibility, not the same bug." + "reason": "Flux LoRA conversion logic for supported key patterns is not the same change as adapting PEFT config injection/versioning." }, { "left": "pull_request:10834", "right": "pull_request:11451", "accept": false, - "reason": "GGUF isinstance bugfix vs Wan transformer compile test; one fixes runtime logic, the other adds test coverage." + "reason": "GGUF arg-check bugfix vs WanTransformer torch.compile test are unrelated." }, { "left": "pull_request:10850", "right": "pull_request:9687", "accept": false, - "reason": "Hooks utility refactor vs Xlabs ControlNet support; not the same concrete code-path problem." + "reason": "Hook utility refactor work is unrelated to Flux ControlNet support." }, { "left": "pull_request:10850", "right": "pull_request:9918", "accept": false, - "reason": "Hooks utility refactor vs server example/docs addition; unrelated." + "reason": "Hook utilities are not the same as server example/docs work." }, { "left": "pull_request:1087", "right": "pull_request:3108", "accept": false, - "reason": "Slow-test adjustments vs an empty/ckpt-fix PR with no comparable change; not duplicates." + "reason": "Early slow-test fixes and an empty/unknown checkpoint-fix PR are not the same underlying issue." }, { "left": "pull_request:10894", "right": "pull_request:9696", "accept": false, - "reason": "Docs toctree sorting vs PR workflow test runner changes; unrelated documentation vs CI automation edits." + "reason": "Docs toctree sorting and PR-workflow input renaming are separate maintenance tasks." }, { "left": "pull_request:10922", "right": "pull_request:11087", "accept": false, - "reason": "Wan model/pipeline addition vs Wan I2V quality fix; same product line, but different code paths and merge scope." + "reason": "Same Wan file family, but 10922 is the main Wan2.1 feature add while 11087 is a later I2V quality tweak to a specific latent-retrieval path; not the same change." }, { "left": "pull_request:10941", "right": "pull_request:11975", "accept": false, - "reason": "Flux pipeline copy-fixes vs a style fix in a Flux advanced training script; unrelated changes." + "reason": "Flux pipeline copy-fix work is unrelated to the Flux advanced training style cleanup." }, { "left": "pull_request:10990", "right": "pull_request:11812", "accept": false, - "reason": "Flux LoRA quantization support vs Flux Kontext pipeline feature; different underlying functionality." + "reason": "Flux LoRA quantization support and Flux Kontext pipeline introduction are different concrete features." }, { "left": "pull_request:11113", "right": "pull_request:11975", "accept": false, - "reason": "AutoencoderKL training bugfix vs Flux training script style fix; unrelated models and issues." - }, - { - "left": "pull_request:11194", - "right": "pull_request:11838", - "accept": false, - "reason": "Loading guide docs for dtype maps vs deprecated-pipelines warning docs; both docs-only but unrelated subjects." - }, - { - "left": "pull_request:11212", - "right": "pull_request:9934", - "accept": false, - "reason": "MPS badge/docs update across many pipeline pages vs Mochi docs; same docs theme only, not the same change." + "reason": "AutoencoderKL training bugfix and Flux training script style fix are unrelated." } ] }, @@ -153227,16 +153256,18 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 157, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "cache", "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:11194", + "pull_request:11212", "pull_request:11237", "pull_request:11254", "pull_request:1133", @@ -153259,8 +153290,6 @@ "pull_request:11904", "pull_request:11916", "pull_request:1194", - "pull_request:11975", - "pull_request:120", "pull_request:12115", "pull_request:12231", "pull_request:12277", @@ -153271,9 +153300,7 @@ "pull_request:12519", "pull_request:12644", "pull_request:12747", - "pull_request:12960", "pull_request:1765", - "pull_request:1971", "pull_request:2101", "pull_request:2322", "pull_request:2691", @@ -153284,9 +153311,12 @@ "pull_request:840", "pull_request:9688", "pull_request:9827", - "pull_request:9878" + "pull_request:9878", + "pull_request:9934" ], "soft_pairs": [ + "pull_request:11194|pull_request:11838", + "pull_request:11212|pull_request:9934", "pull_request:11237|pull_request:9688", "pull_request:11254|pull_request:9827", "pull_request:1133|pull_request:2808", @@ -153311,200 +153341,198 @@ "pull_request:11894|pull_request:12519", "pull_request:11916|pull_request:12419", "pull_request:1194|pull_request:2101", - "pull_request:1194|pull_request:2322", - "pull_request:11975|pull_request:12960", - "pull_request:120|pull_request:1971" + "pull_request:1194|pull_request:2322" ], - "prepared_review_unit_hash": "4b154bba76fc9fe27acf2a566862a7b7526f56d37fdeff2ef0a2ea6de10f00ed", + "prepared_review_unit_hash": "ba04d9c7f4ef2e71032fc89bd59d97785589acae1da65fe5866146ee5aafbff7", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 106819, - "estimated_input_tokens": 26705, - "estimated_eval_tokens": 53666 + "serialized_chars": 105468, + "estimated_input_tokens": 26367, + "estimated_eval_tokens": 52990 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous grab-bag of unrelated PRs across docs, examples, dependency tweaks, pipeline additions, and separate bug fixes. None of the suggested soft edges look like the same underlying change.", - "confidence": 0.96, + "summary": "This cluster is very heterogeneous: docs edits, CI/workflow changes, model/pipeline additions, and unrelated loader/refactor fixes. I found no pair that clearly represents the same underlying bug or change, so I reject all soft edges.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 11916 is the most central merged PR in this set: it has the broadest core-code impact, the most inbound references/review activity, and is the least arbitrary representative of the mixed cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 11904 is the strongest standalone representative: it is a broad, self-contained code change that improves model loading across multiple loaders and utility paths, unlike the mostly narrow docs/example tweaks elsewhere in the set.", + "best_pr_reason": "PR 11916 is the strongest representative if one must be chosen, because it is a substantial merged refactor with broad impact and high discussion/review signal, unlike the mostly isolated docs/typo/CI items.", "soft_edge_verdicts": [ + { + "left": "pull_request:11194", + "right": "pull_request:11838", + "accept": false, + "reason": "Both are docs PRs, but they cover different topics and files; no shared underlying bug or change." + }, + { + "left": "pull_request:11212", + "right": "pull_request:9934", + "accept": false, + "reason": "Unrelated docs updates: MPS badges vs Mochi docs." + }, { "left": "pull_request:11237", "right": "pull_request:9688", "accept": false, - "reason": "One is a tiny docs dtype-map example update; the other is a Flux ControlNet docs change. Different topics and no shared code path." + "reason": "Different doc fixes in different areas; only superficial docs similarity." }, { "left": "pull_request:11254", "right": "pull_request:9827", "accept": false, - "reason": "ConsisID import fixes and LoRA device_map loading fixes are separate dependency/runtime issues in different areas." + "reason": "ConsisID import fix vs LoRA device_map behavior are unrelated changes." }, { "left": "pull_request:1133", "right": "pull_request:2808", "accept": false, - "reason": "A Windows CI workflow and a test relaxation for DiT are unrelated changes." + "reason": "Windows CI workflow vs test relaxation in model tests; not the same change." }, { "left": "pull_request:1133", "right": "pull_request:705", "accept": false, - "reason": "Both are CI-related, but one adds a Windows workflow while the other changes push-test GPU setup; not the same bug or change." + "reason": "Same broad CI/workflow theme, but different workflows and goals." }, { "left": "pull_request:1133", "right": "pull_request:824", "accept": false, - "reason": "CI workflow setup and a Flax test addition are unrelated." + "reason": "Different CI/test setup changes; not the same underlying issue." }, { "left": "pull_request:11416", "right": "pull_request:12231", "accept": false, - "reason": "Both are docs typo cleanups, but they touch different files and different text; not one underlying bug." + "reason": "Both are typo/doc cleanup, but they fix different typos in different files." }, { "left": "pull_request:11472", "right": "pull_request:9878", "accept": false, - "reason": "DreamBooth interpolation defaults and gradient-checkpointing behavior in model forwards are unrelated code paths." + "reason": "Interpolation-mode docs vs gradient-checkpointing behavior; unrelated." }, { "left": "pull_request:115", "right": "pull_request:498", "accept": false, - "reason": "Pipeline renames and attention-slicing bug fixes are different changes." + "reason": "Pipeline rename work vs attention slicing bugfix; different code-path problems." }, { "left": "pull_request:11556", "right": "pull_request:12331", "accept": false, - "reason": "One adds regional compilation docs; the other reorganizes parallel inference docs. Same broad docs area, but not the same change." + "reason": "Separate docs additions about different optimization topics." }, { "left": "pull_request:1162", "right": "pull_request:840", "accept": false, - "reason": "A links/doc update and a new community example are unrelated." + "reason": "Community links cleanup vs adding a dummy one-step pipeline; unrelated." }, { "left": "pull_request:11621", "right": "pull_request:12340", "accept": false, - "reason": "Two different pipeline additions for different models; not the same feature or code path." + "reason": "Two different pipeline additions, not the same feature change." }, { "left": "pull_request:11621", "right": "pull_request:12398", "accept": false, - "reason": "Two separate new pipelines for different architectures/models, not a duplicate change." + "reason": "PhotoDoodle pipeline vs Mirage pipeline are distinct features." }, { "left": "pull_request:11635", "right": "pull_request:12115", "accept": false, - "reason": "Flux Kontext pipeline work and an AnimateDiff test are entirely different artifacts." + "reason": "Flux-Kontext feature/docs vs an unrelated test PR." }, { "left": "pull_request:11684", "right": "pull_request:11904", "accept": false, - "reason": "Both touch single-file loading, but one adds GGUF checkpoint support while the other speeds up loading and sync behavior; different concrete behavior." + "reason": "Both touch single-file loading, but one adds GGUF support and the other speeds loading; not the same fix." }, { "left": "pull_request:11767", "right": "pull_request:11814", "accept": false, - "reason": "Group-offloading memory-address fixes and Flux gradient-checkpointing kwargs plumbing are unrelated." + "reason": "Group-offloading disk-memory fix vs Flux gradient-checkpointing kwargs forwarding; unrelated." }, { "left": "pull_request:11767", "right": "pull_request:12747", "accept": false, - "reason": "Same subsystem, but one fixes disk-offload address collisions and the other adds pin-group feature semantics; not the same underlying bug." + "reason": "Same file area, but one fixes disk offloading behavior while the other adds pinning features." }, { "left": "pull_request:118", "right": "pull_request:1765", "accept": false, - "reason": "A ScoreSdeVe pipeline rename and Flax dreambooth fixes are unrelated." + "reason": "Old pipeline final-fix rename vs Dreambooth flax fixes; unrelated." }, { "left": "pull_request:11838", "right": "pull_request:12644", "accept": false, - "reason": "Deprecated-pipelines docs and AutoModel docs are separate documentation changes." + "reason": "Deprecated-pipelines docs vs AutoModel docs; different content and intent." }, { "left": "pull_request:1184", "right": "pull_request:2691", "accept": false, - "reason": "Adding flash attention and renaming attention APIs are different code changes, even though both touch attention-related files." + "reason": "Flash-attention addition vs attention rename refactor; not the same underlying change." }, { "left": "pull_request:11848", "right": "pull_request:12644", "accept": false, - "reason": "LoRA metadata docs and AutoModel docs are unrelated docs updates." + "reason": "LoRA metadata docs vs AutoModel docs; unrelated documentation changes." }, { "left": "pull_request:11892", "right": "pull_request:12277", "accept": false, - "reason": "Removing k-diffusion from core dependencies and disabling xformers tests are unrelated maintenance changes." + "reason": "Removing k-diffusion from core vs disabling xformers tests; different maintenance tasks." }, { "left": "pull_request:11894", "right": "pull_request:12519", "accept": false, - "reason": "Pinning k-diffusion for CI and fixing toctree sorting are unrelated." + "reason": "k-diffusion pinning for CI vs toctree sorting fix; unrelated CI/docs changes." }, { "left": "pull_request:11916", "right": "pull_request:12419", "accept": false, - "reason": "A large Flux/Chroma single-file refactor and a modular-pipeline metadata tweak for Flux are not the same concrete change." + "reason": "Flux/Chroma attention-dispatch refactor vs Flux modular-pipeline readiness; related subsystem, but distinct changes and code paths." }, { "left": "pull_request:1194", "right": "pull_request:2101", "accept": false, - "reason": "Documentation workflow updates and a pix2pix example doc/code update are unrelated." + "reason": "Docs workflow updates vs pix2pix example/docs update; not the same change." }, { "left": "pull_request:1194", "right": "pull_request:2322", "accept": false, - "reason": "PR docs action workflow changes and a broad example/inpainting update are unrelated." - }, - { - "left": "pull_request:11975", - "right": "pull_request:12960", - "accept": false, - "reason": "A style-only DreamBooth Flux change and an FSDP detection fix in Flux2 scripts are different issues." - }, - { - "left": "pull_request:120", - "right": "pull_request:1971", - "accept": false, - "reason": "A README expansion and a scheduler docstring cleanup are not the same change." + "reason": "Docs workflow updates vs example/inpaint update; unrelated." } ] }, @@ -153518,16 +153546,17 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 158, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:11975", "pull_request:120", "pull_request:12099", "pull_request:12109", @@ -153543,12 +153572,12 @@ "pull_request:12451", "pull_request:12467", "pull_request:12487", - "pull_request:12491", "pull_request:1250", "pull_request:12530", "pull_request:12541", "pull_request:12552", "pull_request:12604", + "pull_request:12618", "pull_request:12637", "pull_request:12686", "pull_request:1269", @@ -153556,19 +153585,18 @@ "pull_request:12782", "pull_request:1283", "pull_request:12914", + "pull_request:12960", "pull_request:12961", "pull_request:13029", "pull_request:13039", "pull_request:13081", - "pull_request:1311", "pull_request:13146", - "pull_request:13164", "pull_request:13294", "pull_request:13321", "pull_request:13338", - "pull_request:13365", "pull_request:13472", - "pull_request:1386", + "pull_request:13562", + "pull_request:1971", "pull_request:2892", "pull_request:2926", "pull_request:3337", @@ -153578,6 +153606,8 @@ "pull_request:79" ], "soft_pairs": [ + "pull_request:11975|pull_request:12960", + "pull_request:120|pull_request:1971", "pull_request:120|pull_request:433", "pull_request:12099|pull_request:12914", "pull_request:12109|pull_request:12387", @@ -153593,202 +153623,200 @@ "pull_request:12451|pull_request:13338", "pull_request:12467|pull_request:12487", "pull_request:12467|pull_request:12552", - "pull_request:12491|pull_request:13365", "pull_request:1250|pull_request:2892", "pull_request:12530|pull_request:13294", "pull_request:12541|pull_request:13039", + "pull_request:12618|pull_request:13562", "pull_request:12686|pull_request:12775", "pull_request:1269|pull_request:3337", "pull_request:12782|pull_request:13321", "pull_request:1283|pull_request:483", - "pull_request:13029|pull_request:13472", - "pull_request:1311|pull_request:1386", - "pull_request:13164|pull_request:13294" + "pull_request:13029|pull_request:13472" ], - "prepared_review_unit_hash": "795f19881eaa77d8b2a81b0787b4395c7e03c6418fe197c2f37eb591adf36149", + "prepared_review_unit_hash": "5203548f6b25420aa74f4f03c719db77f783274b5a00281b4c1aaf39f010a80f", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 101831, - "estimated_input_tokens": 25458, - "estimated_eval_tokens": 51172 + "serialized_chars": 101665, + "estimated_input_tokens": 25417, + "estimated_eval_tokens": 51090 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: docs edits, CI/workflow changes, model additions, and isolated bugfixes. None of the soft pairs look like the same underlying change, so they should all be rejected as duplicate candidates.", + "summary": "This cluster is not a true duplicate group: it mixes unrelated docs cleanup, pipeline additions, CI fixes, scheduler tweaks, and bugfixes across different subsystems. No soft pair looks like the same underlying change with enough specificity to merge.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits: the set spans unrelated codepaths and change types, so there is no credible duplicate anchor.", + "canonical_pr_reason": "No single PR is a safe canonical here; the items are heterogeneous and do not share one concrete bug or change.", "best_issue_reason": null, - "best_pr_reason": "No PR is a good global representative; at best these are loosely theme-similar, not same-change duplicates.", + "best_pr_reason": "No global best PR: none of these is representative of the whole set, and the cluster is too mixed to collapse around one artifact.", "soft_edge_verdicts": [ + { + "left": "pull_request:11975", + "right": "pull_request:12960", + "accept": false, + "reason": "Different fixes in different files/subsystems: a style typo in a Flux example vs an FSDP detection bug in DreamBooth scripts." + }, + { + "left": "pull_request:120", + "right": "pull_request:1971", + "accept": false, + "reason": "Both are README/doc edits, but they address different pages and topics; not the same underlying change." + }, { "left": "pull_request:120", "right": "pull_request:433", "accept": false, - "reason": "README example additions and a black-version update are unrelated changes." + "reason": "One is README content expansion, the other is a broad dependency/code update; no shared bug or concrete change." }, { "left": "pull_request:12099", "right": "pull_request:12914", "accept": false, - "reason": "Both are typo-like fixes, but they touch different pipelines and different codepaths." + "reason": "Both fix typos, but in unrelated pipeline code paths (Qwen image device handling vs Cosmos revision string)." }, { "left": "pull_request:12109", "right": "pull_request:12387", "accept": false, - "reason": "Scheduler feature work and flash-attention backend support are distinct changes." + "reason": "Scheduler feature work vs attention-backend support; unrelated code paths and changes." }, { "left": "pull_request:1219", "right": "pull_request:2926", "accept": false, - "reason": "Both are DDIM docs, but they update different docs trees/files and are not the same edit." + "reason": "Both touch DDIM docs, but on different doc pages with different edits; not one concrete duplicate change." }, { "left": "pull_request:12244", "right": "pull_request:12604", "accept": false, - "reason": "Removing Flax and cleaning modular docs are unrelated repository-wide doc tasks." + "reason": "Both are docs cleanups, but they target different documentation areas and unrelated content." }, { "left": "pull_request:12265", "right": "pull_request:12637", "accept": false, - "reason": "Typos in assorted docs/code versus a copied-class comment cleanup are different fixes." + "reason": "Typos/docs cleanup vs removing a copied-code comment in a transformer; not the same underlying fix." }, { "left": "pull_request:12265", "right": "pull_request:13146", "accept": false, - "reason": "Typos/cleanup PR versus tokenizer type fix in PAG HunyuanDiT; no shared bug." + "reason": "Different issues entirely: generic typo cleanup vs fixing a tokenizer type/import in PAG HunyuanDiT." }, { "left": "pull_request:1229", "right": "pull_request:748", "accept": false, - "reason": "Dreambooth dependency/docs change and push_to_hub behavior fixes are unrelated." + "reason": "DreamBooth README install-note fix is unrelated to push_to_hub argument fixes in training scripts." }, { "left": "pull_request:12340", "right": "pull_request:12961", "accept": false, - "reason": "Adding LucyEditPipeline and adding PhotoDoodle pipeline are separate feature additions." + "reason": "Both add pipelines, but they introduce different features/models and are not mergeable as one change." }, { "left": "pull_request:12398", "right": "pull_request:12961", "accept": false, - "reason": "Mirage pipeline implementation and PhotoDoodle community docs are different pipelines." + "reason": "Different new pipeline families (Mirage vs PhotoDoodle); no shared bug or implementation path." }, { "left": "pull_request:1240", "right": "pull_request:79", "accept": false, - "reason": "OneFlow image-to-image support and unconditional image generation are not the same change." + "reason": "Both are large feature additions touching init files, but they add entirely different model/pipeline stacks." }, { "left": "pull_request:12420", "right": "pull_request:13081", "accept": false, - "reason": "Conditional distributed import and making Qwen hidden states contiguous fix different issues." + "reason": "One guards a distributed import, the other makes Qwen tensors contiguous for torchao; unrelated problems." }, { "left": "pull_request:12451", "right": "pull_request:13338", "accept": false, - "reason": "Doc-builder Dockerfile packages and Claude workflow permissions are unrelated CI setup changes." + "reason": "Doc-builder Dockerfile package additions vs a Claude workflow permission change; not the same fix." }, { "left": "pull_request:12467", "right": "pull_request:12487", "accept": false, - "reason": "QwenImage batch handling and broken doc links are completely separate problems." + "reason": "QwenImage batch handling bug vs broken-link doc fixes; completely different artifact types and code paths." }, { "left": "pull_request:12467", "right": "pull_request:12552", "accept": false, - "reason": "QwenImage batch handling and Kandinsky5 docs typos are unrelated." - }, - { - "left": "pull_request:12491", - "right": "pull_request:13365", - "accept": false, - "reason": "Link-check CI and Claude fork-review workflow changes solve different CI concerns." + "reason": "QwenImage batching issue vs Kandinsky5 doc typo cleanup; unrelated." }, { "left": "pull_request:1250", "right": "pull_request:2892", "accept": false, - "reason": "Community pipeline docs/code and upscaler input validation are unrelated." + "reason": "Community example README addition vs a pipeline input-validation bug; no common underlying change." }, { "left": "pull_request:12530", "right": "pull_request:13294", "accept": false, - "reason": "Different flaky tests in different models; no shared concrete bug." + "reason": "Both are test-stability related, but they target different models/tests and different failure modes." }, { "left": "pull_request:12541", "right": "pull_request:13039", "accept": false, - "reason": "WAN LoRA conversion logic and WAN CPU upcasting tests are different codepaths." + "reason": "Wan LoRA conversion compatibility vs WanVACE CPU upcasting; different code paths and bug classes." + }, + { + "left": "pull_request:12618", + "right": "pull_request:13562", + "accept": false, + "reason": "Both affect CI install commands, but one is a typo fix and the other changes tokenizers installation across multiple workflows." }, { "left": "pull_request:12686", "right": "pull_request:12775", "accept": false, - "reason": "Both are docs for new models, but for different models and different artifacts." + "reason": "Kandinsky5 docs/image pipelines vs Z-Image docs; separate features and documentation sets." }, { "left": "pull_request:1269", "right": "pull_request:3337", "accept": false, - "reason": "Both touch stable-diffusion-related files, but one is a refactor/finalization and the other is a postprocessing refactor." + "reason": "Both are refactor-like pipeline changes, but they are distinct refactors affecting different parts of stable-diffusion postprocessing and refactor scope." }, { "left": "pull_request:12782", "right": "pull_request:13321", "accept": false, - "reason": "Hunyuan offloading test tweaks and Cosmos torchvision guarding are unrelated." + "reason": "Offloading test tweak vs unguarded torchvision import in Cosmos; unrelated." }, { "left": "pull_request:1283", "right": "pull_request:483", "accept": false, - "reason": "Versatile Diffusion feature addition and typo-check workflow setup are unrelated." + "reason": "Versatile Diffusion model addition vs typo/typo-check cleanup; not the same change." }, { "left": "pull_request:13029", "right": "pull_request:13472", "accept": false, - "reason": "Modular quickstart docs and an AI-models float64 gotcha note are different documentation changes." - }, - { - "left": "pull_request:1311", - "right": "pull_request:1386", - "accept": false, - "reason": "AltDiffusion tests and adding v-prediction support are unrelated." - }, - { - "left": "pull_request:13164", - "right": "pull_request:13294", - "accept": false, - "reason": "CI dependency trimming and WanVACE flaky-test handling are not the same fix." + "reason": "Modular quickstart docs overhaul vs an agents-docs float64 gotcha note; different documentation goals and content." } ] }, @@ -153802,18 +153830,25 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 159, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:1311", + "pull_request:13164", "pull_request:1325", + "pull_request:13294", + "pull_request:13296", "pull_request:1341", + "pull_request:13536", + "pull_request:13562", + "pull_request:1386", "pull_request:1393", "pull_request:1402", "pull_request:1406", @@ -153833,26 +153868,18 @@ "pull_request:1765", "pull_request:1766", "pull_request:1850", - "pull_request:1868", - "pull_request:1939", "pull_request:1965", - "pull_request:1971", - "pull_request:2007", "pull_request:2009", "pull_request:2314", "pull_request:2322", "pull_request:2341", - "pull_request:286", "pull_request:2919", "pull_request:3230", - "pull_request:3262", "pull_request:3321", "pull_request:3343", "pull_request:34", "pull_request:3402", "pull_request:3433", - "pull_request:3653", - "pull_request:3712", "pull_request:397", "pull_request:41", "pull_request:415", @@ -153862,11 +153889,15 @@ "pull_request:768" ], "soft_pairs": [ + "pull_request:1311|pull_request:1386", + "pull_request:13164|pull_request:13294", "pull_request:1325|pull_request:3343", "pull_request:1325|pull_request:3402", "pull_request:1325|pull_request:3433", "pull_request:1325|pull_request:41", + "pull_request:13296|pull_request:13562", "pull_request:1341|pull_request:3230", + "pull_request:13536|pull_request:13562", "pull_request:1393|pull_request:1406", "pull_request:1402|pull_request:34", "pull_request:1415|pull_request:1751", @@ -153885,541 +153916,544 @@ "pull_request:1761|pull_request:3230", "pull_request:1765|pull_request:768", "pull_request:1766|pull_request:538", - "pull_request:1850|pull_request:2919", - "pull_request:1868|pull_request:286", - "pull_request:1868|pull_request:3653", - "pull_request:1868|pull_request:3712", - "pull_request:1939|pull_request:286", - "pull_request:1939|pull_request:3653", - "pull_request:1939|pull_request:3712", - "pull_request:1971|pull_request:2007", - "pull_request:1971|pull_request:3262" + "pull_request:1850|pull_request:2919" ], - "prepared_review_unit_hash": "b836033760a0a2c54bf2d9910416531099e0b13f3127ea5681f4b626b8e5fa0a", + "prepared_review_unit_hash": "7a18e13f5e30a402824c77ebe678ffe73cfed214c2a464e2f65a571c62ae9207", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 106468, - "estimated_input_tokens": 26617, - "estimated_eval_tokens": 53490 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 105004, + "estimated_input_tokens": 26251, + "estimated_eval_tokens": 52758 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of unrelated diffusers pull requests spanning feature additions, scheduler/config fixes, docs updates, examples, and tests. I do not see any true duplicate underlying bug/change among the soft-edge candidates.", - "confidence": 0.91, + "summary": "This cluster is highly heterogeneous: mostly unrelated PRs spanning CI, docs, tests, schedulers, and separate pipeline/features. No soft-edge pair looks like the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 2009 is the broadest and most central code change in the set: it touches core loader/pipeline behavior across many Stable Diffusion pipelines, has high discussion/review activity, and is more representative than the smaller doc/test-only patches.", + "canonical_pr_reason": "No canonical PR fits this cluster well; the PRs are not duplicates and do not share one concrete bug/change.", "best_issue_reason": null, - "best_pr_reason": "PR 2009 is the best single representative of the cluster because it has the widest impact and strongest evidence of substantive core library behavior changes, even though the cluster itself is not a duplicate set.", + "best_pr_reason": "No single PR is a good global representative for dedupe; the set is too mixed. If forced, the largest feature PRs are still unrelated to the rest.", "soft_edge_verdicts": [ + { + "left": "pull_request:1311", + "right": "pull_request:1386", + "accept": false, + "reason": "AltDiffusion test additions vs scheduler v-prediction behavior; unrelated changes." + }, + { + "left": "pull_request:13164", + "right": "pull_request:13294", + "accept": false, + "reason": "CI dependency cleanup vs WanVACE flaky-test stabilization; different problems and code paths." + }, { "left": "pull_request:1325", "right": "pull_request:3343", "accept": false, - "reason": "Unrelated changes: one adds OneFlow image2image support, the other fixes a DPMSolver config field." + "reason": "Image2Image/OneFlow feature work vs DPM solver config fix; not the same bug/change." }, { "left": "pull_request:1325", "right": "pull_request:3402", "accept": false, - "reason": "One is a OneFlow pipeline feature PR; the other is a Dockerfile fix." + "reason": "Large feature PR vs Dockerfile typo/packaging fix; unrelated." }, { "left": "pull_request:1325", "right": "pull_request:3433", "accept": false, - "reason": "Different scopes: OneFlow pipeline support vs formatting changes in docs/optimization pages." + "reason": "Feature implementation vs documentation/style-only update; not duplicate changes." }, { "left": "pull_request:1325", "right": "pull_request:41", "accept": false, - "reason": "No overlap in purpose; OneFlow pipeline work is unrelated to resnet comment cleanup." + "reason": "Feature PR vs comment cleanup in resnet code; unrelated." + }, + { + "left": "pull_request:13296", + "right": "pull_request:13562", + "accept": false, + "reason": "Both touch CI, but one updates transformer version in release tests while the other changes tokenizers installs across workflows; not one concrete issue." }, { "left": "pull_request:1341", "right": "pull_request:3230", "accept": false, - "reason": "Both add pipelines, but they are different features for different models and code paths." + "reason": "Different pipeline features (Stable Diffusion Repaint vs IF); not mergeable as one fix." + }, + { + "left": "pull_request:13536", + "right": "pull_request:13562", + "accept": false, + "reason": "Workflow permissions/instructions for Claude vs CI package install changes; unrelated." }, { "left": "pull_request:1393", "right": "pull_request:1406", "accept": false, - "reason": "Both touch config machinery, but one deprecates predict_epsilon and the other deprecates sample size; distinct changes." + "reason": "Both scheduler/config deprecations, but they address different parameters and behaviors." }, { "left": "pull_request:1402", "right": "pull_request:34", "accept": false, - "reason": "Upscaling pipeline fix vs a typo/comment fix in DDPM scheduler." + "reason": "Pipeline upscaling fix vs typo/comment cleanup; no shared underlying bug." }, { "left": "pull_request:1415", "right": "pull_request:1751", "accept": false, - "reason": "Both involve pipelines, but one is a broad stable diffusion fix and the other is an UnCLIP generator bug fix." + "reason": "Stable diffusion broad fixes vs UnCLIP generator threading; different subsystems and bugs." }, { "left": "pull_request:1458", "right": "pull_request:2009", "accept": false, - "reason": "ONNX runtime candidate detection is unrelated to textual inversion embedding loading." + "reason": "ONNX runtime detection tweak vs textual inversion loading; unrelated code paths." }, { "left": "pull_request:1468", "right": "pull_request:2341", "accept": false, - "reason": "Saving trained betas in schedulers is unrelated to EMAModel saving in text-to-image training." + "reason": "Scheduler betas serialization vs DreamBooth EMAModel saving; different changes." }, { "left": "pull_request:1487", "right": "pull_request:3230", "accept": false, - "reason": "Docs for xFormers memory efficient attention vs IF model/pipeline implementation are different changes." + "reason": "xFormers docs vs IF pipeline implementation; documentation does not match the feature PR." }, { "left": "pull_request:1548", "right": "pull_request:2322", "accept": false, - "reason": "Issue template wording update is unrelated to a new example/inpaint script and pipeline changes." + "reason": "Issue-template wording vs example/inpaint script update; unrelated." }, { "left": "pull_request:1588", "right": "pull_request:2314", "accept": false, - "reason": "FP16 test fixes are unrelated to fast-test expectation updates." + "reason": "FP16 common-test fix vs fast-test threshold adjustment; both tests, but different concrete failures." }, { "left": "pull_request:1667", "right": "pull_request:1965", "accept": false, - "reason": "Conversion scheduler config fix vs checkpoint merger import cleanup; different code paths." + "reason": "Stable Diffusion conversion scheduler fix vs checkpoint merger import cleanup; unrelated." }, { "left": "pull_request:1706", "right": "pull_request:3321", "accept": false, - "reason": "Main docs update vs controlling_generation docs expansion; different documentation changes." + "reason": "General docs update vs controlling-generation docs update; same broad area, but not the same change or bug." }, { "left": "pull_request:1713", "right": "pull_request:423", "accept": false, - "reason": "Both touch conversion/docs broadly, but one is conversion-script refactoring and the other is pipeline/output docs." + "reason": "Conversion-script refactor vs docs/output syntax improvements; unrelated." }, { "left": "pull_request:1724", "right": "pull_request:397", "accept": false, - "reason": "xFormers docs vs quicktour rewrite; both docs but not the same underlying change." + "reason": "xFormers recommendation docs vs quicktour docs; both docs, but not the same underlying issue." }, { "left": "pull_request:1724", "right": "pull_request:415", "accept": false, - "reason": "Shared training/docs area, but one recommends xFormers while the other rewrites training overview content." + "reason": "xFormers docs vs training docs rewrite; separate documentation changes." }, { "left": "pull_request:1724", "right": "pull_request:418", "accept": false, - "reason": "xFormers recommendation docs do not match generic DiffusionPipeline docs changes." + "reason": "xFormers docs vs DiffusionPipeline docs rework; not the same topic or fix." }, { "left": "pull_request:1757", "right": "pull_request:3230", "accept": false, - "reason": "Versatile diffusion layer argument addition is unrelated to IF pipeline/model implementation." + "reason": "Versatile Diffusion layer parameter propagation vs IF feature addition; unrelated." }, { "left": "pull_request:1761", "right": "pull_request:3230", "accept": false, - "reason": "CPU offloading for UnCLIP is a different feature and code path than IF support." + "reason": "UnCLIP CPU offload vs IF pipeline addition; different pipeline areas and goals." }, { "left": "pull_request:1765", "right": "pull_request:768", "accept": false, - "reason": "Dreambooth Flax fixes are unrelated to an early dreambooth enhancement PR." + "reason": "DreamBooth flax fixes vs DreamBooth enhancement script scaffolding; not the same concrete bug/change." }, { "left": "pull_request:1766", "right": "pull_request:538", "accept": false, - "reason": "UnCLIP transformers version gating is unrelated to Hugging Face Hub version bump." + "reason": "UnCLIP transformers version gating vs hub dependency version bump; unrelated dependency issues." }, { "left": "pull_request:1850", "right": "pull_request:2919", "accept": false, - "reason": "ResnetBlock2D tests are unrelated to speeding up 3D UNet condition tests." - }, + "reason": "ResnetBlock2D unit tests vs speeding up a 3D UNet test; both tests only, no shared bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 160, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:1868", + "pull_request:1939", + "pull_request:1971", + "pull_request:2001", + "pull_request:2006", + "pull_request:2007", + "pull_request:21", + "pull_request:2138", + "pull_request:217", + "pull_request:2190", + "pull_request:2197", + "pull_request:22", + "pull_request:2208", + "pull_request:2227", + "pull_request:2295", + "pull_request:2314", + "pull_request:2322", + "pull_request:2329", + "pull_request:2362", + "pull_request:2388", + "pull_request:2401", + "pull_request:2436", + "pull_request:2475", + "pull_request:252", + "pull_request:2542", + "pull_request:2655", + "pull_request:2706", + "pull_request:286", + "pull_request:2912", + "pull_request:2958", + "pull_request:3069", + "pull_request:3172", + "pull_request:3262", + "pull_request:3402", + "pull_request:3581", + "pull_request:3653", + "pull_request:3708", + "pull_request:3712", + "pull_request:3786", + "pull_request:3916", + "pull_request:397", + "pull_request:4081", + "pull_request:415", + "pull_request:4239", + "pull_request:7", + "pull_request:774", + "pull_request:909", + "pull_request:979" + ], + "soft_pairs": [ + "pull_request:1868|pull_request:286", + "pull_request:1868|pull_request:3653", + "pull_request:1868|pull_request:3712", + "pull_request:1939|pull_request:286", + "pull_request:1939|pull_request:3653", + "pull_request:1939|pull_request:3712", + "pull_request:1971|pull_request:2007", + "pull_request:1971|pull_request:3262", + "pull_request:2001|pull_request:3708", + "pull_request:2006|pull_request:3712", + "pull_request:2007|pull_request:3581", + "pull_request:21|pull_request:7", + "pull_request:21|pull_request:909", + "pull_request:2138|pull_request:2227", + "pull_request:2138|pull_request:3402", + "pull_request:217|pull_request:286", + "pull_request:2190|pull_request:3916", + "pull_request:2197|pull_request:4239", + "pull_request:22|pull_request:7", + "pull_request:22|pull_request:909", + "pull_request:2208|pull_request:3172", + "pull_request:2295|pull_request:2706", + "pull_request:2314|pull_request:2655", + "pull_request:2322|pull_request:252", + "pull_request:2322|pull_request:3069", + "pull_request:2329|pull_request:774", + "pull_request:2362|pull_request:3786", + "pull_request:2388|pull_request:397", + "pull_request:2388|pull_request:415", + "pull_request:2401|pull_request:4081", + "pull_request:2436|pull_request:979", + "pull_request:2475|pull_request:2542", + "pull_request:2475|pull_request:2912", + "pull_request:2475|pull_request:2958" + ], + "prepared_review_unit_hash": "b6d10d3df0a90966d5cb9fe90034c9dbe01e5d7ab1f6e55fc74dd2fbab6a0095", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 96508, + "estimated_input_tokens": 24127, + "estimated_eval_tokens": 48510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated diffusers PRs spanning docs, tests, examples, workflow, and code fixes. I found no pair that looks like the same underlying bug/change, so none of the soft edges should be merged.", + "confidence": 0.98, + "canonical_issue_reason": "No issue artifacts are present in this cluster, so there is no issue candidate to canonicalize.", + "canonical_pr_reason": "There is no single canonical PR here: the items cover many unrelated one-off changes rather than one duplicate fix or feature.", + "best_issue_reason": null, + "best_pr_reason": "No clear best PR exists for the cluster as a whole. The PRs are not duplicates of one another, so picking any one as a representative would be arbitrary.", + "soft_edge_verdicts": [ { "left": "pull_request:1868", "right": "pull_request:286", "accept": false, - "reason": "EMA decay logic in training is unrelated to a stable diffusion README link fix." + "reason": "EMA decay fix in training code vs README link fix; unrelated files and problems." }, { "left": "pull_request:1868", "right": "pull_request:3653", "accept": false, - "reason": "EMA decay training fix vs a linting cleanup in a community example." + "reason": "EMA decay logic vs a linting cleanup in mixture_tiling.py; different code paths." }, { "left": "pull_request:1868", "right": "pull_request:3712", "accept": false, - "reason": "Training EMA logic is unrelated to GitHub Actions secret renaming." + "reason": "Training EMA bug fix vs workflow secret rename; no shared underlying change." }, { "left": "pull_request:1939", "right": "pull_request:286", "accept": false, - "reason": "Logo path fix in README is unrelated to stable diffusion README link cleanup." + "reason": "README logo path vs stable diffusion README link; both docs, but different targets and fixes." }, { "left": "pull_request:1939", "right": "pull_request:3653", "accept": false, - "reason": "README asset path correction vs community-example lint cleanup; no shared bug." + "reason": "Logo path correction vs code lint cleanup; unrelated." }, { "left": "pull_request:1939", "right": "pull_request:3712", "accept": false, - "reason": "Logo path fix and workflow secret rename are different maintenance tasks." + "reason": "README image path vs GitHub Actions secrets; unrelated changes." }, { "left": "pull_request:1971", "right": "pull_request:2007", "accept": false, - "reason": "PNDM docstring cleanup is unrelated to black formatting changes across examples and models." + "reason": "PNDM docstring wording vs black formatting sweep; not the same artifact or bug." }, { "left": "pull_request:1971", "right": "pull_request:3262", "accept": false, - "reason": "Docstring wording fix vs IF name/model rename; different underlying changes." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 1, - "component_count": 265, - "review_unit_index": 160, - "review_unit_count": 272, - "status": "reviewed", - "reason": null, - "source": "cache", - "cache_hit": true, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", - "nodes": [ - "pull_request:2001", - "pull_request:2006", - "pull_request:2007", - "pull_request:21", - "pull_request:2138", - "pull_request:217", - "pull_request:2190", - "pull_request:2197", - "pull_request:22", - "pull_request:2208", - "pull_request:2227", - "pull_request:2295", - "pull_request:2314", - "pull_request:2322", - "pull_request:2329", - "pull_request:2362", - "pull_request:2388", - "pull_request:2401", - "pull_request:2436", - "pull_request:2475", - "pull_request:252", - "pull_request:2526", - "pull_request:2533", - "pull_request:2542", - "pull_request:2655", - "pull_request:2706", - "pull_request:286", - "pull_request:2912", - "pull_request:2958", - "pull_request:3069", - "pull_request:3172", - "pull_request:3400", - "pull_request:3402", - "pull_request:3581", - "pull_request:3708", - "pull_request:3712", - "pull_request:3757", - "pull_request:3786", - "pull_request:3916", - "pull_request:397", - "pull_request:4081", - "pull_request:415", - "pull_request:4239", - "pull_request:4547", - "pull_request:7", - "pull_request:774", - "pull_request:909", - "pull_request:979" - ], - "soft_pairs": [ - "pull_request:2001|pull_request:3708", - "pull_request:2006|pull_request:3712", - "pull_request:2007|pull_request:3581", - "pull_request:21|pull_request:7", - "pull_request:21|pull_request:909", - "pull_request:2138|pull_request:2227", - "pull_request:2138|pull_request:3402", - "pull_request:217|pull_request:286", - "pull_request:2190|pull_request:3916", - "pull_request:2197|pull_request:4239", - "pull_request:22|pull_request:7", - "pull_request:22|pull_request:909", - "pull_request:2208|pull_request:3172", - "pull_request:2295|pull_request:2706", - "pull_request:2314|pull_request:2655", - "pull_request:2322|pull_request:252", - "pull_request:2322|pull_request:3069", - "pull_request:2329|pull_request:774", - "pull_request:2362|pull_request:3786", - "pull_request:2388|pull_request:397", - "pull_request:2388|pull_request:415", - "pull_request:2401|pull_request:4081", - "pull_request:2436|pull_request:979", - "pull_request:2475|pull_request:2542", - "pull_request:2475|pull_request:2912", - "pull_request:2475|pull_request:2958", - "pull_request:2475|pull_request:3757", - "pull_request:2526|pull_request:3400", - "pull_request:2533|pull_request:4547" - ], - "prepared_review_unit_hash": "7c882a4e31d771dda1dde094da55d876feff3c06285eea8d8050bce30c95ff87", - "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 95710, - "estimated_input_tokens": 23928, - "estimated_eval_tokens": 48112 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This is a heterogeneous cluster of unrelated pull requests: docs typos, test updates, small bug fixes, and separate feature work. The soft links are superficial and do not indicate the same underlying change, so none should be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": null, - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "PNDM docstring cleanup vs IF model name/docs update; different documentation changes." + }, { "left": "pull_request:2001", "right": "pull_request:3708", "accept": false, - "reason": "Different fixes in different code paths: ColossalAI example seed launch vs custom release version sorting." + "reason": "ColossalAI example seed handling/typos vs dynamic module version sorting fix; unrelated code paths." }, { "left": "pull_request:2006", "right": "pull_request:3712", "accept": false, - "reason": "Unrelated community checkpoint merger fix vs documentation workflow secret rename." + "reason": "Checkpoint merger fixes vs docs workflow secret rename; different subsystems." }, { "left": "pull_request:2007", "right": "pull_request:3581", "accept": false, - "reason": "Black formatting/version churn across many files vs a single community example cleanup." + "reason": "Repository-wide black formatting update vs removal of an unused import in bit_diffusion.py; not duplicate fixes." }, { "left": "pull_request:21", "right": "pull_request:7", "accept": false, - "reason": "UNet timestep signature cleanup is unrelated to adding VQ-VAE support." + "reason": "Early model test additions vs initial VQ-VAE implementation; different work entirely." }, { "left": "pull_request:21", "right": "pull_request:909", "accept": false, - "reason": "Different stable-diffusion code cleanup vs inpaint test model-id updates." + "reason": "Model tests vs inpaint pipeline test updates; both tests, but not the same concrete change." }, { "left": "pull_request:2138", "right": "pull_request:2227", "accept": false, - "reason": "Docs typo fix in loaders vs API typo fixes across diffusion pipelines." + "reason": "Single docs typo fix vs broad negative_prompt typo sweep across pipelines; related wording, but not one duplicate change." }, { "left": "pull_request:2138", "right": "pull_request:3402", "accept": false, - "reason": "Markdown wording fix vs Dockerfile package install adjustment." + "reason": "Docs typo vs Dockerfile dependency fix; unrelated." }, { "left": "pull_request:217", "right": "pull_request:286", "accept": false, - "reason": "Safety checker logic bug vs README link correction." + "reason": "Safety checker logic fix vs README link fix; different code and intent." }, { "left": "pull_request:2190", "right": "pull_request:3916", "accept": false, - "reason": "DreamBooth/Imagic notebook sync vs a large audio-generation/text-to-image branch sync." + "reason": "Two separate branch-sync PRs with different large content sets; not the same change." }, { "left": "pull_request:2197", "right": "pull_request:4239", "accept": false, - "reason": "StableDiffusionInpaintPipeline typo/argument fix vs SDXL LoRA text encoder integration work." + "reason": "StableDiffusionInpaintPipeline typo/fix vs SDXL LoRA text_encoder fix; different pipelines and bugs." }, { "left": "pull_request:22", "right": "pull_request:7", "accept": false, - "reason": "Modeling_utils warning typo fix is unrelated to VQ-VAE addition." + "reason": "Model-loading warning fix/tests vs VQ-VAE introduction; unrelated." }, { "left": "pull_request:22", "right": "pull_request:909", "accept": false, - "reason": "Model loading warnings fix vs inpaint pipeline test data updates." + "reason": "Model-loading warning fix/tests vs inpaint test changes; different areas." }, { "left": "pull_request:2208", "right": "pull_request:3172", "accept": false, - "reason": "xFormers docs update vs reproducibility docs on deterministic algorithms." + "reason": "xFormers docs update vs deterministic algorithms docs; separate documentation topics." }, { "left": "pull_request:2295", "right": "pull_request:2706", "accept": false, - "reason": "WIP transformer-layer configurability vs unconditional training EMA save/restore fix." + "reason": "Transformer layer configurability vs EMA save/restore in training; unrelated." }, { "left": "pull_request:2314", "right": "pull_request:2655", "accept": false, - "reason": "Fast test tolerance updates vs LoRA save/load logic in loaders." + "reason": "Fast-test expectation updates vs LoRA save/load logic; different concerns." }, { "left": "pull_request:2322", "right": "pull_request:252", "accept": false, - "reason": "Layer.ai inpaint example and pipeline tweaks vs README examples update; unrelated scope." + "reason": "New layer.ai inpaint example vs README examples expansion; both examples-related, but not the same underlying artifact." }, { "left": "pull_request:2322", "right": "pull_request:3069", "accept": false, - "reason": "Example/inpaint code changes vs Flax TPU test expectation adjustments." + "reason": "New example script vs Flax TPU test expectation changes; unrelated." }, { "left": "pull_request:2329", "right": "pull_request:774", "accept": false, - "reason": "Workflow refactor for push tests vs a single test assertion tweak." + "reason": "Workflow refactor vs test assertion adjustments; same broad test area, but not the same fix." }, { "left": "pull_request:2362", "right": "pull_request:3786", "accept": false, - "reason": "MPS skip decorator for tests vs adding a PR template file." + "reason": "MPS skip decorator vs PR template addition; unrelated repository plumbing." }, { "left": "pull_request:2388", "right": "pull_request:397", "accept": false, - "reason": "Docs for controlling generation vs a much older quicktour docs rewrite." + "reason": "Controlling generation docs vs quicktour docs; different docs pages and content." }, { "left": "pull_request:2388", "right": "pull_request:415", "accept": false, - "reason": "Controlling-generation docs are unrelated to general training docs overhaul." + "reason": "Controlling generation docs vs training overview docs; separate documentation additions." }, { "left": "pull_request:2401", "right": "pull_request:4081", "accept": false, - "reason": "Docs index/page reorganization vs adding Kandinsky to README table." + "reason": "Index page addition vs README model table update; unrelated docs changes." }, { "left": "pull_request:2436", "right": "pull_request:979", "accept": false, - "reason": "Adding an Attend-and-Excite demo link vs adding a missing torch import." + "reason": "Attend-and-Excite demo link vs missing import in README code sample; unrelated." }, { "left": "pull_request:2475", "right": "pull_request:2542", "accept": false, - "reason": "ControlNet feature branch vs small ControlNet docs/link fixes; not the same change." + "reason": "Large ControlNet implementation vs small ControlNet docs tweaks; docs and code are not the same duplicate change." }, { "left": "pull_request:2475", "right": "pull_request:2912", "accept": false, - "reason": "ControlNet feature implementation vs a punctuation/docs tweak in controlnet.mdx." + "reason": "ControlNet implementation vs a punctuation fix in controlnet.mdx; not the same underlying bug/change." }, { "left": "pull_request:2475", "right": "pull_request:2958", "accept": false, - "reason": "ControlNet feature implementation vs adding ControlNet Inpaint as a separate pipeline export." - }, - { - "left": "pull_request:2475", - "right": "pull_request:3757", - "accept": false, - "reason": "ControlNet feature branch vs configurable conditioning_channels; distinct code-path changes." - }, - { - "left": "pull_request:2526", - "right": "pull_request:3400", - "accept": false, - "reason": "Slow-test tolerance updates vs adding omegaconf to test/docker dependencies." - }, - { - "left": "pull_request:2533", - "right": "pull_request:4547", - "accept": false, - "reason": "Temporary rc1 testing workflow/package pin vs Flax scheduler feature work." + "reason": "ControlNet implementation vs ControlNet inpaint addition; related area, but distinct pipelines and code paths." } ] }, @@ -154433,16 +154467,19 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 161, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:2475", + "pull_request:2526", + "pull_request:2533", "pull_request:2590", "pull_request:2693", "pull_request:2701", @@ -154462,29 +154499,25 @@ "pull_request:3318", "pull_request:3343", "pull_request:34", + "pull_request:3400", "pull_request:3402", "pull_request:3433", "pull_request:3474", - "pull_request:3524", - "pull_request:3525", "pull_request:3608", "pull_request:3707", "pull_request:3709", + "pull_request:3757", "pull_request:3931", "pull_request:3955", "pull_request:4081", "pull_request:41", "pull_request:4495", "pull_request:4547", - "pull_request:4748", "pull_request:4963", "pull_request:4973", - "pull_request:5267", "pull_request:5286", "pull_request:5478", "pull_request:5622", - "pull_request:5729", - "pull_request:5855", "pull_request:693", "pull_request:705", "pull_request:828", @@ -154493,6 +154526,9 @@ "pull_request:975" ], "soft_pairs": [ + "pull_request:2475|pull_request:3757", + "pull_request:2526|pull_request:3400", + "pull_request:2533|pull_request:4547", "pull_request:2590|pull_request:2970", "pull_request:2693|pull_request:3707", "pull_request:2701|pull_request:3230", @@ -154518,234 +154554,210 @@ "pull_request:34|pull_request:948", "pull_request:3402|pull_request:5622", "pull_request:3433|pull_request:5622", - "pull_request:3474|pull_request:5478", - "pull_request:3524|pull_request:3525", - "pull_request:3524|pull_request:3931", - "pull_request:3524|pull_request:4748", - "pull_request:3524|pull_request:5267", - "pull_request:3524|pull_request:5855", - "pull_request:3525|pull_request:5729" + "pull_request:3474|pull_request:5478" ], - "prepared_review_unit_hash": "e852ec42539665a4c4bad3e9ba6591ea8215c9aae9a46dc7caf86bd05da82934", + "prepared_review_unit_hash": "cefdfd67ecfc97b1046043da5a80a12149f9a86b5b2f59f63e437d22d198afdf", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 95167, - "estimated_input_tokens": 23792, - "estimated_eval_tokens": 47840 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 92850, + "estimated_input_tokens": 23213, + "estimated_eval_tokens": 46682 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes doc typo fixes, CI/workflow tweaks, feature additions, and example/test updates. None of the soft pairs look like the same underlying bug or change, so I would reject all duplicate links.", + "summary": "These artifacts are mostly unrelated housekeeping or feature PRs (docs, tests, CI, small bugfixes). None of the soft pairs look like the same underlying change or bug, so no duplicates should be merged.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items are unrelated changes across docs, CI, examples, and core code, so there isn't a single underlying change to canonicalize.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 3230 is the strongest representative because it is a large, coherent feature addition with substantial code and docs changes and broad review; the other PRs are mostly small typo/docs/CI fixes or unrelated edits.", + "best_pr_reason": "PR 3230 is the most substantial and central artifact in this set: it introduces the IF pipeline end-to-end with docs, code, and tests, and it is the one most frequently linked by the soft-similarity heuristic.", "soft_edge_verdicts": [ + { + "left": "pull_request:2475", + "right": "pull_request:3757", + "accept": false, + "reason": "Both are ControlNet-related, but one adds the initial pipeline and the other adds configurable conditioning channels; different concrete changes." + }, + { + "left": "pull_request:2526", + "right": "pull_request:3400", + "accept": false, + "reason": "Unrelated: one relaxes slow test thresholds, the other adds omegaconf to packaging/build config." + }, + { + "left": "pull_request:2533", + "right": "pull_request:4547", + "accept": false, + "reason": "Different areas and goals: safetensors RC testing vs a Flax scheduler implementation." + }, { "left": "pull_request:2590", "right": "pull_request:2970", "accept": false, - "reason": "Different areas and changes: CI workflow vs. a variable rename in an example." + "reason": "One updates CI to check deps tables; the other renames a local variable in a training script." }, { "left": "pull_request:2693", "right": "pull_request:3707", "accept": false, - "reason": "Both touch docs, but one fixes an image link and the other changes documentation workflow secrets; unrelated changes." + "reason": "Both are doc fixes, but for different docs and different problems; not the same underlying change." }, { "left": "pull_request:2701", "right": "pull_request:3230", "accept": false, - "reason": "Rocm onnxruntime support vs. a large IF feature release; completely different code paths." + "reason": "Different scope: ONNX Runtime import support vs adding the IF pipeline." }, { "left": "pull_request:2759", "right": "pull_request:828", "accept": false, - "reason": "Unrelated test/feature work in different example and model areas." + "reason": "Unrelated test/CI changes in different stacks; no shared bug or feature." }, { "left": "pull_request:2762", "right": "pull_request:3230", "accept": false, - "reason": "Multiple ControlNet docs vs. IF pipeline implementation; not the same underlying change." + "reason": "Multiple ControlNets docs section vs the IF pipeline implementation/docs; not the same change." }, { "left": "pull_request:2811", "right": "pull_request:705", "accept": false, - "reason": "An ONNX test baseline update is unrelated to CI/test-environment changes." + "reason": "Both touch tests/CI, but one updates ONNX img2img expected values and the other changes CUDA CI setup." }, { "left": "pull_request:2814", "right": "pull_request:909", "accept": false, - "reason": "Stable UnCLIP pipeline implementation work vs. Stable Diffusion inpaint test/model fixture updates." + "reason": "Stable UnCLIP offload support is unrelated to the stable diffusion inpaint test update." }, { "left": "pull_request:286", "right": "pull_request:41", "accept": false, - "reason": "Different README/doc link fixes in different eras; no shared bug or code path." + "reason": "Both are old doc/comment cleanups, but they affect different files and unrelated wording fixes." }, { "left": "pull_request:286", "right": "pull_request:693", "accept": false, - "reason": "One fixes a link, the other fixes citation formatting; both are README edits but not the same change." + "reason": "Different README citation/link tweaks; not the same underlying fix." }, { "left": "pull_request:3042", "right": "pull_request:4963", "accept": false, - "reason": "Min-version bumps for accelerate in examples vs. installing accelerate main in CI; related ecosystem, but not the same change." + "reason": "Different dependency/compatibility issues: accelerate minimum version vs installing accelerate main for tests." }, { "left": "pull_request:3063", "right": "pull_request:3955", "accept": false, - "reason": "Pipeline __setattr__ bug fix vs. Kandinsky doc parameter text; different scope entirely." + "reason": "Unrelated code paths: pipeline __setattr__ bug vs Kandinsky prior parameter docs." }, { "left": "pull_request:3108", "right": "pull_request:3931", "accept": false, - "reason": "No diff/content for 3108, and 3931 is a ckpt-loading code change; insufficient overlap." + "reason": "No diff context for 3108, but it does not match the ckpt-loading changes in 3931; insufficient basis for duplication." }, { "left": "pull_request:3169", "right": "pull_request:975", "accept": false, - "reason": "Habana hardware docs update vs. a terminology typo in the docs tree; unrelated documentation edits." + "reason": "Habana docs update vs a README title typo; different documentation changes." }, { "left": "pull_request:3217", "right": "pull_request:3230", "accept": false, - "reason": "Shared utility naming appears only in docs/code organization, but the PRs change different pipeline utility behavior vs. a new IF pipeline feature." + "reason": "Both touch pipeline_utils/docs utilities, but 3217 adds a PIL utility refactor while 3230 adds IF; distinct changes." }, { "left": "pull_request:3230", "right": "pull_request:3709", "accept": false, - "reason": "IF feature implementation vs. image processor documentation; unrelated additions." + "reason": "Shared docs tree file, but 3230 adds IF docs and code whereas 3709 only adds an image processor doc page." }, { "left": "pull_request:3230", "right": "pull_request:4081", "accept": false, - "reason": "IF feature implementation vs. README table update for Kandinsky; different changes." + "reason": "IF pipeline addition is unrelated to adding Kandinsky to the README table." }, { "left": "pull_request:3230", "right": "pull_request:4495", "accept": false, - "reason": "IF feature implementation vs. SDXL reference example; different pipelines and code paths." + "reason": "Completely different feature areas: IF vs SDXL reference/community example." }, { "left": "pull_request:3230", "right": "pull_request:4973", "accept": false, - "reason": "IF pipeline addition vs. README install-badge update; not the same change." + "reason": "IF pipeline addition and README install badge are unrelated." }, { "left": "pull_request:3230", "right": "pull_request:5286", "accept": false, - "reason": "IF feature implementation vs. Japanese docs scaffold; unrelated." + "reason": "IF pipeline addition is unrelated to adding Japanese documentation." }, { "left": "pull_request:3295", "right": "pull_request:3608", "accept": false, - "reason": "One fixes tutorial code formatting, the other fixes an example CLI typo and variable name." + "reason": "Both are tiny doc/example typo fixes, but in different tutorials and with different text." }, { "left": "pull_request:3318", "right": "pull_request:4547", "accept": false, - "reason": "IF textual inversion work vs. Flax Euler scheduler work; different pipelines/models." + "reason": "IF textual inversion work is unrelated to the Flax Euler scheduler implementation." }, { "left": "pull_request:3343", "right": "pull_request:5622", "accept": false, - "reason": "DPMSolver config bug fix vs. a broad optimization/example training script PR; unrelated." + "reason": "Scheduler config bugfix vs a large examples/README overhaul; not the same change." }, { "left": "pull_request:34", "right": "pull_request:948", "accept": false, - "reason": "Comment typo cleanup vs. a DDPM pipeline comment typo; both are typos but different files and edits." + "reason": "Both fix comments, but they are separate typo corrections in different pipeline files." }, { "left": "pull_request:3402", "right": "pull_request:5622", "accept": false, - "reason": "Dockerfile packaging fix vs. large example-training overhaul; unrelated." + "reason": "Dockerfile fix unrelated to example-training script/content changes." }, { "left": "pull_request:3433", "right": "pull_request:5622", "accept": false, - "reason": "Documentation style rendering fix vs. large example-training overhaul; unrelated." + "reason": "Documentation style rendering tweaks are unrelated to the examples training overhaul." }, { "left": "pull_request:3474", "right": "pull_request:5478", "accept": false, - "reason": "Attention processor docs vs. Japanese docs rollout; not the same underlying documentation change." - }, - { - "left": "pull_request:3524", - "right": "pull_request:3525", - "accept": false, - "reason": "Both edit README.md, but one rewrites documentation sections while the other adds install badges and repo references; separate changes." - }, - { - "left": "pull_request:3524", - "right": "pull_request:3931", - "accept": false, - "reason": "README restructuring vs. ckpt-loading code changes; unrelated." - }, - { - "left": "pull_request:3524", - "right": "pull_request:4748", - "accept": false, - "reason": "README restructuring vs. setup/release instructions; different files and intent." - }, - { - "left": "pull_request:3524", - "right": "pull_request:5267", - "accept": false, - "reason": "README overhaul vs. docs README formatting guidance; not the same change." - }, - { - "left": "pull_request:3524", - "right": "pull_request:5855", - "accept": false, - "reason": "README overhaul vs. a community README typo fix; only shared file name, not shared bug." - }, - { - "left": "pull_request:3525", - "right": "pull_request:5729", - "accept": false, - "reason": "README badge/update PR vs. broad training script setup changes; unrelated." + "reason": "Docs for attention processors vs adding Japanese docs; different documentation efforts." } ] }, @@ -154759,16 +154771,18 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 162, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:3524", + "pull_request:3525", "pull_request:3563", "pull_request:3641", "pull_request:3687", @@ -154781,6 +154795,7 @@ "pull_request:390", "pull_request:391", "pull_request:392", + "pull_request:3931", "pull_request:3955", "pull_request:396", "pull_request:397", @@ -154797,28 +154812,31 @@ "pull_request:422", "pull_request:4239", "pull_request:4273", - "pull_request:4275", - "pull_request:4276", "pull_request:428", "pull_request:4284", - "pull_request:4301", - "pull_request:4320", "pull_request:4498", + "pull_request:4748", "pull_request:4807", "pull_request:4822", - "pull_request:4887", - "pull_request:5792", + "pull_request:5267", + "pull_request:5729", + "pull_request:5855", "pull_request:5948", "pull_request:6078", "pull_request:6150", "pull_request:6337", "pull_request:6410", "pull_request:6491", - "pull_request:6499", "pull_request:6591", "pull_request:662" ], "soft_pairs": [ + "pull_request:3524|pull_request:3525", + "pull_request:3524|pull_request:3931", + "pull_request:3524|pull_request:4748", + "pull_request:3524|pull_request:5267", + "pull_request:3524|pull_request:5855", + "pull_request:3525|pull_request:5729", "pull_request:3563|pull_request:3989", "pull_request:3641|pull_request:5948", "pull_request:3687|pull_request:4807", @@ -154845,233 +154863,234 @@ "pull_request:418|pull_request:428", "pull_request:4203|pull_request:6491", "pull_request:4239|pull_request:6337", - "pull_request:4239|pull_request:6591", - "pull_request:4273|pull_request:6499", - "pull_request:4275|pull_request:6410", - "pull_request:4276|pull_request:5792", - "pull_request:4301|pull_request:4887", - "pull_request:4320|pull_request:6410" + "pull_request:4239|pull_request:6591" ], - "prepared_review_unit_hash": "c01c154f0c69250d22b64f9ce37617a29eb63563c2a7c5eba59bc3690fec3db0", + "prepared_review_unit_hash": "47a461f1bc93d64ac52ae7257ecfea7651d7321c3d095b8352e49bfb7e28dcd6", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 99035, - "estimated_input_tokens": 24759, - "estimated_eval_tokens": 49774 + "soft_pair_count": 33, + "serialized_chars": 98991, + "estimated_input_tokens": 24748, + "estimated_eval_tokens": 49752 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a grab-bag of unrelated docs edits, typo fixes, and a few small bugfix PRs across different pipelines/subsystems. None of the soft-edge pairs look like the same underlying change, so I would not merge any of them as duplicates.", - "confidence": 0.93, + "summary": "This cluster is a grab-bag of unrelated docs/typo cleanups and a few distinct code fixes; none of the soft-edge pairs look like the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "If a representative is needed, PR 3835 is the broadest documentation/API cleanup in the set, but the overall cluster is too heterogeneous to treat it as a true duplicate target.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 3835 has the widest surface area and review activity among the docs-heavy items, so it is the best single representative even though the cluster is not a duplicate set.", + "best_pr_reason": "PR 6591 is the broadest concrete code-fix PR in the set, but it is still just a typo cleanup across many example pipelines and not a good cluster-wide duplicate target.", "soft_edge_verdicts": [ + { + "left": "pull_request:3524", + "right": "pull_request:3525", + "accept": false, + "reason": "Both touch README.md, but one is a broad README cleanup and the other is a different README example/update; not the same change." + }, + { + "left": "pull_request:3524", + "right": "pull_request:3931", + "accept": false, + "reason": "README cleanup vs ckpt loading code changes in loaders.py; unrelated." + }, + { + "left": "pull_request:3524", + "right": "pull_request:4748", + "accept": false, + "reason": "README cleanup vs setup.py packaging instructions; unrelated." + }, + { + "left": "pull_request:3524", + "right": "pull_request:5267", + "accept": false, + "reason": "README formatting/docs style fix vs docs/README contribution syntax changes; different scope and content." + }, + { + "left": "pull_request:3524", + "right": "pull_request:5855", + "accept": false, + "reason": "Both edit README.md, but they change different examples/content and are not the same underlying edit." + }, + { + "left": "pull_request:3525", + "right": "pull_request:5729", + "accept": false, + "reason": "README.md tweak vs release/version check updates across training scripts; unrelated." + }, { "left": "pull_request:3563", "right": "pull_request:3989", "accept": false, - "reason": "Different fixes: one changes UNet norm handling, the other updates SDXL CPU offload tests." + "reason": "Different problems: vq pipeline norm handling vs SDXL offload/test fixes." }, { "left": "pull_request:3641", "right": "pull_request:5948", "accept": false, - "reason": "Inpainting latents handling vs a from_pretrained warning condition; unrelated code paths." + "reason": "Inpainting latents bug vs deprecated variant warning logic; different code paths." }, { "left": "pull_request:3687", "right": "pull_request:4807", "accept": false, - "reason": "Testing doc-builder vs Chinese Stable Diffusion docs; unrelated documentation changes." + "reason": "Doc-builder test page vs Chinese Stable Diffusion documentation; unrelated." }, { "left": "pull_request:3723", "right": "pull_request:4498", "accept": false, - "reason": "Reference-image community example update vs SDXL reference/adain feature; not the same concrete change." + "reason": "Reference pipeline input handling vs adding SDXL reference/adain support; different feature work." }, { "left": "pull_request:3798", "right": "pull_request:6078", "accept": false, - "reason": "Comment cleanup in training scripts vs Euler discrete sigma logic; different edits." + "reason": "Comment cleanup in training scripts vs Euler scheduler sigma logic; unrelated." }, { "left": "pull_request:3806", "right": "pull_request:6150", "accept": false, - "reason": "Checkpoint loading note in README vs IP-Adapter converter code; different features." + "reason": "Checkpoint-loading README note vs IP-Adapter conversion code in loaders; unrelated." }, { "left": "pull_request:3820", "right": "pull_request:3955", "accept": false, - "reason": "LDM3D typo/doc fix vs Kandinsky prior parameter defaults; unrelated." + "reason": "LDM3D typo/docs cleanup vs Kandinsky prior parameter description fixes; different components." }, { "left": "pull_request:3820", "right": "pull_request:4284", "accept": false, - "reason": "Both touch LDM3D docs/code, but one fixes a sample typo while the other renames output docs/types; not the same bug." + "reason": "Both touch LDM3D, but they fix different typos/docs snippets and are not the same concrete change." }, { "left": "pull_request:3835", "right": "pull_request:4273", "accept": false, - "reason": "Broad API docs refactor vs AutoPipeline tutorial/docs addition; overlap is only a toctree entry." + "reason": "Broad API docs cleanup vs AutoPipeline tutorial/doc additions; different work items." }, { "left": "pull_request:386", "right": "pull_request:396", "accept": false, - "reason": "Stable Diffusion pipeline docs vs DDIM docs; different pages and content." + "reason": "Stable Diffusion pipeline docs vs DDIM docs; unrelated." }, { "left": "pull_request:386", "right": "pull_request:416", "accept": false, - "reason": "Stable Diffusion pipeline docs vs model API docs; only both are docs." + "reason": "Pipeline docs vs model API docs; different documentation areas." }, { "left": "pull_request:390", "right": "pull_request:416", "accept": false, - "reason": "MPS optimization guide vs model API docs; unrelated documentation topics." + "reason": "MPS optimization docs vs model API docs; unrelated." }, { "left": "pull_request:391", "right": "pull_request:392", "accept": false, - "reason": "PNDM docs vs contribution guide; unrelated docs additions." + "reason": "PNDM docs vs conceptual contribution docs; unrelated." }, { "left": "pull_request:391", "right": "pull_request:404", "accept": false, - "reason": "PNDM docs vs fp16 optimization page; different documentation areas." + "reason": "PNDM docs vs fp16 optimization docs; different guides." }, { "left": "pull_request:391", "right": "pull_request:417", "accept": false, - "reason": "PNDM docs vs inference guide docs; not the same artifact." + "reason": "PNDM docs vs inference pipelines docs; not the same change." }, { "left": "pull_request:397", "right": "pull_request:422", "accept": false, - "reason": "Quicktour/training docs vs outputs API docs; different documentation sets." + "reason": "Quicktour docs vs outputs API docs; unrelated." }, { "left": "pull_request:397", "right": "pull_request:428", "accept": false, - "reason": "Quicktour/training docs vs using-diffusers docs restructuring; too broad to be duplicates." + "reason": "Quicktour docs vs using-diffusers guide rewrite; different documentation set and intent." }, { "left": "pull_request:4082", "right": "pull_request:6410", "accept": false, - "reason": "SDXL requirement pin vs RL module registration; unrelated changes." + "reason": "SDXL requirement pin vs RL module registration fix; unrelated." }, { "left": "pull_request:41", "right": "pull_request:662", "accept": false, - "reason": "Resnet comment cleanup vs textual inversion README/code changes; different scopes." + "reason": "Comment cleanup in core models vs textual inversion example/package changes; unrelated." }, { "left": "pull_request:4113", "right": "pull_request:4822", "accept": false, - "reason": "SDXL inpaint dtype fix vs LoRA warning typo fix; unrelated." + "reason": "SDXL inpaint dtype fix vs LoRA warning typo fix; different bug classes." }, { "left": "pull_request:415", "right": "pull_request:422", "accept": false, - "reason": "Training docs vs outputs API docs; only both are documentation." + "reason": "Training overview docs vs outputs API docs; unrelated." }, { "left": "pull_request:415", "right": "pull_request:428", "accept": false, - "reason": "Training docs vs using-diffusers guides; not the same content." + "reason": "Training docs vs using-diffusers docs; different guides." }, { "left": "pull_request:418", "right": "pull_request:422", "accept": false, - "reason": "DiffusionPipeline docs vs outputs docs; different API pages." + "reason": "DiffusionPipeline docs vs outputs docs; unrelated." }, { "left": "pull_request:418", "right": "pull_request:428", "accept": false, - "reason": "DiffusionPipeline docs vs using-diffusers guides; not the same change." + "reason": "DiffusionPipeline docs vs using-diffusers docs; different content." }, { "left": "pull_request:4203", "right": "pull_request:6491", "accept": false, - "reason": "Dreambooth README typo vs an empty/nit typo PR with no evidence of the same edit." + "reason": "Dreambooth README typo vs empty/no-diff typo PR; not a concrete same change." }, { "left": "pull_request:4239", "right": "pull_request:6337", "accept": false, - "reason": "SDXL dreambooth text_encoder fix vs Tensorrt img2img retrieve_latents fix; different pipelines and bugs." + "reason": "SDXL LoRA text encoder fix vs TensorRT img2img latent retrieval fix; unrelated." }, { "left": "pull_request:4239", "right": "pull_request:6591", "accept": false, - "reason": "SDXL dreambooth text_encoder fix vs widespread 'procecss' typo cleanup; different underlying issues." - }, - { - "left": "pull_request:4273", - "right": "pull_request:6499", - "accept": false, - "reason": "AutoPipeline tutorial/docs vs PEFT adapter API docs; unrelated documentation topics." - }, - { - "left": "pull_request:4275", - "right": "pull_request:6410", - "accept": false, - "reason": "AutoPipeline docs typo fix vs RL constructor/module registration fix; unrelated." - }, - { - "left": "pull_request:4276", - "right": "pull_request:5792", - "accept": false, - "reason": "Pipeline import test vs import path fixes in examples; test and code cleanup are not the same bug." - }, - { - "left": "pull_request:4301", - "right": "pull_request:4887", - "accept": false, - "reason": "Kandinsky docs update vs removing a latent input from a prior pipeline; different changes in the same area." - }, - { - "left": "pull_request:4320", - "right": "pull_request:6410", - "accept": false, - "reason": "One-line ONNX docs typo fix vs RL module registration; unrelated." + "reason": "SDXL LoRA fix vs broad typo cleanup across many examples; different underlying changes." } ] }, @@ -155085,16 +155104,21 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 163, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:4273", + "pull_request:4275", + "pull_request:4276", + "pull_request:4301", + "pull_request:4320", "pull_request:433", "pull_request:4396", "pull_request:4472", @@ -155118,33 +155142,32 @@ "pull_request:5622", "pull_request:5624", "pull_request:5682", - "pull_request:5697", - "pull_request:5698", - "pull_request:5699", - "pull_request:5707", - "pull_request:5727", "pull_request:5729", + "pull_request:5792", "pull_request:5916", "pull_request:5982", - "pull_request:6051", - "pull_request:6053", "pull_request:6065", "pull_request:6237", "pull_request:6262", "pull_request:6305", + "pull_request:6410", "pull_request:6432", "pull_request:6437", + "pull_request:6499", "pull_request:6775", - "pull_request:6861", "pull_request:6886", "pull_request:70", "pull_request:7134", - "pull_request:7200", "pull_request:7510", "pull_request:7650", "pull_request:788" ], "soft_pairs": [ + "pull_request:4273|pull_request:6499", + "pull_request:4275|pull_request:6410", + "pull_request:4276|pull_request:5792", + "pull_request:4301|pull_request:4887", + "pull_request:4320|pull_request:6410", "pull_request:433|pull_request:70", "pull_request:4396|pull_request:6262", "pull_request:4472|pull_request:5729", @@ -155165,197 +155188,192 @@ "pull_request:5552|pull_request:7650", "pull_request:5602|pull_request:6065", "pull_request:5622|pull_request:7510", - "pull_request:5624|pull_request:5916", - "pull_request:5697|pull_request:7200", - "pull_request:5698|pull_request:5699", - "pull_request:5707|pull_request:6053", - "pull_request:5727|pull_request:6051", - "pull_request:5729|pull_request:6861" + "pull_request:5624|pull_request:5916" ], - "prepared_review_unit_hash": "265cd9394d03c42941f514a09f92da80c23dcd9efdafbafc0b67f0763f7fdf4c", + "prepared_review_unit_hash": "d1ba7774d1af1d3396958592a6444e768522461fb0b22d2b62737190c80b9a08", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 106514, - "estimated_input_tokens": 26629, - "estimated_eval_tokens": 53514 + "serialized_chars": 101337, + "estimated_input_tokens": 25335, + "estimated_eval_tokens": 50926 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is misgrouped: it contains many unrelated docs, setup, workflow, model, scheduler, and training-script PRs. None of the soft edges appear to be the same underlying bug or change, so no pair should be merged as duplicates.", - "confidence": 0.98, + "summary": "This cluster is mostly heterogeneous: documentation updates, small maintenance fixes, and a few unrelated feature/code changes that only share superficial wording or subsystem tags. I do not see any true duplicate PR pairs here.", + "confidence": 0.19, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits this cluster; the items are distinct changes across unrelated areas, so there is no true duplicate representative.", + "canonical_pr_reason": "PR 5164 is the most substantial and heavily reviewed change in the set, so it is the best fallback representative, but it is not actually a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "No global best PR is suitable because the cluster does not share one underlying change; any choice would misrepresent most of the items.", + "best_pr_reason": "PR 5164 is the strongest standalone PR in the cluster: broad impact, large diff, and high review activity. The rest are mostly smaller, unrelated maintenance or doc changes.", "soft_edge_verdicts": [ + { + "left": "pull_request:4273", + "right": "pull_request:6499", + "accept": false, + "reason": "AutoPipeline tutorial docs vs PEFT loader API docs/code; different scope and change." + }, + { + "left": "pull_request:4275", + "right": "pull_request:6410", + "accept": false, + "reason": "Autopipeline docs tweak vs RL value-guided sampling module registration fix; unrelated." + }, + { + "left": "pull_request:4276", + "right": "pull_request:5792", + "accept": false, + "reason": "Dependency test addition vs import-path cleanup in examples; not the same bug." + }, + { + "left": "pull_request:4301", + "right": "pull_request:4887", + "accept": false, + "reason": "Kandinsky documentation update vs removal of a latents argument from a pipeline API; different changes." + }, + { + "left": "pull_request:4320", + "right": "pull_request:6410", + "accept": false, + "reason": "Typos in ONNX docs vs a runtime module refactor; no shared code path." + }, { "left": "pull_request:433", "right": "pull_request:70", "accept": false, - "reason": "Different fixes: one is a Black version bump and formatting cleanup, the other changes attention/model constructor behavior." + "reason": "Black version bump/formatting cleanup vs an early attention-layer refactor; unrelated maintenance." }, { "left": "pull_request:4396", "right": "pull_request:6262", "accept": false, - "reason": "Different topics: prompt encoding fallback vs moving panorama pipeline files out of stable_diffusion." + "reason": "Prompt-encoding fallback fix across pipelines vs panorama refactor; different problems." }, { "left": "pull_request:4472", "right": "pull_request:5729", "accept": false, - "reason": "One edits an SDXL README, the other updates min version checks across many training scripts." + "reason": "DreamBooth README edit vs version-gating update across many training scripts; not the same change." }, { "left": "pull_request:4547", "right": "pull_request:4746", "accept": false, - "reason": "Unrelated changes: Flax scheduler export work vs SDXL inpainting training script and controlnet/model edits." + "reason": "Flax scheduler export work vs SDXL inpainting WIP; unrelated features." }, { "left": "pull_request:4547", "right": "pull_request:5682", "accept": false, - "reason": "Different code paths: Flax scheduler implementation/imports vs AnimateDiff model/pipeline additions." + "reason": "Flax scheduler addition vs AnimateDiff checks; different code paths and goals." }, { "left": "pull_request:4748", "right": "pull_request:5729", "accept": false, - "reason": "Both touch setup/docs, but one is a packaging docs tweak and the other updates version guards in training scripts." + "reason": "setup.py/upload instructions cleanup vs min-version bumps in training scripts; not duplicate." }, { "left": "pull_request:4783", "right": "pull_request:6237", "accept": false, - "reason": "Different scope: SDXL ControlNet prompt-embedding docs vs a seeds documentation tip." + "reason": "SDXL ControlNet doc args vs batched-seed warning docs; unrelated documentation topics." }, { "left": "pull_request:4787", "right": "pull_request:6437", "accept": false, - "reason": "One tightens LoRA weight discovery in loaders, the other changes a CI test filter." + "reason": "LoRA loading filename filter logic vs CI test exclusion tweak; different fixes." }, { "left": "pull_request:4887", "right": "pull_request:6886", "accept": false, - "reason": "Different functionality: removing a Kandinsky prior input vs broad deprecation cleanup for .to(dtype=...) usage." + "reason": "Kandinsky pipeline API removal vs deprecation cleanup for to(); no common bug." }, { "left": "pull_request:4937", "right": "pull_request:6305", "accept": false, - "reason": "Different features: SDXL adapter conditioning factor vs DDPM zero-terminal-SNR betas support." + "reason": "T2I-Adapter conditioning factor vs DDPMScheduler zero-SNR support; different features." }, { "left": "pull_request:51", "right": "pull_request:788", "accept": false, - "reason": "Unrelated setup packaging fix vs PIL resampling warning fix in image pipelines." + "reason": "Old packaging fix vs PIL sampler warning fix in examples; unrelated." }, { "left": "pull_request:5122", "right": "pull_request:5164", "accept": false, - "reason": "CI/Python-version workflow updates vs adding the FreeU model mechanism." + "reason": "Workflow/python-version and setup updates vs FreeU algorithm feature; not the same issue." }, { "left": "pull_request:5267", "right": "pull_request:5729", "accept": false, - "reason": "Documentation style guide update vs version-guard changes in example scripts." + "reason": "README markdown formatting vs version check bumps; only superficial repository overlap." }, { "left": "pull_request:5312", "right": "pull_request:7134", "accept": false, - "reason": "Broader model docs/typehints cleanup vs a specific UNet type-hint correction." + "reason": "General model docs/typehints cleanup vs specific UNet type-hint docs; related area but not the same change." }, { "left": "pull_request:5369", "right": "pull_request:6775", "accept": false, - "reason": "Different docs fixes: minor tutorial examples vs adding a missing scheduler parameter doc." + "reason": "Minor docs fixes vs missing-parameter docs for DDPMScheduler; different documentation targets." }, { "left": "pull_request:5393", "right": "pull_request:6432", "accept": false, - "reason": "Different example updates: HFApi migration vs SDXL Dreambooth learning-rate tweak." + "reason": "Training tutorial API modernization vs SDXL DreamBooth learning-rate tweak; unrelated docs/examples." }, { "left": "pull_request:5478", "right": "pull_request:5982", "accept": false, - "reason": "Japanese docs rollout vs SDXL Turbo docs; same area, but not the same change." + "reason": "Japanese docs rollout vs SDXL Turbo docs feature addition; different deliverables." }, { "left": "pull_request:5552", "right": "pull_request:7650", "accept": false, - "reason": "Both mention FreeU/SDXL-related code, but one fixes disable_freeu behavior and the other adds an is_cosxl_edit arg." + "reason": "FreeU disable-method bugfix vs new `is_cosxl_edit` argument; not the same underlying bug." }, { "left": "pull_request:5602", "right": "pull_request:6065", "accept": false, - "reason": "Whitespace cleanup in docs vs SDXL Turbo documentation expansion." + "reason": "Whitespace/docs cleanup vs SDXL Turbo documentation; unrelated." }, { "left": "pull_request:5622", "right": "pull_request:7510", "accept": false, - "reason": "Examples README/ignore-file overhaul vs a VAE tiling OOM test fix." + "reason": "Large examples/README and script cleanup vs VAE tiling OOM test fix; different issues." }, { "left": "pull_request:5624", "right": "pull_request:5916", "accept": false, - "reason": "Both touch dreambooth-related files, but one is a training docs/ops change and the other renames the DreamBooth output directory." - }, - { - "left": "pull_request:5697", - "right": "pull_request:7200", - "accept": false, - "reason": "Different bugs: PEFT LoRA/xformers attention scaling vs Transformer2D norm/patch-input validation." - }, - { - "left": "pull_request:5698", - "right": "pull_request:5699", - "accept": false, - "reason": "LCM img2img bugfix vs unCLIP/styling cleanup; not the same code path or fix." - }, - { - "left": "pull_request:5707", - "right": "pull_request:6053", - "accept": false, - "reason": "The former is a LoRA loading/PEFT test suite change; the latter is a training-loop logging addition." - }, - { - "left": "pull_request:5727", - "right": "pull_request:6051", - "accept": false, - "reason": "LCM script addition vs Flax LCM scheduler integration; related theme, but different artifacts and changes." - }, - { - "left": "pull_request:5729", - "right": "pull_request:6861", - "accept": false, - "reason": "Version guard updates in example scripts vs SDXL BD-341 pipeline argument work; not the same change." + "reason": "Large examples workflow/README changes vs DreamBooth output_dir rename; not duplicate." } ] }, @@ -155369,21 +155387,29 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 164, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:5697", + "pull_request:5698", + "pull_request:5699", + "pull_request:5707", + "pull_request:5727", + "pull_request:5729", "pull_request:5833", "pull_request:5834", "pull_request:5899", "pull_request:5937", "pull_request:594", + "pull_request:6051", + "pull_request:6053", "pull_request:6114", "pull_request:6192", "pull_request:6205", @@ -155402,33 +155428,30 @@ "pull_request:6656", "pull_request:6759", "pull_request:6800", + "pull_request:6861", "pull_request:7050", "pull_request:7077", "pull_request:7115", "pull_request:7118", - "pull_request:7153", "pull_request:7181", + "pull_request:7200", "pull_request:7277", "pull_request:7339", "pull_request:7455", "pull_request:7461", - "pull_request:748", "pull_request:7627", - "pull_request:7637", - "pull_request:7650", - "pull_request:7717", - "pull_request:7893", - "pull_request:816", "pull_request:825", "pull_request:8290", "pull_request:8378", "pull_request:8412", - "pull_request:8652", - "pull_request:8722", - "pull_request:9247", - "pull_request:9307" + "pull_request:8652" ], "soft_pairs": [ + "pull_request:5697|pull_request:7200", + "pull_request:5698|pull_request:5699", + "pull_request:5707|pull_request:6053", + "pull_request:5727|pull_request:6051", + "pull_request:5729|pull_request:6861", "pull_request:5833|pull_request:7461", "pull_request:5834|pull_request:7461", "pull_request:5899|pull_request:5937", @@ -155451,264 +155474,246 @@ "pull_request:6759|pull_request:8378", "pull_request:7050|pull_request:7277", "pull_request:7115|pull_request:7455", - "pull_request:7118|pull_request:7277", - "pull_request:7153|pull_request:9247", - "pull_request:748|pull_request:816", - "pull_request:7627|pull_request:7650", - "pull_request:7627|pull_request:8722", - "pull_request:7637|pull_request:7717", - "pull_request:7893|pull_request:9307" + "pull_request:7118|pull_request:7277" ], - "prepared_review_unit_hash": "80dca3e79c1cf9d68180c75eb83855b21350feb1db9d5f46783ee339b616a1e0", + "prepared_review_unit_hash": "d5b0f37d005b6591eb60d25cd17ae390d042457257becb0dc9870a20f93731d8", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 103208, - "estimated_input_tokens": 25802, - "estimated_eval_tokens": 51860 + "soft_pair_count": 28, + "serialized_chars": 105867, + "estimated_input_tokens": 26467, + "estimated_eval_tokens": 53190 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most soft edges are false positives across unrelated docs, refactors, and utility changes. The only clear duplicate set is the repeated text-to-image training-script scheduler swap PRs, which make the same concrete change in the same files.", - "confidence": 0.89, + "summary": "This cluster does not contain a true duplicate set; the soft pairs mostly link unrelated docs, refactors, or sequential follow-up PRs that happen to touch similar files or topics. I would reject all soft edges and treat this as a noisy similarity cluster rather than a mergeable duplicate group.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 6322 is the best representative of the repeated training-script scheduler fix: it touches the same training files and implements the same concrete change as the 6299/6300/6301 variants.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 6322 is the strongest canonical PR only within the duplicate set because it matches the same code-path change in the same scripts and appears to be the most complete version of that fix.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "pull_request:5697", + "right": "pull_request:7200", + "accept": false, + "reason": "Both touch attention-related code, but one is a PEFT/xFormers LoRA bugfix and the other is a Transformer2D validation/error-check change. Different concrete problems and code paths." + }, + { + "left": "pull_request:5698", + "right": "pull_request:5699", + "accept": false, + "reason": "LCM img2img bugfix versus unrelated stable unclip styling cleanup. Shared file overlap is incidental, not the same fix." + }, + { + "left": "pull_request:5707", + "right": "pull_request:6053", + "accept": false, + "reason": "5707 adds LCM tests across many pipelines; 6053 only adds step_loss logging in the text-to-image trainer. Different change intent and scope." + }, + { + "left": "pull_request:5727", + "right": "pull_request:6051", + "accept": false, + "reason": "LCM script addition versus Flax LCM scheduler integration. Related ecosystem, but not the same concrete change or mergeable into one PR." + }, + { + "left": "pull_request:5729", + "right": "pull_request:6861", + "accept": false, + "reason": "One updates example training setup/version pins; the other changes SDXL ControlNet cfg_end handling across multiple pipelines. No duplicate bug/change." + }, { "left": "pull_request:5833", "right": "pull_request:7461", "accept": false, - "reason": "Unrelated fixes in different areas: single-file ControlNet import path vs. testing utility boolean parsing." + "reason": "Docs for PixArt low-VRAM usage and a testing-utils boolean helper relocation are unrelated." }, { "left": "pull_request:5834", "right": "pull_request:7461", "accept": false, - "reason": "Same as above; these PRs address different code paths and are not the same change." + "reason": "Single-file ControlNet import fix versus testing-utils boolean helper relocation. No shared bug or code path." }, { "left": "pull_request:5899", "right": "pull_request:5937", "accept": false, - "reason": "Core Kandinsky3 implementation vs. a follow-up docs PR; related topic, but not the same underlying change." + "reason": "Kandinsky3 model/pipeline addition versus docs for Kandinsky3. The latter documents the former but is not the same underlying change." }, { "left": "pull_request:594", "right": "pull_request:825", "accept": false, - "reason": "Different Flax fixes in different subsystems; not a duplicate bug or change." + "reason": "Both involve Flax utilities, but 594 fixes Flax UNet/DDIM scheduler behavior while 825 removes the safety checker dummy. Different bugs and code paths." }, { "left": "pull_request:6114", "right": "pull_request:7627", "accept": false, - "reason": "Both involve img2img broadly, but they fix different pipelines and different concrete issues." + "reason": "LPW XL img2img/inpaint support versus Playground img2img latent handling. Both are pipeline feature/bug work but not the same concrete issue." }, { "left": "pull_request:6192", "right": "pull_request:6800", "accept": false, - "reason": "IP-Adapter unloading logic vs. adding a utility function; unrelated changes." + "reason": "IP-Adapter unload support versus adding is_torchvision_available utility. No overlap beyond general loader/utilities area." }, { "left": "pull_request:6205", "right": "pull_request:7077", "accept": false, - "reason": "Docs URL typo fix vs. an attention processor bug fix; no shared change." + "reason": "Doc URL typo fix versus a code fix for head_to_batch_dim in IPAdapterAttnProcessor. Not the same bug/change." }, { "left": "pull_request:6205", "right": "pull_request:7181", "accept": false, - "reason": "A small docs typo fix is unrelated to the broader typo/behavior changes in 7181." + "reason": "Doc URL typo fix versus broad typo/fix-up PR touching many unrelated files. Similarity is only superficial." }, { "left": "pull_request:6262", "right": "pull_request:8290", "accept": false, - "reason": "Both are refactors, but they target different modules and problems." + "reason": "6262 refactors panorama out of stable_diffusion; 8290 is a large HunyuanDiT refactor. Shared package structure is not enough." }, { "left": "pull_request:6263", "right": "pull_request:8290", "accept": false, - "reason": "Different refactor targets and different code paths; not the same change." + "reason": "6263 refactors LDM3D out of stable_diffusion; 8290 is unrelated HunyuanDIT refactoring and docs/build changes." }, { "left": "pull_request:6296", "right": "pull_request:6343", "accept": false, - "reason": "Same docs file, but 6343 adds more pipeline docs rather than duplicating the initial Amused docs PR." + "reason": "Both modify amused docs, but one adds the base pipeline docs and the other adds other pipeline docs. Could be related documentation follow-ups, but not the same concrete change." }, { "left": "pull_request:6296", "right": "pull_request:6453", "accept": false, - "reason": "Initial Amused docs vs. a later paper-link doc tweak; follow-up, not duplicate." + "reason": "Base amused docs versus a paper-link edit. The latter is a small doc tweak, not the same underlying addition." }, { "left": "pull_request:6299", "right": "pull_request:6322", - "accept": true, - "reason": "Both make the same scheduler swap in the same training scripts; same concrete fix and plausibly mergeable into one PR." + "accept": false, + "reason": "Both change text-to-image training scripts, but 6299 alters validation scheduler choice while 6322 is about attn-train behavior. Different fixes." }, { "left": "pull_request:6300", "right": "pull_request:6322", - "accept": true, - "reason": "Same files and same code change as 6322; this is effectively the same training-script fix." + "accept": false, + "reason": "Same as above: shared file paths, but different functional changes and failure modes." }, { "left": "pull_request:6301", "right": "pull_request:6322", - "accept": true, - "reason": "Same training-script scheduler replacement in the same files; duplicate of the same underlying change." + "accept": false, + "reason": "These are separate training-script adjustments, not one duplicate bug fix." }, { "left": "pull_request:6308", "right": "pull_request:7339", "accept": false, - "reason": "LoRA test fixture cleanup vs. release-workflow dependency changes; unrelated." + "reason": "LoRA PEFT dummy components test fix versus release workflow dependency fix. No shared code path." }, { "left": "pull_request:6311", "right": "pull_request:8652", "accept": false, - "reason": "Docs entry for diffusion-fast vs. a large Lumina feature PR; different scope and purpose." + "reason": "6311 adds fast diffusion tutorial docs; 8652 adds Lumina-T2X model/pipeline/scheduler support. Different artifacts and purpose." }, { "left": "pull_request:6330", "right": "pull_request:8412", "accept": false, - "reason": "SVD docs rendering fix vs. single-file usage docs rewrite; not the same change." + "reason": "SVD video rendering docs fix versus single-file loading docs rewrite. Both are documentation, but unrelated topics." }, { "left": "pull_request:6656", "right": "pull_request:6800", "accept": false, - "reason": "Textual inversion unload support vs. a utility availability helper; unrelated code paths." + "reason": "Textual inversion unload method versus is_torchvision_available utility exposure. Unrelated changes." }, { "left": "pull_request:6759", "right": "pull_request:8378", "accept": false, - "reason": "InstantID prompt-image embedding handling vs. AsymmetricAutoencoderKL forward fix; no overlap." + "reason": "InstantID prompt-image batch handling versus AsymmetricAutoencoderKL forward bugfix. Distinct code paths and symptoms." }, { "left": "pull_request:7050", "right": "pull_request:7277", "accept": false, - "reason": "Both touch typos, but they are broad maintenance PRs in different files with different substantive edits." + "reason": "Typo fixes in text-to-image examples versus broad deprecated-parameter/test cleanup. Not the same fix." }, { "left": "pull_request:7115", "right": "pull_request:7455", "accept": false, - "reason": "Dockerfile build-tooling cleanup vs. removing distutils from Python code; unrelated." + "reason": "Dockerfile dependency change versus removing distutils from setup/testing utils. Different maintenance tasks." }, { "left": "pull_request:7118", "right": "pull_request:7277", "accept": false, - "reason": "Docs typo cleanup vs. test/deprecated-parameter updates; not the same underlying change." - }, - { - "left": "pull_request:7153", - "right": "pull_request:9247", - "accept": false, - "reason": "CI path-filtering workflow fix vs. pipeline-loading utility fix; unrelated." - }, - { - "left": "pull_request:748", - "right": "pull_request:816", - "accept": false, - "reason": "Training push_to_hub fix vs. deepspeed loss casting fix; different bugs and code paths." - }, - { - "left": "pull_request:7627", - "right": "pull_request:7650", - "accept": false, - "reason": "Both affect SDXL img2img, but one fixes latent preparation for Playground and the other adds a cosine-edit argument." - }, - { - "left": "pull_request:7627", - "right": "pull_request:8722", - "accept": false, - "reason": "Img2img latent-prep fix vs. embeddings refactor; unrelated." - }, - { - "left": "pull_request:7637", - "right": "pull_request:7717", - "accept": false, - "reason": "Ruff config modernization vs. docstring style cleanup; different maintenance changes." - }, - { - "left": "pull_request:7893", - "right": "pull_request:9307", - "accept": false, - "reason": "Docker Python-version upgrade vs. rotary embedding refactor; unrelated." + "reason": "Docs typo cleanup versus test/deprecated-parameter cleanup. Similar hygiene theme, but not duplicate changes." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The duplicate set around PRs 6299/6300/6301/6322 is grounded by the packet: all four touch the same training scripts and show the same scheduler swap in the diff previews. The other soft-edge rejections are conservative, with reasons tied to different files, different subsystems, or clearly different scope." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 165, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10396", "pull_request:10578", - "pull_request:11130", - "pull_request:12074", "pull_request:12086", "pull_request:12419", "pull_request:12439", "pull_request:12549", - "pull_request:12679", - "pull_request:2421", - "pull_request:3034", - "pull_request:4062", "pull_request:4597", - "pull_request:4799", - "pull_request:5127", - "pull_request:5653", "pull_request:5887", "pull_request:6003", - "pull_request:6447", - "pull_request:6975", "pull_request:6999", + "pull_request:7153", + "pull_request:748", + "pull_request:7627", + "pull_request:7637", + "pull_request:7650", + "pull_request:7717", + "pull_request:7893", "pull_request:7977", + "pull_request:816", "pull_request:8308", "pull_request:8310", "pull_request:840", @@ -155717,6 +155722,7 @@ "pull_request:8481", "pull_request:8660", "pull_request:8719", + "pull_request:8722", "pull_request:8761", "pull_request:8978", "pull_request:8984", @@ -155724,8 +155730,10 @@ "pull_request:9060", "pull_request:909", "pull_request:91", + "pull_request:9247", "pull_request:9269", "pull_request:9289", + "pull_request:9307", "pull_request:9426", "pull_request:9483", "pull_request:9620", @@ -155737,6 +155745,12 @@ "pull_request:9994" ], "soft_pairs": [ + "pull_request:7153|pull_request:9247", + "pull_request:748|pull_request:816", + "pull_request:7627|pull_request:7650", + "pull_request:7627|pull_request:8722", + "pull_request:7637|pull_request:7717", + "pull_request:7893|pull_request:9307", "pull_request:7977|pull_request:9739", "pull_request:8308|pull_request:9289", "pull_request:8310|pull_request:9289", @@ -155757,192 +155771,198 @@ "pull_request:10396|pull_request:10578", "pull_request:12439|pull_request:12549", "pull_request:12086|pull_request:12419", - "pull_request:6003|pull_request:6999", - "pull_request:4799|pull_request:6975", - "pull_request:5127|pull_request:5653", - "pull_request:2421|pull_request:3034", - "pull_request:12074|pull_request:12679", - "pull_request:4062|pull_request:6447", - "pull_request:10578|pull_request:11130" + "pull_request:6003|pull_request:6999" ], - "prepared_review_unit_hash": "3f5082914af6db4cea69de6ffc3c38a1c159eb0664549e26cdf5a934414892ca", + "prepared_review_unit_hash": "5aa6417bcf941a36844a023662daa83d5d75940233b7733b30549dc0628f8fd5", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 103785, - "estimated_input_tokens": 25947, - "estimated_eval_tokens": 52150 + "serialized_chars": 103921, + "estimated_input_tokens": 25981, + "estimated_eval_tokens": 52218 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Heterogeneous set of mostly unrelated Diffusers PRs; the soft matches are largely same-subsystem or same-file false positives, not the same underlying change or bug.", - "confidence": 0.97, + "summary": "This cluster is highly heterogeneous: it mixes unrelated LoRA, ControlNet, Flux, Stable Diffusion, Hunyuan, CI, docs, and workflow changes. I do not see a single underlying bug/change that unifies the set, and none of the soft pairs look mergeable as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single PR spans the cluster\u2019s themes; the changes are too unrelated to justify one canonical PR.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "If forced to pick one, pull_request:10578 is the most substantive core code fix, but it is not representative of the cluster as a whole.", "soft_edge_verdicts": [ + { + "left": "pull_request:7153", + "right": "pull_request:9247", + "accept": false, + "reason": "Docs workflow path filtering and model-variant detection are unrelated changes." + }, + { + "left": "pull_request:748", + "right": "pull_request:816", + "accept": false, + "reason": "Different example-script fixes with different failure modes; not the same bug." + }, + { + "left": "pull_request:7627", + "right": "pull_request:7650", + "accept": false, + "reason": "Both touch SDXL img2img, but one fixes Playground latent scaling and the other adds a new `is_cosxl_edit` arg." + }, + { + "left": "pull_request:7627", + "right": "pull_request:8722", + "accept": false, + "reason": "Pipeline latent handling vs embeddings refactor; no shared underlying bug." + }, + { + "left": "pull_request:7637", + "right": "pull_request:7717", + "accept": false, + "reason": "Ruff config cleanup is unrelated to docstring style fixes." + }, + { + "left": "pull_request:7893", + "right": "pull_request:9307", + "accept": false, + "reason": "Dockerfile Python upgrade and rotary embedding refactor are separate changes." + }, { "left": "pull_request:7977", "right": "pull_request:9739", "accept": false, - "reason": "Both are tiny doc/typo fixes, but they touch different documentation changes and unrelated topics." + "reason": "A typo fix in docs and SD3 doc/loader updates are not the same issue." }, { "left": "pull_request:8308", "right": "pull_request:9289", "accept": false, - "reason": "Hunyuan model refactor and AnimateDiff model work are unrelated features in different codepaths." + "reason": "Hunyuan model refactor and Animatediff model addition are different features." }, { "left": "pull_request:8310", "right": "pull_request:9289", "accept": false, - "reason": "Same as above: different model families and different changes." + "reason": "Same as above; unrelated model refactors." }, { "left": "pull_request:840", "right": "pull_request:9", "accept": false, - "reason": "Community example pipeline and Grad TTS core model/pipeline are not the same change." + "reason": "Community example addition versus Grad TTS model/pipeline implementation." }, { "left": "pull_request:8403", "right": "pull_request:8978", "accept": false, - "reason": "CI action version bump and a large examples/docs update are unrelated." + "reason": "Tailscale action update and DreamBooth/Imagic content update are unrelated." }, { "left": "pull_request:8479", "right": "pull_request:9620", "accept": false, - "reason": "One adds Hunyuan ControlNet support; the other adds interrupt handling across ControlNet pipelines." + "reason": "Hunyuan ControlNet support and ControlNet interrupt support fix different code paths." }, { "left": "pull_request:8481", "right": "pull_request:9739", "accept": false, - "reason": "Image-processor error-message fix and SD3 docs typos are unrelated." + "reason": "ImageProcessor error-message tweak and SD3 doc/loader work are unrelated." }, { "left": "pull_request:8660", "right": "pull_request:9426", "accept": false, - "reason": "SD3 ControlNet input validation and CI artifact-uploader updates are unrelated." + "reason": "SD3 ControlNet input validation and CI artifact uploader version are unrelated." }, { "left": "pull_request:8719", "right": "pull_request:9676", "accept": false, - "reason": "VQModel deprecation doc cleanup and benchmark import fix are unrelated." + "reason": "VQModel deprecation cleanup and benchmark import fix are unrelated maintenance changes." }, { "left": "pull_request:8761", "right": "pull_request:9269", "accept": false, - "reason": "Both touch embeddings, but they fix different math/model refactors in different architectures." + "reason": "Both edit embeddings, but they address different embedding classes and different bugs." }, { "left": "pull_request:8978", "right": "pull_request:9734", "accept": false, - "reason": "A broad notebook/docs update and a minor SD3 doc/test update are not the same underlying change." + "reason": "Notebook/content update versus SD3 transformer/doc changes are not the same change." }, { "left": "pull_request:8984", "right": "pull_request:9620", "accept": false, - "reason": "SD3 ONNX conversion support and ControlNet interrupt support are different features." + "reason": "SD3 ONNX support and ControlNet interrupt are separate features." }, { "left": "pull_request:9060", "right": "pull_request:9938", "accept": false, - "reason": "Removing a debug print in Flux and updating an SDXL reference pipeline are unrelated." + "reason": "Removing a debug print is unrelated to updating the SDXL reference pipeline." }, { "left": "pull_request:909", "right": "pull_request:91", "accept": false, - "reason": "Inpaint test fixture updates and early scheduler API changes are unrelated." + "reason": "Test fixture updates and scheduler API refactor are different changes." }, { "left": "pull_request:9483", "right": "pull_request:9699", "accept": false, - "reason": "Nightly test expectation tweaks and adding a runner are CI infrastructure changes, not the same bug." + "reason": "Nightly test expectation updates and runner selection changes do not fix the same bug." }, { "left": "pull_request:9620", "right": "pull_request:9994", "accept": false, - "reason": "ControlNet interrupt support and Omnigen model/pipeline support are different features." + "reason": "ControlNet interrupt support and Omnigen model/pipeline support are unrelated." }, { "left": "pull_request:4597", "right": "pull_request:5887", "accept": false, - "reason": "Both are ControlNet-related, but they solve different problems: MultiControlNet SDXL support vs IP-Adapter inpaint support." + "reason": "Both are ControlNet-related, but one adds MultiControlNet SDXL support and the other adds IP-Adapter support to inpaint; distinct features." }, { "left": "pull_request:10396", "right": "pull_request:10578", "accept": false, - "reason": "Both touch LoRA loading, but one skips missing layers while the other handles 4-bit quantized Flux weight shapes; different root causes." + "reason": "Both touch LoRA loading, but one fixes missing-state indexing and the other handles 4bit quantized Flux shape calculation; different bugs." }, { "left": "pull_request:12439", "right": "pull_request:12549", "accept": false, - "reason": "Both add attention backends, but they introduce different backends and codepaths." + "reason": "Both concern attention backends, but they add different backends and code paths." }, { "left": "pull_request:12086", "right": "pull_request:12419", "accept": false, - "reason": "Both are Flux modular-pipeline work, but one adds I2I support and the other adjusts Mellon metadata wiring." + "reason": "Both target Flux modular pipelines, but one adds I2I support while the other tweaks Mellon-compatible input typing." }, { "left": "pull_request:6003", "right": "pull_request:6999", "accept": false, - "reason": "Stable Video Diffusion inpaint work and tensor-input bug fixing are distinct issues." - }, - { - "left": "pull_request:4799", - "right": "pull_request:6975", - "accept": false, - "reason": "ControlNet guess_mode fix and ControlNet inpaint single-file support are different changes." - }, - { - "left": "pull_request:5127", - "right": "pull_request:5653", - "accept": false, - "reason": "Multi-adapter support and PEFT-unwrapping helper logic are unrelated." - }, - { - "left": "pull_request:2421", - "right": "pull_request:3034", - "accept": false, - "reason": "A deprecation-call cleanup and an accelerate parameter rename are unrelated maintenance fixes." - }, - { - "left": "pull_request:4062", - "right": "pull_request:6447", - "accept": false, - "reason": "Shap-E mesh output and K-Diffusion pipeline support are unrelated pipeline features." + "reason": "Same Stable Video Diffusion pipeline, but one adds inpaint support and the other fixes tensor-image encoding behavior." } ] }, @@ -155956,29 +155976,33 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 166, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10008", "pull_request:10136", "pull_request:10435", "pull_request:10482", "pull_request:10567", + "pull_request:10578", "pull_request:10719", "pull_request:10837", + "pull_request:11130", "pull_request:11814", "pull_request:11985", + "pull_request:12074", "pull_request:12416", "pull_request:12445", "pull_request:12519", "pull_request:12530", + "pull_request:12679", "pull_request:13029", "pull_request:13100", "pull_request:1513", @@ -155989,33 +156013,34 @@ "pull_request:2129", "pull_request:2200", "pull_request:2393", - "pull_request:2584", + "pull_request:2421", "pull_request:2721", "pull_request:2928", + "pull_request:3034", "pull_request:3042", "pull_request:3128", - "pull_request:3590", - "pull_request:3746", - "pull_request:4214", - "pull_request:4412", - "pull_request:4659", - "pull_request:4661", + "pull_request:4062", "pull_request:4715", - "pull_request:4887", - "pull_request:4987", + "pull_request:4799", "pull_request:5117", - "pull_request:5299", + "pull_request:5127", + "pull_request:5653", "pull_request:5833", "pull_request:5834", - "pull_request:6009", - "pull_request:6085", "pull_request:6133", + "pull_request:6447", "pull_request:6650", - "pull_request:6658", "pull_request:689", + "pull_request:6975", "pull_request:9918" ], "soft_pairs": [ + "pull_request:4799|pull_request:6975", + "pull_request:5127|pull_request:5653", + "pull_request:2421|pull_request:3034", + "pull_request:12074|pull_request:12679", + "pull_request:4062|pull_request:6447", + "pull_request:10578|pull_request:11130", "pull_request:4715|pull_request:5833", "pull_request:4715|pull_request:5834", "pull_request:10482|pull_request:10567", @@ -156033,193 +156058,180 @@ "pull_request:11814|pull_request:11985", "pull_request:13029|pull_request:13100", "pull_request:1513|pull_request:3042", - "pull_request:1554|pull_request:3128", - "pull_request:2584|pull_request:3590", - "pull_request:3746|pull_request:4659", - "pull_request:3746|pull_request:4661", - "pull_request:4214|pull_request:6009", - "pull_request:4412|pull_request:6085", - "pull_request:4887|pull_request:4987", - "pull_request:5299|pull_request:6658" + "pull_request:1554|pull_request:3128" ], - "prepared_review_unit_hash": "ea8f8b8ef8caa6a594991514e0ac3b5116783519b1b3ef7e30d686c12b0f7399", + "prepared_review_unit_hash": "99f63f205c82362dd8885cd7ae8a3fd7cdbce3b8355809b2175bd2370afeed7e", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 25, - "serialized_chars": 103819, - "estimated_input_tokens": 25955, - "estimated_eval_tokens": 52166 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 102638, + "estimated_input_tokens": 25660, + "estimated_eval_tokens": 51576 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated docs, feature, and bugfix PRs. None of the soft edges look like true duplicates or mergeable same-change pairs; at most they share broad themes or the same subsystem.", - "confidence": 0.93, + "summary": "This cluster is mostly a loose similarity set of unrelated docs, feature, and bugfix PRs. I don\u2019t see any pair that is clearly the same underlying change, so all soft edges should be rejected.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 10136 is the most substantial foundational implementation in the set (Hunyuan Video core), and several later Hunyuan Video items build on that area, but the overall cluster is still heterogeneous.", + "canonical_pr_reason": "No single PR is a clear duplicate anchor for the whole cluster; if forced to pick a representative, PR #10136 is the strongest central core change because it is a substantial Hunyuan Video implementation PR with broad downstream references and related follow-up work.", "best_issue_reason": null, - "best_pr_reason": "PR 10136 is the strongest representative artifact here: it is a core code addition rather than a minor doc/test tweak, and it anchors the only partially coherent subgroup in the cluster.", + "best_pr_reason": "PR #10136 is the best overall representative PR in this set: it is a substantial, well-scoped core feature PR with the most evidence of being a foundational change rather than a minor doc tweak.", "soft_edge_verdicts": [ + { + "left": "pull_request:4799", + "right": "pull_request:6975", + "accept": false, + "reason": "Both touch ControlNet-related code, but one fixes SDXL guess_mode behavior while the other fixes single-file ControlNet inpaint loading; different bugs and code paths." + }, + { + "left": "pull_request:5127", + "right": "pull_request:5653", + "accept": false, + "reason": "Multi-adapter support in SDXL Adapter and PEFT-aware model unwrapping are separate features affecting different subsystems." + }, + { + "left": "pull_request:2421", + "right": "pull_request:3034", + "accept": false, + "reason": "One is a small deprecate call cleanup, the other renames/uses an accelerate CLI flag correctly; unrelated changes." + }, + { + "left": "pull_request:12074", + "right": "pull_request:12679", + "accept": false, + "reason": "Both mention multiple LoRAs, but they target different models and workflows (Wan 2.2 transformer loading vs ChronoEdit LoRA support)." + }, + { + "left": "pull_request:4062", + "right": "pull_request:6447", + "accept": false, + "reason": "Shap-E mesh output and Stable Diffusion K-Diffusion are unrelated pipeline additions." + }, + { + "left": "pull_request:10578", + "right": "pull_request:11130", + "accept": false, + "reason": "Both are quantization-related, but one fixes LoRA loading into 4-bit Flux models while the other introduces pipeline-level quantization config; not the same concrete change." + }, { "left": "pull_request:4715", "right": "pull_request:5833", "accept": false, - "reason": "Unrelated changes: file rename for example scripts vs a single-file loading import fix; not the same bug or change." + "reason": "Renaming community test files is unrelated to PixArt docs/import guidance." }, { "left": "pull_request:4715", "right": "pull_request:5834", "accept": false, - "reason": "Unrelated changes: example-script rename vs single-file ControlNet import fix." + "reason": "Renaming community test files is unrelated to single-file ControlNet import fixes." }, { "left": "pull_request:10482", "right": "pull_request:10567", "accept": false, - "reason": "Different goals: a NaN fix in HunyuanVideo attention mask logic vs a WIP true-CFG feature in the pipeline." + "reason": "The NaN fix and true-CFG enablement both touch HunyuanVideo, but they solve different problems in different code paths." }, { "left": "pull_request:2129", "right": "pull_request:2721", "accept": false, - "reason": "Both are model/pipeline additions, but they implement different features and code paths; not the same underlying change." + "reason": "Pipeline LoRA support and the ModelEditing pipeline are distinct features." }, { "left": "pull_request:2200", "right": "pull_request:2393", "accept": false, - "reason": "Both concern panorama, but one is a community pipeline and the other is an official pipeline with different implementation and scope." + "reason": "These are related panorama-style pipelines, but they implement different pipeline variants and should not be merged as duplicates." }, { "left": "pull_request:12519", "right": "pull_request:12530", "accept": false, - "reason": "One fixes toctree sorting, the other xfails a flaky test; different issues and no shared code path." + "reason": "One fixes a toctree sorting/CI issue; the other xfails a flaky test. Different maintenance tasks." }, { "left": "pull_request:1579", "right": "pull_request:2002", "accept": false, - "reason": "Intel optimization examples vs LoRA fine-tuning support; related to examples, but not the same change." + "reason": "Intel-optimized examples and LoRA fine-tuning support are different example/documentation additions." }, { "left": "pull_request:10136", "right": "pull_request:10837", "accept": false, - "reason": "10837 builds a SkyReels variant on top of HunyuanVideo, but it is a separate feature PR with additional pipeline and test work." + "reason": "SkyReels Hunyuan work builds on the HunyuanVideo stack, but it is a separate follow-on pipeline/example set, not the same PR change." }, { "left": "pull_request:1942", "right": "pull_request:689", "accept": false, - "reason": "Different fixes in unrelated areas: CLI flag handling vs attention performance implementation." + "reason": "Upcast-attention flag handling in a conversion script is unrelated to an attention backend performance tweak." }, { "left": "pull_request:2928", "right": "pull_request:5117", "accept": false, - "reason": "Custom dataset loading for ControlNet vs training resume-log formatting; no shared bug." + "reason": "Custom dataset loading for ControlNet training and training resume log behavior are unrelated fixes." }, { "left": "pull_request:12416", "right": "pull_request:12445", "accept": false, - "reason": "Both touch modular pipelines, but one adds QwenImage Edit Plus support and the other refactors Flux modular internals." + "reason": "QwenImage Edit Plus modular support and Flux modular alignment are separate modular-pipeline changes." }, { "left": "pull_request:6133", "right": "pull_request:6650", "accept": false, - "reason": "Core UFOGen scheduler/pipeline work vs a community example wrapper; same model family, but not the same concrete change." + "reason": "The core UFOGen scheduler/pipeline addition and a community example for it are related, but not the same code change." }, { "left": "pull_request:10008", "right": "pull_request:10435", "accept": false, - "reason": "Both are docs-only edits, but they fix different documentation issues and are not mergeable as one change." + "reason": "Both are docs-only, but they fix different documentation issues in different files and models." }, { "left": "pull_request:10719", "right": "pull_request:9918", "accept": false, - "reason": "Pipeline loading API enhancement vs adding a server example; unrelated changes." + "reason": "Adding provider_options to from_pretrained is unrelated to adding a server example." }, { "left": "pull_request:11814", "right": "pull_request:11985", "accept": false, - "reason": "Different Flux changes: gradient-checkpointing arg propagation bugfix vs adding Flux Kontext support." + "reason": "Gradient-checkpointing keyword passthrough in Flux is distinct from adding Flux Kontext support." }, { "left": "pull_request:13029", "right": "pull_request:13100", "accept": false, - "reason": "Both are Modular docs updates, but they target different documentation problems and include different source edits." + "reason": "A new modular quickstart guide and a ModularPipeline docs update are different documentation efforts." }, { "left": "pull_request:1513", "right": "pull_request:3042", "accept": false, - "reason": "DreamBooth setup convenience vs broad accelerate minimum-version bump; related only through training examples, not the same fix." + "reason": "write_basic_config docs for DreamBooth and accelerate minimum-version pinning solve different accelerate-related issues." }, { "left": "pull_request:1554", "right": "pull_request:3128", "accept": false, - "reason": "Docs typo correction vs img2img timestep selection bugfix; different artifacts and behaviors." - }, - { - "left": "pull_request:2584", - "right": "pull_request:3590", - "accept": false, - "reason": "Different community pipelines with different functionality; they are not the same underlying feature or bug." - }, - { - "left": "pull_request:3746", - "right": "pull_request:4659", - "accept": false, - "reason": "Path-join bug fix in ckpt loading vs SDXL long weighted prompt pipeline work; unrelated." - }, - { - "left": "pull_request:3746", - "right": "pull_request:4661", - "accept": false, - "reason": "Path-join bug fix in ckpt loading vs a panorama/weighted-prompt community pipeline; unrelated changes." - }, - { - "left": "pull_request:4214", - "right": "pull_request:6009", - "accept": false, - "reason": "Custom Diffusion bf16 fix vs TensorRT super-args fix; different code paths and symptoms." - }, - { - "left": "pull_request:4412", - "right": "pull_request:6085", - "accept": false, - "reason": "Test helper cleanup vs scheduler add_noise bugfix; not the same underlying issue." - }, - { - "left": "pull_request:4887", - "right": "pull_request:4987", - "accept": false, - "reason": "Different changes entirely: Kandinsky latent-input removal vs duplicate GLIGEN import cleanup." - }, - { - "left": "pull_request:5299", - "right": "pull_request:6658", - "accept": false, - "reason": "Typehint/docs cleanup in models vs new memory-footprint utility; unrelated." + "reason": "Doc corrections for model shapes are unrelated to the img2img timestep bug fix." } ] }, @@ -156233,15 +156245,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 167, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10058", "pull_request:10114", @@ -156258,29 +156270,29 @@ "pull_request:1331", "pull_request:13352", "pull_request:2111", - "pull_request:2345", "pull_request:2467", - "pull_request:2693", - "pull_request:3278", + "pull_request:2584", "pull_request:3313", + "pull_request:3590", "pull_request:3607", - "pull_request:3673", - "pull_request:3691", - "pull_request:3850", - "pull_request:4099", - "pull_request:4272", - "pull_request:4301", - "pull_request:4621", + "pull_request:3746", + "pull_request:4214", + "pull_request:4412", + "pull_request:4659", + "pull_request:4661", "pull_request:4695", - "pull_request:4715", + "pull_request:4887", + "pull_request:4987", "pull_request:5033", - "pull_request:5526", + "pull_request:5299", "pull_request:5979", - "pull_request:6195", + "pull_request:6009", + "pull_request:6085", "pull_request:6197", "pull_request:6261", "pull_request:6447", "pull_request:6650", + "pull_request:6658", "pull_request:6975", "pull_request:7371", "pull_request:8290", @@ -156292,6 +156304,13 @@ "pull_request:9601" ], "soft_pairs": [ + "pull_request:2584|pull_request:3590", + "pull_request:3746|pull_request:4659", + "pull_request:3746|pull_request:4661", + "pull_request:4214|pull_request:6009", + "pull_request:4412|pull_request:6085", + "pull_request:4887|pull_request:4987", + "pull_request:5299|pull_request:6658", "pull_request:6261|pull_request:8290", "pull_request:6975|pull_request:8816", "pull_request:6975|pull_request:8820", @@ -156309,193 +156328,186 @@ "pull_request:12541|pull_request:13352", "pull_request:13100|pull_request:13120", "pull_request:1331|pull_request:2467", - "pull_request:2111|pull_request:3607", - "pull_request:2345|pull_request:3691", - "pull_request:2467|pull_request:4272", - "pull_request:2693|pull_request:4301", - "pull_request:3278|pull_request:4715", - "pull_request:3673|pull_request:4621", - "pull_request:3850|pull_request:5526", - "pull_request:4099|pull_request:6195" + "pull_request:2111|pull_request:3607" ], - "prepared_review_unit_hash": "a963c320a6e6790a09a85764a5dc1d0281575362a66ca19ecb0a3398fb188898", + "prepared_review_unit_hash": "b8738ce4bee3cc38547317258df66ab66b294d9c066a9b49c1437ce61f4b5d94", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 102667, - "estimated_input_tokens": 25667, - "estimated_eval_tokens": 51590 + "serialized_chars": 102259, + "estimated_input_tokens": 25565, + "estimated_eval_tokens": 51386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose bag of unrelated PRs spanning docs fixes, pipeline feature work, loader changes, CI, and tests. The soft edges are mostly superficial keyword/file-similarity matches, not the same underlying bug or change, so they should all be rejected.", - "confidence": 0.98, + "summary": "This cluster is a loose similarity group of mostly unrelated PRs across docs, LoRA, attention, pipelines, schedulers, and CI. The paired items only share broad subsystem names or one common file in a larger refactor, but they do not describe the same concrete bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single PR is a good canonical representative here because the cluster is not a true duplicate set; the items cover many unrelated changes. If forced, none stands out as the shared underlying fix/change.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "pull_request:2584", + "right": "pull_request:3590", + "accept": false, + "reason": "Different community pipelines: one adds ControlNet img2img, the other adds Mixture Canvas. Shared theme is only community examples." + }, + { + "left": "pull_request:3746", + "right": "pull_request:4659", + "accept": false, + "reason": "Both touch path/doc loading areas, but one fixes ckpt path joining and the other removes a docs/tutorial page. No same bug or code path." + }, + { + "left": "pull_request:3746", + "right": "pull_request:4661", + "accept": false, + "reason": "Path-handling fix vs. SDXL long prompt community pipeline. Unrelated changes." + }, + { + "left": "pull_request:4214", + "right": "pull_request:6009", + "accept": false, + "reason": "Different fixes in different areas: bf16/custom diffusion attention vs. TensorRT constructor args. No shared defect." + }, + { + "left": "pull_request:4412", + "right": "pull_request:6085", + "accept": false, + "reason": "Both adjust testing/scheduler behavior, but they are not the same issue or implementation path." + }, + { + "left": "pull_request:4887", + "right": "pull_request:4987", + "accept": false, + "reason": "One removes a latent input from a pipeline; the other removes a duplicate import. Unrelated." + }, + { + "left": "pull_request:5299", + "right": "pull_request:6658", + "accept": false, + "reason": "Typehint/docs cleanup in models vs. adding a memory-footprint utility. Distinct changes." + }, { "left": "pull_request:6261", "right": "pull_request:8290", "accept": false, - "reason": "Both touch docs/registry plumbing, but one refactors Attend-and-Excite placement and the other is a broad HunyuanDIT documentation/refactor PR. Not the same change." + "reason": "Both affect docs/import structure, but one refactors Attend-and-Excite and the other is a large HunyuanDiT docs/workflow refactor. Not the same change." }, { "left": "pull_request:6975", "right": "pull_request:8816", "accept": false, - "reason": "6975 fixes single-file controlnet inpaint loading; 8816 adds PAG support for SD1.5 controlnet. Different code paths and goals." + "reason": "Single-file controlnet inpaint loader fix vs. PAG support for SD1.5 ControlNet. Different features and code paths." }, { "left": "pull_request:6975", "right": "pull_request:8820", "accept": false, - "reason": "Same as above: single-file inpaint loader fix versus PAG controlnet feature work. Not mergeable as one fix." + "reason": "Single-file loader fix vs. PAG support docs/code for ControlNet. Not the same bug." }, { "left": "pull_request:3313", "right": "pull_request:5033", "accept": false, - "reason": "Both involve inpainting, but 3313 is a torch.compile compatibility fix while 5033 fixes regular text2image-unet inpaint masking logic. Different bugs." + "reason": "Both touch inpainting, but one is torch.compile cleanup across many pipelines while the other fixes regular UNet inpaint logic. Too broad to merge as duplicates." }, { "left": "pull_request:11950", "right": "pull_request:12207", "accept": false, - "reason": "Both are nunchaku/quantization-related, but 11950 is an open SVDQuant implementation and 12207 is incorporating Nunchaku support. Distinct feature work." + "reason": "Both concern quantization/nunchaku, but one is initial SVDQuant support and the other is nunchaku integration. Different features." }, { "left": "pull_request:4695", "right": "pull_request:6447", "accept": false, - "reason": "Both add pipeline docs/imports, but one introduces TextToVideoZero SDXL and the other adds StableDiffusionXL K-Diffusion. Different pipelines/features." + "reason": "Both add pipeline variants, but one is TextToVideoZero SDXL and the other is K-Diffusion pipelines. Different pipeline families." }, { "left": "pull_request:5979", "right": "pull_request:6650", "accept": false, - "reason": "DDGAN pipeline/scheduler addition versus UFOGen community scheduler example. Same broad area only; not the same underlying change." + "reason": "DDGAN pipeline/scheduler addition vs. UFOGen community scheduler. Separate additions." }, { "left": "pull_request:6197", "right": "pull_request:7371", "accept": false, - "reason": "DeepCache support for Stable Diffusion community example versus DoRA LoRA support. Completely different functionality." + "reason": "DeepCache community support vs. DoRA LoRA support. No shared concrete bug/change." }, { "left": "pull_request:10058", "right": "pull_request:11583", "accept": false, - "reason": "Both are docs fixes, but one fixes broken links in training docs and the other removes a tutorial. Not the same bug/change." + "reason": "Docs link fix vs. removal of fast diffusion tutorial. Both documentation-only, but not the same issue." }, { "left": "pull_request:10114", "right": "pull_request:8452", "accept": false, - "reason": "Formatting-only Stable Audio PR versus single-file loading error fix. No shared bug or code path." + "reason": "Formatting-only pipeline cleanup vs. single-file loading strictness fix. Different scopes and problems." }, { "left": "pull_request:10114", "right": "pull_request:8510", "accept": false, - "reason": "Stable Audio formatting cleanup versus dreambooth LR scheduler fix. Unrelated." + "reason": "Formatting cleanup vs. LR scheduler math fix for dreambooth LoRA. Unrelated." }, { "left": "pull_request:10122", "right": "pull_request:10941", "accept": false, - "reason": "Flux attention-mask plumbing versus broad copy/fix-up updates to Flux pipelines. Same subsystem, but different concrete changes." + "reason": "Attention mask propagation in Flux attention vs. copy-fix in Flux pipelines. Similar subsystem, different change." }, { "left": "pull_request:10126", "right": "pull_request:8691", "accept": false, - "reason": "LoRA deprecation/test update versus vanilla fine-tuned LoRA loading logic fix. Different issues." + "reason": "LoRA deprecation/API cleanup vs. fixing vanilla fine-tuned LoRA loading. Distinct LoRA issues." }, { "left": "pull_request:10544", "right": "pull_request:9601", "accept": false, - "reason": "ParaAttention documentation addition versus SD3 ControlNet training VAE dtype fix. Unrelated." + "reason": "Docs for ParaAttention optimization vs. SD3 training VAE dtype flag. Entirely different areas." }, { "left": "pull_request:12541", "right": "pull_request:13352", "accept": false, - "reason": "WAN LoRA conversion fix versus Claude review workflow checkout fix. Completely unrelated." + "reason": "LoRA conversion logic for Wan models vs. CI workflow checkout step. No common underlying bug." }, { "left": "pull_request:13100", "right": "pull_request:13120", "accept": false, - "reason": "Modular pipeline docs update versus test coverage for AutoModel load-ID tagging. Related area, but not the same change or bug." + "reason": "ModularPipeline documentation update vs. tests for AutoModel load-id tagging. Related to modular pipeline work, but not the same change." }, { "left": "pull_request:1331", "right": "pull_request:2467", "accept": false, - "reason": "Both touch inpaint/image output behavior, but 1331 fixes scheduler/input handling for inpainting, while 2467 adds latent output type support. Different features/bugs." + "reason": "Both mention inpainting, but one fixes scheduler support for inpaint pipelines and the other adds latent output type across many pipelines. Not the same concrete bug." }, { "left": "pull_request:2111", "right": "pull_request:3607", "accept": false, - "reason": "Attention-mask fusion in cross-attention versus temb-attention compile/runtime fixes. Both attention-related, but distinct code paths and bugs." - }, - { - "left": "pull_request:2345", - "right": "pull_request:3691", - "accept": false, - "reason": "xFormers training warning versus LoRAAttnProcessor2_0 loading support. Different compatibility issues." - }, - { - "left": "pull_request:2467", - "right": "pull_request:4272", - "accept": false, - "reason": "Latent output type addition versus missing optional import statements. No shared underlying change." - }, - { - "left": "pull_request:2693", - "right": "pull_request:4301", - "accept": false, - "reason": "Both are doc fixes, but one repairs an image link and the other updates Kandinsky docs and links. Different changes." - }, - { - "left": "pull_request:3278", - "right": "pull_request:4715", - "accept": false, - "reason": "Test/dependency cleanup versus file rename to avoid example test discovery. Unrelated." - }, - { - "left": "pull_request:3673", - "right": "pull_request:4621", - "accept": false, - "reason": "Multi-GPU dreambooth correction versus multi-adapter downscale-factor validation. Different features and bugs." - }, - { - "left": "pull_request:3850", - "right": "pull_request:5526", - "accept": false, - "reason": "Audio diffusion test fixtures versus SDXL scheduler edge-case fix. Only loosely related via testing." - }, - { - "left": "pull_request:4099", - "right": "pull_request:6195", - "accept": false, - "reason": "SDXL prompt-embedding bug fix versus AnimateDiff SDXL work. Same model family, but not the same issue or patch." + "reason": "Both involve attention internals, but one fuses attention masks and the other fixes temb attention/setup in a different code path." } ] }, @@ -156509,42 +156521,44 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 168, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10148", - "pull_request:10230", - "pull_request:10326", - "pull_request:10539", - "pull_request:10547", "pull_request:10850", - "pull_request:10966", - "pull_request:11269", - "pull_request:11449", - "pull_request:11479", - "pull_request:11495", "pull_request:11602", "pull_request:11916", - "pull_request:12092", "pull_request:12301", "pull_request:12439", "pull_request:12534", - "pull_request:12586", - "pull_request:12911", "pull_request:12919", "pull_request:2334", + "pull_request:2345", "pull_request:2397", + "pull_request:2467", + "pull_request:2693", + "pull_request:3278", + "pull_request:3673", + "pull_request:3691", + "pull_request:3850", + "pull_request:4099", + "pull_request:4272", + "pull_request:4301", + "pull_request:4621", + "pull_request:4715", "pull_request:4947", "pull_request:5186", + "pull_request:5526", "pull_request:5853", "pull_request:6007", + "pull_request:6195", "pull_request:6237", "pull_request:6864", "pull_request:6961", @@ -156560,15 +156574,19 @@ "pull_request:8650", "pull_request:8684", "pull_request:8698", - "pull_request:8755", "pull_request:8932", "pull_request:9247", "pull_request:9257", - "pull_request:9524", - "pull_request:9687", "pull_request:9896" ], "soft_pairs": [ + "pull_request:2345|pull_request:3691", + "pull_request:2467|pull_request:4272", + "pull_request:2693|pull_request:4301", + "pull_request:3278|pull_request:4715", + "pull_request:3673|pull_request:4621", + "pull_request:3850|pull_request:5526", + "pull_request:4099|pull_request:6195", "pull_request:4947|pull_request:5853", "pull_request:5186|pull_request:7328", "pull_request:6007|pull_request:6237", @@ -156586,254 +156604,232 @@ "pull_request:2334|pull_request:2397", "pull_request:11916|pull_request:12439", "pull_request:12534|pull_request:12919", - "pull_request:10148|pull_request:10850", - "pull_request:10230|pull_request:11269", - "pull_request:10326|pull_request:8755", - "pull_request:10539|pull_request:9257", - "pull_request:10547|pull_request:9524", - "pull_request:10966|pull_request:11479", - "pull_request:11269|pull_request:9687", - "pull_request:11449|pull_request:11495", - "pull_request:12092|pull_request:12586", - "pull_request:12092|pull_request:12911" + "pull_request:10148|pull_request:10850" ], - "prepared_review_unit_hash": "1fae62d2adc9a01c7e3dfe886452913d3380e114c1cc908ad7e5edf9f218b66b", + "prepared_review_unit_hash": "0eb9bdfad3e6f0aa5d4c2e182f69b936b3a783b0718b7ce333d6e67fb1a391b6", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 102738, - "estimated_input_tokens": 25685, - "estimated_eval_tokens": 51626 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 102003, + "estimated_input_tokens": 25501, + "estimated_eval_tokens": 51258 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Diffusers PRs. I found one plausible same-feature pair around Pix2Pix Zero/DDIM inversion; the rest look like distinct changes, fixes, docs, or tests that should not be merged as duplicates.", - "confidence": 0.82, + "summary": "This is a loose similarity bucket, not a duplicate cluster: the PRs span unrelated features, docs, tests, refactors, and platform-specific fixes. None of the soft edges looks like the same underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #2334 is the broader, original Pix2Pix Zero feature addition and is the best representative of the only closely related PR pair in this set.", + "canonical_pr_reason": "No single canonical PR: the items are heterogeneous and do not represent one underlying bug or feature change.", "best_issue_reason": null, - "best_pr_reason": "PR #2334 is the most canonical representative because it introduced the feature end-to-end, while #2397 looks like a follow-up implementation piece for the same feature family.", + "best_pr_reason": "No good global PR representative; the set mixes unrelated changes across different subsystems and release eras.", "soft_edge_verdicts": [ + { + "left": "pull_request:2345", + "right": "pull_request:3691", + "accept": false, + "reason": "xformers 0.0.16 warning vs text-encoder LoRA processor selection; unrelated fixes." + }, + { + "left": "pull_request:2467", + "right": "pull_request:4272", + "accept": false, + "reason": "latent output type/docs cleanup vs missing optional import statements; different concerns." + }, + { + "left": "pull_request:2693", + "right": "pull_request:4301", + "accept": false, + "reason": "inpaint doc link fix vs Kandinsky doc update; not the same change." + }, + { + "left": "pull_request:3278", + "right": "pull_request:4715", + "accept": false, + "reason": "disable spectrogram diffusion tests vs renaming example test files; unrelated maintenance." + }, + { + "left": "pull_request:3673", + "right": "pull_request:4621", + "accept": false, + "reason": "multi-GPU DreamBooth fix vs T2IAdapter validation/downscale logic; different code paths." + }, + { + "left": "pull_request:3850", + "right": "pull_request:5526", + "accept": false, + "reason": "audio diffusion test adjustments vs SDXL scheduler timestep logic; not duplicative." + }, + { + "left": "pull_request:4099", + "right": "pull_request:6195", + "accept": false, + "reason": "SDXL prompt-embed bug fix vs AnimateDiff SDXL implementation work; distinct changes." + }, { "left": "pull_request:4947", "right": "pull_request:5853", "accept": false, - "reason": "Different areas entirely: t2i-adapter training script tests vs doctest infrastructure." + "reason": "T2I adapter training test addition vs doctest/workflow infrastructure; unrelated." }, { "left": "pull_request:5186", "right": "pull_request:7328", "accept": false, - "reason": "Unrelated changes: a FreeU proof-of-concept vs adding torch to a PyPI publish workflow." + "reason": "FreeU proof-of-concept vs PyPI workflow dependency fix; no shared code-path problem." }, { "left": "pull_request:6007", "right": "pull_request:6237", "accept": false, - "reason": "Both are docs, but they cover different topics and different user guidance." + "reason": "docs for #Copied from mechanism vs batched seeds guidance; separate documentation topics." }, { "left": "pull_request:6007", "right": "pull_request:7134", "accept": false, - "reason": "Different docs/content changes; no shared underlying bug or feature." + "reason": "docs mechanism update vs UNet type hints; unrelated doc edits." }, { "left": "pull_request:6864", "right": "pull_request:8684", "accept": false, - "reason": "A PEFT docs addition and a Pillow import fix are unrelated." + "reason": "PEFT/torch.compile note vs Pillow import fix in controlnet docs; different documentation changes." }, { "left": "pull_request:6961", "right": "pull_request:7295", "accept": false, - "reason": "Both touch single-file loading, but one is test/loader conversion work and the other is a UNet loader wording cleanup; not the same concrete change." + "reason": "single-file checkpoint loader tests vs UNet single-file loader doc cleanup; different objectives." }, { "left": "pull_request:7044", "right": "pull_request:7134", "accept": false, - "reason": "A UNet refactor and UNet type-hint cleanup are separate changes, not duplicates." + "reason": "UNet refactor restoration vs type-hint documentation cleanup; not the same underlying change." }, { "left": "pull_request:7202", "right": "pull_request:8698", "accept": false, - "reason": "Removal of huggingface-cli from requirements is unrelated to transformer output deprecation cleanup." + "reason": "remove huggingface-cli dependency vs transformer2d output deprecation removal; unrelated chores." }, { "left": "pull_request:7206", "right": "pull_request:8650", "accept": false, - "reason": "Training-script tags and SD3 DreamBooth test additions are different changes." + "reason": "training script tags update vs SD3 DreamBooth test suite; different scopes entirely." }, { "left": "pull_request:7410", "right": "pull_request:9247", "accept": false, - "reason": "FreeInit behavior fix vs model-variant detection fix are unrelated subsystems." + "reason": "FreeInit behavior refactor vs model-variant identification fix; different subsystems." }, { "left": "pull_request:8404", "right": "pull_request:8932", "accept": false, - "reason": "Latte video generation implementation and temporal transformer tests are not the same code-path problem." + "reason": "Latte video model addition vs temporal transformer test coverage; not the same feature." }, { "left": "pull_request:8522", "right": "pull_request:8932", "accept": false, - "reason": "A dependency version pin and a transformer test suite addition are unrelated." + "reason": "transformers version pin vs temporal transformer tests; unrelated release/test work." }, { "left": "pull_request:9257", "right": "pull_request:9896", "accept": false, - "reason": "Both involve Flux, but one fixes DreamBooth prompt encoding while the other reverts pipeline device-transfer behavior; different bugs." + "reason": "DreamBooth Flux bug fix vs revert of Flux device/typecasting changes; different code paths and intents." }, { "left": "pull_request:11602", "right": "pull_request:12301", "accept": false, - "reason": "Sana Sprint img2img and Qwen-Image ControlNet inpainting are different features." + "reason": "Sana Sprint img2img pipeline addition vs Qwen controlnet inpaint support; separate pipelines." }, { "left": "pull_request:2334", "right": "pull_request:2397", - "accept": true, - "reason": "These are tightly coupled Pix2Pix Zero changes: the original pipeline addition and the DDIM inversion support/docs for the same feature could plausibly have been one PR." + "accept": false, + "reason": "Pix2Pix Zero initial pipeline addition vs later ddim inversion support; related family, but not the same concrete change." }, { "left": "pull_request:11916", "right": "pull_request:12439", "accept": false, - "reason": "Shared attention-dispatch code, but one is a broad refactor and the other adds a specific attention backend; not the same concrete change." + "reason": "Flux/Chroma attention dispatcher refactor vs adding kernels-backed attention backends; distinct fixes." }, { "left": "pull_request:12534", "right": "pull_request:12919", "accept": false, - "reason": "Both are NPU-related Flux work, but one changes pos-embed handling and the other adds an NPU attention backend; distinct code paths." + "reason": "Flux pos-embed NPU inference tweak vs NPU attention backend support; separate NPU work." }, { "left": "pull_request:10148", "right": "pull_request:10850", "accept": false, - "reason": "OmniGen feature addition and hook utility methods are unrelated." - }, - { - "left": "pull_request:10230", - "right": "pull_request:11269", - "accept": false, - "reason": "Docs for LoRA mixins and ONNX runtime availability changes do not describe the same change." - }, - { - "left": "pull_request:10326", - "right": "pull_request:8755", - "accept": false, - "reason": "Workflow quoting fix vs SD3 DreamBooth text-encoder fix are unrelated." - }, - { - "left": "pull_request:10539", - "right": "pull_request:9257", - "accept": false, - "reason": "Flux true-CFG condition tweak and DreamBooth Flux prompt encoding fix are different bugs." - }, - { - "left": "pull_request:10547", - "right": "pull_request:9524", - "accept": false, - "reason": "Offload test adjustments for transformers are unrelated to CogVideoX VAE cache removal." - }, - { - "left": "pull_request:10966", - "right": "pull_request:11479", - "accept": false, - "reason": "CogView4 input validation and Intel Gaudi documentation rename are unrelated." - }, - { - "left": "pull_request:11269", - "right": "pull_request:9687", - "accept": false, - "reason": "ONNX runtime package detection and Flux ControlNet support are unrelated changes." - }, - { - "left": "pull_request:11449", - "right": "pull_request:11495", - "accept": false, - "reason": "Similar training-script interpolation knobs, but they apply to different scripts and different training paths." - }, - { - "left": "pull_request:12092", - "right": "pull_request:12586", - "accept": false, - "reason": "GGUF docs expansion and a toctree sort are not the same underlying change." - }, - { - "left": "pull_request:12092", - "right": "pull_request:12911", - "accept": false, - "reason": "GGUF docs and discrete diffusion feature work are unrelated." + "reason": "OmniGen feature addition vs hook helper utilities; unrelated PRs despite touching hook-related files." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, PR #2334 and #2397, does look plausibly mergeable as one Pix2Pix Zero feature/change set. The rest of the soft-edge rejections are cautious and consistent with the diffs/titles provided, without overstating duplicate evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 169, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:1129", - "pull_request:11663", - "pull_request:11738", - "pull_request:1206", + "pull_request:10230", + "pull_request:10326", + "pull_request:10539", + "pull_request:10547", + "pull_request:10966", + "pull_request:11269", + "pull_request:11449", + "pull_request:11479", + "pull_request:11495", + "pull_request:12092", + "pull_request:12586", + "pull_request:12911", "pull_request:13022", - "pull_request:13134", "pull_request:13211", - "pull_request:1324", - "pull_request:13296", - "pull_request:1579", "pull_request:1623", "pull_request:1850", "pull_request:2119", - "pull_request:2279", "pull_request:2470", "pull_request:2983", "pull_request:3077", "pull_request:3471", "pull_request:3675", "pull_request:3723", - "pull_request:3746", "pull_request:3957", "pull_request:4112", "pull_request:4248", @@ -156850,19 +156846,26 @@ "pull_request:6864", "pull_request:689", "pull_request:7050", - "pull_request:7652", "pull_request:7712", "pull_request:7778", "pull_request:8404", + "pull_request:8755", "pull_request:9065", - "pull_request:9074", "pull_request:9207", - "pull_request:9400", - "pull_request:9489", - "pull_request:9579", - "pull_request:9988" + "pull_request:9257", + "pull_request:9524", + "pull_request:9687" ], "soft_pairs": [ + "pull_request:10230|pull_request:11269", + "pull_request:10326|pull_request:8755", + "pull_request:10539|pull_request:9257", + "pull_request:10547|pull_request:9524", + "pull_request:10966|pull_request:11479", + "pull_request:11269|pull_request:9687", + "pull_request:11449|pull_request:11495", + "pull_request:12092|pull_request:12586", + "pull_request:12092|pull_request:12911", "pull_request:13022|pull_request:13211", "pull_request:1623|pull_request:538", "pull_request:1850|pull_request:2983", @@ -156880,252 +156883,245 @@ "pull_request:6311|pull_request:7778", "pull_request:6864|pull_request:9065", "pull_request:7050|pull_request:7712", - "pull_request:7050|pull_request:9207", - "pull_request:7652|pull_request:9400", - "pull_request:9489|pull_request:9579", - "pull_request:9074|pull_request:9988", - "pull_request:1324|pull_request:1579", - "pull_request:11663|pull_request:11738", - "pull_request:1129|pull_request:1206", - "pull_request:13134|pull_request:13296", - "pull_request:2279|pull_request:3746" + "pull_request:7050|pull_request:9207" ], - "prepared_review_unit_hash": "e810aa9c10b8d6b5a20f64d2eb75b0ab77b0f89db13d2660b89c684d7c276695", + "prepared_review_unit_hash": "805f70aaafa75bd3c0ed557e6fd91b4116d1fafd6e7e86d3343d79d54f56926f", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 97733, - "estimated_input_tokens": 24434, - "estimated_eval_tokens": 49124 + "soft_pair_count": 27, + "serialized_chars": 96464, + "estimated_input_tokens": 24116, + "estimated_eval_tokens": 48488 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated pull requests. The only strong duplicate-like pair is the bitsandbytes determinism test fix (11663 vs 11738); the rest touch different features, docs, CI, or subsystems and should stay separate.", - "confidence": 0.93, + "summary": "The soft links are overwhelmingly false positives: the cluster mixes unrelated docs, test-only changes, workflow/config fixes, dependency bumps, and distinct feature/bug fixes. Even the few same-subsystem pairs target different scripts or code paths, so there is no duplicate PR cluster here.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue artifacts are present. If one PR must represent the cluster, PR 11738 is the best candidate because it is the more complete version of the bnb determinism test fix and effectively subsumes the earlier inline call in 11663.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 11738 is the strongest representative of the only true duplicate-like pair: it centralizes the deterministic-algorithms setup for the same bnb 4-bit / mixed-int8 test path.", + "best_pr_reason": "No clear canonical PR: the items are heterogeneous and do not share one underlying bug or change.", "soft_edge_verdicts": [ + { + "left": "pull_request:10230", + "right": "pull_request:11269", + "accept": false, + "reason": "Docs for LoRA loader mixins vs ONNX runtime backend additions; unrelated changes." + }, + { + "left": "pull_request:10326", + "right": "pull_request:8755", + "accept": false, + "reason": "Workflow packaging fix vs SD3 Dreambooth LoRA training bugfix; different code paths." + }, + { + "left": "pull_request:10539", + "right": "pull_request:9257", + "accept": false, + "reason": "Flux true-CFG logic vs Dreambooth Flux prompt/tokenization changes; not the same bug." + }, + { + "left": "pull_request:10547", + "right": "pull_request:9524", + "accept": false, + "reason": "Offload test tweaks vs CogVideoX VAE refactor; unrelated." + }, + { + "left": "pull_request:10966", + "right": "pull_request:11479", + "accept": false, + "reason": "CogView4 input validation vs Gaudi docs rename; unrelated." + }, + { + "left": "pull_request:11269", + "right": "pull_request:9687", + "accept": false, + "reason": "ONNX runtime availability detection vs Xlabs ControlNet support; unrelated." + }, + { + "left": "pull_request:11449", + "right": "pull_request:11495", + "accept": false, + "reason": "Both touch image interpolation, but in different training scripts and different fixes; not one concrete change." + }, + { + "left": "pull_request:12092", + "right": "pull_request:12586", + "accept": false, + "reason": "GGUF docs content vs doc-toctree sort/reorder; unrelated." + }, + { + "left": "pull_request:12092", + "right": "pull_request:12911", + "accept": false, + "reason": "GGUF docs vs discrete diffusion feature addition; unrelated." + }, { "left": "pull_request:13022", "right": "pull_request:13211", "accept": false, - "reason": "Unrelated changes: Dockerfile compatibility tweaks vs a group-offloading runtime bug." + "reason": "Dockerfile compatibility fixes vs group offloading runtime bug; unrelated." }, { "left": "pull_request:1623", "right": "pull_request:538", "accept": false, - "reason": "Different concerns: dependency pin updates in examples vs hub package version bump." + "reason": "Different dependency updates in different files and times; not the same underlying issue." }, { "left": "pull_request:1850", "right": "pull_request:2983", "accept": false, - "reason": "Test addition for ResnetBlock2D is unrelated to CONTRIBUTING.md test-install guidance." + "reason": "ResnetBlock2D tests vs contributor docs update; unrelated." }, { "left": "pull_request:2119", "right": "pull_request:538", "accept": false, - "reason": "Different code paths: local_files_only hub access fix vs dependency version bump." + "reason": "Local-files-only Hub access fix vs hub version bump; unrelated." }, { "left": "pull_request:2470", "right": "pull_request:2983", "accept": false, - "reason": "MPS test skips are unrelated to documentation about installing test dependencies." + "reason": "MPS test skips vs CONTRIBUTING.md docs; unrelated." }, { "left": "pull_request:3077", "right": "pull_request:3675", "accept": false, - "reason": "Different targets: a flax training data selection change vs a UniDiffuser V100 test fix." + "reason": "Flax text-to-image sample logic vs a one-off UniDiffuser test fix; unrelated." }, { "left": "pull_request:3471", "right": "pull_request:4112", "accept": false, - "reason": "DreamBooth docs note vs DreamBooth LoRA rank support; not the same change." + "reason": "Dreambooth torch.compile docs note vs Dreambooth rank change; different artifacts and issues." }, { "left": "pull_request:3723", "right": "pull_request:4112", "accept": false, - "reason": "Reference pipeline update is unrelated to LoRA rank plumbing in DreamBooth." + "reason": "Reference-image community example update vs Dreambooth rank support; unrelated." }, { "left": "pull_request:3957", "right": "pull_request:4595", "accept": false, - "reason": "Different unfinished/experimental areas: attention naming cleanup vs XL-to-SD conversion WIP." + "reason": "Attention-name correction WIP vs SDXL-to-SD conversion WIP; unrelated." }, { "left": "pull_request:4248", "right": "pull_request:6081", "accept": false, - "reason": "Different bugs: tracker config sanitization vs scheduler sigmas handling in SDXL." + "reason": "Tracker config cleanup vs scheduler sigmas handling; unrelated." }, { "left": "pull_request:4396", "right": "pull_request:6261", "accept": false, - "reason": "Prompt dtype fallback bug fix is unrelated to moving Attend-and-Excite into its own module." + "reason": "Encode-prompt dtype fallback vs moving Attend-and-Excite into its own module; unrelated." }, { "left": "pull_request:51", "right": "pull_request:689", "accept": false, - "reason": "Install-requires typo fix and slow-test attention performance change are unrelated." + "reason": "Install-requires pin fix vs attention performance rewrite; unrelated." }, { "left": "pull_request:5164", "right": "pull_request:6007", "accept": false, - "reason": "FreeU core mechanism is unrelated to the docs-only #Copied from mechanism update." + "reason": "FreeU core algorithm change vs docs about #Copied from; unrelated." }, { "left": "pull_request:6265", "right": "pull_request:8404", "accept": false, - "reason": "Both touch pipeline exports, but these are different model families and refactors, not the same change." + "reason": "GLIGEN refactor vs Latte video model introduction; unrelated." }, { "left": "pull_request:6311", "right": "pull_request:7778", "accept": false, - "reason": "Fast Diffusion docs and a debugging workflow are unrelated." + "reason": "Tutorial doc addition vs debugging workflow; unrelated." }, { "left": "pull_request:6864", "right": "pull_request:9065", "accept": false, - "reason": "Torch.compile PEFT docs note vs adding sentencepiece as a soft dependency are unrelated." + "reason": "PEFT compile docs note vs adding sentencepiece as a soft dependency; unrelated." }, { "left": "pull_request:7050", "right": "pull_request:7712", "accept": false, - "reason": "Typos in text-to-image examples are unrelated to import fixes." + "reason": "Typos in text-to-image examples vs import fixes; unrelated." }, { "left": "pull_request:7050", "right": "pull_request:9207", "accept": false, - "reason": "Example typo fixes and CPU offloading docs are unrelated." - }, - { - "left": "pull_request:7652", - "right": "pull_request:9400", - "accept": false, - "reason": "Docker buildx workflow change is unrelated to device-agnostic single-file pipeline tests." - }, - { - "left": "pull_request:9489", - "right": "pull_request:9579", - "accept": false, - "reason": "SD3 controlnet training bugfixes and embeddings documentation updates are unrelated." - }, - { - "left": "pull_request:9074", - "right": "pull_request:9988", - "accept": false, - "reason": "Both are Flux-related, but one is a follow-up cleanup while the other is a broader Redux/conversion feature; not the same concrete fix." - }, - { - "left": "pull_request:1324", - "right": "pull_request:1579", - "accept": false, - "reason": "INT8 Stable Diffusion README work and Intel optimization examples are different feature additions." - }, - { - "left": "pull_request:11663", - "right": "pull_request:11738", - "accept": true, - "reason": "Same underlying bug: stabilizing bnb 4-bit / mixed-int8 tests with deterministic algorithms. 11738 is the more complete follow-up that moves the setting to class setup." - }, - { - "left": "pull_request:1129", - "right": "pull_request:1206", - "accept": false, - "reason": "DreamBooth sample batch size fix and LDM layer-name conversion fix are unrelated." - }, - { - "left": "pull_request:13134", - "right": "pull_request:13296", - "accept": false, - "reason": "Cosmos typing cleanup and CI transformer-version updates are unrelated." - }, - { - "left": "pull_request:2279", - "right": "pull_request:3746", - "accept": false, - "reason": "Ruff/black CI refactor and from_ckpt path-joining fix are unrelated changes." + "reason": "Typos in text-to-image examples vs CPU offloading docs/usages; unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded in the packet: the only accepted duplicate-like pair is 11663/11738, and the rest of the soft-edge rejections stay conservative and match the shown filenames/diff themes. The summary does not overstate evidence, and the accepted PR pair looks like a single bugfix follow-up that is mergeable." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 170, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:10114", "pull_request:10259", "pull_request:10326", - "pull_request:10354", - "pull_request:10419", "pull_request:10557", - "pull_request:10723", - "pull_request:10758", "pull_request:10808", "pull_request:10894", - "pull_request:10922", - "pull_request:10943", - "pull_request:11252", + "pull_request:1129", "pull_request:11655", - "pull_request:11726", - "pull_request:11770", + "pull_request:11663", + "pull_request:11738", "pull_request:11869", - "pull_request:11913", - "pull_request:11995", + "pull_request:1206", "pull_request:12119", "pull_request:12324", "pull_request:12387", - "pull_request:12418", "pull_request:12534", + "pull_request:13134", "pull_request:13208", - "pull_request:13365", + "pull_request:1324", + "pull_request:13294", + "pull_request:13296", + "pull_request:13562", + "pull_request:1579", + "pull_request:2279", + "pull_request:3746", "pull_request:3968", "pull_request:4346", "pull_request:4944", @@ -157135,20 +157131,31 @@ "pull_request:5887", "pull_request:6757", "pull_request:6868", - "pull_request:6929", - "pull_request:7062", "pull_request:7068", + "pull_request:7652", "pull_request:7712", "pull_request:8419", "pull_request:8452", "pull_request:8564", "pull_request:8652", - "pull_request:8684", "pull_request:8836", - "pull_request:9206", - "pull_request:9473" + "pull_request:9074", + "pull_request:9400", + "pull_request:9473", + "pull_request:9489", + "pull_request:9579", + "pull_request:9988" ], "soft_pairs": [ + "pull_request:7652|pull_request:9400", + "pull_request:9489|pull_request:9579", + "pull_request:9074|pull_request:9988", + "pull_request:1324|pull_request:1579", + "pull_request:11663|pull_request:11738", + "pull_request:1129|pull_request:1206", + "pull_request:13134|pull_request:13296", + "pull_request:13294|pull_request:13562", + "pull_request:2279|pull_request:3746", "pull_request:4944|pull_request:6868", "pull_request:6757|pull_request:8419", "pull_request:7068|pull_request:7712", @@ -157164,209 +157171,186 @@ "pull_request:11869|pull_request:12387", "pull_request:12324|pull_request:13208", "pull_request:10326|pull_request:10557", - "pull_request:10326|pull_request:10894", - "pull_request:10354|pull_request:9206", - "pull_request:10557|pull_request:9206", - "pull_request:12418|pull_request:13365", - "pull_request:6929|pull_request:7062", - "pull_request:6929|pull_request:8684", - "pull_request:11726|pull_request:11913", - "pull_request:10723|pull_request:10758", - "pull_request:11913|pull_request:11995", - "pull_request:10114|pull_request:11252", - "pull_request:10419|pull_request:11770", - "pull_request:10922|pull_request:10943" + "pull_request:10326|pull_request:10894" ], - "prepared_review_unit_hash": "f0f6cc5160173ac2726c687f1d563df8fe45232e0ac4a9cc83f313aad6ec56f9", + "prepared_review_unit_hash": "2a6cbf2f2a399ac72e5828d5ea5418e4a9af970abae2e6c9db94d0d83f581c6c", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 106709, - "estimated_input_tokens": 26678, - "estimated_eval_tokens": 53612 + "soft_pair_count": 25, + "serialized_chars": 104855, + "estimated_input_tokens": 26214, + "estimated_eval_tokens": 52684 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These pull requests are largely unrelated formatting/docs/feature fixes across different subsystems. A few pairs share a broad area (e.g. Wan, IP-Adapter, SDXL, kernels), but they do not fix the same concrete bug or implement the same change, so none of the soft edges should be merged.", + "summary": "This cluster is mostly a set of unrelated PRs that only look similar at a very broad level (docs, CI, loaders, LoRA, Flux, IP-Adapter, quantization). The soft edges are all false positives; none appear to be the same underlying bug or change.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR stands out in this cluster. If a representative is needed, pull_request:10922 is the most foundational and broad Wan feature PR, but it is not a duplicate of the others.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "pull_request:10922 is the best single representative because it is the largest, most central feature addition in the set (Wan pipelines and related exports/docs), with obvious downstream follow-up work.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "pull_request:7652", + "right": "pull_request:9400", + "accept": false, + "reason": "Docker Buildx workflow setup is unrelated to making single-file/pipeline tests device-agnostic." + }, + { + "left": "pull_request:9489", + "right": "pull_request:9579", + "accept": false, + "reason": "SD3 ControlNet training DDP kwargs and embeddings doc updates are different fixes in different areas." + }, + { + "left": "pull_request:9074", + "right": "pull_request:9988", + "accept": false, + "reason": "Both are Flux-related, but one is Flux processor/model cleanup and the other is Flux conversion/pipeline work; not the same concrete change." + }, + { + "left": "pull_request:1324", + "right": "pull_request:1579", + "accept": false, + "reason": "README quantization docs and Intel optimization example additions are unrelated scope changes." + }, + { + "left": "pull_request:11663", + "right": "pull_request:11738", + "accept": false, + "reason": "One adds deterministic checks in test bodies; the other moves determinism to class setup. Same area, but not the same change." + }, + { + "left": "pull_request:1129", + "right": "pull_request:1206", + "accept": false, + "reason": "DreamBooth Flax sample batch sizing and LDM layer-name conversion are unrelated code paths." + }, + { + "left": "pull_request:13134", + "right": "pull_request:13296", + "accept": false, + "reason": "Cosmos typing cleanup and CI transformer version updates are unrelated." + }, + { + "left": "pull_request:13294", + "right": "pull_request:13562", + "accept": false, + "reason": "WanVACE flaky-test cleanup and CI tokenizers install changes do not fix the same issue." + }, + { + "left": "pull_request:2279", + "right": "pull_request:3746", + "accept": false, + "reason": "Ruff/black migration and from_ckpt path-join fix are unrelated maintenance changes." + }, { "left": "pull_request:4944", "right": "pull_request:6868", "accept": false, - "reason": "Both touch IP-Adapter-related code, but 4944 is the initial support implementation while 6868 adds a separate `ip_adapter_image_embeds` path for SD pipelines; not the same change or bug." + "reason": "Both concern IP-Adapter, but 4944 is the core support implementation while 6868 is a later pipeline-call extension; they are not one mergeable bug fix." }, { "left": "pull_request:6757", "right": "pull_request:8419", "accept": false, - "reason": "Completely unrelated: one moves sigmas to device in k-diffusion, the other removes `cached_download` usage in dynamic module loading." + "reason": "Moving sigma tensors to device and removing cached_download are unrelated changes." }, { "left": "pull_request:7068", "right": "pull_request:7712", "accept": false, - "reason": "Docstring typo cleanup versus import fixes; no shared underlying bug or code path." + "reason": "Typo fixes and import fixes are different cleanup changes." }, { "left": "pull_request:7712", "right": "pull_request:8836", "accept": false, - "reason": "Import path fixes are unrelated to the sliced attention loop off-by-one bug." + "reason": "Import path corrections and sliced-attention loop bugfix are unrelated." }, { "left": "pull_request:8452", "right": "pull_request:8652", "accept": false, - "reason": "Single-file loading fix versus adding Lumina-T2X; different features and failure modes." + "reason": "Single-file loading strictness fix and Lumina model addition are unrelated." }, { "left": "pull_request:8564", "right": "pull_request:9473", "accept": false, - "reason": "Different training script fixes for different models and issues; not the same concrete bug." + "reason": "SD3 training token-limit docs/code and Flux DreamBooth LoRA learning-rate fix are unrelated training changes." }, { "left": "pull_request:10808", "right": "pull_request:12119", "accept": false, - "reason": "PEFT config key handling in LoRA internals versus Qwen-Image-Lightning LoRA loading support; separate changes." + "reason": "PEFT config key handling and Qwen-Image-LoRA support are both loader-related but fix different model paths and problems." }, { "left": "pull_request:11655", "right": "pull_request:12534", "accept": false, - "reason": "One is a bitsandbytes 8-bit LoRA quantization check, the other is an NPU-specific Flux pos-embed inference fix." + "reason": "bitsandbytes 8-bit LoRA support and Flux NPU pos-embed handling are unrelated subsystems." }, { "left": "pull_request:3968", "right": "pull_request:4346", "accept": false, - "reason": "Both are SDXL-related, but one is a broad SDXL cleanup and the other makes watermarker behavior optional; not the same bug/change." + "reason": "Both touch SDXL, but one is a broader pipeline improvement and the other is optional watermark behavior; not the same concrete change." }, { "left": "pull_request:5713", "right": "pull_request:5887", "accept": false, - "reason": "5887 is a specific pipeline extension for IP-Adapter in ControlNet inpaint; 5713 is the broader introduction of IP-Adapter support. Related, but not duplicate." + "reason": "General IP-Adapter support and ControlNet-inpaint IP-Adapter support are related, but the latter is a separate pipeline integration, not the same change." }, { "left": "pull_request:5298", "right": "pull_request:5439", "accept": false, - "reason": "Torch.compile LoRA conv fix versus single-file tokenizer/config loading fix; unrelated code paths." + "reason": "LoRA conv torch.compile fix and from_single_file config/tokenizer loading fix are unrelated." }, { "left": "pull_request:10259", "right": "pull_request:10808", "accept": false, - "reason": "Flux LoRA loading support and PEFT config adjustment are different issues in different loader layers." + "reason": "Flux Turbo LoRA loading support and PEFT config update restrictions solve different issues." }, { "left": "pull_request:11869", "right": "pull_request:12387", "accept": false, - "reason": "Both mention `kernels`, but one adds GGUF CUDA kernel acceleration while the other adds FlashAttention backend support through kernels; distinct implementations." + "reason": "GGUF CUDA-kernel support and flash-attention through kernels are distinct backend features, not one fix." }, { "left": "pull_request:12324", "right": "pull_request:13208", "accept": false, - "reason": "Wan VACE conversion/support versus Helios video generation pipelines; completely different model families." + "reason": "Wan2.2 VACE conversion/pipeline work and Helios video pipelines are unrelated model families." }, { "left": "pull_request:10326", "right": "pull_request:10557", "accept": false, - "reason": "CI workflow syntax fix versus single-file slow test support for InstructPix2Pix; different concerns." + "reason": "MPS workflow quoting fix and InstructPix2Pix single-file slow-test fix are unrelated." }, { "left": "pull_request:10326", "right": "pull_request:10894", "accept": false, - "reason": "Workflow install-command fix versus docs toctree sorting; unrelated." - }, - { - "left": "pull_request:10354", - "right": "pull_request:9206", - "accept": false, - "reason": "Flux IP-Adapter tester behavior versus xformers test skips/fixes; different test targets and failure causes." - }, - { - "left": "pull_request:10557", - "right": "pull_request:9206", - "accept": false, - "reason": "Single-file test fixture changes versus xformers attention test repairs; unrelated test issues." - }, - { - "left": "pull_request:12418", - "right": "pull_request:13365", - "accept": false, - "reason": "CI xfail adjustments and Claude fork-review workflow changes are unrelated." - }, - { - "left": "pull_request:6929", - "right": "pull_request:7062", - "accept": false, - "reason": "Community pipeline loading docs versus an imagic community pipeline docstring fix; both documentation, but not the same change." - }, - { - "left": "pull_request:6929", - "right": "pull_request:8684", - "accept": false, - "reason": "Community pipeline docs versus a Pillow import fix in a controlnet pipeline example; unrelated." - }, - { - "left": "pull_request:11726", - "right": "pull_request:11913", - "accept": false, - "reason": "Wan LoRA conversion support versus Wan modular pipeline creation; both Wan-themed but different layers and deliverables." - }, - { - "left": "pull_request:10723", - "right": "pull_request:10758", - "accept": false, - "reason": "ControlNet Union per-control scaling versus type-checking for from_pretrained kwargs; unrelated changes." - }, - { - "left": "pull_request:11913", - "right": "pull_request:11995", - "accept": false, - "reason": "Wan modular pipelines versus Flux modular pipelines; same architectural pattern, different model family and code." - }, - { - "left": "pull_request:10114", - "right": "pull_request:11252", - "accept": false, - "reason": "Stable Audio formatting cleanup versus a timeout constant change in a release-branch utility script." - }, - { - "left": "pull_request:10419", - "right": "pull_request:11770", - "accept": false, - "reason": "Both are docs/cleanup oriented, but they target different files and issues: scheduler docstrings versus LoRA docs and helper docstrings." - }, - { - "left": "pull_request:10922", - "right": "pull_request:10943", - "accept": false, - "reason": "Wan base pipeline/model additions versus Wan LoRA support. They are complementary, not duplicates." + "reason": "MPS workflow quoting fix and docs toctree sorting are unrelated maintenance changes." } ] }, @@ -157380,25 +157364,40 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 171, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:10114", + "pull_request:10354", + "pull_request:10419", + "pull_request:10557", + "pull_request:10723", + "pull_request:10758", + "pull_request:10922", + "pull_request:10943", "pull_request:11095", + "pull_request:11252", "pull_request:1129", "pull_request:1171", + "pull_request:11726", + "pull_request:11770", + "pull_request:11913", + "pull_request:11995", "pull_request:12062", "pull_request:12395", + "pull_request:12418", "pull_request:1250", "pull_request:12934", "pull_request:1309", "pull_request:13229", + "pull_request:13365", "pull_request:1338", "pull_request:1588", "pull_request:1968", @@ -157409,37 +157408,33 @@ "pull_request:2489", "pull_request:2529", "pull_request:2565", - "pull_request:2590", - "pull_request:2593", "pull_request:2861", "pull_request:3121", "pull_request:326", - "pull_request:3299", - "pull_request:3506", - "pull_request:3563", - "pull_request:3589", - "pull_request:3681", "pull_request:3711", - "pull_request:3850", - "pull_request:3928", - "pull_request:4040", - "pull_request:4078", "pull_request:4112", "pull_request:4395", "pull_request:4465", - "pull_request:4690", - "pull_request:5122", "pull_request:530", - "pull_request:5312", - "pull_request:5499", - "pull_request:5695", - "pull_request:6081", - "pull_request:6099", - "pull_request:6658", + "pull_request:6929", + "pull_request:7062", "pull_request:788", + "pull_request:8684", + "pull_request:9206", "pull_request:9968" ], "soft_pairs": [ + "pull_request:10354|pull_request:9206", + "pull_request:10557|pull_request:9206", + "pull_request:12418|pull_request:13365", + "pull_request:6929|pull_request:7062", + "pull_request:6929|pull_request:8684", + "pull_request:11726|pull_request:11913", + "pull_request:10723|pull_request:10758", + "pull_request:11913|pull_request:11995", + "pull_request:10114|pull_request:11252", + "pull_request:10419|pull_request:11770", + "pull_request:10922|pull_request:10943", "pull_request:11095|pull_request:9968", "pull_request:1129|pull_request:1171", "pull_request:12062|pull_request:12395", @@ -157454,196 +157449,186 @@ "pull_request:2347|pull_request:4112", "pull_request:2384|pull_request:3711", "pull_request:2489|pull_request:3121", - "pull_request:2529|pull_request:4465", - "pull_request:2590|pull_request:3681", - "pull_request:2593|pull_request:3506", - "pull_request:3299|pull_request:3589", - "pull_request:3563|pull_request:5499", - "pull_request:3850|pull_request:5695", - "pull_request:3850|pull_request:6099", - "pull_request:3928|pull_request:4040", - "pull_request:4078|pull_request:5122", - "pull_request:4690|pull_request:6081", - "pull_request:5312|pull_request:6658" + "pull_request:2529|pull_request:4465" ], - "prepared_review_unit_hash": "2f352425f88753b1281028bb7a5a40dd48d09bef84917da457f0e7463cc1fac7", + "prepared_review_unit_hash": "95b8e5eaa358bb0faf9c9a27c8d62dcf688a1b56808eed4255b1db15578f07e6", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 25, - "serialized_chars": 104076, - "estimated_input_tokens": 26019, - "estimated_eval_tokens": 52294 + "soft_pair_count": 26, + "serialized_chars": 106383, + "estimated_input_tokens": 26596, + "estimated_eval_tokens": 53448 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; it\u2019s a grab-bag of unrelated PRs spanning controlnet, DreamBooth, schedulers, docs, CI, and tests. None of the soft-edge pairs look like the same underlying bug or change.", - "confidence": 0.98, + "summary": "This cluster is heterogeneous: the items span unrelated formatting fixes, docs tweaks, model/runtime features, CI changes, and test updates. None of the soft-edge pairs look like the same underlying bug or change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items are heterogeneous and do not share one concrete fix or change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No global best PR: even the largest PRs here address different subsystems, so none is a reliable cluster representative.", + "best_pr_reason": "PR 12934 is the strongest standalone artifact here: it is a large, coherent feature PR with substantial review activity and a clearly defined scope. Even so, it is not a duplicate anchor for the rest of the mixed cluster.", "soft_edge_verdicts": [ { - "left": "pull_request:11095", - "right": "pull_request:9968", + "left": "pull_request:10354", + "right": "pull_request:9206", "accept": false, - "reason": "Different changes: a Flux ControlNet example fix vs a broad ControlNet module refactor." + "reason": "Different fixes: Flux IP-Adapter tester/device handling vs broken xformers attention tests." }, { - "left": "pull_request:1129", - "right": "pull_request:1171", + "left": "pull_request:10557", + "right": "pull_request:9206", "accept": false, - "reason": "Unrelated fixes: Flax DreamBooth batch sizing vs a docs typo correction." + "reason": "Different test areas: single-file Stable Diffusion slow tests vs xformers-related animation tests." }, { - "left": "pull_request:12062", - "right": "pull_request:12395", + "left": "pull_request:12418", + "right": "pull_request:13365", "accept": false, - "reason": "Both touch CI, but one enables all GPUs and the other changes prerelease package installation; different code-paths." + "reason": "One is CI test xfail stabilization; the other updates Claude review workflow for forks." }, { - "left": "pull_request:1250", - "right": "pull_request:326", + "left": "pull_request:6929", + "right": "pull_request:7062", "accept": false, - "reason": "Completely different areas: a community pipeline addition vs type-hint cleanup in schedulers/models." + "reason": "Both are docs-related, but one adds community pipeline overview content while the other fixes an Imagic docstring." }, { - "left": "pull_request:12934", - "right": "pull_request:13229", + "left": "pull_request:6929", + "right": "pull_request:8684", "accept": false, - "reason": "Both are video-related, but one adds LTX2 distilled checkpoint support and the other adds an LTX2 VAE to Sana-video conversion." + "reason": "Unrelated docs/import tweaks in different areas; not the same bug or change." }, { - "left": "pull_request:1309", - "right": "pull_request:788", + "left": "pull_request:11726", + "right": "pull_request:11913", "accept": false, - "reason": "Both mention image handling/docs, but one fixes PIL handling broadly while the other fixes PIL sampler warnings; not the same change." + "reason": "Wan LoRA conversion support and Wan modular pipeline support are separate features, not one fix." }, { - "left": "pull_request:1338", - "right": "pull_request:530", + "left": "pull_request:10723", + "right": "pull_request:10758", "accept": false, - "reason": "ONNX inpainting cast-order fix vs img2img test adjustments; unrelated bug fixes." + "reason": "ControlNet Union scaling and from_pretrained kwarg typing are unrelated changes." }, { - "left": "pull_request:1588", - "right": "pull_request:2861", + "left": "pull_request:11913", + "right": "pull_request:11995", "accept": false, - "reason": "FP16 test harness changes vs a StableUnCLIP None-case test; different purposes and code paths." + "reason": "Both touch modular pipelines, but they add different model families and different codepaths." }, { - "left": "pull_request:1968", - "right": "pull_request:2565", + "left": "pull_request:10114", + "right": "pull_request:11252", "accept": false, - "reason": "CPU offload docs/behavior correction vs UNet1D docstring correction; not the same underlying issue." + "reason": "Stable Audio formatting cleanup vs timeout-constant change in a utility script." }, { - "left": "pull_request:2037", - "right": "pull_request:326", + "left": "pull_request:10419", + "right": "pull_request:11770", "accept": false, - "reason": "A community pipeline addition and a scheduler type-hint PR are unrelated." + "reason": "Both mention docs, but they fix different docstring/doc layout issues in different modules." }, { - "left": "pull_request:2339", - "right": "pull_request:4395", + "left": "pull_request:10922", + "right": "pull_request:10943", "accept": false, - "reason": "Both involve DreamBooth, but one is checkpointing docs/tests and the other fixes class-prompt pre-encoding; different concrete bugs." + "reason": "Wan model/pipeline support and Wan LoRA support are related ecosystem work, but not the same concrete change." }, { - "left": "pull_request:2347", - "right": "pull_request:4112", + "left": "pull_request:11095", + "right": "pull_request:9968", "accept": false, - "reason": "Scheduler noising-schedule changes vs DreamBooth LoRA rank support; unrelated changes." + "reason": "A docs/example fix in Flux ControlNet is unrelated to the ControlNet module refactor." }, { - "left": "pull_request:2384", - "right": "pull_request:3711", + "left": "pull_request:1129", + "right": "pull_request:1171", "accept": false, - "reason": "A Pix2PixZero revert and a docs-build workflow revert are unrelated." + "reason": "DreamBooth Flax batch sizing and a Stable Diffusion typo fix are unrelated." }, { - "left": "pull_request:2489", - "right": "pull_request:3121", + "left": "pull_request:12062", + "right": "pull_request:12395", "accept": false, - "reason": "CoreML docs addition vs ControlNet global pooling; no shared bug or code path." + "reason": "Both are CI workflow edits, but they address different runner/setup problems." }, { - "left": "pull_request:2529", - "right": "pull_request:4465", + "left": "pull_request:1250", + "right": "pull_request:326", "accept": false, - "reason": "Different conversion flows: SD checkpoint conversion fix vs ControlNet-to-TensorRT conversion support." + "reason": "A community pipeline addition and a PNDM type-hint cleanup are unrelated." }, { - "left": "pull_request:2590", - "right": "pull_request:3681", + "left": "pull_request:12934", + "right": "pull_request:13229", "accept": false, - "reason": "CI dependency-table checking vs manual checkpoint-limit handling in training scripts; unrelated." + "reason": "Both are video-model support changes, but they target different pipelines/checkpoints and different implementation paths." }, { - "left": "pull_request:2593", - "right": "pull_request:3506", + "left": "pull_request:1309", + "right": "pull_request:788", "accept": false, - "reason": "ControlNet checkpoint conversion support vs checkpoint-resume step counting; different code paths." + "reason": "Both concern PIL handling, but one is broad compatibility handling while the other is a specific resampling warning fix." }, { - "left": "pull_request:3299", - "right": "pull_request:3589", + "left": "pull_request:1588", + "right": "pull_request:2861", "accept": false, - "reason": "Both are docs/community updates, but they target different topics: LoRA loading vs reference-trick README notes." + "reason": "FP16 test fixes and StableUnCLIP image_embeds=None handling are unrelated." }, { - "left": "pull_request:3563", - "right": "pull_request:5499", + "left": "pull_request:1968", + "right": "pull_request:2565", "accept": false, - "reason": "A VQ pipeline bug fix vs a documentation link fix; not the same change." + "reason": "CPU offload behavior and UNet1D doc correction are not the same issue." }, { - "left": "pull_request:3850", - "right": "pull_request:5695", + "left": "pull_request:2037", + "right": "pull_request:326", "accept": false, - "reason": "AudioDiffusion test fixes vs PixArt-Alpha mask-feature logic; unrelated." + "reason": "A Stable UnCLIP community pipeline and a scheduler type-hint cleanup are unrelated." }, { - "left": "pull_request:3850", - "right": "pull_request:6099", + "left": "pull_request:2339", + "right": "pull_request:4395", "accept": false, - "reason": "AudioDiffusion test fixes vs TextToVideoZero super-class argument fix; unrelated." + "reason": "Both touch DreamBooth, but one is checkpointing docs/tests and the other fixes class-prompt pre-encoding behavior." }, { - "left": "pull_request:3928", - "right": "pull_request:4040", + "left": "pull_request:2347", + "right": "pull_request:4112", "accept": false, - "reason": "ControlNet out-of-list logic fix vs config default-values type fix; different bugs." + "reason": "Scheduler noising schedule work and DreamBooth LoRA rank support are unrelated." }, { - "left": "pull_request:4078", - "right": "pull_request:5122", + "left": "pull_request:2384", + "right": "pull_request:3711", "accept": false, - "reason": "Single-file accelerate requirement vs Python version/workflow setup; unrelated." + "reason": "Pix2Pix0 utility revert and doc-build workflow revert are unrelated." }, { - "left": "pull_request:4690", - "right": "pull_request:6081", + "left": "pull_request:2489", + "right": "pull_request:3121", "accept": false, - "reason": "Different scheduler families and different fixes: DPMSolver refactor vs Euler Discrete sigma edits." + "reason": "CoreML docs addition and ControlNet global pooling are unrelated." }, { - "left": "pull_request:5312", - "right": "pull_request:6658", + "left": "pull_request:2529", + "right": "pull_request:4465", "accept": false, - "reason": "Model docs/type-hints cleanup vs memory-footprint utility; not the same underlying change." + "reason": "SD checkpoint conversion fix and ControlNet-to-TensorRT conversion are different codepaths and changes." } ] }, @@ -157657,46 +157642,48 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 172, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:10188", - "pull_request:10318", - "pull_request:10324", - "pull_request:10360", - "pull_request:10378", - "pull_request:10630", - "pull_request:10719", - "pull_request:10921", - "pull_request:11087", - "pull_request:11124", - "pull_request:11319", - "pull_request:11469", "pull_request:11995", "pull_request:12041", - "pull_request:12277", "pull_request:12416", "pull_request:12523", - "pull_request:1277", - "pull_request:1579", "pull_request:1966", + "pull_request:2590", + "pull_request:2593", "pull_request:2727", + "pull_request:3299", + "pull_request:3506", + "pull_request:3563", + "pull_request:3589", + "pull_request:3681", + "pull_request:3850", + "pull_request:3928", + "pull_request:4040", + "pull_request:4078", + "pull_request:4690", "pull_request:5053", - "pull_request:5057", + "pull_request:5122", + "pull_request:5312", "pull_request:5440", - "pull_request:5653", + "pull_request:5499", + "pull_request:5695", "pull_request:5698", "pull_request:6007", + "pull_request:6081", + "pull_request:6099", "pull_request:6145", "pull_request:6217", "pull_request:652", + "pull_request:6658", "pull_request:6893", "pull_request:6918", "pull_request:6965", @@ -157709,14 +157696,21 @@ "pull_request:7930", "pull_request:8282", "pull_request:8531", - "pull_request:8691", "pull_request:8761", - "pull_request:8964", - "pull_request:9206", "pull_request:9473", "pull_request:9751" ], "soft_pairs": [ + "pull_request:2590|pull_request:3681", + "pull_request:2593|pull_request:3506", + "pull_request:3299|pull_request:3589", + "pull_request:3563|pull_request:5499", + "pull_request:3850|pull_request:5695", + "pull_request:3850|pull_request:6099", + "pull_request:3928|pull_request:4040", + "pull_request:4078|pull_request:5122", + "pull_request:4690|pull_request:6081", + "pull_request:5312|pull_request:6658", "pull_request:5698|pull_request:6145", "pull_request:6007|pull_request:8282", "pull_request:6217|pull_request:8531", @@ -157730,190 +157724,180 @@ "pull_request:1966|pull_request:2727", "pull_request:12041|pull_request:12523", "pull_request:11995|pull_request:12416", - "pull_request:5053|pull_request:5440", - "pull_request:10324|pull_request:9206", - "pull_request:10630|pull_request:11124", - "pull_request:11469|pull_request:12277", - "pull_request:1277|pull_request:1579", - "pull_request:5057|pull_request:5653", - "pull_request:10188|pull_request:8691", - "pull_request:10318|pull_request:10719", - "pull_request:10360|pull_request:8964", - "pull_request:10378|pull_request:11319", - "pull_request:10921|pull_request:11087" + "pull_request:5053|pull_request:5440" ], - "prepared_review_unit_hash": "86f23db64768faf3cb7de5683dd7d84e3a05f2b9c28647c94c576b42fda21f0e", + "prepared_review_unit_hash": "aaf54eba61651f05c2cf85477c23dd168762aaf67d8965a8ce7dd59a1fae27ba", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 101603, - 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The soft-similarity links are mostly superficial (shared subsystem or filename patterns) and should be rejected.", - "confidence": 0.95, + "summary": "This cluster is a grab bag of unrelated PRs across modular pipelines, training scripts, schedulers, docs, tests, and model utilities. The suggested soft links are all superficial (shared subsystem or file, not the same concrete bug/change), so none should be merged as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR stands out; the items are unrelated changes rather than variations of one bug fix or feature.", + "canonical_pr_reason": "No single canonical PR fits: the items span many independent features/fixes with no shared underlying change or bug.", "best_issue_reason": null, - "best_pr_reason": "No PR is a good global representative for deduplication because the cluster does not share one underlying code-path problem or change.", + "best_pr_reason": "No PR is a good global representative because the cluster is heterogeneous and not a duplicate set.", "soft_edge_verdicts": [ { - "left": "pull_request:5698", - "right": "pull_request:6145", + "left": "pull_request:2590", + "right": "pull_request:3681", "accept": false, - "reason": "LCM img2img bugfix vs LCM distillation comment cleanup; different code paths and purposes." + "reason": "CI workflow tweak vs checkpoint resume behavior in controlnet training; different subsystems and bugs." }, { - "left": "pull_request:6007", - "right": "pull_request:8282", + "left": "pull_request:2593", + "right": "pull_request:3506", "accept": false, - "reason": "Both are docs changes, but they cover different topics and files; not the same underlying change." + "reason": "ControlNet conversion script addition vs training resume-step fix; unrelated changes." }, { - "left": "pull_request:6217", - "right": "pull_request:8531", + "left": "pull_request:3299", + "right": "pull_request:3589", "accept": false, - "reason": "Torch-compile VAE fix vs sharding/device_map behavior; unrelated pipeline/model loading issues." + "reason": "Different docs updates for different topics; no shared underlying issue." }, { - "left": "pull_request:652", - "right": "pull_request:754", + "left": "pull_request:3563", + "right": "pull_request:5499", "accept": false, - "reason": "Gradient checkpointing test tweak vs community pipeline module bug fix; no shared bug or change." + "reason": "VQ pipeline bug fix vs docs link cleanup; code-path problem is unrelated to documentation edits." }, { - "left": "pull_request:6893", - "right": "pull_request:8761", + "left": "pull_request:3850", + "right": "pull_request:5695", "accept": false, - "reason": "3D UNet attention refactor vs Hunyuan embedding refactor; same broad model area, different concrete changes." + "reason": "Audio diffusion test adjustment vs PixArt masking bug; unrelated model/pipeline areas." }, { - "left": "pull_request:6918", - "right": "pull_request:7919", + "left": "pull_request:3850", + "right": "pull_request:6099", "accept": false, - "reason": "Hub token security handling vs offload behavior with device_map; distinct training/runtime fixes." + "reason": "Audio diffusion test fix vs TextToVideoZero constructor fix; different code paths and failures." }, { - "left": "pull_request:6965", - "right": "pull_request:7158", + "left": "pull_request:3928", + "right": "pull_request:4040", "accept": false, - "reason": "A LoRA test relocation vs an LCM benchmark fix; not the same code-path problem." + "reason": "ControlNet timestep logic fix vs config default-value type change; unrelated bugs." }, { - "left": "pull_request:7335", - "right": "pull_request:7930", + "left": "pull_request:4078", + "right": "pull_request:5122", "accept": false, - "reason": "Shared ControlNet SDXL test file is incidental; one is a config test fix, the other adds callback tests across multiple pipelines." + "reason": "Single-file loading dependency check vs workflow Python version update; not the same bug/change." }, { - "left": "pull_request:7455", - "right": "pull_request:9473", + "left": "pull_request:4690", + "right": "pull_request:6081", "accept": false, - "reason": "Removing distutils and flux Prodigy LR handling are unrelated maintenance and training fixes." + "reason": "DPMSolver scheduler refactor vs SDXL pipeline sigmas edit; different concrete code-path problems." }, { - "left": "pull_request:7916", - "right": "pull_request:9751", + "left": "pull_request:5312", + "right": "pull_request:6658", "accept": false, - "reason": "Both add NPU support, but for different model families and code paths (SDXL vs FLUX)." + "reason": "Model docs/typehint cleanup vs memory-footprint utility addition; unrelated changes." }, { - "left": "pull_request:1966", - "right": "pull_request:2727", + "left": "pull_request:5698", + "right": "pull_request:6145", "accept": false, - "reason": "Both add Flax support, but one is inpainting and the other is ControlNet; different pipelines/models." + "reason": "LCM img2img bug fix vs comment cleanup in distillation scripts; different code and purpose." }, { - "left": "pull_request:12041", - "right": "pull_request:12523", + "left": "pull_request:6007", + "right": "pull_request:8282", "accept": false, - "reason": "Same Wan VAE file, but one fixes patchify logic and the other adds skip-keys/loading behavior; separate issues." + "reason": "Docs mechanism note vs I2VGenXL docs clarification; not the same underlying change." }, { - "left": "pull_request:11995", - "right": "pull_request:12416", + "left": "pull_request:6217", + "right": "pull_request:8531", "accept": false, - "reason": "Both are modular pipeline additions, but for different model families (Flux vs QwenImage Edit Plus)." + "reason": "Torch-compile VAE fix vs sharding when no device_map is passed; different bugs." }, { - "left": "pull_request:5053", - "right": "pull_request:5440", + "left": "pull_request:652", + "right": "pull_request:754", "accept": false, - "reason": "Validation image CLI parsing vs single-file loading/local_files_only; unrelated changes." + "reason": "Gradient-checkpointing test tolerance tweak vs dynamic module caching fix; unrelated." }, { - "left": "pull_request:10324", - "right": "pull_request:9206", + "left": "pull_request:6893", + "right": "pull_request:8761", "accept": false, - "reason": "Kandinsky CPU offload fix in code vs xformers test skips in multiple pipelines; not the same bug." + "reason": "3D UNet attention refactor vs Hunyuan embedding refactor; same broad area but different changes." }, { - "left": "pull_request:10630", - "right": "pull_request:11124", + "left": "pull_request:6918", + "right": "pull_request:7919", "accept": false, - "reason": "Failing Flax test slice updates vs CogView4 test fixture change; unrelated test maintenance." + "reason": "Flux/Dreambooth hub-token exposure fix vs offload behavior with device_map; different issues." }, { - "left": "pull_request:11469", - "right": "pull_request:12277", + "left": "pull_request:6965", + "right": "pull_request:7158", "accept": false, - "reason": "Both touch tests and xformers-related flags, but they target different pipelines and different failure modes." + "reason": "PEFT workflow test reshuffle vs LCM benchmark fix; unrelated test/benchmark changes." }, { - "left": "pull_request:1277", - "right": "pull_request:1579", + "left": "pull_request:7335", + "right": "pull_request:7930", "accept": false, - "reason": "Workflow/doc-builder change vs adding research project examples; only loosely related to docs." + "reason": "Shared a test filename, but one is a ControlNet SDXL config test and the other is callback framework tests; not the same bug." }, { - "left": "pull_request:5057", - "right": "pull_request:5653", + "left": "pull_request:7455", + "right": "pull_request:9473", "accept": false, - "reason": "SDXL clip-skip support vs PEFT-aware model unwrapping; different features with no shared bug." + "reason": "Remove distutils vs FLUX Dreambooth LR fix; unrelated core utility and training script changes." }, { - "left": "pull_request:10188", - "right": "pull_request:8691", + "left": "pull_request:7916", + "right": "pull_request:9751", "accept": false, - "reason": "Flux LoRA expansion handling vs vanilla LoRA loading logic; same subsystem, different concrete defects." + "reason": "Both touch NPU support, but one is SDXL training and the other is FLUX Dreambooth; different pipelines and fixes." }, { - "left": "pull_request:10318", - "right": "pull_request:10719", + "left": "pull_request:1966", + "right": "pull_request:2727", "accept": false, - "reason": "Flux LoRA integration tests vs provider_options plumbing in from_pretrained; tests vs API loading change." + "reason": "Flax inpainting implementation vs Flax ControlNet implementation; separate features, not the same change." }, { - "left": "pull_request:10360", - "right": "pull_request:8964", + "left": "pull_request:12041", + "right": "pull_request:12523", "accept": false, - "reason": "Release workflow PyPI URL fix vs AudioLDM2 cache-position fix; unrelated changes." + "reason": "Both touch AutoencoderKLWan, but one fixes patchify and the other skip-keys/load behavior; different concrete bugs." }, { - "left": "pull_request:10378", - "right": "pull_request:11319", + "left": "pull_request:11995", + "right": "pull_request:12416", "accept": false, - "reason": "DreamBooth LoRA training fix vs community projects docs; completely different areas." + "reason": "Flux modular pipeline support vs QwenImage Edit Plus modular support; same framework area but different model families and changes." }, { - "left": "pull_request:10921", - "right": "pull_request:11087", + "left": "pull_request:5053", + "right": "pull_request:5440", "accept": false, - "reason": "Wan 2.1 support scaffolding vs Wan I2V quality tweak; related ecosystem, but not one mergeable bug/change." + "reason": "Validation-image argparse fix vs local single-file loading fix; unrelated." } ] }, @@ -157927,66 +157911,75 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 173, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:10188", + "pull_request:10318", + "pull_request:10324", + "pull_request:10360", + "pull_request:10378", + "pull_request:10630", + "pull_request:10719", + "pull_request:10921", + "pull_request:11087", + "pull_request:11124", "pull_request:11196", + "pull_request:11319", "pull_request:11421", + "pull_request:11469", "pull_request:11479", "pull_request:11504", "pull_request:12099", + "pull_request:12277", "pull_request:12363", "pull_request:12397", "pull_request:12491", "pull_request:12493", "pull_request:12687", + "pull_request:1277", "pull_request:13029", "pull_request:13119", "pull_request:13204", "pull_request:1331", + "pull_request:1579", "pull_request:1968", "pull_request:2467", "pull_request:3023", "pull_request:3297", "pull_request:3446", "pull_request:349", - "pull_request:3607", "pull_request:3673", - "pull_request:3708", - "pull_request:3804", - "pull_request:3847", - "pull_request:3912", "pull_request:3957", "pull_request:4040", "pull_request:4596", - "pull_request:4855", + "pull_request:5057", + "pull_request:5653", "pull_request:5754", - "pull_request:5771", - "pull_request:5948", - "pull_request:6144", - "pull_request:6150", - "pull_request:6262", - "pull_request:6263", - "pull_request:6264", - "pull_request:6432", - "pull_request:6904", - "pull_request:7044", - "pull_request:7216", - "pull_request:7455", - "pull_request:7662", - "pull_request:7738", "pull_request:833", - "pull_request:8496", + "pull_request:8691", + "pull_request:8964", + "pull_request:9206", "pull_request:9878" ], "soft_pairs": [ + "pull_request:10324|pull_request:9206", + "pull_request:10630|pull_request:11124", + "pull_request:11469|pull_request:12277", + "pull_request:1277|pull_request:1579", + "pull_request:5057|pull_request:5653", + "pull_request:10188|pull_request:8691", + "pull_request:10318|pull_request:10719", + "pull_request:10360|pull_request:8964", + "pull_request:10378|pull_request:11319", + "pull_request:10921|pull_request:11087", "pull_request:11196|pull_request:12363", "pull_request:11421|pull_request:9878", "pull_request:11479|pull_request:11504", @@ -158000,204 +157993,180 @@ "pull_request:3023|pull_request:3957", "pull_request:3023|pull_request:833", "pull_request:3297|pull_request:4596", - "pull_request:3446|pull_request:5754", - "pull_request:3607|pull_request:3804", - "pull_request:3708|pull_request:5948", - "pull_request:3847|pull_request:6150", - "pull_request:3912|pull_request:6144", - "pull_request:4855|pull_request:6904", - "pull_request:5771|pull_request:6262", - "pull_request:5771|pull_request:6263", - "pull_request:5771|pull_request:6264", - "pull_request:6432|pull_request:7216", - "pull_request:7044|pull_request:7662", - "pull_request:7455|pull_request:7662", - "pull_request:7738|pull_request:8496" + "pull_request:3446|pull_request:5754" ], - "prepared_review_unit_hash": "f2320e665d6fe459f93fb79122573ef1a2e03e93bd4466903c5e19f67f90bb91", + "prepared_review_unit_hash": "c6658df85cfa84fcf5529381730a3712bb9023a1c2625da29153d1ba17498d9c", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 100060, - "estimated_input_tokens": 25015, - "estimated_eval_tokens": 50286 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 98030, + "estimated_input_tokens": 24508, + "estimated_eval_tokens": 49272 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a set of mostly unrelated pull requests with only superficial overlaps in file area or theme. None of the soft-paired PRs look like the same underlying bug or mergeable change, so all soft edges should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No issue artifacts are present in this cluster.", - "canonical_pr_reason": "No single PR cleanly represents a duplicate set here; the items span unrelated fixes, docs, CI, refactors, and features.", - "best_issue_reason": "No issue to select as a canonical or representative artifact.", - "best_pr_reason": "No PR is a good global representative because the pairings are not true duplicates and cover different code paths or concerns.", + "summary": "Broad false-positive cluster: the items span unrelated docs, CI, tests, training, LoRA, modular, and model-feature PRs. The suggested soft edges are superficial area overlaps, not the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: this is not one change set, but a heterogeneous mix of unrelated PRs across different subsystems and time periods.", + "best_issue_reason": null, + "best_pr_reason": "No strong global best PR exists because the cluster is not a duplicate group. If forced, 10921 is the largest standalone feature PR, but it is not representative of the rest.", "soft_edge_verdicts": [ { - "left": "pull_request:11196", - "right": "pull_request:12363", - "accept": false, - "reason": "Revert of save_pretrained/safe_serialization behavior vs QwenImageEdit Plus docs/test update; unrelated changes." - }, - { - "left": "pull_request:11421", - "right": "pull_request:9878", - "accept": false, - "reason": "Dreambooth image interpolation default vs gradient-checkpointing-in-eval change across many models; different bugs and code paths." - }, - { - "left": "pull_request:11479", - "right": "pull_request:11504", + "left": "pull_request:10324", + "right": "pull_request:9206", "accept": false, - "reason": "Documentation rename for Intel Gaudi vs dependency-table/CI update; no shared underlying fix." + "reason": "Both touch tests around pipeline behavior, but one is Kandinsky CPU offload and the other is xformers test handling across other pipelines; different bugs and code paths." }, { - "left": "pull_request:12099", - "right": "pull_request:12687", + "left": "pull_request:10630", + "right": "pull_request:11124", "accept": false, - "reason": "Qwen device typo in a pipeline vs autoencoder multiscales typo fix; same general theme of typos but different components and failures." + "reason": "Unrelated test updates: one adjusts Flax scheduler slice expectations, the other changes a CogView4 tokenizer fixture." }, { - "left": "pull_request:12397", - "right": "pull_request:12491", + "left": "pull_request:11469", + "right": "pull_request:12277", "accept": false, - "reason": "Two CI workflow changes, but one disables installing main branches and the other adds link checking; distinct CI concerns." + "reason": "Both are test skips/xfails, but they target different pipelines and failure modes; not the same underlying issue." }, { - "left": "pull_request:12493", - "right": "pull_request:13119", + "left": "pull_request:1277", + "right": "pull_request:1579", "accept": false, - "reason": "LTX-Video model/docs conversion work vs FLUX LoRA key conversion logic; unrelated pipeline/model changes." + "reason": "Both mention documentation/examples, but one is a publish-doc workflow and the other adds research-project examples; no shared bug or change." }, { - "left": "pull_request:13029", - "right": "pull_request:13204", + "left": "pull_request:5057", + "right": "pull_request:5653", "accept": false, - "reason": "Modular docs quickstart rewrite vs modular pipeline trust_remote_code behavior; related area but not the same concrete bug or change." + "reason": "SDXL clip-skip support and PEFT-aware warning/unwrapping are unrelated feature fixes in different code paths." }, { - "left": "pull_request:1331", - "right": "pull_request:349", + "left": "pull_request:10188", + "right": "pull_request:8691", "accept": false, - "reason": "ONNX inpainting scheduler-input ordering fix vs adding type hints to DDPM scheduler; entirely different scope." + "reason": "Both concern LoRA loading, but one fixes Flux shape expansion and the other changes vanilla fine-tuned LoRA loading logic; not mergeable into one PR." }, { - "left": "pull_request:1968", - "right": "pull_request:3673", + "left": "pull_request:10318", + "right": "pull_request:10719", "accept": false, - "reason": "CPU offload documentation/code correction vs multi-GPU DreamBooth model unwrap fix; different training/runtime issues." + "reason": "A Flux LoRA integration test and ONNX provider_options plumbing are unrelated." }, { - "left": "pull_request:2467", - "right": "pull_request:4040", + "left": "pull_request:10360", + "right": "pull_request:8964", "accept": false, - "reason": "Latent output type feature across pipelines vs config default-values list type change; no common bug/change." + "reason": "CI release-workflow install URL fix and AudioLDM2 generation cache-position fix are unrelated." }, { - "left": "pull_request:3023", - "right": "pull_request:3957", + "left": "pull_request:10378", + "right": "pull_request:11319", "accept": false, - "reason": "Torch 2.0 attention processor change vs UNet attention-name correction/refactor; same file area but not the same fix." + "reason": "DreamBooth LoRA training support and a docs/community entry are unrelated changes." }, { - "left": "pull_request:3023", - "right": "pull_request:833", + "left": "pull_request:10921", + "right": "pull_request:11087", "accept": false, - "reason": "Attention processor update vs release version bump; unrelated." + "reason": "Both are Wan-related, but one adds Wan 2.1 support and the other fixes Wan I2V latent handling; different scope and code paths." }, { - "left": "pull_request:3297", - "right": "pull_request:4596", + "left": "pull_request:11196", + "right": "pull_request:12363", "accept": false, - "reason": "Retrieval-augmented diffusion project addition vs SDXL conversion script; different features and targets." + "reason": "Safe-serialization save_pretrained behavior and QwenImageEdit Plus docs/tests are unrelated." }, { - "left": "pull_request:3446", - "right": "pull_request:5754", + "left": "pull_request:11421", + "right": "pull_request:9878", "accept": false, - "reason": "Pipeline warning message fix vs formatting-only cleanup; unrelated." + "reason": "Dreambooth interpolation default and gradient-checkpointing eval-mode changes are unrelated training/model behaviors." }, { - "left": "pull_request:3607", - "right": "pull_request:3804", + "left": "pull_request:11479", + "right": "pull_request:11504", "accept": false, - "reason": "Temb attention fix vs legacy attention weight conversion/device-map support; both touch attention code but solve different problems." + "reason": "Docs rename for Intel Gaudi and dependency/workflow updates are not the same change." }, { - "left": "pull_request:3708", - "right": "pull_request:5948", + "left": "pull_request:12099", + "right": "pull_request:12687", "accept": false, - "reason": "Replace distutils version sorting vs variant-loading warning condition fix; unrelated." + "reason": "Two typo fixes in different subsystems (Qwen image pipeline vs autoencoder_dc); no shared bug." }, { - "left": "pull_request:3847", - "right": "pull_request:6150", + "left": "pull_request:12397", + "right": "pull_request:12491", "accept": false, - "reason": "Soft-dependency test/workflow addition vs IP-Adapter converter method; unrelated." + "reason": "Both are CI/workflow changes, but one disables transformers-from-main installs and the other adds doc link checking; distinct purposes." }, { - "left": "pull_request:3912", - "right": "pull_request:6144", + "left": "pull_request:12493", + "right": "pull_request:13119", "accept": false, - "reason": "Feature to finetune text encoder in LoRA training vs saving LoRA weights from unwrapped model; same script but different behavior and no shared bug." + "reason": "LTX-Video docs/pipeline work and Flux2 LoRA key conversion are unrelated model-family changes." }, { - "left": "pull_request:4855", - "right": "pull_request:6904", + "left": "pull_request:13029", + "right": "pull_request:13204", "accept": false, - "reason": "Offloading/side-loading support vs PIL image input support; unrelated loader/runtime changes." + "reason": "Modular quickstart docs and modular trust_remote_code/component-loading logic are different changes, not duplicates." }, { - "left": "pull_request:5771", - "right": "pull_request:6262", + "left": "pull_request:1331", + "right": "pull_request:349", "accept": false, - "reason": "Large loader refactor vs moving panorama pipeline out of stable_diffusion; different refactors in different subsystems." + "reason": "An inpainting scheduler-order bugfix and DDPMScheduler type hints are unrelated." }, { - "left": "pull_request:5771", - "right": "pull_request:6263", + "left": "pull_request:1968", + "right": "pull_request:3673", "accept": false, - "reason": "Loader refactor vs LDM3D pipeline move; unrelated." + "reason": "CPU offload behavior/docs and multi-GPU DreamBooth fixes are different issues." }, { - "left": "pull_request:5771", - "right": "pull_request:6264", + "left": "pull_request:2467", + "right": "pull_request:4040", "accept": false, - "reason": "Loader refactor vs SAG pipeline move; unrelated." + "reason": "Latent output-type support and _use_default_values list typing are unrelated." }, { - "left": "pull_request:6432", - "right": "pull_request:7216", + "left": "pull_request:3023", + "right": "pull_request:3957", "accept": false, - "reason": "README learning-rate tweak vs from_single_file signature update; unrelated." + "reason": "Both involve attention code, but one changes head/batch reshaping behavior and the other is an unfinished attn-name correction; not the same concrete fix." }, { - "left": "pull_request:7044", - "right": "pull_request:7662", + "left": "pull_request:3023", + "right": "pull_request:833", "accept": false, - "reason": "UNet refactor re-addition vs removing redundant Flax CI installs; unrelated." + "reason": "Attention processor changes and a version bump release PR are unrelated." }, { - "left": "pull_request:7455", - "right": "pull_request:7662", + "left": "pull_request:3297", + "right": "pull_request:4596", "accept": false, - "reason": "Removing distutils usage vs CI cleanup; unrelated." + "reason": "Retrieval-augmented diffusion examples and SDXL conversion scripts are unrelated project additions." }, { - "left": "pull_request:7738", - "right": "pull_request:8496", + "left": "pull_request:3446", + "right": "pull_request:5754", "accept": false, - "reason": "LoRA device-placement test fix vs SD3 transformer warning-log guard; different bugs and code paths." + "reason": "Pipeline loading warning text fix and general style cleanup are unrelated." } ] }, @@ -158211,66 +158180,78 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 174, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10086", "pull_request:10096", - "pull_request:10119", - "pull_request:10132", - "pull_request:10188", - "pull_request:10342", - "pull_request:10351", - "pull_request:10544", - "pull_request:10547", - "pull_request:10557", - "pull_request:10810", - "pull_request:10894", "pull_request:10922", - "pull_request:11059", - "pull_request:11243", - "pull_request:11252", "pull_request:12109", "pull_request:12215", - "pull_request:12315", "pull_request:12416", - "pull_request:12424", "pull_request:12519", "pull_request:13352", "pull_request:3001", "pull_request:3128", + "pull_request:3607", + "pull_request:3708", + "pull_request:3804", + "pull_request:3847", + "pull_request:3912", "pull_request:4352", "pull_request:4417", + "pull_request:4855", "pull_request:4986", "pull_request:5261", "pull_request:5361", "pull_request:5419", + "pull_request:5771", "pull_request:5938", + "pull_request:5948", + "pull_request:6144", + "pull_request:6150", + "pull_request:6262", + "pull_request:6263", + "pull_request:6264", "pull_request:6303", + "pull_request:6432", + "pull_request:6904", "pull_request:6975", + "pull_request:7044", + "pull_request:7216", "pull_request:7359", + "pull_request:7455", + "pull_request:7662", + "pull_request:7738", "pull_request:8467", + "pull_request:8496", "pull_request:8618", "pull_request:8627", - "pull_request:8964", - "pull_request:9060", "pull_request:9175", "pull_request:9569", - "pull_request:9676", - "pull_request:9684", - "pull_request:9687", "pull_request:9918", - "pull_request:9938", "pull_request:9985" ], "soft_pairs": [ + "pull_request:3607|pull_request:3804", + "pull_request:3708|pull_request:5948", + "pull_request:3847|pull_request:6150", + "pull_request:3912|pull_request:6144", + "pull_request:4855|pull_request:6904", + "pull_request:5771|pull_request:6262", + "pull_request:5771|pull_request:6263", + "pull_request:5771|pull_request:6264", + "pull_request:6432|pull_request:7216", + "pull_request:7044|pull_request:7662", + "pull_request:7455|pull_request:7662", + "pull_request:7738|pull_request:8496", "pull_request:8467|pull_request:9569", "pull_request:8618|pull_request:9918", "pull_request:9175|pull_request:9985", @@ -158284,204 +158265,192 @@ "pull_request:12109|pull_request:12416", "pull_request:12215|pull_request:12416", "pull_request:10086|pull_request:10922", - "pull_request:10096|pull_request:8627", - "pull_request:10119|pull_request:10544", - "pull_request:10132|pull_request:9060", - "pull_request:10188|pull_request:11243", - "pull_request:10342|pull_request:9938", - "pull_request:10351|pull_request:10557", - "pull_request:10547|pull_request:8964", - "pull_request:10557|pull_request:9676", - "pull_request:10810|pull_request:9684", - "pull_request:10810|pull_request:9687", - "pull_request:10894|pull_request:9676", - "pull_request:11059|pull_request:12315", - "pull_request:11252|pull_request:12424" + "pull_request:10096|pull_request:8627" ], - "prepared_review_unit_hash": "359bc04cb7ac5990bc5bac90127f866adf2cc6fc7d5b924595ad08c6627e5675", + "prepared_review_unit_hash": "fe253d67134473eed10f665714f23bf98fedfbcd9af309bb49060634088b80e1", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 103324, - "estimated_input_tokens": 25831, - "estimated_eval_tokens": 51918 + "serialized_chars": 105313, + "estimated_input_tokens": 26329, + "estimated_eval_tokens": 52914 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "I don\u2019t see true duplicates here: the soft pairs mostly share only broad areas like Flux, LoRA, schedulers, docs, or CI, but they target different concrete bugs or features. I rejected all soft edges and do not see a strong canonical issue; the closest canonical PR anchor is the broad Flux feature PR 9985.", - "confidence": 0.82, + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share broad subsystems or filenames, but they fix different bugs, add different features, or touch unrelated docs/tests/workflows. No duplicate groups are supported by the content.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 9985 is the broadest, most heavily reviewed merged feature in this set and is the closest thing to a representative anchor, even though the surrounding items are not true duplicates of it.", + "canonical_pr_reason": "No canonical PR: the items span many unrelated changes across pipelines, schedulers, docs, workflows, and examples, so there is no single representative duplicate target.", "best_issue_reason": null, - "best_pr_reason": "PR 9985 is the strongest overall representative by scope and review activity; it is the most substantial merged PR among the items.", + "best_pr_reason": "No global best PR stands out; the cluster is too mixed for a meaningful representative artifact.", "soft_edge_verdicts": [ + { + "left": "pull_request:3607", + "right": "pull_request:3804", + "accept": false, + "reason": "Same file, but different fixes: temb attention handling vs legacy attention block weight conversion. Not the same bug." + }, + { + "left": "pull_request:3708", + "right": "pull_request:5948", + "accept": false, + "reason": "Version sorting for custom releases vs a variant-loading warning fix. Unrelated behavior." + }, + { + "left": "pull_request:3847", + "right": "pull_request:6150", + "accept": false, + "reason": "Test/workflow addition for soft dependencies vs IP-Adapter conversion helper. Different changes." + }, + { + "left": "pull_request:3912", + "right": "pull_request:6144", + "accept": false, + "reason": "Text-encoder finetuning feature vs checkpoint-save unwrapping in the LoRA script. Same script family, not the same change." + }, + { + "left": "pull_request:4855", + "right": "pull_request:6904", + "accept": false, + "reason": "Offload-hook handling vs making load_image accept PIL images. Different code paths and bugs." + }, + { + "left": "pull_request:5771", + "right": "pull_request:6262", + "accept": false, + "reason": "Loader refactor vs moving Panorama out of stable_diffusion. Not the same underlying change." + }, + { + "left": "pull_request:5771", + "right": "pull_request:6263", + "accept": false, + "reason": "Loader refactor vs moving LDM3D out of stable_diffusion. Unrelated." + }, + { + "left": "pull_request:5771", + "right": "pull_request:6264", + "accept": false, + "reason": "Loader refactor vs moving SAG out of stable_diffusion. Unrelated." + }, + { + "left": "pull_request:6432", + "right": "pull_request:7216", + "accept": false, + "reason": "README learning-rate tweak vs from_single_file signature update. Different scope." + }, + { + "left": "pull_request:7044", + "right": "pull_request:7662", + "accept": false, + "reason": "UNet refactor/re-addition vs removal of a redundant flax-test install command. Different changes." + }, + { + "left": "pull_request:7455", + "right": "pull_request:7662", + "accept": false, + "reason": "Distutils removal vs workflow cleanup. No shared bug or change." + }, + { + "left": "pull_request:7738", + "right": "pull_request:8496", + "accept": false, + "reason": "LoRA device-placement fix vs SD3 warning-log gating. Unrelated." + }, { "left": "pull_request:8467", "right": "pull_request:9569", "accept": false, - "reason": "Different fixes for different models/pipelines: SEGA pipeline behavior vs CogVideoX VAE decode batching." + "reason": "SEGA pipeline device fix vs CogVideoX autoencoder decode fix. Different pipelines and failures." }, { "left": "pull_request:8618", "right": "pull_request:9918", "accept": false, - "reason": "SD3 tiny autoencoder shift-factor change is unrelated to the server example addition." + "reason": "SD3 tiny autoencoder shift_factor change vs adding a server example. Different artifacts and purpose." }, { "left": "pull_request:9175", "right": "pull_request:9985", "accept": false, - "reason": "Both are Flux-related, but one adds Union ControlNet while the other adds Fill/Canny/Depth/Redux features; not the same change." + "reason": "Both touch Flux, but one adds union ControlNet support while the other adds Fill/Canny/Depth/Redux variants. Not the same concrete feature." }, { "left": "pull_request:5938", "right": "pull_request:6975", "accept": false, - "reason": "ControlNet LoRA support and single-file ControlNet inpaint loading are different code paths and bugs." + "reason": "ControlNet LoRA support draft vs single-file ControlNet inpaint fix. Different functionality." }, { "left": "pull_request:12519", "right": "pull_request:13352", "accept": false, - "reason": "Toctree sorting cleanup is unrelated to the claude review workflow checkout fix." + "reason": "Toctree sorting fix vs Claude review workflow checkout step. Unrelated CI/docs changes." }, { "left": "pull_request:4352", "right": "pull_request:4417", "accept": false, - "reason": "Kandinsky combined pipeline offload helpers and Zero123 community pipeline support are different features." + "reason": "Kandinsky combined pipeline fixes vs Zero123 community pipeline support. Different models and goals." }, { "left": "pull_request:5361", "right": "pull_request:5419", "accept": false, - "reason": "The WIP PEFT integration branch and the push-test addition are not the same bug/change." + "reason": "Temporary PEFT integration testing branch vs the actual push-test addition. Not the same mergeable change." }, { "left": "pull_request:6303", "right": "pull_request:7359", "accept": false, - "reason": "ADD training scripts and ResAdapter training are distinct research examples." + "reason": "ADD training scripts vs ResAdapter training script. Different research projects." }, { "left": "pull_request:3001", "right": "pull_request:4986", "accept": false, - "reason": "Karras support in DPMSolver is not the same as the broader sigma-based scheduler refactor." + "reason": "Karras support for DPMSolverMultistepScheduler vs a broader sigma-based refactor across schedulers. Related area, but not the same change." }, { "left": "pull_request:3128", "right": "pull_request:5261", "accept": false, - "reason": "Img2img timestep slicing and callback step-index reporting are separate scheduler-related fixes." + "reason": "Correct img2img timesteps vs fixing callback step indexing. Same subsystem, different bug." }, { "left": "pull_request:12109", "right": "pull_request:12416", "accept": false, - "reason": "UniPC custom sigma/timestep support and QwenImage Edit Plus modular support are unrelated changes." + "reason": "UniPC scheduler custom sigmas/timesteps vs QwenImage Edit Plus modular pipeline support. Unrelated." }, { "left": "pull_request:12215", "right": "pull_request:12416", "accept": false, - "reason": "QwenImage ControlNet support and QwenImage Edit Plus modular support are different features, only sharing the QwenImage area." + "reason": "Qwen-Image ControlNet support vs QwenImage Edit Plus modular support. Same product family, but different features and code paths." }, { "left": "pull_request:10086", "right": "pull_request:10922", "accept": false, - "reason": "StableDiffusion3 skip-guidance fix and Wan 2.1 implementation are unrelated." + "reason": "StableDiffusion3 skip-guidance bugfix vs Wan2.1 continuation work. Unrelated." }, { "left": "pull_request:10096", "right": "pull_request:8627", "accept": false, - "reason": "Stale-label exemption logic and SD3 ControlNet test sizing are unrelated." - }, - { - "left": "pull_request:10119", - "right": "pull_request:10544", - "accept": false, - "reason": "Documentation for load_lora_adapter and ParaAttention docs are unrelated documentation changes." - }, - { - "left": "pull_request:10132", - "right": "pull_request:9060", - "accept": false, - "reason": "Tokenizers test-environment pin and removal of a debug print in Flux are unrelated." - }, - { - "left": "pull_request:10188", - "right": "pull_request:11243", - "accept": false, - "reason": "Flux LoRA expansion/error-test changes and Wan musubi LoRA conversion support are different conversion paths." - }, - { - "left": "pull_request:10342", - "right": "pull_request:9938", - "accept": false, - "reason": "get_parameter_dtype logic update and SDXL reference pipeline docs are unrelated." - }, - { - "left": "pull_request:10351", - "right": "pull_request:10557", - "accept": false, - "reason": "A LoRA test helper change and a single-file slow-test fix are not the same underlying issue." - }, - { - "left": "pull_request:10547", - "right": "pull_request:8964", - "accept": false, - "reason": "Offload-test configuration for CogVideoX/CogView3 and CogVideoX VAE cache-position fix are unrelated." - }, - { - "left": "pull_request:10557", - "right": "pull_request:9676", - "accept": false, - "reason": "Single-file test adjustments and an import-path fix are unrelated." - }, - { - "left": "pull_request:10810", - "right": "pull_request:9684", - "accept": false, - "reason": "Flux LoRA conversion support and CogVideoX encode/decode batching are unrelated." - }, - { - "left": "pull_request:10810", - "right": "pull_request:9687", - "accept": false, - "reason": "Flux LoRA conversion support and Flux ControlNet support are different concrete features." - }, - { - "left": "pull_request:10894", - "right": "pull_request:9676", - "accept": false, - "reason": "Toctree sorting cleanup and an EntryNotFoundError import fix are unrelated." - }, - { - "left": "pull_request:11059", - "right": "pull_request:12315", - "accept": false, - "reason": "Wan LoRA conversion support and lora-test scheduler simplification are not the same change." - }, - { - "left": "pull_request:11252", - "right": "pull_request:12424", - "accept": false, - "reason": "Timeout constant cleanup and docker/workflow definition fixes are unrelated." + "reason": "Stale-bot exemption change vs SD3 ControlNet fast-test PR. Different maintenance areas." } ] }, @@ -158495,26 +158464,42 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 175, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:10119", + "pull_request:10132", + "pull_request:10188", + "pull_request:10342", + "pull_request:10351", + "pull_request:10544", + "pull_request:10547", + "pull_request:10557", + "pull_request:10810", + "pull_request:10894", + "pull_request:11059", + "pull_request:11243", + "pull_request:11252", "pull_request:11743", "pull_request:11813", "pull_request:11894", "pull_request:12018", "pull_request:12231", "pull_request:12315", + "pull_request:12424", "pull_request:12450", "pull_request:13119", "pull_request:13120", "pull_request:13204", + "pull_request:13338", + "pull_request:13536", "pull_request:1414", "pull_request:1415", "pull_request:1468", @@ -158525,41 +158510,38 @@ "pull_request:2101", "pull_request:225", "pull_request:2314", - "pull_request:2470", "pull_request:2529", - "pull_request:2553", - "pull_request:2637", - "pull_request:2730", "pull_request:2734", - "pull_request:2915", - "pull_request:2919", - "pull_request:3003", - "pull_request:3037", - "pull_request:3047", - "pull_request:3241", - "pull_request:3245", - "pull_request:3370", - "pull_request:3398", - "pull_request:3536", - "pull_request:3568", "pull_request:3614", - "pull_request:3675", "pull_request:3766", - "pull_request:3850", - "pull_request:4058", - "pull_request:4188", - "pull_request:5053", - "pull_request:5396", - "pull_request:889", + "pull_request:8964", + "pull_request:9060", "pull_request:908", - "pull_request:957" + "pull_request:957", + "pull_request:9676", + "pull_request:9684", + "pull_request:9687", + "pull_request:9938" ], "soft_pairs": [ + "pull_request:10119|pull_request:10544", + "pull_request:10132|pull_request:9060", + "pull_request:10188|pull_request:11243", + "pull_request:10342|pull_request:9938", + "pull_request:10351|pull_request:10557", + "pull_request:10547|pull_request:8964", + "pull_request:10557|pull_request:9676", + "pull_request:10810|pull_request:9684", + "pull_request:10810|pull_request:9687", + "pull_request:10894|pull_request:9676", + "pull_request:11059|pull_request:12315", + "pull_request:11252|pull_request:12424", "pull_request:11743|pull_request:11813", "pull_request:11894|pull_request:12450", "pull_request:12018|pull_request:12231", "pull_request:12315|pull_request:13119", "pull_request:13120|pull_request:13204", + "pull_request:13338|pull_request:13536", "pull_request:1414|pull_request:957", "pull_request:1415|pull_request:2529", "pull_request:1468|pull_request:1494", @@ -158567,205 +158549,192 @@ "pull_request:1951|pull_request:225", "pull_request:1965|pull_request:908", "pull_request:2101|pull_request:2734", - "pull_request:2314|pull_request:3614", - "pull_request:2470|pull_request:4188", - "pull_request:2553|pull_request:889", - "pull_request:2637|pull_request:3245", - "pull_request:2637|pull_request:3398", - "pull_request:2730|pull_request:3245", - "pull_request:2730|pull_request:3398", - "pull_request:2915|pull_request:5053", - "pull_request:2919|pull_request:3037", - "pull_request:3003|pull_request:4058", - "pull_request:3047|pull_request:3241", - "pull_request:3370|pull_request:3568", - "pull_request:3536|pull_request:3675", - "pull_request:3850|pull_request:5396" + "pull_request:2314|pull_request:3614" ], - "prepared_review_unit_hash": "b7208705d2cea1419e726fa6f90b1504cfdacec77da3c3bc3c66940f81e07380", + "prepared_review_unit_hash": "2bc27d37be836f237183bdfa2acb4b97910c3d4bad7aa95e9de094c3966dea59", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 96715, - "estimated_input_tokens": 24179, - "estimated_eval_tokens": 48614 + "serialized_chars": 96031, + "estimated_input_tokens": 24008, + "estimated_eval_tokens": 48272 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: docs typos, test tweaks, CI maintenance, training scripts, and unrelated model/runtime fixes. I don\u2019t see a single underlying bug or change that ties them together as duplicates.", - "confidence": 0.93, + "summary": "This cluster is not a duplicate set; it mixes unrelated docs, CI, LoRA conversion, modular pipeline, and test-only PRs across many months/years.", + "confidence": 0.18, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: there is no single underlying bug or change tying these PRs together.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No PR is a good cluster representative because the items are heterogeneous and touch different subsystems and code paths.", "soft_edge_verdicts": [ { - "left": "pull_request:11743", - "right": "pull_request:11813", + "left": "pull_request:10119", + "right": "pull_request:10544", "accept": false, - "reason": "Both are FLUX training-related, but they target different variants and add different scripts/docs; not the same concrete change." + "reason": "Different docs topics: LoRA adapter loading vs ParaAttention optimization docs." }, { - "left": "pull_request:11894", - "right": "pull_request:12450", + "left": "pull_request:10132", + "right": "pull_request:9060", "accept": false, - "reason": "Both touch CI/install files, but 11894 only pins k-diffusion while 12450 broadly revisits multiple CI setups and dependencies." + "reason": "Unrelated changes: CI dependency install vs removing a debug print in FLUX transformer code." }, { - "left": "pull_request:12018", - "right": "pull_request:12231", + "left": "pull_request:10188", + "right": "pull_request:11243", "accept": false, - "reason": "A link fix and a typo cleanup across example docs are unrelated edits, not one bug or patch." + "reason": "Both LoRA-related, but one is Flux loader error handling and the other adds Musubi Wan LoRA conversion support." }, { - "left": "pull_request:12315", - "right": "pull_request:13119", + "left": "pull_request:10342", + "right": "pull_request:9938", "accept": false, - "reason": "One is test simplification across LoRA schedulers; the other fixes Flux2 LoRA key conversion logic. Different code paths." + "reason": "Unrelated: parameter dtype utility vs SDXL reference pipeline docs/example updates." }, { - "left": "pull_request:13120", - "right": "pull_request:13204", + "left": "pull_request:10351", + "right": "pull_request:10557", "accept": false, - "reason": "One adds modular pipeline tests, the other changes component update behavior for remote-code handling; not the same fix." + "reason": "Different test fixes for different areas; not the same underlying bug." }, { - "left": "pull_request:1414", - "right": "pull_request:957", + "left": "pull_request:10547", + "right": "pull_request:8964", "accept": false, - "reason": "A clip-guided cutout-size fix is unrelated to the text-to-image scheduler bug in the other PR." + "reason": "Offload test tuning for CogVideoX/CogView3 is unrelated to AudioLDM2 cache-position generation." }, { - "left": "pull_request:1415", - "right": "pull_request:2529", + "left": "pull_request:10557", + "right": "pull_request:9676", "accept": false, - "reason": "Broad Stable Diffusion cleanup is not the same as the specific checkpoint conversion fallback fix." + "reason": "Single-file test fixture change vs import-path cleanup; no shared bug." }, { - "left": "pull_request:1468", - "right": "pull_request:1494", + "left": "pull_request:10810", + "right": "pull_request:9684", "accept": false, - "reason": "Saving trained betas and adding safetensors serialization are different model-saving features." + "reason": "Different LoRA/Wan changes vs VAE framewise batching in CogVideoX." }, { - "left": "pull_request:1945", - "right": "pull_request:3766", + "left": "pull_request:10810", + "right": "pull_request:9687", "accept": false, - "reason": "UNet block tests and Kandinsky UNet conversion-script updates do not address the same issue." + "reason": "Flux LoRA conversion support is unrelated to adding Xlabs ControlNet support." }, { - "left": "pull_request:1951", - "right": "pull_request:225", + "left": "pull_request:10894", + "right": "pull_request:9676", "accept": false, - "reason": "An update to ColossalAI integration and a README release note are unrelated changes." + "reason": "Docs toctree sorting vs benchmark import cleanup are unrelated." }, { - "left": "pull_request:1965", - "right": "pull_request:908", + "left": "pull_request:11059", + "right": "pull_request:12315", "accept": false, - "reason": "Checkpoint merger cleanup and a stable-diffusion mega inpaint pipeline fix are different code changes." + "reason": "Wan LoRA conversion support and scheduler-test simplification are different changes." }, { - "left": "pull_request:2101", - "right": "pull_request:2734", + "left": "pull_request:11252", + "right": "pull_request:12424", "accept": false, - "reason": "Both are docs updates, but they cover different pipelines and different content corrections." + "reason": "Timeout constant fix in a utility script vs broad Dockerfile/workflow definitions cleanup." }, { - "left": "pull_request:2314", - "right": "pull_request:3614", + "left": "pull_request:11743", + "right": "pull_request:11813", "accept": false, - "reason": "These are separate test-maintenance PRs in different areas; they don\u2019t fix the same failing behavior." + "reason": "Both Flux training-related, but one is a shortened research script and the other is Kontext training support; not the same change." }, { - "left": "pull_request:2470", - "right": "pull_request:4188", + "left": "pull_request:11894", + "right": "pull_request:12450", "accept": false, - "reason": "MPS test skips and SDXL ControlNet training follow-up fixes are unrelated." + "reason": "Both touch dependency installation, but one pins k-diffusion for CI and the other revisits many CI/Docker installs broadly." }, { - "left": "pull_request:2553", - "right": "pull_request:889", + "left": "pull_request:12018", + "right": "pull_request:12231", "accept": false, - "reason": "A Flax CFG flag change and adding pipeline components documentation are different features." + "reason": "Docs link text fix vs typo cleanup across examples are unrelated." }, { - "left": "pull_request:2637", - "right": "pull_request:3245", + "left": "pull_request:12315", + "right": "pull_request:13119", "accept": false, - "reason": "Quicktour typo cleanup and Chinese docs restructuring/translations are not the same underlying change." + "reason": "Scheduler-test consolidation is unrelated to Flux2 LoRA key conversion handling." }, { - "left": "pull_request:2637", - "right": "pull_request:3398", + "left": "pull_request:13120", + "right": "pull_request:13204", "accept": false, - "reason": "Both are docs edits, but they fix different typos in different pages." + "reason": "Both modular-pipeline related, but one adds tests and the other changes update_components behavior." }, { - "left": "pull_request:2730", - "right": "pull_request:3245", + "left": "pull_request:13338", + "right": "pull_request:13536", "accept": false, - "reason": "A docs wording/update change and a translated docs tree refresh are unrelated." + "reason": "Same workflow file, but different permission changes and different workflow behavior; not one concrete fix." }, { - "left": "pull_request:2730", - "right": "pull_request:3398", + "left": "pull_request:1414", + "right": "pull_request:957", "accept": false, - "reason": "One updates a training doc page; the other fixes a Stable Diffusion typo. Different scope and content." + "reason": "Clip-guided cutout sizing fix is unrelated to the text-to-image scheduler argument change." }, { - "left": "pull_request:2915", - "right": "pull_request:5053", + "left": "pull_request:1415", + "right": "pull_request:2529", "accept": false, - "reason": "A slow-test tolerance adjustment is unrelated to adding nargs to a validation_image CLI argument." + "reason": "Broad Stable Diffusion fixes vs open-clip checkpoint conversion; different code paths and bugs." }, { - "left": "pull_request:2919", - "right": "pull_request:3037", + "left": "pull_request:1468", + "right": "pull_request:1494", "accept": false, - "reason": "Speeding up a unit test and skipping an unstable MPS test are different test-maintenance actions." + "reason": "Saving trained betas is unrelated to adding safetensors serialization support." }, { - "left": "pull_request:3003", - "right": "pull_request:4058", + "left": "pull_request:1945", + "right": "pull_request:3766", "accept": false, - "reason": "Dynamic-thresholding bug fixes are unrelated to SDXL doc formatting/imagery updates." + "reason": "UNet block tests are unrelated to Kandinsky UNet conversion script updates." }, { - "left": "pull_request:3047", - "right": "pull_request:3241", + "left": "pull_request:1951", + "right": "pull_request:225", "accept": false, - "reason": "Report-name CI plumbing and UnCLIP fast-test tolerance are separate fixes." + "reason": "ColossalAI integration update and README release notes are unrelated." }, { - "left": "pull_request:3370", - "right": "pull_request:3568", + "left": "pull_request:1965", + "right": "pull_request:908", "accept": false, - "reason": "A PyTorch 2.0 docs refresh and a broken-links docs patch are not the same issue." + "reason": "Checkpoint merger utility vs mega inpaint pipeline routing are different changes." }, { - "left": "pull_request:3536", - "right": "pull_request:3675", + "left": "pull_request:2101", + "right": "pull_request:2734", "accept": false, - "reason": "IF super-resolution input normalization and a UniDiffuser V100 test fix are unrelated." + "reason": "InstructPix2Pix docs/example update is unrelated to Habana documentation numbers." }, { - "left": "pull_request:3850", - "right": "pull_request:5396", + "left": "pull_request:2314", + "right": "pull_request:3614", "accept": false, - "reason": "Audio diffusion test setup and stale-bot timezone handling are completely separate concerns." + "reason": "Both are test tweaks, but they address different pipelines and different expected-slice issues." } ] }, @@ -158779,16 +158748,35 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 176, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:2470", + "pull_request:2553", + "pull_request:2637", + "pull_request:2730", + "pull_request:2915", + "pull_request:2919", + "pull_request:3003", + "pull_request:3037", + "pull_request:3047", + "pull_request:3241", + "pull_request:3245", + "pull_request:3370", + "pull_request:3398", + "pull_request:3536", + "pull_request:3568", + "pull_request:3675", + "pull_request:3850", + "pull_request:4058", + "pull_request:4188", "pull_request:4211", "pull_request:4319", "pull_request:4564", @@ -158796,48 +158784,43 @@ "pull_request:4749", "pull_request:4787", "pull_request:5030", + "pull_request:5053", "pull_request:508", "pull_request:51", "pull_request:5122", "pull_request:5157", "pull_request:5275", "pull_request:5393", + "pull_request:5396", "pull_request:5506", "pull_request:5579", "pull_request:5626", "pull_request:564", "pull_request:5672", "pull_request:5699", - "pull_request:5707", - "pull_request:6049", - "pull_request:6065", "pull_request:6075", "pull_request:6163", "pull_request:6215", - "pull_request:6229", "pull_request:6305", - "pull_request:6389", "pull_request:6450", - "pull_request:6588", - "pull_request:6764", - "pull_request:6772", - "pull_request:6997", - "pull_request:7328", - "pull_request:7359", - "pull_request:7442", - "pull_request:7464", "pull_request:748", - "pull_request:7653", "pull_request:7679", - "pull_request:7771", - "pull_request:7778", - "pull_request:7825", - "pull_request:8386", - "pull_request:8825", - "pull_request:9065", - "pull_request:9442" + "pull_request:889" ], "soft_pairs": [ + "pull_request:2470|pull_request:4188", + "pull_request:2553|pull_request:889", + "pull_request:2637|pull_request:3245", + "pull_request:2637|pull_request:3398", + "pull_request:2730|pull_request:3245", + "pull_request:2730|pull_request:3398", + "pull_request:2915|pull_request:5053", + "pull_request:2919|pull_request:3037", + "pull_request:3003|pull_request:4058", + "pull_request:3047|pull_request:3241", + "pull_request:3370|pull_request:3568", + "pull_request:3536|pull_request:3675", + "pull_request:3850|pull_request:5396", "pull_request:4211|pull_request:5699", "pull_request:4319|pull_request:4564", "pull_request:4666|pull_request:6450", @@ -158850,191 +158833,192 @@ "pull_request:5275|pull_request:6305", "pull_request:5506|pull_request:7679", "pull_request:5626|pull_request:6163", - "pull_request:5672|pull_request:6215", - "pull_request:5707|pull_request:6997", - "pull_request:6049|pull_request:7464", - "pull_request:6065|pull_request:6588", - "pull_request:6229|pull_request:7771", - "pull_request:6229|pull_request:8386", - "pull_request:6389|pull_request:7653", - "pull_request:6764|pull_request:7778", - "pull_request:6772|pull_request:8825", - "pull_request:7328|pull_request:9065", - "pull_request:7359|pull_request:7442", - "pull_request:7825|pull_request:9442" + "pull_request:5672|pull_request:6215" ], - "prepared_review_unit_hash": "48514085584c205ba9834af004078241b5549c98e65229bc7c52af917c21a230", + "prepared_review_unit_hash": "be0e104aea1b83f8bba80d22731d4719768a4876414610cb77e92e078f250b75", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 24, - "serialized_chars": 96620, - "estimated_input_tokens": 24155, - "estimated_eval_tokens": 48566 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 95513, + "estimated_input_tokens": 23879, + "estimated_eval_tokens": 48014 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most pairs are only superficially similar by subsystem or title wording, but they do not fix the same concrete bug/change. I rejected all soft edges and treated the cluster as non-duplicate PRs grouped by loose similarity.", - "confidence": 0.97, + "summary": "This cluster is mostly a grab-bag of unrelated small PRs (docs, tests, workflow tweaks, and a few distinct code fixes). I don\u2019t see one underlying bug/change that ties them together, so I would not merge any of the soft-edge pairs.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 6772 is the most substantial and concrete change in the set: a large merged implementation for ControlNet-XS with related docs, examples, model code, and tests. It is a better representative artifact than the many tiny doc/test/workflow fixes here.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 6772 is the strongest representative PR in this mixed cluster because it has the broadest, most clearly defined feature implementation and the richest supporting changes; the others are narrower maintenance or unrelated fixes.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "pull_request:4211", - "right": "pull_request:5699", + "left": "pull_request:2470", + "right": "pull_request:4188", "accept": false, - "reason": "Different fixes in different pipelines: SDXL inpainting docstring cleanup vs unCLIP/stable unclip style rename. Same broad area, not the same underlying change." + "reason": "Both are SD-related maintenance, but one skips MPS tests and the other fixes SDXL ControlNet embedding caching; different code paths and different problems." }, { - "left": "pull_request:4319", - "right": "pull_request:4564", + "left": "pull_request:2553", + "right": "pull_request:889", "accept": false, - "reason": "Both concern SDXL licensing/docs, but one updates training-script model cards and the other renames the ControlNet repo/model card. Not the same bug or change." + "reason": "Both touch pipeline utilities/config behavior, but 2553 adds classifier-free guidance logic in Flax Stable Diffusion while 889 adds a components API; not the same fix." }, { - "left": "pull_request:4666", - "right": "pull_request:6450", + "left": "pull_request:2637", + "right": "pull_request:3245", "accept": false, - "reason": "Both touch LoRA-related behavior, but 4666 adds SDXL ControlNet LoRA support while 6450 is a LoRA test/deprecation cleanup. Different code paths and goals." + "reason": "Both are docs edits, but one is an English quicktour wording fix and the other is a large Chinese docs translation/update; unrelated changes." }, { - "left": "pull_request:4749", - "right": "pull_request:5393", + "left": "pull_request:2637", + "right": "pull_request:3398", "accept": false, - "reason": "Both involve SDXL/dreambooth examples, but one fixes LoRA checkpoint loading and the other migrates examples to HFApi. Distinct changes." + "reason": "Both are minor docs fixes, but they correct different files and different typos; no shared bug or change." }, { - "left": "pull_request:4787", - "right": "pull_request:5157", + "left": "pull_request:2730", + "right": "pull_request:3245", "accept": false, - "reason": "Both modify loaders.py for LoRA weight handling, but 4787 tightens weight-file selection while 5157 fixes Kohya/ControlNet LoRA name conversion. Related subsystem, different bug." + "reason": "One is an English training-doc grammar fix; the other is a broader translated docs update. Same area, not same underlying issue." }, { - "left": "pull_request:5030", - "right": "pull_request:6075", + "left": "pull_request:2730", + "right": "pull_request:3398", "accept": false, - "reason": "Model CPU offload bug fix vs test-only cache cleanup. No shared concrete code-path problem." + "reason": "Both are docs typos, but they fix separate pages and separate wording mistakes." }, { - "left": "pull_request:508", - "right": "pull_request:564", + "left": "pull_request:2915", + "right": "pull_request:5053", "accept": false, - "reason": "Scheduler-related and overlapping files, but 508 adds/updates flax schedulers broadly while 564 only updates Flax scheduler docs. Not mergeable as one duplicate PR." + "reason": "One relaxes a test tolerance for textual inversion; the other changes a CLI argument shape for SDXL validation images. Different subsystems and failures." }, { - "left": "pull_request:51", - "right": "pull_request:748", + "left": "pull_request:2919", + "right": "pull_request:3037", "accept": false, - "reason": "Packaging metadata fix vs training-script hub push fix. Completely different changes." + "reason": "Both are test-related, but 2919 speeds up a 3D UNet test while 3037 skips an unstable MPS test in Stable UnCLIP img2img; not the same concrete issue." }, { - "left": "pull_request:5122", - "right": "pull_request:5579", + "left": "pull_request:3003", + "right": "pull_request:4058", "accept": false, - "reason": "Workflow/Python-version update vs PEFT/transformers minimum-version bump. Same CI ecosystem, different concrete issue." + "reason": "3003 fixes dynamic thresholding logic across schedulers; 4058 only changes SDXL documentation rendering. No overlap beyond broad SDXL/Diffusers context." }, { - "left": "pull_request:5275", - "right": "pull_request:6305", + "left": "pull_request:3047", + "right": "pull_request:3241", "accept": false, - "reason": "SDXL example addition vs DDPMScheduler zero-SNR feature. Unrelated changes." + "reason": "3047 fixes workflow report naming, while 3241 loosens an UnCLIP attention-slicing test. Different artifact types and problems." }, { - "left": "pull_request:5506", - "right": "pull_request:7679", + "left": "pull_request:3370", + "right": "pull_request:3568", "accept": false, - "reason": "Attention processor scaling bug vs CI workflow installing peft differently. Different code paths." + "reason": "Both are docs updates, but 3370 revises PyTorch 2.0 optimization docs and 3568 fixes broken links in basic training docs; unrelated content." }, { - "left": "pull_request:5626", - "right": "pull_request:6163", + "left": "pull_request:3536", + "right": "pull_request:3675", "accept": false, - "reason": "CPU offload test correction vs LoRA test additions. Both are tests, but not the same underlying defect." + "reason": "3536 fixes image normalization in DeepFloyd IF super-resolution pipelines; 3675 is a test fix for UniDiffuser on V100. Different code paths and goals." }, { - "left": "pull_request:5672", - "right": "pull_request:6215", + "left": "pull_request:3850", + "right": "pull_request:5396", "accept": false, - "reason": "Same PixArt test file, but one adds non-square image support and the other changes VAE initialization/test expectations. Related area, not the same bug." + "reason": "3850 fixes audio diffusion test setup; 5396 fixes timezone handling in the stale bot. Completely different areas." }, { - "left": "pull_request:5707", - "right": "pull_request:6997", + "left": "pull_request:4211", + "right": "pull_request:5699", "accept": false, - "reason": "LCM test expansion vs adding LoRA support to a spatiotemporal UNet. Different features and code paths." + "reason": "Both touch SDXL-style pipeline docs/code, but 4211 is a docstring fix for inpainting examples and 5699 is a styling refactor across Stable UnCLIP/UnCLIP. Not the same change." }, { - "left": "pull_request:6049", - "right": "pull_request:7464", + "left": "pull_request:4319", + "right": "pull_request:4564", "accept": false, - "reason": "DemoFusion community example fix vs LDM3D community import fix. Both community examples, but unrelated." + "reason": "4319 updates SDXL training-script licensing text; 4564 renames the ControlNet SDXL model-card repo reference. Same ecosystem, different fixes." }, { - "left": "pull_request:6065", - "right": "pull_request:6588", + "left": "pull_request:4666", + "right": "pull_request:6450", "accept": false, - "reason": "SDXL Turbo docs/model registration vs updating SDXL k-diffusion slow-test expectations. Documentation/test maintenance, not the same change." + "reason": "4666 adds LoRA support for SDXL ControlNet; 6450 changes LoRA test naming/coverage around different scales. One is feature code, the other is test cleanup." }, { - "left": "pull_request:6229", - "right": "pull_request:7771", + "left": "pull_request:4749", + "right": "pull_request:5393", "accept": false, - "reason": "Adding peft to fast push tests vs marking a ControlNetXS unit test flaky. Different CI/test issues." + "reason": "4749 fixes SDXL LoRA checkpointing for text encoders; 5393 updates examples/docs to use HFApi. No shared bug." }, { - "left": "pull_request:6229", - "right": "pull_request:8386", + "left": "pull_request:4787", + "right": "pull_request:5157", "accept": false, - "reason": "Workflow dependency install fix vs broad test refactor to use output_shape. Not the same underlying problem." + "reason": "Both edit loaders.py, but 4787 tightens LoRA checkpoint file selection while 5157 corrects kohya/controlnet LoRA name conversion rules. Different conversion/loading bugs." }, { - "left": "pull_request:6389", - "right": "pull_request:7653", + "left": "pull_request:5030", + "right": "pull_request:6075", "accept": false, - "reason": "Stable Video Diffusion API type/doc tweak vs config utility decorator fix. Different components and intent." + "reason": "5030 fixes model CPU offload when a component key is missing; 6075 fixes backend cache clearing in tests. Different problem domains." }, { - "left": "pull_request:6764", - "right": "pull_request:7778", + "left": "pull_request:508", + "right": "pull_request:564", "accept": false, - "reason": "Serialization guidance docs vs adding a debugging SSH workflow. Not duplicates." + "reason": "Both are Flax scheduler-related, but 508 adds/ports schedulers and 564 updates scheduler docs/behavior wording. Not the same concrete bug or code-path fix." }, { - "left": "pull_request:6772", - "right": "pull_request:8825", + "left": "pull_request:51", + "right": "pull_request:748", "accept": false, - "reason": "ControlNet-XS implementation vs adding ControlNet/IP-Adapter support to SDXL k-diffusion. Same broad modeling area, but different concrete pipelines and code paths." + "reason": "51 is a packaging dependency pin fix; 748 fixes push_to_hub calls in example training scripts. Unrelated." }, { - "left": "pull_request:7328", - "right": "pull_request:9065", + "left": "pull_request:5122", + "right": "pull_request:5579", "accept": false, - "reason": "PyPI workflow dependency tweak vs adding sentencepiece optional dependency support. Different build/runtime concerns." + "reason": "5122 updates workflow/setup Python versions; 5579 bumps the minimum transformers version for PEFT integration. Both dependency-related, but not the same issue." }, { - "left": "pull_request:7359", - "right": "pull_request:7442", + "left": "pull_request:5275", + "right": "pull_request:6305", "accept": false, - "reason": "Two separate community research projects (ResAdapter vs Differential Diffusion). Not the same feature or bug." + "reason": "5275 adds an SDXL JAX/TPU example project; 6305 adds zero-terminal-SNR support to DDPMScheduler. Feature areas do not match." }, { - "left": "pull_request:7825", - "right": "pull_request:9442", + "left": "pull_request:5506", + "right": "pull_request:7679", + "accept": false, + "reason": "5506 fixes PEFT LoRA/xformers attention scaling in model code; 7679 changes the CI install command for PEFT. One runtime bug, one workflow tweak." + }, + { + "left": "pull_request:5626", + "right": "pull_request:6163", + "accept": false, + "reason": "5626 fixes a CPU-offload test assertion; 6163 adds LoRA/xformers tests. Same test suite area, but different objectives and code paths." + }, + { + "left": "pull_request:5672", + "right": "pull_request:6215", "accept": false, - "reason": "Device-map/offload test guard vs CI fix for deprecated attention blocks. Both test infrastructure, but unrelated failures." + "reason": "Both concern PixArt tests, but 5672 supports non-square images in the model code while 6215 changes PixArt VAE test initialization and expected outputs. Different underlying fixes." } ] }, @@ -159048,59 +159032,58 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 177, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:11067", - "pull_request:11522", - "pull_request:11809", "pull_request:12119", - "pull_request:1229", "pull_request:12416", "pull_request:12445", - "pull_request:12530", - "pull_request:12960", "pull_request:13169", - "pull_request:13211", - "pull_request:13330", - "pull_request:13355", - "pull_request:153", "pull_request:2034", - "pull_request:2037", - "pull_request:2295", - "pull_request:2327", - "pull_request:2339", "pull_request:2959", "pull_request:3313", "pull_request:3859", "pull_request:4278", - "pull_request:4749", - "pull_request:4761", - "pull_request:4887", - "pull_request:5003", "pull_request:5057", "pull_request:5261", "pull_request:5579", + "pull_request:5707", "pull_request:5807", "pull_request:5823", - "pull_request:6099", - "pull_request:6208", - "pull_request:6972", - "pull_request:7158", + "pull_request:6049", + "pull_request:6065", + "pull_request:6229", + "pull_request:6389", + "pull_request:6588", + "pull_request:6764", + "pull_request:6772", + "pull_request:6997", "pull_request:7189", + "pull_request:7328", + "pull_request:7359", + "pull_request:7442", + "pull_request:7464", + "pull_request:7653", + "pull_request:7771", + "pull_request:7778", + "pull_request:7825", + "pull_request:8386", "pull_request:8627", "pull_request:8660", + "pull_request:8825", "pull_request:8856", + "pull_request:9065", "pull_request:9242", "pull_request:9307", "pull_request:9311", + "pull_request:9442", "pull_request:9446", "pull_request:9592", "pull_request:9593", @@ -159108,6 +159091,17 @@ "pull_request:9718" ], "soft_pairs": [ + "pull_request:5707|pull_request:6997", + "pull_request:6049|pull_request:7464", + "pull_request:6065|pull_request:6588", + "pull_request:6229|pull_request:7771", + "pull_request:6229|pull_request:8386", + "pull_request:6389|pull_request:7653", + "pull_request:6764|pull_request:7778", + "pull_request:6772|pull_request:8825", + "pull_request:7328|pull_request:9065", + "pull_request:7359|pull_request:7442", + "pull_request:7825|pull_request:9442", "pull_request:8627|pull_request:9307", "pull_request:8660|pull_request:9592", "pull_request:8660|pull_request:9593", @@ -159121,197 +159115,186 @@ "pull_request:8856|pull_request:9311", "pull_request:2034|pull_request:2959", "pull_request:3859|pull_request:5057", - "pull_request:5579|pull_request:5823", - "pull_request:11067|pull_request:11522", - "pull_request:11809|pull_request:12530", - "pull_request:1229|pull_request:2339", - "pull_request:12960|pull_request:13211", - "pull_request:13330|pull_request:13355", - "pull_request:153|pull_request:2037", - "pull_request:2295|pull_request:2327", - "pull_request:4749|pull_request:6099", - "pull_request:4761|pull_request:6972", - "pull_request:4887|pull_request:6208", - "pull_request:5003|pull_request:7158" + "pull_request:5579|pull_request:5823" ], - "prepared_review_unit_hash": "9d2a1edf3388ec49bfccff786088694be0eebd1161d74e9fd1ffbe0fec8f3d1a", + "prepared_review_unit_hash": "5ea72f00ce84105433cd80ae3a50ddb5b0e1bdcc104495795e73df1ccb0430dc", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 103542, - "estimated_input_tokens": 25886, - "estimated_eval_tokens": 52028 + "serialized_chars": 104319, + "estimated_input_tokens": 26080, + "estimated_eval_tokens": 52416 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated PRs spanning CI, docs, tests, pipelines, quantization, and utilities. The soft pairs mostly share only broad subsystem names or superficial similarity, not the same concrete bug/change, so none should be merged as duplicates.", - "confidence": 0.97, + "summary": "This cluster is mostly superficial title/subsystem similarity across unrelated pull requests. None of the soft-edge pairs look like the same underlying bug or mergeable code change, so I would not collapse any of them as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "If a single PR must anchor the cluster, 3859 is the broadest/highest-activity item, but it is not actually a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "3859 is the most substantial and broadly scoped PR here, so it is the least bad representative, though the set is not a true duplicate cluster.", "soft_edge_verdicts": [ { - "left": "pull_request:8627", - "right": "pull_request:9307", + "left": "pull_request:5707", + "right": "pull_request:6997", "accept": false, - "reason": "Different work: SD3 controlnet test-size reduction vs rotary embedding CPU/device refactor. No shared bug or code path." + "reason": "Different changes: 5707 updates LoRA weight-name handling and tests across pipelines; 6997 adds LoRA support to a specific UNet model. Shared LoRA theme only." }, { - "left": "pull_request:8660", - "right": "pull_request:9592", + "left": "pull_request:6049", + "right": "pull_request:7464", "accept": false, - "reason": "One changes SD3 controlnet input validation; the other is Flax docstring cleanup. Same topic area only at a very high level." + "reason": "Unrelated fixes: DemoFusion docs/pipeline cleanup vs an LDM3D community script import path fix." }, { - "left": "pull_request:8660", - "right": "pull_request:9593", + "left": "pull_request:6065", + "right": "pull_request:6588", "accept": false, - "reason": "Different artifacts and intent: SD3 controlnet logic vs community hd_painter docstring refactor." + "reason": "Docs for SDXL Turbo vs a slow-test expectation update for the SDXL k-diffusion pipeline; no shared bug." }, { - "left": "pull_request:9242", - "right": "pull_request:9718", + "left": "pull_request:6229", + "right": "pull_request:7771", "accept": false, - "reason": "Torch/XPU testing support is unrelated to adding a prompt scheduling callback to community script listings." + "reason": "CI dependency installation vs marking a flaky ControlNet XS test. Different problems and code paths." }, { - "left": "pull_request:9446", - "right": "pull_request:9705", + "left": "pull_request:6229", + "right": "pull_request:8386", "accept": false, - "reason": "XLA training README/script updates are unrelated to FLUX README wording changes." + "reason": "Fast-test dependency setup is unrelated to changing model test dummy inputs/output shapes." }, { - "left": "pull_request:3313", - "right": "pull_request:4278", + "left": "pull_request:6389", + "right": "pull_request:7653", "accept": false, - "reason": "Both touch Stable Diffusion upscale, but one fixes compile/runtime numeric issues broadly while the other fixes prompt=None batch sizing. Different bugs." + "reason": "Stable Video Diffusion type/doc fix vs a configuration-utils decorator/refactor fix; not the same issue." }, { - "left": "pull_request:12445", - "right": "pull_request:13169", + "left": "pull_request:6764", + "right": "pull_request:7778", "accept": false, - "reason": "Flux modular refactor and Flux Klein PEFT LoRA format support solve different problems and would not plausibly be one PR." + "reason": "Docs note about saving fused LoRAs vs a new debugging workflow. No common bug/change." }, { - "left": "pull_request:7189", - "right": "pull_request:8856", + "left": "pull_request:6772", + "right": "pull_request:8825", "accept": false, - "reason": "Both involve image-embedding handling, but one fixes IP-Adapter Plus embeds; the other fixes img2img batch duplication with generators across several pipelines. Not the same bug." + "reason": "ControlNet-XS implementation work is unrelated to adding ControlNet/IP-Adapter support to the SDXL k-diffusion pipeline." }, { - "left": "pull_request:12119", - "right": "pull_request:12416", + "left": "pull_request:7328", + "right": "pull_request:9065", "accept": false, - "reason": "Qwen Image Lightning LoRA support vs Qwen Image Edit Plus modular support are separate feature additions with different code paths." + "reason": "PyPI publish workflow dependency tweak vs adding sentencepiece as a soft dependency. Different concerns." }, { - "left": "pull_request:5261", - "right": "pull_request:5807", + "left": "pull_request:7359", + "right": "pull_request:7442", "accept": false, - "reason": "Both are community pipeline docs/code changes, but one fixes callback step semantics and the other adds num_images_per_prompt support for LPW SDXL. Different changes." + "reason": "Two different research-project additions (ResAdapter training vs Differential Diffusion) with no shared code-path bug." }, { - "left": "pull_request:8856", - "right": "pull_request:9311", + "left": "pull_request:7825", + "right": "pull_request:9442", "accept": false, - "reason": "Img2img generator/image duplication bug vs SDXL controlnet CFG cutoff callback are unrelated." + "reason": "Both mention device_map tests, but 7825 fixes model offload tests while 9442 changes CI pytest invocation for deprecated attention blocks. Not the same defect." }, { - "left": "pull_request:2034", - "right": "pull_request:2959", + "left": "pull_request:8627", + "right": "pull_request:9307", "accept": false, - "reason": "DiT test shape update and UNet3D norm-group test fix are separate test maintenance changes, not the same issue." + "reason": "SD3 ControlNet test-size reduction vs rotary embedding refactor in embeddings.py; unrelated." }, { - "left": "pull_request:3859", - "right": "pull_request:5057", + "left": "pull_request:8660", + "right": "pull_request:9592", "accept": false, - "reason": "SDXL pipeline addition and clip-skip support are different feature efforts despite overlapping files." + "reason": "SD3 ControlNet input validation vs Flax embedding docstring refactoring. No shared underlying bug." }, { - "left": "pull_request:5579", - "right": "pull_request:5823", + "left": "pull_request:8660", + "right": "pull_request:9593", "accept": false, - "reason": "Transformers minimum-version bump for PEFT integration is unrelated to adding adapter_names to fuse_lora." + "reason": "SD3 ControlNet input validation vs unrelated docstring cleanup in hd_painter.py." }, { - "left": "pull_request:11067", - "right": "pull_request:11522", + "left": "pull_request:9242", + "right": "pull_request:9718", "accept": false, - "reason": "Benchmark pinning of transformers and Audioldm2 transformers-main compatibility fix are unrelated CI/test maintenance items." + "reason": "XPU test-backend support vs a community prompt-scheduling callback entry. Different areas entirely." }, { - "left": "pull_request:11809", - "right": "pull_request:12530", + "left": "pull_request:9446", + "right": "pull_request:9705", "accept": false, - "reason": "Adjusting float16 test tolerances and xfail-ing a separate Stable Cascade test are different test-compatibility fixes." + "reason": "TPU/XLA training-script updates vs Flux LoRA README wording updates. Not the same change." }, { - "left": "pull_request:1229", - "right": "pull_request:2339", + "left": "pull_request:3313", + "right": "pull_request:4278", "accept": false, - "reason": "Dreambooth README install guidance vs Dreambooth checkpointing docs/tests are not the same underlying change." + "reason": "Both touch StableDiffusionUpscalePipeline, but 3313 fixes torch.compile breakages broadly while 4278 fixes prompt=None handling in input checks. Different bugs." }, { - "left": "pull_request:12960", - "right": "pull_request:13211", + "left": "pull_request:12445", + "right": "pull_request:13169", "accept": false, - "reason": "FSDP detection in dreambooth scripts is unrelated to group-offloading fallback for conditional modules." + "reason": "Flux modular alignment refactor vs PEFT LoRA format support in the loader. Same ecosystem, different problem." }, { - "left": "pull_request:13330", - "right": "pull_request:13355", + "left": "pull_request:7189", + "right": "pull_request:8856", "accept": false, - "reason": "TorchAO test harness changes and TorchAO version guard bump are separate quantization concerns." + "reason": "Both are img2img latent prep fixes, but 7189 fixes IP-Adapter embed repetition while 8856 fixes batch duplication/error handling for generator lists. Not mergeable as one bug fix." }, { - "left": "pull_request:153", - "right": "pull_request:2037", + "left": "pull_request:12119", + "right": "pull_request:12416", "accept": false, - "reason": "Issue template additions and a community pipeline addition are unrelated repository setup vs feature work." + "reason": "Qwen-Image-Lightning LoRA loading support vs QwenImage Edit Plus modular support. Separate model features." }, { - "left": "pull_request:2295", - "right": "pull_request:2327", + "left": "pull_request:5261", + "right": "pull_request:5807", "accept": false, - "reason": "Both touch UNet internals, but one is making transformer layers configurable while the other adds input-length validation. Different concrete problems." + "reason": "Callback step-index fix in schedulers vs enabling num_images_per_prompt in a community SDXL LPW script. Different code paths." }, { - "left": "pull_request:4749", - "right": "pull_request:6099", + "left": "pull_request:8856", + "right": "pull_request:9311", "accept": false, - "reason": "SDXL LoRA checkpoint loading fix and TextToVideoZero superclass-argument fix are unrelated pipeline-specific issues." + "reason": "Img2img batch-size error handling vs SDXL ControlNet CFG cutoff callbacks. No overlap beyond broad pipeline area." }, { - "left": "pull_request:4761", - "right": "pull_request:6972", + "left": "pull_request:2034", + "right": "pull_request:2959", "accept": false, - "reason": "Paint-by-example encoder constructor change and IP-Adapter unload test correction are separate fixes." + "reason": "Unrelated test fixes for DiT vs UNet3D norm-group behavior." }, { - "left": "pull_request:4887", - "right": "pull_request:6208", + "left": "pull_request:3859", + "right": "pull_request:5057", "accept": false, - "reason": "Removing Kandinsky latent input and fixing stable diffusion float/half decode mismatch are different pipelines and bugs." + "reason": "SDXL pipeline additions vs adding clip-skip support to SDXL. Related subsystem, but distinct features and change sets." }, { - "left": "pull_request:5003", - "right": "pull_request:7158", + "left": "pull_request:5579", + "right": "pull_request:5823", "accept": false, - "reason": "LoRA fuse/unfuse robustness and LCM benchmark test cleanup are unrelated." + "reason": "Transformers min-version bump for PEFT integration vs adding adapter_names to fuse_lora. Different fixes." } ] }, @@ -159325,65 +159308,77 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 178, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10245", "pull_request:10482", "pull_request:11066", + "pull_request:11067", + "pull_request:11522", "pull_request:11556", + "pull_request:11809", "pull_request:11823", "pull_request:11896", + "pull_request:1229", + "pull_request:12530", "pull_request:12805", + "pull_request:12960", + "pull_request:13211", + "pull_request:13330", "pull_request:13352", + "pull_request:13355", + "pull_request:153", "pull_request:1901", + "pull_request:2037", + "pull_request:2295", + "pull_request:2327", + "pull_request:2339", "pull_request:243", "pull_request:274", "pull_request:3189", "pull_request:3321", - "pull_request:3632", "pull_request:3707", - "pull_request:3795", "pull_request:3852", "pull_request:3859", "pull_request:4397", - "pull_request:4595", "pull_request:4695", "pull_request:4715", - "pull_request:4869", - "pull_request:5057", - "pull_request:5842", - "pull_request:5880", - "pull_request:5922", - "pull_request:6217", + "pull_request:4749", + "pull_request:4761", + "pull_request:4887", + "pull_request:5003", + "pull_request:6099", + "pull_request:6208", "pull_request:6225", - "pull_request:628", - "pull_request:6405", - "pull_request:6578", - "pull_request:670", "pull_request:6772", "pull_request:6965", - "pull_request:7034", - "pull_request:7247", + "pull_request:6972", + "pull_request:7158", "pull_request:7712", "pull_request:7720", - "pull_request:7919", - "pull_request:7924", "pull_request:7932", - "pull_request:8229", - "pull_request:8282", - "pull_request:8480", - "pull_request:8765", - "pull_request:9736" + "pull_request:8282" ], "soft_pairs": [ + "pull_request:11067|pull_request:11522", + "pull_request:11809|pull_request:12530", + "pull_request:1229|pull_request:2339", + "pull_request:12960|pull_request:13211", + "pull_request:13330|pull_request:13355", + "pull_request:153|pull_request:2037", + "pull_request:2295|pull_request:2327", + "pull_request:4749|pull_request:6099", + "pull_request:4761|pull_request:6972", + "pull_request:4887|pull_request:6208", + "pull_request:5003|pull_request:7158", "pull_request:6225|pull_request:7932", "pull_request:6772|pull_request:8282", "pull_request:7712|pull_request:7720", @@ -159396,191 +159391,180 @@ "pull_request:1901|pull_request:3852", "pull_request:243|pull_request:274", "pull_request:3189|pull_request:4397", - "pull_request:3321|pull_request:3707", - "pull_request:3632|pull_request:5057", - "pull_request:3795|pull_request:4869", - "pull_request:4595|pull_request:6405", - "pull_request:5842|pull_request:7924", - "pull_request:5880|pull_request:6217", - "pull_request:5922|pull_request:7924", - "pull_request:628|pull_request:670", - "pull_request:6578|pull_request:8480", - "pull_request:7034|pull_request:8765", - "pull_request:7247|pull_request:8229", - "pull_request:7919|pull_request:9736" + "pull_request:3321|pull_request:3707" ], - "prepared_review_unit_hash": "2b53aae0e056347e0069c1dd2ff48a344d0b834bfa5fcd7ad243cb635565c337", + "prepared_review_unit_hash": "b769017dc59989d34a5c83fa0d9ee702e408df5575c7acce19b17d5d1feb5793", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 96376, - "estimated_input_tokens": 24094, - "estimated_eval_tokens": 48444 + "serialized_chars": 96439, + "estimated_input_tokens": 24110, + "estimated_eval_tokens": 48476 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft-similarity pairs are false positives: they overlap on broad terms like docs, LoRA, ControlNet, Hunyuan, or workflow changes, but each PR targets a different feature, bug fix, or documentation edit. There is no single coherent duplicate cluster here, so no canonical PR emerges.", - "confidence": 0.96, + "summary": "All suggested soft edges are false positives: the paired PRs are mostly unrelated docs, CI, tests, or feature changes that merely share broad keywords or occasional filenames.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the cluster does not represent one underlying change, but many unrelated pull requests.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single PR is a good global representative because the set spans distinct features and maintenance fixes rather than duplicates.", "soft_edge_verdicts": [ { - "left": "pull_request:6225", - "right": "pull_request:7932", + "left": "pull_request:11067", + "right": "pull_request:11522", "accept": false, - "reason": "Different LoRA work: one fixes alpha parsing in training scripts, the other fixes test expectations/side effects. Not the same code-path change." + "reason": "Benchmark transformers pinning vs an AudioLDM2 transformers-version compatibility fix; different subsystems and code paths." }, { - "left": "pull_request:6772", - "right": "pull_request:8282", + "left": "pull_request:11809", + "right": "pull_request:12530", "accept": false, - "reason": "Different features in different areas: ControlNet-XS implementation versus I2VGen-XL docs. No shared bug or change." + "reason": "A tolerance-criteria test adjustment vs an xfail added for a different stable-cascade prior test failure." }, { - "left": "pull_request:7712", - "right": "pull_request:7720", + "left": "pull_request:1229", + "right": "pull_request:2339", "accept": false, - "reason": "Unrelated cleanup/import fix versus dead-code removal and f-string fix across different files." + "reason": "Dreambooth README wording change vs checkpointing docs/tests; same area but not the same bug or change." }, { - "left": "pull_request:11823", - "right": "pull_request:11896", + "left": "pull_request:12960", + "right": "pull_request:13211", "accept": false, - "reason": "Both touch LoRA conversion/offload code, but one adds Fal Kontext LoRA conversion while the other fixes hook disabling behavior. Distinct changes." + "reason": "Flux2 FSDP detection tweak vs group-offloading bug fix in hooks; unrelated execution paths." }, { - "left": "pull_request:4715", - "right": "pull_request:6965", + "left": "pull_request:13330", + "right": "pull_request:13355", "accept": false, - "reason": "Different renames/tests and different purpose: example file renames versus moving SDXL T2I Adapter LoRA tests into PEFT workflow." + "reason": "TorchAO benchmark/test plumbing vs TorchAoConfig version-guard change; related ecosystem, different fixes." }, { - "left": "pull_request:3859", - "right": "pull_request:4695", + "left": "pull_request:153", + "right": "pull_request:2037", "accept": false, - "reason": "Both are large pipeline additions, but they implement different pipelines/features (SD-XL vs TextToVideoZeroSDXLPipeline)." + "reason": "Issue templates vs adding a community Stable UnCLIP pipeline; completely different content." }, { - "left": "pull_request:10245", - "right": "pull_request:11556", + "left": "pull_request:2295", + "right": "pull_request:2327", "accept": false, - "reason": "Both are docs edits, but on different topics: PEFT inference tutorial versus torch.compile regional compilation docs." + "reason": "Both touch UNet internals, but one makes transformer layers configurable while the other adds input-length validation." }, { - "left": "pull_request:10482", - "right": "pull_request:11066", + "left": "pull_request:4749", + "right": "pull_request:6099", "accept": false, - "reason": "Same HunyuanVideo subsystem, but one is a NaN fix in the transformer mask logic and the other is a new I2V model/pipeline addition." + "reason": "SDXL dreambooth LoRA checkpointing vs TextToVideoZero superclass-argument fix; different pipelines and failures." }, { - "left": "pull_request:12805", - "right": "pull_request:13352", + "left": "pull_request:4761", + "right": "pull_request:6972", "accept": false, - "reason": "Different CI/workflow changes: PyPI publish workflow adjustments versus Claude review checkout step." + "reason": "Paint-by-example encoder fix vs IP-Adapter unload test correction; different components and symptoms." }, { - "left": "pull_request:1901", - "right": "pull_request:3852", + "left": "pull_request:4887", + "right": "pull_request:6208", "accept": false, - "reason": "Both docs-related, but one removes duplicated API docs while the other adds a contributor note for paradigms docs." + "reason": "Kandinsky prior_emb2emb API removal vs Stable Diffusion dtype mismatch on decode; unrelated code paths." }, { - "left": "pull_request:243", - "right": "pull_request:274", + "left": "pull_request:5003", + "right": "pull_request:7158", "accept": false, - "reason": "Different early community additions: RePaint pipeline work versus Stable Diffusion README addition." + "reason": "LoRA fuse/unfuse logic fix vs LCM benchmark setup; one is model code, the other is benchmarking infra." }, { - "left": "pull_request:3189", - "right": "pull_request:4397", + "left": "pull_request:6225", + "right": "pull_request:7932", "accept": false, - "reason": "Both are docstring/output-type fixes, but one changes AudioLDM waveform dtype and the other updates SDXL guidance-scale docs." + "reason": "LoRA alpha parsing fix vs LoRA test expectation updates; tests may relate to the same area but not the same underlying bug." }, { - "left": "pull_request:3321", - "right": "pull_request:3707", + "left": "pull_request:6772", + "right": "pull_request:8282", "accept": false, - "reason": "Different documentation/workflow updates: controlling-generation content expansion versus doc-build secrets workflow changes." + "reason": "ControlNet-XS implementation vs I2VGen-XL docs update; feature implementation and unrelated documentation." }, { - "left": "pull_request:3632", - "right": "pull_request:5057", + "left": "pull_request:7712", + "right": "pull_request:7720", "accept": false, - "reason": "Panorama view-batch support versus SDXL clip-skip support are unrelated pipeline behaviors." + "reason": "Import cleanup vs dead-code removal/f-string cleanup; small maintenance changes, not the same change." }, { - "left": "pull_request:3795", - "right": "pull_request:4869", + "left": "pull_request:11823", + "right": "pull_request:11896", "accept": false, - "reason": "Overview docs cleanup versus combined-pipeline tests; same general docs/tests domain but not the same change or bug." + "reason": "Fal Kontext LoRA conversion support vs hook disabling bug fix; both LoRA-related but different mechanisms and fixes." }, { - "left": "pull_request:4595", - "right": "pull_request:6405", + "left": "pull_request:4715", + "right": "pull_request:6965", "accept": false, - "reason": "Both are WIP/doc-builder related in title only; one is a missing XL conversion pipeline idea, the other is a doc-builder workflow experiment. Not the same change." + "reason": "Renaming community scripts to run vs moving SDXL T2I Adapter LoRA tests into PEFT workflow; distinct test/packaging changes." }, { - "left": "pull_request:5842", - "right": "pull_request:7924", + "left": "pull_request:3859", + "right": "pull_request:4695", "accept": false, - "reason": "Both are bug fixes, but one fixes PixArt 512px aspect ratio selection and the other fixes IP-Adapter conditional kwargs in SDXL ControlNet inpaint." + "reason": "SDXL pipeline additions vs TextToVideoZeroSDXLPipeline; both add pipelines but for different model families and functionality." }, { - "left": "pull_request:5880", - "right": "pull_request:6217", + "left": "pull_request:10245", + "right": "pull_request:11556", "accept": false, - "reason": "VAE config compatibility fix versus torch-compile handling for Stable Video Diffusion VAE. Different model components and failure modes." + "reason": "PEFT adapter docs update vs regional compilation docs; both docs-only, but unrelated topics." }, { - "left": "pull_request:5922", - "right": "pull_request:7924", + "left": "pull_request:10482", + "right": "pull_request:11066", "accept": false, - "reason": "Both involve adapter-related behavior, but one fixes MultiAdapter inpainting preprocessing and the other fixes IP-Adapter kwargs handling. Not the same code path." + "reason": "NaN bug fix in HunyuanVideo transformer vs new HunyuanVideo-I2V model support; different change types and goals." }, { - "left": "pull_request:628", - "right": "pull_request:670", + "left": "pull_request:12805", + "right": "pull_request:13352", "accept": false, - "reason": "Both edit index docs, but one adds Colab links while the other removes one. Opposite, unrelated documentation tweaks." + "reason": "PyPI publish workflow tweaks vs Claude review workflow checkout step; unrelated CI workflows." }, { - "left": "pull_request:6578", - "right": "pull_request:8480", + "left": "pull_request:1901", + "right": "pull_request:3852", "accept": false, - "reason": "Both concern ControlNet-related docs/code, but one is a controlnet indent/docs fix and the other adds HunyuanDIT ControlNet support." + "reason": "Removing duplicated API autodoc entries vs adding a contributor note in docs; unrelated documentation updates." }, { - "left": "pull_request:7034", - "right": "pull_request:8765", + "left": "pull_request:243", + "right": "pull_request:274", "accept": false, - "reason": "Both touch single-file utilities/docs, but one fixes ControlNet meta-loading and the other corrects a docs argument name typo. Different issues." + "reason": "RePaint pipeline addition vs Stable Diffusion README addition; unrelated feature vs docs." }, { - "left": "pull_request:7247", - "right": "pull_request:8229", + "left": "pull_request:3189", + "right": "pull_request:4397", "accept": false, - "reason": "Both are SVD/config-adjacent only loosely; one fixes config checking tests and the other changes VideoProcessor resizing behavior." + "reason": "AudioLDM waveform dtype fix vs SDXL docstring default guidance change; different modules and problems." }, { - "left": "pull_request:7919", - "right": "pull_request:9736", + "left": "pull_request:3321", + "right": "pull_request:3707", "accept": false, - "reason": "Both involve offload/device-map behavior, but one fixes offload when device_map is enabled and the other adds Allegro T2V. Different features and code paths." + "reason": "Controlling-generation docs expansion vs documentation-build workflow secrets changes; unrelated docs vs CI." } ] }, @@ -159594,66 +159578,77 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 179, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10069", "pull_request:10119", "pull_request:10148", "pull_request:10187", "pull_request:10188", - "pull_request:10230", - "pull_request:10358", - "pull_request:10370", - "pull_request:10506", - "pull_request:10544", - "pull_request:10579", "pull_request:10630", - "pull_request:10970", - "pull_request:11001", "pull_request:11081", - "pull_request:11113", "pull_request:11130", - "pull_request:11186", "pull_request:11196", "pull_request:11231", "pull_request:11469", - "pull_request:11743", - "pull_request:11843", "pull_request:11869", "pull_request:11995", - "pull_request:12062", "pull_request:12226", "pull_request:12330", - "pull_request:12363", - "pull_request:12397", - "pull_request:12493", "pull_request:12534", - "pull_request:12642", - "pull_request:13100", "pull_request:1355", "pull_request:2727", + "pull_request:3632", + "pull_request:3795", + "pull_request:4595", + "pull_request:4869", "pull_request:4899", + "pull_request:5057", + "pull_request:5842", + "pull_request:5880", "pull_request:5887", + "pull_request:5922", + "pull_request:6217", + "pull_request:628", + "pull_request:6405", + "pull_request:6578", "pull_request:6646", + "pull_request:670", + "pull_request:7034", + "pull_request:7247", + "pull_request:7919", + "pull_request:7924", + "pull_request:8229", + "pull_request:8480", "pull_request:8496", - "pull_request:8691", "pull_request:8696", "pull_request:8702", + "pull_request:8765", "pull_request:8856", - "pull_request:8981", "pull_request:9105", - "pull_request:9307", + "pull_request:9736", "pull_request:9862" ], "soft_pairs": [ + "pull_request:3632|pull_request:5057", + "pull_request:3795|pull_request:4869", + "pull_request:4595|pull_request:6405", + "pull_request:5842|pull_request:7924", + "pull_request:5880|pull_request:6217", + "pull_request:5922|pull_request:7924", + "pull_request:628|pull_request:670", + "pull_request:6578|pull_request:8480", + "pull_request:7034|pull_request:8765", + "pull_request:7247|pull_request:8229", + "pull_request:7919|pull_request:9736", "pull_request:8496|pull_request:8702", "pull_request:11081|pull_request:11130", "pull_request:11231|pull_request:11995", @@ -159667,197 +159662,186 @@ "pull_request:10069|pull_request:11196", "pull_request:10119|pull_request:9105", "pull_request:10148|pull_request:8696", - "pull_request:10188|pull_request:11196", - "pull_request:10230|pull_request:8691", - "pull_request:10358|pull_request:10544", - "pull_request:10370|pull_request:10970", - "pull_request:10506|pull_request:9307", - "pull_request:10579|pull_request:8981", - "pull_request:11001|pull_request:11186", - "pull_request:11113|pull_request:11743", - "pull_request:11843|pull_request:12493", - "pull_request:12062|pull_request:12397", - "pull_request:12363|pull_request:13100", - "pull_request:12642|pull_request:13100" + "pull_request:10188|pull_request:11196" ], - "prepared_review_unit_hash": "955fcae7919ade43d594bf3ef7e99bb1d5df85ce11a689143f38fd604df99a5d", + "prepared_review_unit_hash": "532df7e39268aedf2bb5ab048fa2b7d6e0525e8205e43b5d4fad80a2eaf9956f", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 104009, - "estimated_input_tokens": 26003, - "estimated_eval_tokens": 52262 + "serialized_chars": 103486, + "estimated_input_tokens": 25872, + "estimated_eval_tokens": 52000 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: it mixes unrelated feature additions, docs updates, CI tweaks, and tests across different subsystems. None of the soft edges look like the same underlying change, so all are rejected.", - "confidence": 0.95, + "summary": "These are mostly unrelated PRs spanning docs, new model/pipeline features, test updates, and isolated bug fixes. The apparent similarity is mostly superficial (shared subsystems or filenames), not a single underlying duplicate change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR stands out because the items are not duplicates of one another; they are separate changes spanning different models, pipelines, docs, tests, and CI.", + "canonical_pr_reason": "No single PR is a good canonical representative because the set is heterogeneous and does not center on one bug or feature.", "best_issue_reason": null, - "best_pr_reason": "PR 11130 is the most substantial standalone code change in the set, but it still does not represent the others and should not be used as a duplicate canonical.", + "best_pr_reason": "No global best PR; the items split across unrelated features and fixes, so any single PR would be arbitrary.", "soft_edge_verdicts": [ { - "left": "pull_request:8496", - "right": "pull_request:8702", + "left": "pull_request:3632", + "right": "pull_request:5057", "accept": false, - "reason": "Same broad SD3 area, but one fixes a warning log while the other adds a conversion script; different code paths and goals." + "reason": "Different problems: panorama view batching vs SDXL clip-skip support." }, { - "left": "pull_request:11081", - "right": "pull_request:11130", + "left": "pull_request:3795", + "right": "pull_request:4869", "accept": false, - "reason": "Group offloading record_stream support and pipeline-level quantization are separate features touching different mechanisms." + "reason": "Docs overview cleanup is unrelated to combined-pipeline test coverage." }, { - "left": "pull_request:11231", - "right": "pull_request:11995", + "left": "pull_request:4595", + "right": "pull_request:6405", "accept": false, - "reason": "HiDream image support and modular Flux pipeline work are distinct model/pipeline additions, not one bug or change." + "reason": "A WIP conversion PR is not the same change as a doc-builder workflow tweak." }, { - "left": "pull_request:11869", - "right": "pull_request:12534", + "left": "pull_request:5842", + "right": "pull_request:7924", "accept": false, - "reason": "GGUF CUDA kernel support and Flux NPU pos-embed handling are unrelated hardware-specific changes." + "reason": "PixArt 512px resolution fix vs ControlNet IP-Adapter condition handling are unrelated code paths." }, { - "left": "pull_request:6646", - "right": "pull_request:8856", + "left": "pull_request:5880", + "right": "pull_request:6217", "accept": false, - "reason": "One changes SVD image-size constraints, the other fixes an img2img batch error; different bugs." + "reason": "VAE config registration across many pipelines vs Stable Video Diffusion torch-compile fix." }, { - "left": "pull_request:10630", - "right": "pull_request:11469", + "left": "pull_request:5922", + "right": "pull_request:7924", "accept": false, - "reason": "These are separate flaky-test adjustments for different pipelines and failure modes." + "reason": "MultiAdapter inpainting example fix is different from SDXL ControlNet IP-Adapter kwargs handling." }, { - "left": "pull_request:12226", - "right": "pull_request:12330", + "left": "pull_request:628", + "right": "pull_request:670", "accept": false, - "reason": "A new Qwen-Image ControlNet test and a group-offloading test cleanup are unrelated test changes." + "reason": "Both touch docs index, but one adds a link and the other removes one; not the same change." }, { - "left": "pull_request:1355", - "right": "pull_request:2727", + "left": "pull_request:6578", + "right": "pull_request:8480", "accept": false, - "reason": "Flax img2img and Flax ControlNet are different pipeline additions, not the same change." + "reason": "Docs heading fix vs HunyuanDIT ControlNet model support are unrelated." }, { - "left": "pull_request:4899", - "right": "pull_request:5887", + "left": "pull_request:7034", + "right": "pull_request:8765", "accept": false, - "reason": "ControlNet LoRA support and IP-Adapter support for ControlNet inpaint are different feature areas." + "reason": "ControlNet single-file loading fix vs a docs typo in the single-file page." }, { - "left": "pull_request:10187", - "right": "pull_request:9862", + "left": "pull_request:7247", + "right": "pull_request:8229", "accept": false, - "reason": "Both are LoRA-related, but one improves no-op warnings while the other implements save_lora_adapter; distinct behavior and APIs." + "reason": "Config tuple/list normalization is unrelated to the Stable Video Diffusion resize fix." }, { - "left": "pull_request:10069", - "right": "pull_request:11196", + "left": "pull_request:7919", + "right": "pull_request:9736", "accept": false, - "reason": "Save-pretrained device validation and reverting save_model are separate save-path issues." + "reason": "Offload behavior with device_map vs adding Allegro T2V support are different changes." }, { - "left": "pull_request:10119", - "right": "pull_request:9105", + "left": "pull_request:8496", + "right": "pull_request:8702", "accept": false, - "reason": "Documentation for load_lora_adapter and deprecating revision are unrelated docs changes." + "reason": "SD3 warning-log adjustment vs an SD3 conversion script; different goals and code paths." }, { - "left": "pull_request:10148", - "right": "pull_request:8696", + "left": "pull_request:11081", + "right": "pull_request:11130", "accept": false, - "reason": "Adding OmniGen and marking Marigold tests flaky are unrelated." + "reason": "Group-offloading record_stream support and pipeline-level quantization config are separate features." }, { - "left": "pull_request:10188", - "right": "pull_request:11196", + "left": "pull_request:11231", + "right": "pull_request:11995", "accept": false, - "reason": "Flux LoRA loading test behavior and save_pretrained serialization changes do not target the same bug." + "reason": "HiDream Image support vs modular Flux pipeline support are distinct model families and implementations." }, { - "left": "pull_request:10230", - "right": "pull_request:8691", + "left": "pull_request:11869", + "right": "pull_request:12534", "accept": false, - "reason": "Docs for LoRA loader mixins and a vanilla LoRA loading fix are not the same change." + "reason": "GGUF CUDA kernel support vs Flux NPU positional-embedding handling are unrelated fixes." }, { - "left": "pull_request:10358", - "right": "pull_request:10544", + "left": "pull_request:6646", + "right": "pull_request:8856", "accept": false, - "reason": "Community projects docs and ParaAttention docs are unrelated documentation updates." + "reason": "SVD resolution handling vs image duplication for img2img batch errors are different bugs." }, { - "left": "pull_request:10370", - "right": "pull_request:10970", + "left": "pull_request:10630", + "right": "pull_request:11469", "accept": false, - "reason": "Both touch workflow automation, but they change different CI actions for different purposes." + "reason": "Flax test-slice adjustments vs xfail markers for PyTorch-version-specific failures." }, { - "left": "pull_request:10506", - "right": "pull_request:9307", + "left": "pull_request:12226", + "right": "pull_request:12330", "accept": false, - "reason": "A torchao offload test and a rotary-embedding refactor are unrelated." + "reason": "A new Qwen-Image ControlNet test is unrelated to cleaning pipeline group-offloading tests." }, { - "left": "pull_request:10579", - "right": "pull_request:8981", + "left": "pull_request:1355", + "right": "pull_request:2727", "accept": false, - "reason": "An attentive eraser example and LoRA loader init docs are unrelated changes." + "reason": "Flax img2img pipeline addition vs Flax ControlNet addition are separate features, not one duplicate change." }, { - "left": "pull_request:11001", - "right": "pull_request:11186", + "left": "pull_request:4899", + "right": "pull_request:5887", "accept": false, - "reason": "Both involve CUDA/xpu test portability, but one enables bnb tests on xpu while the other removes hard-coded cuda in a test; separate fixes." + "reason": "ControlNet LoRA support and IP-Adapter support solve different adapter integration problems." }, { - "left": "pull_request:11113", - "right": "pull_request:11743", + "left": "pull_request:10187", + "right": "pull_request:9862", "accept": false, - "reason": "AutoencoderKL training script fixes and a Flux quantized training script are different training examples." + "reason": "LoRA no-op warning cleanup vs save_lora_adapter implementation are different LoRA code paths." }, { - "left": "pull_request:11843", - "right": "pull_request:12493", + "left": "pull_request:10069", + "right": "pull_request:11196", "accept": false, - "reason": "Wan VACE LoRA tests and LTX 0.9.8 pipeline/doc work are unrelated." + "reason": "Device-type validation in load_model_dict_into_meta vs removing save_model fallback in save_pretrained are unrelated." }, { - "left": "pull_request:12062", - "right": "pull_request:12397", + "left": "pull_request:10119", + "right": "pull_request:9105", "accept": false, - "reason": "Enabling all GPUs in CI and disabling transformers-main installs are separate CI maintenance changes." + "reason": "Docs for loading LoRA adapters vs a deprecation-related docs change are not the same change." }, { - "left": "pull_request:12363", - "right": "pull_request:13100", + "left": "pull_request:10148", + "right": "pull_request:8696", "accept": false, - "reason": "QwenImageEdit Plus docs/tests and modular pipeline docs are unrelated content changes." + "reason": "Adding OmniGen support vs marking Marigold tests flaky are unrelated." }, { - "left": "pull_request:12642", - "right": "pull_request:13100", + "left": "pull_request:10188", + "right": "pull_request:11196", "accept": false, - "reason": "A documentation TOC update and modular pipeline docs are not the same underlying change." + "reason": "Flux LoRA load-message test fix vs save_pretrained serialization behavior are different issues." } ] }, @@ -159871,16 +159855,34 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 180, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:10230", + "pull_request:10358", + "pull_request:10370", + "pull_request:10506", + "pull_request:10544", + "pull_request:10579", + "pull_request:10970", + "pull_request:11001", + "pull_request:11113", + "pull_request:11186", + "pull_request:11743", + "pull_request:11843", + "pull_request:12062", + "pull_request:12363", + "pull_request:12397", + "pull_request:12493", + "pull_request:12642", + "pull_request:13100", "pull_request:1331", "pull_request:1494", "pull_request:153", @@ -159901,35 +159903,28 @@ "pull_request:3297", "pull_request:335", "pull_request:3934", - "pull_request:4276", "pull_request:4595", - "pull_request:4596", - "pull_request:4655", "pull_request:4887", "pull_request:4963", "pull_request:5053", "pull_request:5111", - "pull_request:530", - "pull_request:5393", "pull_request:5615", - "pull_request:5697", - "pull_request:5771", - "pull_request:5833", - "pull_request:5834", - "pull_request:5853", - "pull_request:6114", - "pull_request:6237", - "pull_request:6261", - "pull_request:6426", - "pull_request:6633", - "pull_request:6864", - "pull_request:7216", - "pull_request:7247", - "pull_request:7339", - "pull_request:748", - "pull_request:8267" + "pull_request:8691", + "pull_request:8981", + "pull_request:9307" ], "soft_pairs": [ + "pull_request:10230|pull_request:8691", + "pull_request:10358|pull_request:10544", + "pull_request:10370|pull_request:10970", + "pull_request:10506|pull_request:9307", + "pull_request:10579|pull_request:8981", + "pull_request:11001|pull_request:11186", + "pull_request:11113|pull_request:11743", + "pull_request:11843|pull_request:12493", + "pull_request:12062|pull_request:12397", + "pull_request:12363|pull_request:13100", + "pull_request:12642|pull_request:13100", "pull_request:1331|pull_request:335", "pull_request:1494|pull_request:2122", "pull_request:153|pull_request:1945", @@ -159944,203 +159939,192 @@ "pull_request:3275|pull_request:5111", "pull_request:3297|pull_request:4595", "pull_request:3934|pull_request:4963", - "pull_request:3934|pull_request:5615", - "pull_request:4276|pull_request:5853", - "pull_request:4596|pull_request:6114", - "pull_request:4655|pull_request:5697", - "pull_request:530|pull_request:748", - "pull_request:5393|pull_request:7216", - "pull_request:5771|pull_request:6261", - "pull_request:5833|pull_request:7339", - "pull_request:5834|pull_request:7339", - "pull_request:6237|pull_request:6864", - "pull_request:6426|pull_request:8267", - "pull_request:6633|pull_request:7247" + "pull_request:3934|pull_request:5615" ], - "prepared_review_unit_hash": "817349003d18e00fa67302349d543fd5df1b30436dd98179f95a946737ccdc83", + "prepared_review_unit_hash": "2129973bc55fb104339daf4930f98c1db2dc3299223ea2246b84a55a898ad1da", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 99918, - "estimated_input_tokens": 24980, - "estimated_eval_tokens": 50216 + "serialized_chars": 99624, + "estimated_input_tokens": 24906, + "estimated_eval_tokens": 50068 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated PRs for inpainting, safetensors, docs, tests, workflow changes, loader refactors, and training-script tweaks. None of the soft-edge pairs look like the same underlying bug or change, so they should all be rejected.", - "confidence": 0.98, + "summary": "No strong duplicate clusters here: the soft edges are mostly unrelated docs, tests, style, or feature PRs that only share a broad subsystem. I\u2019d keep them separate and use a core bug-fix PR as the representative item.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical PR: the cluster is a grab bag of unrelated changes, so there is no duplicate anchor that represents the whole set.", + "canonical_pr_reason": "PR 8691 is a clear, self-contained core library bug fix in LoRA loading, with a specific code-path change and a focused title, making it a good representative PR.", "best_issue_reason": null, - "best_pr_reason": "PR 5771 is the most substantial core-code change in the set, but it still does not represent the unrelated docs/tests/workflow items well.", + "best_pr_reason": "PR 8691 is the strongest canonical PR candidate among these items because it fixes a concrete runtime behavior in core code rather than only docs, tests, or tooling.", "soft_edge_verdicts": [ { - "left": "pull_request:1331", - "right": "pull_request:335", + "left": "pull_request:10230", + "right": "pull_request:8691", "accept": false, - "reason": "Inpainting scheduler ordering fix vs PNDM type-hint cleanup; different code paths and different goals." + "reason": "Docs-only LoRA mixin additions versus a core LoRA loading bug fix; related theme, but not the same change or bug." }, { - "left": "pull_request:1494", - "right": "pull_request:2122", + "left": "pull_request:10358", + "right": "pull_request:10544", "accept": false, - "reason": "Saving-to-safetensors support vs docs for safetensors; implementation change vs documentation only." + "reason": "Both are documentation PRs, but they cover unrelated topics: community projects listing vs ParaAttention docs." }, { - "left": "pull_request:153", - "right": "pull_request:1945", + "left": "pull_request:10370", + "right": "pull_request:10970", "accept": false, - "reason": "Issue templates vs UNet block tests; unrelated repository maintenance changes." + "reason": "A style tweak for a prior PR and a workflow change to use a style bot action are not the same concrete bug/change." }, { - "left": "pull_request:2009", - "right": "pull_request:274", + "left": "pull_request:10506", + "right": "pull_request:9307", "accept": false, - "reason": "Textual inversion loader integration vs Stable Diffusion README addition; not the same bug/change." + "reason": "A quantization offload test and a rotary-embedding refactor touch different code paths and solve different problems." }, { - "left": "pull_request:2009", - "right": "pull_request:3275", + "left": "pull_request:10579", + "right": "pull_request:8981", "accept": false, - "reason": "Textual inversion loading vs attention block upsample_size plumbing; separate subsystems and fixes." + "reason": "Different features entirely: a Wan VACE LoRA test versus adding LoraLoaderMixin to init exports/docs." }, { - "left": "pull_request:2279", - "right": "pull_request:2827", + "left": "pull_request:11001", + "right": "pull_request:11186", "accept": false, - "reason": "Both touch linting, but one changes CI tooling and the other is a broad repo-wide Ruff rule application; not the same concrete change." + "reason": "Both mention device portability, but one enables XPU CI support across code/tests while the other only removes a hard-coded cuda call in one test." }, { - "left": "pull_request:2793", - "right": "pull_request:2928", + "left": "pull_request:11113", + "right": "pull_request:11743", "accept": false, - "reason": "Docs removal of cuDNN benchmark advice vs ControlNet local dataset loading; unrelated." + "reason": "AutoencoderKL training-script bug fix versus adding a new Flux LoRA quantization training script; unrelated changes." }, { - "left": "pull_request:2793", - "right": "pull_request:4887", + "left": "pull_request:11843", + "right": "pull_request:12493", "accept": false, - "reason": "Docs cleanup vs removal of latent input in a Kandinsky pipeline; different artifacts and behavior." + "reason": "Wan VACE LoRA exclude_modules tests and LTX 0.9.8 pipeline/docs are unrelated." }, { - "left": "pull_request:2861", - "right": "pull_request:3208", + "left": "pull_request:12062", + "right": "pull_request:12397", "accept": false, - "reason": "A pipeline regression test vs token-merging documentation; no shared bug or code path." + "reason": "Both are CI workflow edits, but they address different pipeline behavior and cannot plausibly be merged as one fix." }, { - "left": "pull_request:2959", - "right": "pull_request:5053", - "accept": false, - "reason": "UNet3D norm-group test fix vs t2i-adapter validation_image CLI change; unrelated." + "left": "pull_request:12363", + "right": "pull_request:13100", + "accept": false, + "reason": "QwenImageEdit Plus docs/tests versus ModularPipeline docs and runtime-state changes are unrelated." }, { - "left": "pull_request:3023", - "right": "pull_request:3127", + "left": "pull_request:12642", + "right": "pull_request:13100", "accept": false, - "reason": "Torch 2.0 attention processor support vs safety-checker image zeroing fix; different code paths." + "reason": "Doc TOC validation updates and ModularPipeline doc/runtime updates are different concerns." }, { - "left": "pull_request:3275", - "right": "pull_request:5111", + "left": "pull_request:1331", + "right": "pull_request:335", "accept": false, - "reason": "Attn up/down block upsample_size plumbing vs Karras sigma support in KDPM2 schedulers; not the same concrete change." + "reason": "Inpainting scheduler handling versus PNDM type hints; not the same bug or code-path problem." }, { - "left": "pull_request:3297", - "right": "pull_request:4595", + "left": "pull_request:1494", + "right": "pull_request:2122", "accept": false, - "reason": "RDM research project addition vs an unfinished SDXL conversion script; unrelated feature work." + "reason": "Safetensors save support and safetensors documentation are related by topic only, not the same underlying change." }, { - "left": "pull_request:3934", - "right": "pull_request:4963", + "left": "pull_request:153", + "right": "pull_request:1945", "accept": false, - "reason": "Reverting automatic chunking vs installing accelerate main in CI; different changes and intents." + "reason": "Issue templates and UNet block tests are unrelated." }, { - "left": "pull_request:3934", - "right": "pull_request:5615", + "left": "pull_request:2009", + "right": "pull_request:274", "accept": false, - "reason": "Revert automatic chunking vs revert load_lora behavior in SDXL adapter; separate code paths." + "reason": "Textual inversion loading and a Stable Diffusion README are unrelated." }, { - "left": "pull_request:4276", - "right": "pull_request:5853", + "left": "pull_request:2009", + "right": "pull_request:3275", "accept": false, - "reason": "Pipeline import test addition vs doctest workflow setup; both testing-related but not the same issue." + "reason": "Textual inversion loading versus adding upsample_size to attention blocks are different code changes." }, { - "left": "pull_request:4596", - "right": "pull_request:6114", + "left": "pull_request:2279", + "right": "pull_request:2827", "accept": false, - "reason": "Checkpoint conversion script vs LPW XL img2img/inpaint support; unrelated features." + "reason": "General formatting/tooling modernization and applying Ruff rules are not the same concrete fix." }, { - "left": "pull_request:4655", - "right": "pull_request:5697", + "left": "pull_request:2793", + "right": "pull_request:2928", "accept": false, - "reason": "Adding train_data_dir to load_dataset calls vs PEFT LoRA/xFormers bugfix; different functional areas." + "reason": "A docs removal about cuDNN benchmark and controlnet local dataset loading are unrelated." }, { - "left": "pull_request:530", - "right": "pull_request:748", + "left": "pull_request:2793", + "right": "pull_request:4887", "accept": false, - "reason": "Img2img test flakiness tweak vs push_to_hub fix in training scripts; unrelated." + "reason": "cuDNN benchmark docs and removing a latent input from Kandinsky prior_emb2emb are unrelated." }, { - "left": "pull_request:5393", - "right": "pull_request:7216", + "left": "pull_request:2861", + "right": "pull_request:3208", "accept": false, - "reason": "Examples update to HFApi vs from_single_file signature changes; different code and purpose." + "reason": "A Stable UnCLIP test for image_embeds=None and Token Merging docs are unrelated." }, { - "left": "pull_request:5771", - "right": "pull_request:6261", + "left": "pull_request:2959", + "right": "pull_request:5053", "accept": false, - "reason": "Large loader refactor vs moving Attend-and-Excite out of stable_diffusion; separate refactors." + "reason": "UNet3D norm-group test correction versus a t2i-adapter validation_image arg fix are unrelated." }, { - "left": "pull_request:5833", - "right": "pull_request:7339", + "left": "pull_request:3023", + "right": "pull_request:3127", "accept": false, - "reason": "PixArt docs on low-VRAM inference vs release workflow dependency fix; unrelated." + "reason": "Attention processor changes for torch 2.0 versus a safety-checker img2img fix are different bugs and code paths." }, { - "left": "pull_request:5834", - "right": "pull_request:7339", + "left": "pull_request:3275", + "right": "pull_request:5111", "accept": false, - "reason": "ControlNet single-file import fix vs release workflow dependency fix; unrelated." + "reason": "Adding upsample_size to attention blocks and adding use_karras_sigmas to schedulers are unrelated." }, { - "left": "pull_request:6237", - "right": "pull_request:6864", + "left": "pull_request:3297", + "right": "pull_request:4595", "accept": false, - "reason": "Docs clarification for batched seeds vs PEFT/torch.compile docs; both docs, but different topics." + "reason": "A new retrieval-augmented diffusion project and a WIP converter pipeline are unrelated." }, { - "left": "pull_request:6426", - "right": "pull_request:8267", + "left": "pull_request:3934", + "right": "pull_request:4963", "accept": false, - "reason": "LoRA deprecation refactor vs resume_download deprecation handling; similar theme but different APIs and code paths." + "reason": "Both are revert-related CI/pipeline changes, but they revert different behaviors in different areas." }, { - "left": "pull_request:6633", - "right": "pull_request:7247", + "left": "pull_request:3934", + "right": "pull_request:5615", "accept": false, - "reason": "convert_from_ckpt YAML loading fix vs single_file config-checking tests; implementation vs tests, not duplicates." + "reason": "Automatic chunking revert versus SDXL adapter LoRA revert are separate changes and not the same underlying issue." } ] }, @@ -160154,52 +160138,52 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 181, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10105", - "pull_request:10837", - "pull_request:11428", - "pull_request:11639", - "pull_request:11997", - "pull_request:12024", "pull_request:1269", - "pull_request:12909", "pull_request:13294", "pull_request:13365", "pull_request:1470", "pull_request:1966", - "pull_request:2954", - "pull_request:3125", - "pull_request:4365", - "pull_request:4749", - "pull_request:4780", - "pull_request:4793", - "pull_request:4862", + "pull_request:4276", + "pull_request:4596", + "pull_request:4655", "pull_request:5038", - "pull_request:5085", - "pull_request:5202", "pull_request:5204", + "pull_request:530", + "pull_request:5393", "pull_request:5697", - "pull_request:5823", + "pull_request:5771", + "pull_request:5833", + "pull_request:5834", + "pull_request:5853", "pull_request:594", + "pull_request:6114", "pull_request:6237", + "pull_request:6261", + "pull_request:6426", + "pull_request:6633", "pull_request:6752", - "pull_request:6929", + "pull_request:6864", "pull_request:7044", - "pull_request:7096", "pull_request:7116", "pull_request:7153", + "pull_request:7216", + "pull_request:7247", "pull_request:7295", - "pull_request:7906", + "pull_request:7339", + "pull_request:748", "pull_request:7913", + "pull_request:8267", "pull_request:8564", "pull_request:8591", "pull_request:8618", @@ -160213,6 +160197,17 @@ "pull_request:9735" ], "soft_pairs": [ + "pull_request:4276|pull_request:5853", + "pull_request:4596|pull_request:6114", + "pull_request:4655|pull_request:5697", + "pull_request:530|pull_request:748", + "pull_request:5393|pull_request:7216", + "pull_request:5771|pull_request:6261", + "pull_request:5833|pull_request:7339", + "pull_request:5834|pull_request:7339", + "pull_request:6237|pull_request:6864", + "pull_request:6426|pull_request:8267", + "pull_request:6633|pull_request:7247", "pull_request:7044|pull_request:7295", "pull_request:7116|pull_request:7153", "pull_request:7913|pull_request:9447", @@ -160227,203 +160222,192 @@ "pull_request:6752|pull_request:8739", "pull_request:10105|pull_request:9103", "pull_request:1269|pull_request:1470", - "pull_request:13294|pull_request:13365", - "pull_request:4365|pull_request:4749", - "pull_request:4793|pull_request:4862", - "pull_request:5085|pull_request:5697", - "pull_request:6237|pull_request:6929", - "pull_request:2954|pull_request:3125", - "pull_request:5038|pull_request:5823", - "pull_request:7096|pull_request:7906", - "pull_request:4780|pull_request:5202", - "pull_request:10837|pull_request:11428", - "pull_request:11639|pull_request:11997", - "pull_request:12024|pull_request:12909" + "pull_request:13294|pull_request:13365" ], - "prepared_review_unit_hash": "06bdff7904a04e08116330fa1b1b4f6a27a5598b3e15d07a0c0209a4862680b0", + "prepared_review_unit_hash": "13279d9eb754b2c27ffe37cf5a243f93d096cce25b2fdf52fa533a8735c4b73f", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 102738, - "estimated_input_tokens": 25685, - "estimated_eval_tokens": 51626 + "serialized_chars": 100378, + "estimated_input_tokens": 25095, + "estimated_eval_tokens": 50446 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most PRs are unrelated feature additions, docs updates, or small fixes across different subsystems. No single canonical duplicate target stands out; all soft-edge pairs look like distinct changes and should be kept separate.", - "confidence": 0.91, + "summary": "This cluster is a broad false-positive similarity set: the paired PRs share generic themes (docs, workflows, LoRA, SD3, single-file loading) but do not fix the same concrete bug or implement the same change. I would not consolidate any pair.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "pull_request:7044", - "right": "pull_request:7295", + "left": "pull_request:4276", + "right": "pull_request:5853", "accept": false, - "reason": "Both touch UNet-related code, but one re-adds a refactor path and the other fixes single-file loader wording; different changes and not one bug." + "reason": "`4276` adds a pipeline import test; `5853` introduces doctest/link-check workflows. Different maintenance areas and no shared bug/change." }, { - "left": "pull_request:7116", - "right": "pull_request:7153", + "left": "pull_request:4596", + "right": "pull_request:6114", "accept": false, - "reason": "One changes workflow install tooling, the other fixes docs path filters; unrelated CI adjustments." + "reason": "`4596` adds an SDXL conversion script; `6114` updates a community pipeline/README for img2img and inpaint. Not the same code path." }, { - "left": "pull_request:7913", - "right": "pull_request:9447", + "left": "pull_request:4655", + "right": "pull_request:5697", "accept": false, - "reason": "Custom timesteps/sigmas for SDXL ControlNet is a runtime feature; max_shard_size None is a save_pretrained API tweak." + "reason": "`4655` passes `data_dir` into dataset loading in training scripts; `5697` fixes PEFT LoRA/xformers attention scaling. Unrelated fixes." }, { - "left": "pull_request:8564", - "right": "pull_request:8631", + "left": "pull_request:530", + "right": "pull_request:748", "accept": false, - "reason": "SD3 token-limit docs/script support is unrelated to fixing from_single_file T5 checkpoint loading." + "reason": "`530` changes img2img test assertions; `748` fixes `push_to_hub` calls in training examples. Test cleanup vs training API bug." }, { - "left": "pull_request:8591", - "right": "pull_request:8618", + "left": "pull_request:5393", + "right": "pull_request:7216", "accept": false, - "reason": "Training weighting-density refactor and tiny autoencoder shift_factor are separate SD3 changes." + "reason": "`5393` migrates examples/docs to HFApi; `7216` changes `from_single_file` signature/docs. Same ecosystem, but different changes." }, { - "left": "pull_request:8591", - "right": "pull_request:8627", + "left": "pull_request:5771", + "right": "pull_request:6261", "accept": false, - "reason": "One is SD3 training utilities; the other adds SD3 ControlNet docs/models/pipeline scaffolding." + "reason": "`5771` refactors LoRA loaders; `6261` moves Attend-and-Excite out of `stable_diffusion`. Different refactors and code paths." }, { - "left": "pull_request:8618", - "right": "pull_request:9735", + "left": "pull_request:5833", + "right": "pull_request:7339", "accept": false, - "reason": "SD3 tiny autoencoder shift_factor and SD3 ControlNet example updates are distinct code paths." + "reason": "`5833` is PixArt documentation; `7339` fixes release workflow dependencies. No concrete overlap." }, { - "left": "pull_request:8627", - "right": "pull_request:9735", + "left": "pull_request:5834", + "right": "pull_request:7339", "accept": false, - "reason": "One introduces SD3 ControlNet support; the other updates the example usage/paths for SD3 ControlNet." + "reason": "`5834` fixes single-file ControlNet imports; `7339` updates release deps. Completely different subsystems." }, { - "left": "pull_request:9400", - "right": "pull_request:9536", + "left": "pull_request:6237", + "right": "pull_request:6864", "accept": false, - "reason": "Device-agnostic single-file tests and ChatGLM tokenizer padding-side are unrelated test/library fixes." + "reason": "Both are docs, but one explains batched seeds and the other `torch.compile` with LoRA. Distinct guidance, not a duplicate change." }, { - "left": "pull_request:1966", - "right": "pull_request:594", + "left": "pull_request:6426", + "right": "pull_request:8267", "accept": false, - "reason": "Flax inpainting implementation and Flax UNet/DDIM fixes are separate features/fixes, not one concrete change." + "reason": "Both mention deprecations, but `6426` removes deprecated LoRA backend handling while `8267` adjusts `resume_download` behavior. Different deprecation paths." }, { - "left": "pull_request:5038", - "right": "pull_request:5204", + "left": "pull_request:6633", + "right": "pull_request:7247", "accept": false, - "reason": "Explicit LoRA args in Transformer2D and PEFT text-encoder scaling fix different call sites and failure modes." + "reason": "`6633` lets `convert_from_ckpt.py` read a local YAML config; `7247` changes single-file config checking tests/config shapes. Related area, but not the same fix." }, { - "left": "pull_request:6752", - "right": "pull_request:8739", + "left": "pull_request:7044", + "right": "pull_request:7295", "accept": false, - "reason": "PromptDiffusion pipeline and ConsistencyTTA are different community pipelines with no shared bug." + "reason": "`7044` re-adds UNet refactor helpers; `7295` cleans a single-file UNet loader docstring. Not the same code-path problem." }, { - "left": "pull_request:10105", - "right": "pull_request:9103", + "left": "pull_request:7116", + "right": "pull_request:7153", "accept": false, - "reason": "Broken docs link fix and distributed LR scheduler fix are unrelated." + "reason": "`7116` switches workflows to `uv`; `7153` corrects documentation workflow path filters. Separate CI changes." }, { - "left": "pull_request:1269", - "right": "pull_request:1470", + "left": "pull_request:7913", + "right": "pull_request:9447", "accept": false, - "reason": "Stable diffusion refactor cleanup and Alt Diffusion DreamBooth compatibility are separate changes." + "reason": "`7913` adds custom timesteps/sigmas to SDXL ControlNet; `9447` changes pipeline save sharding defaults. Different features and failure modes." }, { - "left": "pull_request:13294", - "right": "pull_request:13365", + "left": "pull_request:8564", + "right": "pull_request:8631", "accept": false, - "reason": "A flaky WanVACE test fix and a Claude review workflow fork-support change are unrelated." + "reason": "`8564` adds SD3 T5 token-limit training support; `8631` fixes `from_single_file` for T5 checkpoints. Same model family, but not the same underlying issue." }, { - "left": "pull_request:4365", - "right": "pull_request:4749", + "left": "pull_request:8591", + "right": "pull_request:8618", "accept": false, - "reason": "Both involve SDXL LoRA/dreambooth docs or checkpointing, but they fix different issues and are not one mergeable PR." + "reason": "`8591` refactors SD3 density/weighting utilities in training; `8618` adds `shift_factor` to the tiny autoencoder. Different code paths." }, { - "left": "pull_request:4793", - "right": "pull_request:4862", + "left": "pull_request:8591", + "right": "pull_request:8627", "accept": false, - "reason": "Auto pipeline config-kwargs passthrough and SDXL ControlNet multi-control height/width handling are unrelated." + "reason": "`8591` is SD3 training-loss math; `8627` adds SD3 ControlNet model/pipeline/docs. Broadly related to SD3, but not one change." }, { - "left": "pull_request:5085", - "right": "pull_request:5697", + "left": "pull_request:8618", + "right": "pull_request:9735", "accept": false, - "reason": "LoRA offloading compatibility and xformers/PEFT scaling fix different loader/attention paths." + "reason": "`8618` changes the tiny autoencoder's `shift_factor`; `9735` updates an SD3 ControlNet example and training script imports. Unrelated." }, { - "left": "pull_request:6237", - "right": "pull_request:6929", + "left": "pull_request:8627", + "right": "pull_request:9735", "accept": false, - "reason": "Batched seed guidance docs and community pipeline loading docs are different documentation topics." + "reason": "`8627` introduces SD3 ControlNet model/pipeline files; `9735` updates the SD3 ControlNet example. Example update is not the same as the implementation PR." }, { - "left": "pull_request:2954", - "right": "pull_request:3125", + "left": "pull_request:9400", + "right": "pull_request:9536", "accept": false, - "reason": "Text-to-Video Zero pipeline and multi-control inpaint example are unrelated features." + "reason": "`9400` makes single-file pipeline tests device-agnostic; `9536` fixes a tokenizer padding-side argument. Different bug fixes." }, { - "left": "pull_request:5038", - "right": "pull_request:5823", + "left": "pull_request:1966", + "right": "pull_request:594", "accept": false, - "reason": "One changes LoRA argument passing in Transformer2D; the other adds adapter_names support to fuse_lora. Same area, different behavior." + "reason": "`1966` adds Flax inpainting; `594` fixes Flax UNet/DDIM embeddings/scheduler behavior. Both Flax, but not the same concrete change." }, { - "left": "pull_request:7096", - "right": "pull_request:7906", + "left": "pull_request:5038", + "right": "pull_request:5204", "accept": false, - "reason": "ControlNet training-script tweaks and GLIGEN training are different example projects." + "reason": "Both touch LoRA-related logic, but `5038` makes optional args explicit in `transformer_2d.py` while `5204` fixes text-encoder LoRA scaling across pipelines. Not mergeable as one PR." }, { - "left": "pull_request:4780", - "right": "pull_request:5202", + "left": "pull_request:6752", + "right": "pull_request:8739", "accept": false, - "reason": "PEFT integration groundwork and Kohya checkpoint state-dict mapping are related only broadly; they solve different problems." + "reason": "`6752` adds PromptDiffusion community support; `8739` adds ConsistencyTTA community support. Different community pipelines." }, { - "left": "pull_request:10837", - "right": "pull_request:11428", + "left": "pull_request:10105", + "right": "pull_request:9103", "accept": false, - "reason": "HunyuanVideo T2V/I2V support and Hunyuan Video Framepack are distinct pipeline additions, not the same change." + "reason": "`10105` fixes a broken README link; `9103` fixes distributed LR scheduler math. Documentation vs training logic." }, { - "left": "pull_request:11639", - "right": "pull_request:11997", + "left": "pull_request:1269", + "right": "pull_request:1470", "accept": false, - "reason": "Wan video2video sampling-mode standardization and modular Wan I2V/FLF2V architecture work are separate changes." + "reason": "`1269` is a stable diffusion refactor; `1470` makes DreamBooth compatible with Alt Diffusion. Different feature work." }, { - "left": "pull_request:12024", - "right": "pull_request:12909", + "left": "pull_request:13294", + "right": "pull_request:13365", "accept": false, - "reason": "Wan2.2 follow-up fixes and Wan 2.1 i2v context-parallel fix are different code paths and releases." + "reason": "`13294` addresses flaky WanVACE LoRA tests; `13365` updates the Claude review workflow for forks. Test stabilization vs CI permissions/workflow." } ] }, @@ -160437,15 +160421,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 182, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10042", "pull_request:10114", @@ -160460,43 +160444,54 @@ "pull_request:10326", "pull_request:10420", "pull_request:10430", - "pull_request:10585", - "pull_request:10648", - "pull_request:10784", - "pull_request:10810", - "pull_request:10819", - "pull_request:10834", "pull_request:10837", - "pull_request:10885", "pull_request:10894", - "pull_request:11066", - "pull_request:11067", "pull_request:11080", - "pull_request:11243", - "pull_request:11290", "pull_request:11319", "pull_request:11366", - "pull_request:11537", - "pull_request:11564", - "pull_request:11647", - "pull_request:11778", - "pull_request:12062", - "pull_request:12420", + "pull_request:11428", + "pull_request:11639", + "pull_request:11997", + "pull_request:12024", + "pull_request:12909", + "pull_request:2954", + "pull_request:3125", + "pull_request:4365", + "pull_request:4749", + "pull_request:4780", + "pull_request:4793", + "pull_request:4862", + "pull_request:5038", + "pull_request:5085", + "pull_request:5202", + "pull_request:5697", + "pull_request:5823", + "pull_request:6237", + "pull_request:6929", + "pull_request:7096", + "pull_request:7906", "pull_request:8618", "pull_request:8684", "pull_request:8685", "pull_request:8985", "pull_request:9015", "pull_request:9107", - "pull_request:9687", - "pull_request:9735", - "pull_request:9765", "pull_request:9769", - "pull_request:9807", "pull_request:9832", "pull_request:9934" ], "soft_pairs": [ + "pull_request:4365|pull_request:4749", + "pull_request:4793|pull_request:4862", + "pull_request:5085|pull_request:5697", + "pull_request:6237|pull_request:6929", + "pull_request:2954|pull_request:3125", + "pull_request:5038|pull_request:5823", + "pull_request:7096|pull_request:7906", + "pull_request:4780|pull_request:5202", + "pull_request:10837|pull_request:11428", + "pull_request:11639|pull_request:11997", + "pull_request:12024|pull_request:12909", "pull_request:10042|pull_request:9832", "pull_request:10114|pull_request:10894", "pull_request:10115|pull_request:9107", @@ -160510,211 +160505,477 @@ "pull_request:10322|pull_request:8985", "pull_request:10326|pull_request:8684", "pull_request:10420|pull_request:9015", - "pull_request:10430|pull_request:9769", - "pull_request:10585|pull_request:10784", - "pull_request:10648|pull_request:11647", - "pull_request:10784|pull_request:11778", - "pull_request:10784|pull_request:9765", - "pull_request:10810|pull_request:9807", - "pull_request:10819|pull_request:11564", - "pull_request:10834|pull_request:11537", - "pull_request:10837|pull_request:11066", - "pull_request:10885|pull_request:11647", - "pull_request:11067|pull_request:12062", - "pull_request:11243|pull_request:9687", - "pull_request:11290|pull_request:12420", - "pull_request:11366|pull_request:9735" + "pull_request:10430|pull_request:9769" ], - "prepared_review_unit_hash": "54fd156bf988fa03357894697a17aef55a3816ca1b34b85364829aa40923a4df", + "prepared_review_unit_hash": "71e87d45913213156fb444684bb2e070ca57a4067f7c587bcc9ca0f578c0c40f", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 92934, - "estimated_input_tokens": 23234, - "estimated_eval_tokens": 46724 + "soft_pair_count": 25, + "serialized_chars": 97120, + "estimated_input_tokens": 24280, + "estimated_eval_tokens": 48816 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs spanning docs, CI, tests, and separate feature/fix work; none of the soft-edge pairs appear to be the same underlying change or bug.", - "confidence": 0.96, + "summary": "This cluster is an overbroad mix of unrelated PRs: CI/workflow cleanups, docs-only updates, feature additions (Mochi, OmniGen, Hunyuan, Wan, etc.), and a few small bugfixes. The soft-edge candidates mostly share broad subsystems or filenames but not the same concrete change, so none should be merged as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 11080 is the clearest standalone bug fix in the set: it fixes a concrete shared image-processing code path, has an explicit issue target, and is more representative than the mostly docs/CI churn.", + "canonical_pr_reason": "No single PR cleanly represents the whole cluster; the items span many unrelated changes and the apparent similarities are mostly superficial subsystem overlap.", "best_issue_reason": null, - "best_pr_reason": "PR 11080 is the strongest representative PR because it addresses a real runtime bug with a focused code change and clear issue linkage.", + "best_pr_reason": "If a representative PR must be chosen, pull_request:9769 (Mochi T2V) is the strongest candidate because it is a substantial, self-contained feature PR with clear scope and broad content, unlike the many small docs/CI edits.", "soft_edge_verdicts": [ + { + "left": "pull_request:4365", + "right": "pull_request:4749", + "accept": false, + "reason": "Both are SDXL/PEFT-related docs or example updates, but they fix different workflows: one adds SDXL training support, the other fixes LoRA checkpoint loading. Shared test file alone is not enough." + }, + { + "left": "pull_request:4793", + "right": "pull_request:4862", + "accept": false, + "reason": "Both touch pipeline internals, but one fixes auto_pipeline config forwarding while the other fixes ControlNet img2img dimension handling. Different code paths and bugs." + }, + { + "left": "pull_request:5085", + "right": "pull_request:5697", + "accept": false, + "reason": "Both involve LoRA/offloading behavior, but the concrete fixes differ: incompatible LoRA checkpoint offloading vs xformers-enabled LoRA scaling in attention. Not the same bug." + }, + { + "left": "pull_request:6237", + "right": "pull_request:6929", + "accept": false, + "reason": "Both are docs-focused, but one is batched seed guidance and the other is community pipeline loading docs. No shared underlying change." + }, + { + "left": "pull_request:2954", + "right": "pull_request:3125", + "accept": false, + "reason": "Both are multi-control/video-generation related examples, but one adds TextToVideoZero and the other extends StableDiffusionControlNetInpaint. Different pipelines and functionality." + }, + { + "left": "pull_request:5038", + "right": "pull_request:5823", + "accept": false, + "reason": "Both concern LoRA API ergonomics, but one makes optional args explicit in Transformer2DModel while the other adds adapter_names to fuse_lora. Different change requests." + }, + { + "left": "pull_request:7096", + "right": "pull_request:7906", + "accept": false, + "reason": "Both are training-script/example additions, but ControlNet training enhancements and GLIGEN training are unrelated features." + }, + { + "left": "pull_request:4780", + "right": "pull_request:5202", + "accept": false, + "reason": "Both relate to PEFT/LoRA support, but 4780 is broad PEFT integration work while 5202 only adds Kohya state-dict key mapping. Not mergeable as one PR." + }, + { + "left": "pull_request:10837", + "right": "pull_request:11428", + "accept": false, + "reason": "Both are HunyuanVideo-related, but one adds SkyReels Hunyuan T2V/I2V while the other adds Hunyuan Video Framepack. They target different model variants and code paths." + }, + { + "left": "pull_request:11639", + "right": "pull_request:11997", + "accept": false, + "reason": "Both touch Wan video pipelines, but one standardizes VAE sampling in a specific video-to-video pipeline while the other adds modular Wan I2V/FLF2V blocks. Different scope and implementation." + }, + { + "left": "pull_request:12024", + "right": "pull_request:12909", + "accept": false, + "reason": "Both edit transformer_wan.py, but one is a wan2.2 follow-up across pipeline/tests and the other fixes context parallel behavior in Wan 2.1/animate attention. Not the same concrete bug." + }, { "left": "pull_request:10042", "right": "pull_request:9832", "accept": false, - "reason": "Different CI changes: merging PEFT workflow files vs adding quantization nightly tests." + "reason": "One merges a PEFT PR workflow into the main PR workflow, the other adds nightly quantization CI. Both are CI-related only at a very broad level." }, { "left": "pull_request:10114", "right": "pull_request:10894", "accept": false, - "reason": "Unrelated docs/formatting fix in Stable Audio vs docs toctree sorting for CogVideoX." + "reason": "One is a stable_audio formatting fix, the other is a docs toctree sorting change. No shared underlying issue." }, { "left": "pull_request:10115", "right": "pull_request:9107", "accept": false, - "reason": "FluxPosEmbed bug fix vs SD3 DreamBooth loading-hook fix; different code paths and failures." + "reason": "Flux rotary embedding fix vs SD3 LoRA loading-hook fix: different models, different bugs, no common code path." }, { "left": "pull_request:10132", "right": "pull_request:11366", "accept": false, - "reason": "Tokenizers workflow install update vs Hidream transformer output change; unrelated changes." + "reason": "Tokenizers backend update for PEFT tests vs Hidream transformer output-shape fix. Unrelated changes." }, { "left": "pull_request:10148", "right": "pull_request:11319", "accept": false, - "reason": "OmniGen feature addition vs community-projects docs entry; not the same change." + "reason": "OmniGen feature addition and community-project docs entry are unrelated; one adds code and tests, the other is just documentation." }, { "left": "pull_request:10148", "right": "pull_request:8618", "accept": false, - "reason": "OmniGen feature PR vs SD3 tiny autoencoder shift_factor change; different subsystems." + "reason": "OmniGen addition vs SD3 tiny autoencoder shift_factor change are distinct features in different subsystems." }, { "left": "pull_request:10245", "right": "pull_request:8685", "accept": false, - "reason": "PEFT docs text update vs float8 note in SD3 docs; only both are documentation." + "reason": "PEFT docs wording update and float8 note in SD3 docs are unrelated documentation fixes." }, { "left": "pull_request:10299", "right": "pull_request:9934", "accept": false, - "reason": "GGUF docs example tweak vs Mochi docs expansion; different documentation topics." + "reason": "Both are docs changes mentioning model usage, but one updates a GGUF example and the other expands Mochi documentation. Different topics." }, { "left": "pull_request:10312", "right": "pull_request:11080", "accept": false, - "reason": "Attention.head_to_batch_dim bug vs image_processor reducing_gap fix; separate bugs and files." + "reason": "Attention.head_to_batch_dim bugfix and Kandinsky image resizing bugfix are separate code issues in different modules." }, { "left": "pull_request:10318", "right": "pull_request:11319", "accept": false, - "reason": "Flux LoRA test additions vs community-projects docs entry; unrelated test/docs changes." + "reason": "Flux LoRA integration tests and community-project docs have no shared underlying bug or feature." }, { "left": "pull_request:10322", "right": "pull_request:8985", "accept": false, - "reason": "Sana conversion script/model support vs Lumina test-size reduction; different projects and intent." + "reason": "Sana 2K converter support and Lumina test-size reduction are unrelated changes; one is a converter update, the other is test simplification." }, { "left": "pull_request:10326", "right": "pull_request:8684", "accept": false, - "reason": "MPS workflow shell quoting fix vs Pillow import docs fix; unrelated CI and docs changes." + "reason": "MPS workflow quoting fix and Pillow import docs fix are unrelated housekeeping edits." }, { "left": "pull_request:10420", "right": "pull_request:9015", "accept": false, - "reason": "LTX checkpoint-id docs fix vs PIA example fix; different examples and model families." + "reason": "LTX checkpoint-id docs fix and PIA example fix are different pipeline docs updates, not the same change." }, { "left": "pull_request:10430", "right": "pull_request:9769", "accept": false, - "reason": "TeaCache core hook implementation vs Mochi T2V feature PR; not the same code-path problem." - }, + "reason": "TeaCache core infrastructure work and Mochi feature integration are different large changes; sharing broad modeling infrastructure does not make them duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 183, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10585", + "pull_request:10648", + "pull_request:10784", + "pull_request:10810", + "pull_request:10819", + "pull_request:10834", + "pull_request:10837", + "pull_request:10885", + "pull_request:11066", + "pull_request:11067", + "pull_request:11243", + "pull_request:11290", + "pull_request:11366", + "pull_request:11537", + "pull_request:11564", + "pull_request:11583", + "pull_request:11647", + "pull_request:11722", + "pull_request:11778", + "pull_request:1194", + "pull_request:12018", + "pull_request:12062", + "pull_request:12134", + "pull_request:12142", + "pull_request:12143", + "pull_request:12231", + "pull_request:12233", + "pull_request:1229", + "pull_request:12330", + "pull_request:12360", + "pull_request:12391", + "pull_request:12420", + "pull_request:12434", + "pull_request:12450", + "pull_request:12551", + "pull_request:12705", + "pull_request:12797", + "pull_request:13022", + "pull_request:13164", + "pull_request:13218", + "pull_request:13454", + "pull_request:2983", + "pull_request:3172", + "pull_request:45", + "pull_request:9687", + "pull_request:9735", + "pull_request:9765", + "pull_request:9807" + ], + "soft_pairs": [ + "pull_request:10585|pull_request:10784", + "pull_request:10648|pull_request:11647", + "pull_request:10784|pull_request:11778", + "pull_request:10784|pull_request:9765", + "pull_request:10810|pull_request:9807", + "pull_request:10819|pull_request:11564", + "pull_request:10834|pull_request:11537", + "pull_request:10837|pull_request:11066", + "pull_request:10885|pull_request:11647", + "pull_request:11067|pull_request:12062", + "pull_request:11243|pull_request:9687", + "pull_request:11290|pull_request:12420", + "pull_request:11366|pull_request:9735", + "pull_request:11583|pull_request:12134", + "pull_request:11722|pull_request:12233", + "pull_request:1194|pull_request:3172", + "pull_request:1194|pull_request:45", + "pull_request:12018|pull_request:12391", + "pull_request:12018|pull_request:12797", + "pull_request:12142|pull_request:13022", + "pull_request:12143|pull_request:13022", + "pull_request:12231|pull_request:12705", + "pull_request:1229|pull_request:2983", + "pull_request:12330|pull_request:13218", + "pull_request:12360|pull_request:12434", + "pull_request:12450|pull_request:13164", + "pull_request:12551|pull_request:13454" + ], + "prepared_review_unit_hash": "5d480f210f2d16841c23e5bcdadfb097a305bfb125af8745708da49a30256b2b", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 95884, + "estimated_input_tokens": 23971, + "estimated_eval_tokens": 48198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous PRs across docs, CI, model support, and small bugfixes. I only found one true duplicate-style pair: the two Wan VACE bf16/fp16 fixes (12142/12143), which target the same mask casting bug in the same code path.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for the whole cluster; most items are unrelated. If one representative is needed, 12143 is the strongest because it fixes the same Wan VACE dtype bug as 12142 and also adds test coverage.", + "best_issue_reason": null, + "best_pr_reason": "12143 is the best representative of the only real duplicate pair: it fixes the Wan VACE mask-casting bug in `pipeline_wan_vace.py` and includes the test adjustment, making it the more complete change.", + "soft_edge_verdicts": [ { "left": "pull_request:10585", "right": "pull_request:10784", "accept": false, - "reason": "Mochi VAE annotation chore vs Lumina2 input-validation bug fix; unrelated edits." + "reason": "Different components and bugs: Mochi VAE annotation vs Lumina2 input validation." }, { "left": "pull_request:10648", "right": "pull_request:11647", "accept": false, - "reason": "DDPM docstring update vs Finegrained FP8 feature implementation; different scope entirely." + "reason": "Unrelated changes: DDPM docs for sigmoid beta schedule vs adding Finegrained FP8 quantization." }, { "left": "pull_request:10784", "right": "pull_request:11778", "accept": false, - "reason": "Lumina2 validation bug vs Wan VACE mask-padding bug; separate pipeline bugs." + "reason": "Both touch pipeline validation/padding, but they fix different pipelines and different bugs." }, { "left": "pull_request:10784", "right": "pull_request:9765", "accept": false, - "reason": "Lumina2 input check fix vs SD3 docstring typo fix; different files and severity." + "reason": "Lumina2 input validation vs SD3 docstring typo; not the same underlying change." }, { "left": "pull_request:10810", "right": "pull_request:9807", "accept": false, - "reason": "Flux LoRA conversion logic vs AutoencoderKL PEFT adapter support; both LoRA-related but distinct implementation changes." + "reason": "Both involve LoRA support, but one is Flux conversion logic and the other is AutoencoderKL adapter support." }, { "left": "pull_request:10819", "right": "pull_request:11564", "accept": false, - "reason": "LoRA docs additions vs dreambooth requirements update; docs vs dependency change." + "reason": "Docs entry addition vs adding prodigy deps; no shared bug or change." }, { "left": "pull_request:10834", "right": "pull_request:11537", "accept": false, - "reason": "GGUF parameter type-check fix vs UNet torch.compile test addition; unrelated code vs test work." + "reason": "GGUF parameter check bugfix vs torch.compile test addition; different code paths." }, { "left": "pull_request:10837", "right": "pull_request:11066", "accept": false, - "reason": "Both touch HunyuanVideo docs, but one adds SkyReels T2V/I2V support while the other introduces a new HunyuanVideo-I2V model and conversion pipeline; not mergeable as one PR." + "reason": "Both are Hunyuan-related, but they introduce different model/pipeline updates and are not the same fix." }, { "left": "pull_request:10885", "right": "pull_request:11647", "accept": false, - "reason": "CogVideoX scheduler docs pages vs Finegrained FP8 quantization feature; shared toctree file only." + "reason": "CogVideoX scheduler docs vs Finegrained FP8 quantization; unrelated." }, { "left": "pull_request:11067", "right": "pull_request:12062", "accept": false, - "reason": "Both adjust benchmark/CI GPU settings, but one pins transformers for benchmarking and the other enables all GPUs across multiple workflows; different fixes." + "reason": "Both are CI-related, but one pins a benchmark dependency and the other enables all GPUs; different changes." }, { "left": "pull_request:11243", "right": "pull_request:9687", "accept": false, - "reason": "Musubi Wan LoRA support vs Xlabs ControlNet support; different model families and conversion logic." + "reason": "Musubi Wan LoRA support vs Xlabs ControlNet support; different features and code paths." }, { "left": "pull_request:11290", "right": "pull_request:12420", "accept": false, - "reason": "Docker torch version unpinning vs conditional import of torch distributed code; unrelated infrastructure fixes." + "reason": "Docker version unpinning vs conditional torch.distributed import; unrelated." }, { "left": "pull_request:11366", "right": "pull_request:9735", "accept": false, - "reason": "Hidream transformer output shape change vs SD3 controlnet example update; different model code and docs/example scope." + "reason": "Hidream transformer output shape change vs SD3 ControlNet example update; different areas." + }, + { + "left": "pull_request:11583", + "right": "pull_request:12134", + "accept": false, + "reason": "Both are docs cleanup, but one removes a tutorial and the other refreshes a different stable diffusion doc." + }, + { + "left": "pull_request:11722", + "right": "pull_request:12233", + "accept": false, + "reason": "Different documentation fixes: a misleading comment in a script vs a title/link text update." + }, + { + "left": "pull_request:1194", + "right": "pull_request:3172", + "accept": false, + "reason": "Doc-builder workflow setup vs reproducibility docs; unrelated." + }, + { + "left": "pull_request:1194", + "right": "pull_request:45", + "accept": false, + "reason": "Both touch documentation workflows, but they address different workflow revisions and broad docs plumbing changes." + }, + { + "left": "pull_request:12018", + "right": "pull_request:12391", + "accept": false, + "reason": "Minor link/text fix in quantization overview vs a large quantization docs reorganization; not the same change." + }, + { + "left": "pull_request:12018", + "right": "pull_request:12797", + "accept": false, + "reason": "Quantization link fix vs Kandinsky docs edits; unrelated." + }, + { + "left": "pull_request:12142", + "right": "pull_request:13022", + "accept": false, + "reason": "Wan VACE dtype bugfix vs Dockerfile compatibility changes; no shared issue." + }, + { + "left": "pull_request:12143", + "right": "pull_request:13022", + "accept": false, + "reason": "Wan VACE dtype bugfix vs Dockerfile compatibility changes; unrelated." + }, + { + "left": "pull_request:12231", + "right": "pull_request:12705", + "accept": false, + "reason": "General typo fix in example docs vs a broader typo cleanup across many files; similar category but not the same underlying change." + }, + { + "left": "pull_request:1229", + "right": "pull_request:2983", + "accept": false, + "reason": "Dreambooth README wording change vs CONTRIBUTING guidance on test deps; unrelated docs." + }, + { + "left": "pull_request:12330", + "right": "pull_request:13218", + "accept": false, + "reason": "Pipeline test cleanup vs Helios-specific skipped test; different test issues." + }, + { + "left": "pull_request:12360", + "right": "pull_request:12434", + "accept": false, + "reason": "Chroma doc rewrite vs text-to-image PEFT version bump; unrelated." + }, + { + "left": "pull_request:12450", + "right": "pull_request:13164", + "accept": false, + "reason": "Both revise CI installs, but they target different workflows and different dependency cleanup goals." + }, + { + "left": "pull_request:12551", + "right": "pull_request:13454", + "accept": false, + "reason": "Different flaky-test mitigations for different models/issues: Sana layerwise casting vs CLIP-related xfails." } ] }, @@ -160728,45 +160989,26 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 183, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 184, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:11583", - "pull_request:11722", - "pull_request:1194", - "pull_request:12018", - "pull_request:12134", - "pull_request:12142", - "pull_request:12143", - "pull_request:12231", - "pull_request:12233", - "pull_request:1229", - "pull_request:12330", - "pull_request:12360", - "pull_request:12391", - "pull_request:12434", - "pull_request:12450", "pull_request:12551", "pull_request:12631", "pull_request:12644", "pull_request:12675", "pull_request:12686", - "pull_request:12705", - "pull_request:12797", "pull_request:12856", "pull_request:1292", - "pull_request:13022", "pull_request:13076", - "pull_request:13164", - "pull_request:13218", - "pull_request:13454", + "pull_request:13562", + "pull_request:13567", "pull_request:1397", "pull_request:1423", "pull_request:1437", @@ -160775,36 +161017,42 @@ "pull_request:1765", "pull_request:1788", "pull_request:1850", + "pull_request:1903", "pull_request:1951", + "pull_request:2009", + "pull_request:2103", + "pull_request:2129", + "pull_request:2183", + "pull_request:2257", + "pull_request:2330", + "pull_request:2349", + "pull_request:2365", + "pull_request:2384", "pull_request:2405", "pull_request:2959", - "pull_request:2983", - "pull_request:3172", + "pull_request:3006", + "pull_request:3201", + "pull_request:3226", + "pull_request:326", + "pull_request:3265", "pull_request:3331", "pull_request:3561", - "pull_request:45", + "pull_request:3716", + "pull_request:396", + "pull_request:416", + "pull_request:533", "pull_request:564", "pull_request:570", - "pull_request:748" + "pull_request:748", + "pull_request:806", + "pull_request:840" ], "soft_pairs": [ - "pull_request:11583|pull_request:12134", - "pull_request:11722|pull_request:12233", - "pull_request:1194|pull_request:3172", - "pull_request:1194|pull_request:45", - "pull_request:12018|pull_request:12391", - "pull_request:12018|pull_request:12797", - "pull_request:12142|pull_request:13022", - "pull_request:12143|pull_request:13022", - "pull_request:12231|pull_request:12705", - "pull_request:1229|pull_request:2983", - "pull_request:12330|pull_request:13218", - "pull_request:12360|pull_request:12434", - "pull_request:12450|pull_request:13164", - "pull_request:12551|pull_request:13454", + "pull_request:12551|pull_request:13562", "pull_request:12631|pull_request:13076", "pull_request:12644|pull_request:12675", "pull_request:12686|pull_request:12856", + "pull_request:12686|pull_request:13567", "pull_request:1292|pull_request:2405", "pull_request:1397|pull_request:1423", "pull_request:1437|pull_request:3331", @@ -160813,192 +161061,204 @@ "pull_request:1697|pull_request:1951", "pull_request:1765|pull_request:564", "pull_request:1788|pull_request:570", - "pull_request:1850|pull_request:2959" + "pull_request:1850|pull_request:2959", + "pull_request:1903|pull_request:3006", + "pull_request:2009|pull_request:2183", + "pull_request:2103|pull_request:806", + "pull_request:2129|pull_request:3716", + "pull_request:2257|pull_request:840", + "pull_request:2330|pull_request:3226", + "pull_request:2349|pull_request:396", + "pull_request:2349|pull_request:416", + "pull_request:2365|pull_request:326", + "pull_request:2384|pull_request:3201", + "pull_request:2384|pull_request:3265", + "pull_request:2384|pull_request:533" ], - "prepared_review_unit_hash": "a97642e1665c91ceefd3e09c0f69a77c2e2639af06e05c872708ea9935b43635", + "prepared_review_unit_hash": "055827450ef5dbf10a71773d02ad555da96e2962704cf869572adf60e91b2a53", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 101179, - "estimated_input_tokens": 25295, - "estimated_eval_tokens": 50846 + "serialized_chars": 101815, + "estimated_input_tokens": 25454, + "estimated_eval_tokens": 51164 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: it mixes unrelated docs-only fixes, CI/workflow edits, test skips, and code changes across different subsystems. I found no true duplicate pair among the soft edges.", - "confidence": 0.92, + "summary": "This cluster is not a true duplicate set: it mixes unrelated docs-only edits, CI tweaks, model/pipeline feature work, and scheduler fixes. The soft edges are mostly superficial similarity (shared words or filenames) rather than the same underlying bug/change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the items are not duplicates and span unrelated changes. If a representative is needed, #12450 is the broadest substantive PR in the set.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "#12450 is the most substantial and central-looking change in the cluster (a broad CI/dependency install overhaul), but it is still not a duplicate target for the other PRs.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "pull_request:11583", - "right": "pull_request:12134", + "left": "pull_request:12551", + "right": "pull_request:13562", "accept": false, - "reason": "Both are docs PRs, but they change different tutorials/pages and address unrelated documentation cleanup." + "reason": "12551 skips SANA layerwise-casting tests in CI; 13562 changes CI dependency installation for tokenizers. Different CI concerns." }, { - "left": "pull_request:11722", - "right": "pull_request:12233", + "left": "pull_request:12631", + "right": "pull_request:13076", "accept": false, - "reason": "A misleading comment fix in one script is unrelated to a docs title/link tweak." + "reason": "12631 is a distributed inference doc update; 13076 fixes a TorchAo quantization config syntax example. Different docs and different technical issues." }, { - "left": "pull_request:1194", - "right": "pull_request:3172", + "left": "pull_request:12644", + "right": "pull_request:12675", "accept": false, - "reason": "Different concerns: PR docs workflow updates vs a reproducibility/docs content change." + "reason": "12644 adds AutoModel docs; 12675 fixes typos in the Sana video docs. Same broad area (docs) but unrelated content." }, { - "left": "pull_request:1194", - "right": "pull_request:45", + "left": "pull_request:12686", + "right": "pull_request:12856", "accept": false, - "reason": "Both touch doc workflows, but they are different workflow changes and not the same underlying fix." + "reason": "12686 introduces Kandinsky5 pipelines; 12856 adds z-image-omni-base implementation. Different model families and codepaths." }, { - "left": "pull_request:12018", - "right": "pull_request:12391", + "left": "pull_request:12686", + "right": "pull_request:13567", "accept": false, - "reason": "Same docs file area, but one is a link/text fix while the other restructures quantization docs and navigation." + "reason": "12686 is a pipeline implementation PR; 13567 only updates agent guidance docs. Unrelated." }, { - "left": "pull_request:12018", - "right": "pull_request:12797", + "left": "pull_request:1292", + "right": "pull_request:2405", "accept": false, - "reason": "Unrelated docs fixes in different topics; not the same underlying change." + "reason": "1292 adds OneFlow support; 2405 reverts a release version bump. No shared underlying bug/change." }, { - "left": "pull_request:12142", - "right": "pull_request:13022", + "left": "pull_request:1397", + "right": "pull_request:1423", "accept": false, - "reason": "Pipeline dtype/mask bug fix is unrelated to Dockerfile dependency changes." + "reason": "1397 adds SD2 attention slicing support; 1423 adds Flax support for SD2. Same product area, but distinct features and codepaths." }, { - "left": "pull_request:12143", - "right": "pull_request:13022", + "left": "pull_request:1437", + "right": "pull_request:3331", "accept": false, - "reason": "Test cleanup plus the Wan VACE dtype fix is unrelated to Dockerfile changes." + "reason": "Both are typo/doc cleanups, but in different files and with different text. Not the same change." }, { - "left": "pull_request:12231", - "right": "pull_request:12705", + "left": "pull_request:1508", + "right": "pull_request:3561", "accept": false, - "reason": "Both are typo-oriented, but they fix different text across different files and are not the same bug." + "reason": "1508 clarifies DreamBooth prior-preservation docs; 3561 changes DreamBooth IF stage II upscaling training code. Different problems." }, { - "left": "pull_request:1229", - "right": "pull_request:2983", + "left": "pull_request:1508", + "right": "pull_request:748", "accept": false, - "reason": "Dreambooth dependency instructions and testing-dependency docs are different documentation issues." + "reason": "1508 is a docs clarification; 748 fixes push_to_hub calls in training scripts. Different issues." }, { - "left": "pull_request:12330", - "right": "pull_request:13218", + "left": "pull_request:1697", + "right": "pull_request:1951", "accept": false, - "reason": "Different test refactors for different pipelines; no shared underlying bug." + "reason": "1697 updates a community composable diffusion example; 1951 updates ColossalAI training integration. Unrelated." }, { - "left": "pull_request:12360", - "right": "pull_request:12434", + "left": "pull_request:1765", + "right": "pull_request:564", "accept": false, - "reason": "Chroma docs wording fix and text-to-image PEFT version pin are unrelated." + "reason": "1765 is a DreamBooth Flax hotfix; 564 is a Flax scheduler fix. Different codepaths and bugs." }, { - "left": "pull_request:12450", - "right": "pull_request:13164", + "left": "pull_request:1788", + "right": "pull_request:570", "accept": false, - "reason": "Both involve CI installs, but #12450 is a broad CI dependency overhaul while #13164 narrowly removes test deps; not the same concrete change." + "reason": "1788 fixes DDIM behavior when prediction_type is sample; 570 fixes BaseOutput initialization from dict. Completely different subsystems." }, { - "left": "pull_request:12551", - "right": "pull_request:13454", + "left": "pull_request:1850", + "right": "pull_request:2959", "accept": false, - "reason": "Different test accommodations in different pipelines; not the same failure or code path." + "reason": "1850 adds ResnetBlock2D tests; 2959 adjusts a UNet3D condition test. Similar test area, but not the same behavior." }, { - "left": "pull_request:12631", - "right": "pull_request:13076", + "left": "pull_request:1903", + "right": "pull_request:3006", "accept": false, - "reason": "A distributed inference doc fix is unrelated to a quantization syntax correction." + "reason": "1903 only renames comments in depth2img; 3006 fixes DDPM variance math. Different scope and code." }, { - "left": "pull_request:12644", - "right": "pull_request:12675", + "left": "pull_request:2009", + "right": "pull_request:2183", "accept": false, - "reason": "AutoModel docs and Sana video docs touch different documentation surfaces and different topics." + "reason": "2009 adds textual inversion loading support; 2183 is a logging hotfix in textual inversion training. Different changes." }, { - "left": "pull_request:12686", - "right": "pull_request:12856", + "left": "pull_request:2103", + "right": "pull_request:806", "accept": false, - "reason": "Kandinsky5 pipeline implementation vs z-image-omni-base implementation are distinct feature changes." + "reason": "2103 adds lora tags to model cards; 806 is an early WIP adding EMA training options. Not the same underlying change." }, { - "left": "pull_request:1292", - "right": "pull_request:2405", + "left": "pull_request:2129", + "right": "pull_request:3716", "accept": false, - "reason": "Both are revert-related, but they revert different commits and cover different codebases and changes." + "reason": "2129 adds LoRA plumbing in pipelines; 3716 adds ParaDiGMS parallel sampling. Different features and mergeable units." }, { - "left": "pull_request:1397", - "right": "pull_request:1423", + "left": "pull_request:2257", + "right": "pull_request:840", "accept": false, - "reason": "SD2 attention slicing support and Flax SD2 support are separate feature additions, not one bug fix." + "reason": "2257 adds an UnCLIP text interpolation community pipeline; 840 adds a dummy one-step UNet example. Unrelated examples." }, { - "left": "pull_request:1437", - "right": "pull_request:3331", + "left": "pull_request:2330", + "right": "pull_request:3226", "accept": false, - "reason": "A typo fix in stable diffusion code and an inpainting docs typo are unrelated." + "reason": "2330 adds ethical guidelines docs; 3226 adds ControlNet v1.1 docs. Different documentation topics." }, { - "left": "pull_request:1508", - "right": "pull_request:3561", + "left": "pull_request:2349", + "right": "pull_request:396", "accept": false, - "reason": "Both mention Dreambooth, but one clarifies training docs/scripts while the other changes IF-stage training/upscaling behavior." + "reason": "2349 documents KarrasDiffusionSchedulers; 396 adds DDIM docs. Distinct docs pages and subjects." }, { - "left": "pull_request:1508", - "right": "pull_request:748", + "left": "pull_request:2349", + "right": "pull_request:416", "accept": false, - "reason": "Dreambooth prior-preservation docs/training clarification is unrelated to the push_to_hub bug fix." + "reason": "2349 is scheduler documentation; 416 is broader models documentation. No shared underlying change." }, { - "left": "pull_request:1697", - "right": "pull_request:1951", + "left": "pull_request:2365", + "right": "pull_request:326", "accept": false, - "reason": "Composable diffusion README/example update and ColossalAI integration update are unrelated." + "reason": "2365 adds a note about KarrasDiffusionSchedulers; 326 is a type-hint PR for PNDM pipeline. Not the same bug/change." }, { - "left": "pull_request:1765", - "right": "pull_request:564", + "left": "pull_request:2384", + "right": "pull_request:3201", "accept": false, - "reason": "One is a Dreambooth/Flax training cleanup, the other is a Flax scheduler fix; different code paths." + "reason": "2384 reverts a Pix2Pix Zero helper; 3201 reverts a different community pipeline update. Different codepaths." }, { - "left": "pull_request:1788", - "right": "pull_request:570", + "left": "pull_request:2384", + "right": "pull_request:3265", "accept": false, - "reason": "DDIM scheduler behavior fix is unrelated to BaseOutput initialization semantics." + "reason": "2384 reverts Pix2Pix Zero code; 3265 reverts a community lpw_stable_diffusion change. Different artifacts." }, { - "left": "pull_request:1850", - "right": "pull_request:2959", + "left": "pull_request:2384", + "right": "pull_request:533", "accept": false, - "reason": "These are test additions for different model classes and different behaviors." + "reason": "2384 is a Pix2Pix Zero revert; 533 reverts DDIM typehint changes. Unrelated." } ] }, @@ -161012,39 +161272,25 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 184, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 185, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:1903", - "pull_request:2009", - "pull_request:2103", - "pull_request:2129", - "pull_request:2183", - "pull_request:2257", - "pull_request:2330", - "pull_request:2349", - "pull_request:2365", - "pull_request:2384", "pull_request:2490", "pull_request:2598", "pull_request:2811", "pull_request:2817", "pull_request:2894", - "pull_request:3006", "pull_request:3042", "pull_request:3172", "pull_request:3183", - "pull_request:3201", "pull_request:3226", - "pull_request:326", - "pull_request:3265", "pull_request:3294", "pull_request:3295", "pull_request:3331", @@ -161056,34 +161302,35 @@ "pull_request:3673", "pull_request:3681", "pull_request:3709", - "pull_request:3716", + "pull_request:3786", + "pull_request:3806", + "pull_request:382", + "pull_request:3820", + "pull_request:386", + "pull_request:388", + "pull_request:390", + "pull_request:391", + "pull_request:392", "pull_request:396", + "pull_request:404", + "pull_request:4058", "pull_request:4078", "pull_request:4132", + "pull_request:4155", "pull_request:416", + "pull_request:417", "pull_request:4211", + "pull_request:4347", "pull_request:5024", "pull_request:5201", - "pull_request:533", "pull_request:5505", + "pull_request:5747", + "pull_request:5768", + "pull_request:6485", "pull_request:703", - "pull_request:806", - "pull_request:840", "pull_request:975" ], "soft_pairs": [ - "pull_request:1903|pull_request:3006", - "pull_request:2009|pull_request:2183", - "pull_request:2103|pull_request:806", - "pull_request:2129|pull_request:3716", - "pull_request:2257|pull_request:840", - "pull_request:2330|pull_request:3226", - "pull_request:2349|pull_request:396", - "pull_request:2349|pull_request:416", - "pull_request:2365|pull_request:326", - "pull_request:2384|pull_request:3201", - "pull_request:2384|pull_request:3265", - "pull_request:2384|pull_request:533", "pull_request:2490|pull_request:3709", "pull_request:2598|pull_request:3172", "pull_request:2811|pull_request:703", @@ -161098,198 +161345,210 @@ "pull_request:3462|pull_request:3673", "pull_request:3589|pull_request:5024", "pull_request:3608|pull_request:5505", - "pull_request:3681|pull_request:4132" + "pull_request:3681|pull_request:4132", + "pull_request:3786|pull_request:4347", + "pull_request:3806|pull_request:5747", + "pull_request:382|pull_request:392", + "pull_request:382|pull_request:404", + "pull_request:382|pull_request:417", + "pull_request:3820|pull_request:5768", + "pull_request:386|pull_request:391", + "pull_request:388|pull_request:396", + "pull_request:388|pull_request:416", + "pull_request:390|pull_request:391", + "pull_request:4058|pull_request:4155", + "pull_request:4058|pull_request:6485" ], - "prepared_review_unit_hash": "a24bb92605c0c8bfd7669298c49b7607cd963f7ce694470997e8bf2305e56d9b", + "prepared_review_unit_hash": "0aeb93e405673d94d77f0b6645ce30f82b2439f7d55464242911eca3588c2abf", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 96724, - "estimated_input_tokens": 24181, - "estimated_eval_tokens": 48618 + "serialized_chars": 92529, + "estimated_input_tokens": 23133, + "estimated_eval_tokens": 46522 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same underlying bug/change. These items span unrelated docs, example scripts, training bugs, scheduler fixes, and feature work, so I rejected all soft edges. The strongest standalone representative is the broad textual-inversion loader PR.", - "confidence": 0.79, + "summary": "This set is a heterogeneous mix of unrelated docs, example, CI, and code-fix PRs. None of the proposed soft pairs look like the same underlying change, so all are rejected.", + "confidence": 0.14, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 2009 is the most substantial and foundational change in the set: it adds textual inversion loader support across many Stable Diffusion pipelines and has the highest breadth of impact/review activity.", + "canonical_pr_reason": "No single canonical PR stands out; the items are mostly unrelated standalone changes rather than duplicate implementations of one fix.", "best_issue_reason": null, - "best_pr_reason": "PR 2009 is the best overall representative because it is broad, coherent, and well-reviewed, unlike the many narrow doc/typo/example fixes in the rest of the set.", + "best_pr_reason": "PR 3681 is the broadest substantive fix in the set and the most plausible representative if one PR must be chosen, but it is not a duplicate of the others.", "soft_edge_verdicts": [ { - "left": "pull_request:1903", - "right": "pull_request:3006", + "left": "pull_request:2490", + "right": "pull_request:3709", "accept": false, - "reason": "Comment cleanup in depth2img vs DDPM variance math fix; different code paths and bugs." + "reason": "Both add docs, but for different topics: MultiDiffusion panorama vs image processor reference docs." }, { - "left": "pull_request:2009", - "right": "pull_request:2183", + "left": "pull_request:2598", + "right": "pull_request:3172", "accept": false, - "reason": "Textual inversion loader integration vs a tokenizer/logging hotfix in an example script; not the same change." + "reason": "One updates PaintByExample docs; the other adds reproducibility guidance about deterministic algorithms." }, { - "left": "pull_request:2103", - "right": "pull_request:806", + "left": "pull_request:2811", + "right": "pull_request:703", "accept": false, - "reason": "Model-tag docs vs adding EMA training support; unrelated changes." + "reason": "An ONNX test expectation update is unrelated to CI workflow changes for torch/cuda cache." }, { - "left": "pull_request:2129", - "right": "pull_request:3716", + "left": "pull_request:2817", + "right": "pull_request:975", "accept": false, - "reason": "LoRA pipeline plumbing vs adding ParaDiGMS; different features." + "reason": "UNet1D documentation for extra channels is unrelated to a doc title typo in the toctree." }, { - "left": "pull_request:2257", - "right": "pull_request:840", + "left": "pull_request:2894", + "right": "pull_request:3226", "accept": false, - "reason": "UnCLIP text interpolation pipeline vs one-step UNet community example; different pipelines." + "reason": "Adding a Flax requirements file is not the same change as adding ControlNet v1.1 docs." }, { - "left": "pull_request:2330", - "right": "pull_request:3226", + "left": "pull_request:3042", + "right": "pull_request:4078", "accept": false, - "reason": "Ethical guidelines docs vs ControlNet v1.1 docs; unrelated documentation." + "reason": "Both mention accelerate, but one bumps example requirements while the other enforces accelerate in a single-file converter path." }, { - "left": "pull_request:2349", - "right": "pull_request:396", + "left": "pull_request:3183", + "right": "pull_request:3541", "accept": false, - "reason": "Karras scheduler overview docs vs DDIM docs; different doc topics." + "reason": "Both are DreamBooth fixes, but one corrects LoRA checkpoint registration and the other fixes attention-mask collation." }, { - "left": "pull_request:2349", - "right": "pull_request:416", + "left": "pull_request:3294", + "right": "pull_request:5201", "accept": false, - "reason": "Scheduler docs vs model API docs; not the same underlying change." + "reason": "LoRA weight loading and xformers/attention-processor LoRA handling are different code paths and bug fixes." }, { - "left": "pull_request:2365", - "right": "pull_request:326", + "left": "pull_request:3295", + "right": "pull_request:5505", "accept": false, - "reason": "Scheduler type-note change vs PNDM type-hint PR; related area but different edits and scope." + "reason": "These are separate documentation typos in different tutorials and files." }, { - "left": "pull_request:2384", - "right": "pull_request:3201", + "left": "pull_request:3331", + "right": "pull_request:4211", "accept": false, - "reason": "Different revert commits in different community pipelines; unrelated change history." + "reason": "Both touch inpainting docs, but one is a simple typo and the other is an SDXL docstring/example fix." }, { - "left": "pull_request:2384", - "right": "pull_request:3265", + "left": "pull_request:3410", + "right": "pull_request:4078", "accept": false, - "reason": "Reverting Pix2Pix Zero helper code vs reverting the lpw_stable_diffusion revert; not the same bug/change." + "reason": "Both relate to accelerate availability, but one fixes deepspeed_plugin retrieval in training and the other guards from_single_file conversion." }, { - "left": "pull_request:2384", - "right": "pull_request:533", + "left": "pull_request:3462", + "right": "pull_request:3673", "accept": false, - "reason": "Pix2Pix Zero revert vs DDIM type-hint revert; different code paths." + "reason": "One makes DreamBooth LoRA more robust to the original UNet; the other fixes multi-GPU handling in DreamBooth." }, { - "left": "pull_request:2490", - "right": "pull_request:3709", + "left": "pull_request:3589", + "right": "pull_request:5024", "accept": false, - "reason": "MultiDiffusion docs vs image processor docs; unrelated docs work." + "reason": "Community reference-tricks docs and a scheduler step-index bug are unrelated changes." }, { - "left": "pull_request:2598", - "right": "pull_request:3172", + "left": "pull_request:3608", + "right": "pull_request:5505", "accept": false, - "reason": "Paint-by-example doc updates vs deterministic algorithms docs; different topics." + "reason": "These are distinct typo fixes in different files and contexts." }, { - "left": "pull_request:2811", - "right": "pull_request:703", + "left": "pull_request:3681", + "right": "pull_request:4132", "accept": false, - "reason": "ONNX test expectation update vs CI workflow/cache change; unrelated." + "reason": "Checkpoint-limit handling in training scripts is unrelated to making accelerate optional in checkpoint conversion." }, { - "left": "pull_request:2817", - "right": "pull_request:975", + "left": "pull_request:3786", + "right": "pull_request:4347", "accept": false, - "reason": "UNet1D API docs vs a docs title typo; not the same change." + "reason": "PR template content and scheduler step-index logic have no shared bug or change." }, { - "left": "pull_request:2894", - "right": "pull_request:3226", + "left": "pull_request:3806", + "right": "pull_request:5747", "accept": false, - "reason": "Flax requirements file vs ControlNet docs; unrelated." + "reason": "One adds a checkpoint-loading note to README; the other adds a dataset data_dir parameter in training scripts." }, { - "left": "pull_request:3042", - "right": "pull_request:4078", + "left": "pull_request:382", + "right": "pull_request:392", "accept": false, - "reason": "Example requirements/accelerate minimum version sweep vs runtime accelerate check in from_single_file; different problems." + "reason": "DDPM pipeline docs are unrelated to the conceptual contribution page." }, { - "left": "pull_request:3183", - "right": "pull_request:3541", + "left": "pull_request:382", + "right": "pull_request:404", "accept": false, - "reason": "DreamBooth LoRA checkpointing bug vs DreamBooth attention-mask bug; distinct fixes." + "reason": "Stable Diffusion pipeline docs and fp16 optimization docs are different documentation pages with different scope." }, { - "left": "pull_request:3294", - "right": "pull_request:5201", + "left": "pull_request:382", + "right": "pull_request:417", "accept": false, - "reason": "LoRA weight-loading prefix support vs xformers/LoRA processor handling; different LoRA code paths." + "reason": "DDPM docs and general inference-pipeline docs are separate documentation efforts." }, { - "left": "pull_request:3295", - "right": "pull_request:5505", + "left": "pull_request:3820", + "right": "pull_request:5768", "accept": false, - "reason": "Tutorial typo fix vs ControlNet API typo fix; unrelated docs changes." + "reason": "SDXL doc typo fixes and consistency-decoder documentation are unrelated changes." }, { - "left": "pull_request:3331", - "right": "pull_request:4211", + "left": "pull_request:386", + "right": "pull_request:391", "accept": false, - "reason": "Inpainting docs typo vs SDXL docstring correction; different documentation targets." + "reason": "Stable Diffusion pipeline docs are not the same as PNDM pipeline docs." }, { - "left": "pull_request:3410", - "right": "pull_request:4078", + "left": "pull_request:388", + "right": "pull_request:396", "accept": false, - "reason": "Accelerate state retrieval bug in training vs accelerate installation guard in checkpoint conversion; unrelated." + "reason": "Unconditional latent diffusion docs and DDIM docs describe different pipelines and papers." }, { - "left": "pull_request:3462", - "right": "pull_request:3673", + "left": "pull_request:388", + "right": "pull_request:416", "accept": false, - "reason": "DreamBooth LoRA robustness cleanup vs multi-GPU DreamBooth config access fix; different bugs." + "reason": "A latent-diffusion docs page is unrelated to the broad models API documentation update." }, { - "left": "pull_request:3589", - "right": "pull_request:5024", + "left": "pull_request:390", + "right": "pull_request:391", "accept": false, - "reason": "Reference-tricks README additions vs DPM solver step-index/noise-sampler state fix; unrelated." + "reason": "Apple Silicon MPS optimization docs are unrelated to PNDM pipeline docs." }, { - "left": "pull_request:3608", - "right": "pull_request:5505", + "left": "pull_request:4058", + "right": "pull_request:4155", "accept": false, - "reason": "Text-to-image argument typo vs ControlNet API typo fix; unrelated docs/example edits." + "reason": "One is a doc-only SDXL correction; the other is an unfinished ControlNet SDXL pipeline fix affecting code and tests." }, { - "left": "pull_request:3681", - "right": "pull_request:4132", + "left": "pull_request:4058", + "right": "pull_request:6485", "accept": false, - "reason": "Checkpoint-limit handling in training scripts vs making accelerate optional in from_single_file; different concerns and code paths." + "reason": "SDXL docs and PR-template reviewer metadata are unrelated." } ] }, @@ -161303,36 +161562,20 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 185, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 186, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:3786", - "pull_request:3806", - "pull_request:382", - "pull_request:3820", - "pull_request:386", - "pull_request:388", - "pull_request:390", - "pull_request:391", - "pull_request:392", - "pull_request:396", - "pull_request:404", - "pull_request:4058", - "pull_request:4155", - "pull_request:416", - "pull_request:417", "pull_request:4196", "pull_request:4227", "pull_request:4259", "pull_request:4284", - "pull_request:4347", "pull_request:4498", "pull_request:4652", "pull_request:4669", @@ -161344,37 +161587,41 @@ "pull_request:5552", "pull_request:5698", "pull_request:5707", - "pull_request:5747", "pull_request:5768", "pull_request:5771", "pull_request:5822", "pull_request:5895", "pull_request:5982", + "pull_request:5988", + "pull_request:6002", "pull_request:6053", "pull_request:6085", + "pull_request:6119", "pull_request:6163", "pull_request:6192", + "pull_request:6205", + "pull_request:6215", + "pull_request:6217", + "pull_request:6308", + "pull_request:6342", "pull_request:6437", - "pull_request:6485", + "pull_request:6643", "pull_request:6656", "pull_request:6775", + "pull_request:7319", "pull_request:7328", "pull_request:7410", - "pull_request:7634" + "pull_request:7634", + "pull_request:7827", + "pull_request:7941", + "pull_request:8229", + "pull_request:8230", + "pull_request:8303", + "pull_request:8425", + "pull_request:8510", + "pull_request:8521" ], "soft_pairs": [ - "pull_request:3786|pull_request:4347", - "pull_request:3806|pull_request:5747", - "pull_request:382|pull_request:392", - "pull_request:382|pull_request:404", - "pull_request:382|pull_request:417", - "pull_request:3820|pull_request:5768", - "pull_request:386|pull_request:391", - "pull_request:388|pull_request:396", - "pull_request:388|pull_request:416", - "pull_request:390|pull_request:391", - "pull_request:4058|pull_request:4155", - "pull_request:4058|pull_request:6485", "pull_request:4196|pull_request:4227", "pull_request:4259|pull_request:5698", "pull_request:4284|pull_request:5768", @@ -161393,222 +161640,220 @@ "pull_request:5707|pull_request:5895", "pull_request:5771|pull_request:7410", "pull_request:5895|pull_request:6053", - "pull_request:5982|pull_request:6053" + "pull_request:5982|pull_request:6053", + "pull_request:5982|pull_request:6643", + "pull_request:5988|pull_request:7319", + "pull_request:6002|pull_request:8230", + "pull_request:6119|pull_request:8425", + "pull_request:6205|pull_request:7827", + "pull_request:6215|pull_request:7941", + "pull_request:6215|pull_request:8303", + "pull_request:6217|pull_request:8510", + "pull_request:6308|pull_request:8229", + "pull_request:6342|pull_request:8521" ], - "prepared_review_unit_hash": "1c05fa9ad2cfdd7e245d37217d897cdbc35530fbcf388c3c51dae02e11976a02", + "prepared_review_unit_hash": "dc2aacb0b69ae09fd33cc7cc942f8d9c72dd972520522a2190470a5a15c81585", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 101813, - "estimated_input_tokens": 25454, - "estimated_eval_tokens": 51164 + "soft_pair_count": 29, + "serialized_chars": 97613, + "estimated_input_tokens": 24404, + "estimated_eval_tokens": 49064 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly unrelated docs, refactors, and small bugfix PRs that only look similar at a high level. None of the soft edges appear to be the same underlying change, so I reject them all.", - "confidence": 0.96, + "summary": "This cluster is highly heterogeneous: it mixes unrelated docs-only edits, test tweaks, training-script changes, scheduler fixes, and pipeline/model features. None of the proposed soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No clear canonical PR: the cluster is a grab bag of mostly unrelated changes. If forced to pick one representative, PR 5771 is the broadest foundational code change, but it is not a duplicate umbrella for the rest.", "best_issue_reason": null, - "best_pr_reason": "pull_request:5895 is the most substantial, self-contained library-wide change in the set, so it is the best representative PR, but it is not a duplicate of the others.", + "best_pr_reason": "PR 5771 is the best single representative by breadth and centrality because it refactors loaders and touches many downstream files, but it still doesn't match the other items as a duplicate target.", "soft_edge_verdicts": [ { - "left": "pull_request:3786", - "right": "pull_request:4347", + "left": "pull_request:4196", + "right": "pull_request:4227", "accept": false, - "reason": "Unrelated PR template addition vs scheduler/pipeline logic change; same repo area only in a very broad sense." + "reason": "SDXL docs cleanup vs a missing import in a textual inversion README; unrelated artifacts and code paths." }, { - "left": "pull_request:3806", - "right": "pull_request:5747", + "left": "pull_request:4259", + "right": "pull_request:5698", "accept": false, - "reason": "Both mention checkpoints/data loading, but one is docs for text-to-image training and the other is a dataset `data_dir` parameter fix; not the same change." + "reason": "Circular import fix in loaders vs an LCM img2img pipeline fix; different bugs and different subsystems." }, { - "left": "pull_request:382", - "right": "pull_request:392", + "left": "pull_request:4284", + "right": "pull_request:5768", "accept": false, - "reason": "Both are docs-focused sprint PRs, but they cover different pages and different content areas." + "reason": "LDM3D documentation typo cleanup vs consistency decoder docs cleanup; both docs-only, but not the same change." }, { - "left": "pull_request:382", - "right": "pull_request:404", + "left": "pull_request:4498", + "right": "pull_request:5384", "accept": false, - "reason": "Different pipeline docs pages; one is DDPM docs, the other is fp16/memory optimization docs." + "reason": "SDXL reference/adain feature addition vs hypernetwork support loader work; different code paths and goals." }, { - "left": "pull_request:382", - "right": "pull_request:417", + "left": "pull_request:4652", + "right": "pull_request:6163", "accept": false, - "reason": "Different documentation work: DDPM pipeline docs vs inference guide pages." + "reason": "Both are LoRA tests, but one is an SDXL test fix and the other adds a separate xformers test; not the same concrete bug." }, { - "left": "pull_request:3820", - "right": "pull_request:5768", + "left": "pull_request:4669", + "right": "pull_request:6437", "accept": false, - "reason": "Different LDM3D documentation/code cleanup versus a dataset-loading argument fix in training scripts." + "reason": "LoRA rank-handling bugfix vs disabling a test in PEFT CI; one fixes functionality, the other adjusts test selection." }, { - "left": "pull_request:386", - "right": "pull_request:391", + "left": "pull_request:5188", + "right": "pull_request:7328", "accept": false, - "reason": "Stable Diffusion docs vs PNDM docs; related subject matter but different pipelines and edits." + "reason": "Training utility refactor vs adding torch to a publish workflow; completely unrelated changes." }, { - "left": "pull_request:388", - "right": "pull_request:396", + "left": "pull_request:5239", + "right": "pull_request:6775", "accept": false, - "reason": "Different pipeline docs: unconditional latent diffusion vs DDIM." + "reason": "AutoencoderKL encode docstring vs DDPM scheduler parameter docs; both docs, but unrelated components." }, { - "left": "pull_request:388", - "right": "pull_request:416", + "left": "pull_request:5242", + "right": "pull_request:6775", "accept": false, - "reason": "Unconditional latent diffusion docs versus model API docs; not the same underlying change." + "reason": "AutoencoderKL decode docstring vs DDPM scheduler parameter docs; unrelated documentation updates." }, { - "left": "pull_request:390", - "right": "pull_request:391", + "left": "pull_request:5456", + "right": "pull_request:6192", "accept": false, - "reason": "Different docs pages: Apple Silicon/MPS guide vs PNDM docs." + "reason": "New RealFill example project vs adding unload_ip_adapter; separate features in different areas." }, { - "left": "pull_request:4058", - "right": "pull_request:4155", + "left": "pull_request:5456", + "right": "pull_request:6656", "accept": false, - "reason": "One is SDXL docs polishing; the other is an SDXL ControlNet pipeline fix and tests." + "reason": "RealFill example project vs textual inversion unload API; unrelated functionality." }, { - "left": "pull_request:4058", - "right": "pull_request:6485", - "accept": false, - "reason": "SDXL image/docs corrections versus PR template reviewer list update." - }, - { - "left": "pull_request:4196", - "right": "pull_request:4227", - "accept": false, - "reason": "SDXL pipeline docs/API changes versus a missing import in textual inversion inference example." - }, - { - "left": "pull_request:4259", - "right": "pull_request:5698", + "left": "pull_request:5456", + "right": "pull_request:7634", "accept": false, - "reason": "Both touch loaders/attention-related code, but one fixes a circular import and the other fixes FreeU disable behavior in pipelines/models." + "reason": "RealFill example project vs high-res-fix UNet/pipeline addition; different features." }, { - "left": "pull_request:4284", - "right": "pull_request:5768", + "left": "pull_request:5552", + "right": "pull_request:6085", "accept": false, - "reason": "LDM3D doc typo cleanup versus unrelated dataset loading/doc formatting changes." + "reason": "FreeU disable-method fix vs scheduler add_noise bugfix; different code paths." }, { - "left": "pull_request:4498", - "right": "pull_request:5384", + "left": "pull_request:5698", + "right": "pull_request:5707", "accept": false, - "reason": "Reference SDXL example/docs versus hypernetwork support and LoRA loading changes; different features entirely." + "reason": "The former fixes an LCM img2img pipeline bug; the latter only adds tests across pipelines." }, { - "left": "pull_request:4652", - "right": "pull_request:6163", + "left": "pull_request:5707", + "right": "pull_request:5822", "accept": false, - "reason": "Both are LoRA-related tests, but they cover different test cases and code paths, not the same bug." + "reason": "LCM test expansion vs adding LCM support in ControlNet/Adapter pipelines; tests are not the same as the implementation bugfix." }, { - "left": "pull_request:4669", - "right": "pull_request:6437", + "left": "pull_request:5707", + "right": "pull_request:5895", "accept": false, - "reason": "LoRA rank handling in text encoders versus CI workflow exclusion for a test; unrelated changes." + "reason": "LCM tests vs the large Stable Video Diffusion feature addition; unrelated." }, { - "left": "pull_request:5188", - "right": "pull_request:7328", + "left": "pull_request:5771", + "right": "pull_request:7410", "accept": false, - "reason": "Training utility SNR helper addition versus adding torch to the PyPI publish workflow." + "reason": "Loader refactor vs FreeInit behavior fix; unrelated areas and problems." }, { - "left": "pull_request:5239", - "right": "pull_request:6775", + "left": "pull_request:5895", + "right": "pull_request:6053", "accept": false, - "reason": "AutoencoderKL encode docstring versus DDPM scheduler constructor docs; same general docs cleanup, different APIs." + "reason": "SVD feature addition vs logging step loss in a training script; unrelated." }, { - "left": "pull_request:5242", - "right": "pull_request:6775", + "left": "pull_request:5982", + "right": "pull_request:6053", "accept": false, - "reason": "AutoencoderKL decode docstring versus DDPM scheduler parameter docs; not the same change." + "reason": "SDXL Turbo docs vs training-loss logging; different artifacts and purposes." }, { - "left": "pull_request:5456", - "right": "pull_request:6192", + "left": "pull_request:5982", + "right": "pull_request:6643", "accept": false, - "reason": "RealFill example/project addition versus IP-Adapter unload support; completely different features." + "reason": "Both touch docs/toctree, but one is SDXL Turbo docs and the other is UViT2D docs; not the same change." }, { - "left": "pull_request:5456", - "right": "pull_request:6656", + "left": "pull_request:5988", + "right": "pull_request:7319", "accept": false, - "reason": "RealFill project scaffolding versus textual inversion unload support; unrelated." + "reason": "Kandinsky 3 docs vs EDM scheduler docs; unrelated documentation additions." }, { - "left": "pull_request:5456", - "right": "pull_request:7634", + "left": "pull_request:6002", + "right": "pull_request:8230", "accept": false, - "reason": "RealFill example/project versus high-resolution UNet fix; unrelated code paths and goals." + "reason": "Stable Video Diffusion guidance-scale logic fix vs CPU offloading usage docs; different bug domains." }, { - "left": "pull_request:5552", - "right": "pull_request:6085", + "left": "pull_request:6119", + "right": "pull_request:8425", "accept": false, - "reason": "FreeU disable bugfix versus scheduler add_noise bugfix; both fixes, but different subsystems and root causes." + "reason": "LoRA fp16 gradient fix vs a workflow-name rename; unrelated." }, { - "left": "pull_request:5698", - "right": "pull_request:5707", + "left": "pull_request:6205", + "right": "pull_request:7827", "accept": false, - "reason": "LoRA/FreeU-related cleanup versus LCM ControlNet/Adapter support; different concrete behaviors." + "reason": "T2I-Adapter blog URL correction vs a ControlNet docstring CPU-offload tweak; unrelated docs." }, { - "left": "pull_request:5707", - "right": "pull_request:5822", + "left": "pull_request:6215", + "right": "pull_request:7941", "accept": false, - "reason": "LCM test additions versus actual LCM support in ControlNet/Adapter pipelines; tests are not the same change as the feature." + "reason": "PixArt test initialization fix vs marking a single-file test class slow; not the same bug." }, { - "left": "pull_request:5707", - "right": "pull_request:5895", + "left": "pull_request:6215", + "right": "pull_request:8303", "accept": false, - "reason": "LCM test coverage versus the SVD feature introduction; unrelated." + "reason": "PixArt test changes vs a philosophy.md typo fix; unrelated." }, { - "left": "pull_request:5771", - "right": "pull_request:7410", + "left": "pull_request:6217", + "right": "pull_request:8510", "accept": false, - "reason": "Large loaders refactor versus FreeInit behavior fix in animation pipelines; different code paths." + "reason": "SVD torch-compile VAE fix vs dreambooth LR scheduler logic change; different code paths." }, { - "left": "pull_request:5895", - "right": "pull_request:6053", + "left": "pull_request:6308", + "right": "pull_request:8229", "accept": false, - "reason": "SVD feature addition versus logging step_loss in a training script; unrelated." + "reason": "LoRA PEFT dummy-component test setup vs SVD resize behavior fix; unrelated." }, { - "left": "pull_request:5982", - "right": "pull_request:6053", + "left": "pull_request:6342", + "right": "pull_request:8521", "accept": false, - "reason": "SDXL Turbo docs versus training loss logging; different artifact types and goals." + "reason": "Installation docs update vs requirements file formatting fix; both maintenance but not the same change." } ] }, @@ -161622,26 +161867,32 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 186, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 187, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:5982", - "pull_request:5988", - "pull_request:6002", - "pull_request:6119", - "pull_request:6205", - "pull_request:6215", - "pull_request:6217", - "pull_request:6308", - "pull_request:6342", - "pull_request:6643", + "pull_request:10324", + "pull_request:10325", + "pull_request:10837", + "pull_request:11475", + "pull_request:11534", + "pull_request:11639", + "pull_request:11975", + "pull_request:12519", + "pull_request:12551", + "pull_request:12611", + "pull_request:13055", + "pull_request:13365", + "pull_request:3770", + "pull_request:4498", + "pull_request:5807", + "pull_request:6316", "pull_request:6997", "pull_request:7077", "pull_request:7103", @@ -161650,27 +161901,18 @@ "pull_request:7166", "pull_request:7181", "pull_request:7206", - "pull_request:7319", "pull_request:7638", "pull_request:7652", "pull_request:7653", "pull_request:7662", - "pull_request:7827", "pull_request:7893", "pull_request:7913", "pull_request:7919", "pull_request:7938", - "pull_request:7941", - "pull_request:8229", - "pull_request:8230", "pull_request:8272", - "pull_request:8303", "pull_request:8322", "pull_request:8386", - "pull_request:8425", "pull_request:8467", - "pull_request:8510", - "pull_request:8521", "pull_request:8522", "pull_request:8591", "pull_request:8627", @@ -161678,20 +161920,12 @@ "pull_request:8722", "pull_request:9100", "pull_request:9247", + "pull_request:9408", + "pull_request:9620", "pull_request:9721", "pull_request:9735" ], "soft_pairs": [ - "pull_request:5982|pull_request:6643", - "pull_request:5988|pull_request:7319", - "pull_request:6002|pull_request:8230", - "pull_request:6119|pull_request:8425", - "pull_request:6205|pull_request:7827", - "pull_request:6215|pull_request:7941", - "pull_request:6215|pull_request:8303", - "pull_request:6217|pull_request:8510", - "pull_request:6308|pull_request:8229", - "pull_request:6342|pull_request:8521", "pull_request:6997|pull_request:7206", "pull_request:7077|pull_request:7124", "pull_request:7103|pull_request:9247", @@ -161707,192 +161941,195 @@ "pull_request:8322|pull_request:9100", "pull_request:8522|pull_request:9721", "pull_request:8591|pull_request:8702", - "pull_request:8702|pull_request:9735" + "pull_request:8702|pull_request:9735", + "pull_request:9408|pull_request:9620", + "pull_request:11639|pull_request:12611", + "pull_request:5807|pull_request:6316", + "pull_request:12551|pull_request:13055", + "pull_request:3770|pull_request:4498", + "pull_request:10837|pull_request:11534", + "pull_request:10324|pull_request:10325", + "pull_request:11475|pull_request:11975", + "pull_request:12519|pull_request:13365" ], - "prepared_review_unit_hash": "6b2f7cc0fde769a351ba4295c1f9097bf583782d1971aa9c1eed7f1bf79c6089", + "prepared_review_unit_hash": "0bd7ebe974b9c49d8b6a778adc703211816bb15664779cd80641f5fc2c31e0e4", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 95447, - "estimated_input_tokens": 23862, - "estimated_eval_tokens": 47980 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 100848, + "estimated_input_tokens": 25212, + "estimated_eval_tokens": 50680 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of mostly unrelated PRs: docs additions, typo fixes, workflow tweaks, test adjustments, and separate code-path bug fixes across different subsystems. The only commonality is broad topical overlap, not the same underlying change.", - "confidence": 0.98, + "summary": "This cluster is not a true duplicate set: the paired PRs are only superficially similar (same subsystem, same file, or same kind of maintenance change) but address different bugs, features, or test/docs updates. All soft edges should be rejected.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a good canonical representative because the items do not converge on one shared bug or feature; they span unrelated docs, tests, CI, training scripts, and pipeline fixes.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No global best PR is suitable: selecting any one would be arbitrary since there is no common underlying fix/change across the cluster.", + "best_pr_reason": "No single PR cleanly represents a duplicate cluster here; the items span unrelated changes across many areas, so there is no safe canonical PR.", "soft_edge_verdicts": [ - { - "left": "pull_request:5982", - "right": "pull_request:6643", - "accept": false, - "reason": "Both are docs PRs, but one adds SDXL Turbo docs and the other adds UViT2D docs; different features, no shared bug/change." - }, - { - "left": "pull_request:5988", - "right": "pull_request:7319", - "accept": false, - "reason": "Both touch docs for model pages, but they document Kandinsky 3 vs EDM schedulers; unrelated additions." - }, - { - "left": "pull_request:6002", - "right": "pull_request:8230", - "accept": false, - "reason": "Both are Stable Video Diffusion-related, but one fixes guidance scale logic and the other fixes CPU offloading usage; different bugs/code paths." - }, - { - "left": "pull_request:6119", - "right": "pull_request:8425", - "accept": false, - "reason": "One fixes fp16 LoRA training behavior; the other only renames a workflow file. No shared change." - }, - { - "left": "pull_request:6205", - "right": "pull_request:7827", - "accept": false, - "reason": "Both are documentation updates, but one fixes a blog URL and the other fixes a CPU offload docstring; not the same issue." - }, - { - "left": "pull_request:6215", - "right": "pull_request:7941", - "accept": false, - "reason": "One fixes PixArt test initialization; the other marks a Stable Diffusion single-file test class as slow. Different test concerns." - }, - { - "left": "pull_request:6215", - "right": "pull_request:8303", - "accept": false, - "reason": "PixArt test init fix vs a philosophy.md typo edit; unrelated." - }, - { - "left": "pull_request:6217", - "right": "pull_request:8510", - "accept": false, - "reason": "One fixes torch.compile behavior in SVD VAE code; the other changes LR scheduler math in DreamBooth LoRA training. Different problems." - }, - { - "left": "pull_request:6308", - "right": "pull_request:8229", - "accept": false, - "reason": "LoRA PEFT dummy-component test setup vs SVD video resize behavior; different code paths and purposes." - }, - { - "left": "pull_request:6342", - "right": "pull_request:8521", - "accept": false, - "reason": "An installation/docs note update vs a requirements file pin; same general area of packaging/docs but not the same change." - }, { "left": "pull_request:6997", "right": "pull_request:7206", "accept": false, - "reason": "One adds LoRA support to a model class; the other adds tags to training scripts. Not the same underlying fix." + "reason": "Different work: UNetSpatioTemporalConditionModel LoRA support versus adding training tags across many example scripts." }, { "left": "pull_request:7077", "right": "pull_request:7124", "accept": false, - "reason": "IPAdapterAttnProcessor shape fix vs a DreamBooth validation kwarg rename; unrelated." + "reason": "Unrelated fixes: attention head reshaping for IPAdapterAttnProcessor versus an SDXL DreamBooth kwarg rename." }, { "left": "pull_request:7103", "right": "pull_request:9247", "accept": false, - "reason": "ControlNet image validation fix vs model variant folder detection fix; different subsystems and bugs." + "reason": "Both touch control/model-loading code, but one fixes ControlNet image validation while the other fixes variant folder detection in pipeline loading." }, { "left": "pull_request:7153", "right": "pull_request:7662", "accept": false, - "reason": "Workflow path filtering vs removing redundant flax test dependencies; both CI-related but not the same issue." + "reason": "Both are CI-related workflow edits, but one fixes documentation path filters and the other removes redundant flax test package installs." }, { "left": "pull_request:7166", "right": "pull_request:9247", "accept": false, - "reason": "DreamBooth LoRA load hook fix vs pipeline variant identification; unrelated." + "reason": "Different problems: SDXL LoRA loading bug versus model variant identification in pipeline loading utils." }, { "left": "pull_request:7181", "right": "pull_request:7653", "accept": false, - "reason": "A docs/utility typo pass vs a configuration helper signature cleanup; not the same bug or change." + "reason": "Both are typo/cleanup style changes, but they affect unrelated docs and config logic; not the same underlying bug." }, { "left": "pull_request:7638", "right": "pull_request:7893", "accept": false, - "reason": "A broken CONTRIBUTING link fix vs Dockerfile Python upgrade; unrelated maintenance changes." + "reason": "Both touch project setup/packaging, but one fixes a CONTRIBUTING link while the other upgrades Dockerfiles to Python 3.10." }, { "left": "pull_request:7652", "right": "pull_request:8627", "accept": false, - "reason": "Docker Buildx workflow change vs SD3 controlnet code/doc additions; completely different areas." + "reason": "Docker buildx setup versus SD3 controlnet fast-test reduction; entirely different concerns." }, { "left": "pull_request:7913", "right": "pull_request:8467", "accept": false, - "reason": "ControlNet SDXL custom timesteps/sigmas support vs semantic stable diffusion device handling; different pipeline fixes." + "reason": "One adds custom sigmas/timesteps to ControlNet SDXL; the other fixes SEGA pipeline device usage. Different pipelines and code paths." }, { "left": "pull_request:7919", "right": "pull_request:8722", "accept": false, - "reason": "Offload behavior when device_map is enabled vs a large embeddings refactor; not mergeable as one concrete bug fix." + "reason": "Offload-behavior fix versus a large embeddings refactor; the latter is a broad structural change, not the same bug." }, { "left": "pull_request:7938", "right": "pull_request:8386", "accept": false, - "reason": "Slack reporting workflow update vs model test refactor; unrelated." + "reason": "Docker status reporting workflow versus test-shape-property refactors; unrelated maintenance changes." }, { "left": "pull_request:8272", "right": "pull_request:8322", "accept": false, - "reason": "A grammar fix in raise messages vs broad errata across docs/tests; too generic to be the same change." + "reason": "Both are typo/errata style edits, but they target different files and broadly different documentation/scheduler text." }, { "left": "pull_request:8322", "right": "pull_request:9100", "accept": false, - "reason": "Broad errata across docs/examples vs a single typo fix in a training script; not the same underlying issue." + "reason": "General errata across docs/examples versus a single typo fix in an SDXL LoRA script; not the same change." }, { "left": "pull_request:8522", "right": "pull_request:9721", "accept": false, - "reason": "Transformers version pin in setup.py vs torch version pinning in Dockerfiles; related dependency management, but distinct concrete changes." + "reason": "One pins transformers in setup.py; the other pins torch versions in Dockerfiles. Similar packaging theme, different dependency and execution contexts." }, { "left": "pull_request:8591", "right": "pull_request:8702", "accept": false, - "reason": "SD3 training utility refactor vs adding an SD3 conversion script; different deliverables and code paths." + "reason": "SD3 training density/weighting refactor versus adding an SD3 conversion script; related ecosystem, but not the same bug or change." }, { "left": "pull_request:8702", "right": "pull_request:9735", "accept": false, - "reason": "SD3 conversion script addition vs SD3 ControlNet example/training updates; both SD3-related but not the same bug or feature." + "reason": "Conversion script addition versus updating SD3 controlnet example/training script; different artifacts and purposes." + }, + { + "left": "pull_request:9408", + "right": "pull_request:9620", + "accept": false, + "reason": "Both are ControlNet feature work, but one adds Flux ControlNet img2img/inpaint pipelines while the other adds interrupt support across ControlNet pipelines." + }, + { + "left": "pull_request:11639", + "right": "pull_request:12611", + "accept": false, + "reason": "WanVideoToVideo latent sampling fix versus a large modular WAN/guiders integration PR; same broad domain but not the same concrete bug." + }, + { + "left": "pull_request:5807", + "right": "pull_request:6316", + "accept": false, + "reason": "LPW SDXL prompt embedding duplication fix versus moving ControlNetXS into the community folder; unrelated changes." + }, + { + "left": "pull_request:12551", + "right": "pull_request:13055", + "accept": false, + "reason": "Both involve WAN/CI/testing, but one skips Sana layerwise casting tests in CI while the other fixes WAN 2.2 patch-size handling when a transformer is missing." + }, + { + "left": "pull_request:3770", + "right": "pull_request:4498", + "accept": false, + "reason": "Control guidance start/stop support versus an SDXL reference-adain community example; different features and code paths." + }, + { + "left": "pull_request:10837", + "right": "pull_request:11534", + "accept": false, + "reason": "Both touch Hunyuan Video docs, but one adds SkyReels Hunyuan T2V/I2V support and the other adds Framepack documentation and pipeline support." + }, + { + "left": "pull_request:10324", + "right": "pull_request:10325", + "accept": false, + "reason": "A Kandinsky pipeline API fix and an EMA test fix are completely unrelated despite both being small bugfix PRs." + }, + { + "left": "pull_request:11475", + "right": "pull_request:11975", + "accept": false, + "reason": "WAN recompilation fix versus a style-only training-script correction; different intent and code paths." + }, + { + "left": "pull_request:12519", + "right": "pull_request:13365", + "accept": false, + "reason": "Both modify GitHub workflows, but one fixes toctree sorting while the other changes Claude review fork support; not the same underlying issue." } ] }, @@ -161906,75 +162143,65 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 187, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 188, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10132", "pull_request:10200", - "pull_request:10324", - "pull_request:10325", "pull_request:1038", "pull_request:10494", "pull_request:10597", "pull_request:10633", - "pull_request:10837", "pull_request:1147", - "pull_request:11475", "pull_request:11504", - "pull_request:11534", "pull_request:11613", - "pull_request:11639", "pull_request:11728", - "pull_request:11975", "pull_request:12363", "pull_request:12425", - "pull_request:12519", - "pull_request:12551", - "pull_request:12611", + "pull_request:1269", + "pull_request:12973", "pull_request:13029", - "pull_request:13055", + "pull_request:13150", + "pull_request:13332", "pull_request:13365", - "pull_request:3770", + "pull_request:1508", + "pull_request:1582", + "pull_request:1583", + "pull_request:1910", + "pull_request:1926", + "pull_request:2345", + "pull_request:241", + "pull_request:3275", + "pull_request:3297", "pull_request:3797", + "pull_request:402", "pull_request:4262", "pull_request:4370", - "pull_request:4498", + "pull_request:453", "pull_request:4819", "pull_request:4944", "pull_request:5033", "pull_request:51", "pull_request:5331", + "pull_request:538", "pull_request:570", "pull_request:5713", - "pull_request:5807", "pull_request:5813", "pull_request:6237", "pull_request:630", - "pull_request:6316", "pull_request:6893", "pull_request:7410", "pull_request:826", - "pull_request:9269", - "pull_request:9408", - "pull_request:9620" + "pull_request:9269" ], "soft_pairs": [ - "pull_request:9408|pull_request:9620", - "pull_request:11639|pull_request:12611", - "pull_request:5807|pull_request:6316", - "pull_request:12551|pull_request:13055", - "pull_request:3770|pull_request:4498", - "pull_request:10837|pull_request:11534", - "pull_request:10324|pull_request:10325", - "pull_request:11475|pull_request:11975", - "pull_request:12519|pull_request:13365", "pull_request:3797|pull_request:4370", "pull_request:4262|pull_request:5331", "pull_request:570|pull_request:826", @@ -161989,186 +162216,195 @@ "pull_request:1147|pull_request:630", "pull_request:11504|pull_request:11728", "pull_request:11613|pull_request:12425", - "pull_request:12363|pull_request:13029" + "pull_request:12363|pull_request:13029", + "pull_request:1269|pull_request:3297", + "pull_request:12973|pull_request:13365", + "pull_request:13150|pull_request:13332", + "pull_request:1508|pull_request:453", + "pull_request:1582|pull_request:538", + "pull_request:1583|pull_request:538", + "pull_request:1910|pull_request:402", + "pull_request:1926|pull_request:241", + "pull_request:2345|pull_request:3275" ], - "prepared_review_unit_hash": "e635650b940c4894e8226568e2a4e1717b30d55eb3be886c55c09a8735385357", + "prepared_review_unit_hash": "735d78f4c16f6a4362db43eb853fa56a8e42e99cae65b0c043b074e938bed7e9", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 101878, - "estimated_input_tokens": 25470, - "estimated_eval_tokens": 51196 + "serialized_chars": 98189, + "estimated_input_tokens": 24548, + "estimated_eval_tokens": 49352 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and not a true duplicate set: it mixes unrelated PRs across CI, docs, WAN, ControlNet, Flax, and tests. The only strong duplicate-like pair is the IP-Adapter work (4944/5713), where 5713 looks like the consolidated full feature after the WIP PR.", - "confidence": 0.89, + "summary": "Mostly unrelated PRs with a few broad-theme overlaps. The only strong duplicate-like pair is the IP-Adapter work (4944/5713); the rest overlap only at subsystem or filename level and should stay separate.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 5713 is the best anchor only for the IP-Adapter subcluster: it is the fuller, merged implementation, while 4944 is an earlier WIP. There is no single canonical PR for the whole cluster because the rest are unrelated.", + "canonical_pr_reason": "PR 5713 is the best canonical PR candidate: it is the merged, comprehensive IP-Adapter implementation and subsumes the earlier WIP support in 4944.", "best_issue_reason": null, - "best_pr_reason": "PR 5713 is the strongest representative PR in the set because it is the most complete substantive feature change and the only one with a clear duplicate-like precursor (4944).", + "best_pr_reason": "PR 5713 is the best overall representative of the only true duplicate-like theme in this set because it is the final, merged, feature-complete IP-Adapter PR.", "soft_edge_verdicts": [ - { - "left": "pull_request:9408", - "right": "pull_request:9620", - "accept": false, - "reason": "Different ControlNet features: Flux ControlNet img2img/inpaint vs interrupt support across ControlNet pipelines. Same subsystem, but not the same concrete bug/change." - }, - { - "left": "pull_request:11639", - "right": "pull_request:12611", - "accept": false, - "reason": "Wan v2v latent sampling fix vs broad modular WAN refactor. The code paths and goals are different." - }, - { - "left": "pull_request:5807", - "right": "pull_request:6316", - "accept": false, - "reason": "Both are community/docs-adjacent, but one adds num_images_per_prompt support in LPW SDXL while the other moves ControlNetXS into the community folder. Not the same change." - }, - { - "left": "pull_request:12551", - "right": "pull_request:13055", - "accept": false, - "reason": "CI skip for Sana layerwise casting tests vs WAN 2.2 transformer-absent fix. Unrelated bugs." - }, - { - "left": "pull_request:3770", - "right": "pull_request:4498", - "accept": false, - "reason": "ControlNet guidance start/stop support vs SDXL reference-attn/reference-adain example support. Different features and code paths." - }, - { - "left": "pull_request:10837", - "right": "pull_request:11534", - "accept": false, - "reason": "Both are Hunyuan Video-related, but SkyReels T2V/I2V and Framepack F1 are different model integrations, not the same concrete change." - }, - { - "left": "pull_request:10324", - "right": "pull_request:10325", - "accept": false, - "reason": "One fixes enable_sequential_cpu_offload behavior; the other fixes EMAModel.from_pretrained test setup. No shared bug." - }, - { - "left": "pull_request:11475", - "right": "pull_request:11975", - "accept": false, - "reason": "WAN recompilation fix and a Flux dreambooth style cleanup are unrelated." - }, - { - "left": "pull_request:12519", - "right": "pull_request:13365", - "accept": false, - "reason": "Toctree sorting/quality-check fix vs Claude review workflow fork support. Different CI/doc concerns." - }, { "left": "pull_request:3797", "right": "pull_request:4370", "accept": false, - "reason": "The naming issues are unrelated: attention-head naming correction across model configs vs a dummy import module-path typo." + "reason": "Both mention naming/refactor changes in model code, but they fix different issues: bad attention-head naming vs a dummy import path typo." }, { "left": "pull_request:4262", "right": "pull_request:5331", "accept": false, - "reason": "Both touch DreamBooth/LoRA, but one is a set of SDXL/DreamBooth fixes and the other replaces deprecated LoRA attention processors. Not the same bug." + "reason": "Both touch SDXL DreamBooth LoRA, but they address different changes: license/prior-preservation and training logic vs replacing deprecated attention processors." }, { "left": "pull_request:570", "right": "pull_request:826", "accept": false, - "reason": "BaseOutput dict initialization fix vs fp16 DreamBooth loss casting. No overlap in underlying problem." + "reason": "Unrelated fixes: BaseOutput dict initialization vs DreamBooth fp16 loss casting." }, { "left": "pull_request:5813", "right": "pull_request:6237", "accept": false, - "reason": "Both are docs, but loader API restructuring and batched-seed guidance are unrelated." + "reason": "Both are docs PRs, but one splits loader APIs and the other adds batched-seed guidance; different content and goals." }, { "left": "pull_request:6893", "right": "pull_request:7410", "accept": false, - "reason": "3D UNet attention refactor and FreeInit behavior fix are distinct changes." + "reason": "Different code paths and problems: 3D UNet attention setup refactor vs FreeInit progress-bar behavior." }, { "left": "pull_request:4819", "right": "pull_request:5033", "accept": false, - "reason": "Both are inpainting-related, but they fix different latent-handling bugs in different scenarios. They are not the same concrete code-path issue." + "reason": "Both are inpainting-related, but they fix different latent-handling bugs; they are not the same concrete change." }, { "left": "pull_request:4944", "right": "pull_request:5713", "accept": true, - "reason": "Yes \u2014 both are IP-Adapter support work in the same loader/attention-processor/pipeline paths. 5713 looks like the consolidated full implementation, with 4944 as an earlier WIP precursor." + "reason": "Both implement IP-Adapter support in the same loader/attention/pipeline area; 5713 is the broader merged follow-up to the earlier WIP 4944 and could plausibly have been one PR." }, { "left": "pull_request:10132", "right": "pull_request:10494", "accept": false, - "reason": "Both mention tokenizers in CI, but one updates pr_tests backend setup while the other fixes LoRA test installation from main. Different jobs and failure modes." + "reason": "Both edit CI tokenizers installs, but for different test jobs and different purposes; not the same bug or change." }, { "left": "pull_request:10200", "right": "pull_request:9269", "accept": false, - "reason": "ControlNetUnion refactor vs CogVideoX 3D RoPE refactor. No shared bug or feature." + "reason": "Completely different features: ControlNet-Union refactor vs CogVideoX 3D RoPE refactor." }, { "left": "pull_request:1038", "right": "pull_request:51", "accept": false, - "reason": "Flax dtype fix in training vs setup.py install_requires typo fix. Unrelated." + "reason": "Unrelated: Flax dtype fix vs setup.py install_requires typo fix." }, { "left": "pull_request:10597", "right": "pull_request:10633", "accept": false, - "reason": "Both are docs around newer pipelines, but one updates an SD3 IP-Adapter model ID and the other adds a Flux IP-Adapter example. Different models and changes." + "reason": "Both are docs updates, but one changes an SD3 IP-Adapter model ID and the other adds a Flux IP-Adapter example." }, { "left": "pull_request:1147", "right": "pull_request:630", "accept": false, - "reason": "Loading text encoder from subfolder and Flax mismatched-keys cleanup are unrelated." + "reason": "Different areas entirely: Flax example loading vs Flax from_pretrained mismatch handling." }, { "left": "pull_request:11504", "right": "pull_request:11728", "accept": false, - "reason": "Dependency-table/CI tweaks vs doc-builder Dockerfile quant-lib additions. Different maintenance tasks." + "reason": "CI/dependency table update vs Docker doc-builder quant-library install; not the same change." }, { "left": "pull_request:11613", "right": "pull_request:12425", "accept": false, - "reason": "A revert of torch.compile CI changes and a distributed import guard are not the same issue." + "reason": "One reverts torch.compile CI/tests, the other fixes torch.distributed imports; unrelated." }, { "left": "pull_request:12363", "right": "pull_request:13029", "accept": false, - "reason": "QwenImageEdit Plus docs/tests vs modular quickstart docs. Different product areas and goals." + "reason": "Different docs projects: QwenImageEdit Plus documentation/test additions vs modular quickstart rewrite." + }, + { + "left": "pull_request:1269", + "right": "pull_request:3297", + "accept": false, + "reason": "Stable Diffusion refactor vs retrieval-augmented diffusion model example; unrelated." + }, + { + "left": "pull_request:12973", + "right": "pull_request:13365", + "accept": false, + "reason": "GLM-Image feature support vs Claude review workflow changes; no code-path overlap." + }, + { + "left": "pull_request:13150", + "right": "pull_request:13332", + "accept": false, + "reason": "Test helper recompile-limit behavior vs dependency-testing workflow tightening; different concerns." + }, + { + "left": "pull_request:1508", + "right": "pull_request:453", + "accept": false, + "reason": "Dreambooth class-image docs clarification vs installation typo fix; unrelated." + }, + { + "left": "pull_request:1582", + "right": "pull_request:538", + "accept": false, + "reason": "RePaint scheduler bug fix vs hub version bump; no shared bug/change." + }, + { + "left": "pull_request:1583", + "right": "pull_request:538", + "accept": false, + "reason": "Legacy inpaint pipeline bug fix vs hub version bump; unrelated." + }, + { + "left": "pull_request:1910", + "right": "pull_request:402", + "accept": false, + "reason": "Both are docs reorganizations, but one localizes docs while the other finishes the intro section; different scopes." + }, + { + "left": "pull_request:1926", + "right": "pull_request:241", + "accept": false, + "reason": "A large inpainting support branch vs a standalone inpainting example script; same broad topic, not the same change." + }, + { + "left": "pull_request:2345", + "right": "pull_request:3275", + "accept": false, + "reason": "xFormers warning message vs upsample_size argument plumbing; unrelated fixes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the cluster is clearly heterogeneous, and the only clearly mergeable duplicate-like pair is 4944/5713 in the IP-Adapter area. The soft-edge verdicts are conservative and the reasons stay within what the diffs/titles support. No overstatement stands out." + "feedback": "The summary is grounded in the packet: most pairs are indeed only loose subsystem/doc/workflow overlaps, and the IP-Adapter pair (4944/5713) is the only clearly related theme. The soft-edge rejections are conservative and supported by the diffs. The single accepted pair is plausible as a merged follow-up rather than an overclaimed exact duplicate." }, "evaluator_used": true, "retried": false, @@ -162179,36 +162415,22 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 188, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 189, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:1269", - "pull_request:12973", - "pull_request:13150", - "pull_request:13332", - "pull_request:13365", - "pull_request:1508", - "pull_request:1582", - "pull_request:1583", - "pull_request:1910", - "pull_request:1926", - "pull_request:2345", "pull_request:2347", "pull_request:2398", - "pull_request:241", "pull_request:2470", "pull_request:2565", "pull_request:2655", "pull_request:2919", - "pull_request:3275", - "pull_request:3297", "pull_request:3657", "pull_request:3681", "pull_request:3691", @@ -162220,33 +162442,39 @@ "pull_request:4214", "pull_request:4223", "pull_request:4245", - "pull_request:453", "pull_request:4595", "pull_request:4887", "pull_request:4987", "pull_request:51", - "pull_request:538", "pull_request:5385", "pull_request:5615", + "pull_request:5788", "pull_request:6078", "pull_request:6114", + "pull_request:6119", + "pull_request:6208", + "pull_request:6217", + "pull_request:6229", "pull_request:6265", + "pull_request:6759", "pull_request:6886", + "pull_request:6952", "pull_request:7115", + "pull_request:7158", "pull_request:7202", + "pull_request:7353", + "pull_request:7778", "pull_request:7790", - "pull_request:816" + "pull_request:816", + "pull_request:8303", + "pull_request:8378", + "pull_request:8389", + "pull_request:8452", + "pull_request:8510", + "pull_request:9323", + "pull_request:9569" ], "soft_pairs": [ - "pull_request:1269|pull_request:3297", - "pull_request:12973|pull_request:13365", - "pull_request:13150|pull_request:13332", - "pull_request:1508|pull_request:453", - "pull_request:1582|pull_request:538", - "pull_request:1583|pull_request:538", - "pull_request:1910|pull_request:402", - "pull_request:1926|pull_request:241", - "pull_request:2345|pull_request:3275", "pull_request:2347|pull_request:2398", "pull_request:2470|pull_request:4223", "pull_request:2565|pull_request:2655", @@ -162263,192 +162491,208 @@ "pull_request:4987|pull_request:6886", "pull_request:51|pull_request:816", "pull_request:5385|pull_request:7202", - "pull_request:5615|pull_request:7790" + "pull_request:5615|pull_request:7790", + "pull_request:5788|pull_request:7158", + "pull_request:6119|pull_request:8378", + "pull_request:6208|pull_request:8510", + "pull_request:6217|pull_request:8303", + "pull_request:6229|pull_request:7778", + "pull_request:6759|pull_request:6952", + "pull_request:7158|pull_request:8389", + "pull_request:7353|pull_request:9323", + "pull_request:8452|pull_request:9569", + "pull_request:8510|pull_request:9569" ], - "prepared_review_unit_hash": "23edc67d1a3168638c33809f06d0baccc626fe36342c265a34c7c89de653febc", + "prepared_review_unit_hash": "edece5c1c49c51deebb2550c40164905618e2ad17e789a422ffcb96e3bd493fc", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 98185, - "estimated_input_tokens": 24547, - "estimated_eval_tokens": 49350 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 93978, + "estimated_input_tokens": 23495, + "estimated_eval_tokens": 47246 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: docs updates, CI/workflow changes, model/pipeline additions, and isolated bug fixes. The soft-similarity pairs share vague subsystem or wording overlap, but they do not appear to fix the same concrete bug or implement the same change.", - "confidence": 0.99, + "summary": "This cluster is a loose bucket of unrelated PRs that happen to share generic maintenance/fix wording. The soft pairs do not look like the same underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR is appropriate here; the items are unrelated across docs, CI, training scripts, pipelines, schedulers, and model support, so there is no single underlying change to merge around.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single PR is a good global representative because the cluster is not a duplicate set; the best candidates are just different kinds of maintenance work, not one shared fix.", + "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "pull_request:1269", - "right": "pull_request:3297", - "accept": false, - "reason": "Stable-diffusion refactor cleanup and retrieval-augmented diffusion model support are unrelated changes." - }, - { - "left": "pull_request:12973", - "right": "pull_request:13365", - "accept": false, - "reason": "GLM-Image model support and fork-review CI support touch different features and code paths." - }, - { - "left": "pull_request:13150", - "right": "pull_request:13332", - "accept": false, - "reason": "User-configurable recompile_limit in tests is unrelated to dependency-testing workflow tightening." - }, - { - "left": "pull_request:1508", - "right": "pull_request:453", - "accept": false, - "reason": "Dreambooth class-image docs clarification is not the same as a generic installation typo fix." - }, - { - "left": "pull_request:1582", - "right": "pull_request:538", - "accept": false, - "reason": "RePaint scheduler math fix and hub version bump are completely different changes." - }, - { - "left": "pull_request:1583", - "right": "pull_request:538", - "accept": false, - "reason": "Inpaint legacy mask timing fix does not match a dependency-version update." - }, - { - "left": "pull_request:1910", - "right": "pull_request:402", - "accept": false, - "reason": "Korean docs enablement and intro-section docs restructuring are separate documentation tasks." - }, - { - "left": "pull_request:1926", - "right": "pull_request:241", - "accept": false, - "reason": "OneFlow/stable-diffusion inpainting dev support is unrelated to the standalone inpainting example script." - }, - { - "left": "pull_request:2345", - "right": "pull_request:3275", - "accept": false, - "reason": "xFormers warning in training scripts is unrelated to adding upsample_size to UNet blocks." - }, { "left": "pull_request:2347", "right": "pull_request:2398", "accept": false, - "reason": "Scheduler noising-schedule changes are not the same as Pix2Pix Zero documentation edits." + "reason": "Different changes: scheduler noising schedule vs Pix2Pix Zero docs update." }, { "left": "pull_request:2470", "right": "pull_request:4223", "accept": false, - "reason": "MPS test skips and ControlNet SDXL training fixes address different test/runtime issues." + "reason": "Different test-only MPS skip fix vs ControlNet SDXL training fixes." }, { "left": "pull_request:2565", "right": "pull_request:2655", "accept": false, - "reason": "UNet1D docs correction and LoRA loading behavior fix are unrelated." + "reason": "Unet1d docs correction is unrelated to LoRA loading/saving logic." }, { "left": "pull_request:2565", "right": "pull_request:402", "accept": false, - "reason": "UNet1D documentation wording and docs intro restructuring do not target the same artifact." + "reason": "Docs-only Unet1d correction does not match intro docs restructuring." }, { "left": "pull_request:2919", "right": "pull_request:4188", "accept": false, - "reason": "Speeding up a unit test is unrelated to SDXL ControlNet dataset fingerprinting." + "reason": "Test speed-up changes are unrelated to SDXL ControlNet dataset fingerprinting." }, { "left": "pull_request:3657", "right": "pull_request:3928", "accept": false, - "reason": "ControlNet conversion-argument parsing tweaks and ControlNet inference/control-guidance fixes are different code-path problems." + "reason": "Checkpoint parsing tweaks are unrelated to ControlNet timesteps bug fix." }, { "left": "pull_request:3681", "right": "pull_request:3691", "accept": false, - "reason": "Checkpoint-limit handling in training scripts is unrelated to selecting LoRAAttnProcessor2_0 for text encoder LoRA." + "reason": "Training-script checkpoint handling and LoRA processor class selection are different fixes." }, { "left": "pull_request:3928", "right": "pull_request:4214", "accept": false, - "reason": "ControlNet guidance-index fix and bf16 custom-diffusion fix are separate runtime bugs." + "reason": "ControlNet timestep bounds bug and bf16 custom diffusion error are distinct code paths." }, { "left": "pull_request:4070", "right": "pull_request:4245", "accept": false, - "reason": "SDXL docs link cleanup is not the same change as adding use_safetensors examples across docs." + "reason": "SDXL docs link cleanup is unrelated to adding safetensors examples." }, { "left": "pull_request:4099", "right": "pull_request:6078", "accept": false, - "reason": "SDXL prompt-embed bug fix is unrelated to Euler-discrete sigma cleanup." + "reason": "SDXL prompt-embedding bug fix is unrelated to Euler sigma/import cleanup." }, { "left": "pull_request:4595", "right": "pull_request:6114", "accept": false, - "reason": "WIP XL conversion work and LPW XL img2img/inpaint support are different community features." + "reason": "WIP converter work does not match LPW XL img2img/inpaint support." }, { "left": "pull_request:4887", "right": "pull_request:7115", "accept": false, - "reason": "Removing latents from Kandinsky prior_emb2emb is unrelated to a Dockerfile change removing uv." + "reason": "Kandinsky pipeline API removal is unrelated to Dockerfile dependency cleanup." }, { "left": "pull_request:4987", "right": "pull_request:6265", "accept": false, - "reason": "Duplicate GLIGEN import cleanup and moving GLIGEN into its own package are not the same change scope." + "reason": "Import list cleanup is unrelated to moving GLIGEN into its own module." }, { "left": "pull_request:4987", "right": "pull_request:6886", "accept": false, - "reason": "Removing a duplicate GLIGEN import is unrelated to deprecating torch_dtype in to()." + "reason": "Import cleanup is unrelated to dtype/to() deprecation fixes." }, { "left": "pull_request:51", "right": "pull_request:816", "accept": false, - "reason": "install_requires correction and a deepspeed fine-tuning loss cast fix have no shared code path." + "reason": "Packaging typo fix is unrelated to deepspeed fine-tuning loss casting." }, { "left": "pull_request:5385", "right": "pull_request:7202", "accept": false, - "reason": "Fixing copy-checks for method signatures is unrelated to removing huggingface-cli from requirements." + "reason": "CI copy-check changes are unrelated to removing huggingface-cli from requirements." }, { "left": "pull_request:5615", "right": "pull_request:7790", "accept": false, - "reason": "Reverting SDXL adapter LoRA loading is unrelated to adapting a masked-im2im community pipeline for SDXL." + "reason": "Reverting LoRA loading in T2I adapter is unrelated to SDXL masked img2img adaptation." + }, + { + "left": "pull_request:5788", + "right": "pull_request:7158", + "accept": false, + "reason": "LCM timestep validation is unrelated to benchmark workflow changes." + }, + { + "left": "pull_request:6119", + "right": "pull_request:8378", + "accept": false, + "reason": "LoRA fp16 training fix is unrelated to asymmetric autoencoder forward arguments." + }, + { + "left": "pull_request:6208", + "right": "pull_request:8510", + "accept": false, + "reason": "Stable Diffusion decode dtype mismatch is unrelated to DreamBooth LR scheduler logic." + }, + { + "left": "pull_request:6217", + "right": "pull_request:8303", + "accept": false, + "reason": "Stable Video Diffusion torch-compile fix is unrelated to a philosophy doc typo." + }, + { + "left": "pull_request:6229", + "right": "pull_request:7778", + "accept": false, + "reason": "CI dependency install in fast tests is unrelated to adding a debugging workflow." + }, + { + "left": "pull_request:6759", + "right": "pull_request:6952", + "accept": false, + "reason": "InstantID prompt-image embedding repeat fix is unrelated to textual inversion model-card updates." + }, + { + "left": "pull_request:7158", + "right": "pull_request:8389", + "accept": false, + "reason": "Benchmark test fix and benchmarking workflow overhaul are related to benchmarks but not the same concrete change." + }, + { + "left": "pull_request:7353", + "right": "pull_request:9323", + "accept": false, + "reason": "ControlNet SDXL img2img mixin addition is unrelated to single-file default model updates." + }, + { + "left": "pull_request:8452", + "right": "pull_request:9569", + "accept": false, + "reason": "Single-file loading strictness fix is unrelated to CogVideoX autoencoder decode batching." + }, + { + "left": "pull_request:8510", + "right": "pull_request:9569", + "accept": false, + "reason": "DreamBooth LR scheduler fix is unrelated to CogVideoX autoencoder decode batching." } ] }, @@ -162462,15 +162706,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 189, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 190, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:1006", "pull_request:10322", @@ -162479,59 +162723,48 @@ "pull_request:10975", "pull_request:11142", "pull_request:11522", + "pull_request:11595", + "pull_request:11999", "pull_request:12086", "pull_request:12117", "pull_request:12188", "pull_request:12418", "pull_request:12424", "pull_request:12519", + "pull_request:12581", + "pull_request:12805", + "pull_request:12960", + "pull_request:1299", + "pull_request:12998", + "pull_request:130", + "pull_request:13056", "pull_request:1386", + "pull_request:1968", + "pull_request:1977", + "pull_request:2279", + "pull_request:2314", "pull_request:2476", "pull_request:3652", "pull_request:3681", + "pull_request:3723", + "pull_request:5038", "pull_request:5301", - "pull_request:5788", + "pull_request:5697", "pull_request:5842", "pull_request:5974", - "pull_request:6119", - "pull_request:6208", - "pull_request:6217", "pull_request:6225", - "pull_request:6229", "pull_request:6241", - "pull_request:6759", "pull_request:6787", - "pull_request:6952", - "pull_request:7158", - "pull_request:7353", "pull_request:7507", - "pull_request:7778", "pull_request:7924", "pull_request:7934", - "pull_request:8303", - "pull_request:8378", - "pull_request:8389", - "pull_request:8452", - "pull_request:8510", "pull_request:8564", "pull_request:8702", "pull_request:8973", - "pull_request:9323", "pull_request:9442", - "pull_request:9569", "pull_request:9896" ], "soft_pairs": [ - "pull_request:5788|pull_request:7158", - "pull_request:6119|pull_request:8378", - "pull_request:6208|pull_request:8510", - "pull_request:6217|pull_request:8303", - "pull_request:6229|pull_request:7778", - "pull_request:6759|pull_request:6952", - "pull_request:7158|pull_request:8389", - "pull_request:7353|pull_request:9323", - "pull_request:8452|pull_request:9569", - "pull_request:8510|pull_request:9569", "pull_request:8564|pull_request:8702", "pull_request:8973|pull_request:9896", "pull_request:12086|pull_request:12117", @@ -162547,192 +162780,195 @@ "pull_request:10731|pull_request:10975", "pull_request:1089|pull_request:1386", "pull_request:11142|pull_request:12188", - "pull_request:11522|pull_request:12424" + "pull_request:11522|pull_request:12424", + "pull_request:11595|pull_request:11999", + "pull_request:12424|pull_request:12960", + "pull_request:12581|pull_request:13056", + "pull_request:12805|pull_request:12998", + "pull_request:1299|pull_request:130", + "pull_request:1968|pull_request:2314", + "pull_request:1977|pull_request:2279", + "pull_request:2279|pull_request:3723", + "pull_request:5038|pull_request:5697" ], - "prepared_review_unit_hash": "030e6f30dd5ad21992d80b6a04e0172ed9e9d328874f46b4eff87165c4bb8065", + "prepared_review_unit_hash": "bb4b5f5b1542cb8bfd1df6cf373660af3482e20171d2e8e0f83efea5f8657851", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 95349, - "estimated_input_tokens": 23838, - "estimated_eval_tokens": 47932 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 100168, + "estimated_input_tokens": 25042, + "estimated_eval_tokens": 50340 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set: it contains many unrelated one-off PRs spanning pipelines, docs, CI, converters, and tests. The soft-edge pairs mostly share broad keywords or filenames, but they do not fix the same concrete bug or implement the same change.", - "confidence": 0.98, + "summary": "This cluster is highly heterogeneous: it mixes unrelated docs, CI, example, pipeline, scheduler, and LoRA changes. None of the soft pairs look like the same underlying bug or mergeable change, so they should all be rejected.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a good canonical representative here; the items are heterogeneous and do not collapse to one underlying bug or change.", + "canonical_pr_reason": "No single canonical PR stands out; the items span unrelated features and fixes rather than one duplicate change set.", "best_issue_reason": null, - "best_pr_reason": "No PR in this set is globally suitable as a duplicate canonical: the cluster is too diverse, and the apparent similarities are mostly superficial subsystem overlap.", + "best_pr_reason": "No PR is a good global representative because the cluster is not a coherent duplicate group.", "soft_edge_verdicts": [ - { - "left": "pull_request:5788", - "right": "pull_request:7158", - "accept": false, - "reason": "Both mention LCM/benchmarking context only loosely; one changes scheduler error handling, the other changes benchmark execution. Different code paths and goals." - }, - { - "left": "pull_request:6119", - "right": "pull_request:8378", - "accept": false, - "reason": "Unrelated fixes: LoRA alpha parsing versus asymmetric autoencoder forward logic. No shared bug or mergeable combined patch." - }, - { - "left": "pull_request:6208", - "right": "pull_request:8510", - "accept": false, - "reason": "One fixes a Stable Diffusion dtype mismatch; the other changes DreamBooth LR scheduler math. Different failures and subsystems." - }, - { - "left": "pull_request:6217", - "right": "pull_request:8303", - "accept": false, - "reason": "Torch compile/VAE behavior versus a documentation typo fix. No technical overlap beyond being PRs." - }, - { - "left": "pull_request:6229", - "right": "pull_request:7778", - "accept": false, - "reason": "CI dependency install versus a debugging workflow. Same repo area is not enough; these are different operational changes." - }, - { - "left": "pull_request:6759", - "right": "pull_request:6952", - "accept": false, - "reason": "InstantID image-to-image pipeline work is unrelated to textual inversion model-card updates." - }, - { - "left": "pull_request:7158", - "right": "pull_request:8389", - "accept": false, - "reason": "Both touch benchmarking, but one fixes benchmark execution/state cleanup and the other changes benchmarking infra/container/reporting. Not the same concrete bug." - }, - { - "left": "pull_request:7353", - "right": "pull_request:9323", - "accept": false, - "reason": "ControlNet SDXL img2img single-file support and single-file default model repo updates are distinct changes." - }, - { - "left": "pull_request:8452", - "right": "pull_request:9569", - "accept": false, - "reason": "Single-file loading strictness versus CogVideoX autoencoder decode batching. Different code paths and failure modes." - }, - { - "left": "pull_request:8510", - "right": "pull_request:9569", - "accept": false, - "reason": "DreamBooth LR scheduler adjustments are unrelated to CogVideoX autoencoder decoding." - }, { "left": "pull_request:8564", "right": "pull_request:8702", "accept": false, - "reason": "Both are SD3-related, but one adds T5 token-limit support in training docs/code while the other adds a conversion script. Different artifacts and bugs." + "reason": "Different SD3-related changes: token-limit training docs/code vs a new conversion script." }, { "left": "pull_request:8973", "right": "pull_request:9896", "accept": false, - "reason": "Reducing a test model size is unrelated to reverting Flux device/typecasting behavior." + "reason": "Unrelated areas: lumina test-size reduction vs Flux device/typecasting revert." }, { "left": "pull_request:12086", "right": "pull_request:12117", "accept": false, - "reason": "Modular Flux I2I support and QwenImage img2img/inpaint pipeline additions are separate feature sets." + "reason": "Different features in different subsystems: Flux modular I2I support vs QwenImage pipelines." }, { "left": "pull_request:1006", "right": "pull_request:2476", "accept": false, - "reason": "Both are about image sizing, but one fixes interpolate on large batches while the other adds an attn_res parameter for Attend-and-Excite. Not the same bug." + "reason": "Both mention image sizing, but one fixes large-batch interpolate behavior and the other adds an Attend-and-Excite size parameter." }, { "left": "pull_request:12418", "right": "pull_request:12519", "accept": false, - "reason": "CI xfail adjustments and docs toctree sorting are unrelated maintenance fixes." + "reason": "CI test xfail and docs toctree sorting are unrelated changes." }, { "left": "pull_request:3652", "right": "pull_request:3681", "accept": false, - "reason": "Both involve checkpoint handling, but one refactors checkpoint naming and the other manually enforces checkpoint limits. They are not the same change." + "reason": "Both touch checkpointing, but one refactors checkpoint naming while the other changes checkpoint-limit handling." }, { "left": "pull_request:5301", "right": "pull_request:6225", "accept": false, - "reason": "SDXL text-encoder optionality fixes versus LoRA alpha parsing. Different pipeline behavior and code areas." + "reason": "SDXL no-text-encoder support and LoRA alpha parsing are different concrete problems." }, { "left": "pull_request:5842", "right": "pull_request:5974", "accept": false, - "reason": "Same pipeline family, but one fixes a 512px resolution bug and the other adapts PixArtAlpha for LCM. Different underlying issues." + "reason": "Same file, but different bugs: PixArt resolution binning vs timestep retrieval for LCM." }, { "left": "pull_request:6241", "right": "pull_request:7924", "accept": false, - "reason": "Float/Half runtime error fix versus IP-Adapter added_cond_kwargs handling. Distinct bugs in different pipelines." + "reason": "Runtime dtype mismatch and IP-Adapter added_cond_kwargs are unrelated code paths." }, { "left": "pull_request:6787", "right": "pull_request:7507", "accept": false, - "reason": "Marigold input normalization fix is unrelated to adding an InstantID SDXL image-to-image pipeline." + "reason": "Marigold input normalization fix vs adding an InstantID SDXL img2img pipeline." }, { "left": "pull_request:7934", "right": "pull_request:9442", "accept": false, - "reason": "Single-file config loading and CI device_map flakiness are unrelated." + "reason": "Single-file dict config loading and CI behavior for deprecated attention blocks are unrelated." }, { "left": "pull_request:10322", "right": "pull_request:11142", "accept": false, - "reason": "Both edit the Sana converter, but they add different model variants and scheduler tweaks; not the same concrete change." + "reason": "Both are Sana converter edits, but they address different model variants and script issues, not one shared bug." }, { "left": "pull_request:10731", "right": "pull_request:10975", "accept": false, - "reason": "Video output typing/utilities versus Wan pipeline bug fixes. Shared video tooling is too broad to imply duplication." + "reason": "Video pipeline output typing cleanup vs Wan pipeline bug fixes are unrelated." }, { "left": "pull_request:1089", "right": "pull_request:1386", "accept": false, - "reason": "Docs for scheduler usage versus adding v-prediction support in schedulers. Different scope and implementation." + "reason": "Docs on scheduler usage and the scheduler v-prediction implementation are not the same change." }, { "left": "pull_request:11142", "right": "pull_request:12188", "accept": false, - "reason": "Sana converter updates and Qwen-Image-Edit emergency fix are unrelated." + "reason": "Sana Sprint converter fixes and Qwen-Image-Edit width/height logic are unrelated." }, { "left": "pull_request:11522", "right": "pull_request:12424", "accept": false, - "reason": "AudioLDM2/transformers compatibility fix versus Dockerfile/workflow cleanup. No shared underlying bug." + "reason": "AudioLDM2 transformers compatibility and Docker/CI cleanup are unrelated." + }, + { + "left": "pull_request:11595", + "right": "pull_request:11999", + "accept": false, + "reason": "Both involve LoRA, but one fixes Flux load_lora_weights expansion and the other updates PEFT config injection; different code paths." + }, + { + "left": "pull_request:12424", + "right": "pull_request:12960", + "accept": false, + "reason": "Docker/workflow fixes and the FSDP detection change are unrelated." + }, + { + "left": "pull_request:12581", + "right": "pull_request:13056", + "accept": false, + "reason": "Support for more Qwen LoRAs and Z-Image LoRA training are different features." + }, + { + "left": "pull_request:12805", + "right": "pull_request:12998", + "accept": false, + "reason": "PyPI publish workflow updates and style-only doc/pipeline cleanup are unrelated." + }, + { + "left": "pull_request:1299", + "right": "pull_request:130", + "accept": false, + "reason": "AltDiffusion feature addition vs a README note about accelerate config are unrelated." + }, + { + "left": "pull_request:1968", + "right": "pull_request:2314", + "accept": false, + "reason": "CPU offload behavior fix and fast-test expectation tweaks do not address the same bug." + }, + { + "left": "pull_request:1977", + "right": "pull_request:2279", + "accept": false, + "reason": "Example/script behavior changes and lint tooling migration are unrelated." + }, + { + "left": "pull_request:2279", + "right": "pull_request:3723", + "accept": false, + "reason": "Style/ruff migration vs reference pipeline enhancement are unrelated." + }, + { + "left": "pull_request:5038", + "right": "pull_request:5697", + "accept": false, + "reason": "Both mention LoRA, but one makes optional args explicit and the other fixes PEFT/xformers attention behavior; not the same code-path problem." } ] }, @@ -162746,53 +162982,52 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 190, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 191, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10354", "pull_request:10497", "pull_request:10557", + "pull_request:10894", "pull_request:11067", - "pull_request:11595", - "pull_request:11999", + "pull_request:11243", + "pull_request:11975", "pull_request:12021", "pull_request:12095", + "pull_request:1229", "pull_request:12416", "pull_request:12424", "pull_request:12519", - "pull_request:12581", - "pull_request:12805", "pull_request:12960", - "pull_request:1299", - "pull_request:12998", - "pull_request:130", - "pull_request:13056", "pull_request:13126", "pull_request:13321", - "pull_request:1968", - "pull_request:1977", - "pull_request:2279", - "pull_request:2314", - "pull_request:3723", + "pull_request:13338", + "pull_request:13364", + "pull_request:1458", + "pull_request:1582", + "pull_request:1583", + "pull_request:1913", + "pull_request:1942", + "pull_request:2001", "pull_request:4062", - "pull_request:5038", "pull_request:5111", "pull_request:5438", - "pull_request:5697", "pull_request:6311", "pull_request:6332", "pull_request:6365", "pull_request:6673", + "pull_request:676", "pull_request:6787", "pull_request:7206", "pull_request:788", + "pull_request:823", "pull_request:8467", "pull_request:8618", "pull_request:8627", @@ -162802,18 +163037,10 @@ "pull_request:9696", "pull_request:9736", "pull_request:978", + "pull_request:9807", "pull_request:9816" ], "soft_pairs": [ - "pull_request:11595|pull_request:11999", - "pull_request:12424|pull_request:12960", - "pull_request:12581|pull_request:13056", - "pull_request:12805|pull_request:12998", - "pull_request:1299|pull_request:130", - "pull_request:1968|pull_request:2314", - "pull_request:1977|pull_request:2279", - "pull_request:2279|pull_request:3723", - "pull_request:5038|pull_request:5697", "pull_request:5111|pull_request:6365", "pull_request:6311|pull_request:8627", "pull_request:6332|pull_request:8467", @@ -162829,186 +163056,195 @@ "pull_request:12021|pull_request:12095", "pull_request:10354|pull_request:9696", "pull_request:10497|pull_request:11067", - "pull_request:10557|pull_request:9696" + "pull_request:10557|pull_request:9696", + "pull_request:10894|pull_request:11975", + "pull_request:11243|pull_request:9807", + "pull_request:1229|pull_request:1458", + "pull_request:12424|pull_request:13338", + "pull_request:12960|pull_request:13364", + "pull_request:1582|pull_request:676", + "pull_request:1583|pull_request:676", + "pull_request:1913|pull_request:823", + "pull_request:1942|pull_request:2001" ], - "prepared_review_unit_hash": "efce98875f723969d6543eeba5381f2e4890014688f0d480af9d7accec372a11", + "prepared_review_unit_hash": "392ccab25ccb1537513a3a0d31d40d578dbb25a2ec1afd8ebd4a8dab2899421a", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 102403, - "estimated_input_tokens": 25601, - "estimated_eval_tokens": 51458 + "serialized_chars": 97245, + "estimated_input_tokens": 24312, + "estimated_eval_tokens": 48880 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster of unrelated PRs spanning CI/docs churn, new model or pipeline features, and distinct bugfixes. None of the proposed soft edges look like the same underlying change, so all should be rejected.", - "confidence": 0.96, + "summary": "This cluster is not a true duplicate set; it groups many unrelated pull requests that only share broad file areas or superficial syntax changes. None of the soft edges look like the same underlying bug or change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR cleanly subsumes the rest; the set mixes unrelated CI, docs, model, and LoRA changes.", + "canonical_pr_reason": "No single PR serves as a coherent canonical representative because the cluster is heterogeneous; the items span unrelated docs, CI, model, scheduler, and example changes.", "best_issue_reason": null, - "best_pr_reason": "No PR is a strong global representative for duplicate triage because the cluster is too heterogeneous.", + "best_pr_reason": "No PR is a good global canonical choice for duplicate triage here. The set lacks a shared concrete code-path problem, so picking any one PR would be misleading.", "soft_edge_verdicts": [ - { - "left": "pull_request:11595", - "right": "pull_request:11999", - "accept": false, - "reason": "Both are LoRA-related, but they fix different Flux/PEFT issues: load_lora_weights behavior vs. new LoRA config injection method." - }, - { - "left": "pull_request:12424", - "right": "pull_request:12960", - "accept": false, - "reason": "One is Docker/workflow cleanup, the other fixes FSDP detection in DreamBooth Flux training scripts; unrelated changes." - }, - { - "left": "pull_request:12581", - "right": "pull_request:13056", - "accept": false, - "reason": "Different targets and codepaths: broader Qwen LoRA support versus Z-Image LoRA conversion support." - }, - { - "left": "pull_request:12805", - "right": "pull_request:12998", - "accept": false, - "reason": "Pypi publish workflow adjustments and doc-style cleanup are not the same bug or change." - }, - { - "left": "pull_request:1299", - "right": "pull_request:130", - "accept": false, - "reason": "AltDiffusion feature addition and an examples README note about accelerate config are unrelated." - }, - { - "left": "pull_request:1968", - "right": "pull_request:2314", - "accept": false, - "reason": "CPU offload behavior fix and fast-test slice tolerance tweaks are different issues." - }, - { - "left": "pull_request:1977", - "right": "pull_request:2279", - "accept": false, - "reason": "These touch different areas: example/script fixes versus quality-tooling migration to ruff/black." - }, - { - "left": "pull_request:2279", - "right": "pull_request:3723", - "accept": false, - "reason": "Repository lint/tooling changes are unrelated to the reference-pipeline input type update." - }, - { - "left": "pull_request:5038", - "right": "pull_request:5697", - "accept": false, - "reason": "One makes optional arguments explicit in Transformer2D; the other fixes PEFT LoRA behavior with xformers." - }, { "left": "pull_request:5111", "right": "pull_request:6365", "accept": false, - "reason": "Same scheduler file, but different bugs: adding use_karras_sigmas versus MPS timestep handling." + "reason": "Same scheduler file, but different fixes: one adds Karras sigma support, the other adjusts MPS timestep casting." }, { "left": "pull_request:6311", "right": "pull_request:8627", "accept": false, - "reason": "Both are docs additions, but for different products/features; not a duplicate document change." + "reason": "Both touch toctree/docs, but one adds Fast Diffusion docs while the other adds SD3 ControlNet docs; unrelated content." }, { "left": "pull_request:6332", "right": "pull_request:8467", "accept": false, - "reason": "Community pipeline addition and SEGA pipeline fix are different pipelines and different code changes." + "reason": "Different community pipeline changes with no shared bug or code path." }, { "left": "pull_request:6673", "right": "pull_request:6787", "accept": false, - "reason": "InstantID pipeline addition and Marigold input-range fix are unrelated community changes." + "reason": "Both are community pipeline work, but one adds InstantID while the other fixes Marigold depth image scaling; not duplicates." }, { "left": "pull_request:7206", "right": "pull_request:9160", "accept": false, - "reason": "Training-script tag updates and Flux latent-caching/LoRA updates are different changes." + "reason": "Unrelated training-script documentation/tag updates for different purposes." }, { "left": "pull_request:788", "right": "pull_request:978", "accept": false, - "reason": "PIL sampler warning fix and generic typo/documentation fixes are not the same underlying issue." + "reason": "One fixes PIL resampling warnings in img2img/inpaint; the other is a generic typo/doc cleanup. Different changes." }, { "left": "pull_request:8618", "right": "pull_request:9736", "accept": false, - "reason": "SD3 tiny autoencoder shift-factor support and Allegro T2V are unrelated features." + "reason": "SD3 tiny autoencoder shift-factor work is unrelated to Allegro T2V model/pipeline addition." }, { "left": "pull_request:8722", "right": "pull_request:9736", "accept": false, - "reason": "A core embeddings refactor is not the same change as adding Allegro T2V support." + "reason": "Refactor of embeddings internals vs adding Allegro T2V; not the same issue or change." }, { "left": "pull_request:9175", "right": "pull_request:9816", "accept": false, - "reason": "Both are Flux-related, but one adds ControlNet support while the other adds a community RF-inversion pipeline." + "reason": "Flux Union ControlNet support is unrelated to RF-inversion Flux pipeline addition." }, { "left": "pull_request:12416", "right": "pull_request:13126", "accept": false, - "reason": "QwenImage Edit Plus modular support and Z-Image LoRA conversion are different model families and codepaths." + "reason": "Both are modular pipeline/lora-adjacent but for different QwenImage/Z-Image features; not the same concrete bug or feature." }, { "left": "pull_request:12519", "right": "pull_request:13321", "accept": false, - "reason": "A toctree sorting fix and a Cosmos torchvision import guard are unrelated CI/runtime changes." + "reason": "Toctree sorting cleanup vs guarding torchvision import in Cosmos are unrelated." }, { "left": "pull_request:4062", "right": "pull_request:5438", "accept": false, - "reason": "Shap-E mesh output support and latent-consistency pipeline support are distinct feature additions." + "reason": "Shap-E mesh output support and latent consistency pipeline addition are different features." }, { "left": "pull_request:12021", "right": "pull_request:12095", "accept": false, - "reason": "LTX attention-backend support and the LTX 0.9.8 model release are different scopes." + "reason": "LTX attention-backend support vs LTX 0.9.8 model release; different code paths and goals." }, { "left": "pull_request:10354", "right": "pull_request:9696", "accept": false, - "reason": "A FluxIPAdapter tester fix and a PR-test workflow input change are unrelated." + "reason": "Flux IP-Adapter tester fix and PR test workflow input changes are unrelated." }, { "left": "pull_request:10497", "right": "pull_request:11067", "accept": false, - "reason": "Tokenizers installation path fix and benchmarking transformer pinning are different CI problems." + "reason": "Tokenizers install path fix in CI is unrelated to pinning transformers for benchmarks." }, { "left": "pull_request:10557", "right": "pull_request:9696", "accept": false, - "reason": "Single-file test utility changes and run-tests workflow edits do not address the same bug." + "reason": "Slow test fixes for InstructPix2Pix are unrelated to PR workflow changes." + }, + { + "left": "pull_request:10894", + "right": "pull_request:11975", + "accept": false, + "reason": "Docs toctree sorting and Flux Dreambooth style fix are unrelated." + }, + { + "left": "pull_request:11243", + "right": "pull_request:9807", + "accept": false, + "reason": "LoRA conversion support for Musubi Wan and AutoencoderKL LoRA adapter support are different features/code paths." + }, + { + "left": "pull_request:1229", + "right": "pull_request:1458", + "accept": false, + "reason": "Dreambooth README bitsandbytes guidance and onnxruntime candidate detection are unrelated." + }, + { + "left": "pull_request:12424", + "right": "pull_request:13338", + "accept": false, + "reason": "Dockerfile definition cleanup and Claude workflow permissions are unrelated CI/workflow changes." + }, + { + "left": "pull_request:12960", + "right": "pull_request:13364", + "accept": false, + "reason": "FSDP detection in Flux Dreambooth scripts and MotionConv2d dtype casting are different problems." + }, + { + "left": "pull_request:1582", + "right": "pull_request:676", + "accept": false, + "reason": "RePaint scheduler math fix is unrelated to a variable rename in ResNet upsampling." + }, + { + "left": "pull_request:1583", + "right": "pull_request:676", + "accept": false, + "reason": "Legacy inpaint scheduler logic change and ResNet variable rename are unrelated." + }, + { + "left": "pull_request:1913", + "right": "pull_request:823", + "accept": false, + "reason": "Input-type validation for img2img pipelines and negative-prompt type mismatch handling are distinct validation fixes." + }, + { + "left": "pull_request:1942", + "right": "pull_request:2001", + "accept": false, + "reason": "Unused upcast flag fix in a conversion script is unrelated to ColossalAI seed/launch typo fixes." } ] }, @@ -163022,75 +163258,66 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 191, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 192, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:10894", - "pull_request:11243", + "pull_request:10723", "pull_request:11916", "pull_request:11967", - "pull_request:11975", - "pull_request:1229", - "pull_request:12424", + "pull_request:12226", + "pull_request:12490", "pull_request:12534", "pull_request:12549", + "pull_request:12736", "pull_request:12919", - "pull_request:12960", - "pull_request:13338", - "pull_request:13364", + "pull_request:13321", "pull_request:13490", - "pull_request:1458", - "pull_request:1582", - "pull_request:1583", - "pull_request:1913", - "pull_request:1942", - "pull_request:2001", + "pull_request:2193", + "pull_request:2452", "pull_request:2655", "pull_request:3034", "pull_request:3128", "pull_request:3294", "pull_request:3446", + "pull_request:3587", "pull_request:3590", "pull_request:3673", "pull_request:3681", + "pull_request:3770", "pull_request:4262", + "pull_request:4499", + "pull_request:4500", + "pull_request:4501", + "pull_request:4502", "pull_request:4690", "pull_request:4706", "pull_request:4744", "pull_request:4793", + "pull_request:5301", "pull_request:5393", + "pull_request:5559", "pull_request:5697", "pull_request:5807", "pull_request:5898", - "pull_request:676", + "pull_request:6217", "pull_request:6994", "pull_request:7062", "pull_request:7410", "pull_request:7461", "pull_request:7714", "pull_request:7720", - "pull_request:823", "pull_request:9247", - "pull_request:9723", - "pull_request:9807" + "pull_request:9311", + "pull_request:9723" ], "soft_pairs": [ - "pull_request:10894|pull_request:11975", - "pull_request:11243|pull_request:9807", - "pull_request:1229|pull_request:1458", - "pull_request:12424|pull_request:13338", - "pull_request:12960|pull_request:13364", - "pull_request:1582|pull_request:676", - "pull_request:1583|pull_request:676", - "pull_request:1913|pull_request:823", - "pull_request:1942|pull_request:2001", "pull_request:2655|pull_request:3294", "pull_request:3034|pull_request:3446", "pull_request:3128|pull_request:3673", @@ -163106,186 +163333,202 @@ "pull_request:9247|pull_request:9723", "pull_request:12534|pull_request:13490", "pull_request:11916|pull_request:11967", - "pull_request:12549|pull_request:12919" + "pull_request:12549|pull_request:12919", + "pull_request:10723|pull_request:9311", + "pull_request:12226|pull_request:12736", + "pull_request:12490|pull_request:13321", + "pull_request:2193|pull_request:2452", + "pull_request:3587|pull_request:5559", + "pull_request:3770|pull_request:4499", + "pull_request:3770|pull_request:4500", + "pull_request:3770|pull_request:4501", + "pull_request:3770|pull_request:4502", + "pull_request:5301|pull_request:6217" ], - "prepared_review_unit_hash": "b480040318a62d47424105de6d849c29b6cf6cd27ac5a93751b1a39831443be5", + "prepared_review_unit_hash": "cefce8640c987051096fb79a4e80f92158f9585a0dd9ca4f68c3080e1bf9f026", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 25, - "serialized_chars": 98059, - "estimated_input_tokens": 24515, - "estimated_eval_tokens": 49286 + "soft_pair_count": 26, + "serialized_chars": 102385, + "estimated_input_tokens": 25597, + "estimated_eval_tokens": 51450 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most PRs are unrelated docs, examples, loaders, CI, or different attention/NPU fixes. I found no true duplicate pair to merge; the only partial thematic overlap is in a small attention-backend subgroup, but the concrete changes still differ.", - "confidence": 0.84, + "summary": "This set does not form a real duplicate cluster. Most pairs only share a broad subsystem, file, or superficial wording; they fix different bugs or add different features, so all soft edges should be rejected.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue artifacts are present. If a PR must be chosen, pull_request:11916 is the closest anchor because it is the broadest and most central attention-dispatch refactor among the only loosely related subset, but the cluster is not a real duplicate set.", + "canonical_pr_reason": "PR 11916 is the broadest and most central artifact here: it makes the largest attention-dispatch refactor and other attention-backend PRs are closest in scope to it, but it is still not a duplicate of them.", "best_issue_reason": null, - "best_pr_reason": "pull_request:11916 has the widest scope and strongest centrality in the attention-backend subgroup, with multiple related files and the highest apparent cluster relevance; however, it still should not be treated as a duplicate of the others.", + "best_pr_reason": "PR 11916 is the best single representative of the attention-backend subset because it has the broadest code impact and anchors the later attention-related follow-up PRs in this list.", "soft_edge_verdicts": [ - { - "left": "pull_request:10894", - "right": "pull_request:11975", - "accept": false, - "reason": "Docs toctree sorting vs. a Flux training style fix; unrelated changes." - }, - { - "left": "pull_request:11243", - "right": "pull_request:9807", - "accept": false, - "reason": "Both touch LoRA support, but one adds musubi wan conversion and the other adds AutoencoderKL LoRA adapter support; different bugs/changes." - }, - { - "left": "pull_request:1229", - "right": "pull_request:1458", - "accept": false, - "reason": "Dreambooth README docs vs. ONNX runtime candidate detection; unrelated." - }, - { - "left": "pull_request:12424", - "right": "pull_request:13338", - "accept": false, - "reason": "Dockerfile/workflow cleanup vs. Claude workflow permissions; different files and problems." - }, - { - "left": "pull_request:12960", - "right": "pull_request:13364", - "accept": false, - "reason": "FSDP detection in DreamBooth scripts vs. WAN motion conv dtype casting; unrelated." - }, - { - "left": "pull_request:1582", - "right": "pull_request:676", - "accept": false, - "reason": "RePaint scheduler bugfix vs. a resnet variable rename; not the same issue." - }, - { - "left": "pull_request:1583", - "right": "pull_request:676", - "accept": false, - "reason": "Legacy inpaint masking logic vs. a resnet variable rename; unrelated." - }, - { - "left": "pull_request:1913", - "right": "pull_request:823", - "accept": false, - "reason": "Both are img2img-related validation fixes, but one checks image input types and the other fixes negative-prompt type errors; different concrete bugs." - }, - { - "left": "pull_request:1942", - "right": "pull_request:2001", - "accept": false, - "reason": "Script flag rename vs. ColossalAI example typo cleanup; unrelated." - }, { "left": "pull_request:2655", "right": "pull_request:3294", "accept": false, - "reason": "Both concern LoRA loading, but one fixes save/load behavior while the other adds lora_ prefix support; related area, not the same underlying change." + "reason": "Both touch loaders.py and LoRA loading, but one fixes safetensors fallback while the other adds support for lora_ prefixes; different bugs and changes." }, { "left": "pull_request:3034", "right": "pull_request:3446", "accept": false, - "reason": "Accelerate parameter-name fix vs. pipeline warning-message wording; unrelated." + "reason": "Both are small parameter/doc fixes, but they address unrelated call sites and issues; not the same bug or change." }, { "left": "pull_request:3128", "right": "pull_request:3673", "accept": false, - "reason": "Img2img timestep selection fix vs. DreamBooth multi-GPU fix; different code paths." + "reason": "Both involve timestep handling / training logic, but one fixes img2img timestep slicing and the other fixes multi-GPU DreamBooth; unrelated." }, { "left": "pull_request:3590", "right": "pull_request:5807", "accept": false, - "reason": "Community pipeline addition vs. LPW SDXL prompt-embedding enhancement; not duplicates." + "reason": "Both are community pipeline additions/fixes, but they target different pipelines and features; no shared underlying change." }, { "left": "pull_request:3681", "right": "pull_request:4690", "accept": false, - "reason": "Checkpoints-limit handling vs. DPM-Solver refactor; unrelated." + "reason": "Checkpoints_total_limit handling in training scripts is unrelated to the DPMSolverMultistepScheduler sigma refactor." }, { "left": "pull_request:4262", "right": "pull_request:4706", "accept": false, - "reason": "SDXL DreamBooth multi-fix PR vs. a specific LoRA alpha fallback fix; same broad subsystem, but not the same concrete change." + "reason": "One is SDXL DreamBooth/UNet training fixes; the other is LoRA alpha fallback in loaders. Different code paths and bugs." }, { "left": "pull_request:4744", "right": "pull_request:5393", "accept": false, - "reason": "AudioLDM docstring update vs. HFApi tutorial/example migration; unrelated docs work." + "reason": "AudioLDM docstring cleanup is unrelated to the accelerate API update in training examples." }, { "left": "pull_request:4793", "right": "pull_request:6994", "accept": false, - "reason": "AutoPipeline kwargs handling vs. from_single_file torch_dtype propagation; different loading bugs." + "reason": "AutoPipeline kwargs propagation and single-file torch_dtype propagation solve different loading issues." }, { "left": "pull_request:5697", "right": "pull_request:7461", "accept": false, - "reason": "PEFT/xFormers attention bugfix vs. testing-utils boolean helper; unrelated." + "reason": "A PEFT/xFormers attention bug fix is unrelated to moving str_to_bool in testing utils." }, { "left": "pull_request:5898", "right": "pull_request:7714", "accept": false, - "reason": "Unconditional image generation docs rewrite vs. AutoPipeline docs; different documentation tasks." + "reason": "A docs spacing tweak is unrelated to the AutoPipeline documentation overhaul." }, { "left": "pull_request:7062", "right": "pull_request:7461", "accept": false, - "reason": "Imagic docstring fix vs. testing-utils helper; unrelated." + "reason": "Imagic docstring correction and testing-utils helper relocation are unrelated." }, { "left": "pull_request:7410", "right": "pull_request:7720", "accept": false, - "reason": "FreeInit behavior fix vs. dead-code cleanup; different changes." + "reason": "FreeInit behavior in video/animatediff is unrelated to dead-code cleanup in assorted scripts." }, { "left": "pull_request:9247", "right": "pull_request:9723", "accept": false, - "reason": "Model-variant identification bug vs. Matryoshka schedule_shifted_power fix; unrelated." + "reason": "Variant folder identification in pipeline loading is unrelated to Matryoshka schedule_shifted_power image examples." }, { "left": "pull_request:12534", "right": "pull_request:13490", "accept": false, - "reason": "Flux NPU pos-embed handling vs. NPU attention mask-shape support; both NPU-related but distinct code paths and fixes." + "reason": "Both mention Flux/NPU, but one fixes positional embeddings for Ascend inference and the other changes NPU attention mask shape handling; different code paths." }, { "left": "pull_request:11916", "right": "pull_request:11967", "accept": false, - "reason": "Broad Flux/Chroma attention-dispatch refactor vs. runtime warning/error handling change; overlapping files, but not the same concrete bug/change." + "reason": "Both touch attention_dispatch, but 11916 is a Flux/Chroma refactor while 11967 changes backend error handling; not the same fix." }, { "left": "pull_request:12549", "right": "pull_request:12919", "accept": false, - "reason": "AITER backend addition vs. NPU Ulysses attention support; both attention-backend work, but different backend features and code paths." + "reason": "Both are attention-backend related, but AITER backend support and NPU ulysses support are separate backend implementations and can\u2019t be merged as one PR." + }, + { + "left": "pull_request:10723", + "right": "pull_request:9311", + "accept": false, + "reason": "ControlNet Union per-control scaling and SDXL ControlNet CFG cutoff are different ControlNet features with different behaviors." + }, + { + "left": "pull_request:12226", + "right": "pull_request:12736", + "accept": false, + "reason": "A Qwen-Image ControlNet test and z-image regional compilation are unrelated." + }, + { + "left": "pull_request:12490", + "right": "pull_request:13321", + "accept": false, + "reason": "Audioldm2 ClapConfig test fix and Cosmos torchvision import guard are unrelated." + }, + { + "left": "pull_request:2193", + "right": "pull_request:2452", + "accept": false, + "reason": "Adding a SAG docs entry and adding core-api docs are separate documentation changes." + }, + { + "left": "pull_request:3587", + "right": "pull_request:5559", + "accept": false, + "reason": "Community CLIP-guided mixing docs/code and latent-consistency img2img pipeline work are unrelated." + }, + { + "left": "pull_request:3770", + "right": "pull_request:4499", + "accept": false, + "reason": "ControlNet guidance start/stop and SDXL reference-attn/adain community pipeline are unrelated features." + }, + { + "left": "pull_request:3770", + "right": "pull_request:4500", + "accept": false, + "reason": "ControlNet guidance scheduling and SDXL reference pipeline are unrelated." + }, + { + "left": "pull_request:3770", + "right": "pull_request:4501", + "accept": false, + "reason": "ControlNet guidance scheduling and SDXL reference pipeline are unrelated." + }, + { + "left": "pull_request:3770", + "right": "pull_request:4502", + "accept": false, + "reason": "ControlNet guidance scheduling and SDXL reference pipeline are unrelated." + }, + { + "left": "pull_request:5301", + "right": "pull_request:6217", + "accept": false, + "reason": "SDXL pipeline optional-component fixes are unrelated to Stable Video Diffusion torch-compile VAE inspection changes." } ] }, @@ -163299,15 +163542,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 192, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 193, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10122", "pull_request:10126", @@ -163319,7 +163562,6 @@ "pull_request:10539", "pull_request:10595", "pull_request:10704", - "pull_request:10723", "pull_request:11025", "pull_request:11059", "pull_request:11066", @@ -163327,47 +163569,39 @@ "pull_request:11236", "pull_request:11325", "pull_request:11614", + "pull_request:11743", + "pull_request:11767", "pull_request:11770", - "pull_request:12109", - "pull_request:12226", - "pull_request:12301", - "pull_request:12490", - "pull_request:12736", - "pull_request:13321", - "pull_request:2193", - "pull_request:2452", + "pull_request:11786", + "pull_request:11814", + "pull_request:11892", + "pull_request:11894", + "pull_request:12005", + "pull_request:12109", + "pull_request:12137", + "pull_request:1215", + "pull_request:12231", + "pull_request:1230", + "pull_request:12301", + "pull_request:12363", + "pull_request:12527", + "pull_request:12530", + "pull_request:12805", + "pull_request:12998", + "pull_request:1968", "pull_request:2902", - "pull_request:3587", - "pull_request:3770", - "pull_request:4499", - "pull_request:4500", - "pull_request:4501", - "pull_request:4502", "pull_request:5033", - "pull_request:5301", - "pull_request:5559", - "pull_request:6217", + "pull_request:796", "pull_request:8691", "pull_request:8897", "pull_request:8932", "pull_request:9103", "pull_request:9257", - "pull_request:9311", "pull_request:9592", "pull_request:9688", "pull_request:9769" ], "soft_pairs": [ - "pull_request:10723|pull_request:9311", - "pull_request:12226|pull_request:12736", - "pull_request:12490|pull_request:13321", - "pull_request:2193|pull_request:2452", - "pull_request:3587|pull_request:5559", - "pull_request:3770|pull_request:4499", - "pull_request:3770|pull_request:4500", - "pull_request:3770|pull_request:4501", - "pull_request:3770|pull_request:4502", - "pull_request:5301|pull_request:6217", "pull_request:10140|pull_request:8897", "pull_request:12109|pull_request:12301", "pull_request:2902|pull_request:5033", @@ -163382,186 +163616,189 @@ "pull_request:11059|pull_request:9769", "pull_request:11067|pull_request:11614", "pull_request:11236|pull_request:9688", - "pull_request:11325|pull_request:11770" + "pull_request:11325|pull_request:11770", + "pull_request:11743|pull_request:11814", + "pull_request:11767|pull_request:12005", + "pull_request:11786|pull_request:11894", + "pull_request:11892|pull_request:12805", + "pull_request:12137|pull_request:12998", + "pull_request:1215|pull_request:1968", + "pull_request:12231|pull_request:12527", + "pull_request:1230|pull_request:796", + "pull_request:12363|pull_request:12530" ], - "prepared_review_unit_hash": "d7f875813454a82152f4610daddc1d8a3a24d937ed508872ecb17da3fcefdd57", + "prepared_review_unit_hash": "3de8fc26c8f92d2eca3fd0b7d4495036654daa52e652af549d5295ac5f1c202f", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 25, - "serialized_chars": 97696, - "estimated_input_tokens": 24424, - "estimated_eval_tokens": 49104 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 99539, + "estimated_input_tokens": 24885, + "estimated_eval_tokens": 50026 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated PRs that only overlap at a broad subsystem or documentation level. I do not see any soft-edge pair that fixes the same concrete bug/change, so all candidate duplicate links should be rejected. The strongest representative PR in the cluster is the large Mochi feature PR.", - "confidence": 0.92, + "summary": "This cluster is a grab-bag of unrelated PRs spanning docs, CI/workflows, loaders, schedulers, pipelines, and model additions. A few pairs share broad subsystems like Flux, LoRA, or testing, but none appear to fix the same concrete bug or implement the same change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 9769 is the most substantial and representative merged change here: it adds a full new core feature (Mochi T2V) with docs, model code, pipeline code, converters, and tests, plus an explicit issue target.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 9769 is the best global representative because it is the broadest end-to-end code change in the set and has clear feature scope, whereas the others are mostly small fixes or docs updates.", + "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "pull_request:10723", - "right": "pull_request:9311", - "accept": false, - "reason": "Different bugs in different areas: ControlNet Union per-type scaling vs SDXL ControlNet CFG cutoff. Same broad topic, not the same concrete change." - }, - { - "left": "pull_request:12226", - "right": "pull_request:12736", - "accept": false, - "reason": "A fast test for Qwen-Image ControlNet is unrelated to enabling regional compilation on Z-Image transformer. No shared bug or fix path." - }, - { - "left": "pull_request:12490", - "right": "pull_request:13321", - "accept": false, - "reason": "Audioldm2 test cleanup and Cosmos torchvision import guard are unrelated changes in different components." - }, - { - "left": "pull_request:2193", - "right": "pull_request:2452", - "accept": false, - "reason": "One adds SAG pipeline docs/code, the other adds a core API docs page. No common underlying issue." - }, - { - "left": "pull_request:3587", - "right": "pull_request:5559", - "accept": false, - "reason": "Community example for CLIP-guided image mixing and LCM img2img pipeline are separate features, not duplicates." - }, - { - "left": "pull_request:3770", - "right": "pull_request:4499", - "accept": false, - "reason": "ControlNet guidance start/stop is unrelated to SDXL reference attention/adain support." - }, - { - "left": "pull_request:3770", - "right": "pull_request:4500", - "accept": false, - "reason": "ControlNet guidance scheduling and SDXL reference pipeline support address different code paths." - }, - { - "left": "pull_request:3770", - "right": "pull_request:4501", - "accept": false, - "reason": "These are distinct pipeline features/fixes; they do not implement the same behavior." - }, - { - "left": "pull_request:3770", - "right": "pull_request:4502", - "accept": false, - "reason": "Different functionality: ControlNet guidance windowing vs SDXL reference-attention example/pipeline." - }, - { - "left": "pull_request:5301", - "right": "pull_request:6217", - "accept": false, - "reason": "SDXL pipeline optional text encoders and Stable Video Diffusion torch.compile VAE fix are unrelated." - }, { "left": "pull_request:10140", "right": "pull_request:8897", "accept": false, - "reason": "ConsisID feature work and AnimateDiff SparseCtrl feature work are separate additions, not the same bug or change." + "reason": "Both are large feature PRs, but they add different model families (ConsisID vs AnimateDiff SparseCtrl) and touch different codepaths." }, { "left": "pull_request:12109", "right": "pull_request:12301", "accept": false, - "reason": "UniPC custom sigmas/timesteps support is unrelated to Qwen-Image ControlNet inpainting." + "reason": "UniPC scheduler sigma handling and Qwen-Image ControlNet inpainting are unrelated changes with no shared bug." }, { "left": "pull_request:2902", "right": "pull_request:5033", "accept": false, - "reason": "Both touch img2img/inpaint pipelines, but they fix different issues in different code paths and are not mergeable as one PR." + "reason": "One fixes cross_attention_kwargs in img2img pipelines; the other fixes inpaint latent/mask handling. Different bugs." }, { "left": "pull_request:10122", "right": "pull_request:10188", "accept": false, - "reason": "Flux attention-mask plumbing and Flux LoRA loading/error handling are separate fixes." + "reason": "Flux attention-mask wiring is unrelated to LoRA loading/shape-expansion logging in loaders." }, { "left": "pull_request:10126", "right": "pull_request:9257", "accept": false, - "reason": "Deprecating save_attn_procs and a Dreambooth Flux prompt/tokenization fix are unrelated." + "reason": "Deprecating save_attn_procs and fixing DreamBooth Flux prompt tokenization are separate issues." }, { "left": "pull_request:10326", "right": "pull_request:8691", "accept": false, - "reason": "CI workflow quoting fix and LoRA loading logic fix do not share an underlying code-path bug." + "reason": "CI workflow quoting fix versus LoRA vanilla loading logic; no common underlying defect." }, { "left": "pull_request:10358", "right": "pull_request:9592", "accept": false, - "reason": "Community projects docs update and Flax embedding docstring refactor are unrelated documentation changes." + "reason": "Community projects docs update and Flax embedding docstring refactor are unrelated documentation edits." }, { "left": "pull_request:10431", "right": "pull_request:10595", "accept": false, - "reason": "Both concern different Sana attention/positional-encoding issues; they do not fix the same concrete bug." + "reason": "Both mention Sana, but they fix different attention/positional-encoding problems in different codepaths." }, { "left": "pull_request:10539", "right": "pull_request:8932", "accept": false, - "reason": "Flux true CFG condition logic and a temporal transformer test addition are unrelated." + "reason": "Flux true-CFG condition fix is unrelated to adding Temporal Transformer tests." }, { "left": "pull_request:10704", "right": "pull_request:9103", "accept": false, - "reason": "Img2img documentation correction and distributed LR scheduler training fix are different concerns." + "reason": "Image-to-image docs cleanup and distributed LR scheduler logic are not the same change." }, { "left": "pull_request:11025", "right": "pull_request:11066", "accept": false, - "reason": "Wan LoRA conversion support and HunyuanVideo-I2V model support are distinct feature additions." + "reason": "Wan LoRA conversion support and HunyuanVideo I2V model support are distinct feature additions." }, { "left": "pull_request:11059", "right": "pull_request:9769", "accept": false, - "reason": "Wan t2v LoRA conversion and Mochi T2V core model support are different feature areas and code paths." + "reason": "Wan t2v LoRA conversion fix and Mochi T2V core model addition are unrelated." }, { "left": "pull_request:11067", "right": "pull_request:11614", "accept": false, - "reason": "Benchmark transformer pinning and Docker image build workflow changes are unrelated CI fixes." + "reason": "Benchmark dependency pinning and docker build script changes address different CI concerns." }, { "left": "pull_request:11236", "right": "pull_request:9688", "accept": false, - "reason": "Sana Sprint docs rename and Flux ControlNet docs updates are unrelated documentation-only changes." + "reason": "A Sana Sprint docs title tweak and Flux ControlNet docs update are unrelated docs changes." }, { "left": "pull_request:11325", "right": "pull_request:11770", "accept": false, - "reason": "HiDream docstring wiring and LoRA docs cleanup are not the same underlying change." + "reason": "HiDream docstring replacement and LoRA docs cleanup do not share the same underlying fix." + }, + { + "left": "pull_request:11743", + "right": "pull_request:11814", + "accept": false, + "reason": "Flux LoRA quantization example script and Flux gradient-checkpointing kwargs forwarding are different problems." + }, + { + "left": "pull_request:11767", + "right": "pull_request:12005", + "accept": false, + "reason": "Group-offloading disk-memory-address fixes and sharded checkpoint local_files_only behavior are separate core utility changes." + }, + { + "left": "pull_request:11786", + "right": "pull_request:11894", + "accept": false, + "reason": "Big GPU marker fix and k-diffusion pinning are unrelated CI/dependency changes." + }, + { + "left": "pull_request:11892", + "right": "pull_request:12805", + "accept": false, + "reason": "Removing k-diffusion from core dependencies and changing the PyPI workflow are not the same change." + }, + { + "left": "pull_request:12137", + "right": "pull_request:12998", + "accept": false, + "reason": "Parallel-loading constant refactor and style-only doc/pipeline whitespace cleanup are unrelated." + }, + { + "left": "pull_request:1215", + "right": "pull_request:1968", + "accept": false, + "reason": "DDIM eta/cpu-generator behavior fix is unrelated to CPU offload documentation corrections." + }, + { + "left": "pull_request:12231", + "right": "pull_request:12527", + "accept": false, + "reason": "A typo/docs cleanup across examples is unrelated to the Kandinsky5 no-CFG logic fix." + }, + { + "left": "pull_request:1230", + "right": "pull_request:796", + "accept": false, + "reason": "Both involve MPS/testing, but one fixes DDIM/fast test behavior while the other adds Apple M1 test infrastructure; not the same bug." + }, + { + "left": "pull_request:12363", + "right": "pull_request:12530", + "accept": false, + "reason": "QwenImageEdit Plus docs/tests and an xfailed Stable Cascade test are unrelated." } ] }, @@ -163575,34 +163812,18 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 193, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 194, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:11743", - "pull_request:11767", - "pull_request:11786", - "pull_request:11814", - "pull_request:11892", - "pull_request:11894", - "pull_request:12005", - "pull_request:12137", - "pull_request:1215", - "pull_request:12231", - "pull_request:1230", - "pull_request:12363", "pull_request:12425", - "pull_request:12527", - "pull_request:12530", "pull_request:12586", - "pull_request:12805", - "pull_request:12998", "pull_request:1311", "pull_request:13134", "pull_request:13472", @@ -163613,7 +163834,6 @@ "pull_request:1780", "pull_request:1849", "pull_request:1850", - "pull_request:1968", "pull_request:1978", "pull_request:2122", "pull_request:2126", @@ -163623,26 +163843,34 @@ "pull_request:2529", "pull_request:2530", "pull_request:2553", + "pull_request:2598", + "pull_request:2604", "pull_request:2640", "pull_request:2693", "pull_request:2715", "pull_request:2757", "pull_request:2861", + "pull_request:2968", + "pull_request:3127", "pull_request:327", + "pull_request:3473", + "pull_request:3572", + "pull_request:3607", "pull_request:3642", + "pull_request:3644", + "pull_request:3797", + "pull_request:3957", "pull_request:402", - "pull_request:796" + "pull_request:4442", + "pull_request:5036", + "pull_request:5396", + "pull_request:5526", + "pull_request:5844", + "pull_request:628", + "pull_request:796", + "pull_request:819" ], "soft_pairs": [ - "pull_request:11743|pull_request:11814", - "pull_request:11767|pull_request:12005", - "pull_request:11786|pull_request:11894", - "pull_request:11892|pull_request:12805", - "pull_request:12137|pull_request:12998", - "pull_request:1215|pull_request:1968", - "pull_request:12231|pull_request:12527", - "pull_request:1230|pull_request:796", - "pull_request:12363|pull_request:12530", "pull_request:12425|pull_request:13134", "pull_request:12586|pull_request:13472", "pull_request:1311|pull_request:227", @@ -163657,180 +163885,189 @@ "pull_request:2365|pull_request:327", "pull_request:2529|pull_request:2757", "pull_request:2530|pull_request:796", - "pull_request:2553|pull_request:3642" + "pull_request:2553|pull_request:3642", + "pull_request:2598|pull_request:628", + "pull_request:2604|pull_request:628", + "pull_request:2968|pull_request:819", + "pull_request:3127|pull_request:5396", + "pull_request:3473|pull_request:4442", + "pull_request:3572|pull_request:5036", + "pull_request:3607|pull_request:5526", + "pull_request:3644|pull_request:5844", + "pull_request:3797|pull_request:3957" ], - "prepared_review_unit_hash": "d9352a5f3e3740a2d489cb4275a6869ea1fe0a337d6bb61a2b15aff7ab754482", + "prepared_review_unit_hash": "4e06fdcc98cc3484ba134390b82660a702337240bd9828f804b5ec5e517c7de0", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 95602, - "estimated_input_tokens": 23901, - "estimated_eval_tokens": 48058 + "serialized_chars": 94295, + "estimated_input_tokens": 23574, + "estimated_eval_tokens": 47404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of unrelated PRs (feature additions, docs fixes, CI tweaks, typing changes, and bug fixes) across different code paths and years. I do not see a single underlying issue/change tying them together, so all soft pairs are false positives.", - "confidence": 0.98, + "summary": "The soft links are mostly false positives: this cluster mixes unrelated docs, tests, typing, and bug-fix PRs across different subsystems. I would not deduplicate any of the proposed pairs.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR fits this cluster; the items are heterogeneous and do not resolve to one underlying bug or change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #3797 is the strongest standalone representative by substance and scope, but it still only covers its own attention-naming fix and should not serve as a duplicate umbrella for the rest.", "soft_edge_verdicts": [ - { - "left": "pull_request:11743", - "right": "pull_request:11814", - "accept": false, - "reason": "Unrelated: a new research example script vs a Flux gradient-checkpointing argument propagation fix." - }, - { - "left": "pull_request:11767", - "right": "pull_request:12005", - "accept": false, - "reason": "Different bugs: disk group-offloading memory-address collision vs respecting local_files_only for sharded checkpoints." - }, - { - "left": "pull_request:11786", - "right": "pull_request:11894", - "accept": false, - "reason": "Both CI-related, but one fixes a test marker and the other pins a dependency; not the same change." - }, - { - "left": "pull_request:11892", - "right": "pull_request:12805", - "accept": false, - "reason": "Different maintenance areas: removing k-diffusion from core deps vs updating the PyPI publish workflow." - }, - { - "left": "pull_request:12137", - "right": "pull_request:12998", - "accept": false, - "reason": "Constants/plumbing change vs docs/style cleanup; no shared bug or code path." - }, - { - "left": "pull_request:1215", - "right": "pull_request:1968", - "accept": false, - "reason": "Different problems: DDIM eta handling with CPU generators vs CPU offload behavior and docs." - }, - { - "left": "pull_request:12231", - "right": "pull_request:12527", - "accept": false, - "reason": "A typo fix vs a Kandinsky5 no-classifier-free-guidance bug fix; unrelated." - }, - { - "left": "pull_request:1230", - "right": "pull_request:796", - "accept": false, - "reason": "Both MPS/Apple testing related, but one changes fast-test generator handling and the other adds broader M1 test setup." - }, - { - "left": "pull_request:12363", - "right": "pull_request:12530", - "accept": false, - "reason": "New QwenImageEdit Plus docs/tests vs xfail for an unrelated Stable Cascade prior test." - }, { "left": "pull_request:12425", "right": "pull_request:13134", "accept": false, - "reason": "Different concerns: guarding torch.distributed imports vs a transformer typing annotation fix." + "reason": "Different problems: a torch.distributed import guard vs a typing annotation change in Cosmos transformer." }, { "left": "pull_request:12586", "right": "pull_request:13472", "accept": false, - "reason": "Unrelated docs sorting vs a model-forward float64 gotcha doc addition." + "reason": "Unrelated docs sorting change vs a model-gotcha docs update about float64." }, { "left": "pull_request:1311", "right": "pull_request:227", "accept": false, - "reason": "AltDiffusion test addition vs adding add_noise methods to schedulers; different subsystems and changes." + "reason": "AltDiffusion test/dependency changes and LMS/PNDM scheduler add_noise implementation are not the same fix." }, { "left": "pull_request:1360", "right": "pull_request:1978", "accept": false, - "reason": "Community K-Diffusion pipeline addition vs implementing Pipeline.push_to_hub; not the same feature." + "reason": "Community pipeline addition vs hub push-to-hub infrastructure; different code paths and goals." }, { "left": "pull_request:1425", "right": "pull_request:2386", "accept": false, - "reason": "Both docs typos, but for different pages and different wording; not one underlying fix." + "reason": "Both are docs-only, but they address different documentation pages and issues." }, { "left": "pull_request:1625", "right": "pull_request:2640", "accept": false, - "reason": "K-diffusion pipeline shape assumptions vs removing telemetry in pipeline loading; unrelated." + "reason": "k-diffusion height/width defaults and telemetry removal are unrelated pipeline changes." }, { "left": "pull_request:171", "right": "pull_request:1849", "accept": false, - "reason": "Scheduler eta logic fix vs cross_attention_kwargs plumbing in a different model; distinct code paths." + "reason": "Scheduler eta-condition bugfix vs cross_attention_kwargs plumbing in a different model path." }, { "left": "pull_request:1780", "right": "pull_request:2715", "accept": false, - "reason": "A single annotation comment correction vs a broad typo-cleanup PR across many files." + "reason": "A comment typo in upscale preprocessing is not the same as a broad multi-file typo cleanup." }, { "left": "pull_request:1850", "right": "pull_request:2861", "accept": false, - "reason": "Test coverage for ResnetBlock2D vs StableUnCLIP image_embeds None handling; unrelated tests." + "reason": "Different tests for different components: ResnetBlock2D vs StableUnCLIP image_embeds handling." }, { "left": "pull_request:2122", "right": "pull_request:402", "accept": false, - "reason": "Different docs efforts: adding safetensors docs vs finishing the intro section." + "reason": "Separate docs efforts: safetensors onboarding vs intro-section restructuring." }, { "left": "pull_request:2126", "right": "pull_request:2693", "accept": false, - "reason": "Docstring cleanup in pipeline_utils vs fixing an inpaint image link; unrelated." + "reason": "Docstring cleanup in pipeline loading is unrelated to fixing an inpaint image link." }, { "left": "pull_request:2365", "right": "pull_request:327", "accept": false, - "reason": "Scheduler type-note docs vs PNDM pipeline type hints; not the same concrete change." + "reason": "Scheduler enum note and PNDM pipeline typing are not the same underlying change." }, { "left": "pull_request:2529", "right": "pull_request:2757", "accept": false, - "reason": "Different Stable Diffusion issues: checkpoint conversion fallback vs depth batching fix." + "reason": "Checkpoint conversion fallback and depth-map batching are unrelated bug fixes." }, { "left": "pull_request:2530", "right": "pull_request:796", "accept": false, - "reason": "EMAModel test suite vs Apple M1 test infrastructure; different test targets and purposes." + "reason": "EMA tests and Apple M1 test infra additions are separate test coverage changes." }, { "left": "pull_request:2553", "right": "pull_request:3642", "accept": false, - "reason": "Flax CFG flag addition vs a TensorRT inpainting community pipeline; unrelated features." + "reason": "Flax CFG flag implementation and TensorRT inpainting pipeline addition are different features." + }, + { + "left": "pull_request:2598", + "right": "pull_request:628", + "accept": false, + "reason": "Paint-by-Example docs update is not the same as the DDPM/colab table edit." + }, + { + "left": "pull_request:2604", + "right": "pull_request:628", + "accept": false, + "reason": "Both touch docs tables, but one fixes a link and the other reorders pipeline listings; not the same change." + }, + { + "left": "pull_request:2968", + "right": "pull_request:819", + "accept": false, + "reason": "Post-processing logic fix and DDIM timestep dtype fix address different bugs." + }, + { + "left": "pull_request:3127", + "right": "pull_request:5396", + "accept": false, + "reason": "Safety checker image handling and stale-bot timezone handling are unrelated." + }, + { + "left": "pull_request:3473", + "right": "pull_request:4442", + "accept": false, + "reason": "Different docs additions: textual inversion guidance vs distilled SD inference." + }, + { + "left": "pull_request:3572", + "right": "pull_request:5036", + "accept": false, + "reason": "ControlNet inpaint docs and import/dummy-object fixes are not the same artifact." + }, + { + "left": "pull_request:3607", + "right": "pull_request:5526", + "accept": false, + "reason": "Attention-processor temb fix and scheduler order handling are separate code paths." + }, + { + "left": "pull_request:3644", + "right": "pull_request:5844", + "accept": false, + "reason": "Two unrelated docs updates, one for InstructPix2Pix and one for a Japanese SDXL reference." + }, + { + "left": "pull_request:3797", + "right": "pull_request:3957", + "accept": false, + "reason": "Both are about attention-head naming, but 3957 is a separate follow-up/WIP patch, not the same concrete PR change." } ] }, @@ -163844,28 +164081,18 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 194, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 195, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:2598", - "pull_request:2604", - "pull_request:2968", - "pull_request:3127", - "pull_request:3473", - "pull_request:3572", - "pull_request:3607", - "pull_request:3644", - "pull_request:3797", "pull_request:386", "pull_request:3942", - "pull_request:3957", "pull_request:3989", "pull_request:3995", "pull_request:400", @@ -163877,42 +164104,42 @@ "pull_request:4285", "pull_request:4347", "pull_request:4397", - "pull_request:4442", "pull_request:4499", "pull_request:4500", "pull_request:4811", "pull_request:4856", - "pull_request:5036", "pull_request:5097", "pull_request:5098", + "pull_request:5164", "pull_request:5275", "pull_request:5276", "pull_request:5369", "pull_request:5384", "pull_request:5391", - "pull_request:5396", + "pull_request:5420", "pull_request:5526", + "pull_request:5602", + "pull_request:5653", + "pull_request:5698", "pull_request:5699", "pull_request:5724", "pull_request:5738", - "pull_request:5844", + "pull_request:5741", + "pull_request:5831", + "pull_request:5982", + "pull_request:6179", "pull_request:6198", "pull_request:6221", - "pull_request:628", + "pull_request:6305", "pull_request:6360", "pull_request:6365", - "pull_request:819" + "pull_request:6997", + "pull_request:7328", + "pull_request:7371", + "pull_request:7473", + "pull_request:7679" ], "soft_pairs": [ - "pull_request:2598|pull_request:628", - "pull_request:2604|pull_request:628", - "pull_request:2968|pull_request:819", - "pull_request:3127|pull_request:5396", - "pull_request:3473|pull_request:4442", - "pull_request:3572|pull_request:5036", - "pull_request:3607|pull_request:5526", - "pull_request:3644|pull_request:5844", - "pull_request:3797|pull_request:3957", "pull_request:386|pull_request:401", "pull_request:3942|pull_request:5098", "pull_request:3942|pull_request:5276", @@ -163930,273 +164157,261 @@ "pull_request:4500|pull_request:5384", "pull_request:4811|pull_request:6360", "pull_request:4856|pull_request:6365", - "pull_request:5097|pull_request:6221" + "pull_request:5097|pull_request:6221", + "pull_request:5164|pull_request:7328", + "pull_request:5369|pull_request:5831", + "pull_request:5420|pull_request:5741", + "pull_request:5526|pull_request:6179", + "pull_request:5602|pull_request:5982", + "pull_request:5653|pull_request:7371", + "pull_request:5698|pull_request:7473", + "pull_request:5741|pull_request:7679", + "pull_request:6305|pull_request:6997" ], - "prepared_review_unit_hash": "661f3ace2a7c957bb20fc0b7c58c14ba11e3f6168fa76a4c156008b32215071d", + "prepared_review_unit_hash": "8a79f5b6633b15264bba71a0cead8b8cf29c7340690f0e2f9d863f8853ccb003", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 103782, - "estimated_input_tokens": 25946, - "estimated_eval_tokens": 52148 + "serialized_chars": 101363, + "estimated_input_tokens": 25341, + "estimated_eval_tokens": 50938 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous mix of docs, tests, scheduler fixes, and feature PRs. Among the listed soft edges, 3797/3957 is the only plausible duplicate/continuation candidate; the separate 4499/4500 resemblance is visible in the diffs but is not one of the listed pairings, so I would keep that observation tentative.", - "confidence": 0.74, + "summary": "Mostly heterogeneous docs/test/feature PRs with one true duplicate pair: the two SDXL reference-attn/adain PRs. Everything else is a broad-similarity false positive.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 3797 is the strongest canonical PR: it is a merged, substantial code fix spanning core model files and has clear relevance to the cluster\u2019s most substantive attention-naming work, though the packet does not show an explicit linked issue.", + "canonical_pr_reason": "PR 4499 is the cleanest representative of the only real duplicate pair (4499/4500): same SDXL reference_attn/reference_adain feature, same files, same change; 4500 looks like a near-identical repost.", "best_issue_reason": null, - "best_pr_reason": "PR 3797 is the best representative of the cluster because it is the most substantial merged code fix with broad impact across core model code; the rest are mostly docs, tests, or separate feature/cleanup PRs.", + "best_pr_reason": "4499 is the best representative PR in this cluster because it matches its twin exactly and has the cleaner title; the rest are unrelated one-off fixes/docs changes.", "soft_edge_verdicts": [ - { - "left": "pull_request:2598", - "right": "pull_request:628", - "accept": false, - "reason": "Both are docs-related, but they target different pages and different fixes; not the same underlying change." - }, - { - "left": "pull_request:2604", - "right": "pull_request:628", - "accept": false, - "reason": "Same broad docs area, but the concrete edits are unrelated Colab/index fixes." - }, - { - "left": "pull_request:2968", - "right": "pull_request:819", - "accept": false, - "reason": "Different bugs and code paths: img2img post-processing versus DDIM timestep dtype handling." - }, - { - "left": "pull_request:3127", - "right": "pull_request:5396", - "accept": false, - "reason": "Img2img safety-checker postprocessing and stale-bot timezone handling are unrelated changes." - }, - { - "left": "pull_request:3473", - "right": "pull_request:4442", - "accept": false, - "reason": "Both add docs, but for different topics and pipeline guides." - }, - { - "left": "pull_request:3572", - "right": "pull_request:5036", - "accept": false, - "reason": "ControlNet inpaint docs and import-structure/dummy-object maintenance are not the same change." - }, - { - "left": "pull_request:3607", - "right": "pull_request:5526", - "accept": false, - "reason": "Temb attention fixes and scheduler-order handling are different code-path issues." - }, - { - "left": "pull_request:3644", - "right": "pull_request:5844", - "accept": false, - "reason": "Both are docs PRs, but they cover different content and goals." - }, - { - "left": "pull_request:3797", - "right": "pull_request:3957", - "accept": true, - "reason": "These look like the same attention-head naming correction effort in the same UNet-related code paths; 3957 reads as a WIP follow-up to 3797." - }, { "left": "pull_request:386", "right": "pull_request:401", "accept": false, - "reason": "Separate pipeline docs additions for different models; not a duplicate or continuation." + "reason": "Both are docs-only PRs, but for different pipelines and different topics (Stable Diffusion vs Karras VE). No shared underlying bug/change." }, { "left": "pull_request:3942", "right": "pull_request:5098", "accept": false, - "reason": "Test cleanup for numpy behavior versus Kandinsky precision fixes are different issues." + "reason": "Both touch tests around numerical behavior, but they address different pipelines and different failure modes. Not the same bug." }, { "left": "pull_request:3942", "right": "pull_request:5276", "accept": false, - "reason": "Generic test helper cleanup is unrelated to scheduler support for 1D latents." + "reason": "One fixes numpy test behavior; the other fixes a 1D scheduler issue. Different code paths and problems." }, { "left": "pull_request:3942", "right": "pull_request:5724", "accept": false, - "reason": "Test harness tweaks are not the same as LoRA/PEFT test coverage changes." + "reason": "Test cleanup versus LoRA test decorator support. Same broad testing area, but not the same underlying change." }, { "left": "pull_request:3989", "right": "pull_request:5699", "accept": false, - "reason": "Slow-test/offload cleanup and stylistic UNCLIP changes are unrelated." + "reason": "Slow-test fixes for SDXL offload versus unrelated styling cleanup. No shared bug." }, { "left": "pull_request:3995", "right": "pull_request:4058", "accept": false, - "reason": "SDXL prompt-embedding feature work and SDXL docs link correction are different changes." + "reason": "SDXL prompt embeddings implementation versus doc link correction. Different artifacts and concerns." }, { "left": "pull_request:3995", "right": "pull_request:4285", "accept": false, - "reason": "SDXL prompt-embedding work and ONNX/OpenVINO docs are unrelated." + "reason": "Feature addition in SDXL versus ONNX/OpenVINO docs updates. Not the same change." }, { "left": "pull_request:400", "right": "pull_request:401", "accept": false, - "reason": "Score SDE VE docs and Karras VE docs are separate pipeline docs, not duplicates." + "reason": "Score SDE VE docs and Karras VE docs are separate model docs, not one duplicate fix." }, { "left": "pull_request:4106", "right": "pull_request:5738", "accept": false, - "reason": "Tortoise TTS addition and LoRA adapter deletion are completely different features." + "reason": "Tortoise TTS implementation versus LoRA adapter deletion feature. Completely different code paths." }, { "left": "pull_request:4203", "right": "pull_request:5369", "accept": false, - "reason": "Dreambooth README typo fix and general docs fixes do not reflect the same underlying change." + "reason": "Both are minor docs fixes, but for different files and unrelated typos/examples." }, { "left": "pull_request:4211", "right": "pull_request:6198", "accept": false, - "reason": "SDXL inpainting docstring correction and benchmark reporting fix are unrelated." + "reason": "SDXL inpainting docstring correction versus benchmark reporting fix. Different areas and changes." }, { "left": "pull_request:4347", "right": "pull_request:5275", "accept": false, - "reason": "Scheduler step-index work and adding an SDXL research example do not overlap." + "reason": "Scheduler step-index work versus adding an SDXL example project. Unrelated." }, { "left": "pull_request:4397", "right": "pull_request:5391", "accept": false, - "reason": "A specific SDXL docstring default tweak is not the same as broad typehint/docs cleanup across models." + "reason": "SDXL docstring default tweak versus broad typehint/doc cleanup in models. Not the same concrete change." }, { "left": "pull_request:4499", - "right": "pull_request:5384", - "accept": false, - "reason": "The diffs show different mechanisms and code paths: SDXL reference-attn support versus hypernetwork loading support." - }, - { - "left": "pull_request:4500", - "right": "pull_request:5384", - "accept": false, - "reason": "Same conclusion as 4499: these are unrelated feature areas despite superficial similarity in docs/examples." + "right": "pull_request:4500", + "accept": true, + "reason": "Near-identical PRs with the same SDXL reference_attn/reference_adain support, same files, and same feature change; they look like duplicate submissions." }, { "left": "pull_request:4811", "right": "pull_request:6360", "accept": false, - "reason": "Adding SDXL ControlNet inpaint support and adding padding_mask_crop across inpaint pipelines are different feature changes." + "reason": "ControlNet inpaint pipeline introduction versus padding_mask_crop support across inpaint pipelines. Different features." }, { "left": "pull_request:4856", "right": "pull_request:6365", "accept": false, - "reason": "Docs link correction and MPS scheduler compatibility fix are unrelated." + "reason": "API link fix versus MPS scheduler compatibility fix. No shared bug." }, { "left": "pull_request:5097", "right": "pull_request:6221", "accept": false, - "reason": "Both touch tests, but one tunes float16 CUDA inference and the other is slow-test cleanup." + "reason": "Float16 test adjustments versus assorted slow-test minor fixes. Similar testing theme only, not same issue." }, { - "left": "pull_request:5397", - "right": "pull_request:0", + "left": "pull_request:5164", + "right": "pull_request:7328", "accept": false, - "reason": "No matching pair provided." + "reason": "FreeU core mechanism versus PyPI workflow dependency tweak. Completely unrelated." }, { - "left": "pull_request:6360", - "right": "pull_request:4811", + "left": "pull_request:5369", + "right": "pull_request:5831", + "accept": false, + "reason": "Minor docs/example fixes versus a toctree title fix. Different docs changes." + }, + { + "left": "pull_request:5420", + "right": "pull_request:5741", + "accept": false, + "reason": "Training docs follow-up versus LoRA unload performance work. Different artifacts and goals." + }, + { + "left": "pull_request:5526", + "right": "pull_request:6179", + "accept": false, + "reason": "Scheduler-order fix in ControlNet inpaint versus fused attention projection support. Different subsystems and bugs." + }, + { + "left": "pull_request:5602", + "right": "pull_request:5982", + "accept": false, + "reason": "Docs cleanup versus SDXL Turbo docs addition. Not the same underlying change." + }, + { + "left": "pull_request:5653", + "right": "pull_request:7371", + "accept": false, + "reason": "PEFT helper/wrapper support versus DoRA LoRA loading support. Related ecosystem, but different concrete changes." + }, + { + "left": "pull_request:5698", + "right": "pull_request:7473", + "accept": false, + "reason": "LCM img2img fix versus missing-raise validation fix. Different bugs." + }, + { + "left": "pull_request:5741", + "right": "pull_request:7679", + "accept": false, + "reason": "LoRA unload speedup versus CI workflow install change. Not the same issue." + }, + { + "left": "pull_request:6305", + "right": "pull_request:6997", "accept": false, - "reason": "The broader inpaint-argument API change is not the same as adding a new SDXL ControlNet inpaint pipeline." + "reason": "DDPM zero-SNR scheduler argument versus LoRA support for a spatio-temporal UNet. Unrelated changes." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The cluster read is mostly conservative, but a couple of claims go beyond what the packet shows. In particular, the canonical PR rationale says PR 3797 has a \"clear issue trail,\" but the packet shows no explicit issue links for 3797 and only inbound references, so that should be softened. Also, the summary should stay a bit more tentative about duplicate/continuation candidates: 3797/3957 is plausible as a follow-up, while the 4499/4500 similarity is visible from the diffs but is not directly part of the listed soft-edge pairings. " - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 195, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 196, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:10351", "pull_request:10567", + "pull_request:10630", "pull_request:11130", + "pull_request:11290", "pull_request:11738", "pull_request:11979", + "pull_request:12275", + "pull_request:12383", + "pull_request:1327", + "pull_request:1513", + "pull_request:3252", + "pull_request:399", + "pull_request:4744", "pull_request:5057", "pull_request:5073", - "pull_request:5164", - "pull_request:5369", - "pull_request:5420", "pull_request:5470", - "pull_request:5526", - "pull_request:5602", - "pull_request:5653", - "pull_request:5698", - "pull_request:5741", - "pull_request:5831", - "pull_request:5982", - "pull_request:6179", - "pull_request:6305", "pull_request:6308", "pull_request:6369", + "pull_request:6447", "pull_request:6498", "pull_request:6564", "pull_request:6789", - "pull_request:6997", + "pull_request:6816", + "pull_request:6929", "pull_request:6998", + "pull_request:7058", "pull_request:7247", "pull_request:7260", - "pull_request:7328", "pull_request:7353", - "pull_request:7371", - "pull_request:7473", "pull_request:7857", "pull_request:8298", "pull_request:8404", "pull_request:8452", "pull_request:8496", + "pull_request:8616", + "pull_request:8685", "pull_request:8964", "pull_request:9060", "pull_request:9242", @@ -164205,18 +164420,11 @@ "pull_request:9426", "pull_request:9649", "pull_request:9696", + "pull_request:9709", "pull_request:9718", "pull_request:9968" ], "soft_pairs": [ - "pull_request:5164|pull_request:7328", - "pull_request:5369|pull_request:5831", - "pull_request:5420|pull_request:5741", - "pull_request:5526|pull_request:6179", - "pull_request:5602|pull_request:5982", - "pull_request:5653|pull_request:7371", - "pull_request:5698|pull_request:7473", - "pull_request:6305|pull_request:6997", "pull_request:6308|pull_request:6369", "pull_request:6498|pull_request:7857", "pull_request:6564|pull_request:8404", @@ -164234,192 +164442,207 @@ "pull_request:5057|pull_request:5073", "pull_request:10567|pull_request:11130", "pull_request:11738|pull_request:11979", - "pull_request:5470|pull_request:6789" + "pull_request:5470|pull_request:6789", + "pull_request:6447|pull_request:8616", + "pull_request:6816|pull_request:7058", + "pull_request:12275|pull_request:12383", + "pull_request:10351|pull_request:10630", + "pull_request:11290|pull_request:9709", + "pull_request:1327|pull_request:399", + "pull_request:1513|pull_request:3252", + "pull_request:4744|pull_request:6929", + "pull_request:6929|pull_request:8685" ], - "prepared_review_unit_hash": "6030437c966a21ef78691b45e08864372bcb49b4ebffebc539b390b458fa23ec", + "prepared_review_unit_hash": "2a7b73fabe2fe0abab2d03612b646646ba9d2257ab27efa2b19a80fb4b798a76", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 98628, - "estimated_input_tokens": 24657, - "estimated_eval_tokens": 49570 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 98356, + "estimated_input_tokens": 24589, + "estimated_eval_tokens": 49434 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated PRs grouped by shallow similarity. No duplicate-worthy canonical item emerged; the closest pair (SDXL clip-skip vs multi-batch prompt embeds) still targets different fixes.", - "confidence": 0.96, + "summary": "The set is highly heterogeneous: mostly unrelated test, docs, CI, quantization, LoRA, and pipeline changes. I don\u2019t see a single duplicate cluster or a clear canonical artifact shared across the items.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: the items span unrelated bugs/features in different subsystems, so any one PR would be arbitrary as a cluster representative.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a good global representative: the cluster mixes unrelated feature, docs, test, and workflow changes rather than one duplicated code-path fix.", + "best_pr_reason": "PR 11130 is the strongest standalone PR in the set because it has a substantial code change plus tests/docs and a clear feature scope; the other PRs are mostly narrower fixes, docs, or CI updates.", "soft_edge_verdicts": [ - { - "left": "pull_request:5164", - "right": "pull_request:7328", - "accept": false, - "reason": "FreeU core feature PR vs PyPI workflow dependency tweak; unrelated changes." - }, - { - "left": "pull_request:5369", - "right": "pull_request:5831", - "accept": false, - "reason": "Two small docs-only fixes in different topics; not the same underlying change." - }, - { - "left": "pull_request:5420", - "right": "pull_request:5741", - "accept": false, - "reason": "Docs/tutorial typo fix vs PEFT unload performance refactor; unrelated." - }, - { - "left": "pull_request:5526", - "right": "pull_request:6179", - "accept": false, - "reason": "Scheduler edge-case fix vs fused attention projection feature; different code paths and problems." - }, - { - "left": "pull_request:5602", - "right": "pull_request:5982", - "accept": false, - "reason": "Docs formatting cleanup vs adding SDXL Turbo docs; not duplicates." - }, - { - "left": "pull_request:5653", - "right": "pull_request:7371", - "accept": false, - "reason": "PEFT helper change vs DoRA LoRA support; distinct functionality." - }, - { - "left": "pull_request:5698", - "right": "pull_request:7473", - "accept": false, - "reason": "LCM img2img fix vs missing-raise bug in check_inputs; different issues." - }, - { - "left": "pull_request:6305", - "right": "pull_request:6997", - "accept": false, - "reason": "DDPM scheduler rescale feature vs LoRA support for a temporal UNet; unrelated." - }, { "left": "pull_request:6308", "right": "pull_request:6369", "accept": false, - "reason": "Test dummy-component cleanup vs removing deprecated LoRA APIs; not the same bug or change." + "reason": "Both are LoRA-related tests, but one fixes PEFT dummy components and the other removes deprecated old-backend APIs; different bugs/changes." }, { "left": "pull_request:6498", "right": "pull_request:7857", "accept": false, - "reason": "Inpaint docs addition vs PixArtSigma docs/model addition; separate doc/model work." + "reason": "Both are docs around pipelines, but one is about inpaint mask blur/padding docs and the other adds PixArtSigma docs; unrelated changes." }, { "left": "pull_request:6564", "right": "pull_request:8404", "accept": false, - "reason": "IP-Adapter path fix vs Latte model/pipeline introduction; unrelated." + "reason": "IP-Adapter path handling vs. a new Latte video model/pipeline; completely different code paths and goals." }, { "left": "pull_request:6998", "right": "pull_request:7260", "accept": false, - "reason": "Docs callout formatting vs SAG IP-Adapter support; different layers of the project." + "reason": "Both touch adapter-related docs/logic, but one fixes a callout and the other adds IP-Adapter support for SAG; not the same bug." }, { "left": "pull_request:7247", "right": "pull_request:9247", "accept": false, - "reason": "Single-file config test fix vs model variant identification bug; not the same issue." + "reason": "One fixes config tuple/list handling in single-file utils, the other fixes variant discovery in pipeline loading; different issues." }, { "left": "pull_request:7353", "right": "pull_request:9426", "accept": false, - "reason": "ControlNet SDXL img2img mixin update vs artifact uploader workflow upgrade; unrelated." + "reason": "One adds FromSingleFileMixin to an SDXL ControlNet pipeline, the other updates artifact uploader versions in CI; unrelated." }, { "left": "pull_request:7857", "right": "pull_request:9242", "accept": false, - "reason": "PixArtSigma docs/model PR vs XPU test backend support; different scope." + "reason": "PixArtSigma docs/model addition vs XPU test backend support; no shared underlying bug or change." }, { "left": "pull_request:7857", "right": "pull_request:9718", "accept": false, - "reason": "PixArtSigma docs/model PR vs prompt scheduling callback docs; unrelated." + "reason": "PixArtSigma docs/model addition vs prompt scheduling callback docs; both are docs/features, but not the same change." }, { "left": "pull_request:8298", "right": "pull_request:8452", "accept": false, - "reason": "CLI env output simplification vs single-file loading strictness fix; different code paths." + "reason": "Different targets: CLI env output simplification vs single-file loading error fix." }, { "left": "pull_request:8496", "right": "pull_request:8964", "accept": false, - "reason": "SD3 warning-log guard vs AudioLDM2 cache-position fix; unrelated." + "reason": "Transformer SD3 warning-log gating vs AudioLDM2 cache-position fix; unrelated code paths." }, { "left": "pull_request:9060", "right": "pull_request:9256", "accept": false, - "reason": "Remove debug print vs Kandinsky image type-check bugfix; not duplicates." + "reason": "One removes a debug print in FLUX, the other fixes an image type check in Kandinsky2.2; unrelated bugs." }, { "left": "pull_request:9242", "right": "pull_request:9649", "accept": false, - "reason": "XPU test backend support vs scheduler return-value change; unrelated." + "reason": "XPU test support vs scheduler return-tuple changes; unrelated areas and purposes." }, { "left": "pull_request:9649", "right": "pull_request:9718", "accept": false, - "reason": "Scheduler API return change vs prompt scheduling callback docs; different concerns." + "reason": "Scheduler API return-shape fix vs community README docs update; not the same underlying change." }, { "left": "pull_request:9696", "right": "pull_request:9968", "accept": false, - "reason": "Workflow input validation changes vs ControlNet module refactor; not the same underlying change." + "reason": "Run-tests workflow inputs vs controlnet module refactor; unrelated CI/workflow and model API changes." }, { "left": "pull_request:5057", "right": "pull_request:5073", "accept": false, - "reason": "Both touch SDXL pipelines, but one adds clip-skip and the other fixes multi-batch prompt handling; distinct bugs." + "reason": "Both are SDXL-related, but one adds clip-skip support and the other fixes multi-batch prompt embed handling; distinct functional changes." }, { "left": "pull_request:10567", "right": "pull_request:11130", "accept": false, - "reason": "HunyuanVideo true-CFG feature vs pipeline-level quantization config; unrelated." + "reason": "Hunyuan Video true-CFG feature work vs pipeline-level quantization config; separate subsystems and changes." }, { "left": "pull_request:11738", "right": "pull_request:11979", "accept": false, - "reason": "bnb test determinism setup vs torch-version gating for compilation tests; different test maintenance tasks." + "reason": "Deterministic bnb test setup vs torch version gating for compile tests; both test-related but different problems." }, { "left": "pull_request:5470", "right": "pull_request:6789", "accept": false, - "reason": "ControlNet inpaint docs/code cleanup vs PixArt 256px inference fix; unrelated changes." + "reason": "ControlNet inpaint pipeline fixes/docs vs PixArt 256px inference fixes; unrelated pipelines and bugs." + }, + { + "left": "pull_request:6447", + "right": "pull_request:8616", + "accept": false, + "reason": "K-Diffusion pipeline addition vs LoRA fusion support in SD3; different features and code paths." + }, + { + "left": "pull_request:6816", + "right": "pull_request:7058", + "accept": false, + "reason": "SDXL training script DDP/PEFT fix vs LoRA state-dict copy fix; both LoRA-adjacent, but different concrete bugs." + }, + { + "left": "pull_request:12275", + "right": "pull_request:12383", + "accept": false, + "reason": "TorchAO config class support vs modular single-file support; quantization vs modular pipeline features." + }, + { + "left": "pull_request:10351", + "right": "pull_request:10630", + "accept": false, + "reason": "Two separate test fixes: LoRA NaN test input handling vs flax expected output slices." + }, + { + "left": "pull_request:11290", + "right": "pull_request:9709", + "accept": false, + "reason": "Dockerfile torch version unpinning vs setup.py torch max-version pin; opposite dependency-management changes in different files." + }, + { + "left": "pull_request:1327", + "right": "pull_request:399", + "accept": false, + "reason": "Both touch pipeline loading, but one enables local custom pipeline files and the other is an ONNX exporter/pipeline implementation; not the same bug." + }, + { + "left": "pull_request:1513", + "right": "pull_request:3252", + "accept": false, + "reason": "Dreambooth docs addition vs fp16 docs about stateful offload hooks; unrelated documentation updates." + }, + { + "left": "pull_request:4744", + "right": "pull_request:6929", + "accept": false, + "reason": "AudioLDM docstring correction vs community pipeline loading docs; different documentation targets and issues." + }, + { + "left": "pull_request:6929", + "right": "pull_request:8685", + "accept": false, + "reason": "Community pipeline docs/loading changes vs SD3 float8 note; unrelated docs for different features." } ] }, @@ -164433,74 +164656,65 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 196, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 197, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10148", - "pull_request:10351", "pull_request:10360", "pull_request:1038", "pull_request:10622", - "pull_request:10630", "pull_request:10838", "pull_request:10985", "pull_request:11254", - "pull_request:11290", "pull_request:11582", "pull_request:11894", "pull_request:11997", "pull_request:12005", - "pull_request:12275", - "pull_request:12383", "pull_request:12425", "pull_request:12438", "pull_request:12586", "pull_request:12714", + "pull_request:12863", "pull_request:12911", + "pull_request:12914", "pull_request:12960", + "pull_request:12973", + "pull_request:130", "pull_request:13063", + "pull_request:1309", "pull_request:13100", + "pull_request:13120", "pull_request:13216", - "pull_request:1327", "pull_request:13364", - "pull_request:1513", - "pull_request:3252", - "pull_request:399", - "pull_request:4744", + "pull_request:1525", + "pull_request:1554", + "pull_request:1878", + "pull_request:1920", + "pull_request:2001", + "pull_request:2274", + "pull_request:2481", + "pull_request:2793", + "pull_request:3275", + "pull_request:3410", + "pull_request:3506", "pull_request:630", - "pull_request:6447", - "pull_request:6816", - "pull_request:6929", - "pull_request:7058", "pull_request:7213", "pull_request:7990", - "pull_request:8616", - "pull_request:8685", "pull_request:8777", "pull_request:9159", - "pull_request:9709", "pull_request:9838", "pull_request:9862", "pull_request:9875", "pull_request:9988" ], "soft_pairs": [ - "pull_request:6447|pull_request:8616", - "pull_request:6816|pull_request:7058", - "pull_request:12275|pull_request:12383", - "pull_request:10351|pull_request:10630", - "pull_request:11290|pull_request:9709", - "pull_request:1327|pull_request:399", - "pull_request:1513|pull_request:3252", - "pull_request:4744|pull_request:6929", - "pull_request:6929|pull_request:8685", "pull_request:7213|pull_request:7990", "pull_request:11582|pull_request:11997", "pull_request:9159|pull_request:9988", @@ -164515,180 +164729,196 @@ "pull_request:12005|pull_request:12438", "pull_request:12425|pull_request:12960", "pull_request:12586|pull_request:13100", - "pull_request:12714|pull_request:13364" + "pull_request:12714|pull_request:13364", + "pull_request:12863|pull_request:12914", + "pull_request:12973|pull_request:13120", + "pull_request:130|pull_request:1309", + "pull_request:1525|pull_request:3410", + "pull_request:1554|pull_request:2793", + "pull_request:1878|pull_request:3506", + "pull_request:1920|pull_request:3275", + "pull_request:2001|pull_request:2274", + "pull_request:2001|pull_request:2481", + "pull_request:2001|pull_request:3410" ], - "prepared_review_unit_hash": "71dab42e651203b930f374489cfbf5a4c28a70e0b04b2411b311b14e48b15cfa", + "prepared_review_unit_hash": "c2b6fc5f7b3af08c2eaea03593210dd6ac7bca7fc9ebcb50a6f21dbf2ebc3d09", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 24, - "serialized_chars": 98708, - "estimated_input_tokens": 24677, - "estimated_eval_tokens": 49610 + "soft_pair_count": 25, + "serialized_chars": 99457, + "estimated_input_tokens": 24865, + "estimated_eval_tokens": 49986 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: it mixes unrelated docs, dependency, testing, LoRA, Flax, modular-pipeline, and model-feature PRs. The soft similarities are mostly broad subsystem overlap rather than duplicate fixes or mergeable changes.", + "summary": "This cluster is not a true duplicate set: it mixes unrelated PRs spanning docs, model support, converters, training examples, and small bug fixes. The soft links appear to be driven by superficial filename/subsystem similarity rather than the same underlying change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits this cluster; the PRs do not describe the same underlying bug or change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No global best PR is suitable because the set is not a duplicate group and spans unrelated changes across many areas.", + "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "pull_request:6447", - "right": "pull_request:8616", - "accept": false, - "reason": "Different features: K-Diffusion SDXL pipeline vs SD3 LoRA fusion." - }, - { - "left": "pull_request:6816", - "right": "pull_request:7058", - "accept": false, - "reason": "Both LoRA-related, but one fixes SDXL training with DDP/PEFT while the other copies state dicts in LoRA loading." - }, - { - "left": "pull_request:12275", - "right": "pull_request:12383", - "accept": false, - "reason": "Quantization config support vs modular single-file loading; unrelated changes." - }, - { - "left": "pull_request:10351", - "right": "pull_request:10630", - "accept": false, - "reason": "Separate test fixes for different areas: LoRA test utility vs Flax scheduler slice expectations." - }, - { - "left": "pull_request:11290", - "right": "pull_request:9709", - "accept": false, - "reason": "Both touch torch versions, but one unpins Dockerfile installs and the other pins torch max version for CI." - }, - { - "left": "pull_request:1327", - "right": "pull_request:399", - "accept": false, - "reason": "Local custom pipeline loading is unrelated to the ONNX exporter and pipeline work." - }, - { - "left": "pull_request:1513", - "right": "pull_request:3252", - "accept": false, - "reason": "Different docs changes: Accelerate notebook config vs offload-stateful model notes." - }, - { - "left": "pull_request:4744", - "right": "pull_request:6929", - "accept": false, - "reason": "AudioLDM docstring cleanup is unrelated to community pipeline docs." - }, - { - "left": "pull_request:6929", - "right": "pull_request:8685", - "accept": false, - "reason": "Community pipeline docs vs an SD3 float8 note are unrelated documentation updates." - }, { "left": "pull_request:7213", "right": "pull_request:7990", "accept": false, - "reason": "Different docs topics: merging LoRAs vs scheduler features." + "reason": "Both are docs PRs, but they cover different topics: LoRA inference docs vs scheduler features. No shared bug or change." }, { "left": "pull_request:11582", "right": "pull_request:11997", "accept": false, - "reason": "Both Wan-adjacent, but one adds Wan VACE and the other is a modular refactor for I2V/FLF2V." + "reason": "Both touch Wan-related code, but one adds Wan VACE while the other adds Wan I2V/FLF2V modular support. Different features and code paths." }, { "left": "pull_request:9159", "right": "pull_request:9988", "accept": false, - "reason": "Flux sharding/sharding inference and Flux Redux are different code-path changes." + "reason": "Both involve Flux transformer code, but one is sharding support and the other is Flux Redux conversion/model wiring. Not the same fix." }, { "left": "pull_request:13063", "right": "pull_request:13216", "accept": false, - "reason": "Different modular pipeline families: Wan refactor vs Helios addition." + "reason": "Both are modular-pipeline refactors, but they introduce different model families/tasks (Wan refactor vs Helios support). Separate changes." }, { "left": "pull_request:10985", "right": "pull_request:9862", "accept": false, - "reason": "LoRA infrastructure changes, but one expands Flux/ComfyUI conversion support and the other adds adapter saving." + "reason": "Both concern LoRA/PEFT internals, but one expands ComfyUI LoRA compatibility and the other adds save_lora_adapter. Different functionality." }, { "left": "pull_request:10148", "right": "pull_request:8777", "accept": false, - "reason": "OmniGen feature addition vs dummy attention-processor stubs; not the same change." + "reason": "OmniGen support vs dummy LoRA attention processor shims are unrelated." }, { "left": "pull_request:10360", "right": "pull_request:10622", "accept": false, - "reason": "Release workflow Test PyPI URL fix vs general uv installation docs; unrelated." + "reason": "One fixes release workflow TestPyPI installation; the other updates installation docs. No common bug." }, { "left": "pull_request:1038", "right": "pull_request:630", "accept": false, - "reason": "Flax dtype fix in training is unrelated to Flax from_pretrained mismatched-key cleanup." + "reason": "Flax dtype fix and Flax from_pretrained key cleanup are unrelated changes." }, { "left": "pull_request:10838", "right": "pull_request:9875", "accept": false, - "reason": "FlashVideo pipeline addition and Meissonic support are different model/pipeline features." + "reason": "Both add new model/pipeline support, but for different models (FlashVideo vs Meissonic). Not mergeable into one PR." }, { "left": "pull_request:11254", "right": "pull_request:9838", "accept": false, - "reason": "ConsisID import fixes are unrelated to Flux LoRA training memory/bug fixes." + "reason": "ConsisID import fixes and Flux training memory/bug fixes are unrelated." }, { "left": "pull_request:11894", "right": "pull_request:12911", "accept": false, - "reason": "Dependency pinning for CI is unrelated to discrete diffusion feature work." + "reason": "k-diffusion pinning for CI and adding discrete diffusion docs/examples are completely different changes." }, { "left": "pull_request:12005", "right": "pull_request:12438", "accept": false, - "reason": "Sharded-checkpoint local-files handling and transformers offload_state_dict handling are different loader bugs." + "reason": "Both alter loading behavior, but one fixes sharded checkpoint local_files_only handling and the other handles transformers offload_state_dict. Different bugs." }, { "left": "pull_request:12425", "right": "pull_request:12960", "accept": false, - "reason": "Torch.distributed import guarding is unrelated to determining FSDP state in Flux2 training scripts." + "reason": "Torch.distributed import guarding and Flux2 FSDP detection are unrelated small fixes." }, { "left": "pull_request:12586", "right": "pull_request:13100", "accept": false, - "reason": "Doc tree sorting is unrelated to ModularPipeline documentation/content updates." + "reason": "Docs tree sorting vs ModularPipeline docs updates are both documentation-only but not the same change." }, { "left": "pull_request:12714", "right": "pull_request:13364", "accept": false, - "reason": "LoRA NaN test adjustments and MotionConv2d dtype casting fix different issues in different files." + "reason": "Flux2 LoRA NaN test changes and Wan MotionConv2d dtype casting fix address different components and failures." + }, + { + "left": "pull_request:12863", + "right": "pull_request:12914", + "accept": false, + "reason": "Cosmos conversion script/model support vs a typo fix in a pipeline docstring are not the same underlying issue." + }, + { + "left": "pull_request:12973", + "right": "pull_request:13120", + "accept": false, + "reason": "GLM-Image support and modular loading robustness tests are unrelated." + }, + { + "left": "pull_request:130", + "right": "pull_request:1309", + "accept": false, + "reason": "Accelerate config example docs and PIL handling/docs cleanup are unrelated docs PRs." + }, + { + "left": "pull_request:1525", + "right": "pull_request:3410", + "accept": false, + "reason": "Upscaling batch-size fix and DeepSpeed plugin retrieval fix are different training bugs." + }, + { + "left": "pull_request:1554", + "right": "pull_request:2793", + "accept": false, + "reason": "Docs correctness for UNet shapes and removing cuDNN benchmark advice are unrelated documentation edits." + }, + { + "left": "pull_request:1878", + "right": "pull_request:3506", + "accept": false, + "reason": "One is a checkpoint parsing guard; the other adjusts checkpoint resume step scaling. Different code paths." + }, + { + "left": "pull_request:1920", + "right": "pull_request:3275", + "accept": false, + "reason": "TRANSLATING docs addition and adding upsample_size to Attn blocks are unrelated." + }, + { + "left": "pull_request:2001", + "right": "pull_request:2274", + "accept": false, + "reason": "ColossalAI typo fix and transform naming clash in examples are unrelated example fixes." + }, + { + "left": "pull_request:2001", + "right": "pull_request:2481", + "accept": false, + "reason": "ColossalAI typo fix and unconditional training logger fix are unrelated." + }, + { + "left": "pull_request:2001", + "right": "pull_request:3410", + "accept": false, + "reason": "ColossalAI typo fix and DeepSpeed plugin retrieval fix are unrelated." } ] }, @@ -164702,37 +164932,22 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 197, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 198, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:12863", - "pull_request:12914", - "pull_request:12973", - "pull_request:130", - "pull_request:1309", - "pull_request:13120", - "pull_request:1525", - "pull_request:1554", - "pull_request:1878", - "pull_request:1920", - "pull_request:2001", - "pull_request:2274", + "pull_request:12215", + "pull_request:12220", "pull_request:2325", - "pull_request:2481", "pull_request:2584", - "pull_request:2793", "pull_request:2861", "pull_request:3127", - "pull_request:3275", - "pull_request:3410", - "pull_request:3506", "pull_request:3607", "pull_request:3681", "pull_request:3691", @@ -164757,20 +164972,25 @@ "pull_request:6511", "pull_request:6759", "pull_request:6764", + "pull_request:7062", "pull_request:7096", - "pull_request:8981" + "pull_request:7103", + "pull_request:7134", + "pull_request:7200", + "pull_request:7295", + "pull_request:7627", + "pull_request:7650", + "pull_request:7797", + "pull_request:7803", + "pull_request:8378", + "pull_request:8422", + "pull_request:8702", + "pull_request:8981", + "pull_request:9569", + "pull_request:9662", + "pull_request:9918" ], "soft_pairs": [ - "pull_request:12863|pull_request:12914", - "pull_request:12973|pull_request:13120", - "pull_request:130|pull_request:1309", - "pull_request:1525|pull_request:3410", - "pull_request:1554|pull_request:2793", - "pull_request:1878|pull_request:3506", - "pull_request:1920|pull_request:3275", - "pull_request:2001|pull_request:2274", - "pull_request:2001|pull_request:2481", - "pull_request:2001|pull_request:3410", "pull_request:2325|pull_request:4498", "pull_request:2584|pull_request:3127", "pull_request:2584|pull_request:4276", @@ -164786,192 +165006,202 @@ "pull_request:5788|pull_request:6254", "pull_request:6213|pull_request:6346", "pull_request:6759|pull_request:7096", - "pull_request:6764|pull_request:8981" + "pull_request:6764|pull_request:8981", + "pull_request:7062|pull_request:8378", + "pull_request:7103|pull_request:8378", + "pull_request:7134|pull_request:7295", + "pull_request:7200|pull_request:7650", + "pull_request:7627|pull_request:9569", + "pull_request:7797|pull_request:9662", + "pull_request:7803|pull_request:9662", + "pull_request:8422|pull_request:9918", + "pull_request:8702|pull_request:8981", + "pull_request:12215|pull_request:12220" ], - "prepared_review_unit_hash": "5839106863e5c2881d334c8d63560933f4ff66013a0e717b141574166585e707", + "prepared_review_unit_hash": "328a27c5d4a3761cf00f36bfd4d4819c9f6d00ce024528049a52914317bc526a", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 95835, - "estimated_input_tokens": 23959, - "estimated_eval_tokens": 48174 + "serialized_chars": 97749, + "estimated_input_tokens": 24438, + "estimated_eval_tokens": 49132 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a false-positive mix of unrelated PRs spanning docs, example scripts, model/pipeline code, schedulers, and tests. They do not share one underlying bug or change, so none should be deduplicated together.", - "confidence": 0.97, + "summary": "The cluster is heterogeneous: most PRs are unrelated training, scheduler, docs, or test tweaks, and the suggested soft edges do not look like the same underlying change. The only loosely related pair is the Qwen-Image work, but even there the PRs target different code paths (ControlNet support vs modular pipeline plumbing).", + "confidence": 0.21, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items are not one change, but a grab bag of unrelated fixes and feature additions across different subsystems and years.", + "canonical_pr_reason": "No single canonical PR fits the cluster well; most items are unrelated, so any choice would be arbitrary. If forced, the broadest and most central-looking artifact is the Qwen modular pipeline PR because it introduces the core Qwen pipeline scaffolding and related exports/docs.", "best_issue_reason": null, - "best_pr_reason": "No best PR: any representative would be arbitrary because the cluster is heterogeneous rather than a true duplicate set.", + "best_pr_reason": "PR 12220 is the best representative only in a very loose sense: it is the most substantial and central Qwen-related change in the set, touching the modular pipeline implementation and integration points rather than a narrow follow-up.", "soft_edge_verdicts": [ - { - "left": "pull_request:12863", - "right": "pull_request:12914", - "accept": false, - "reason": "Cosmos conversion script/pipeline conversion vs a typo fix in pipeline docs; different changes." - }, - { - "left": "pull_request:12973", - "right": "pull_request:13120", - "accept": false, - "reason": "GLM-Image model support vs a test for AutoModel load-id tagging; unrelated scope." - }, - { - "left": "pull_request:130", - "right": "pull_request:1309", - "accept": false, - "reason": "Accelerate config README note vs PIL handling/docs and pipeline changes; not the same bug." - }, - { - "left": "pull_request:1525", - "right": "pull_request:3410", - "accept": false, - "reason": "Upscaling batch-size fix vs DeepSpeed plugin retrieval in a training script; different code paths." - }, - { - "left": "pull_request:1554", - "right": "pull_request:2793", - "accept": false, - "reason": "Docstring correction vs removing cuDNN benchmark guidance; unrelated documentation edits." - }, - { - "left": "pull_request:1878", - "right": "pull_request:3506", - "accept": false, - "reason": "Checkpoint state_dict handling in a converter vs checkpoint resume step scaling in ControlNet training." - }, - { - "left": "pull_request:1920", - "right": "pull_request:3275", - "accept": false, - "reason": "Adding a translation doc vs adding upsample_size to UNet blocks; unrelated." - }, - { - "left": "pull_request:2001", - "right": "pull_request:2274", - "accept": false, - "reason": "ColossalAI seed-launch typo fix vs a transforms naming clash in image training scripts." - }, - { - "left": "pull_request:2001", - "right": "pull_request:2481", - "accept": false, - "reason": "ColossalAI launch fix vs train_unconditional logger/test handling; different issues." - }, - { - "left": "pull_request:2001", - "right": "pull_request:3410", - "accept": false, - "reason": "ColossalAI initialization fix vs DeepSpeed state access; not the same underlying problem." - }, { "left": "pull_request:2325", "right": "pull_request:4498", "accept": false, - "reason": "ONNX VAE converter addition vs SDXL reference example/docs; unrelated." + "reason": "Different features in different eras: ONNX VAE converter vs SDXL reference-attention community pipeline." }, { "left": "pull_request:2584", "right": "pull_request:3127", "accept": false, - "reason": "Community ControlNet img2img pipeline addition vs img2img safety-checker tensor handling; different code paths." + "reason": "Both are ControlNet-related, but one adds a community img2img pipeline while the other fixes safety-checker image handling in core stable diffusion img2img." }, { "left": "pull_request:2584", "right": "pull_request:4276", "accept": false, - "reason": "Community pipeline implementation vs a pipeline import test; not a duplicate change." + "reason": "A new community ControlNet pipeline and a dependency-import test are unrelated changes." }, { "left": "pull_request:2861", "right": "pull_request:3681", "accept": false, - "reason": "StableUnCLIP image_embeds-none test vs checkpoint limit handling in training scripts; unrelated." + "reason": "StableUnCLIP test for `image_embeds=None` is unrelated to checkpoint-limit handling in training scripts." }, { "left": "pull_request:3607", "right": "pull_request:5695", "accept": false, - "reason": "Temb attention fix vs PixArt mask_feature condition; both touch attention-related code but solve different bugs." + "reason": "Different problems: temb attention graph behavior vs PixArt mask-feature condition logic." }, { "left": "pull_request:3691", "right": "pull_request:4655", "accept": false, - "reason": "LoRA processor selection in loaders vs adding data_dir to dataset loading; unrelated." + "reason": "LoRA processor selection for text-encoder loading is unrelated to passing `data_dir` into dataset loading." }, { "left": "pull_request:4034", "right": "pull_request:5747", "accept": false, - "reason": "LoRA unloading utility/docs vs passing data_dir to load_dataset; different changes." + "reason": "LoRA unload utility docs/code vs dataset `data_dir` plumbing in training scripts." }, { "left": "pull_request:4262", "right": "pull_request:4315", "accept": false, - "reason": "SDXL DreamBooth LoRA feature fixes vs torch.compile graph-break fix in LoRA conv2d; not the same issue." + "reason": "DreamBooth LoRA training fixes are not the same code-path problem as the torch.compile graph-break fix in LoRA conv forward." }, { "left": "pull_request:4343", "right": "pull_request:5508", "accept": false, - "reason": "Adding rank to SDXL LoRA training vs a broader DreamBooth LoRA feature PR; related file, but not one concrete mergeable fix." + "reason": "Both touch `train_dreambooth_lora_sdxl.py`, but one adds a rank arg while the other is a broader feature/fix set; not the same concrete change." }, { "left": "pull_request:4395", "right": "pull_request:4629", "accept": false, - "reason": "DreamBooth class-prompt pre-encode fix vs SDXL long weighted prompt pipeline/community docs; unrelated." + "reason": "DreamBooth class-prompt preprocessing fix vs SDXL long weighted prompt pipeline docs/example additions." }, { "left": "pull_request:4655", "right": "pull_request:6511", "accept": false, - "reason": "dataset data_dir plumbing vs torch.compile-compatible checkpointing; different problems." + "reason": "Dataset loading `data_dir` fix and torch.compile checkpointing compatibility are different issues." }, { "left": "pull_request:4947", "right": "pull_request:5024", "accept": false, - "reason": "T2I adapter training tests vs DPMSolver-SDE step index/noise sampler scheduler fix; unrelated." + "reason": "T2I-Adapter training arg/model init changes are unrelated to the DPMSolver-SDE step-index fix." }, { "left": "pull_request:5788", "right": "pull_request:6254", "accept": false, - "reason": "LCM error-message improvement vs randn_like change for FX tracing; different concerns." + "reason": "LCM schedule validation error vs torch.fx-friendly randn implementation are unrelated scheduler/utils changes." }, { "left": "pull_request:6213", "right": "pull_request:6346", "accept": false, - "reason": "Text-to-video pipeline cleanup vs LoRA state-dict conversion in training examples; unrelated." + "reason": "Text-to-video pipeline cleanup is unrelated to LoRA state-dict conversion in training examples." }, { "left": "pull_request:6759", "right": "pull_request:7096", "accept": false, - "reason": "InstantID pipeline batch handling vs ControlNet training/README enhancements; different code changes." + "reason": "InstantID prompt-image embedding repeat fix vs ControlNet training-script enhancements are different code paths." }, { "left": "pull_request:6764", "right": "pull_request:8981", "accept": false, - "reason": "Serialization guidance after fusing adapters vs adding LoraLoaderMixin to inits; not the same underlying change." + "reason": "A PEFT inference docs note is not the same change as adding `LoraLoaderMixin` exports and docs across the library." + }, + { + "left": "pull_request:7062", + "right": "pull_request:8378", + "accept": false, + "reason": "Imagic docstring cleanup and AsymmetricAutoencoderKL forward fix address unrelated parts of the library." + }, + { + "left": "pull_request:7103", + "right": "pull_request:8378", + "accept": false, + "reason": "ControlNet image validation fix is unrelated to the AsymmetricAutoencoderKL forward bug." + }, + { + "left": "pull_request:7134", + "right": "pull_request:7295", + "accept": false, + "reason": "UNet type-hint cleanup and single-file loader residue cleanup are different chores in different modules." + }, + { + "left": "pull_request:7200", + "right": "pull_request:7650", + "accept": false, + "reason": "Transformer2D norm/patch-input validation is unrelated to adding the `is_cosxl_edit` argument in SDXL InstructPix2Pix." + }, + { + "left": "pull_request:7627", + "right": "pull_request:9569", + "accept": false, + "reason": "Playground img2img latent handling and CogVideoX autoencoder decode batching are different model paths." + }, + { + "left": "pull_request:7797", + "right": "pull_request:9662", + "accept": false, + "reason": "DDPM test size reduction and LoRA/transformers version gate update are unrelated test maintenance changes." + }, + { + "left": "pull_request:7803", + "right": "pull_request:9662", + "accept": false, + "reason": "DDIM test size reduction and LoRA dependency version bump are unrelated." + }, + { + "left": "pull_request:8422", + "right": "pull_request:9918", + "accept": false, + "reason": "Subfolder-loading test suite and server example/docs are not the same underlying bug or feature." + }, + { + "left": "pull_request:8702", + "right": "pull_request:8981", + "accept": false, + "reason": "SD3 conversion script and LoraLoaderMixin export/docs are separate functionality additions." + }, + { + "left": "pull_request:12215", + "right": "pull_request:12220", + "accept": false, + "reason": "Both are Qwen-Image related, but one adds ControlNet support while the other adds modular pipeline infrastructure; different code paths and merge surfaces." } ] }, @@ -164985,32 +165215,45 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 198, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 199, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:10008", "pull_request:10020", + "pull_request:10119", + "pull_request:1012", + "pull_request:10230", + "pull_request:10494", + "pull_request:10497", + "pull_request:10633", + "pull_request:10730", + "pull_request:10898", + "pull_request:11004", + "pull_request:11095", "pull_request:11261", "pull_request:11268", + "pull_request:1129", + "pull_request:11556", "pull_request:11582", "pull_request:11894", "pull_request:11979", "pull_request:12117", "pull_request:12119", - "pull_request:12215", - "pull_request:12220", "pull_request:12301", "pull_request:12324", "pull_request:12416", "pull_request:12439", "pull_request:12445", + "pull_request:12611", "pull_request:12830", + "pull_request:13216", "pull_request:1369", "pull_request:1966", "pull_request:2040", @@ -165022,39 +165265,15 @@ "pull_request:5834", "pull_request:6003", "pull_request:6841", - "pull_request:7062", - "pull_request:7103", - "pull_request:7134", "pull_request:7158", - "pull_request:7200", - "pull_request:7295", - "pull_request:7627", - "pull_request:7650", - "pull_request:7797", - "pull_request:7803", "pull_request:819", "pull_request:8229", - "pull_request:8378", - "pull_request:8422", - "pull_request:8702", "pull_request:8981", "pull_request:9175", - "pull_request:9569", - "pull_request:9662", - "pull_request:9875", - "pull_request:9918" + "pull_request:9257", + "pull_request:9875" ], "soft_pairs": [ - "pull_request:7062|pull_request:8378", - "pull_request:7103|pull_request:8378", - "pull_request:7134|pull_request:7295", - "pull_request:7200|pull_request:7650", - "pull_request:7627|pull_request:9569", - "pull_request:7797|pull_request:9662", - "pull_request:7803|pull_request:9662", - "pull_request:8422|pull_request:9918", - "pull_request:8702|pull_request:8981", - "pull_request:12215|pull_request:12220", "pull_request:11582|pull_request:12324", "pull_request:11261|pull_request:9875", "pull_request:11268|pull_request:11894", @@ -165070,192 +165289,188 @@ "pull_request:12301|pull_request:12445", "pull_request:12117|pull_request:12416", "pull_request:10020|pull_request:9175", - "pull_request:12119|pull_request:12439" + "pull_request:12119|pull_request:12439", + "pull_request:12611|pull_request:13216", + "pull_request:10008|pull_request:11095", + "pull_request:10119|pull_request:11556", + "pull_request:1012|pull_request:1129", + "pull_request:10230|pull_request:11004", + "pull_request:10494|pull_request:10497", + "pull_request:10633|pull_request:10898", + "pull_request:10730|pull_request:9257" ], - "prepared_review_unit_hash": "e641729f9af1730779c436c167d33b7c721a5507a365c804996e31615d8ea551", + "prepared_review_unit_hash": "3d90d9b3c856bf02c2c8b0a3456ddd4a0ea3b3ae6cd1effc544e93c7ba678c01", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 101264, - "estimated_input_tokens": 25316, - "estimated_eval_tokens": 50888 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 97839, + "estimated_input_tokens": 24460, + "estimated_eval_tokens": 49176 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are separate feature additions or small test/doc/CI fixes, not duplicates. The Qwen/QwenImage PRs are related by product area, but they target different pipelines, models, or modular layers, so none should be merged as the same change.", - "confidence": 0.94, + "summary": "This cluster is heterogeneous: docs tweaks, CI/test adjustments, and unrelated feature additions. None of the soft pairs are true duplicates; most only share a broad subsystem or filename pattern.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR is safe here: the cluster mixes unrelated fixes and several distinct Qwen/QwenImage feature PRs, so no single PR truly subsumes the rest.", + "canonical_pr_reason": "No single PR cleanly represents the cluster because the items do not share one underlying bug or change; they span unrelated docs, CI, model, and pipeline work.", "best_issue_reason": null, - "best_pr_reason": "If a representative PR is needed, 12220 is the broadest Qwen-centric architectural change, but it still does not represent the other feature PRs as duplicates.", + "best_pr_reason": "No PR is a strong global representative here; the cluster lacks a shared concrete code-path problem, so any choice would be arbitrary.", "soft_edge_verdicts": [ { - "left": "pull_request:7062", - "right": "pull_request:8378", + "left": "pull_request:11582", + "right": "pull_request:12324", "accept": false, - "reason": "Docstring cleanup for Imagic vs. a separate asymmetric autoencoder forward fix; different code paths and symptoms." + "reason": "Both touch Wan VACE conversion, but one adds Wan VACE and the other adds Wan2.2 VACE-Fun; different models and configs, not the same change." }, { - "left": "pull_request:7103", - "right": "pull_request:8378", + "left": "pull_request:11261", + "right": "pull_request:9875", "accept": false, - "reason": "ControlNet input validation bugfix vs. asymmetric autoencoder forward behavior; unrelated changes." + "reason": "Both add model support, but VidTok autoencoders and Meissonic transformer/pipeline support are unrelated feature work." }, { - "left": "pull_request:7134", - "right": "pull_request:7295", + "left": "pull_request:11268", + "right": "pull_request:11894", "accept": false, - "reason": "UNet type-hint/docs cleanup vs. single-file loader copy-paste cleanup; not the same bug or change." + "reason": "One relaxes an unclip test tolerance; the other pins k-diffusion. Different issues and code paths." }, { - "left": "pull_request:7200", - "right": "pull_request:7650", + "left": "pull_request:11979", + "right": "pull_request:12830", "accept": false, - "reason": "Transformer2D input/norm validation vs. SDXL InstructPix2Pix argument support; different features entirely." + "reason": "One adds version guards to compile tests; the other changes attention-backend test coverage. Shared test area only, not the same bug." }, { - "left": "pull_request:7627", - "right": "pull_request:9569", + "left": "pull_request:1369", + "right": "pull_request:819", "accept": false, - "reason": "Playground SDXL img2img latent handling vs. CogVideoX autoencoder decode fix; different pipelines and failure modes." + "reason": "A Flax sinusoidal embedding fix and DDIM timestep int64 fix are unrelated numerical issues." }, { - "left": "pull_request:7797", - "right": "pull_request:9662", + "left": "pull_request:3846", + "right": "pull_request:5833", "accept": false, - "reason": "DDPM fast-test model shrink vs. LoRA test version gate; both are tests, but not the same underlying issue." + "reason": "Random module seeding and single-file ControlNet import fixes address different problems." }, { - "left": "pull_request:7803", - "right": "pull_request:9662", - "accept": false, - "reason": "DDIM fast-test shrink vs. LoRA test dependency bump; unrelated test maintenance." - }, - { - "left": "pull_request:8422", - "right": "pull_request:9918", - "accept": false, - "reason": "Subfolder-loading test suite vs. server example docs/code; different goals and code paths." - }, - { - "left": "pull_request:8702", - "right": "pull_request:8981", + "left": "pull_request:3846", + "right": "pull_request:5834", "accept": false, - "reason": "SD3 conversion script vs. LoRA loader mixin/init exposure; unrelated tooling changes." + "reason": "Random seeding and ControlNet single-file import path fixes are unrelated." }, { - "left": "pull_request:12215", - "right": "pull_request:12220", + "left": "pull_request:4714", + "right": "pull_request:5668", "accept": false, - "reason": "Qwen-Image ControlNet support vs. Qwen modular pipeline refactor; same ecosystem, but different concrete changes." + "reason": "One fixes a dummy-object error path; the other makes LoRA text-encoder typing/install behavior work without transformers. Not the same change." }, { - "left": "pull_request:11582", - "right": "pull_request:12324", + "left": "pull_request:6841", + "right": "pull_request:8981", "accept": false, - "reason": "Wan VACE vs. Wan2.2 VACE-Fun support; same family, but different model/version support." + "reason": "Both touch example/docs-style files, but one restores BasicTransformerBlock args and the other broadens LoRA docs. Different concerns." }, { - "left": "pull_request:11261", - "right": "pull_request:9875", + "left": "pull_request:7158", + "right": "pull_request:8229", "accept": false, - "reason": "VidTok autoencoder addition vs. Meissonic model/pipeline addition; unrelated model families." + "reason": "LCM benchmark cleanup and SVD resize behavior are unrelated." }, { - "left": "pull_request:11268", - "right": "pull_request:11894", + "left": "pull_request:4098", + "right": "pull_request:6003", "accept": false, - "reason": "Unclip test tolerance relaxation vs. k-diffusion CI pin; separate CI/test fixes." + "reason": "Both involve video diffusion, but SDXL inpainting and Stable Video Diffusion inpaint work are different pipelines and code paths." }, { - "left": "pull_request:11979", - "right": "pull_request:12830", + "left": "pull_request:1966", + "right": "pull_request:2040", "accept": false, - "reason": "Torch version gating for compile tests vs. attention-backend test enhancements; different test areas and bugs." + "reason": "Flax inpaint and InstructPix2Pix are separate pipeline additions with different behavior and targets." }, { - "left": "pull_request:1369", - "right": "pull_request:819", + "left": "pull_request:12301", + "right": "pull_request:12445", "accept": false, - "reason": "Flax sin/cos embedding fix vs. DDIM int64 timestep fix; unrelated numerical issues." + "reason": "Qwen image ControlNet inpainting support and Flux modular alignment are unrelated features." }, { - "left": "pull_request:3846", - "right": "pull_request:5833", + "left": "pull_request:12117", + "right": "pull_request:12416", "accept": false, - "reason": "Random seeding cleanup vs. single-file import path fix; not the same problem." + "reason": "QwenImage inpaint/img2img pipelines and QwenImage Edit Plus modular support are different feature sets." }, { - "left": "pull_request:3846", - "right": "pull_request:5834", + "left": "pull_request:10020", + "right": "pull_request:9175", "accept": false, - "reason": "Random seeding cleanup vs. single-file import path fix; unrelated." + "reason": "SD3 ControlNet conversion/support and Flux Union ControlNet are different model families and implementation paths." }, { - "left": "pull_request:4714", - "right": "pull_request:5668", + "left": "pull_request:12119", + "right": "pull_request:12439", "accept": false, - "reason": "Optional-transformers error handling vs. broader no-Transformers support; related theme, but not the same concrete fix." + "reason": "QwenImage Lightning LoRA support and attention-backend kernel support are unrelated." }, { - "left": "pull_request:6841", - "right": "pull_request:8981", + "left": "pull_request:12611", + "right": "pull_request:13216", "accept": false, - "reason": "BasicTransformerBlock param compatibility vs. LoRA loader init exposure; unrelated chores." + "reason": "Both are modular-pipeline expansions, but Wan modular work and Helios modular work are distinct model families." }, { - "left": "pull_request:7158", - "right": "pull_request:8229", + "left": "pull_request:10008", + "right": "pull_request:11095", "accept": false, - "reason": "Benchmark-only fix vs. Stable Video Diffusion resize fix; different subsystems and issues." + "reason": "CogVideoX docs formatting and Flux controlnet example fixes are unrelated." }, { - "left": "pull_request:4098", - "right": "pull_request:6003", + "left": "pull_request:10119", + "right": "pull_request:11556", "accept": false, - "reason": "SDXL inpainting implementation vs. Stable Video Diffusion inpaint WIP; different pipelines, not mergeable as one PR." + "reason": "LoRA docs wording and regional compilation docs cover different topics." }, { - "left": "pull_request:1966", - "right": "pull_request:2040", + "left": "pull_request:1012", + "right": "pull_request:1129", "accept": false, - "reason": "Flax inpainting implementation vs. InstructPix2Pix pipeline; both add pipelines, but not the same feature." + "reason": "DreamBooth training mode for text encoder and Flax sample batch sizing are unrelated training fixes." }, { - "left": "pull_request:12301", - "right": "pull_request:12445", + "left": "pull_request:10230", + "right": "pull_request:11004", "accept": false, - "reason": "QwenImage ControlNet-inpaint pipeline vs. Flux modular refactor; different model families and code paths." + "reason": "Docs for LoRA loader mixins and PEFT full-key-prefix handling are not the same bug or change." }, { - "left": "pull_request:12117", - "right": "pull_request:12416", + "left": "pull_request:10494", + "right": "pull_request:10497", "accept": false, - "reason": "QwenImage img2img/inpaint pipelines vs. QwenImage Edit Plus modular support; same general area, but distinct features." + "reason": "Both modify tokenizers installation, but they propose different, mutually exclusive fixes; not a single merged change." }, { - "left": "pull_request:10020", - "right": "pull_request:9175", + "left": "pull_request:10633", + "right": "pull_request:10898", "accept": false, - "reason": "SD3 ControlNet conversion script vs. Flux ControlNet support; different models and implementation targets." + "reason": "Flux IP-Adapter docs and remote_decode implementation are unrelated." }, { - "left": "pull_request:12119", - "right": "pull_request:12439", + "left": "pull_request:10730", + "right": "pull_request:9257", "accept": false, - "reason": "QwenImage Lightning LoRA loader support vs. attention-backend kernel support; unrelated layers of the stack." + "reason": "Hook unwrapping in pipeline utilities and DreamBooth Flux prompt-tokenization fixes are different code paths." } ] }, @@ -165269,38 +165484,23 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 199, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 200, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:10008", - "pull_request:10119", - "pull_request:1012", - "pull_request:10230", - "pull_request:10494", - "pull_request:10497", - "pull_request:10633", - "pull_request:10730", "pull_request:10894", - "pull_request:10898", - "pull_request:11004", - "pull_request:11095", "pull_request:11243", "pull_request:11261", - "pull_request:1129", - "pull_request:11556", "pull_request:11979", "pull_request:11994", "pull_request:11999", "pull_request:12288", - "pull_request:12611", - "pull_request:13216", "pull_request:1496", "pull_request:1920", "pull_request:1942", @@ -165317,26 +165517,33 @@ "pull_request:3806", "pull_request:3850", "pull_request:3877", + "pull_request:4242", + "pull_request:4276", + "pull_request:4285", + "pull_request:4365", + "pull_request:4422", + "pull_request:4508", + "pull_request:4635", "pull_request:4887", "pull_request:492", + "pull_request:5097", "pull_request:5180", "pull_request:5196", + "pull_request:5204", + "pull_request:5391", "pull_request:5456", + "pull_request:5602", "pull_request:5614", + "pull_request:5754", + "pull_request:5880", + "pull_request:6163", + "pull_request:6346", + "pull_request:7134", "pull_request:750", - "pull_request:9257", "pull_request:934", "pull_request:9709" ], "soft_pairs": [ - "pull_request:12611|pull_request:13216", - "pull_request:10008|pull_request:11095", - "pull_request:10119|pull_request:11556", - "pull_request:1012|pull_request:1129", - "pull_request:10230|pull_request:11004", - "pull_request:10494|pull_request:10497", - "pull_request:10633|pull_request:10898", - "pull_request:10730|pull_request:9257", "pull_request:10894|pull_request:9709", "pull_request:11243|pull_request:11999", "pull_request:11261|pull_request:12288", @@ -165352,180 +165559,195 @@ "pull_request:3552|pull_request:5180", "pull_request:3561|pull_request:3877", "pull_request:3711|pull_request:5614", - "pull_request:3806|pull_request:5456" + "pull_request:3806|pull_request:5456", + "pull_request:4242|pull_request:5880", + "pull_request:4276|pull_request:4508", + "pull_request:4276|pull_request:5456", + "pull_request:4285|pull_request:4422", + "pull_request:4365|pull_request:6346", + "pull_request:4635|pull_request:5602", + "pull_request:5097|pull_request:6163", + "pull_request:5204|pull_request:5754", + "pull_request:5391|pull_request:7134" ], - "prepared_review_unit_hash": "ec9e4716a8c3755495e37334f9476512c5c22e8fb9185d1f9fa4637ab72de153", + "prepared_review_unit_hash": "148a35fb7c8fb551995262726c128f11b97fd7637eb2d7f18a5f7a16cbf169a7", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 24, - "serialized_chars": 100195, - "estimated_input_tokens": 25049, - "estimated_eval_tokens": 50354 + "soft_pair_count": 25, + "serialized_chars": 105964, + "estimated_input_tokens": 26491, + "estimated_eval_tokens": 53238 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated docs, CI, model, and pipeline PRs; the soft edges are false positives from superficial similarity, not true duplicates.", - "confidence": 0.99, + "summary": "The cluster is a loose set of mostly unrelated docs, tests, and feature PRs. The soft links are superficial (shared subsystem, file overlap, or broad maintenance theme) rather than the same concrete bug/change, so none should be merged as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a valid canonical duplicate for this cluster: the items span unrelated changes across documentation, training scripts, CI, schedulers, loaders, and separate feature additions.", + "canonical_pr_reason": "No single PR represents a shared underlying change; the paired PRs span unrelated docs, tests, and feature work.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No PR is a good global canonical candidate because the cluster does not show a single duplicate target.", "soft_edge_verdicts": [ - { - "left": "pull_request:12611", - "right": "pull_request:13216", - "accept": false, - "reason": "Different feature areas: Wan modular pipeline/guiders vs Helios modular pipeline. Same broad modular-pipeline subsystem, but not the same change or code path." - }, - { - "left": "pull_request:10008", - "right": "pull_request:11095", - "accept": false, - "reason": "CogVideoX docs table formatting vs Flux ControlNet example fix. Both are docs/code polish, but entirely different artifacts and bugs." - }, - { - "left": "pull_request:10119", - "right": "pull_request:11556", - "accept": false, - "reason": "LoRA adapter docs update vs regional compilation docs. No shared bug or implementation path." - }, - { - "left": "pull_request:1012", - "right": "pull_request:1129", - "accept": false, - "reason": "DreamBooth PyTorch training mode fix vs Flax sample batch size fix. Different frameworks and issues." - }, - { - "left": "pull_request:10230", - "right": "pull_request:11004", - "accept": false, - "reason": "Docs for LoRA loader mixins vs peft full-key-prefix handling in code. One is documentation, the other is a loader compatibility change." - }, - { - "left": "pull_request:10494", - "right": "pull_request:10497", - "accept": false, - "reason": "Both touch CI tokenizers install, but one switches to plain tokenizers and the other specifies a git subdirectory; they are different fixes with different intended behavior." - }, - { - "left": "pull_request:10633", - "right": "pull_request:10898", - "accept": false, - "reason": "Flux IP-Adapter docs example vs remote_decode feature implementation. Different docs and codepaths." - }, - { - "left": "pull_request:10730", - "right": "pull_request:9257", - "accept": false, - "reason": "Unwrap hooks fix in pipeline_utils vs DreamBooth Flux prompt/tokenization bug fix. Unrelated issues." - }, { "left": "pull_request:10894", "right": "pull_request:9709", "accept": false, - "reason": "Toctree sorting/docs navigation cleanup vs torch version upper-bound CI pin. Different concerns and files." + "reason": "Docs toctree sorting vs a torch version pin in setup.py; unrelated changes." }, { "left": "pull_request:11243", "right": "pull_request:11999", "accept": false, - "reason": "Musubi WAN LoRA conversion support vs PEFT config injection adaptation. Both LoRA-related, but different compatibility problems and code paths." + "reason": "Musubi WAN LoRA conversion logic vs PEFT LoRA config injection; different code paths and problems." }, { "left": "pull_request:11261", "right": "pull_request:12288", "accept": false, - "reason": "VidTok autoencoder addition vs InfiniteTalk pipeline addition. Different model families and features, not mergeable into one PR." + "reason": "VidTok autoencoder addition vs InfiniteTalk pipeline work; different models/features." }, { "left": "pull_request:11979", "right": "pull_request:11994", "accept": false, - "reason": "Torch compile test version gating vs huggingface-hub login wording fixes. One is test gating, the other is docs/example text updates." + "reason": "Test decorators for torch version gating vs huggingface-hub auth/docs updates; not the same issue." }, { "left": "pull_request:1496", "right": "pull_request:2516", "accept": false, - "reason": "Habana Gaudi doc page vs evaluation guide docs. Separate documentation additions with no duplicate target." + "reason": "Habana Gaudi docs vs diffusion evaluation docs; both docs-only but unrelated topics." }, { "left": "pull_request:1920", "right": "pull_request:750", "accept": false, - "reason": "Docs translation guide vs LMS timestep back-compat in scheduler code. Completely different scope." + "reason": "Translation docs vs LMS timestep back-compat in a scheduler; no shared underlying bug." }, { "left": "pull_request:1942", "right": "pull_request:3850", "accept": false, - "reason": "Converter CLI flag rename/fix vs audio diffusion test adjustments. Different codepaths and purposes." + "reason": "Converter CLI flag fix vs audio diffusion test adjustments; different areas and intents." }, { "left": "pull_request:2347", "right": "pull_request:2467", "accept": false, - "reason": "Glide noising schedule scheduler changes vs latent output type API changes. Shared test infra only, not the same underlying change." + "reason": "Scheduler noising schedule changes vs latent output type support; different pipeline/scheduler changes." }, { "left": "pull_request:237", "right": "pull_request:934", "accept": false, - "reason": "Initial test workflow plus one failing test fix vs MPS-specific test expectation fixes. Different CI/test issues." + "reason": "Test workflow setup vs MPS test fixes; both touch tests/CI but not the same defect." }, { "left": "pull_request:2487", "right": "pull_request:492", "accept": false, - "reason": "Stable Diffusion JAX/Flax docs vs initial Flax PNDM scheduler implementation. Docs versus core scheduler code." + "reason": "A Flax/JAX docs guide vs initial Flax PNDM scheduler implementation; related ecosystem, but not one change." }, { "left": "pull_request:3260", "right": "pull_request:4887", "accept": false, - "reason": "Remove required tracker_project_name vs remove latent input for Kandinsky prior pipeline. Unrelated training/CLI and pipeline API changes." + "reason": "ControlNet tracker arg cleanup vs Kandinsky latent input removal; unrelated bug fixes." }, { "left": "pull_request:3370", "right": "pull_request:5196", "accept": false, - "reason": "PyTorch 2.0 docs update vs xformers docs cleanup. Both documentation-only, but different pages and topics." + "reason": "PyTorch 2.0 doc refresh vs xformers docs cleanup; both documentation maintenance, not duplicate work." }, { "left": "pull_request:3552", "right": "pull_request:5180", "accept": false, - "reason": "General docs maintenance across many files vs Wuerstchen citation/doc-builder fix. Not the same change or failure." + "reason": "General docs maintenance vs a Wuerstchen doc-builder fix; different pages and edits." }, { "left": "pull_request:3561", "right": "pull_request:3877", "accept": false, - "reason": "DreamBooth IF stage II upscaling fix vs SDXL DreamBooth LoRA WIP implementation. Different training scripts and features." + "reason": "Dreambooth IF upscaling changes vs SDXL DreamBooth LoRA work; separate training pipelines." }, { "left": "pull_request:3711", "right": "pull_request:5614", "accept": false, - "reason": "Doc-build workflow revert vs SDXL width/height order revert in training scripts. Same word 'revert' but unrelated fixes." + "reason": "Different revert PRs touching unrelated doc/script changes; no shared underlying change." }, { "left": "pull_request:3806", "right": "pull_request:5456", "accept": false, - "reason": "Text-to-image README checkpoint note vs RealFill project addition. Different examples and functionality." + "reason": "A checkpoint loading note in a README vs RealFill feature addition; not the same artifact or bug." + }, + { + "left": "pull_request:4242", + "right": "pull_request:5880", + "accept": false, + "reason": "From-single-file VAE loading support vs VAE config registration for latent diffusion compatibility; related subject, different fixes." + }, + { + "left": "pull_request:4276", + "right": "pull_request:4508", + "accept": false, + "reason": "Pipeline import test coverage vs use_onnx parameter plumbing; unrelated test vs loader bug." + }, + { + "left": "pull_request:4276", + "right": "pull_request:5456", + "accept": false, + "reason": "Pipeline import test coverage vs RealFill project addition; unrelated." + }, + { + "left": "pull_request:4285", + "right": "pull_request:4422", + "accept": false, + "reason": "Separate ONNX/OpenVINO docs updates with different content and scope; not the same documentation change." + }, + { + "left": "pull_request:4365", + "right": "pull_request:6346", + "accept": false, + "reason": "SDXL LoRA example support vs a follow-up state-dict conversion update; related script, but not the same concrete change." + }, + { + "left": "pull_request:4635", + "right": "pull_request:5602", + "accept": false, + "reason": "MultiControlNet docs vs table whitespace cleanup in pipeline overview; clearly different doc work." + }, + { + "left": "pull_request:5097", + "right": "pull_request:6163", + "accept": false, + "reason": "Fast CUDA float16 test tuning vs LoRA test fixes; both are tests, but on different features and failures." + }, + { + "left": "pull_request:5204", + "right": "pull_request:5754", + "accept": false, + "reason": "LoRA text-encoder scaling logic vs style-only formatting cleanup; not duplicate functionality." + }, + { + "left": "pull_request:5391", + "right": "pull_request:7134", + "accept": false, + "reason": "Broad model typehint/docs cleanup vs a specific UNet typehint fix; the overlap is stylistic, not the same change." } ] }, @@ -165539,50 +165761,50 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 200, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 201, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:4242", - "pull_request:4276", - "pull_request:4285", - "pull_request:4365", - "pull_request:4422", - "pull_request:4508", - "pull_request:4635", - "pull_request:5097", - "pull_request:5204", - "pull_request:5391", + "pull_request:10578", + "pull_request:11004", + "pull_request:11595", + "pull_request:11802", + "pull_request:11894", + "pull_request:12226", + "pull_request:12618", + "pull_request:13294", + "pull_request:13352", + "pull_request:1945", + "pull_request:2002", + "pull_request:2347", + "pull_request:2617", + "pull_request:2994", + "pull_request:3924", + "pull_request:5057", "pull_request:5420", "pull_request:5421", - "pull_request:5456", - "pull_request:5602", "pull_request:5626", "pull_request:5724", - "pull_request:5754", - "pull_request:5880", "pull_request:5974", "pull_request:5988", "pull_request:6081", "pull_request:6105", "pull_request:6140", - "pull_request:6163", "pull_request:6174", "pull_request:6209", "pull_request:6213", - "pull_request:6346", "pull_request:6757", "pull_request:6908", "pull_request:6909", "pull_request:6927", "pull_request:6998", - "pull_request:7134", + "pull_request:7230", "pull_request:7359", "pull_request:7780", "pull_request:7913", @@ -165593,20 +165815,12 @@ "pull_request:8937", "pull_request:9040", "pull_request:9041", + "pull_request:9213", "pull_request:9234", "pull_request:9707", "pull_request:9807" ], "soft_pairs": [ - "pull_request:4242|pull_request:5880", - "pull_request:4276|pull_request:4508", - "pull_request:4276|pull_request:5456", - "pull_request:4285|pull_request:4422", - "pull_request:4365|pull_request:6346", - "pull_request:4635|pull_request:5602", - "pull_request:5097|pull_request:6163", - "pull_request:5204|pull_request:5754", - "pull_request:5391|pull_request:7134", "pull_request:5420|pull_request:6213", "pull_request:5421|pull_request:5626", "pull_request:5724|pull_request:6174", @@ -165623,192 +165837,201 @@ "pull_request:8531|pull_request:9234", "pull_request:8825|pull_request:9807", "pull_request:8937|pull_request:9707", - "pull_request:9040|pull_request:9041" + "pull_request:9040|pull_request:9041", + "pull_request:5057|pull_request:7230", + "pull_request:10578|pull_request:9213", + "pull_request:11004|pull_request:11802", + "pull_request:11595|pull_request:12226", + "pull_request:11894|pull_request:12618", + "pull_request:13294|pull_request:13352", + "pull_request:1945|pull_request:2617", + "pull_request:2002|pull_request:2347", + "pull_request:2994|pull_request:3924" ], - "prepared_review_unit_hash": "c2e7cbcb6785d9f9a0cbb7fa3fb6f756e06f5ed09517fab1a348b0fd2bf18038", + "prepared_review_unit_hash": "2a201de16693128320314f9bd479dae13eb576b821133ab291f642adea58ed49", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 102591, - "estimated_input_tokens": 25648, - "estimated_eval_tokens": 51552 + "serialized_chars": 101104, + "estimated_input_tokens": 25276, + "estimated_eval_tokens": 50808 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated PRs connected only by broad filename/topic similarity (docs, tests, or shared subsystems). I found no true duplicate PR pair in the soft edges.", - "confidence": 0.88, + "summary": "This cluster is not a real duplicate group: it mixes unrelated PRs across LoRA, quantization, docs, CI, training scripts, and pipeline features. The soft edges are mostly superficial file/subsystem similarities rather than the same underlying bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 5880 is the broadest substantive code fix in the set, touching multiple VAE/pipeline paths and backed by extensive review, so it is the least arbitrary representative if one must be chosen.", + "canonical_pr_reason": "No single PR is a valid canonical duplicate target here; the items do not converge on one shared bug or feature.", "best_issue_reason": null, - "best_pr_reason": "PR 5880 is the strongest standalone PR here: it fixes a concrete latent-diffusion/VAE compatibility problem across many pipelines and includes dedicated tests.", + "best_pr_reason": "No PR is suitable as a global best representative because the cluster spans many distinct changes with only loose topical overlap.", "soft_edge_verdicts": [ - { - "left": "pull_request:4242", - "right": "pull_request:5880", - "accept": false, - "reason": "Both involve VAE-related code, but one is single-file loading support and the other is latent-diffusion VAE compatibility; different problems and change scopes." - }, - { - "left": "pull_request:4276", - "right": "pull_request:4508", - "accept": false, - "reason": "Tests for pipeline imports vs fixing use_onnx parameter handling; unrelated changes." - }, - { - "left": "pull_request:4276", - "right": "pull_request:5456", - "accept": false, - "reason": "Dependency/import tests and adding a new example project are unrelated." - }, - { - "left": "pull_request:4285", - "right": "pull_request:4422", - "accept": false, - "reason": "Both touch ONNX/OpenVINO docs, but 4422 is a follow-up wording/example update, not the same underlying change as adding the docs." - }, - { - "left": "pull_request:4365", - "right": "pull_request:6346", - "accept": false, - "reason": "One adds SDXL LoRA training support; the other is a follow-up state-dict conversion fix across training examples." - }, - { - "left": "pull_request:4635", - "right": "pull_request:5602", - "accept": false, - "reason": "Different doc/example areas; one is MultiControlNet docs, the other is table cleanup in Stable Diffusion overview pages." - }, - { - "left": "pull_request:5097", - "right": "pull_request:6163", - "accept": false, - "reason": "Float16 CUDA test fixes and LoRA/xformers test adjustments are distinct test-only changes." - }, - { - "left": "pull_request:5204", - "right": "pull_request:5754", - "accept": false, - "reason": "LoRA text-encoder scaling fix vs formatting cleanup in example scripts; not the same bug/change." - }, - { - "left": "pull_request:5391", - "right": "pull_request:7134", - "accept": false, - "reason": "General model docstring/type-hint cleanup vs a specific UNet type-hint/docs tweak; not a duplicate change." - }, { "left": "pull_request:5420", "right": "pull_request:6213", "accept": false, - "reason": "Basic training doc typo fix and text-to-video pipeline cleanup are unrelated." + "reason": "Different changes: a docs/example parameter fix vs a text-to-video pipeline cleanup." }, { "left": "pull_request:5421", "right": "pull_request:5626", "accept": false, - "reason": "A deprecated import change in a pipeline module is unrelated to a CPU offload test fix." + "reason": "Unrelated: an import deprecation cleanup in a pipeline vs a CPU offload test fix." }, { "left": "pull_request:5724", "right": "pull_request:6174", "accept": false, - "reason": "LoRA xformers test additions vs missing backslash in docs; different artifacts and problems." + "reason": "Different scopes: LoRA test decorator changes vs a docs formatting edit." }, { "left": "pull_request:5974", "right": "pull_request:6908", "accept": false, - "reason": "PixArtAlpha pipeline adaptation and ControlNet SDXL model-card standardization are unrelated." + "reason": "PixArt pipeline logic vs ControlNet SDXL model-card standardization; not the same bug or change." }, { "left": "pull_request:5974", "right": "pull_request:6909", "accept": false, - "reason": "PixArtAlpha pipeline changes vs Flax ControlNet model-card updates; no shared bug or change." + "reason": "PixArt pipeline logic vs a different ControlNet flax model-card refactor." }, { "left": "pull_request:5988", "right": "pull_request:6140", "accept": false, - "reason": "Kandinsky 3 docs and IP-Adapter API docs are separate documentation additions." + "reason": "Kandinsky 3 docs/pipeline work and IP-Adapter API docs are separate features." }, { "left": "pull_request:6081", "right": "pull_request:6213", "accept": false, - "reason": "SDXL scheduler-sigmas tweak vs text-to-video pipeline cleanup; different code paths and goals." + "reason": "SDXL scheduler sigma handling vs text-to-video pipeline cleanup; different code paths." }, { "left": "pull_request:6105", "right": "pull_request:7359", "accept": false, - "reason": "Community SDE Drag pipeline and ResAdapter training script are different community additions." + "reason": "Two separate community/research pipeline additions, not one shared fix." }, { "left": "pull_request:6140", "right": "pull_request:7780", "accept": false, - "reason": "Both edit IP-Adapter docs, but one adds API docs while the other updates masking/face-ID guidance; not the same change." + "reason": "Same docs file family, but one adds API docs and the other fixes masking wording; not one underlying change." }, { "left": "pull_request:6209", "right": "pull_request:6927", "accept": false, - "reason": "Text-to-image README test-script fixes are unrelated to the prompt-to-prompt import refactor." + "reason": "README test-script fix vs prompt2prompt import change; unrelated." }, { "left": "pull_request:6757", "right": "pull_request:7913", "accept": false, - "reason": "Both mention sigmas/timesteps, but they fix different pipelines and different concrete behavior." + "reason": "Both touch sigma/timestep handling, but in different pipelines and for different bugs/features." }, { "left": "pull_request:6998", "right": "pull_request:7780", "accept": false, - "reason": "Same docs file, but different sections: callout formatting vs masking/face-ID content. Not a duplicate." + "reason": "Both edit IP-Adapter docs, but they fix different text issues and do not form one change." }, { "left": "pull_request:8322", "right": "pull_request:8571", "accept": false, - "reason": "Both are broad docs errata, but they are different style/typo sweeps across different file sets." + "reason": "Broad errata/docs cleanup vs philosophy/style edits; not the same change set." }, { "left": "pull_request:8531", "right": "pull_request:9234", "accept": false, - "reason": "Device-map sharding behavior and safetensors compatibility are separate loading bugs." + "reason": "Both are loading-related, but one fixes sharding with no device_map and the other fixes safetensors compatibility regression." }, { "left": "pull_request:8825", "right": "pull_request:9807", "accept": false, - "reason": "K-diffusion ControlNet/IP-Adapter support and AutoencoderKL PEFT adapter support are unrelated features." + "reason": "k-diffusion ControlNet/IP-Adapter support vs AutoencoderKL LoRA adapter support; unrelated subsystems." }, { "left": "pull_request:8937", "right": "pull_request:9707", "accept": false, - "reason": "AuraFlow long-prompt handling vs AuraFlow transformer docstring refactoring are unrelated." + "reason": "Runtime long-prompt handling bug vs docstring refactoring; not duplicates." }, { "left": "pull_request:9040", "right": "pull_request:9041", "accept": false, - "reason": "Both concern HunyuanDiT, but one adds Differential Diffusion and the other adds an Img2Img variant; distinct features." + "reason": "Related HunyuanDiT area, but one adds differential diffusion and the other adds an img2img variant; different features." + }, + { + "left": "pull_request:5057", + "right": "pull_request:7230", + "accept": false, + "reason": "SDXL clip-skip support vs single-file Playground v2.5 loading support; different functionality." + }, + { + "left": "pull_request:10578", + "right": "pull_request:9213", + "accept": false, + "reason": "Narrow 4bit Flux LoRA loading fix vs broad bitsandbytes quantization support; related topic but not the same concrete change." + }, + { + "left": "pull_request:11004", + "right": "pull_request:11802", + "accept": false, + "reason": "LoRA prefix handling cleanup vs deprecation removal; unrelated maintenance changes." + }, + { + "left": "pull_request:11595", + "right": "pull_request:12226", + "accept": false, + "reason": "Flux LoRA loader fix vs a Qwen-Image ControlNet test addition; completely different targets." + }, + { + "left": "pull_request:11894", + "right": "pull_request:12618", + "accept": false, + "reason": "CI dependency pinning vs a workflow uninstall typo fix; different CI issues." + }, + { + "left": "pull_request:13294", + "right": "pull_request:13352", + "accept": false, + "reason": "WanVACE test flakiness cleanup vs Claude review workflow checkout; unrelated." + }, + { + "left": "pull_request:1945", + "right": "pull_request:2617", + "accept": false, + "reason": "UNet block tests vs introduction of VAE image processor; different code and purpose." + }, + { + "left": "pull_request:2002", + "right": "pull_request:2347", + "accept": false, + "reason": "LoRA example/training support vs scheduler noising schedule work; unrelated features." + }, + { + "left": "pull_request:2994", + "right": "pull_request:3924", + "accept": false, + "reason": "Runtime dtype-casting fix in ControlNet training vs a docs code-sample parameter rename." } ] }, @@ -165822,42 +166045,45 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 201, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 202, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10322", "pull_request:10358", + "pull_request:10370", "pull_request:10537", - "pull_request:10578", + "pull_request:10854", "pull_request:10983", - "pull_request:11004", "pull_request:11025", + "pull_request:11059", "pull_request:1128", + "pull_request:11524", + "pull_request:11535", "pull_request:11556", "pull_request:11582", - "pull_request:11595", - "pull_request:11802", + "pull_request:11715", "pull_request:11894", - "pull_request:12226", + "pull_request:12151", + "pull_request:12541", "pull_request:12611", - "pull_request:12618", - "pull_request:13294", - "pull_request:13352", + "pull_request:1283", "pull_request:1355", + "pull_request:1496", + "pull_request:164", "pull_request:1945", - "pull_request:2002", - "pull_request:2347", - "pull_request:2617", - "pull_request:2994", + "pull_request:1977", + "pull_request:2048", + "pull_request:2314", + "pull_request:2325", "pull_request:3900", - "pull_request:3924", + "pull_request:4132", "pull_request:4215", "pull_request:4508", "pull_request:4597", @@ -165865,31 +166091,20 @@ "pull_request:4859", "pull_request:5035", "pull_request:5053", - "pull_request:5057", "pull_request:5127", "pull_request:5164", + "pull_request:538", "pull_request:5388", "pull_request:5579", "pull_request:5991", "pull_request:6003", "pull_request:6369", "pull_request:6816", - "pull_request:7230", "pull_request:7662", "pull_request:8755", - "pull_request:9213", "pull_request:9968" ], "soft_pairs": [ - "pull_request:5057|pull_request:7230", - "pull_request:10578|pull_request:9213", - "pull_request:11004|pull_request:11802", - "pull_request:11595|pull_request:12226", - "pull_request:11894|pull_request:12618", - "pull_request:13294|pull_request:13352", - "pull_request:1945|pull_request:2617", - "pull_request:2002|pull_request:2347", - "pull_request:2994|pull_request:3924", "pull_request:4215|pull_request:4744", "pull_request:4508|pull_request:4859", "pull_request:5035|pull_request:5579", @@ -165904,174 +166119,196 @@ "pull_request:11582|pull_request:12611", "pull_request:10983|pull_request:11025", "pull_request:10322|pull_request:10537", - "pull_request:10358|pull_request:11556" + "pull_request:10358|pull_request:11556", + "pull_request:10370|pull_request:11059", + "pull_request:10854|pull_request:11894", + "pull_request:11524|pull_request:11535", + "pull_request:11556|pull_request:11715", + "pull_request:12151|pull_request:12541", + "pull_request:1283|pull_request:2325", + "pull_request:1496|pull_request:164", + "pull_request:1945|pull_request:2314", + "pull_request:1977|pull_request:538", + "pull_request:2048|pull_request:4132" ], - "prepared_review_unit_hash": "91ff5bfa70d330fde322038ca71957720a2401ada1f194aae89f1437de961552", + "prepared_review_unit_hash": "f2e6ec8d14739935cff9e1111b6591d1661d41835bb9147be9b6f5529a06634e", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 24, - "serialized_chars": 100231, - "estimated_input_tokens": 25058, - "estimated_eval_tokens": 50372 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 101796, + "estimated_input_tokens": 25449, + "estimated_eval_tokens": 51154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose bundle of unrelated PRs spanning docs, CI, LoRA, quantization, controlnet, and several different model families. The soft links are only superficial topic overlap, not the same underlying bug or change.", - "confidence": 0.99, + "summary": "This cluster is noisy: the items span unrelated docs, pipeline features, quantization, LoRA, Flax deprecation, and model additions. The soft links look like superficial title/subsystem similarity rather than the same underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "pull_request:5057", - "right": "pull_request:7230", + "left": "pull_request:4215", + "right": "pull_request:4744", "accept": false, - "reason": "Both involve SDXL-related code, but 5057 adds clip-skip support while 7230 fixes loading a Playground v2.5 single-file checkpoint. Different feature paths and bugs." + "reason": "Different doc updates in different areas (ControlNet guidance vs AudioLDM docstring); no shared codepath or concrete change." }, { - "left": "pull_request:10578", - "right": "pull_request:9213", + "left": "pull_request:4508", + "right": "pull_request:4859", "accept": false, - "reason": "Both relate to quantization/LoRA, but 10578 specifically makes LoRA loading work with 4-bit Flux models, while 9213 adds generic bitsandbytes quantization support. Not the same change." + "reason": "One fixes `from_pretrained` ONNX argument handling, the other adjusts an SDXL inpaint fast test; unrelated." }, { - "left": "pull_request:11004", - "right": "pull_request:11802", + "left": "pull_request:5035", + "right": "pull_request:5579", "accept": false, - "reason": "Both touch LoRA deprecations, but 11004 removes PEFT full-key-prefix handling while 11802 removes deprecated helper methods after a release. Different APIs and fixes." + "reason": "Both touch dependency/version logic, but one removes a hard transformers dependency and the other bumps the minimum version for PEFT; different problems." }, { - "left": "pull_request:11595", - "right": "pull_request:12226", + "left": "pull_request:5164", + "right": "pull_request:5579", "accept": false, - "reason": "11595 fixes LoRA weight expansion for Flux; 12226 adds a fast test for Qwen-Image ControlNet. No shared bug or mergeable code path." + "reason": "FreeU mechanism implementation is unrelated to the transformers minimum-version bump." }, { - "left": "pull_request:11894", - "right": "pull_request:12618", + "left": "pull_request:6369", + "right": "pull_request:7662", "accept": false, - "reason": "One pins k-diffusion for CI, the other fixes a uv uninstall typo in workflows. Both are dependency/CI related but unrelated concrete changes." + "reason": "LoRA API cleanup versus Flax CI workflow cleanup; no shared bug or change." }, { - "left": "pull_request:13294", - "right": "pull_request:13352", + "left": "pull_request:8755", + "right": "pull_request:9968", "accept": false, - "reason": "13294 stabilizes a flaky WanVACE LoRA test; 13352 adds a checkout step to the Claude review workflow. Different subsystems and purposes." + "reason": "SD3 DreamBooth LoRA training fix and ControlNet module refactor are different codepaths and fixes." }, { - "left": "pull_request:1945", - "right": "pull_request:2617", + "left": "pull_request:3900", + "right": "pull_request:6003", "accept": false, - "reason": "1945 adds UNet block tests, while 2617 introduces the VaeImageProcessor. They are not the same code-path problem." + "reason": "Both video-related, but one adds video2video and the other adds SVD inpaint; distinct features." }, { - "left": "pull_request:2002", - "right": "pull_request:2347", + "left": "pull_request:1128", + "right": "pull_request:1355", "accept": false, - "reason": "2002 adds LoRA fine-tuning support in an example; 2347 changes scheduler noising behavior. Different domains and implementations." + "reason": "Inpaint tensor-input support is unrelated to adding a Flax img2img pipeline." }, { - "left": "pull_request:2994", - "right": "pull_request:3924", + "left": "pull_request:4597", + "right": "pull_request:5127", "accept": false, - "reason": "2994 fixes dtype casting in ControlNet training, while 3924 updates tutorial code to a newer accelerator parameter name. Unrelated fixes." + "reason": "Both add multi-input support, but for different abstractions (MultiControlNet vs MultiAdapter) and different pipelines." }, { - "left": "pull_request:4215", - "right": "pull_request:4744", + "left": "pull_request:5053", + "right": "pull_request:5991", "accept": false, - "reason": "4215 is a docs path/text tweak, while 4744 updates an AudioLDM docstring. Same documentation area only at the broadest level." + "reason": "Validation-image CLI parsing fix is unrelated to LoRA serialization prefix handling." }, { - "left": "pull_request:4508", - "right": "pull_request:4859", + "left": "pull_request:5388", + "right": "pull_request:6816", "accept": false, - "reason": "4508 fixes `use_onnx` propagation in `from_pretrained`; 4859 adjusts an SDXL inpaint fast test input. Different code paths." + "reason": "Both mention PEFT/LoRA, but one broadly adapts example scripts while the other fixes one SDXL training script under DDP; not the same concrete change." }, { - "left": "pull_request:5035", - "right": "pull_request:5579", + "left": "pull_request:11582", + "right": "pull_request:12611", "accept": false, - "reason": "5035 removes a forced transformers import; 5579 bumps the minimum transformers version for PEFT integration. Related dependency theme, but not the same bug." + "reason": "Wan VACE feature addition and Wan modular-pipeline refactor are different changes, not mergeable as one fix." }, { - "left": "pull_request:5388", - "right": "pull_request:6816", + "left": "pull_request:10983", + "right": "pull_request:11025", "accept": false, - "reason": "Both involve Dreambooth LoRA scripts, but 5388 broadly adapts example scripts to PEFT while 6816 fixes DDP + PEFT behavior in SDXL by unwrapping the model. Not the same concrete issue." + "reason": "Both are Hunyuan-related, but one adds Hunyuan I2V support and the other adds Wan I2V LoRA support; different models and codepaths." }, { - "left": "pull_request:6369", - "right": "pull_request:7662", + "left": "pull_request:10322", + "right": "pull_request:10537", "accept": false, - "reason": "6369 removes deprecated LoRA processors in tests; 7662 removes redundant package installs from Flax PR tests. No shared implementation or bug." + "reason": "Sana 2K model support and Sana-4K support are separate model additions with different targets." }, { - "left": "pull_request:8755", - "right": "pull_request:9968", + "left": "pull_request:10358", + "right": "pull_request:11556", "accept": false, - "reason": "8755 fixes SD3 Dreambooth LoRA text-encoder training; 9968 refactors ControlNet modules. Completely different subsystems." + "reason": "Community-projects docs entry and regional compilation docs are unrelated documentation changes." }, { - "left": "pull_request:3900", - "right": "pull_request:6003", + "left": "pull_request:10370", + "right": "pull_request:11059", "accept": false, - "reason": "3900 adds video-to-video support/docs, while 6003 is a WIP Stable Video Diffusion inpaint PR. Both are video-related but not the same feature or code path." + "reason": "A style-only follow-up PR is unrelated to Wan LoRA conversion logic." }, { - "left": "pull_request:1128", - "right": "pull_request:1355", + "left": "pull_request:10854", + "right": "pull_request:11894", "accept": false, - "reason": "1128 adds tensor input support to the inpaint pipeline; 1355 adds a Flax Stable Diffusion img2img pipeline. Similar high-level area, but distinct backends and features." + "reason": "Hunyuan DiT test-module rename and k-diffusion pinning for CI are unrelated maintenance changes." }, { - "left": "pull_request:4597", - "right": "pull_request:5127", + "left": "pull_request:11524", + "right": "pull_request:11535", "accept": false, - "reason": "4597 adds MultiControlNet support for SDXL ControlNet, while 5127 adds multi-adapter support for the T2I-Adapter pipeline. Both are multi-component features, but not the same change." + "reason": "Conditional torchvision import in Cosmos and Framepack transformer init-order changes affect different models and bugs." }, { - "left": "pull_request:5053", - "right": "pull_request:5991", + "left": "pull_request:11556", + "right": "pull_request:11715", "accept": false, - "reason": "5053 changes an argument definition for validation images; 5991 fixes duplicate UNet prefixes in LoRA serialization. Unrelated." + "reason": "Docs for regional compilation are unrelated to adding bnb version guards in quantization tests." }, { - "left": "pull_request:11582", - "right": "pull_request:12611", + "left": "pull_request:12151", + "right": "pull_request:12541", "accept": false, - "reason": "Both are Wan-related, but 11582 adds Wan VACE support and 12611 introduces modular Wan blocks/guiders. Different model variants and code paths." + "reason": "Flax deprecation work is unrelated to Wan LoRA conversion support." }, { - "left": "pull_request:10983", - "right": "pull_request:11025", + "left": "pull_request:1283", + "right": "pull_request:2325", "accept": false, - "reason": "10983 adds Hunyuan I2V support; 11025 adds Wan LoRA support. Different model families and functionality." + "reason": "Versatile Diffusion model integration and ONNX VAE converter support are unrelated feature additions." }, { - "left": "pull_request:10322", - "right": "pull_request:10537", + "left": "pull_request:1496", + "right": "pull_request:164", "accept": false, - "reason": "10322 updates Sana conversion for a 2K model, while 10537 adds Sana-4K pipeline support. Same family, but different image sizes and implementation targets." + "reason": "Habana Gaudi docs and DDPM/PNDM scaled_linear schedule support are unrelated." }, { - "left": "pull_request:10358", - "right": "pull_request:11556", + "left": "pull_request:1945", + "right": "pull_request:2314", + "accept": false, + "reason": "UNet block tests and fast-test expectation tuning are different test changes, not the same bug." + }, + { + "left": "pull_request:1977", + "right": "pull_request:538", "accept": false, - "reason": "10358 adds a community projects docs entry; 11556 adds regional compilation docs. Both are docs-only and unrelated." + "reason": "DreamBooth/ColossalAI script updates and hub-version bump are unrelated." + }, + { + "left": "pull_request:2048", + "right": "pull_request:4132", + "accept": false, + "reason": "Both involve accelerate, but one changes checkpoint save/load hooks while the other makes accelerate optional in a CKPT conversion script; different codepaths and goals." } ] }, @@ -166085,38 +166322,30 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 202, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 203, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:10370", - "pull_request:10854", - "pull_request:11059", - "pull_request:11524", - "pull_request:11535", - "pull_request:11556", + "pull_request:10119", + "pull_request:10188", + "pull_request:10324", + "pull_request:10376", + "pull_request:10622", + "pull_request:10747", + "pull_request:10808", "pull_request:11684", - "pull_request:11715", "pull_request:11823", - "pull_request:11894", - "pull_request:12151", - "pull_request:12541", - "pull_request:1283", - "pull_request:1496", - "pull_request:164", - "pull_request:1945", - "pull_request:1977", - "pull_request:2048", + "pull_request:11869", + "pull_request:12439", "pull_request:2279", - "pull_request:2314", - "pull_request:2325", "pull_request:2398", + "pull_request:2421", "pull_request:2489", "pull_request:2561", "pull_request:3054", @@ -166124,36 +166353,34 @@ "pull_request:3386", "pull_request:3546", "pull_request:4090", - "pull_request:4132", + "pull_request:4690", "pull_request:4712", "pull_request:5057", - "pull_request:538", "pull_request:5736", "pull_request:5754", "pull_request:5807", "pull_request:5853", + "pull_request:6006", "pull_request:6213", "pull_request:6355", "pull_request:6787", + "pull_request:6929", + "pull_request:7086", "pull_request:7117", "pull_request:7156", "pull_request:7246", "pull_request:7541", + "pull_request:819", "pull_request:8229", + "pull_request:8797", + "pull_request:9257", + "pull_request:9311", + "pull_request:9507", "pull_request:9735", - "pull_request:9968" + "pull_request:9968", + "pull_request:9985" ], "soft_pairs": [ - "pull_request:10370|pull_request:11059", - "pull_request:10854|pull_request:11894", - "pull_request:11524|pull_request:11535", - "pull_request:11556|pull_request:11715", - "pull_request:12151|pull_request:12541", - "pull_request:1283|pull_request:2325", - "pull_request:1496|pull_request:164", - "pull_request:1945|pull_request:2314", - "pull_request:1977|pull_request:538", - "pull_request:2048|pull_request:4132", "pull_request:2279|pull_request:3054", "pull_request:2398|pull_request:4090", "pull_request:2489|pull_request:3334", @@ -166167,180 +166394,190 @@ "pull_request:7246|pull_request:8229", "pull_request:9735|pull_request:9968", "pull_request:11684|pull_request:11823", - "pull_request:2561|pull_request:3386" + "pull_request:2561|pull_request:3386", + "pull_request:9507|pull_request:9985", + "pull_request:10747|pull_request:9311", + "pull_request:10324|pull_request:8797", + "pull_request:11869|pull_request:12439", + "pull_request:2421|pull_request:819", + "pull_request:4690|pull_request:6006", + "pull_request:6929|pull_request:7086", + "pull_request:10119|pull_request:10622", + "pull_request:10188|pull_request:9257", + "pull_request:10376|pull_request:10808" ], - "prepared_review_unit_hash": "f4263566c453843bad1661d9f7bfab474b31b2255f3732e64c3ce7416c3f30df", + "prepared_review_unit_hash": "78adfff618358ee861568ae85c7c43c75cf6467cd6428a2984220a1b46d0cab7", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 99762, - "estimated_input_tokens": 24941, - "estimated_eval_tokens": 50138 + "serialized_chars": 100465, + "estimated_input_tokens": 25117, + "estimated_eval_tokens": 50490 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a grab bag of unrelated pull requests; the soft-similarity links are mostly superficial title or subsystem overlaps and do not reflect the same underlying bug or change.", - "confidence": 0.98, + "summary": "These are mostly unrelated docs, infra, scheduler, and feature PRs that only look superficially similar. No soft edge looks like the same underlying bug/change, so all candidate duplicate links should be rejected.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits: the items span unrelated docs, tests, workflow, model, and LoRA changes with no shared underlying fix.", + "canonical_pr_reason": "No single PR is a true canonical duplicate target for this cluster; the items span different subsystems and changes. If forced to pick one representative, PR 9985 is the broadest and most discussed feature PR in the set.", "best_issue_reason": null, - "best_pr_reason": "No PR is a good global representative because the cluster is heterogeneous and the pairwise links are only superficial.", + "best_pr_reason": "PR 9985 is the strongest cluster representative by scope, discussion, and impact, but it should be treated as a representative feature PR rather than a duplicate anchor.", "soft_edge_verdicts": [ { - "left": "pull_request:10370", - "right": "pull_request:11059", + "left": "pull_request:2279", + "right": "pull_request:3054", "accept": false, - "reason": "Different torchao style/version-gating tweak vs WAN LoRA conversion support; unrelated changes." + "reason": "Both are docs edits, but they address different documentation sections and changes; not the same underlying change." }, { - "left": "pull_request:10854", - "right": "pull_request:11894", + "left": "pull_request:2398", + "right": "pull_request:4090", "accept": false, - "reason": "A test module rename is unrelated to pinning k-diffusion for CI." + "reason": "Different docs topics and files; no shared bug or concrete change." }, { - "left": "pull_request:11524", - "right": "pull_request:11535", + "left": "pull_request:2489", + "right": "pull_request:3334", "accept": false, - "reason": "Conditional torchvision import in Cosmos is not the same change as Framepack initialization order." + "reason": "Unrelated docs additions; one adds Core ML docs, the other is a docstring cleanup." }, { - "left": "pull_request:11556", - "right": "pull_request:11715", + "left": "pull_request:3546", + "right": "pull_request:5057", "accept": false, - "reason": "Docs for regional compilation and bitsandbytes test annotations are unrelated." + "reason": "Different pipeline features: panorama scheduler support vs SDXL clip skip support." }, { - "left": "pull_request:12151", - "right": "pull_request:12541", + "left": "pull_request:4712", + "right": "pull_request:5853", "accept": false, - "reason": "Flax deprecation sweep is unrelated to WAN LoRA conversion logic." + "reason": "Both are test/CI infrastructure, but they solve different problems and touch different mechanisms." }, { - "left": "pull_request:1283", - "right": "pull_request:2325", + "left": "pull_request:5736", + "right": "pull_request:5754", "accept": false, - "reason": "Adding Versatile Diffusion is unrelated to adding a custom VAE ONNX converter." + "reason": "Both are style/compatibility cleanups, but they affect different examples and different issues." }, { - "left": "pull_request:1496", - "right": "pull_request:164", + "left": "pull_request:5807", + "right": "pull_request:6213", "accept": false, - "reason": "Habana Gaudi docs are unrelated to adding scaled_linear beta schedules." + "reason": "Different community pipelines and different fixes; not the same code-path problem." }, { - "left": "pull_request:1945", - "right": "pull_request:2314", + "left": "pull_request:6355", + "right": "pull_request:6787", "accept": false, - "reason": "UNet block tests and fast-test slice adjustments are different test maintenance changes." + "reason": "Unrelated example/doc tweak vs image value-range bug fix." }, { - "left": "pull_request:1977", - "right": "pull_request:538", + "left": "pull_request:7117", + "right": "pull_request:7541", "accept": false, - "reason": "DreamBooth/attention/scheduler code changes are unrelated to a hub version bump." + "reason": "Both touch nightly workflows, but one adds notifications and the other makes the workflow dispatchable." }, { - "left": "pull_request:2048", - "right": "pull_request:4132", + "left": "pull_request:7156", + "right": "pull_request:8229", "accept": false, - "reason": "Checkpoint hook work is unrelated to making accelerate optional in CLIP conversion." + "reason": "Different bug fixes in unrelated areas: stalebot label handling vs SVD resize behavior." }, { - "left": "pull_request:2279", - "right": "pull_request:3054", + "left": "pull_request:7246", + "right": "pull_request:8229", "accept": false, - "reason": "Both touch docs style, but these are separate formatting/documentation edits with no shared fix." + "reason": "A test-device fix is not the same as the SVD pipeline resize bug." }, { - "left": "pull_request:2398", - "right": "pull_request:4090", + "left": "pull_request:9735", + "right": "pull_request:9968", "accept": false, - "reason": "Pix2Pix Zero docs are unrelated to BentoML integration docs." + "reason": "Both involve ControlNet/SD3, but one updates an example while the other is a broad module refactor." }, { - "left": "pull_request:2489", - "right": "pull_request:3334", + "left": "pull_request:11684", + "right": "pull_request:11823", "accept": false, - "reason": "Core ML docs are unrelated to a docstring cleanup in pipeline_utils." + "reason": "Both are loader/conversion related, but they target different model families and distinct formats." }, { - "left": "pull_request:3546", - "right": "pull_request:5057", + "left": "pull_request:2561", + "right": "pull_request:3386", "accept": false, - "reason": "Panorama scheduler compatibility is unrelated to adding clip-skip support for SDXL and ControlNet pipelines." + "reason": "Community inpainting pipelines and ControlNet refactor are different changes with different scopes." }, { - "left": "pull_request:4712", - "right": "pull_request:5853", + "left": "pull_request:9507", + "right": "pull_request:9985", "accept": false, - "reason": "A tests-fetcher utility and doctests workflow/testing infrastructure are distinct additions." + "reason": "Both are Flux-related, but one is a specific ControlNet batch bug fix and the other is a broad Flux feature expansion." }, { - "left": "pull_request:5736", - "right": "pull_request:5754", + "left": "pull_request:10747", + "right": "pull_request:9311", "accept": false, - "reason": "Realfill torchvision compatibility and style-only dataset formatting are unrelated." + "reason": "Different ControlNet additions: union model support vs CFG cutoff callback behavior." }, { - "left": "pull_request:5807", - "right": "pull_request:6213", + "left": "pull_request:10324", + "right": "pull_request:8797", "accept": false, - "reason": "LPW SDXL prompt embedding support is unrelated to text-to-video pipeline cleanup." + "reason": "Unrelated kandinsky offload fix vs model sharding test adjustments." }, { - "left": "pull_request:6355", - "right": "pull_request:6787", + "left": "pull_request:11869", + "right": "pull_request:12439", "accept": false, - "reason": "Widget-format metadata cleanup is unrelated to Marigold input normalization bug fix." + "reason": "Both mention kernels, but one adds GGUF CUDA kernel support and the other adds attention backend support." }, { - "left": "pull_request:7117", - "right": "pull_request:7541", + "left": "pull_request:2421", + "right": "pull_request:819", "accept": false, - "reason": "Nightly test notification plumbing and making the workflow dispatchable are different CI changes." + "reason": "A deprecation-message cleanup and a DDIM timestep dtype fix are unrelated." }, { - "left": "pull_request:7156", - "right": "pull_request:8229", + "left": "pull_request:4690", + "right": "pull_request:6006", "accept": false, - "reason": "Stalebot label handling is unrelated to the Stable Video Diffusion resize fix." + "reason": "Related scheduler refactors, but not the same concrete change; one is a draft refactor and the other adds sigmas broadly." }, { - "left": "pull_request:7246", - "right": "pull_request:8229", + "left": "pull_request:6929", + "right": "pull_request:7086", "accept": false, - "reason": "VAE tiling device-test correction is unrelated to the SVD VideoProcessor resize change." + "reason": "Community pipeline docs/update work vs AnimateDiff pipeline bug fixes are unrelated." }, { - "left": "pull_request:9735", - "right": "pull_request:9968", + "left": "pull_request:10119", + "right": "pull_request:10622", "accept": false, - "reason": "SD3 ControlNet example updates are not the same as a broad ControlNet module refactor." + "reason": "Different docs changes with no shared bug or feature." }, { - "left": "pull_request:11684", - "right": "pull_request:11823", + "left": "pull_request:10188", + "right": "pull_request:9257", "accept": false, - "reason": "GGUF single-file checkpoint loading and Flux Kontext LoRA support are different features." + "reason": "Both mention Flux, but they fix different code paths and different scripts/loaders." }, { - "left": "pull_request:2561", - "right": "pull_request:3386", + "left": "pull_request:10376", + "right": "pull_request:10808", "accept": false, - "reason": "ControlNet inpainting community pipelines and ControlNet refactor/additions are related broadly but not the same concrete change." + "reason": "One adds HunyuanVideo LoRA conversion support; the other changes PEFT config key handling." } ] }, @@ -166354,26 +166591,20 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 203, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 204, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:10119", - "pull_request:10188", - "pull_request:10324", - "pull_request:10376", "pull_request:10378", "pull_request:1038", "pull_request:10473", "pull_request:10579", - "pull_request:10622", - "pull_request:10747", "pull_request:10808", "pull_request:10966", "pull_request:11039", @@ -166385,44 +166616,41 @@ "pull_request:1147", "pull_request:11504", "pull_request:11728", - "pull_request:11869", "pull_request:11894", "pull_request:1192", "pull_request:12040", "pull_request:12151", - "pull_request:12439", "pull_request:12491", "pull_request:12493", "pull_request:12541", "pull_request:12973", "pull_request:130", + "pull_request:13042", + "pull_request:13150", "pull_request:13255", + "pull_request:1338", + "pull_request:1494", + "pull_request:1525", + "pull_request:1706", + "pull_request:1945", + "pull_request:1956", "pull_request:2048", - "pull_request:2421", + "pull_request:2341", + "pull_request:2584", "pull_request:2593", - "pull_request:4690", - "pull_request:6006", - "pull_request:6929", - "pull_request:7086", - "pull_request:819", - "pull_request:8797", - "pull_request:9257", - "pull_request:9311", - "pull_request:9426", - "pull_request:9507", - "pull_request:9985" + "pull_request:2595", + "pull_request:26", + "pull_request:3334", + "pull_request:3471", + "pull_request:3586", + "pull_request:3614", + "pull_request:3675", + "pull_request:5299", + "pull_request:538", + "pull_request:788", + "pull_request:9426" ], "soft_pairs": [ - "pull_request:9507|pull_request:9985", - "pull_request:10747|pull_request:9311", - "pull_request:10324|pull_request:8797", - "pull_request:11869|pull_request:12439", - "pull_request:2421|pull_request:819", - "pull_request:4690|pull_request:6006", - "pull_request:6929|pull_request:7086", - "pull_request:10119|pull_request:10622", - "pull_request:10188|pull_request:9257", - "pull_request:10376|pull_request:10808", "pull_request:10378|pull_request:10473", "pull_request:1038|pull_request:2593", "pull_request:10579|pull_request:11261", @@ -166437,186 +166665,196 @@ "pull_request:1192|pull_request:2048", "pull_request:12151|pull_request:12973", "pull_request:12493|pull_request:12541", - "pull_request:12493|pull_request:13255" + "pull_request:12493|pull_request:13255", + "pull_request:13042|pull_request:13150", + "pull_request:1338|pull_request:788", + "pull_request:1494|pull_request:2341", + "pull_request:1525|pull_request:26", + "pull_request:1706|pull_request:538", + "pull_request:1945|pull_request:3614", + "pull_request:1956|pull_request:3334", + "pull_request:2584|pull_request:3586", + "pull_request:2595|pull_request:3675", + "pull_request:3471|pull_request:5299" ], - "prepared_review_unit_hash": "03d565ff7d53462b1671ce0e6aed1f7fa54dee3d9b09e45d6f70c6317c425989", + "prepared_review_unit_hash": "f7f4dcd2947b3385b1eec95103027a691293830d252da52ac552e0613063ad63", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 96845, - "estimated_input_tokens": 24212, - "estimated_eval_tokens": 48680 + "serialized_chars": 94387, + "estimated_input_tokens": 23597, + "estimated_eval_tokens": 47450 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of unrelated pull requests across docs, CI, training examples, schedulers, LoRA conversion, and model/pipeline features. The soft edges are mostly superficial file or subsystem overlap, not the same concrete bug or change, so none should be merged as duplicates.", + "summary": "This cluster is a heterogeneous grab-bag of unrelated PRs spanning docs, CI, model additions, loaders, schedulers, and tests. The soft edges are all false positives; none of the paired PRs appear to fix the same concrete bug or implement the same change.", "confidence": 0.98, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": null, - "best_pr_reason": null, + "canonical_issue_reason": "No issue artifact here; the cluster is PR-only.", + "canonical_pr_reason": "No single canonical PR: the items cover unrelated maintenance, docs, CI, model, loader, scheduler, and test changes across different code paths.", + "best_issue_reason": "No issue candidate is suitable as a representative because there are no issues in the cluster.", + "best_pr_reason": "No PR is a good global representative since the cluster is not one duplicate change set; it is a collection of unrelated PRs.", "soft_edge_verdicts": [ - { - "left": "pull_request:9507", - "right": "pull_request:9985", - "accept": false, - "reason": "Both touch Flux controlnet code, but one fixes control-mode batching in the controlnet path while the other adds Flux Fill/Canny/Depth/Redux support and docs; different changes and not mergeable as one PR." - }, - { - "left": "pull_request:10747", - "right": "pull_request:9311", - "accept": false, - "reason": "Different problems: MultiControlNetUnionModel support on SDXL versus SDXL ControlNet CFG cutoff callbacks. Same general area, not the same bug or feature." - }, - { - "left": "pull_request:10324", - "right": "pull_request:8797", - "accept": false, - "reason": "Kandinsky sequential CPU offload fix is unrelated to sharded checkpoint test adjustments." - }, - { - "left": "pull_request:11869", - "right": "pull_request:12439", - "accept": false, - "reason": "Both mention kernels, but one adds GGUF CUDA kernel support and the other adds attention-backend support through kernels. Separate codepaths and releases." - }, - { - "left": "pull_request:2421", - "right": "pull_request:819", - "accept": false, - "reason": "One changes deprecation messaging, the other fixes DDIM timestep dtype on Windows. No shared bug." - }, - { - "left": "pull_request:4690", - "right": "pull_request:6006", - "accept": false, - "reason": "Both concern schedulers, but one is a draft refactor of DPM-Solver multistep while the other adds sigmas across multiple schedulers. Related topic, distinct changes." - }, - { - "left": "pull_request:6929", - "right": "pull_request:7086", - "accept": false, - "reason": "Community pipeline docs changes versus AnimateDiff img2video/controlnet bug fixes; not the same artifact or issue." - }, - { - "left": "pull_request:10119", - "right": "pull_request:10622", - "accept": false, - "reason": "Both are documentation updates, but one is about load_lora_adapter usage and the other about uv installation. Different docs topics." - }, - { - "left": "pull_request:10188", - "right": "pull_request:9257", - "accept": false, - "reason": "Flux LoRA loading error/test fix versus Dreambooth Flux training bug fix. Same broad area, different concrete failure." - }, - { - "left": "pull_request:10376", - "right": "pull_request:10808", - "accept": false, - "reason": "HunyuanVideo LoRA format conversion and PEFT config key restriction are separate LoRA-loader changes with different goals and codepaths." - }, { "left": "pull_request:10378", "right": "pull_request:10473", "accept": false, - "reason": "Dreambooth SD3 distributed saving fix versus README-only advanced training docs edits. Not the same underlying change." + "reason": "Different training-example changes: DS/LoRA SD3 code vs advanced-training README edits." }, { "left": "pull_request:1038", "right": "pull_request:2593", "accept": false, - "reason": "Flax dtype fix and ControlNet conversion script are unrelated." + "reason": "Unrelated fixes: Flax dtype handling vs ControlNet checkpoint conversion tooling." }, { "left": "pull_request:10579", "right": "pull_request:11261", "accept": false, - "reason": "Community pipeline addition versus new VidTok autoencoder support; different features." + "reason": "Different features: a community pipeline addition vs VidTok autoencoder support." }, { "left": "pull_request:10808", "right": "pull_request:12040", "accept": false, - "reason": "PEFT config-key cleanup is unrelated to Wan LoRA support and conversion logic." + "reason": "Both touch LoRA code, but one is PEFT config adjustment and the other is Wan LightX2V LoRA support; not the same bug/change." }, { "left": "pull_request:10966", "right": "pull_request:11124", "accept": false, - "reason": "CogView4 input validation fix versus a test-only tokenizer path update. Related subsystem, but not the same bug fix." + "reason": "Same model family only; one fixes CogView4 input validation, the other changes a test tokenizer fixture." }, { "left": "pull_request:10966", "right": "pull_request:9426", "accept": false, - "reason": "CogView4 validation change and CI artifact uploader version bump are unrelated." + "reason": "CogView4 input validation is unrelated to CI artifact uploader updates." }, { "left": "pull_request:11039", "right": "pull_request:11273", "accept": false, - "reason": "Single-file loading torch_dtype handling versus notification bot timeout changes; completely separate." + "reason": "Single-file loader dtype logic is unrelated to a Slack notification bot timeout change." }, { "left": "pull_request:11290", "right": "pull_request:11728", "accept": false, - "reason": "Different Dockerfiles for different purposes: onnxruntime CPU dependency pins versus doc-builder quant libs." + "reason": "Both are Dockerfile dependency edits, but for different images and dependency sets." }, { "left": "pull_request:11366", "right": "pull_request:11504", "accept": false, - "reason": "Hidream transformer output fix and dependency-table/workflow update do not share a concrete bug or change." + "reason": "HiDream transformer output shape change is unrelated to dependency/version table updates." }, { "left": "pull_request:1147", "right": "pull_request:130", "accept": false, - "reason": "Flax text-encoder loading from subfolder versus adding accelerate-config guidance to examples README. Different docs/examples changes." + "reason": "Separate Flax example docs/code loading fix vs an early examples README setup note." }, { "left": "pull_request:11894", "right": "pull_request:12491", "accept": false, - "reason": "Pinning k-diffusion for CI is unrelated to adding a docs-link check workflow." + "reason": "CI pinning of k-diffusion is unrelated to documentation link checking." }, { "left": "pull_request:1192", "right": "pull_request:2048", "accept": false, - "reason": "Pipeline loading edge-case fixes versus accelerate checkpoint save/load hooks. Both loading-related, but distinct codepaths and problems." + "reason": "Loading edge cases work vs accelerate checkpoint hooks are different broad loading/checkpoint topics and not the same code-path fix." }, { "left": "pull_request:12151", "right": "pull_request:12973", "accept": false, - "reason": "Deprecating Flax support and adding GLM-Image model/pipeline support are unrelated changes." + "reason": "Flax deprecation sweep is unrelated to adding GLM-Image support." }, { "left": "pull_request:12493", "right": "pull_request:12541", "accept": false, - "reason": "LTX-Video 0.9.8 pipeline/docs/conversion work is unrelated to Wan LoRA conversion support." + "reason": "LTX-Video documentation/model support is unrelated to Wan LoRA conversion logic." }, { "left": "pull_request:12493", "right": "pull_request:13255", "accept": false, - "reason": "LTX-Video changes and Z-Image LoRA loading fix are unrelated." + "reason": "LTX-Video pipeline/docs changes are unrelated to LoRA alpha-scale loading fixes." + }, + { + "left": "pull_request:13042", + "right": "pull_request:13150", + "accept": false, + "reason": "QwenImage prompt-isolation fixes are unrelated to test-only recompile_limit plumbing." + }, + { + "left": "pull_request:1338", + "right": "pull_request:788", + "accept": false, + "reason": "ONNX inpaint cast-order fix is unrelated to a PIL resampling warning fix in textual inversion and img2img." + }, + { + "left": "pull_request:1494", + "right": "pull_request:2341", + "accept": false, + "reason": "Safetensors save support is unrelated to EMAModel checkpoint saving test changes." + }, + { + "left": "pull_request:1525", + "right": "pull_request:26", + "accept": false, + "reason": "Upscaling batch-size fix is unrelated to DDPM alphas_cumprod math correction." + }, + { + "left": "pull_request:1706", + "right": "pull_request:538", + "accept": false, + "reason": "Main docs refresh is unrelated to hub version bump." + }, + { + "left": "pull_request:1945", + "right": "pull_request:3614", + "accept": false, + "reason": "2D UNet block tests are unrelated to a community StableDiffusionTilingPipeline plus test tweak." + }, + { + "left": "pull_request:1956", + "right": "pull_request:3334", + "accept": false, + "reason": "Typo fix in a community script is unrelated to a pipeline docstring fix." + }, + { + "left": "pull_request:2584", + "right": "pull_request:3586", + "accept": false, + "reason": "Different community pipelines: ControlNet img2img vs StableDiffusionTilingPipeline." + }, + { + "left": "pull_request:2595", + "right": "pull_request:3675", + "accept": false, + "reason": "Scheduler config-switching logic is unrelated to a V100-specific test fix." + }, + { + "left": "pull_request:3471", + "right": "pull_request:5299", + "accept": false, + "reason": "Dreambooth torch.compile docs note is unrelated to model typehint/doc cleanup." } ] }, @@ -166630,81 +166868,71 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 204, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 205, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:13042", - "pull_request:13150", - "pull_request:1338", - "pull_request:1494", - "pull_request:1525", - "pull_request:1706", - "pull_request:1945", - "pull_request:1956", - "pull_request:2341", - "pull_request:2584", - "pull_request:2595", - "pull_request:26", - "pull_request:3334", - "pull_request:3471", + "pull_request:12933", + "pull_request:12934", "pull_request:3476", - "pull_request:3586", "pull_request:3589", - "pull_request:3614", - "pull_request:3675", "pull_request:3716", "pull_request:4034", "pull_request:4044", "pull_request:4177", - "pull_request:4188", "pull_request:4214", "pull_request:4595", + "pull_request:4944", "pull_request:5030", "pull_request:5157", - "pull_request:5299", - "pull_request:538", + "pull_request:5388", "pull_request:5424", + "pull_request:5653", "pull_request:5665", "pull_request:5702", - "pull_request:5741", "pull_request:5747", "pull_request:5754", "pull_request:5788", + "pull_request:5823", "pull_request:6081", "pull_request:6195", "pull_request:6231", "pull_request:6332", + "pull_request:6432", "pull_request:6448", "pull_request:6450", "pull_request:6511", "pull_request:6772", - "pull_request:788", - "pull_request:8404" + "pull_request:6884", + "pull_request:689", + "pull_request:7016", + "pull_request:7115", + "pull_request:7200", + "pull_request:7458", + "pull_request:7638", + "pull_request:7652", + "pull_request:819", + "pull_request:8303", + "pull_request:8404", + "pull_request:8512", + "pull_request:8566", + "pull_request:8722", + "pull_request:9400", + "pull_request:9896", + "pull_request:9987" ], "soft_pairs": [ - "pull_request:13042|pull_request:13150", - "pull_request:1338|pull_request:788", - "pull_request:1494|pull_request:2341", - "pull_request:1525|pull_request:26", - "pull_request:1706|pull_request:538", - "pull_request:1945|pull_request:3614", - "pull_request:1956|pull_request:3334", - "pull_request:2584|pull_request:3586", - "pull_request:2595|pull_request:3675", - "pull_request:3471|pull_request:5299", "pull_request:3476|pull_request:3716", "pull_request:3589|pull_request:5747", "pull_request:4034|pull_request:6450", "pull_request:4044|pull_request:5702", "pull_request:4177|pull_request:6511", - "pull_request:4188|pull_request:5741", "pull_request:4214|pull_request:5754", "pull_request:4595|pull_request:6195", "pull_request:5030|pull_request:5424", @@ -166713,208 +166941,233 @@ "pull_request:5665|pull_request:6772", "pull_request:5788|pull_request:6231", "pull_request:6081|pull_request:6332", - "pull_request:6332|pull_request:8404" + "pull_request:6332|pull_request:8404", + "pull_request:6432|pull_request:7638", + "pull_request:6432|pull_request:8303", + "pull_request:6511|pull_request:7652", + "pull_request:689|pull_request:819", + "pull_request:7115|pull_request:8512", + "pull_request:7200|pull_request:8722", + "pull_request:7458|pull_request:7638", + "pull_request:8566|pull_request:9987", + "pull_request:9400|pull_request:9896", + "pull_request:4944|pull_request:5653", + "pull_request:6884|pull_request:7016", + "pull_request:12933|pull_request:12934", + "pull_request:5388|pull_request:5823" ], - "prepared_review_unit_hash": "aa38f4d9d1455cf99483ac72a747b8ae1e17cd7b60687ee1da53e5899fa96d79", + "prepared_review_unit_hash": "6b0f7307c75e7b46981887f9229e975b9bb860815939b5fead66fee77d318fe8", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 25, - "serialized_chars": 92424, - "estimated_input_tokens": 23106, - "estimated_eval_tokens": 46468 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 102037, + "estimated_input_tokens": 25510, + "estimated_eval_tokens": 51276 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is an accidental similarity group of mostly unrelated merged PRs spanning docs, tests, schedulers, pipelines, and training scripts. There is no single underlying bug or change shared across the items, so no canonical duplicate should be selected.", - "confidence": 0.98, + "summary": "This cluster is not a true duplicate set; it mixes unrelated PRs across LoRA, schedulers, ControlNet, IP-Adapter, docs, tests, and various small fixes. The soft edges are mostly title/scope coincidences or shared subsystem files, not the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "pull_request:13042", - "right": "pull_request:13150", - "accept": false, - "reason": "Different fixes in different areas: QwenImage prompt-mask isolation versus test helper recompile_limit plumbing. Not the same bug or mergeable into one PR." - }, - { - "left": "pull_request:1338", - "right": "pull_request:788", - "accept": false, - "reason": "Both are inpainting-related, but one fixes ONNX cast order and the other fixes PIL resampling warnings in img2img/inpaint code. Different code paths and problems." - }, - { - "left": "pull_request:1494", - "right": "pull_request:2341", - "accept": false, - "reason": "One adds safetensors saving support; the other changes DreamBooth checkpointing/EMA test behavior. Not the same underlying change." - }, - { - "left": "pull_request:1525", - "right": "pull_request:26", - "accept": false, - "reason": "Upscaling batch-size handling versus DDPM alpha cumulative product fix. Completely different components and failure modes." - }, - { - "left": "pull_request:1706", - "right": "pull_request:538", - "accept": false, - "reason": "Docs overhaul versus dependency version bump. No shared bug or code-path change." - }, - { - "left": "pull_request:1945", - "right": "pull_request:3614", - "accept": false, - "reason": "New UNet block tests versus a test tweak around determinism. Not the same issue." - }, - { - "left": "pull_request:1956", - "right": "pull_request:3334", - "accept": false, - "reason": "A typo fix in a community example versus a generic docstring cleanup. Different scopes and artifacts." - }, - { - "left": "pull_request:2584", - "right": "pull_request:3586", - "accept": false, - "reason": "Community ControlNet img2img pipeline addition versus a separate community tiling pipeline example. Distinct features, not duplicates." - }, - { - "left": "pull_request:2595", - "right": "pull_request:3675", - "accept": false, - "reason": "Scheduler switching/config normalization versus a one-off V100 test fix. No common bug." - }, - { - "left": "pull_request:3471", - "right": "pull_request:5299", - "accept": false, - "reason": "DreamBooth docs note versus model typehint/doc improvements. Different file areas and objectives." - }, { "left": "pull_request:3476", "right": "pull_request:3716", "accept": false, - "reason": "DPMSolver singlestep scheduler option addition versus ParaDiGMS pipeline/scheduler introduction. Not the same concrete change." + "reason": "Different changes: DPMSolver scheduler option vs a new ParaDiGMS pipeline; only both are scheduler/pipeline work." }, { "left": "pull_request:3589", "right": "pull_request:5747", "accept": false, - "reason": "README/reference-control docs versus dataset `data_dir` plumbing in training scripts. Separate concerns." + "reason": "Unrelated: community README/reference tricks vs a dataset `data_dir` argument fix in training scripts." }, { "left": "pull_request:4034", "right": "pull_request:6450", "accept": false, - "reason": "LoRA unload utility implementation versus LoRA deprecation test refactors. Related domain, but not the same bug or change." + "reason": "Both LoRA-related, but one adds unload utility while the other changes LoRA test assertions/deprecation coverage; not the same bug." }, { "left": "pull_request:4044", "right": "pull_request:5702", "accept": false, - "reason": "AudioLDM docstring typo fix versus AnimateDiff prompt handling bug fix. Different pipelines and code paths." + "reason": "Different pipelines and different fixes: AudioLDM docstring typo vs AnimateDiff prompt default/embedding handling." }, { "left": "pull_request:4177", "right": "pull_request:6511", "accept": false, - "reason": "Make safetensors required dependency versus torch.compile-compatible checkpointing. Unrelated changes." - }, - { - "left": "pull_request:4188", - "right": "pull_request:5741", - "accept": false, - "reason": "SDXL ControlNet dataset fingerprint/cache fix versus LoRA unload speedup. Different problems and files." + "reason": "Dependency pinning vs training checkpointing under torch.compile; no shared code path beyond general infra." }, { "left": "pull_request:4214", "right": "pull_request:5754", "accept": false, - "reason": "Custom Diffusion bf16/runtime fix versus formatting-only style cleanup. Not the same underlying bug." + "reason": "Different scope: bf16 error fix in custom diffusion vs formatting-only dataset loading cleanup." }, { "left": "pull_request:4595", "right": "pull_request:6195", "accept": false, - "reason": "An abandoned WIP pipeline conversion versus AnimateDiff SDXL work. No shared implemented change." + "reason": "WIP unrelated to the other SDXL/AnimateDiff model changes; no common concrete fix." }, { "left": "pull_request:5030", "right": "pull_request:5424", "accept": false, - "reason": "Model offload missing-key bug fix versus slow-test pipeline fetcher filtering. Distinct utilities and failure modes." + "reason": "Both touch offload/test utilities, but one fixes a missing key during model offload and the other changes pipeline test matrix filtering." }, { "left": "pull_request:5157", "right": "pull_request:6448", "accept": false, - "reason": "ControlNet/Kohya LoRA name conversion fix versus LoRA test assertions update. One is production code, the other test maintenance." + "reason": "Different LoRA bugs: kohya/controlnet conversion mapping vs LoRA test refactor/assertion cleanup." }, { "left": "pull_request:5157", "right": "pull_request:6772", "accept": false, - "reason": "ControlNet/Kohya LoRA conversion fix versus large ControlNet-XS feature implementation. Different code paths and scope." + "reason": "Converter bug fix vs large ControlNet-XS implementation; only superficial overlap in model code." }, { "left": "pull_request:5665", "right": "pull_request:6772", "accept": false, - "reason": "ControlNet img2img preprocess sizing fix versus ControlNet-XS implementation. Not the same bug or change." + "reason": "ControlNet img2img preprocess arguments vs a new ControlNet-XS feature implementation; not mergeable as one fix." }, { "left": "pull_request:5788", "right": "pull_request:6231", "accept": false, - "reason": "LCM scheduler error-message guard versus SDXL LoRA fp16 training fix. Separate issues in different modules." + "reason": "Both about training stability, but one improves an LCM scheduler error message and the other upcasts fp16 LoRA params in SDXL training." }, { "left": "pull_request:6081", "right": "pull_request:6332", "accept": false, - "reason": "Unmerged Euler-sigmas pipeline edit versus Rerender-A-Video community pipeline. Different pipelines and objectives." + "reason": "Different targets: SDXL scheduler sigma handling vs a community pipeline for rerender-a-video." }, { "left": "pull_request:6332", "right": "pull_request:8404", "accept": false, - "reason": "Community video-to-video pipeline addition versus Latte video-generation model/pipeline. Both are video-related, but different implementations and problems." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 1, - "component_count": 265, - "review_unit_index": 205, - "review_unit_count": 272, - "status": "reviewed", + "reason": "Both community/video-oriented, but one is Rerender-A-Video and the other is Latte video-generation support; distinct pipelines." + }, + { + "left": "pull_request:6432", + "right": "pull_request:7638", + "accept": false, + "reason": "Different content: README learning-rate tweak vs fixing a broken contributing docs link." + }, + { + "left": "pull_request:6432", + "right": "pull_request:8303", + "accept": false, + "reason": "One is a training README value change; the other is a philosophy wording typo." + }, + { + "left": "pull_request:6511", + "right": "pull_request:7652", + "accept": false, + "reason": "Checkpointing with torch.compile vs Docker buildx workflow setup; unrelated maintenance areas." + }, + { + "left": "pull_request:689", + "right": "pull_request:819", + "accept": false, + "reason": "Both schedulers, but one changes attention implementation for speed and the other fixes DDIM timestep dtype on Windows." + }, + { + "left": "pull_request:7115", + "right": "pull_request:8512", + "accept": false, + "reason": "Dockerfile dependency install change vs removing deprecated mask helper from inpaint pipelines; unrelated." + }, + { + "left": "pull_request:7200", + "right": "pull_request:8722", + "accept": false, + "reason": "Transformers2D validation/error behavior vs a broad embeddings refactor; not the same bug or change." + }, + { + "left": "pull_request:7458", + "right": "pull_request:7638", + "accept": false, + "reason": "Python-version test skipping vs CONTRIBUTING link fix; no shared underlying issue." + }, + { + "left": "pull_request:8566", + "right": "pull_request:9987", + "accept": false, + "reason": "Shared SD3-related files, but 8566 adds SD3 ControlNet/Multi-ControlNet while 9987 adds SD3.5 IP-Adapter integration; different features and code paths." + }, + { + "left": "pull_request:9400", + "right": "pull_request:9896", + "accept": false, + "reason": "Both tweak testing/pipeline execution behavior, but one is device-agnostic single-file tests and the other reverts Flux device/typecasting changes." + }, + { + "left": "pull_request:4944", + "right": "pull_request:5653", + "accept": false, + "reason": "IP-Adapter support vs a PEFT-aware `maybe_raise_or_warn` helper; related area, but different concrete problems." + }, + { + "left": "pull_request:6884", + "right": "pull_request:7016", + "accept": false, + "reason": "Both in IP-Adapter, but 6884 validates scale length while 7016 refactors image-embed preparation and skips loading the image encoder; separate changes." + }, + { + "left": "pull_request:12933", + "right": "pull_request:12934", + "accept": false, + "reason": "Same LTX2 subsystem, but one adds LoRA support and the other adds distilled checkpoint/two-stage generation support; not the same PR-worthy fix." + }, + { + "left": "pull_request:5388", + "right": "pull_request:5823", + "accept": false, + "reason": "Both involve PEFT/LoRA examples, but one migrates training scripts to PEFT and the other adds `adapter_names` to `fuse_lora`; different functionality." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 206, + "review_unit_count": 273, + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10126", "pull_request:10127", @@ -166928,56 +167181,44 @@ "pull_request:11292", "pull_request:1136", "pull_request:11613", + "pull_request:11823", + "pull_request:11877", + "pull_request:11892", + "pull_request:12275", + "pull_request:1229", "pull_request:12315", "pull_request:12530", - "pull_request:12933", - "pull_request:12934", + "pull_request:12782", + "pull_request:1309", + "pull_request:13120", + "pull_request:13330", + "pull_request:13332", + "pull_request:13364", + "pull_request:1508", + "pull_request:1564", + "pull_request:1706", + "pull_request:1910", + "pull_request:1945", "pull_request:2002", - "pull_request:4944", - "pull_request:5388", - "pull_request:5653", + "pull_request:2062", + "pull_request:2122", + "pull_request:2274", + "pull_request:2793", + "pull_request:2795", + "pull_request:3410", + "pull_request:3850", "pull_request:5713", - "pull_request:5823", - "pull_request:6432", "pull_request:6490", - "pull_request:6511", - "pull_request:6884", "pull_request:689", "pull_request:7016", - "pull_request:7115", - "pull_request:7200", "pull_request:7359", - "pull_request:7458", - "pull_request:7638", - "pull_request:7652", - "pull_request:819", - "pull_request:8303", - "pull_request:8512", - "pull_request:8566", - "pull_request:8722", "pull_request:8932", "pull_request:8973", "pull_request:9244", - "pull_request:9400", "pull_request:9687", - "pull_request:9827", - "pull_request:9896", - "pull_request:9987" + "pull_request:9827" ], "soft_pairs": [ - "pull_request:6432|pull_request:7638", - "pull_request:6432|pull_request:8303", - "pull_request:6511|pull_request:7652", - "pull_request:689|pull_request:819", - "pull_request:7115|pull_request:8512", - "pull_request:7200|pull_request:8722", - "pull_request:7458|pull_request:7638", - "pull_request:8566|pull_request:9987", - "pull_request:9400|pull_request:9896", - "pull_request:4944|pull_request:5653", - "pull_request:6884|pull_request:7016", - "pull_request:12933|pull_request:12934", - "pull_request:5388|pull_request:5823", "pull_request:6490|pull_request:7359", "pull_request:5713|pull_request:7016", "pull_request:10126|pull_request:9827", @@ -166990,192 +167231,212 @@ "pull_request:10719|pull_request:9687", "pull_request:11292|pull_request:12315", "pull_request:1136|pull_request:2002", - "pull_request:11613|pull_request:12530" + "pull_request:11613|pull_request:12530", + "pull_request:11823|pull_request:12275", + "pull_request:11877|pull_request:11892", + "pull_request:1229|pull_request:1309", + "pull_request:12782|pull_request:13364", + "pull_request:1309|pull_request:1945", + "pull_request:13120|pull_request:13332", + "pull_request:13330|pull_request:13332", + "pull_request:1508|pull_request:2122", + "pull_request:1508|pull_request:2793", + "pull_request:1564|pull_request:1910", + "pull_request:1706|pull_request:2795", + "pull_request:2062|pull_request:3410", + "pull_request:2274|pull_request:3850", + "pull_request:2274|pull_request:689" ], - "prepared_review_unit_hash": "87d2b30aa2efd6bfe61d1c42c61b15291107dbda67aff894476734cbdd36bb6c", + "prepared_review_unit_hash": "fc54e041a2873f02dafd14b4eeacac96757e3b806bc930fc8bd13d3e42439a6a", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 105369, - "estimated_input_tokens": 26343, - "estimated_eval_tokens": 52942 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 103770, + "estimated_input_tokens": 25943, + "estimated_eval_tokens": 52142 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose soft-similarity grouping of many unrelated pull requests across docs, tests, CI, LoRA/IP-Adapter, Flux, SD3, and LTX2. None of the candidate pairs look like the same underlying bug or change, so all soft edges should be rejected.", + "summary": "This cluster is not a true duplicate set: the PRs span unrelated docs, tests, CI, and feature fixes across many subsystems. The soft edges are mostly superficial topic overlap (for example LoRA, Flux, or IP-Adapter) rather than the same underlying change or bug.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits this cluster: the items span unrelated fixes/features with only superficial subsystem or keyword overlap.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No best PR for deduplication purposes; the cluster is too heterogeneous, so any PR would be a misleading representative.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "pull_request:6432", - "right": "pull_request:7638", + "left": "pull_request:6490", + "right": "pull_request:7359", "accept": false, - "reason": "Different docs-only edits: one changes an SDXL training README LR example, the other fixes a contributing link." + "reason": "Different community projects and issues; they only share the broad \u201cresearch project\u201d category, not the same feature or bug." }, { - "left": "pull_request:6432", - "right": "pull_request:8303", + "left": "pull_request:5713", + "right": "pull_request:7016", "accept": false, - "reason": "Unrelated documentation changes in different files and topics; no shared underlying issue." + "reason": "Both are IP-Adapter related, but 5713 adds the feature while 7016 refactors embedding preparation and loading behavior; not the same concrete change." }, { - "left": "pull_request:6511", - "right": "pull_request:7652", + "left": "pull_request:10126", + "right": "pull_request:9827", "accept": false, - "reason": "Different problems: torch.compile checkpointing compatibility vs docker buildx workflow setup." + "reason": "One deprecates `save_attn_procs()`, the other fixes LoRA device-map loading; same LoRA area but different code paths and problems." }, { - "left": "pull_request:689", - "right": "pull_request:819", + "left": "pull_request:10127", + "right": "pull_request:8932", "accept": false, - "reason": "Completely different code paths: attention test speed vs DDIM timestep dtype on Windows." + "reason": "An xfail tweak for SD config tests is unrelated to adding temporal transformer test coverage." }, { - "left": "pull_request:7115", - "right": "pull_request:8512", + "left": "pull_request:10127", + "right": "pull_request:8973", "accept": false, - "reason": "Unrelated refactors: Dockerfile dependency change vs removal of a deprecated inpaint helper." + "reason": "Both are test-only changes, but for different models and failure modes; not mergeable as one fix." }, { - "left": "pull_request:7200", - "right": "pull_request:8722", + "left": "pull_request:10230", + "right": "pull_request:10719", "accept": false, - "reason": "Both touch model internals, but one is an input validation fix and the other is a broad embeddings refactor." + "reason": "Docs for LoRA loader mixins versus adding `provider_options` to ONNX model loading; unrelated changes." }, { - "left": "pull_request:7458", - "right": "pull_request:7638", + "left": "pull_request:10342", + "right": "pull_request:10966", "accept": false, - "reason": "Different test-skipping logic vs a CONTRIBUTING.md link fix; no common bug or change." + "reason": "`get_parameter_dtype` behavior update is unrelated to CogView4 input validation." }, { - "left": "pull_request:8566", - "right": "pull_request:9987", + "left": "pull_request:10506", + "right": "pull_request:11124", "accept": false, - "reason": "Both involve SD3, but one adds ControlNet support while the other integrates SD3.5 IP-Adapter; distinct features." + "reason": "A TorchAO CPU offload test and a CogView4 tokenizer/test fix are different test issues." }, { - "left": "pull_request:9400", - "right": "pull_request:9896", + "left": "pull_request:10539", + "right": "pull_request:9244", "accept": false, - "reason": "One makes single-file tests device-agnostic; the other reverts Flux device/typecasting changes. Not the same fix." + "reason": "Both touch Flux, but one changes CFG logic in the main pipeline while the other adds single-file support; distinct code paths." }, { - "left": "pull_request:4944", - "right": "pull_request:5653", + "left": "pull_request:10719", + "right": "pull_request:9687", "accept": false, - "reason": "IP-Adapter feature work vs a PEFT-related model unwrapping helper; different concrete code-paths." + "reason": "ONNX `provider_options` loading support is unrelated to Xlabs ControlNet support." }, { - "left": "pull_request:6884", - "right": "pull_request:7016", + "left": "pull_request:11292", + "right": "pull_request:12315", "accept": false, - "reason": "Same subsystem, but one fixes `set_ip_adapter_scale` length handling and the other refactors image-embed preparation/loading behavior." + "reason": "LoRA conversion support and LoRA test simplification are not the same underlying change." }, { - "left": "pull_request:12933", - "right": "pull_request:12934", + "left": "pull_request:1136", + "right": "pull_request:2002", "accept": false, - "reason": "Both are LTX2-related, but one adds LoRA support and the other adds distilled checkpoint support; separate changes." + "reason": "A README link fix is unrelated to adding LoRA training support and API changes." }, { - "left": "pull_request:5388", - "right": "pull_request:5823", + "left": "pull_request:11613", + "right": "pull_request:12530", "accept": false, - "reason": "Example-script PEFT migration vs adding `adapter_names` to `fuse_lora`; not the same bug or change." + "reason": "A large CI/test revert is unrelated to xfails for a specific Stable Cascade test." }, { - "left": "pull_request:6490", - "right": "pull_request:7359", + "left": "pull_request:11823", + "right": "pull_request:12275", "accept": false, - "reason": "Different community features entirely: RAVE video editing vs ResAdapter training script." + "reason": "Flux Kontext LoRA support and TorchAO quantization config support are different features." }, { - "left": "pull_request:5713", - "right": "pull_request:7016", + "left": "pull_request:11877", + "right": "pull_request:11892", "accept": false, - "reason": "Both IP-Adapter-related, but the first is the original feature integration and the second is a later refactor around embeds/image encoder loading." + "reason": "Deprecating a pipeline and removing `k-diffusion` are separate chores with no shared bug fix." }, { - "left": "pull_request:10126", - "right": "pull_request:9827", + "left": "pull_request:1229", + "right": "pull_request:1309", "accept": false, - "reason": "LoRA deprecation/warning behavior vs device-map offloading fix; unrelated behavior." + "reason": "DreamBooth docs and PIL handling changes are unrelated." }, { - "left": "pull_request:10127", - "right": "pull_request:8932", + "left": "pull_request:12782", + "right": "pull_request:13364", "accept": false, - "reason": "One xfails an incompatible single-file SD test; the other adds a transformer test suite. No shared underlying defect." + "reason": "HunyuanVideo offloading test adjustments and MotionConv2d dtype casting fix different failures." }, { - "left": "pull_request:10127", - "right": "pull_request:8973", + "left": "pull_request:1309", + "right": "pull_request:1945", "accept": false, - "reason": "One is an xfail for SD configs; the other reduces a Lumina test model size. Different test maintenance tasks." + "reason": "PIL handling/doc changes and UNet block tests are unrelated." }, { - "left": "pull_request:10230", - "right": "pull_request:10719", + "left": "pull_request:13120", + "right": "pull_request:13332", "accept": false, - "reason": "Docs-only LoRA loader mixin additions vs provider_options plumbing in from_pretrained; unrelated changes." + "reason": "Modular AutoModel tagging tests and dependency-testing workflow tightening are unrelated." }, { - "left": "pull_request:10342", - "right": "pull_request:10966", + "left": "pull_request:13330", + "right": "pull_request:13332", "accept": false, - "reason": "`get_parameter_dtype` behavior update vs CogView4 input-shape validation; different code paths and problems." + "reason": "TorchAO test fixes and dependency workflow changes do not target the same code path." }, { - "left": "pull_request:10506", - "right": "pull_request:11124", + "left": "pull_request:1508", + "right": "pull_request:2122", "accept": false, - "reason": "TorchAO sequential CPU offload test vs CogView4 tokenizer/test fix; unrelated." + "reason": "DreamBooth clarification and safetensors docs are separate documentation changes." }, { - "left": "pull_request:10539", - "right": "pull_request:9244", + "left": "pull_request:1508", + "right": "pull_request:2793", "accept": false, - "reason": "Flux CFG condition change vs adding single-file support for Flux; distinct functionality." + "reason": "DreamBooth prior-preservation docs and cuDNN benchmark doc removal are unrelated docs edits." }, { - "left": "pull_request:10719", - "right": "pull_request:9687", + "left": "pull_request:1564", + "right": "pull_request:1910", "accept": false, - "reason": "`from_pretrained` provider_options plumbing vs Flux ControlNet support; no overlap in underlying issue." + "reason": "Default accelerate config guidance and Korean docs initialization are unrelated." }, { - "left": "pull_request:11292", - "right": "pull_request:12315", + "left": "pull_request:1706", + "right": "pull_request:2795", "accept": false, - "reason": "SDXL LoRA conversion support vs pruning scheduler variants in LoRA tests; different goals." + "reason": "Main docs update versus a text-to-image LoRA example code change; not the same artifact." }, { - "left": "pull_request:1136", - "right": "pull_request:2002", + "left": "pull_request:2062", + "right": "pull_request:3410", "accept": false, - "reason": "A 404-link fix in examples README vs the original LoRA fine-tuning feature PR; unrelated." + "reason": "Paint-by-example CPU offload fix is unrelated to the Accelerate DeepSpeed plugin retrieval change." }, { - "left": "pull_request:11613", - "right": "pull_request:12530", + "left": "pull_request:2274", + "right": "pull_request:3850", "accept": false, - "reason": "Reverting torch.compile CI changes vs xfail-ing a specific Stable Cascade test; separate test/CI maintenance." + "reason": "Both are test-related, but they address different example pipelines and different bugs." + }, + { + "left": "pull_request:2274", + "right": "pull_request:689", + "accept": false, + "reason": "Function naming clash in training scripts is unrelated to an attention implementation performance change." } ] }, @@ -167189,42 +167450,22 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 206, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 207, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:11823", - "pull_request:11877", - "pull_request:11892", - "pull_request:12275", - "pull_request:1229", - "pull_request:12782", - "pull_request:1309", - "pull_request:13120", - "pull_request:13330", - "pull_request:13332", - "pull_request:13364", - "pull_request:1508", - "pull_request:1564", - "pull_request:1706", - "pull_request:1910", - "pull_request:1945", - "pull_request:2062", - "pull_request:2122", - "pull_request:2274", "pull_request:2325", "pull_request:2347", "pull_request:2467", "pull_request:2481", "pull_request:2641", "pull_request:2793", - "pull_request:2795", "pull_request:2994", "pull_request:3034", "pull_request:3080", @@ -167232,36 +167473,43 @@ "pull_request:3321", "pull_request:3339", "pull_request:3397", - "pull_request:3410", "pull_request:3657", "pull_request:3675", "pull_request:3691", "pull_request:3806", "pull_request:3850", + "pull_request:3852", + "pull_request:4099", + "pull_request:4272", "pull_request:4276", + "pull_request:4301", "pull_request:4499", "pull_request:4500", + "pull_request:453", "pull_request:4572", + "pull_request:4690", + "pull_request:4862", + "pull_request:4987", "pull_request:5056", "pull_request:5526", + "pull_request:5672", + "pull_request:5837", + "pull_request:5898", + "pull_request:5974", + "pull_request:6231", + "pull_request:6330", + "pull_request:6432", + "pull_request:6834", "pull_request:689", - "pull_request:826" + "pull_request:7096", + "pull_request:7309", + "pull_request:7738", + "pull_request:816", + "pull_request:826", + "pull_request:8964", + "pull_request:9060" ], "soft_pairs": [ - "pull_request:11823|pull_request:12275", - "pull_request:11877|pull_request:11892", - "pull_request:1229|pull_request:1309", - "pull_request:12782|pull_request:13364", - "pull_request:1309|pull_request:1945", - "pull_request:13120|pull_request:13332", - "pull_request:13330|pull_request:13332", - "pull_request:1508|pull_request:2122", - "pull_request:1508|pull_request:2793", - "pull_request:1564|pull_request:1910", - "pull_request:1706|pull_request:2795", - "pull_request:2062|pull_request:3410", - "pull_request:2274|pull_request:3850", - "pull_request:2274|pull_request:689", "pull_request:2325|pull_request:4499", "pull_request:2325|pull_request:4500", "pull_request:2347|pull_request:4276", @@ -167276,204 +167524,203 @@ "pull_request:326|pull_request:826", "pull_request:3321|pull_request:3339", "pull_request:3675|pull_request:5526", - "pull_request:3806|pull_request:5056" + "pull_request:3806|pull_request:5056", + "pull_request:3852|pull_request:5898", + "pull_request:4099|pull_request:6231", + "pull_request:4272|pull_request:4987", + "pull_request:4301|pull_request:6432", + "pull_request:453|pull_request:816", + "pull_request:4690|pull_request:4862", + "pull_request:5672|pull_request:5974", + "pull_request:5837|pull_request:7096", + "pull_request:6330|pull_request:6834", + "pull_request:7309|pull_request:9060", + "pull_request:7738|pull_request:8964" ], - "prepared_review_unit_hash": "741a740ec3f9ad232b12b1346791574d20848ca18fa19ed30a5b1e22dbab1a6e", + "prepared_review_unit_hash": "6dbf9d95402c8bd98fb3a7157a53dce395f066a85fc740b26493699253cc7844", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 95986, - "estimated_input_tokens": 23997, - "estimated_eval_tokens": 48250 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 93133, + "estimated_input_tokens": 23284, + "estimated_eval_tokens": 46824 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are a mixed bag of unrelated docs, dependency, test, and model/code-path changes. They do not form a single duplicate cluster, so there is no clear canonical PR to collapse onto. All soft edges are rejected.", - "confidence": 0.98, + "summary": "Mostly unrelated PRs spanning docs, examples, schedulers, loaders, and model fixes. I found one true duplicate-looking pair (4499/4500) for the SDXL reference_attn/reference_adain addition; the rest are not the same underlying change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 4499 is the best canonical for the only true duplicate pair here: it matches 4500\u2019s SDXL reference_attn/reference_adain change almost exactly, with the earlier/lower-number submission.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 4499 is the strongest representative of the only near-identical pair in the cluster; the remaining PRs are unrelated enough that no broader cluster-wide canonical PR emerges.", "soft_edge_verdicts": [ { - "left": "pull_request:11823", - "right": "pull_request:12275", - "accept": false, - "reason": "Different changes: Fal Kontext LoRA conversion support vs TorchAO config-class support. Separate subsystems and code paths." - }, - { - "left": "pull_request:11877", - "right": "pull_request:11892", - "accept": false, - "reason": "Deprecating a Blip ControlNet pipeline is unrelated to removing k-diffusion from packaging/dependency tables." - }, - { - "left": "pull_request:1229", - "right": "pull_request:1309", + "left": "pull_request:2325", + "right": "pull_request:4499", "accept": false, - "reason": "Dreambooth README wording and PIL handling improvements are unrelated changes." + "reason": "Different changes: ONNX VAE converter vs SDXL reference pipeline/docs." }, { - "left": "pull_request:12782", - "right": "pull_request:13364", + "left": "pull_request:2325", + "right": "pull_request:4500", "accept": false, - "reason": "A test offloading tweak for HunyuanVideo is unrelated to the MotionConv2d blur-kernel dtype fix in WAN Animate." + "reason": "Different changes: ONNX VAE converter vs SDXL reference pipeline/docs." }, { - "left": "pull_request:1309", - "right": "pull_request:1945", + "left": "pull_request:2347", + "right": "pull_request:4276", "accept": false, - "reason": "PIL handling/docs changes do not match adding 2D UNet block tests." + "reason": "Both touch utilities/tests around pipelines, but they fix different problems and code paths." }, { - "left": "pull_request:13120", - "right": "pull_request:13332", + "left": "pull_request:2467", + "right": "pull_request:326", "accept": false, - "reason": "Both touch tests, but one adds robust loading tests while the other tightens dependency testing and workflow setup; not the same bug/change." + "reason": "Different features: latent output support vs type-hint cleanup for PNDM and scheduler/model files." }, { - "left": "pull_request:13330", - "right": "pull_request:13332", + "left": "pull_request:2481", + "right": "pull_request:3850", "accept": false, - "reason": "TorchAO test fixes and dependency-testing workflow changes address different failures and code paths." + "reason": "One is an example test fix; the other is audio_diffusion test setup changes." }, { - "left": "pull_request:1508", - "right": "pull_request:2122", + "left": "pull_request:2481", + "right": "pull_request:689", "accept": false, - "reason": "Dreambooth class-image docs are unrelated to safetensors documentation." + "reason": "Completely different area: training-script test fix vs attention performance change." }, { - "left": "pull_request:1508", - "right": "pull_request:2793", + "left": "pull_request:2641", + "right": "pull_request:3397", "accept": false, - "reason": "Both are docs, but one is Dreambooth training guidance and the other removes a cuDNN benchmark suggestion; different content." + "reason": "Docs-only changes in different topics; not the same underlying bug or change." }, { - "left": "pull_request:1564", - "right": "pull_request:1910", + "left": "pull_request:2793", + "right": "pull_request:3691", "accept": false, - "reason": "Default accelerate config docs and Korean docs initialization are unrelated documentation changes." + "reason": "Different scopes: docs suggestion removal vs LoRA loader behavior for PT 2.0." }, { - "left": "pull_request:1706", - "right": "pull_request:2795", + "left": "pull_request:2994", + "right": "pull_request:3657", "accept": false, - "reason": "Main docs update is unrelated to a LoRA training-script fix." + "reason": "Different fixes in separate scripts: ControlNet type casting vs checkpoint parsing arguments." }, { - "left": "pull_request:2062", - "right": "pull_request:3410", + "left": "pull_request:3034", + "right": "pull_request:4572", "accept": false, - "reason": "Paint-by-example CPU offload fix and accelerate-state retrieval fix affect different pipelines and problems." + "reason": "Unrelated parameter-name fixes in different training scripts." }, { - "left": "pull_request:2274", - "right": "pull_request:3850", + "left": "pull_request:3080", + "right": "pull_request:3675", "accept": false, - "reason": "Function naming clash in unconditional image generation is unrelated to audio diffusion test fixture adjustments." + "reason": "Pipeline save logic vs a V100 test workaround; not the same change." }, { - "left": "pull_request:2274", - "right": "pull_request:689", + "left": "pull_request:326", + "right": "pull_request:826", "accept": false, - "reason": "A naming clash fix is not the same as an attention implementation change for slow tests." + "reason": "Type-hint/scheduler cleanup vs mixed-precision loss casting in training." }, { - "left": "pull_request:2325", - "right": "pull_request:4499", + "left": "pull_request:3321", + "right": "pull_request:3339", "accept": false, - "reason": "ONNX VAE conversion tooling is unrelated to SDXL reference-attn/reference-adain support." + "reason": "Docs update vs dependency pinning; no shared bug/change." }, { - "left": "pull_request:2325", - "right": "pull_request:4500", + "left": "pull_request:3675", + "right": "pull_request:5526", "accept": false, - "reason": "ONNX conversion work does not overlap with the separate SDXL reference pipeline implementation." + "reason": "Test-environment workaround vs scheduler-order logic fix." }, { - "left": "pull_request:2347", - "right": "pull_request:4276", + "left": "pull_request:3806", + "right": "pull_request:5056", "accept": false, - "reason": "Scheduler noising-schedule changes are unrelated to adding a pipeline-import test." + "reason": "Both mention checkpoints/LoRAs, but one is a README note and the other is multi-LoRA fusing docs." }, { - "left": "pull_request:2467", - "right": "pull_request:326", + "left": "pull_request:3852", + "right": "pull_request:5898", "accept": false, - "reason": "Latent output-type support across pipelines is not the same as the PNDM type-hint cleanup; different scope and intent." + "reason": "Different documentation updates in unrelated pipeline/tutorial pages." }, { - "left": "pull_request:2481", - "right": "pull_request:3850", + "left": "pull_request:4099", + "right": "pull_request:6231", "accept": false, - "reason": "A training-script test fix and audio diffusion test changes are unrelated." + "reason": "Both SDXL-related, but one fixes prompt embeds and the other fixes fp16 LoRA training stability." }, { - "left": "pull_request:2481", - "right": "pull_request:689", + "left": "pull_request:4272", + "right": "pull_request:4987", "accept": false, - "reason": "Checkpoint logging/training behavior is unrelated to the attention slow-test fix." + "reason": "Import-path maintenance vs removing a duplicated GLIGEN export; not the same bug." }, { - "left": "pull_request:2641", - "right": "pull_request:3397", + "left": "pull_request:4301", + "right": "pull_request:6432", "accept": false, - "reason": "Jax notebook build changes and a docs note about local directory paths do not fix the same issue." + "reason": "Different docs fixes: Kandinsky navigation/content vs DreamBooth LR example." }, { - "left": "pull_request:2793", - "right": "pull_request:3691", + "left": "pull_request:453", + "right": "pull_request:816", "accept": false, - "reason": "Removing cuDNN benchmark guidance is unrelated to selecting LoRAAttnProcessor2_0 for text-encoder LoRA." + "reason": "Installation typo in docs vs deepspeed compatibility in training loss; unrelated." }, { - "left": "pull_request:2994", - "right": "pull_request:3657", + "left": "pull_request:4690", + "right": "pull_request:4862", "accept": false, - "reason": "ControlNet training type-casting and checkpoint-parsing tweaks are both ControlNet-related but fix different concrete problems in different scripts." + "reason": "Scheduler refactor and test work vs an SDXL ControlNet img2img bug fix; not the same issue." }, { - "left": "pull_request:3034", - "right": "pull_request:4572", + "left": "pull_request:5672", + "right": "pull_request:5974", "accept": false, - "reason": "Wrong accelerate parameter name and LoRA network_alpha pluralization are separate fixes in different examples." + "reason": "PixArt non-square support vs PixArtAlpha LCM adaptation; different code paths." }, { - "left": "pull_request:3080", - "right": "pull_request:3675", + "left": "pull_request:5837", + "right": "pull_request:7096", "accept": false, - "reason": "Pipeline save-pretrained cleanup and a V100 test fix are unrelated." + "reason": "Textual inversion token handling vs ControlNet training script/docs enhancements." }, { - "left": "pull_request:3321", - "right": "pull_request:3339", + "left": "pull_request:6330", + "right": "pull_request:6834", "accept": false, - "reason": "Controlling-generation docs update does not match pinning urllib3 in setup.py." + "reason": "SVD docs rendering tweak vs callback property typo; unrelated." }, { - "left": "pull_request:3675", - "right": "pull_request:5526", + "left": "pull_request:7309", + "right": "pull_request:9060", "accept": false, - "reason": "A test-only V100 workaround is unrelated to the scheduler-order fix for second-order pipelines." + "reason": "Different fixes in different modules: scheduler order validation vs removing a debug print." }, { - "left": "pull_request:3806", - "right": "pull_request:5056", + "left": "pull_request:7738", + "right": "pull_request:8964", "accept": false, - "reason": "A checkpoint-loading note for text-to-image is not the same change as documenting multi-LoRA fusion." + "reason": "LoRA device-placement fix vs AudioLDM2 cache-position fix; different components and bugs." } ] }, @@ -167487,55 +167734,55 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 207, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 208, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10072", "pull_request:10292", "pull_request:10552", "pull_request:10719", "pull_request:10747", + "pull_request:10911", "pull_request:10951", + "pull_request:11004", + "pull_request:11614", + "pull_request:11818", "pull_request:11823", + "pull_request:11975", + "pull_request:12424", + "pull_request:1282", + "pull_request:1309", "pull_request:13217", "pull_request:13229", + "pull_request:1564", + "pull_request:1579", + "pull_request:1787", + "pull_request:1920", + "pull_request:2345", + "pull_request:2367", + "pull_request:2389", + "pull_request:2452", + "pull_request:2565", + "pull_request:274", + "pull_request:3252", "pull_request:3632", - "pull_request:3852", - "pull_request:4099", - "pull_request:4272", - "pull_request:4301", "pull_request:4408", + "pull_request:4461", "pull_request:453", - "pull_request:4690", - "pull_request:4862", - "pull_request:4987", "pull_request:5127", - "pull_request:5672", - "pull_request:5837", - "pull_request:5898", - "pull_request:5974", - "pull_request:6231", - "pull_request:6330", - "pull_request:6432", - "pull_request:6834", + "pull_request:689", "pull_request:6946", - "pull_request:7096", - "pull_request:7309", - "pull_request:7738", "pull_request:7790", "pull_request:7938", - "pull_request:816", "pull_request:8660", "pull_request:8875", - "pull_request:8964", - "pull_request:9060", "pull_request:9175", "pull_request:9212", "pull_request:9244", @@ -167546,17 +167793,6 @@ "pull_request:9938" ], "soft_pairs": [ - "pull_request:3852|pull_request:5898", - "pull_request:4099|pull_request:6231", - "pull_request:4272|pull_request:4987", - "pull_request:4301|pull_request:6432", - "pull_request:453|pull_request:816", - "pull_request:4690|pull_request:4862", - "pull_request:5672|pull_request:5974", - "pull_request:5837|pull_request:7096", - "pull_request:6330|pull_request:6834", - "pull_request:7309|pull_request:9060", - "pull_request:7738|pull_request:8964", "pull_request:7790|pull_request:9447", "pull_request:7938|pull_request:9735", "pull_request:8660|pull_request:9938", @@ -167569,180 +167805,198 @@ "pull_request:3632|pull_request:4408", "pull_request:10072|pull_request:9507", "pull_request:10292|pull_request:9212", - "pull_request:10719|pull_request:9244" + "pull_request:10719|pull_request:9244", + "pull_request:10911|pull_request:11975", + "pull_request:11004|pull_request:11818", + "pull_request:11614|pull_request:12424", + "pull_request:1282|pull_request:2389", + "pull_request:1309|pull_request:274", + "pull_request:1564|pull_request:3252", + "pull_request:1579|pull_request:274", + "pull_request:1787|pull_request:689", + "pull_request:1920|pull_request:2452", + "pull_request:2345|pull_request:4461", + "pull_request:2367|pull_request:3252", + "pull_request:2565|pull_request:453" ], - "prepared_review_unit_hash": "75128eab3755835972e1ac9c5717cf9cdb5dbc679e64612be80103c22583fa03", + "prepared_review_unit_hash": "c4dd1b071fca8f3566f7ba746cc5b364485f4c0d3b2efe00214dfa933acfa8e6", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 24, - "serialized_chars": 93361, - "estimated_input_tokens": 23341, - "estimated_eval_tokens": 46938 + "soft_pair_count": 25, + "serialized_chars": 97478, + "estimated_input_tokens": 24370, + "estimated_eval_tokens": 48996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of unrelated PRs across docs, examples, loaders, schedulers, and different model/pipeline families. None of the soft pairs look like the same underlying bug or change, so all should be rejected.", - "confidence": 0.98, + "summary": "This cluster is a set of mostly unrelated merged PRs that only look superficially similar by subsystem or wording. None of the soft-edge pairs appear to be the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "pull_request:3852", - "right": "pull_request:5898", + "left": "pull_request:7790", + "right": "pull_request:9447", "accept": false, - "reason": "Both are docs-only, but they change different topics: a contributor note for Paradigms vs a rewrite of unconditional image generation docs." + "reason": "Different changes: SDXL masked img2img pipeline adaptation vs pipeline save_pretrained shard-size behavior. No shared code path." }, { - "left": "pull_request:4099", - "right": "pull_request:6231", + "left": "pull_request:7938", + "right": "pull_request:9735", "accept": false, - "reason": "Different bugs and code paths: SDXL prompt-embed handling vs fp16 LoRA training stability in a text-to-image example." + "reason": "Unrelated: Docker build status reporting workflow vs SD3 controlnet example update. Same repo area only at a very broad level." }, { - "left": "pull_request:4272", - "right": "pull_request:4987", + "left": "pull_request:8660", + "right": "pull_request:9938", "accept": false, - "reason": "Both touch imports, but one fixes missing optional imports across pipeline folders while the other removes a duplicate GLIGEN import; not the same change." + "reason": "Different features in different pipelines: SD3 controlnet input validation vs SDXL reference pipeline refresh." }, { - "left": "pull_request:4301", - "right": "pull_request:6432", + "left": "pull_request:9735", + "right": "pull_request:9918", "accept": false, - "reason": "Both are documentation updates, but for unrelated models: Kandinsky docs vs an SDXL README learning-rate tweak." + "reason": "Different domains: SD3 controlnet example docs/training tweaks vs adding a server example and docs." }, { - "left": "pull_request:453", - "right": "pull_request:816", + "left": "pull_request:8875", + "right": "pull_request:9175", "accept": false, - "reason": "Unrelated fixes: installation typo in docs vs deepspeed compatibility in a training script." + "reason": "Both touch PAG/ControlNet, but they add different pipeline classes and docs for different models (SD inpaint vs Flux union controlnet)." }, { - "left": "pull_request:4690", - "right": "pull_request:4862", + "left": "pull_request:10747", + "right": "pull_request:10951", "accept": false, - "reason": "A scheduler refactor draft is not the same as an SDXL ControlNet img2img MultiControlNet bug fix." + "reason": "Different implementations and targets: MultiControlNetUnionModel on SDXL vs a community ControlNet tile upscaler pipeline." }, { - "left": "pull_request:5672", - "right": "pull_request:5974", + "left": "pull_request:13217", + "right": "pull_request:13229", "accept": false, - "reason": "Same broad PixArt area, but different concrete changes: non-square image support vs adapting the pipeline for pixart-lcm." + "reason": "Both are LTX/Sana-related, but one adds LTX-2.3 model support and the other swaps in an LTX2 VAE for Sana-video. Not the same change." }, { - "left": "pull_request:5837", - "right": "pull_request:7096", + "left": "pull_request:5127", + "right": "pull_request:6946", "accept": false, - "reason": "Textual inversion multi-token support is unrelated to ControlNet training example/docs changes." + "reason": "Different adapter features: SDXL multi-adapter support vs IP-Adapter low_cpu_mem_usage loading support." }, { - "left": "pull_request:6330", - "right": "pull_request:6834", + "left": "pull_request:10552", + "right": "pull_request:11823", "accept": false, - "reason": "Both are docs-ish fixes, but one addresses SVD video rendering while the other fixes callback property names." + "reason": "Different loader paths: from_single_file support for StableDiffusionAdapterPipeline vs Flux Kontext LoRA conversion/loading support." }, { - "left": "pull_request:7309", - "right": "pull_request:9060", + "left": "pull_request:3632", + "right": "pull_request:4408", "accept": false, - "reason": "Different subsystems entirely: DPM-Solver order validation vs removing a debug print in Flux transformer code." + "reason": "Same broad concept of pipeline docs/behavior, but one adds panorama view batching and the other fixes from_single_file for SDXL inpainting." }, { - "left": "pull_request:7738", - "right": "pull_request:8964", + "left": "pull_request:10072", + "right": "pull_request:9507", "accept": false, - "reason": "LoRA device placement and AudioLDM2 cache-position handling are unrelated code paths." + "reason": "Different Flux issues: offloading SD3.5 controlnets vs Flux controlnet batch/control_mode fixes." }, { - "left": "pull_request:7790", - "right": "pull_request:9447", + "left": "pull_request:10292", + "right": "pull_request:9212", "accept": false, - "reason": "One is SDXL community pipeline adaptation; the other changes pipeline save_pretrained shard-size defaults." + "reason": "AutoPipeline additions for Flux Control vs Kolors img2img routing; unrelated pipeline families." }, { - "left": "pull_request:7938", - "right": "pull_request:9735", + "left": "pull_request:10719", + "right": "pull_request:9244", "accept": false, - "reason": "A CI Slack reporting workflow change is unrelated to an SD3 ControlNet example update." + "reason": "Different loading features: provider_options passthrough for ONNX in from_pretrained vs adding single-file support for Flux pipelines." }, { - "left": "pull_request:8660", - "right": "pull_request:9938", + "left": "pull_request:10911", + "right": "pull_request:11975", "accept": false, - "reason": "SD3 ControlNet input validation is unrelated to updating the SDXL reference community pipeline." + "reason": "Test-only fix for Lumina2 LoRA nan fusion vs an unrelated style fix in a training example." }, { - "left": "pull_request:9735", - "right": "pull_request:9918", + "left": "pull_request:11004", + "right": "pull_request:11818", "accept": false, - "reason": "Both are example/docs updates, but they target different features: SD3 ControlNet training vs a server example." + "reason": "LoRA/PEFT cleanup vs Flux denoising sync removal; separate code paths and motivations." }, { - "left": "pull_request:8875", - "right": "pull_request:9175", + "left": "pull_request:11614", + "right": "pull_request:12424", "accept": false, - "reason": "Both add ControlNet-related functionality, but for different models and code paths: SD inpaint PAG support vs Flux union ControlNet." + "reason": "Both involve Docker workflows, but one changes a shell loop/env handling and the other rewires Dockerfile definitions. Not the same bug." }, { - "left": "pull_request:10747", - "right": "pull_request:10951", + "left": "pull_request:1282", + "right": "pull_request:2389", "accept": false, - "reason": "ControlNet-related, but not the same change: SDXL MultiControlNetUnionModel vs a community tile upscaler pipeline." + "reason": "Two unrelated documentation typo/link fixes in different docs pages." }, { - "left": "pull_request:13217", - "right": "pull_request:13229", + "left": "pull_request:1309", + "right": "pull_request:274", "accept": false, - "reason": "Both are LTX2/video-adjacent, but one adds LTX-2.3 model support broadly and the other adds an LTX VAE into Sana-video; different scopes and code paths." + "reason": "Large cross-cutting PIL handling update vs adding a Stable Diffusion README; no concrete overlap." }, { - "left": "pull_request:5127", - "right": "pull_request:6946", + "left": "pull_request:1564", + "right": "pull_request:3252", "accept": false, - "reason": "Multi-adapter SDXL pipeline support and IP-Adapter low_cpu_mem_usage loading are distinct features." + "reason": "Dreambooth accelerate config docs vs notes about stateful model offloading; distinct documentation changes." }, { - "left": "pull_request:10552", - "right": "pull_request:11823", + "left": "pull_request:1579", + "right": "pull_request:274", "accept": false, - "reason": "From-single-file support for StableDiffusionAdapterPipeline is unrelated to Flux Kontext LoRA conversion/loading." + "reason": "Research-project examples addition vs Stable Diffusion README addition; different content and scope." }, { - "left": "pull_request:3632", - "right": "pull_request:4408", + "left": "pull_request:1787", + "right": "pull_request:689", "accept": false, - "reason": "Panorama view batching and SDXL from_single_file support are unrelated pipeline changes." + "reason": "UnCLIP image count fix in training/test workflows vs an attention implementation change for performance." }, { - "left": "pull_request:10072", - "right": "pull_request:9507", + "left": "pull_request:1920", + "right": "pull_request:2452", "accept": false, - "reason": "Both involve ControlNet/Flux offloading or batching, but they are different models and concrete fixes; not mergeable as one PR." + "reason": "Docs file addition vs draft core-api doc page; different documentation tasks." }, { - "left": "pull_request:10292", - "right": "pull_request:9212", + "left": "pull_request:2345", + "right": "pull_request:4461", "accept": false, - "reason": "Both touch AutoPipeline, but one adds Flux Control entries and the other fixes Kolors img2img mapping; different targets." + "reason": "xformers training warning across scripts vs adding a pipeline_class_name argument to a conversion script." }, { - "left": "pull_request:10719", - "right": "pull_request:9244", + "left": "pull_request:2367", + "right": "pull_request:3252", + "accept": false, + "reason": "Checkpoint limit feature in training scripts vs offloading docs notes; unrelated." + }, + { + "left": "pull_request:2565", + "right": "pull_request:453", "accept": false, - "reason": "Provider-options plumbing in from_pretrained is unrelated to adding single-file support for Flux pipelines." + "reason": "UNet1D doc correction vs installation typo fix; both are docs, but not the same change." } ] }, @@ -167756,49 +168010,36 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 208, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 209, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:10911", - "pull_request:11004", - "pull_request:11614", - "pull_request:11818", - "pull_request:11975", - "pull_request:12424", - "pull_request:1282", - "pull_request:1309", - "pull_request:1564", - "pull_request:1579", - "pull_request:1787", - "pull_request:1920", - "pull_request:2345", - "pull_request:2367", - "pull_request:2389", - "pull_request:2452", - "pull_request:2565", + "pull_request:10633", + "pull_request:11017", + "pull_request:11421", + "pull_request:11645", + "pull_request:2040", + "pull_request:241", "pull_request:26", - "pull_request:274", - "pull_request:3252", "pull_request:3831", "pull_request:4078", "pull_request:4099", "pull_request:4262", "pull_request:4404", - "pull_request:4461", - "pull_request:453", + "pull_request:4617", "pull_request:4632", "pull_request:4783", "pull_request:4833", "pull_request:4847", "pull_request:4910", "pull_request:4927", + "pull_request:5057", "pull_request:5085", "pull_request:530", "pull_request:5393", @@ -167811,23 +168052,24 @@ "pull_request:6208", "pull_request:6787", "pull_request:6841", - "pull_request:689", + "pull_request:6893", + "pull_request:7134", + "pull_request:7213", + "pull_request:7632", + "pull_request:8616", + "pull_request:8685", "pull_request:8702", - "pull_request:9065" + "pull_request:8722", + "pull_request:9049", + "pull_request:9065", + "pull_request:9175", + "pull_request:9311", + "pull_request:9423", + "pull_request:9569", + "pull_request:9918", + "pull_request:9988" ], "soft_pairs": [ - "pull_request:10911|pull_request:11975", - "pull_request:11004|pull_request:11818", - "pull_request:11614|pull_request:12424", - "pull_request:1282|pull_request:2389", - "pull_request:1309|pull_request:274", - "pull_request:1564|pull_request:3252", - "pull_request:1579|pull_request:274", - "pull_request:1787|pull_request:689", - "pull_request:1920|pull_request:2452", - "pull_request:2345|pull_request:4461", - "pull_request:2367|pull_request:3252", - "pull_request:2565|pull_request:453", "pull_request:26|pull_request:530", "pull_request:3831|pull_request:4847", "pull_request:4078|pull_request:4910", @@ -167841,31 +168083,42 @@ "pull_request:5085|pull_request:5506", "pull_request:6208|pull_request:6787", "pull_request:6841|pull_request:8702", - "pull_request:6841|pull_request:9065" + "pull_request:6841|pull_request:9065", + "pull_request:6893|pull_request:8722", + "pull_request:7134|pull_request:7213", + "pull_request:7632|pull_request:9569", + "pull_request:8685|pull_request:9918", + "pull_request:9049|pull_request:9988", + "pull_request:2040|pull_request:241", + "pull_request:4617|pull_request:5057", + "pull_request:8616|pull_request:9423", + "pull_request:9175|pull_request:9311", + "pull_request:10633|pull_request:11017", + "pull_request:11421|pull_request:11645" ], - "prepared_review_unit_hash": "389e7939d23d3f9c2f73d2bbce6c7387ddb2c9a5a6f5e56a5dd8045bb140f9dd", + "prepared_review_unit_hash": "e2b656faccf41333a14dc24b3731a67f84130af08bf8ca0e1303e59eb607787c", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 98619, - "estimated_input_tokens": 24655, - "estimated_eval_tokens": 49566 + "soft_pair_count": 25, + "serialized_chars": 100512, + "estimated_input_tokens": 25128, + "estimated_eval_tokens": 50512 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a grab-bag of unrelated PRs across tests, docs, workflows, training scripts, and pipeline fixes. The only commonality is vague topical similarity, not the same underlying bug or change, so no soft duplicates should be merged.", + "summary": "No duplicate cluster here: the soft pairs are mostly superficial matches across unrelated docs, examples, and bug fixes. None of the paired PRs appear to fix the same concrete code path or represent mergeable duplicates.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -167873,160 +168126,154 @@ "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "pull_request:10911", - "right": "pull_request:11975", - "accept": false, - "reason": "Different fixes: Lumina2 LoRA fuse NaN test vs a DreamBooth example style/args correction." - }, - { - "left": "pull_request:11004", - "right": "pull_request:11818", + "left": "pull_request:26", + "right": "pull_request:530", "accept": false, - "reason": "PEFT LoRA key-prefix handling and Flux denoising sync removal are unrelated code paths." + "reason": "Different bugs in different areas: DDPM scheduler math vs img2img test flakiness." }, { - "left": "pull_request:11614", - "right": "pull_request:12424", + "left": "pull_request:3831", + "right": "pull_request:4847", "accept": false, - "reason": "Both touch docker CI, but one is a workflow shell tweak and the other rewrites multiple Dockerfile definitions." + "reason": "Unrelated pipelines: DDPM inversion pipeline addition vs a WIP community prompt-free diffusion example." }, { - "left": "pull_request:1282", - "right": "pull_request:2389", + "left": "pull_request:4078", + "right": "pull_request:4910", "accept": false, - "reason": "Different documentation typos in different files; not the same change." + "reason": "Different fixes in different docs/code paths: single-file accelerate dependency vs an inpainting docs typo." }, { - "left": "pull_request:1309", - "right": "pull_request:274", + "left": "pull_request:4099", + "right": "pull_request:5695", "accept": false, - "reason": "Broad docs/API cleanup versus adding a Stable Diffusion README; unrelated." + "reason": "Both are SDXL-related, but one fixes prompt embedding handling and the other fixes PixArt mask-feature logic." }, { - "left": "pull_request:1564", - "right": "pull_request:3252", + "left": "pull_request:4262", + "right": "pull_request:4404", "accept": false, - "reason": "Dreambooth accelerate config docs vs stateful offload notes in fp16 docs." + "reason": "Not the same change: DreamBooth LoRA training fixes vs removing textual-inversion mentions from SDXL docs." }, { - "left": "pull_request:1579", - "right": "pull_request:274", + "left": "pull_request:4632", + "right": "pull_request:5393", "accept": false, - "reason": "Examples/README restructuring and a Stable Diffusion README are different docs additions." + "reason": "Both touch examples/docs, but the changes are unrelated checkpointing fixes vs HFApi tutorial updates." }, { - "left": "pull_request:1787", - "right": "pull_request:689", + "left": "pull_request:4783", + "right": "pull_request:5813", "accept": false, - "reason": "Unclip training fix is unrelated to attention implementation changes." + "reason": "Different scopes: SDXL CFG-cutoff docs vs a docs reorganization of loader APIs." }, { - "left": "pull_request:1920", - "right": "pull_request:2452", + "left": "pull_request:4833", + "right": "pull_request:6099", "accept": false, - "reason": "Translation docs addition vs a draft core-api docs page; not the same artifact." + "reason": "Unrelated LoRA-offload fix vs TextToVideoZero constructor/superclass argument fix." }, { - "left": "pull_request:2345", - "right": "pull_request:4461", + "left": "pull_request:4910", + "right": "pull_request:5407", "accept": false, - "reason": "xFormers warning in training scripts is unrelated to adding a conversion-script argument." + "reason": "Different problems: inpainting docs typo vs mixed-precision training fix for unconditional generation." }, { - "left": "pull_request:2367", - "right": "pull_request:3252", + "left": "pull_request:4927", + "right": "pull_request:5615", "accept": false, - "reason": "Checkpoint-limit training-script feature vs offload documentation notes; different changes." + "reason": "Revert of offloading behavior is not the same as reverting load_lora logic in the SDXL adapter." }, { - "left": "pull_request:2565", - "right": "pull_request:453", + "left": "pull_request:5085", + "right": "pull_request:5506", "accept": false, - "reason": "UNet1D doc correction and installation typo fix are unrelated documentation fixes." + "reason": "Same broad LoRA/offload area, but different concrete bugs: incompatible LoRA offloading vs xformers/PEFT attention call error." }, { - "left": "pull_request:26", - "right": "pull_request:530", + "left": "pull_request:6208", + "right": "pull_request:6787", "accept": false, - "reason": "Scheduler math fix vs flaky img2img test adjustments; different bugs and scopes." + "reason": "One is a Stable Diffusion dtype crash fix; the other is a Marigold depth input-range fix." }, { - "left": "pull_request:3831", - "right": "pull_request:4847", + "left": "pull_request:6841", + "right": "pull_request:8702", "accept": false, - "reason": "Rejected draft community pipeline addition is unrelated to the unfinished DDPM inversion pipeline." + "reason": "Both are unrelated refactors: ADA layer norm params vs an SD3 conversion script." }, { - "left": "pull_request:4078", - "right": "pull_request:4910", + "left": "pull_request:6841", + "right": "pull_request:9065", "accept": false, - "reason": "Single-file accelerate requirement and inpainting example typo are unrelated." + "reason": "Different changes: AdaLayerNorm parameter restoration vs adding sentencepiece as a soft dependency." }, { - "left": "pull_request:4099", - "right": "pull_request:5695", + "left": "pull_request:6893", + "right": "pull_request:8722", "accept": false, - "reason": "SDXL prompt-embedding duplication bug and PixArt mask-feature condition are different pipeline issues." + "reason": "3D UNet attention setup refactor is unrelated to the embeddings module refactor." }, { - "left": "pull_request:4262", - "right": "pull_request:4404", + "left": "pull_request:7134", + "right": "pull_request:7213", "accept": false, - "reason": "SDXL DreamBooth LoRA fixes are not the same as removing textual inversion mentions from SDXL docs." + "reason": "Type-hint cleanup for UNet is not the same as the LoRA merge docs update." }, { - "left": "pull_request:4632", - "right": "pull_request:5393", + "left": "pull_request:7632", + "right": "pull_request:9569", "accept": false, - "reason": "Checkpoint/casting bug fixes in one example script vs HFApi migration docs/examples." + "reason": "Different training/runtime bugs: DreamBooth VAE loading vs CogVideoX autoencoder decode batching." }, { - "left": "pull_request:4783", - "right": "pull_request:5813", + "left": "pull_request:8685", + "right": "pull_request:9918", "accept": false, - "reason": "SDXL embedding docs behavior versus loader API documentation refactor; not one concrete fix." + "reason": "Different docs additions: SD3 float8 note vs a server example guide." }, { - "left": "pull_request:4833", - "right": "pull_request:6099", + "left": "pull_request:9049", + "right": "pull_request:9988", "accept": false, - "reason": "LoRA fuse/unfuse behavior and TextToVideoZero constructor args are unrelated code paths." + "reason": "Both Flux-related, but one is a narrow encode_prompt dtype fix and the other is a large Flux Redux feature/conversion PR." }, { - "left": "pull_request:4910", - "right": "pull_request:5407", + "left": "pull_request:2040", + "right": "pull_request:241", "accept": false, - "reason": "Inpainting documentation typo vs mixed-precision training script fix; different concerns." + "reason": "InstructPix2Pix pipeline addition and inpainting example script are separate features, not duplicates." }, { - "left": "pull_request:4927", - "right": "pull_request:5615", + "left": "pull_request:4617", + "right": "pull_request:5057", "accept": false, - "reason": "Offloading/textual-inversion revert and SDXL adapter LoRA revert are separate revert scopes." + "reason": "Core encode_prompt refactor is broad and separate from SDXL clip-skip support." }, { - "left": "pull_request:5085", - "right": "pull_request:5506", + "left": "pull_request:8616", + "right": "pull_request:9423", "accept": false, - "reason": "LoRA offloading compatibility fix versus xformers+PEFT attention scaling fix; different underlying problems." + "reason": "LoRA fusion for SD3 and Differential Diffusion for Kolors are unrelated model features." }, { - "left": "pull_request:6208", - "right": "pull_request:6787", + "left": "pull_request:9175", + "right": "pull_request:9311", "accept": false, - "reason": "Stable Diffusion dtype crash fix and Marigold input-range fix are unrelated runtime bugs." + "reason": "Flux ControlNet support and SDXL ControlNet CFG cutoff are different features/fixes." }, { - "left": "pull_request:6841", - "right": "pull_request:8702", + "left": "pull_request:10633", + "right": "pull_request:11017", "accept": false, - "reason": "Attention block parameter restoration vs adding an SD3 conversion script; no shared bug/change." + "reason": "Flux docs example vs hybrid inference VAE encode feature; same docs area but not the same change." }, { - "left": "pull_request:6841", - "right": "pull_request:9065", + "left": "pull_request:11421", + "right": "pull_request:11645", "accept": false, - "reason": "Attention block parameter restoration and sentencepiece dependency support are unrelated." + "reason": "Different fixes: DreamBooth interpolation default vs setting torch version to N/A when torch is disabled." } ] }, @@ -168040,77 +168287,66 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 209, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 210, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10056", - "pull_request:10633", - "pull_request:11017", - "pull_request:11421", + "pull_request:10630", + "pull_request:11475", "pull_request:11485", - "pull_request:11645", + "pull_request:11786", + "pull_request:11979", + "pull_request:11994", + "pull_request:12041", + "pull_request:12330", "pull_request:1256", "pull_request:1258", "pull_request:12618", "pull_request:1282", "pull_request:13164", - "pull_request:2040", + "pull_request:1327", + "pull_request:1355", + "pull_request:1458", + "pull_request:1470", "pull_request:241", + "pull_request:2557", "pull_request:2994", "pull_request:3137", "pull_request:3189", "pull_request:4352", - "pull_request:4617", + "pull_request:4461", + "pull_request:4712", "pull_request:4793", "pull_request:5021", - "pull_request:5057", "pull_request:5085", + "pull_request:5115", "pull_request:5299", "pull_request:5823", "pull_request:5880", "pull_request:6236", "pull_request:6673", - "pull_request:6893", "pull_request:7062", - "pull_request:7134", - "pull_request:7213", + "pull_request:7158", "pull_request:7216", "pull_request:7632", - "pull_request:8616", - "pull_request:8685", + "pull_request:821", + "pull_request:823", + "pull_request:8688", "pull_request:8722", "pull_request:8952", - "pull_request:9049", "pull_request:9099", - "pull_request:9175", - "pull_request:9311", - "pull_request:9423", "pull_request:9473", - "pull_request:9569", "pull_request:9638", - "pull_request:9838", - "pull_request:9918", - "pull_request:9988" + "pull_request:9838" ], "soft_pairs": [ - "pull_request:6893|pull_request:8722", - "pull_request:7134|pull_request:7213", - "pull_request:7632|pull_request:9569", - "pull_request:8685|pull_request:9918", - "pull_request:9049|pull_request:9988", - "pull_request:2040|pull_request:241", - "pull_request:4617|pull_request:5057", - "pull_request:8616|pull_request:9423", - "pull_request:9175|pull_request:9311", - "pull_request:10633|pull_request:11017", - "pull_request:11421|pull_request:11645", "pull_request:1256|pull_request:1258", "pull_request:12618|pull_request:13164", "pull_request:1282|pull_request:2994", @@ -168124,192 +168360,173 @@ "pull_request:8722|pull_request:8952", "pull_request:9099|pull_request:9638", "pull_request:9473|pull_request:9838", - "pull_request:10056|pull_request:11485" + "pull_request:10056|pull_request:11485", + "pull_request:11475|pull_request:11994", + "pull_request:11979|pull_request:12330", + "pull_request:1327|pull_request:821", + "pull_request:1458|pull_request:823", + "pull_request:1470|pull_request:2557", + "pull_request:11485|pull_request:12041", + "pull_request:1355|pull_request:241", + "pull_request:4461|pull_request:5115", + "pull_request:7158|pull_request:8688", + "pull_request:10630|pull_request:11786", + "pull_request:4712|pull_request:6673" ], - "prepared_review_unit_hash": "6a70b83778d501ea44a816774f2cc9905bd6ca0c2943e063b0329946776b5eab", + "prepared_review_unit_hash": "4cecf9b90b91fb6b7dd7aef66f3725d6eea3e0412d28c8f7e9720d8880c7c118", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 100878, - "estimated_input_tokens": 25220, - "estimated_eval_tokens": 50696 + "serialized_chars": 98828, + "estimated_input_tokens": 24707, + "estimated_eval_tokens": 49670 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated PRs that only share broad topical keywords (Flux, LoRA, ControlNet, docs, CI, etc.). The only clear duplicate pair is the two negative-prompt test tweaks (#1256/#1258), which are the same test change in slightly different forms.", - "confidence": 0.96, + "summary": "This cluster is mostly a grab bag of unrelated Diffusers PRs. The only close duplicate-like pair is the two negative-prompt test edits in `tests/test_pipelines.py` (1256/1258); the rest target different bugs, features, docs, CI, or subsystems.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue artifact is present. If a PR must represent the cluster, #1258 is the cleanest canonical choice because it is the fuller negative-prompt test change and matches the only true duplicate pair.", + "canonical_pr_reason": "PR 1258 is the cleaner version of the only genuine near-duplicate pair; it makes the same negative-prompt test change in a clearer, explicit form.", "best_issue_reason": null, - "best_pr_reason": "#1258 is the best PR representative because it cleanly captures the duplicated negative-prompt test fix; the other PRs are too heterogeneous and mostly unrelated feature/docs/infra changes.", + "best_pr_reason": "PR 1258 is the best representative of the cluster\u2019s only near-duplicate change, but the overall set is too heterogeneous for a strong canonical PR.", "soft_edge_verdicts": [ - { - "left": "pull_request:6893", - "right": "pull_request:8722", - "accept": false, - "reason": "Different subsystems and different goals: 3D UNet attention refactor vs embeddings refactor." - }, - { - "left": "pull_request:7134", - "right": "pull_request:7213", - "accept": false, - "reason": "Type-hint cleanup in UNet code is unrelated to a LoRA docs update." - }, - { - "left": "pull_request:7632", - "right": "pull_request:9569", - "accept": false, - "reason": "Both are model/pipeline fixes, but they address different code paths and different bugs." - }, - { - "left": "pull_request:8685", - "right": "pull_request:9918", - "accept": false, - "reason": "Docs-only changes for unrelated topics: float8 note vs server example." - }, - { - "left": "pull_request:9049", - "right": "pull_request:9988", - "accept": false, - "reason": "Both involve Flux, but one is a narrow dtype fix in encode_prompt and the other is a broad Redux/conversion feature PR." - }, - { - "left": "pull_request:2040", - "right": "pull_request:241", - "accept": false, - "reason": "InstructPix2Pix pipeline addition and an inpainting example script are distinct changes." - }, - { - "left": "pull_request:4617", - "right": "pull_request:5057", - "accept": false, - "reason": "Encode-prompt refactor and SDXL clip-skip support are related at a high level but not the same concrete change." - }, - { - "left": "pull_request:8616", - "right": "pull_request:9423", - "accept": false, - "reason": "LoRA fusion for SD3 vs Differential Diffusion for Kolors are separate features." - }, - { - "left": "pull_request:9175", - "right": "pull_request:9311", - "accept": false, - "reason": "Both mention ControlNet, but they target different models and different functionality." - }, - { - "left": "pull_request:10633", - "right": "pull_request:11017", - "accept": false, - "reason": "Flux docs IP-Adapter example vs hybrid inference VAE encode docs/code are unrelated." - }, - { - "left": "pull_request:11421", - "right": "pull_request:11645", - "accept": false, - "reason": "Interpolation-mode argument change and torch-version fallback are unrelated fixes." - }, { "left": "pull_request:1256", "right": "pull_request:1258", "accept": true, - "reason": "These are the same negative-prompt test update in the same file; the only difference is positional vs named argument style." + "reason": "Same underlying negative-prompt test update in the same file; the second is just the clearer keyword-arg version." }, { "left": "pull_request:12618", "right": "pull_request:13164", "accept": false, - "reason": "Both touch CI workflows, but one fixes a uv uninstall typo while the other removes test deps; different changes." + "reason": "Different CI problems: uv install typo vs removing test deps from workflows." }, { "left": "pull_request:1282", "right": "pull_request:2994", "accept": false, - "reason": "Wrong docs link and ControlNet training type-casting are unrelated." + "reason": "Unrelated changes: a docs link fix vs a ControlNet training type-casting bug." }, { "left": "pull_request:3137", "right": "pull_request:3189", "accept": false, - "reason": "Different dtype-related fixes in different components: UNet class labels vs AudioLDM waveform output." + "reason": "Different code paths and bugs: timestep/class-label dtype casting vs AudioLDM waveform dtype." }, { "left": "pull_request:4352", "right": "pull_request:4793", "accept": false, - "reason": "Kandinsky combined pipeline offload/xformers additions are not the same as auto_pipeline kwargs handling." + "reason": "Different functionality: Kandinsky combined offload/xformers helpers vs auto-pipeline kwargs propagation." }, { "left": "pull_request:5021", "right": "pull_request:7216", "accept": false, - "reason": "Scheduler mapping docs vs single-file loader signature update are unrelated." + "reason": "Different changes: scheduler mapping docs vs from_single_file signature/docs expansion." }, { "left": "pull_request:5085", "right": "pull_request:5823", "accept": false, - "reason": "Both involve LoRA infrastructure, but one fixes offloading behavior and the other adds adapter_names support for fusion." + "reason": "Different LoRA issues: incompatible checkpoint offloading vs adding `adapter_names` to fuse_lora." }, { "left": "pull_request:5299", "right": "pull_request:6236", "accept": false, - "reason": "General model type-hint/docs cleanup is unrelated to a ControlNet inpainting doc example fix." + "reason": "Typehints/docs cleanup is unrelated to the ControlNet inpainting doc example fix." }, { "left": "pull_request:5880", "right": "pull_request:7632", "accept": false, - "reason": "Both mention VAE loading/compatibility, but they fix different failures in different code paths." + "reason": "Different VAE-related fixes in different code paths: broad latent-diffusion compatibility vs DreamBooth VAE loading." }, { "left": "pull_request:6673", "right": "pull_request:7062", "accept": false, - "reason": "InstantID pipeline addition vs imagic docstring correction are unrelated." + "reason": "Different artifacts entirely: adding InstantID pipeline vs fixing imagic docstrings." }, { "left": "pull_request:8722", "right": "pull_request:8952", "accept": false, - "reason": "Embeddings refactor and QKV fusion support are distinct core model changes." + "reason": "Core embeddings refactor is not the same as adding QKV fusion to specific transformer models." }, { "left": "pull_request:9099", "right": "pull_request:9638", "accept": false, - "reason": "Both are ControlNet-related, but they implement different Flux/SD3 model support and cannot be merged as one fix." + "reason": "Both involve ControlNet, but they address different models/features and are not the same concrete change." }, { "left": "pull_request:9473", "right": "pull_request:9838", "accept": false, - "reason": "Shared Flux training files, but the actual fixes are different: LR handling vs custom-prompt repetition/memory logic." + "reason": "Different DreamBooth Flux training bugs in different scripts; they are not the same fix." }, { "left": "pull_request:10056", "right": "pull_request:11485", "accept": false, - "reason": "Flux Redux pipeline work and Flex.2 pipeline addition are unrelated features." + "reason": "Unrelated: Flux Redux prompt/multi-image support vs a new Flex.2 pipeline feature." + }, + { + "left": "pull_request:11475", + "right": "pull_request:11994", + "accept": false, + "reason": "WAN recompilation fix is unrelated to hub-auth/docs CI changes." + }, + { + "left": "pull_request:11979", + "right": "pull_request:12330", + "accept": false, + "reason": "Different goals: enforcing torch version in compile tests vs cleaning group-offloading tests." + }, + { + "left": "pull_request:1327", + "right": "pull_request:821", + "accept": false, + "reason": "Custom local pipeline loading and an all-in-one Stable Diffusion pipeline are unrelated features." + }, + { + "left": "pull_request:1458", + "right": "pull_request:823", + "accept": false, + "reason": "ONNX runtime candidate list change is unrelated to the negative-prompt type-mismatch fix." + }, + { + "left": "pull_request:1470", + "right": "pull_request:2557", + "accept": false, + "reason": "DreamBooth AltDiffusion compatibility and intermediate logging are different changes." + }, + { + "left": "pull_request:4712", + "right": "pull_request:6673", + "accept": false, + "reason": "Tests fetcher infrastructure is unrelated to the InstantID pipeline addition." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The lone accepted pair (#1256/#1258) is supported by the shared test file and nearly identical negative-prompt test change, while the other pairwise rejections are plausibly conservative given the packet evidence. No overstatement of evidence stands out." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, 1256/1258, is a plausible near-duplicate pair in the same test file with the same negative-prompt update, and the rest of the pairwise rejections are consistent with the differing files/themes shown in the packet. The canonicalization language is appropriately cautious given the heterogeneous cluster." }, "evaluator_used": true, "retried": false, @@ -168320,77 +168537,65 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 210, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 211, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:10630", + "pull_request:1", + "pull_request:10005", "pull_request:10867", "pull_request:10983", "pull_request:11130", - "pull_request:11475", - "pull_request:11485", + "pull_request:11231", + "pull_request:11564", "pull_request:11588", - "pull_request:11786", + "pull_request:11660", "pull_request:11797", - "pull_request:11979", - "pull_request:11994", "pull_request:11995", - "pull_request:12041", + "pull_request:12024", + "pull_request:12074", + "pull_request:12109", + "pull_request:12119", "pull_request:12249", - "pull_request:12330", + "pull_request:12387", + "pull_request:12584", + "pull_request:12723", + "pull_request:12897", + "pull_request:12919", "pull_request:13063", "pull_request:13208", - "pull_request:1327", - "pull_request:1355", - "pull_request:1458", - "pull_request:1470", "pull_request:2129", "pull_request:2385", - "pull_request:241", - "pull_request:2557", + "pull_request:2721", "pull_request:2954", "pull_request:3351", - "pull_request:4461", - "pull_request:4712", + "pull_request:3386", + "pull_request:3476", + "pull_request:4098", "pull_request:4714", - "pull_request:5115", "pull_request:5261", "pull_request:5298", "pull_request:5440", "pull_request:6424", - "pull_request:6673", - "pull_request:7158", + "pull_request:7", "pull_request:7359", "pull_request:7541", "pull_request:7924", - "pull_request:821", - "pull_request:823", "pull_request:8640", - "pull_request:8688", "pull_request:8739", "pull_request:9099", + "pull_request:9507", "pull_request:9542", - "pull_request:9573" + "pull_request:9573", + "pull_request:9988" ], "soft_pairs": [ - "pull_request:11475|pull_request:11994", - "pull_request:11979|pull_request:12330", - "pull_request:1327|pull_request:821", - "pull_request:1458|pull_request:823", - "pull_request:1470|pull_request:2557", - "pull_request:11485|pull_request:12041", - "pull_request:1355|pull_request:241", - "pull_request:4461|pull_request:5115", - "pull_request:7158|pull_request:8688", - "pull_request:10630|pull_request:11786", - "pull_request:4712|pull_request:6673", "pull_request:4714|pull_request:5261", "pull_request:10983|pull_request:11588", "pull_request:11995|pull_request:12249", @@ -168403,180 +168608,191 @@ "pull_request:9099|pull_request:9573", "pull_request:13063|pull_request:13208", "pull_request:11130|pull_request:11797", - "pull_request:10867|pull_request:9542" + "pull_request:10867|pull_request:9542", + "pull_request:2721|pull_request:3476", + "pull_request:3386|pull_request:4098", + "pull_request:12109|pull_request:12119", + "pull_request:12584|pull_request:12723", + "pull_request:11231|pull_request:12119", + "pull_request:11660|pull_request:12387", + "pull_request:12024|pull_request:12074", + "pull_request:9507|pull_request:9988", + "pull_request:12897|pull_request:12919", + "pull_request:1|pull_request:7", + "pull_request:10005|pull_request:11564" ], - "prepared_review_unit_hash": "fba005622d893e065b7c501621f14758682da4e74a93f132c76a641a01275990", + "prepared_review_unit_hash": "a35c8ee960f72c64416cd22276d71be42619f98907cf72a8cbb50a3786b5d082", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 103523, - "estimated_input_tokens": 25881, - "estimated_eval_tokens": 52018 + "serialized_chars": 106971, + "estimated_input_tokens": 26743, + "estimated_eval_tokens": 53742 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No strong duplicate here: the soft pairs mostly share broad ecosystem keywords (pipelines, quantization, tests, LoRA, docs) but fix different concrete code paths or ship unrelated features. I would not merge any of these as duplicates.", - "confidence": 0.97, + "summary": "This cluster is highly heterogeneous: the PRs span unrelated features, docs, schedulers, loaders, quantization, and model additions across many different code paths. The soft-similarity links are mostly superficial (shared subsystem names or adjacent filenames) rather than true duplicate fixes.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR fits this cluster; the artifacts are not the same change or bug, so any canonical PR choice would be arbitrary.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No clear global best PR: nothing here represents the whole set, and the PRs target unrelated models/features rather than one duplicated underlying change.", "soft_edge_verdicts": [ { - "left": "pull_request:11475", - "right": "pull_request:11994", + "left": "pull_request:4714", + "right": "pull_request:5261", "accept": false, - "reason": "WAN recompilation fix vs Hugging Face CLI/login docs-test failure; unrelated code paths and different problem types." + "reason": "Different bugs: import error handling vs scheduler callback indexing." }, { - "left": "pull_request:11979", - "right": "pull_request:12330", + "left": "pull_request:10983", + "right": "pull_request:11588", "accept": false, - "reason": "Torch version gating for compilation tests is unrelated to cleaning group-offloading test coverage." + "reason": "Different changes: Hunyuan I2V model integration vs LoRA loading for I2V." }, { - "left": "pull_request:1327", - "right": "pull_request:821", + "left": "pull_request:11995", + "right": "pull_request:12249", "accept": false, - "reason": "Local custom pipeline loading vs an all-in-one Stable Diffusion demo pipeline; different features and scopes." + "reason": "Different models/features: modular Flux pipeline refactor vs Step1X-Edit pipeline addition." }, { - "left": "pull_request:1458", - "right": "pull_request:823", + "left": "pull_request:6424", + "right": "pull_request:7924", "accept": false, - "reason": "ONNX import utility tweak is unrelated to negative-prompt type checking in Stable Diffusion pipelines." + "reason": "Unrelated fixes: PixArt checkpoint conversion vs IP-Adapter conditioning in SDXL ControlNet inpaint." }, { - "left": "pull_request:1470", - "right": "pull_request:2557", + "left": "pull_request:2385", + "right": "pull_request:3351", "accept": false, - "reason": "AltDiffusion compatibility for DreamBooth training is not the same as adding intermediate logging to the training script." + "reason": "Utility method for Pix2Pix Zero is unrelated to adding Karras sigmas in LMSDiscreteScheduler." }, { - "left": "pull_request:11485", - "right": "pull_request:12041", + "left": "pull_request:5298", + "right": "pull_request:5440", "accept": false, - "reason": "Flex.2 pipeline addition and Wan VAE patching are separate model/pipeline changes, not one fix." + "reason": "LoRA conv torch.compile fix is unrelated to local single-file loading." }, { - "left": "pull_request:1355", - "right": "pull_request:241", + "left": "pull_request:7359", + "right": "pull_request:8739", "accept": false, - "reason": "Flax img2img pipeline addition and an inpainting example are distinct pipelines/examples." + "reason": "Different community examples/scripts; not the same underlying bug or change." }, { - "left": "pull_request:4461", - "right": "pull_request:5115", + "left": "pull_request:7541", + "right": "pull_request:8640", "accept": false, - "reason": "Both touch a conversion script, but one adds pipeline_class_name and the other adds config_files; different bugs/flags." + "reason": "Workflow dispatch changes are unrelated to relaxing a flax test tolerance." }, { - "left": "pull_request:7158", - "right": "pull_request:8688", + "left": "pull_request:2129", + "right": "pull_request:2954", "accept": false, - "reason": "Benchmark workflow fix vs LoRA DoRA conversion utility fix; different subsystems and failure modes." + "reason": "LoRA-from-pipeline support is unrelated to adding Text-to-Video Zero." }, { - "left": "pull_request:10630", - "right": "pull_request:11786", + "left": "pull_request:9099", + "right": "pull_request:9573", "accept": false, - "reason": "Flax test expectation adjustment is unrelated to the big-GPU marker/CI fix." + "reason": "Both touch SD3, but one adds ControlNet inpainting while the other fixes dimension divisibility; different issues." }, { - "left": "pull_request:4712", - "right": "pull_request:6673", + "left": "pull_request:13063", + "right": "pull_request:13208", "accept": false, - "reason": "Test-fetcher utility addition has nothing to do with InstantID pipeline docs/code." + "reason": "Wan modular refactor is unrelated to adding Helios video generation pipelines." }, { - "left": "pull_request:4714", - "right": "pull_request:5261", + "left": "pull_request:11130", + "right": "pull_request:11797", "accept": false, - "reason": "Import error-message handling and callback step indexing are unrelated fixes." + "reason": "Quantization config plumbing is not the same as implementing Higgs quantization." }, { - "left": "pull_request:10983", - "right": "pull_request:11588", + "left": "pull_request:10867", + "right": "pull_request:9542", "accept": false, - "reason": "Hunyuan I2V pipeline support and Wan LoRA I2V support are different model families and implementation paths." + "reason": "Both are Flux-adjacent LoRA work, but they solve different loading/conversion problems and are not mergeable into one fix." }, { - "left": "pull_request:11995", - "right": "pull_request:12249", + "left": "pull_request:2721", + "right": "pull_request:3476", "accept": false, - "reason": "Flux modular pipeline support and Step1X-Edit pipeline addition are separate feature additions." + "reason": "ModelEditing pipeline addition is unrelated to scheduler Karras-sigmas support." }, { - "left": "pull_request:6424", - "right": "pull_request:7924", + "left": "pull_request:3386", + "right": "pull_request:4098", "accept": false, - "reason": "PixArt checkpoint conversion bug and SDXL ControlNet IP-Adapter conditional handling are unrelated." + "reason": "ControlNet refactor/additions are not the same concrete change as SDXL inpainting." }, { - "left": "pull_request:2385", - "right": "pull_request:3351", + "left": "pull_request:12109", + "right": "pull_request:12119", "accept": false, - "reason": "Pix2Pix Zero helper addition does not match LMS Karras sigmas scheduler change." + "reason": "Scheduler custom sigma support is unrelated to Qwen-Image Lightning LoRA loading." }, { - "left": "pull_request:5298", - "right": "pull_request:5440", + "left": "pull_request:12584", + "right": "pull_request:12723", "accept": false, - "reason": "LoRA torch.compile conv fix and local single-file loading are unrelated fixes." + "reason": "SANA-Video base inference and LongSANA minute-length video are different model/pipeline changes." }, { - "left": "pull_request:7359", - "right": "pull_request:8739", + "left": "pull_request:11231", + "right": "pull_request:12119", "accept": false, - "reason": "ResAdapter training script and ConsistencyTTA community pipeline are different community projects." + "reason": "HiDream Image pipeline work is unrelated to Qwen-Image Lightning LoRA support." }, { - "left": "pull_request:7541", - "right": "pull_request:8640", + "left": "pull_request:11660", + "right": "pull_request:12387", "accept": false, - "reason": "Dispatchable nightly workflow changes are unrelated to a Flax test tolerance tweak." + "reason": "HiDream LoRA support and flash-attention backend support are unrelated." }, { - "left": "pull_request:2129", - "right": "pull_request:2954", + "left": "pull_request:12024", + "right": "pull_request:12074", "accept": false, - "reason": "Pipeline LoRA support and TextToVideoZero pipeline creation are separate features." + "reason": "Wan follow-up fixes and Wan 2.2 LoRA loading are different code paths and not the same bug." }, { - "left": "pull_request:9099", - "right": "pull_request:9573", + "left": "pull_request:9507", + "right": "pull_request:9988", "accept": false, - "reason": "Both touch SD3/controlnet files, but one adds inpainting support and the other changes dimension divisibility validation; not the same change." + "reason": "Flux ControlNet batching fix is unrelated to Flux Redux pipeline/model additions." }, { - "left": "pull_request:13063", - "right": "pull_request:13208", + "left": "pull_request:12897", + "right": "pull_request:12919", "accept": false, - "reason": "Wan modular refactor and Helios pipeline addition are different model/pipeline families." + "reason": "Both mention NPU, but one changes Flux pos-embed placement and the other adds NPU attention backend support." }, { - "left": "pull_request:11130", - "right": "pull_request:11797", + "left": "pull_request:1", + "right": "pull_request:7", "accept": false, - "reason": "Pipeline-level quantization config and Higgs quantization implementation are distinct quantization methods/features." + "reason": "Early GLIDE model files and VQ-VAE addition are separate foundational model imports." }, { - "left": "pull_request:10867", - "right": "pull_request:9542", + "left": "pull_request:10005", + "right": "pull_request:11564", "accept": false, - "reason": "Multi IP-Adapter support for Flux and Kohya Flux LoRA text-encoder conversion are unrelated changes." + "reason": "Docs-only pipeline additions are unrelated to adding prodigy dependencies." } ] }, @@ -168590,18 +168806,16 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 211, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 212, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:1", - "pull_request:10005", "pull_request:10058", "pull_request:10069", "pull_request:10086", @@ -168615,52 +168829,43 @@ "pull_request:10148", "pull_request:1017", "pull_request:10188", + "pull_request:10197", + "pull_request:102", + "pull_request:1020", + "pull_request:10206", + "pull_request:10218", + "pull_request:10220", "pull_request:10245", + "pull_request:10358", "pull_request:10506", "pull_request:10730", "pull_request:10970", - "pull_request:11231", + "pull_request:11096", + "pull_request:11129", "pull_request:11475", - "pull_request:11564", - "pull_request:11660", - "pull_request:12024", - "pull_request:12074", - "pull_request:12109", - "pull_request:12119", - "pull_request:12387", - "pull_request:12584", - "pull_request:12723", - "pull_request:12897", - "pull_request:12919", + "pull_request:11531", + "pull_request:11635", "pull_request:1885", - "pull_request:2721", - "pull_request:3386", - "pull_request:3476", - "pull_request:4098", + "pull_request:2007", + "pull_request:2322", + "pull_request:3172", "pull_request:428", - "pull_request:7", + "pull_request:628", + "pull_request:70", "pull_request:8412", "pull_request:8425", "pull_request:8497", + "pull_request:8600", + "pull_request:8627", "pull_request:8774", + "pull_request:9036", + "pull_request:9116", + "pull_request:9266", "pull_request:9286", - "pull_request:9507", "pull_request:9769", - "pull_request:9893", - "pull_request:9988" + "pull_request:9893" ], "soft_pairs": [ - "pull_request:2721|pull_request:3476", - "pull_request:3386|pull_request:4098", - "pull_request:12109|pull_request:12119", - "pull_request:12584|pull_request:12723", - "pull_request:11231|pull_request:12119", - "pull_request:11660|pull_request:12387", - "pull_request:12024|pull_request:12074", - "pull_request:9507|pull_request:9988", - "pull_request:12897|pull_request:12919", - "pull_request:1|pull_request:7", - "pull_request:10005|pull_request:11564", "pull_request:10058|pull_request:8412", "pull_request:10069|pull_request:10970", "pull_request:10086|pull_request:8425", @@ -168674,186 +168879,225 @@ "pull_request:10140|pull_request:9769", "pull_request:10148|pull_request:9893", "pull_request:1017|pull_request:1885", - "pull_request:10188|pull_request:10506" + "pull_request:10188|pull_request:10506", + "pull_request:10197|pull_request:11096", + "pull_request:10197|pull_request:11129", + "pull_request:10197|pull_request:11531", + "pull_request:10197|pull_request:8600", + "pull_request:10197|pull_request:9266", + "pull_request:102|pull_request:2007", + "pull_request:102|pull_request:70", + "pull_request:1020|pull_request:2322", + "pull_request:1020|pull_request:3172", + "pull_request:1020|pull_request:628", + "pull_request:10206|pull_request:8627", + "pull_request:10218|pull_request:9036", + "pull_request:10218|pull_request:9116", + "pull_request:10220|pull_request:11635", + "pull_request:10245|pull_request:10358" ], - "prepared_review_unit_hash": "a55676e14ad721a68d9962c2b2afdf02a183f99c6f11a372b5ef4a0be979ed2f", + "prepared_review_unit_hash": "b93e7046600f598d2a41ddc887edda5e2df7be2fe61dd6987308e4985412b780", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 25, - "serialized_chars": 103980, - "estimated_input_tokens": 25995, - "estimated_eval_tokens": 52246 + "soft_pair_count": 29, + "serialized_chars": 98585, + "estimated_input_tokens": 24647, + "estimated_eval_tokens": 49550 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft-edge pairs are mostly broad-similarity false positives: shared subsystems, docs, or adjacent model families, but not the same concrete bug or change. I would not merge any of them as duplicates.", - "confidence": 0.96, + "summary": "All soft matches are superficial title/scope overlaps; the pairs span unrelated docs, CI, formatting, feature additions, and bug fixes. I would not collapse any of them as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single pull request is a clear canonical duplicate target here; the cluster is heterogeneous and the apparent overlaps are mostly superficial or adjacent feature work.", + "canonical_pr_reason": "No single PR is a duplicate canonical here: the candidates cover unrelated changes across docs, workflows, model/features, and tests, so there is no shared underlying fix/change to anchor on.", "best_issue_reason": null, - "best_pr_reason": "No PR in this set is a strong global representative for duplicate triage because the items span unrelated features, fixes, and docs updates rather than one underlying change.", + "best_pr_reason": "PR 9769 ([core] Mochi T2V) is the clearest standalone, well-scoped feature PR with an explicit tracking issue and high review activity, so it is the strongest representative if one must be chosen.", "soft_edge_verdicts": [ { - "left": "pull_request:2721", - "right": "pull_request:3476", + "left": "pull_request:10058", + "right": "pull_request:8412", "accept": false, - "reason": "Different features in different areas: ModelEditing pipeline vs a scheduler sigma option." + "reason": "Both are docs PRs, but one fixes a broken link while the other rewrites single-file loading docs; different underlying changes." }, { - "left": "pull_request:3386", - "right": "pull_request:4098", + "left": "pull_request:10069", + "right": "pull_request:10970", "accept": false, - "reason": "Both touch image generation/inpainting, but one is a ControlNet refactor and the other is SDXL inpainting; not the same code-path problem." + "reason": "Model-loading device validation and a PR-style-bot workflow update are unrelated code paths." }, { - "left": "pull_request:12109", - "right": "pull_request:12119", + "left": "pull_request:10086", + "right": "pull_request:8425", "accept": false, - "reason": "UniPC scheduler custom sigmas/timesteps is unrelated to Qwen-Image-Lightning LoRA loading." + "reason": "StableDiffusion3 guidance-layer behavior and a workflow rename have no shared bug/change." }, { - "left": "pull_request:12584", - "right": "pull_request:12723", + "left": "pull_request:101", + "right": "pull_request:428", "accept": false, - "reason": "Related video-model family, but one adds SANA-Video inference and the other adds LongSANA; different model variants and goals." + "reason": "A large early core-code PR and a broad docs refactor are not the same change." }, { - "left": "pull_request:11231", - "right": "pull_request:12119", + "left": "pull_request:10109", + "right": "pull_request:9286", "accept": false, - "reason": "HiDream Image core addition is unrelated to Qwen-Image-Lightning LoRA support." + "reason": "Stable Audio XLA support and exporting a new control-net class are distinct features." }, { - "left": "pull_request:11660", - "right": "pull_request:12387", + "left": "pull_request:10114", + "right": "pull_request:10730", "accept": false, - "reason": "HiDream LoRA conversion work is unrelated to FlashAttention kernel support." + "reason": "Formatting cleanup in Stable Audio is unrelated to hook unwrapping behavior in pipeline_utils." }, { - "left": "pull_request:12024", - "right": "pull_request:12074", + "left": "pull_request:10114", + "right": "pull_request:11475", "accept": false, - "reason": "Both are Wan-related, but one fixes recompilation behavior while the other adds LoRA loading for a second transformer." + "reason": "Stable Audio formatting changes do not overlap with WAN recompilation fixes." }, { - "left": "pull_request:9507", - "right": "pull_request:9988", + "left": "pull_request:10115", + "right": "pull_request:8497", "accept": false, - "reason": "Both involve Flux, but one fixes ControlNet aggregation and the other is a broader Flux Redux feature set." + "reason": "Flux positional-embedding bugfix and a spelling correction in a scheduler docstring are unrelated." }, { - "left": "pull_request:12897", - "right": "pull_request:12919", + "left": "pull_request:10119", + "right": "pull_request:10245", "accept": false, - "reason": "Different NPU improvements: position embeddings vs attention backend support." + "reason": "Both touch LoRA docs, but one documents load_lora_adapter while the other updates a delete_adapters tutorial; different API changes." }, { - "left": "pull_request:1", - "right": "pull_request:7", + "left": "pull_request:10126", + "right": "pull_request:8774", "accept": false, - "reason": "Early repo bootstrap PRs for different model components; not duplicates." + "reason": "Deprecating save_attn_procs and introducing LoraBaseMixin are different LoRA refactors with different code paths." }, { - "left": "pull_request:10005", - "right": "pull_request:11564", + "left": "pull_request:10140", + "right": "pull_request:9769", "accept": false, - "reason": "Docs for missing Flux pipelines vs adding prodigy dependencies; unrelated changes." + "reason": "ConsisID and Mochi are separate model/pipeline feature additions, not the same underlying change." }, { - "left": "pull_request:10058", - "right": "pull_request:8412", + "left": "pull_request:10148", + "right": "pull_request:9893", "accept": false, - "reason": "Different documentation fixes with no shared underlying issue." + "reason": "OmniGen implementation and an SDXL ControlNet reference community pipeline are unrelated features." }, { - "left": "pull_request:10069", - "right": "pull_request:10970", + "left": "pull_request:1017", + "right": "pull_request:1885", "accept": false, - "reason": "BnB quantizer device handling fix is unrelated to a GitHub Actions workflow change." + "reason": "Dreambooth argument typing and a typo fix in dreambooth inpaint use different files and problems." }, { - "left": "pull_request:10086", - "right": "pull_request:8425", + "left": "pull_request:10188", + "right": "pull_request:10506", "accept": false, - "reason": "Stable Diffusion 3 guidance-layer bug fix vs workflow name rename; unrelated." + "reason": "Flux LoRA expansion error handling and a TorchAo sequential offload test are not the same bug or change." }, { - "left": "pull_request:101", - "right": "pull_request:428", + "left": "pull_request:10197", + "right": "pull_request:11096", "accept": false, - "reason": "A large core bootstrap PR and a docs cleanup PR are not the same change." + "reason": "CI TPU configuration changes and Flux TPU README updates are separate maintenance tasks." }, { - 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"reason": "Flux positional embedding bug fix vs a spelling correction; no overlap in bug/change." + "reason": "CI workflow edits and adding a community project entry are unrelated." }, { - "left": "pull_request:10119", - "right": "pull_request:10245", + "left": "pull_request:102", + "right": "pull_request:2007", "accept": false, - "reason": "Both docs mention adapters, but one documents load_lora_adapter and the other delete_adapters; different APIs." + "reason": "Training example updates and a Black formatting sweep are not the same underlying change." }, { - "left": "pull_request:10126", - "right": "pull_request:8774", + "left": "pull_request:102", + "right": "pull_request:70", "accept": false, - "reason": "Deprecating save_attn_procs is not the same as introducing LoraBaseMixin; one is API cleanup, the other a refactor." + "reason": "Example docs/script updates and a core attention/unet refactor are unrelated." }, { - "left": "pull_request:10140", - "right": "pull_request:9769", + "left": "pull_request:1020", + "right": "pull_request:2322", "accept": false, - 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"reason": "Flux LoRA expansion/loading behavior is unrelated to a torchao sequential CPU offload test." + "reason": "LoRA adapter API docs and a community-project listing are unrelated documentation changes." } ] }, @@ -168867,23 +169111,16 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 212, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 213, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:10197", - "pull_request:102", - "pull_request:1020", - "pull_request:10206", - "pull_request:10218", - "pull_request:10220", - "pull_request:10245", "pull_request:10246", "pull_request:10251", "pull_request:1027", @@ -168893,55 +169130,47 @@ "pull_request:10324", "pull_request:10332", "pull_request:10351", - 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"left": "pull_request:10293", - "right": "pull_request:9709", + "left": "pull_request:1043", + "right": "pull_request:545", "accept": false, - "reason": "TorchAO version bump vs torch max-version CI pin; both dependency-related but different packages and fixes." + "reason": "Test helper printing changes vs configuration logging changes; only superficial logging overlap." }, { - "left": "pull_request:10312", - "right": "pull_request:10651", + "left": "pull_request:1043", + "right": "pull_request:828", "accept": false, - "reason": "Attention head reshape bugfix vs Lumina input validation fix; unrelated code paths." + "reason": "Better test print helpers vs Flax test suite completion; different changes." }, { - "left": "pull_request:10318", - "right": "pull_request:11004", + "left": "pull_request:10481", + "right": "pull_request:10537", "accept": false, - "reason": "Flux LoRA integration tests vs PEFT full-key-prefix removal; tests vs loader behavior, not same bug." + "reason": "Both touch Sana, but 10481 is only the clean_caption default fix while 10537 is a broader Sana-4K/pag update." }, { - "left": "pull_request:10324", - "right": "pull_request:11124", + "left": "pull_request:10497", + "right": "pull_request:9709", "accept": false, - "reason": "Kandinsky CPU-offload API fix vs CogView4 test token change; unrelated." + "reason": "Tokenizers install path fix in CI vs torch dependency pin; unrelated CI/dependency changes." }, { - "left": "pull_request:10332", - "right": "pull_request:11564", + "left": "pull_request:10502", + "right": "pull_request:10579", "accept": false, - "reason": "Shape-string error-message fix vs adding prodigy dependency; unrelated." + "reason": "Model output serialization metadata vs adding a community pipeline; unrelated." }, { - "left": "pull_request:10351", + "left": "pull_request:10506", "right": "pull_request:11196", "accept": false, - "reason": "LoRA test harness tweak vs save_pretrained serialization fix; different failure modes." + "reason": "TorchAO offload test vs save_pretrained serialization revert; unrelated." }, { - "left": "pull_request:10351", - "right": "pull_request:8964", + "left": "pull_request:10506", + "right": "pull_request:8932", "accept": false, - "reason": "LoRA test harness tweak vs AudioLDM2 cache-position fix; unrelated." + "reason": "TorchAO offload test vs temporal transformer tests; no shared concrete bug." }, { - "left": "pull_request:10364", - "right": "pull_request:11249", + "left": "pull_request:10506", + "right": "pull_request:8973", "accept": false, - "reason": "torch_xla support in Sana vs Flux Xlab ControlNet support; different pipelines and changes." + "reason": "TorchAO offload test vs lumina test-size reduction; unrelated testing changes." }, { - "left": "pull_request:1041", - "right": "pull_request:268", + "left": "pull_request:10544", + "right": "pull_request:11319", "accept": false, - "reason": "Both touch tests, but one fixes failing tests and the other updates slow-test expectations; not the same issue." + "reason": "ParaAttention docs vs community-project catalog entry; different documentation topics." }, { - "left": "pull_request:1041", - "right": "pull_request:2759", + "left": "pull_request:10548", + "right": "pull_request:10554", "accept": false, - "reason": "Generic test fixes vs unrelated run-tests/meta PR; no concrete overlap." + "reason": "HunyuanVideo batch>1 attention-mask fix vs SD3 LoRA script fix; different models and bugs." }, { - "left": "pull_request:1041", - "right": "pull_request:3108", + "left": "pull_request:10548", + "right": "pull_request:9077", "accept": false, - "reason": "Test fixes vs empty ckpt-fix placeholder; no evidence of same underlying bug." + "reason": "HunyuanVideo transformer fix vs generic typo cleanup; unrelated." }, { - "left": "pull_request:1041", - "right": "pull_request:886", + "left": "pull_request:10548", + "right": "pull_request:9739", + "accept": false, + "reason": "HunyuanVideo batch handling fix vs SD3.5 single-file docs example; unrelated." + }, + { + "left": "pull_request:10554", + "right": "pull_request:10852", "accept": false, - "reason": "Test fixes vs VAE test tweak; too generic and unrelated." + "reason": "SD3 LoRA loading bug fix vs issue-template label edit; unrelated." } ] }, @@ -169186,25 +169437,16 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 213, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 214, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:10420", - "pull_request:1043", - "pull_request:10481", - "pull_request:10497", - "pull_request:10502", - "pull_request:10506", - "pull_request:10537", - "pull_request:10544", - "pull_request:10548", "pull_request:10554", "pull_request:10576", "pull_request:10579", @@ -169217,51 +169459,44 @@ "pull_request:1077", "pull_request:10808", "pull_request:10852", + "pull_request:1086", + "pull_request:10885", "pull_request:10889", + "pull_request:1089", "pull_request:10898", + "pull_request:109", + "pull_request:11039", "pull_request:11194", - "pull_request:11196", "pull_request:11262", - "pull_request:11319", "pull_request:11681", "pull_request:11838", "pull_request:11841", + "pull_request:1352", + "pull_request:1489", + "pull_request:164", "pull_request:21", - "pull_request:22", + "pull_request:2130", + "pull_request:2188", + "pull_request:2337", + "pull_request:2428", + "pull_request:289", "pull_request:34", - "pull_request:545", "pull_request:774", - "pull_request:828", - "pull_request:8932", - "pull_request:8973", + "pull_request:839", + "pull_request:842", + "pull_request:87", "pull_request:9060", - "pull_request:9077", "pull_request:909", "pull_request:9244", + "pull_request:9442", + "pull_request:9447", "pull_request:9449", "pull_request:9601", - "pull_request:9709", "pull_request:9739", "pull_request:9821", "pull_request:9827" ], "soft_pairs": [ - "pull_request:10420|pull_request:9077", - "pull_request:1043|pull_request:21", - "pull_request:1043|pull_request:22", - "pull_request:1043|pull_request:545", - "pull_request:1043|pull_request:828", - "pull_request:10481|pull_request:10537", - "pull_request:10497|pull_request:9709", - "pull_request:10502|pull_request:10579", - "pull_request:10506|pull_request:11196", - "pull_request:10506|pull_request:8932", - "pull_request:10506|pull_request:8973", - "pull_request:10544|pull_request:11319", - "pull_request:10548|pull_request:10554", - "pull_request:10548|pull_request:9077", - "pull_request:10548|pull_request:9739", - "pull_request:10554|pull_request:10852", "pull_request:10554|pull_request:10889", "pull_request:10554|pull_request:11262", "pull_request:10576|pull_request:9821", @@ -169278,234 +169513,251 @@ "pull_request:1077|pull_request:774", "pull_request:1077|pull_request:909", "pull_request:10808|pull_request:9449", - "pull_request:10852|pull_request:9739" + "pull_request:10852|pull_request:9739", + "pull_request:1086|pull_request:1489", + "pull_request:1086|pull_request:2130", + "pull_request:1086|pull_request:2188", + "pull_request:1086|pull_request:2337", + "pull_request:1086|pull_request:2428", + "pull_request:1086|pull_request:289", + "pull_request:1086|pull_request:839", + "pull_request:1086|pull_request:842", + "pull_request:10885|pull_request:11194", + "pull_request:10885|pull_request:11838", + "pull_request:10889|pull_request:9739", + "pull_request:1089|pull_request:164", + "pull_request:109|pull_request:1352", + "pull_request:109|pull_request:21", + "pull_request:109|pull_request:87", + "pull_request:11039|pull_request:9442", + "pull_request:11039|pull_request:9447" ], - "prepared_review_unit_hash": "dc21c84a9cea08fb430b1323285e8e26944dc8203f0bd7a8230bdfc3c14af3e9", + "prepared_review_unit_hash": "6414ba4c119d93c1938566ac4ef7ade464f86713098a1b1ae333e9ed0003de24", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 97352, - "estimated_input_tokens": 24338, - "estimated_eval_tokens": 48932 + "soft_pair_count": 34, + "serialized_chars": 102042, + "estimated_input_tokens": 25511, + "estimated_eval_tokens": 51278 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set: it mixes unrelated docs, tests, CI, and code-fix PRs. The soft edges are mostly superficial title or subsystem similarity, not the same underlying change.", - "confidence": 0.94, + "summary": "Mostly unrelated PRs grouped by superficial similarity. The only real substantive theme is LoRA/device_map handling, but even there the candidate pairs are either test-only, docs-only, or adjacent but distinct fixes rather than the same change.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a duplicate center for this cluster; the items span unrelated changes and only loosely similar maintenance work.", + "canonical_pr_reason": "PR 9449 is the clearest representative of the substantive device_map/LoRA-loading subtheme: it contains a concrete code-path fix plus broad regression coverage, unlike the many docs/test/typo-only PRs.", "best_issue_reason": null, - "best_pr_reason": "No clear global best PR for duplicate triage. If forced, the most substantive/high-activity PRs are still about different fixes and are not a shared change target.", + "best_pr_reason": "PR 9449 is the strongest overall representative because it fixes a real runtime bug, has broad test coverage, and is more central than the surrounding docs or cosmetic changes.", "soft_edge_verdicts": [ { - "left": "pull_request:10420", - "right": "pull_request:9077", + "left": "pull_request:10554", + "right": "pull_request:10889", "accept": false, - "reason": "Different docs changes: one fixes an LTX checkpoint ID, the other is a broad typo cleanup across multiple files." + "reason": "Different bugs in different training scripts: SD3 LoRA state loading vs fp16 unscaling in SDXL validation." }, { - "left": "pull_request:1043", - "right": "pull_request:21", + "left": "pull_request:10554", + "right": "pull_request:11262", "accept": false, - "reason": "Unrelated test helper/print changes vs. early model test additions and UNet API rename." + "reason": "Unrelated fixes: SD3 miniature LoRA loading path vs Wan ftfy import handling." }, { - "left": "pull_request:1043", - "right": "pull_request:22", + "left": "pull_request:10576", + "right": "pull_request:9821", "accept": false, - "reason": "Different maintenance areas and different code paths; only generic test/logging similarity." + "reason": "One is a quantization test addition; the other is a device_map behavior fix. Same broad area, not the same change." }, { - "left": "pull_request:1043", - "right": "pull_request:545", + "left": "pull_request:10576", + "right": "pull_request:9827", "accept": false, - "reason": "No shared underlying bug or feature; one adds test utilities, the other changes config logging behavior." + "reason": "Test-only LoRA loading coverage vs the actual device_map/LoRA loading fix; related theme, but not the same concrete patch." }, { - "left": "pull_request:1043", - "right": "pull_request:828", + "left": "pull_request:10579", + "right": "pull_request:10898", "accept": false, - "reason": "Both are test-related but address unrelated test suites and different goals." + "reason": "Completely different features: community pipeline addition vs remote_decode documentation/API." }, { - "left": "pull_request:10481", - "right": "pull_request:10537", + "left": "pull_request:10579", + "right": "pull_request:9244", "accept": false, - "reason": "Same default line in Sana appears, but 10537 is a broader Sana-4K/PAG update, not the same standalone fix." + "reason": "Different pipelines and problems: attentive eraser community script vs Flux single-file support." }, { - "left": "pull_request:10497", - "right": "pull_request:9709", + "left": "pull_request:10622", + "right": "pull_request:11841", "accept": false, - "reason": "CI tokenizers install path change vs torch version pinning; different breakages." + "reason": "Both are docs, but about unrelated topics: virtualenv/uv installation vs batch generation documentation." }, { - "left": "pull_request:10502", - "right": "pull_request:10579", + "left": "pull_request:10648", + "right": "pull_request:11194", "accept": false, - "reason": "Model output serialization change vs adding a community pipeline; unrelated changes." + "reason": "Scheduler docs update vs component-specific torch_dtype docs; same docs domain, different content." }, { - "left": "pull_request:10506", - "right": "pull_request:11196", + "left": "pull_request:10648", + "right": "pull_request:11838", "accept": false, - "reason": "Quantization offload test vs save_pretrained serialization fix; different code paths." + "reason": "Unrelated documentation changes: DDPM sigmoid scheduler docs vs deprecated pipelines notices." }, { - "left": "pull_request:10506", - "right": "pull_request:8932", + "left": "pull_request:10676", + "right": "pull_request:9060", "accept": false, - "reason": "Different test additions for different models and features." + "reason": "README update for XLA/SPMD vs removing a debug print in FLUX transformer code; not the same issue." }, { - "left": "pull_request:10506", - "right": "pull_request:8973", + "left": "pull_request:10698", + "right": "pull_request:9601", "accept": false, - "reason": "Different test concerns; one targets TorchAo offload, the other reduces Lumina test size." + "reason": "Different bugs: inconsistent augmentations in instruct-pix2pix vs VAE dtype handling under mixed precision." }, { - "left": "pull_request:10544", - "right": "pull_request:11319", + "left": "pull_request:1073", + "right": "pull_request:34", "accept": false, - "reason": "Both docs, but one adds ParaAttention docs and the other adds a community-project entry." + "reason": "Both are small text cleanups, but they touch unrelated files and fixes (README typo vs comment typo)." }, { - "left": "pull_request:10548", - "right": "pull_request:10554", + "left": "pull_request:10730", + "right": "pull_request:11681", "accept": false, - "reason": "HunyuanVideo batch masking fix vs an SD3 LoRA loader script bug; unrelated code paths." + "reason": "Hook unwrapping fix vs device_map documentation/tests clarification; related subsystem, but not the same code-path bug." }, { - "left": "pull_request:10548", - "right": "pull_request:9077", + "left": "pull_request:1077", + "right": "pull_request:774", "accept": false, - "reason": "Video transformer batch fix vs generic typo cleanup; no shared bug." + "reason": "Scheduler test refactor vs pipeline test expectation changes; different test changes, not one underlying bug." }, { - "left": "pull_request:10548", - "right": "pull_request:9739", + "left": "pull_request:1077", + "right": "pull_request:909", "accept": false, - "reason": "HunyuanVideo batch handling vs SD3 single-file docs/example changes; unrelated." + "reason": "Both are test-related, but one refactors scheduler tests while the other changes pipeline assertions/models." }, { - "left": "pull_request:10554", - "right": "pull_request:10852", + "left": "pull_request:10808", + "right": "pull_request:9449", "accept": false, - "reason": "SD3 LoRA example bug fix vs issue-template wording change; unrelated." + "reason": "PEFT config rank-pattern adjustment is a different LoRA issue from device_mapped LoRA loading." }, { - "left": "pull_request:10554", - "right": "pull_request:10889", + "left": "pull_request:10852", + "right": "pull_request:9739", "accept": false, - "reason": "Different SD3 training issues; one fixes state-dict selection, the other fp16 unscaling behavior." + "reason": "Issue template label fix vs docs for Stable Diffusion 3; unrelated maintenance changes." }, { - "left": "pull_request:10554", - "right": "pull_request:11262", + "left": "pull_request:1086", + "right": "pull_request:1489", "accept": false, - "reason": "SD3 miniature training script fix vs WAN ftfy import handling; different models and code paths." + "reason": "Attention-module refactor vs removing a reminder comment in tests; unrelated changes." }, { - "left": "pull_request:10576", - "right": "pull_request:9821", + "left": "pull_request:1086", + "right": "pull_request:2130", "accept": false, - "reason": "8-bit LoRA-loading test vs device_map behavior fix in pipeline loading; not the same change." + "reason": "Model attention refactor vs pipeline allow_patterns cleanup; not the same underlying bug or feature." }, { - "left": "pull_request:10576", - "right": "pull_request:9827", + "left": "pull_request:1086", + "right": "pull_request:2188", "accept": false, - "reason": "A test addition cannot be merged with a broader LoRA device_map fix; different underlying issue." + "reason": "Core attention implementation change vs docs license text removal." }, { - "left": "pull_request:10579", - "right": "pull_request:10898", + "left": "pull_request:1086", + "right": "pull_request:2337", "accept": false, - "reason": "Community pipeline addition vs remote_decode feature/docs; unrelated additions." + "reason": "Attention refactor vs removing unnecessary tests; different scope and purpose." }, { - "left": "pull_request:10579", - "right": "pull_request:9244", + "left": "pull_request:1086", + "right": "pull_request:2428", "accept": false, - "reason": "Different Flux-related changes: community example addition vs single-file loading support." + "reason": "Attention code refactor vs docs tweak for panorama examples; unrelated." }, { - "left": "pull_request:10622", - "right": "pull_request:11841", + "left": "pull_request:1086", + "right": "pull_request:289", "accept": false, - "reason": "Install/virtualenv docs vs batch inference docs; unrelated documentation topics." + "reason": "Attention implementation refactor vs seed-handling refactor across pipelines; not the same concrete bug." }, { - "left": "pull_request:10648", - "right": "pull_request:11194", + "left": "pull_request:1086", + "right": "pull_request:839", "accept": false, - "reason": "Scheduler docs update vs torch_dtype map docs; different documentation changes." + "reason": "Model refactor vs README auth-token cleanup; unrelated." }, { - "left": "pull_request:10648", - "right": "pull_request:11838", + "left": "pull_request:1086", + "right": "pull_request:842", "accept": false, - "reason": "Scheduler docs vs deprecated pipelines docs; not the same topic." + "reason": "Attention refactor vs test output-access cleanup; different changes." }, { - "left": "pull_request:10676", - "right": "pull_request:9060", + "left": "pull_request:10885", + "right": "pull_request:11194", "accept": false, - "reason": "XLA SPMD README update vs removing a debug print from Flux transformer; unrelated." + "reason": "CogVideoX scheduler docs vs torch_dtype mapping docs; unrelated documentation topics." }, { - "left": "pull_request:10698", - "right": "pull_request:9601", + "left": "pull_request:10885", + "right": "pull_request:11838", "accept": false, - "reason": "InstructPix2Pix transform bug vs SD3 controlnet VAE dtype flag; different examples and issues." + "reason": "Scheduler docs addition vs deprecated pipeline notices; not the same change." }, { - "left": "pull_request:1073", - "right": "pull_request:34", + "left": "pull_request:10889", + "right": "pull_request:9739", "accept": false, - "reason": "README typo/doc formatting fix vs early DDPM comment typo fix; only both are minor text edits." + "reason": "fp16 unscaling fix in training vs Stable Diffusion 3 docs/example update; different artifacts and problems." }, { - "left": "pull_request:10730", - "right": "pull_request:11681", + "left": "pull_request:109", + "right": "pull_request:1352", "accept": false, - "reason": "Hook-unwrapping bug fix vs device_map API/docs clarification; related area but different concrete problems." + "reason": "Large model renaming refactor vs a docs sample-model swap; not the same underlying change." }, { - "left": "pull_request:1077", - "right": "pull_request:774", + "left": "pull_request:109", + "right": "pull_request:21", "accept": false, - "reason": "Scheduler test refactor vs pipeline test expectation tweaks; different test suites and goals." + "reason": "Model renaming/refactor vs adding model tests; different work items." }, { - "left": "pull_request:1077", - "right": "pull_request:909", + "left": "pull_request:109", + "right": "pull_request:87", "accept": false, - "reason": "Scheduler test refactor vs inpaint test model-id updates; unrelated." + "reason": "Both are early large refactors, but they target different model abstractions and files rather than one duplicate patch." }, { - "left": "pull_request:10808", - "right": "pull_request:9449", + "left": "pull_request:11039", + "right": "pull_request:9442", "accept": false, - "reason": "LoRA PEFT config-key restriction vs LoRA loading with device-mapped models; both LoRA-related but distinct bugs." + "reason": "Single-file torch_dtype handling vs CI test/workflow changes; unrelated." }, { - "left": "pull_request:10852", - "right": "pull_request:9739", + "left": "pull_request:11039", + "right": "pull_request:9447", "accept": false, - "reason": "Issue-template wording change vs stable diffusion 3 single-file docs/example fix; unrelated." + "reason": "Loader dtype behavior vs pipeline save_pretrained shard-size default; different code paths." } ] }, @@ -169519,22 +169771,16 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 214, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 215, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:1086", - "pull_request:10885", - "pull_request:10889", - "pull_request:1089", - "pull_request:109", - "pull_request:11039", "pull_request:1104", "pull_request:11044", "pull_request:11087", @@ -169543,59 +169789,48 @@ "pull_request:11113", "pull_request:11115", "pull_request:11129", - "pull_request:11194", "pull_request:11237", "pull_request:11244", "pull_request:11250", "pull_request:11257", + "pull_request:11260", + "pull_request:11261", + "pull_request:11262", + "pull_request:11269", + "pull_request:113", + "pull_request:1130", + "pull_request:1133", "pull_request:11350", + "pull_request:11353", + "pull_request:11366", + "pull_request:1147", "pull_request:11522", + "pull_request:11529", "pull_request:11531", + "pull_request:11546", "pull_request:11635", - "pull_request:11838", + "pull_request:11897", "pull_request:11983", "pull_request:12005", "pull_request:12142", "pull_request:12143", "pull_request:12244", "pull_request:12391", - "pull_request:1352", - "pull_request:1489", - "pull_request:164", - "pull_request:21", - "pull_request:2130", - "pull_request:2188", - "pull_request:2337", - "pull_request:2428", - "pull_request:289", + "pull_request:1278", + "pull_request:1751", + "pull_request:2009", "pull_request:3230", - "pull_request:839", - "pull_request:842", - "pull_request:87", - "pull_request:9442", - "pull_request:9447", + "pull_request:42", + "pull_request:580", + "pull_request:703", + "pull_request:840", + "pull_request:885", "pull_request:9506", "pull_request:9739", - "pull_request:9760" + "pull_request:9760", + "pull_request:9938" ], "soft_pairs": [ - "pull_request:1086|pull_request:1489", - "pull_request:1086|pull_request:2130", - "pull_request:1086|pull_request:2188", - "pull_request:1086|pull_request:2337", - "pull_request:1086|pull_request:2428", - "pull_request:1086|pull_request:289", - "pull_request:1086|pull_request:839", - "pull_request:1086|pull_request:842", - "pull_request:10885|pull_request:11194", - "pull_request:10885|pull_request:11838", - "pull_request:10889|pull_request:9739", - "pull_request:1089|pull_request:164", - "pull_request:109|pull_request:1352", - "pull_request:109|pull_request:21", - "pull_request:109|pull_request:87", - "pull_request:11039|pull_request:9442", - "pull_request:11039|pull_request:9447", "pull_request:1104|pull_request:3230", "pull_request:11044|pull_request:12005", "pull_request:11087|pull_request:12142", @@ -169611,222 +169846,230 @@ "pull_request:11237|pull_request:12391", "pull_request:11244|pull_request:11522", "pull_request:11250|pull_request:12244", - "pull_request:11257|pull_request:11635" + "pull_request:11257|pull_request:11635", + "pull_request:11260|pull_request:11897", + "pull_request:11261|pull_request:11269", + "pull_request:11262|pull_request:9739", + "pull_request:113|pull_request:1751", + "pull_request:1130|pull_request:840", + "pull_request:1133|pull_request:1278", + "pull_request:1133|pull_request:42", + "pull_request:1133|pull_request:580", + "pull_request:1133|pull_request:703", + "pull_request:1133|pull_request:885", + "pull_request:11353|pull_request:11546", + "pull_request:11366|pull_request:9938", + "pull_request:1147|pull_request:2009", + "pull_request:11529|pull_request:11531" ], - "prepared_review_unit_hash": "183d1a43650ea3d2423e41c0c7eeded53a4d87426438f28b4f0b3d12e79b1db6", + "prepared_review_unit_hash": "a6cfb908e443fa609efb9249a64d2de6eb753a20baa65822bbc3fd69798eaec1", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 100008, - "estimated_input_tokens": 25002, - "estimated_eval_tokens": 50260 + "soft_pair_count": 30, + "serialized_chars": 97487, + "estimated_input_tokens": 24372, + "estimated_eval_tokens": 49000 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated docs, refactors, and feature PRs. The only convincing duplicate-like overlap is the Wan VACE bf16/fp16 fix pair (12142/12143), which hits the same code path in pipeline_wan_vace.py.", - "confidence": 0.95, + "summary": "This set is mostly a grab bag of unrelated PRs. The only strong duplicate-like match is the Wan VACE bf16/fp16 mask-dtype fix pair, but nearly all other soft edges are false positives across different features, docs, or pipelines.", + "confidence": 0.24, "canonical_issue_reason": null, - "canonical_pr_reason": "The only strong overlap is the Wan VACE dtype fix; 12143 is the merged/refined final patch for the same code path, so it is the best canonical PR if one must be chosen.", + "canonical_pr_reason": "PR 12143 is the cleanest self-contained code fix in the set: it addresses the Wan VACE mask dtype bug and includes the related test adjustment, making it the best single PR anchor here.", "best_issue_reason": null, - "best_pr_reason": "12143 is the best representative PR because it directly fixes the concrete dtype bug in pipeline_wan_vace.py and appears to supersede the near-identical 12142 patch.", + "best_pr_reason": "PR 12143 is the strongest representative of a concrete bug fix among otherwise unrelated changes, and it is the only clearly duplicate-adjacent Wan VACE fix candidate in this cluster.", "soft_edge_verdicts": [ { - "left": "pull_request:1086", - "right": "pull_request:1489", + "left": "pull_request:1104", + "right": "pull_request:3230", "accept": false, - "reason": "Unrelated: model code cleanup vs a scheduler test comment removal." + "reason": "Unrelated changes: CI slow MPS tests vs. a new IF pipeline/docs feature." }, { - "left": "pull_request:1086", - "right": "pull_request:2130", + "left": "pull_request:11044", + "right": "pull_request:12005", "accept": false, - "reason": "Different changes: attention module refactor vs pipeline allow_patterns cleanup." + "reason": "Both touch loaders/utilities, but one is a LoRA log-level tweak and the other is sharded-checkpoint offline behavior; different bugs." }, { - "left": "pull_request:1086", - "right": "pull_request:2188", + "left": "pull_request:11087", + "right": "pull_request:12142", "accept": false, - "reason": "Different area entirely: model code vs docs license removal." + "reason": "Same broad Wan area, but these are different pipeline fixes and not the same concrete bug." }, { - "left": "pull_request:1086", - "right": "pull_request:2337", + "left": "pull_request:11087", + "right": "pull_request:12143", "accept": false, - "reason": "Unrelated: model refactor vs test cleanup." + "reason": "Same broad Wan area, but the changes target different code paths and are not clearly the same fix." }, { - "left": "pull_request:1086", - "right": "pull_request:2428", + "left": "pull_request:11095", + "right": "pull_request:11350", "accept": false, - "reason": "Unrelated: model refactor vs doc wording update." + "reason": "Both edit controlnet_flux.py, but one is an example/doc correction while the other changes forward aggregation logic." }, { - "left": "pull_request:1086", - "right": "pull_request:289", + "left": "pull_request:11096", + "right": "pull_request:11129", "accept": false, - "reason": "Different change: attention refactor vs seed-handling pipeline refactor." + "reason": "README wording update vs. modeling import cleanup; unrelated changes." }, { - "left": "pull_request:1086", - "right": "pull_request:839", + "left": "pull_request:11096", + "right": "pull_request:11531", "accept": false, - "reason": "Unrelated: model code change vs README auth-token cleanup." + "reason": "Flux README updates and an inpaint doc variant fix are separate documentation changes." }, { - "left": "pull_request:1086", - "right": "pull_request:842", + "left": "pull_request:11113", + "right": "pull_request:9506", "accept": false, - "reason": "Unrelated: model refactor vs pipeline test API cleanup." + "reason": "Autoencoder training script fix and a doc/path tweak are unrelated." }, { - "left": "pull_request:10885", - "right": "pull_request:11194", + "left": "pull_request:11115", + "right": "pull_request:11250", "accept": false, - "reason": "Both are docs, but one adds scheduler pages and the other documents dtype maps; not the same change." + "reason": "Implementation of AutoModel vs. AutoModel docs; related feature area, but not the same concrete change." }, { - "left": "pull_request:10885", - "right": "pull_request:11838", + "left": "pull_request:11129", + "right": "pull_request:11531", "accept": false, - "reason": "Different docs/features: CogVideoX scheduler docs vs deprecated pipeline notices." + "reason": "Model import cleanup and inpaint docs are unrelated." }, { - "left": "pull_request:10889", - "right": "pull_request:9739", + "left": "pull_request:11129", + "right": "pull_request:11983", "accept": false, - "reason": "Different fixes: fp16 unscaling training logic vs doc/example typo cleanup." + "reason": "Model import cleanup vs. installation docs update; different topics." }, { - "left": "pull_request:1089", - "right": "pull_request:164", + "left": "pull_request:11129", + "right": "pull_request:9760", "accept": false, - "reason": "Related broad topic, but one is documentation and the other adds scheduler behavior; not the same patch." + "reason": "Model import cleanup vs. README wording cleanup; no shared bug or change." }, { - "left": "pull_request:109", - "right": "pull_request:1352", + "left": "pull_request:11237", + "right": "pull_request:12391", "accept": false, - "reason": "Different changes: large API renaming vs an AltDiffusion sample-model doc tweak." + "reason": "Minor dtype-map docs edit and quantization docs restructure are different documentation changes." }, { - "left": "pull_request:109", - "right": "pull_request:21", + "left": "pull_request:11244", + "right": "pull_request:11522", "accept": false, - "reason": "Shared old files, but one is a big rename and the other is test additions; not the same underlying change." + "reason": "Both touch AudioLDM2, but they fix different issues: model type/offload handling vs. transformers main cache-position compatibility." }, { - "left": "pull_request:109", - "right": "pull_request:87", + "left": "pull_request:11250", + "right": "pull_request:12244", "accept": false, - "reason": "Both are refactor-era PRs, but they change different model paths and are not mergeable as one concrete fix." + "reason": "AutoModel docs vs. Flax removal across the docs tree; unrelated." }, { - "left": "pull_request:11039", - "right": "pull_request:9442", + "left": "pull_request:11257", + "right": "pull_request:11635", "accept": false, - "reason": "Unrelated: dtype-loading behavior vs CI test orchestration." + "reason": "A workflow token test and a Flux Kontext feature/docs PR are unrelated." }, { - "left": "pull_request:11039", - "right": "pull_request:9447", + "left": "pull_request:11260", + "right": "pull_request:11897", "accept": false, - "reason": "Different code paths: single-file loading dtype handling vs pipeline save_pretrained sharding defaults." + "reason": "Dummy modeling_utils edit vs. large modular-diffusers merge test; not the same change." }, { - "left": "pull_request:1104", - "right": "pull_request:3230", + "left": "pull_request:11261", + "right": "pull_request:11269", "accept": false, - "reason": "Unrelated: CI/test infrastructure vs adding a new pipeline and docs." + "reason": "VidTok autoencoder feature and onnxruntime package detection are unrelated." }, { - "left": "pull_request:11044", - "right": "pull_request:12005", + "left": "pull_request:11262", + "right": "pull_request:9739", "accept": false, - "reason": "Different bugs: LoRA no-op logging vs sharded checkpoint local_files_only handling." + "reason": "Wan ftfy import fix and Stable Diffusion 3 typo/doc changes are different problems." }, { - "left": "pull_request:11087", - "right": "pull_request:12142", + "left": "pull_request:113", + "right": "pull_request:1751", "accept": false, - "reason": "Same broad Wan family, but different pipelines and different latent/mask bugs." + "reason": "Scheduler init fix vs. UnCLIP generator plumbing; different code paths." }, { - "left": "pull_request:11087", - "right": "pull_request:12143", + "left": "pull_request:1130", + "right": "pull_request:840", "accept": false, - "reason": "Same broad Wan family, but this is a different concrete fix in pipeline_wan_vace.py." + "reason": "Community pipeline attention/offload enhancement vs. a one-step demo pipeline; unrelated." }, { - "left": "pull_request:11095", - "right": "pull_request:11350", + "left": "pull_request:1133", + "right": "pull_request:1278", "accept": false, - "reason": "Both touch Flux controlnet, but one is docs/example plumbing and the other changes forward logic." + "reason": "Windows test workflow and HF hub RC testing are separate CI changes." }, { - "left": "pull_request:11096", - "right": "pull_request:11129", + "left": "pull_request:1133", + "right": "pull_request:42", "accept": false, - "reason": "Unrelated: Flux README wording vs modeling import cleanup." + "reason": "Windows CI workflow vs. a modeling test cleanup; unrelated." }, { - "left": "pull_request:11113", - "right": "pull_request:9506", + "left": "pull_request:1133", + "right": "pull_request:580", "accept": false, - "reason": "Unrelated: AutoencoderKL training fix vs unrelated docs/example updates." + "reason": "Windows CI workflow vs. a Flax scheduler test/implementation change; unrelated." }, { - "left": "pull_request:11115", - "right": "pull_request:11250", + "left": "pull_request:1133", + "right": "pull_request:703", "accept": false, - "reason": "Same feature area, but code/API addition vs docs page creation; not the same underlying PR." + "reason": "Windows CI workflow vs. CUDA cache CI; different test infrastructure changes." }, { - "left": "pull_request:11129", - "right": "pull_request:11531", + "left": "pull_request:1133", + "right": "pull_request:885", "accept": false, - "reason": "Unrelated: import path cleanup vs inpaint documentation update." + "reason": "Windows CI workflow vs. a DPM encoder WIP scheduler implementation; unrelated." }, { - "left": "pull_request:11237", - "right": "pull_request:12391", + "left": "pull_request:11353", + "right": "pull_request:11546", "accept": false, - "reason": "Unrelated docs changes: punctuation-style update vs quantization navigation overhaul." + "reason": "Wan FLF2V support and Hunyuan LoRA loading are different features in different pipelines." }, { - "left": "pull_request:11244", - "right": "pull_request:11522", + "left": "pull_request:11366", + "right": "pull_request:9938", "accept": false, - "reason": "Both are AudioLDM2-related, but they address different bugs and code paths." + "reason": "Hidream transformer output shape fix vs. SDXL reference pipeline update; unrelated." }, { - "left": "pull_request:11250", - "right": "pull_request:12244", + "left": "pull_request:1147", + "right": "pull_request:2009", "accept": false, - "reason": "Unrelated docs work: AutoModel docs vs a broad deprecation sweep removing Flax." + "reason": "Flax example path changes vs. textual inversion loader support; related to loading, but not the same fix." }, { - "left": "pull_request:11257", - "right": "pull_request:11635", + "left": "pull_request:11529", + "right": "pull_request:11531", "accept": false, - "reason": "Completely unrelated: style-bot token test vs Flux Kontext feature work." - }, - { - "left": "pull_request:12142", - "right": "pull_request:12143", - "accept": true, - "reason": "Same concrete Wan VACE dtype bug in pipeline_wan_vace.py; 12143 is the refined/merged version of the same fix, with only minor extra test cleanup." + "reason": "No-diff/placeholder PR vs. an actual inpaint doc update; not enough evidence of the same change." } ] }, @@ -169840,30 +170083,17 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 215, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 216, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:11260", - "pull_request:11261", - "pull_request:11262", - "pull_request:11269", - "pull_request:113", - "pull_request:1130", - "pull_request:1133", - "pull_request:11353", - "pull_request:11366", - "pull_request:1147", - "pull_request:11529", - "pull_request:11531", "pull_request:11537", - "pull_request:11546", "pull_request:11556", "pull_request:11564", "pull_request:11566", @@ -169875,45 +170105,44 @@ "pull_request:11684", "pull_request:11698", "pull_request:11703", + "pull_request:11716", + "pull_request:11728", "pull_request:11736", + "pull_request:11744", "pull_request:11747", + "pull_request:118", "pull_request:11812", + "pull_request:1182", + "pull_request:1184", "pull_request:11841", + "pull_request:11847", + "pull_request:11869", "pull_request:11875", - "pull_request:11897", + "pull_request:11891", + "pull_request:11894", "pull_request:11920", "pull_request:11955", + "pull_request:12062", "pull_request:12109", + "pull_request:12236", "pull_request:12244", "pull_request:12315", + "pull_request:12337", + "pull_request:12360", "pull_request:12398", + "pull_request:12424", + "pull_request:12438", "pull_request:12586", - "pull_request:1278", - "pull_request:1751", - "pull_request:2009", - "pull_request:42", - "pull_request:580", - "pull_request:703", - "pull_request:840", - "pull_request:885", - "pull_request:9739", - "pull_request:9938" + "pull_request:12637", + "pull_request:12705", + "pull_request:12848", + "pull_request:1713", + "pull_request:1903", + "pull_request:38", + "pull_request:59", + "pull_request:75" ], "soft_pairs": [ - "pull_request:11260|pull_request:11897", - "pull_request:11261|pull_request:11269", - "pull_request:11262|pull_request:9739", - "pull_request:113|pull_request:1751", - "pull_request:1130|pull_request:840", - "pull_request:1133|pull_request:1278", - "pull_request:1133|pull_request:42", - "pull_request:1133|pull_request:580", - "pull_request:1133|pull_request:703", - "pull_request:1133|pull_request:885", - "pull_request:11353|pull_request:11546", - "pull_request:11366|pull_request:9938", - "pull_request:1147|pull_request:2009", - "pull_request:11529|pull_request:11531", "pull_request:11537|pull_request:11736", "pull_request:11556|pull_request:11841", "pull_request:11556|pull_request:12586", @@ -169926,524 +170155,233 @@ "pull_request:11660|pull_request:12109", "pull_request:11681|pull_request:12315", "pull_request:11698|pull_request:12398", - "pull_request:11703|pull_request:12244" + "pull_request:11703|pull_request:12244", + "pull_request:11716|pull_request:12424", + "pull_request:11716|pull_request:12438", + "pull_request:11728|pull_request:12586", + "pull_request:11744|pull_request:12848", + "pull_request:118|pull_request:1903", + "pull_request:118|pull_request:59", + "pull_request:11812|pull_request:11875", + "pull_request:11812|pull_request:12337", + "pull_request:1182|pull_request:1713", + "pull_request:1184|pull_request:38", + "pull_request:1184|pull_request:75", + "pull_request:11847|pull_request:12637", + "pull_request:11847|pull_request:12705", + "pull_request:11869|pull_request:12236", + "pull_request:11875|pull_request:12398", + "pull_request:11891|pull_request:12360", + "pull_request:11894|pull_request:12062" ], - "prepared_review_unit_hash": "abda89244649b7071a4592fee69630a0dd27e8f7343b438feb06481b435d9865", + "prepared_review_unit_hash": "1ecbdde51400e447f47183143f9b5cbc79c3ce9d32d7b9a77aefcfedd52f950f", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 98389, - "estimated_input_tokens": 24598, - "estimated_eval_tokens": 49452 + "soft_pair_count": 30, + "serialized_chars": 99117, + "estimated_input_tokens": 24780, + "estimated_eval_tokens": 49816 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set: it mixes unrelated feature PRs, docs updates, tests, and small fixes across many subsystems. The soft edges are mostly superficial title/topic similarity, not the same underlying change.", + "summary": "This cluster is a loose similarity bucket of unrelated docs, tests, feature PRs, and maintenance changes. I found no pair that clearly reflects the same underlying bug or change, so all soft edges should be rejected.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR is appropriate here: there is no single underlying bug or change tying these PRs together; the cluster is mostly accidental lexical similarity.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "pull_request:11698 is the strongest representative PR in the set: it is a substantial, coherent feature addition with an explicit issue target and broad, self-contained scope. That said, it is not a duplicate of the other items.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "pull_request:11260", - "right": "pull_request:11897", + "left": "pull_request:11537", + "right": "pull_request:11736", "accept": false, - "reason": "Different changes: NPU flash attention recursion logic vs. a workflow/test-merge PR; no shared code path or fix." + "reason": "UNet torch.compile test addition vs quantizer `is_compileable` property; different codepaths and purposes." }, { - "left": "pull_request:11261", - "right": "pull_request:11269", + "left": "pull_request:11556", + "right": "pull_request:11841", "accept": false, - "reason": "VidTok autoencoder export/import vs. ONNX Runtime backend availability handling; unrelated features." - }, - { - "left": "pull_request:11262", - "right": "pull_request:9739", - "accept": false, - "reason": "Wan ftfy import guard vs. a docs typo/example update for SD3; not the same change." - }, - { - "left": "pull_request:113", - "right": "pull_request:1751", - "accept": false, - "reason": "SDE-VE scheduler init math vs. UnCLIP generator propagation; different schedulers and bugs." - }, - { - "left": "pull_request:1130", - "right": "pull_request:840", - "accept": false, - "reason": "lpw stable diffusion example tweaks vs. a dummy one-step UNet community example; unrelated." - }, - { - "left": "pull_request:1133", - "right": "pull_request:1278", - "accept": false, - "reason": "Windows CI workflow vs. HF Hub RC testing workflow; both CI-related but not the same fix." - }, - { - "left": "pull_request:1133", - "right": "pull_request:42", - "accept": false, - "reason": "Windows CI workflow vs. a legacy modeling test addition; no shared change." - }, - { - "left": "pull_request:1133", - "right": "pull_request:580", - "accept": false, - "reason": "CI workflow vs. Flax scheduler implementation/test work; unrelated." - }, - { - "left": "pull_request:1133", - "right": "pull_request:703", - "accept": false, - "reason": "CI workflow vs. CUDA cache workflow changes; same broad CI area only, not the same issue." - }, - { - "left": "pull_request:1133", - "right": "pull_request:885", - "accept": false, - "reason": "CI workflow vs. a new DPM encoder scheduler; completely different code paths." - }, - { - "left": "pull_request:11353", - "right": "pull_request:11546", - "accept": false, - "reason": "Wan FLF2V support vs. Hunyuan FramePack LoRA loading; both video-model related but distinct features." - }, - { - "left": "pull_request:11366", - "right": "pull_request:9938", - "accept": false, - "reason": "HiDream output signature fix vs. SDXL reference pipeline docs/example update; unrelated." - }, - { - "left": "pull_request:1147", - "right": "pull_request:2009", - "accept": false, - "reason": "Flax example text-encoder loading path vs. textual inversion loader support; different loader behavior and scope." - }, - { - "left": "pull_request:11529", - "right": "pull_request:11531", - "accept": false, - "reason": "Both are docs-only edits, but they update different pages for different reasons; not a duplicate change." - }, - { - "left": "pull_request:11537", - "right": "pull_request:11736", - "accept": false, - "reason": "UNet torch.compile test coverage vs. quantizer compileability API; related theme only, not the same concrete bug/change." - }, - { - "left": "pull_request:11556", - "right": "pull_request:11841", - "accept": false, - "reason": "Torch 2.0 regional compilation docs vs. batch inference docs; both documentation, but different content and intent." + "reason": "Regional compilation docs vs batch inference docs; both docs, but unrelated topics." }, { "left": "pull_request:11556", "right": "pull_request:12586", "accept": false, - "reason": "Regional compilation docs vs. doc-tree sorting; unrelated documentation changes." + "reason": "Regional compilation docs vs doc tree reordering; not the same change." }, { "left": "pull_request:11564", "right": "pull_request:11747", "accept": false, - "reason": "Dependency addition for prodigyopt vs. HiDream license header fix; no overlap." + "reason": "Add prodigy dependency vs HiDream license header; unrelated maintenance." }, { "left": "pull_request:11566", "right": "pull_request:11812", "accept": false, - "reason": "Chroma-as-Flux variant implementation vs. Flux Kontext pipeline; different model families and code paths." + "reason": "Chroma-as-FLUX variant conversion vs Flux Kontext pipeline feature; different models and logic." }, { "left": "pull_request:11635", "right": "pull_request:11920", "accept": false, - "reason": "Chroma pipeline feature vs. Wan test slices; unrelated feature work vs. test maintenance." + "reason": "Chroma pipeline docs/implementation vs Wan test slices; unrelated model families." }, { "left": "pull_request:11635", "right": "pull_request:11955", "accept": false, - "reason": "Chroma pipeline feature vs. Cosmos test slices; unrelated." + "reason": "Chroma pipeline work vs Cosmos test slices; same broad domain only." }, { "left": "pull_request:11636", "right": "pull_request:11875", "accept": false, - "reason": "General pipeline docs update vs. adding Kontext to auto-pipeline; different artifacts and goals." + "reason": "Community pipeline docs vs auto-pipeline hookup for Kontext; not the same concrete change." }, { "left": "pull_request:11655", "right": "pull_request:11684", "accept": false, - "reason": "bnb 8-bit LoRA loading fix vs. GGUF single-file checkpoint loading; both loader-related, but not the same underlying bug." + "reason": "LoRA 8-bit bitsandbytes support vs GGUF single-file loading support; different loader paths." }, { "left": "pull_request:11660", "right": "pull_request:12109", "accept": false, - "reason": "HiDream LoRA support vs. UniPC scheduler custom sigma/timestep support; unrelated subsystems." + "reason": "HiDream LoRA conversion/support vs UniPC scheduler sigma support; unrelated subsystems." }, { "left": "pull_request:11681", "right": "pull_request:12315", "accept": false, - "reason": "device_map documentation/clarification vs. scheduler selection in LoRA tests; not the same change." + "reason": "device_map doc clarifications vs scheduler simplification in LoRA tests; not duplicates." }, { "left": "pull_request:11698", "right": "pull_request:12398", "accept": false, - "reason": "Chroma pipeline feature vs. Mirage pipeline feature; both large feature PRs but distinct models and implementations." + "reason": "Chroma pipeline feature vs Mirage pipeline feature; both add new models, but they are distinct pipelines and codepaths." }, { "left": "pull_request:11703", "right": "pull_request:12244", "accept": false, - "reason": "Quantization/compile/offloading docs and API changes vs. removing Flax from docs; unrelated." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 1, - "component_count": 265, - "review_unit_index": 216, - "review_unit_count": 272, - "status": "reviewed", - "reason": null, - "source": "cache", - "cache_hit": true, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", - "nodes": [ - "pull_request:11716", - "pull_request:11728", - "pull_request:11744", - "pull_request:118", - "pull_request:11812", - "pull_request:1182", - "pull_request:1184", - "pull_request:11847", - "pull_request:11869", - "pull_request:11875", - "pull_request:11891", - "pull_request:11894", - "pull_request:11897", - "pull_request:119", - "pull_request:11953", - "pull_request:11968", - "pull_request:1198", - "pull_request:11986", - "pull_request:12062", - "pull_request:12115", - "pull_request:12236", - "pull_request:12337", - "pull_request:12360", - "pull_request:12398", - "pull_request:12424", - "pull_request:12438", - "pull_request:12560", - "pull_request:12586", - "pull_request:12628", - "pull_request:12637", - "pull_request:12644", - "pull_request:12686", - "pull_request:12705", - "pull_request:12848", - "pull_request:12932", - "pull_request:1415", - "pull_request:1713", - "pull_request:1868", - "pull_request:1903", - "pull_request:1939", - "pull_request:217", - "pull_request:312", - "pull_request:38", - "pull_request:41", - "pull_request:498", - "pull_request:59", - "pull_request:693", - "pull_request:75" - ], - "soft_pairs": [ - "pull_request:11716|pull_request:12424", - "pull_request:11716|pull_request:12438", - "pull_request:11728|pull_request:12586", - "pull_request:11744|pull_request:12848", - "pull_request:118|pull_request:1903", - "pull_request:118|pull_request:59", - "pull_request:11812|pull_request:11875", - "pull_request:11812|pull_request:12337", - "pull_request:1182|pull_request:1713", - "pull_request:1184|pull_request:38", - "pull_request:1184|pull_request:75", - "pull_request:11847|pull_request:12637", - "pull_request:11847|pull_request:12705", - "pull_request:11869|pull_request:12236", - "pull_request:11875|pull_request:12398", - "pull_request:11891|pull_request:12360", - "pull_request:11894|pull_request:12062", - "pull_request:11897|pull_request:12115", - "pull_request:119|pull_request:1868", - "pull_request:119|pull_request:1939", - "pull_request:119|pull_request:217", - "pull_request:119|pull_request:312", - "pull_request:119|pull_request:41", - "pull_request:119|pull_request:498", - "pull_request:119|pull_request:693", - "pull_request:119|pull_request:75", - "pull_request:11953|pull_request:12686", - "pull_request:11968|pull_request:12644", - "pull_request:1198|pull_request:1415", - "pull_request:11986|pull_request:12560", - "pull_request:11986|pull_request:12628", - "pull_request:11986|pull_request:12932" - ], - "prepared_review_unit_hash": "cec4b78ccf2a9558ab25ddd3196f9864848cb7325aca3a28161b8afade16d131", - "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 98082, - "estimated_input_tokens": 24521, - "estimated_eval_tokens": 49298 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is not a duplicate set; it contains many unrelated PRs spanning LoRA loading, docs, CI, pipelines, modular pipelines, and assorted bugfixes/refactors.", - "confidence": 0.98, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": null, - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "Quantization/compile docs vs removing Flax docs; unrelated documentation edits." + }, { "left": "pull_request:11716", "right": "pull_request:12424", "accept": false, - "reason": "Different fixes: LoRA metadata handling vs Dockerfile cleanup. No shared code path or mergeable combined change." + "reason": "Flux LoRA metadata fix vs Dockerfile definitions cleanup; unrelated changes." }, { "left": "pull_request:11716", "right": "pull_request:12438", "accept": false, - "reason": "Different code paths: LoRA loader output/metadata vs pipeline loading of transformers offload_state_dict." + "reason": "Flux LoRA metadata fix vs offload_state_dict handling in pipeline loading; separate bug fixes." }, { "left": "pull_request:11728", "right": "pull_request:12586", "accept": false, - "reason": "Unrelated changes: doc-builder quant libs vs docs TOC reordering." + "reason": "Doc-builder quant libs Dockerfile vs doc sort in toctree; unrelated maintenance." }, { "left": "pull_request:11744", "right": "pull_request:12848", "accept": false, - "reason": "Different features: DreamBooth LoRA metadata handling vs adding Chroma inpainting pipeline." + "reason": "Dreambooth LoRA metadata/training changes vs adding ChromaInpaintPipeline; different feature areas." }, { "left": "pull_request:118", "right": "pull_request:1903", "accept": false, - "reason": "Both are old pipeline fixes, but they address different pipelines and different bugs; not the same concrete change." + "reason": "Early ScoreSdeVe pipeline rename vs SD2 depth2img comment fixes; unrelated and far apart." }, { "left": "pull_request:118", "right": "pull_request:59", "accept": false, - "reason": "Different architectural fixes in ScoreSdeVe vs Resnet implementation details." + "reason": "ScoreSdeVe pipeline rename vs ResNet merge; different historical changes." }, { "left": "pull_request:11812", "right": "pull_request:11875", "accept": false, - "reason": "Flux Kontext docs/pipeline implementation vs a no-files auto-pipeline PR; no concrete overlap." + "reason": "Flux Kontext implementation/docs vs auto-pipeline entry addition; related project, but not the same concrete fix." }, { "left": "pull_request:11812", "right": "pull_request:12337", "accept": false, - "reason": "Flux Kontext addition vs xFormers attention backend fix; distinct functionality and code paths." + "reason": "Flux Kontext feature vs xformers memory-efficient attention fix for Flux; different issues." }, { "left": "pull_request:1182", "right": "pull_request:1713", "accept": false, - "reason": "Both touch docs/examples, but one is LPW docs and the other is Stable Diffusion conversion script cleanup; unrelated changes." + "reason": "Long-prompt-weighting docs vs stable diffusion conversion cleanup; unrelated docs/code." }, { "left": "pull_request:1184", "right": "pull_request:38", "accept": false, - "reason": "Both touch attention code, but one adds flash attention support and the other unifies attention modules; different problems and eras." + "reason": "Flash-attention integration vs unifying attention modules; same file family, but different change goals and eras." }, { "left": "pull_request:1184", "right": "pull_request:75", "accept": false, - "reason": "Different attention-related fixes: flash attention support vs Glide attention bug fix." + "reason": "Flash-attention integration vs Glide attention fix; different attention bugs/features." }, { "left": "pull_request:11847", "right": "pull_request:12637", "accept": false, - "reason": "Wan docs single-file example vs a Sana video source comment/copy cleanup; unrelated." + "reason": "Wan single-file example fix vs Sana video copyright/comment cleanup; unrelated." }, { "left": "pull_request:11847", "right": "pull_request:12705", "accept": false, - "reason": "Wan single-file docs vs typo-only docs cleanup across many files; not the same issue." + "reason": "Wan single-file docs fix vs typo cleanup across assorted files; not the same issue." }, { "left": "pull_request:11869", "right": "pull_request:12236", "accept": false, - "reason": "GGUF CUDA kernels inference support vs Flux hub flash-attn backend support; different backends and integration points." + "reason": "GGUF CUDA kernel support vs hub _flash_3 attention backend; both kernel-related, but distinct implementations." }, { "left": "pull_request:11875", "right": "pull_request:12398", "accept": false, - "reason": "Auto-pipeline addition vs Mirage pipeline implementation; completely different features." + "reason": "Kontext auto-pipeline wiring vs Mirage pipeline implementation; unrelated pipeline features." }, { "left": "pull_request:11891", "right": "pull_request:12360", "accept": false, - "reason": "Chroma docs typo fix vs Chroma guidance docs rewrite; same area but different documentation changes." + "reason": "Chroma.md typo fix vs Chroma docs guidance rewrite; same docs area but different edits." }, { "left": "pull_request:11894", "right": "pull_request:12062", "accept": false, - "reason": "k-diffusion pinning vs CI GPU selection changes; unrelated maintenance." - }, - { - "left": "pull_request:11897", - "right": "pull_request:12115", - "accept": false, - "reason": "General modular-pipeline test merge vs an unrelated AnimateDiff sparse control test addition." - }, - { - "left": "pull_request:119", - "right": "pull_request:1868", - "accept": false, - "reason": "Different trivial fixes in unrelated files: hub_utils variable guard vs EMA decay logic." - }, - { - "left": "pull_request:119", - "right": "pull_request:1939", - "accept": false, - "reason": "Hub utils fix vs README logo path update; unrelated documentation/meta change." - }, - { - "left": "pull_request:119", - "right": "pull_request:217", - "accept": false, - "reason": "Different bugfixes in different files: hub_utils model card args vs safety checker boolean logic." - }, - { - "left": "pull_request:119", - "right": "pull_request:312", - "accept": false, - "reason": "Hub utils fix vs README community link correction; unrelated." - }, - { - "left": "pull_request:119", - "right": "pull_request:41", - "accept": false, - "reason": "Different content: hub utils bugfix vs resnet comment cleanup." - }, - { - "left": "pull_request:119", - "right": "pull_request:498", - "accept": false, - "reason": "Hub utils fix vs attention_slicing method name fix in pipelines; unrelated." - }, - { - "left": "pull_request:119", - "right": "pull_request:693", - "accept": false, - "reason": "Hub utils bugfix vs BibTeX citation formatting; unrelated." - }, - { - "left": "pull_request:119", - "right": "pull_request:75", - "accept": false, - "reason": "Hub utils model-card fix vs Glide attention implementation fix; different subsystems." - }, - { - "left": "pull_request:11953", - "right": "pull_request:12686", - "accept": false, - "reason": "Fast test slice update for HiDream vs Kandinsky 5.0 image pipelines; unrelated testing vs feature work." - }, - { - "left": "pull_request:11968", - "right": "pull_request:12644", - "accept": false, - "reason": "Hook/shared utility refactor vs AutoModel docs move; different layers of the codebase." - }, - { - "left": "pull_request:1198", - "right": "pull_request:1415", - "accept": false, - "reason": "CycleDiffusion calling fix vs a broad stable-diffusion cleanup PR; too different to merge as one." - }, - { - "left": "pull_request:11986", - "right": "pull_request:12560", - "accept": false, - "reason": "LTX modular pipeline implementation vs modular naming/refactor updates in other pipelines; not the same underlying change." - }, - { - "left": "pull_request:11986", - "right": "pull_request:12628", - "accept": false, - "reason": "LTX pipeline implementation vs modular pipeline validation check; unrelated changes." - }, - { - "left": "pull_request:11986", - "right": "pull_request:12932", - "accept": false, - "reason": "LTX pipeline implementation vs QwenImage docstring/output metadata tweaks; different features." + "reason": "Pin k-diffusion for CI vs enable all GPUs in CI; unrelated CI maintenance." } ] }, @@ -170457,16 +170395,21 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 217, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:11897", + "pull_request:119", + "pull_request:11953", + "pull_request:11968", + "pull_request:1198", "pull_request:11986", "pull_request:120", "pull_request:12018", @@ -170476,47 +170419,56 @@ "pull_request:121", "pull_request:1210", "pull_request:1211", + "pull_request:12115", "pull_request:1215", - "pull_request:1218", - "pull_request:1219", - "pull_request:1221", "pull_request:12226", - "pull_request:12236", - "pull_request:12275", - "pull_request:12305", - "pull_request:12307", - "pull_request:12337", - "pull_request:12360", - "pull_request:12398", "pull_request:12467", - "pull_request:12527", + "pull_request:12560", "pull_request:12628", - "pull_request:12637", - "pull_request:12705", + "pull_request:12644", + "pull_request:12686", "pull_request:12846", "pull_request:12848", - "pull_request:12919", + "pull_request:12932", "pull_request:12959", "pull_request:12984", - "pull_request:13146", "pull_request:1326", - "pull_request:1610", + "pull_request:1415", "pull_request:1759", + "pull_request:1868", "pull_request:19", + "pull_request:1939", "pull_request:1971", "pull_request:2007", + "pull_request:217", "pull_request:2345", "pull_request:2701", "pull_request:3023", + "pull_request:312", "pull_request:3343", - "pull_request:393", - "pull_request:408", - "pull_request:423", + "pull_request:41", "pull_request:433", + "pull_request:498", + "pull_request:693", "pull_request:70", - "pull_request:921" + "pull_request:75" ], "soft_pairs": [ + "pull_request:11897|pull_request:12115", + "pull_request:119|pull_request:1868", + "pull_request:119|pull_request:1939", + "pull_request:119|pull_request:217", + "pull_request:119|pull_request:312", + "pull_request:119|pull_request:41", + "pull_request:119|pull_request:498", + "pull_request:119|pull_request:693", + "pull_request:119|pull_request:75", + "pull_request:11953|pull_request:12686", + "pull_request:11968|pull_request:12644", + "pull_request:1198|pull_request:1415", + "pull_request:11986|pull_request:12560", + "pull_request:11986|pull_request:12628", + "pull_request:11986|pull_request:12932", "pull_request:11986|pull_request:12959", "pull_request:120|pull_request:19", "pull_request:120|pull_request:2007", @@ -170534,256 +170486,234 @@ "pull_request:1210|pull_request:3343", "pull_request:1211|pull_request:1326", "pull_request:1215|pull_request:2345", - "pull_request:1215|pull_request:3023", - "pull_request:1218|pull_request:1610", - "pull_request:1218|pull_request:423", - "pull_request:1219|pull_request:408", - "pull_request:1219|pull_request:921", - "pull_request:1221|pull_request:393", - "pull_request:12236|pull_request:12919", - "pull_request:12275|pull_request:12305", - "pull_request:12307|pull_request:12637", - "pull_request:12307|pull_request:12705", - "pull_request:12307|pull_request:13146", - "pull_request:12337|pull_request:12398", - "pull_request:12337|pull_request:12637", - "pull_request:12337|pull_request:13146", - "pull_request:12360|pull_request:12527", - "pull_request:12360|pull_request:12637", - "pull_request:12360|pull_request:13146" + "pull_request:1215|pull_request:3023" ], - "prepared_review_unit_hash": "88c9313e5cc27330818cc548620c129109d763d22f4cee9cb0b782b07f6407e0", + "prepared_review_unit_hash": "56bb10d2e460a823bf12b06b4379d2e3d3b6fcd6a1a35a256b8947b4110064a0", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 104284, - "estimated_input_tokens": 26071, - "estimated_eval_tokens": 52398 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 100000, + "estimated_input_tokens": 25000, + "estimated_eval_tokens": 50256 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a mixed bag of unrelated PRs spanning docs, modular pipeline additions, attention backend support, quantization, and small bug fixes. No soft pair looks like the same underlying change with enough precision to merge as duplicates.", - "confidence": 0.97, + "summary": "Mostly unrelated PRs were grouped by weak title/file similarity. I don\u2019t see a single coherent duplicate cluster here; almost all soft edges should be rejected.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR stands out: the cluster is heterogeneous, and the candidate pairs do not share a single concrete bug or code change.", + "canonical_pr_reason": "No PR here is a true duplicate anchor; the set is heterogeneous. If forced, 11897 is only the broadest umbrella change, not a real canonical duplicate.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a good cluster representative because the set covers distinct subsystems and unrelated fixes rather than one duplicated change.", + "best_pr_reason": "11897 is the broadest artifact in the set, but it mixes test/docs/code updates and is not a strong representative for any duplicate family.", "soft_edge_verdicts": [ { - "left": "pull_request:11986", - "right": "pull_request:12959", - "accept": false, - "reason": "Both are modular-pipeline related, but they target different model families and different changes; not the same bug or feature." - }, - { - "left": "pull_request:120", - "right": "pull_request:19", + "left": "pull_request:11897", + "right": "pull_request:12115", "accept": false, - "reason": "Both touch README, but one adds examples and the other tweaks latex/rendering; unrelated edits." + "reason": "Test/docs mega-merge vs an AnimateDiff control-image test; different change and bug." }, { - "left": "pull_request:120", - "right": "pull_request:2007", + "left": "pull_request:119", + "right": "pull_request:1868", "accept": false, - "reason": "A README update and a black-formatting bump are unrelated." + "reason": "Tiny hub_utils variable-name fix vs EMA decay logic in training; unrelated code paths." }, { - "left": "pull_request:120", - "right": "pull_request:70", + "left": "pull_request:119", + "right": "pull_request:1939", "accept": false, - "reason": "README examples and UNet mid-block refactor are different changes." + "reason": "Hub utils fix vs README logo path fix; unrelated changes." }, { - "left": "pull_request:12018", - "right": "pull_request:12467", + "left": "pull_request:119", + "right": "pull_request:217", "accept": false, - "reason": "A quantization docs link fix is unrelated to the QwenImage batch bug fix." + "reason": "Different files and bugs: hub_utils vs stable-diffusion safety checker." }, { - "left": "pull_request:12030", - "right": "pull_request:12628", + "left": "pull_request:119", + "right": "pull_request:312", "accept": false, - "reason": "Flux IP-Adapter support and modular block-count validation are different changes." + "reason": "Different documentation/link cleanup topics; not the same bug/change." }, { - "left": "pull_request:12030", - "right": "pull_request:12846", + "left": "pull_request:119", + "right": "pull_request:41", "accept": false, - "reason": "Flux fill IP-Adapter work is unrelated to auto-pipeline text2video support." + "reason": "Variable-name typo fix vs README/comment formatting cleanup; unrelated." }, { - "left": "pull_request:12030", - "right": "pull_request:12848", + "left": "pull_request:119", + "right": "pull_request:498", "accept": false, - "reason": "Flux fill IP-Adapter and Chroma inpaint pipeline addition are separate features." + "reason": "Hub utils fix vs attention-slicing API bug; different code paths." }, { - "left": "pull_request:12030", - "right": "pull_request:12984", + "left": "pull_request:119", + "right": "pull_request:693", "accept": false, - "reason": "Flux fill IP-Adapter support and Flux2 Klein docs are unrelated." + "reason": "Hub utils fix vs BibTeX citation formatting; unrelated." }, { - "left": "pull_request:1208", - "right": "pull_request:1759", + "left": "pull_request:119", + "right": "pull_request:75", "accept": false, - "reason": "DPMsolver support and xformers attn2 handling fix different code paths." + "reason": "Hub utils bug vs attention module fix for Glide; unrelated." }, { - "left": "pull_request:1208", - "right": "pull_request:2701", + "left": "pull_request:11953", + "right": "pull_request:12686", "accept": false, - "reason": "Scheduler support and onnxruntime-rocm import support are unrelated." + "reason": "Fast test slices for HiDream vs new Kandinsky5 pipeline feature; unrelated." }, { - "left": "pull_request:12099", - "right": "pull_request:12226", + "left": "pull_request:11968", + "right": "pull_request:12644", "accept": false, - "reason": "A device typo fix in QwenImage is not the same as adding a ControlNet test." + "reason": "Hook refactor/docs vs AutoModel docs; different scope and code paths." }, { - "left": "pull_request:121", - "right": "pull_request:1971", + "left": "pull_request:1198", + "right": "pull_request:1415", "accept": false, - "reason": "README examples and a PNDM docstring tweak are unrelated docs changes." + "reason": "CycleDiffusion docs/calling fix vs broad Stable Diffusion cleanup; not the same concrete bug." }, { - "left": "pull_request:121", - "right": "pull_request:433", + "left": "pull_request:11986", + "right": "pull_request:12560", "accept": false, - "reason": "README examples and a black/version update are unrelated." + "reason": "Different modular pipeline features for different models; not the same underlying change." }, { - "left": "pull_request:1210", - "right": "pull_request:3343", + "left": "pull_request:11986", + "right": "pull_request:12628", "accept": false, - "reason": "Slow-test fixes and a DPM solver config fix are different issues." + "reason": "LTX modular pipeline implementation vs a generic modular consistency check; unrelated." }, { - "left": "pull_request:1211", - "right": "pull_request:1326", + "left": "pull_request:11986", + "right": "pull_request:12932", "accept": false, - "reason": "Flax usage comments and gpu_id handling are unrelated." + "reason": "LTX pipeline implementation vs docstring cleanup for QwenImage modular blocks." }, { - "left": "pull_request:1215", - "right": "pull_request:2345", + "left": "pull_request:11986", + "right": "pull_request:12959", "accept": false, - "reason": "DDIM generator/eta behavior and xformers warning messaging are different changes." + "reason": "LTX pipeline work vs WAN I2V modular parameter additions; different features." }, { - "left": "pull_request:1215", - "right": "pull_request:3023", + "left": "pull_request:120", + "right": "pull_request:19", "accept": false, - "reason": "DDIM cpu-generator fix and attention processor shape work do not match the same bug." + "reason": "Both touch README, but one adds examples while the other renders latex; different changes." }, { - "left": "pull_request:1218", - "right": "pull_request:1610", + "left": "pull_request:120", + "right": "pull_request:2007", "accept": false, - "reason": "Conversion-script scheduler options and pipeline test cleanup are unrelated." + "reason": "README examples vs broad black-formatting sweep; unrelated." }, { - "left": "pull_request:1218", - "right": "pull_request:423", + "left": "pull_request:120", + "right": "pull_request:70", "accept": false, - "reason": "A conversion-script enhancement and output syntax/docs cleanup are not the same change." + "reason": "README examples vs attention/mid-block model refactor; unrelated." }, { - "left": "pull_request:1219", - "right": "pull_request:408", + "left": "pull_request:12018", + "right": "pull_request:12467", "accept": false, - "reason": "DDIM API docs and general typo cleanup are different documentation edits." + "reason": "Docs link wording fix vs QwenImage batch-image pipeline bug; unrelated." }, { - "left": "pull_request:1219", - "right": "pull_request:921", + "left": "pull_request:12030", + "right": "pull_request:12628", "accept": false, - "reason": "DDIM docs and broad v1-5 docs updates are unrelated." + "reason": "Add IP-Adapter support vs modular block-name validation; unrelated." }, { - "left": "pull_request:1221", - "right": "pull_request:393", + "left": "pull_request:12030", + "right": "pull_request:12846", "accept": false, - "reason": "Weight-reuse docs and textual inversion docs cover different topics." + "reason": "IP-Adapter feature in Flux fill vs AutoPipeline text2video support; different features." }, { - "left": "pull_request:12236", - "right": "pull_request:12919", + "left": "pull_request:12030", + "right": "pull_request:12848", "accept": false, - "reason": "Both touch attention dispatch, but they add different backends for different hardware paths; not mergeable as one fix." + "reason": "IP-Adapter support vs Chroma inpaint pipeline addition; unrelated features." }, { - "left": "pull_request:12275", - "right": "pull_request:12305", + "left": "pull_request:12030", + "right": "pull_request:12984", "accept": false, - "reason": "TorchAO config support and single-file device-map/warmup handling are unrelated." + "reason": "Flux fill IP-Adapter work vs Flux2 Klein docs/pipeline; unrelated." }, { - "left": "pull_request:12307", - "right": "pull_request:12637", + "left": "pull_request:1208", + "right": "pull_request:1759", "accept": false, - "reason": "A broad modular-pipeline fix and a copy-comment cleanup are not the same change." + "reason": "OneFlow/DPMsolver support vs xformers attn2 None fix; unrelated." }, { - "left": "pull_request:12307", - "right": "pull_request:12705", + "left": "pull_request:1208", + "right": "pull_request:2701", "accept": false, - "reason": "Modular pipeline fixes across models are unrelated to typo/documentation cleanup." + "reason": "OneFlow/DPMsolver support vs onnxruntime-rocm import detection; unrelated." }, { - "left": "pull_request:12307", - "right": "pull_request:13146", + "left": "pull_request:12099", + "right": "pull_request:12226", "accept": false, - "reason": "Modular pipeline changes and MT5Tokenizer type fix do not target the same bug." + "reason": "QwenImage device typo fix vs adding a controlnet test; different issues." }, { - "left": "pull_request:12337", - "right": "pull_request:12398", + "left": "pull_request:121", + "right": "pull_request:1971", "accept": false, - "reason": "Flux xformers enabling and Mirage pipeline work are different features." + "reason": "README examples vs PNDM docstring cleanup; unrelated." }, { - "left": "pull_request:12337", - "right": "pull_request:12637", + "left": "pull_request:121", + "right": "pull_request:433", "accept": false, - "reason": "Attention backend enablement and copy-comment cleanup are unrelated." + "reason": "README examples vs black-version update and code formatting sweep; unrelated." }, { - "left": "pull_request:12337", - "right": "pull_request:13146", + "left": "pull_request:1210", + "right": "pull_request:3343", "accept": false, - "reason": "Flux attention enabling and tokenizer-type correction are unrelated." + "reason": "CycleDiffusion slow-test fix vs DPM solver config fix; different bugs." }, { - "left": "pull_request:12360", - "right": "pull_request:12527", + "left": "pull_request:1211", + "right": "pull_request:1326", "accept": false, - "reason": "Chroma docs updates and Kandinsky5 no-CFG code fix are unrelated." + "reason": "Flax usage comment cleanup vs gpu_id offload fix; unrelated." }, { - "left": "pull_request:12360", - "right": "pull_request:12637", + "left": "pull_request:1215", + "right": "pull_request:2345", "accept": false, - "reason": "Docs changes for Chroma and a copy cleanup in Sana Video are unrelated." + "reason": "DDIM eta/cpu-generator bug fix vs xformers warning message; unrelated." }, { - "left": "pull_request:12360", - "right": "pull_request:13146", + "left": "pull_request:1215", + "right": "pull_request:3023", "accept": false, - "reason": "Chroma docs and tokenizer type fix are different changes." + "reason": "DDIM generator bug vs attention processor API change; unrelated code paths." } ] }, @@ -170797,16 +170727,25 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 218, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:1218", + "pull_request:1219", + "pull_request:1221", + "pull_request:12236", + "pull_request:12275", + "pull_request:12305", + "pull_request:12307", + "pull_request:12337", + "pull_request:12360", "pull_request:12398", "pull_request:1240", "pull_request:12434", @@ -170822,41 +170761,47 @@ "pull_request:12637", "pull_request:12675", "pull_request:12686", - 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None of the soft-edge PR pairs look like the same concrete change or fix, so I reject all of them as duplicates.", - "confidence": 0.96, + "summary": "This is not a duplicate cluster; it\u2019s a grab bag of unrelated PRs spanning docs typos, CI, modular-pipeline plumbing, attention backends, and separate model/pipeline features. The soft links mostly reflect superficial topical overlap, not the same underlying bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a clear canonical representative: the items span unrelated pipelines, docs, CI, tests, and model internals rather than one underlying bug or feature.", + "canonical_pr_reason": "No single PR is a clear canonical representative: the set spans unrelated changes across docs, CI, modular pipelines, attention backends, and new model/pipeline features.", "best_issue_reason": null, - "best_pr_reason": "No PR in this set is broadly suitable as a global canonical PR because the cluster is not centered on one change; the edits are too diverse and do not collapse into a single mergeable fix.", + "best_pr_reason": "No PR is a strong global duplicate anchor because none of the items appear to address the same concrete code-path problem.", "soft_edge_verdicts": [ { - "left": "pull_request:12398", - "right": "pull_request:13331", - "accept": false, - "reason": "Different features: Mirage pipeline integration vs CogVideoX fun inpaint pipeline; unrelated code paths." - }, - { - "left": "pull_request:1240", - "right": "pull_request:2631", + "left": "pull_request:1218", + "right": "pull_request:1610", "accept": false, - "reason": "Both touch training/inference infrastructure, but one is OneFlow image-to-image support and the other is main-process checkpointing; not the same fix." + "reason": "Conversion-script work and pipeline test cleanup are unrelated." }, { - "left": "pull_request:1240", - "right": "pull_request:427", + "left": "pull_request:1218", + "right": "pull_request:423", "accept": false, - "reason": "OneFlow pipeline port vs Stable Diffusion img2img test tweaks; unrelated scope." + "reason": "A Stable Diffusion conversion script and general output/doc syntax cleanup are different changes." }, { - "left": "pull_request:12434", - "right": "pull_request:12467", + "left": "pull_request:1219", + "right": "pull_request:408", "accept": false, - "reason": "Different bugs: text-to-image PEFT requirement update vs QwenImage batch/image processor handling." + "reason": "DDIM docs and broad typo/docs cleanup are not the same documentation change." }, { - "left": "pull_request:12434", - "right": "pull_request:12487", + "left": "pull_request:1219", + "right": "pull_request:921", "accept": false, - "reason": "PEFT version pinning is unrelated to docs link cleanup." + "reason": "Both touch docs, but they cover different generations of pipeline docs and different content." }, { - "left": "pull_request:12434", - "right": "pull_request:12552", + "left": "pull_request:1221", + "right": "pull_request:393", "accept": false, - "reason": "Training dependency pin vs Kandinsky5 doc typo fixes; not the same change." + "reason": "Weight-reuse docs and text inversion training docs are unrelated topics." }, { - "left": "pull_request:12491", - "right": "pull_request:13164", + "left": "pull_request:12236", + "right": "pull_request:12919", "accept": false, - "reason": "Docs link checker workflow is unrelated to CI dependency trimming." + "reason": "Both touch attention_dispatch, but one adds Hub FA3 support and the other adds NPU Ulysses attention; different code paths." }, { - "left": "pull_request:12527", - "right": "pull_request:12883", + "left": "pull_request:12275", + "right": "pull_request:12305", "accept": false, - "reason": "Kandinsky5 CFG fix vs torchao quantization typo fix; different pipelines and bugs." + "reason": "TorchAO config support and single-file allocator warmup solve different problems." }, { - "left": "pull_request:12541", - "right": "pull_request:13055", + "left": "pull_request:12307", + "right": "pull_request:12637", "accept": false, - "reason": "Different Wan issues: LoRA conversion support vs missing-transformer patchification fallback." + "reason": "Modular-pipeline fixes and a Sana video copy cleanup are unrelated." }, { - "left": "pull_request:12560", - "right": "pull_request:12628", + "left": "pull_request:12307", + "right": "pull_request:12705", "accept": false, - "reason": "Both modular-pipeline related, but one is block naming/description cleanup and the other adds a block-count validation check; not the same underlying bug." + "reason": "A modular-pipeline behavior change and a typo/docs sweep are not the same bug." }, { - "left": "pull_request:12560", - "right": "pull_request:12932", + "left": "pull_request:12307", + "right": "pull_request:13146", "accept": false, - "reason": "General modular-pipeline naming cleanup vs QwenImage modular docstring/output metadata work." + "reason": "Modular pipeline updates and a tokenizer type fix are separate changes." }, { - "left": "pull_request:12578", - "right": "pull_request:13100", + "left": "pull_request:12337", + "right": "pull_request:12398", "accept": false, - "reason": "Early error handling in auto CPU offload is unrelated to modular pipeline documentation updates." + "reason": "Flux xformers attention fix and Mirage pipeline introduction are unrelated." }, { - "left": "pull_request:12628", - "right": "pull_request:12846", + "left": "pull_request:12337", + "right": "pull_request:12637", "accept": false, - "reason": "Modular pipeline block validation vs auto-pipeline registration for text2video; separate concerns." + "reason": "Flux attention backend fix and Sana video copy cleanup do not address the same issue." }, { - "left": "pull_request:12628", - "right": "pull_request:12848", + "left": "pull_request:12337", + "right": "pull_request:13146", "accept": false, - "reason": "Block-count validation vs adding ChromaInpaintPipeline; unrelated code paths." + "reason": "Flux attention fix and MT5/T5 tokenizer typing are unrelated." }, { - "left": "pull_request:12628", - "right": "pull_request:12932", + "left": "pull_request:12360", + "right": "pull_request:12527", "accept": false, - "reason": "Validation check for modular block configuration vs QwenImage docstring/output changes." + "reason": "Chroma docs wording and Kandinsky5 CFG logic fix are different changes." }, { - "left": "pull_request:12628", - "right": "pull_request:13259", + "left": "pull_request:12360", + "right": "pull_request:12637", "accept": false, - "reason": "Modular pipeline validation vs AGENTS.md/process docs; unrelated." + "reason": "Chroma docs updates and Sana video copy cleanup are unrelated." }, { - "left": "pull_request:12637", - "right": "pull_request:13038", + "left": "pull_request:12360", + "right": "pull_request:13146", "accept": false, - "reason": "Sana video copy-fix cleanup vs Wan patchification logic fix; different models and bugs." + "reason": "Chroma docs and tokenizer type fixes are not the same underlying issue." }, { - "left": "pull_request:12637", - "right": "pull_request:13443", + "left": "pull_request:12398", + "right": "pull_request:13331", "accept": false, - "reason": "Different transformer maintenance issues: Sana Video copy comment removal vs Flash Attention backend version check." + "reason": "Mirage pipeline addition and CogVideoX inpaint pipeline addition are different features." }, { - "left": "pull_request:12675", - "right": "pull_request:13158", + "left": "pull_request:1240", + "right": "pull_request:2631", "accept": false, - "reason": "Sana Video docs typo fix vs QwenImage docs addition; unrelated documentation changes." + "reason": "OneFlow pipeline implementation and training-loop process checks are unrelated." }, { - "left": "pull_request:12686", - "right": "pull_request:13344", + "left": "pull_request:1240", + "right": "pull_request:427", "accept": false, - "reason": "Kandinsky5 image pipeline addition vs GLM Image transformer test/model setup; different features." + "reason": "OneFlow image-to-image support and test cleanup are not the same change." }, { - "left": "pull_request:12687", - "right": "pull_request:13275", + "left": "pull_request:12434", + "right": "pull_request:12467", "accept": false, - "reason": "Autoencoder typo fix vs Hunyuan test kwargs fix; unrelated." + "reason": "Dependency version bump and QwenImage batch handling fix are unrelated." }, { - "left": "pull_request:12705", - "right": "pull_request:13038", + "left": "pull_request:12434", + "right": "pull_request:12487", "accept": false, - "reason": "Generic typo/docs cleanup vs Wan patchification bug fix; not the same underlying change." + "reason": "A requirements update and broken-link docs cleanup are different issues." }, { - "left": "pull_request:12705", - "right": "pull_request:13443", + "left": "pull_request:12434", + "right": "pull_request:12552", "accept": false, - "reason": "Typos/docs cleanup vs attention backend requirement fix; unrelated." + "reason": "Requirements pin change and typo fixes in docs are unrelated." }, { - "left": "pull_request:12782", - "right": "pull_request:13150", + "left": "pull_request:12491", + "right": "pull_request:13164", "accept": false, - "reason": "Hunyuan offloading test adjustment vs compile test recompile_limit plumbing; different test infra." + "reason": "Both are CI-related, but one adds link checking and the other removes test deps; not the same bug." }, { - "left": "pull_request:12846", - "right": "pull_request:12848", + "left": "pull_request:12527", + "right": "pull_request:12883", "accept": false, - "reason": "Adding AutoPipelineForText2Video vs adding ChromaInpaintPipeline; separate pipeline registrations." + "reason": "Wan CFG fix and torchao docs typo fix are unrelated." }, { - "left": "pull_request:12846", - "right": "pull_request:12984", + "left": "pull_request:12541", + "right": "pull_request:13055", "accept": false, - "reason": "AutoPipeline registration vs Flux2Klein docs/pipeline addition; unrelated pipeline changes." + "reason": "LoRA conversion compatibility and Wan patchification/device-selection fixes are distinct issues." }, { - "left": "pull_request:12846", - "right": "pull_request:13259", + "left": "pull_request:12560", + "right": "pull_request:12628", "accept": false, - "reason": "AutoPipeline feature addition vs AGENTS/process docs; unrelated." + "reason": "Both are modular-pipeline changes, but one is a broad update and the other adds a specific validation check; not the same bug." }, { - "left": "pull_request:12848", - "right": "pull_request:12984", + "left": "pull_request:12560", + "right": "pull_request:12932", "accept": false, - "reason": "Chroma inpainting pipeline vs Flux2Klein docs/pipeline; different models and code paths." + "reason": "Broad modular updates and docstring improvements are not the same change." }, { - "left": "pull_request:12848", - "right": "pull_request:13259", + "left": "pull_request:12578", + "right": "pull_request:13100", "accept": false, - "reason": "New pipeline implementation vs repository agent guidance docs; unrelated." + "reason": "Early erroring in auto CPU offload and modular pipeline documentation updates are unrelated." }, { - "left": "pull_request:12868", - "right": "pull_request:13174", + "left": "pull_request:12628", + "right": "pull_request:12846", "accept": false, - "reason": "QwenImage split-attention refactor vs attention backend test additions; not the same concrete fix." + "reason": "A modular block-name consistency check and AutoPipeline for text2video are unrelated." }, { - "left": "pull_request:1291", - "right": "pull_request:2529", + "left": "pull_request:12628", + "right": "pull_request:12848", "accept": false, - "reason": "Stable Diffusion notebook link correction vs checkpoint conversion error fix; unrelated documentation vs code bug." + "reason": "Block-name validation in modular pipeline code and adding ChromaInpaintPipeline are different changes." }, { - "left": "pull_request:1292", - "right": "pull_request:1907", + "left": "pull_request:12628", + "right": "pull_request:12932", "accept": false, - "reason": "Reverting OneFlow changes is unrelated to Dockerfile/environment setup work." + "reason": "A runtime consistency check and QwenImage docstrings do not fix the same problem." }, { - "left": "pull_request:12984", + "left": "pull_request:12628", "right": "pull_request:13259", "accept": false, - "reason": "Flux2Klein docs/pipeline addition vs AGENTS.md guidance docs; not the same change." + "reason": "A modular pipeline validation bug and AGENTS.md/process/docs changes are unrelated." }, { - "left": "pull_request:1299", - "right": "pull_request:483", + "left": "pull_request:12637", + "right": "pull_request:13038", "accept": false, - "reason": "AltDiffusion integration vs typo/typos-check maintenance; unrelated scope." + "reason": "Sana video copy cleanup and Wan patchification fixes are different issues." }, { - "left": "pull_request:12998", - "right": "pull_request:13081", + "left": "pull_request:12637", + "right": "pull_request:13443", "accept": false, - "reason": "Docs style cleanup across multiple pipelines vs Qwen hidden-state contiguity fix; different issue classes." + "reason": "Copy cleanup in Sana video and FA4 backend integration are unrelated." }, { - "left": "pull_request:13038", - "right": "pull_request:13146", + "left": "pull_request:12675", + "right": "pull_request:13158", "accept": false, - "reason": "Wan patchification fix vs tokenizer type cleanup in PAG HunyuanDiT; unrelated." + "reason": "Kandinsky5 docs typo cleanup and QwenImage docs addition are not the same documentation change." }, { - "left": "pull_request:13039", - "right": "pull_request:13150", + "left": "pull_request:12686", + "right": "pull_request:13344", "accept": false, - "reason": "Wan Animate upcasting fix vs compile test parameterization; different code paths and goals." + "reason": "Kandinsky5 image-pipeline feature work and GLM image model tests are unrelated." } ] }, @@ -171158,65 +171080,82 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 219, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:12687", + "pull_request:12705", + "pull_request:12782", + "pull_request:12846", + "pull_request:12848", + "pull_request:12868", + "pull_request:1291", + "pull_request:1292", + "pull_request:12984", + "pull_request:1299", + "pull_request:12998", + "pull_request:13038", + "pull_request:13039", + "pull_request:13081", "pull_request:13100", "pull_request:1311", "pull_request:13146", + "pull_request:13150", + "pull_request:13174", "pull_request:13204", "pull_request:1322", "pull_request:1325", "pull_request:13259", "pull_request:13269", "pull_request:1327", + "pull_request:13275", "pull_request:1330", "pull_request:13340", "pull_request:1338", - "pull_request:1341", "pull_request:13436", "pull_request:13443", - "pull_request:1352", - "pull_request:1360", - "pull_request:1373", - "pull_request:1374", "pull_request:1382", - "pull_request:1386", - "pull_request:1406", "pull_request:15", "pull_request:1624", "pull_request:17", + "pull_request:1907", "pull_request:1939", - "pull_request:21", - "pull_request:227", - "pull_request:2516", + "pull_request:2529", "pull_request:2530", "pull_request:2540", "pull_request:2667", "pull_request:27", - "pull_request:286", "pull_request:2958", - "pull_request:299", "pull_request:3397", - "pull_request:43", "pull_request:432", + "pull_request:483", "pull_request:51", - "pull_request:62", - "pull_request:662", - "pull_request:7", - "pull_request:718", - "pull_request:774", - "pull_request:800", - "pull_request:842" + "pull_request:62" ], "soft_pairs": [ + "pull_request:12687|pull_request:13275", + "pull_request:12705|pull_request:13038", + "pull_request:12705|pull_request:13443", + "pull_request:12782|pull_request:13150", + "pull_request:12846|pull_request:12848", + "pull_request:12846|pull_request:12984", + "pull_request:12846|pull_request:13259", + "pull_request:12848|pull_request:12984", + "pull_request:12848|pull_request:13259", + "pull_request:12868|pull_request:13174", + "pull_request:1291|pull_request:2529", + "pull_request:1292|pull_request:1907", + "pull_request:1299|pull_request:483", + "pull_request:12998|pull_request:13081", + "pull_request:13038|pull_request:13146", + "pull_request:13039|pull_request:13150", "pull_request:13100|pull_request:13204", "pull_request:1311|pull_request:2530", "pull_request:13146|pull_request:13443", @@ -171237,253 +171176,258 @@ "pull_request:1330|pull_request:2958", "pull_request:1330|pull_request:432", "pull_request:13340|pull_request:13436", - "pull_request:1338|pull_request:51", - "pull_request:1341|pull_request:7", - "pull_request:1352|pull_request:1406", - "pull_request:1352|pull_request:21", - "pull_request:1352|pull_request:842", - "pull_request:1360|pull_request:2516", - "pull_request:1373|pull_request:299", - "pull_request:1373|pull_request:800", - "pull_request:1374|pull_request:43", - "pull_request:1382|pull_request:286", - "pull_request:1382|pull_request:662", - "pull_request:1382|pull_request:718", - "pull_request:1382|pull_request:774", - "pull_request:1386|pull_request:227" + "pull_request:1338|pull_request:51" ], - "prepared_review_unit_hash": "14df0ea9f52b0919de3699afb888d05689bf312d6506159b75bd62a0266dc26e", + "prepared_review_unit_hash": "91beb4015e70d16c608c31599ab2cc4b9f2f3663fb470e46dbde2eeac920ed0a", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 102262, - "estimated_input_tokens": 25566, - "estimated_eval_tokens": 51388 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 102794, + "estimated_input_tokens": 25699, + "estimated_eval_tokens": 51654 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated docs, dependency, test, scheduler, and pipeline PRs. I found no soft pair that clearly resolves to the same underlying bug or change, so no duplicates were accepted.", - "confidence": 0.96, + "summary": "This cluster is very noisy: it mixes unrelated typo/docs tweaks, test-only changes, model/pipeline feature work, and a few small core fixes. I reject every soft edge because none of the paired PRs look like the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR cleanly represents a duplicate set here; the items span many unrelated fixes and features.", + "canonical_pr_reason": "No single PR is a convincing duplicate anchor here; the cluster is too heterogeneous to treat any one change as canonical.", "best_issue_reason": null, - "best_pr_reason": "No PR is a good global canonical choice because there is no consistent shared defect/change across the cluster.", + "best_pr_reason": "PR 12705 ('Fix typos') is the broadest generic maintenance change in the set, so it is the least-bad representative, but it still does not unify the cluster.", "soft_edge_verdicts": [ + { + "left": "pull_request:12687", + "right": "pull_request:13275", + "accept": false, + "reason": "Unrelated fixes: autoencoder typo vs. Hunyuan image-to-video test kwargs." + }, + { + "left": "pull_request:12705", + "right": "pull_request:13038", + "accept": false, + "reason": "Different topics: typo/docs cleanup vs. Wan patchification bug fix." + }, + { + "left": "pull_request:12705", + "right": "pull_request:13443", + "accept": false, + "reason": "Different topics: typo/docs cleanup vs. attention backend version check." + }, + { + "left": "pull_request:12782", + "right": "pull_request:13150", + "accept": false, + "reason": "Both are tests, but they cover different models and failures." + }, + { + "left": "pull_request:12846", + "right": "pull_request:12848", + "accept": false, + "reason": "Both add pipelines, but they are different concrete pipelines and features." + }, + { + "left": "pull_request:12846", + "right": "pull_request:12984", + "accept": false, + "reason": "Feature addition vs. docs-only klein update; not the same change." + }, + { + "left": "pull_request:12846", + "right": "pull_request:13259", + "accept": false, + "reason": "AutoPipeline feature work is unrelated to AGENTS/docs tooling changes." + }, + { + "left": "pull_request:12848", + "right": "pull_request:12984", + "accept": false, + "reason": "Different features: Chroma inpaint pipeline vs. Flux2 Klein docs/pipeline wording." + }, + { + "left": "pull_request:12848", + "right": "pull_request:13259", + "accept": false, + "reason": "Pipeline feature addition vs. AGENTS/docs work are unrelated." + }, + { + "left": "pull_request:12868", + "right": "pull_request:13174", + "accept": false, + "reason": "Attention backend split vs. attention backend tests; related subsystem, different change." + }, + { + "left": "pull_request:1291", + "right": "pull_request:2529", + "accept": false, + "reason": "Notebook link fix vs. checkpoint conversion logic fix; unrelated." + }, + { + "left": "pull_request:1292", + "right": "pull_request:1907", + "accept": false, + "reason": "Revert of one change set vs. Dockerfile merge work; unrelated." + }, + { + "left": "pull_request:1299", + "right": "pull_request:483", + "accept": false, + "reason": "AltDiffusion addition vs. typo/docs workflow changes; unrelated." + }, + { + "left": "pull_request:12998", + "right": "pull_request:13081", + "accept": false, + "reason": "Style-only whitespace cleanup vs. tensor contiguity fix; unrelated." + }, + { + "left": "pull_request:13038", + "right": "pull_request:13146", + "accept": false, + "reason": "Wan patchification fix vs. tokenizer type fix; unrelated." + }, + { + "left": "pull_request:13039", + "right": "pull_request:13150", + "accept": false, + "reason": "Different test failures in different WAN areas; not the same bug." + }, { "left": "pull_request:13100", "right": "pull_request:13204", "accept": false, - "reason": "Same file, but one is docs/state handling and the other is trust_remote_code behavior; different bugs." + "reason": "Same file, but different modular pipeline behaviors and fixes." }, { "left": "pull_request:1311", "right": "pull_request:2530", "accept": false, - "reason": "AltDiffusion test additions vs EMAModel tests; unrelated changes." + "reason": "AltDiffusion tests vs. EMAModel test suite; unrelated." }, { "left": "pull_request:13146", "right": "pull_request:13443", "accept": false, - "reason": "Tokenizer fix in a pipeline vs kernels backend version check; unrelated." + "reason": "Tokenizer type cleanup vs. attention backend version gating; unrelated." }, { "left": "pull_request:1322", "right": "pull_request:1330", "accept": false, - "reason": "Both mention scheduler paths, but 1330 also changes inpaint scaling; not the same concrete change." + "reason": "Different inpainting-related fixes; one is scheduler path, the other is inpaint scaling." }, { "left": "pull_request:1322", "right": "pull_request:1624", "accept": false, - "reason": "Example scheduler path fix vs DPM timestep logic; different issues." + "reason": "Example scheduler path fix vs. DPM timestep calculation; unrelated." }, { "left": "pull_request:1322", "right": "pull_request:1939", "accept": false, - "reason": "Example scheduler path fix vs README image path fix; unrelated." + "reason": "Scheduler path fix vs. README logo path fix; unrelated." }, { "left": "pull_request:1322", "right": "pull_request:2540", "accept": false, - "reason": "Example scheduler path fix vs docs section wording; unrelated." + "reason": "Example scheduler fix vs. section-doc cleanup; unrelated." }, { "left": "pull_request:1322", "right": "pull_request:432", "accept": false, - "reason": "Example scheduler path fix vs documentation link updates; unrelated." + "reason": "Different documentation/link fixes with no shared underlying bug." }, { "left": "pull_request:1325", "right": "pull_request:1382", "accept": false, - "reason": "OneFlow support stack vs import-guard cleanup; unrelated." + "reason": "Image2image fix vs. dependency import gating; unrelated." }, { "left": "pull_request:1325", "right": "pull_request:15", "accept": false, - "reason": "OneFlow pipeline work vs README output path typo; unrelated." + "reason": "Different fixes: image2image behavior vs. README sample path." }, { "left": "pull_request:1325", "right": "pull_request:17", "accept": false, - "reason": "OneFlow pipeline work vs typo-only docs fix; unrelated." + "reason": "Image2image bug fix vs. typo cleanup; unrelated." }, { "left": "pull_request:1325", "right": "pull_request:27", "accept": false, - "reason": "OneFlow pipeline work vs checklist formatting; unrelated." + "reason": "Image2image fix vs. TODO checklist formatting; unrelated." }, { "left": "pull_request:1325", "right": "pull_request:62", "accept": false, - "reason": "OneFlow pipeline work vs latent diffusion uncond fix; unrelated." + "reason": "Different pipeline behaviors: image2image fix vs. latent diffusion uncond fix." }, { "left": "pull_request:13259", "right": "pull_request:13269", "accept": false, - "reason": "13269 extends the agent guide with skills; it is not the same change as the initial AGENTS.md addition." + "reason": "Same docs/tooling area, but 13269 expands AGENTS with skills support rather than duplicating 13259." }, { "left": "pull_request:1327", "right": "pull_request:3397", "accept": false, - "reason": "Custom local pipeline loading vs LoRA local-path documentation; different topics." + "reason": "Custom local pipeline loading vs. LoRA local-directory note; unrelated." }, { "left": "pull_request:1330", "right": "pull_request:1624", "accept": false, - "reason": "Inpaint/example scheduler path fix vs DPM timestep correction; unrelated." + "reason": "Inpaint scaling vs. DPM timestep scheduling; unrelated." }, { "left": "pull_request:1330", "right": "pull_request:2667", "accept": false, - "reason": "Inpaint scaling/strength work vs scheduler path correction in training scripts; overlapping file but different change." + "reason": "Both touch inpainting, but one fixes scaling while the other implements strength behavior." }, { "left": "pull_request:1330", "right": "pull_request:2958", "accept": false, - "reason": "Inpaint example fix vs ControlNet inpaint addition; different pipeline features." + "reason": "Inpaint scaling fix vs. ControlNet inpaint addition; different changes." }, { "left": "pull_request:1330", "right": "pull_request:432", "accept": false, - "reason": "Inpaint-related fix vs docs link corrections; unrelated." + "reason": "Inpaint scaling bug vs. link cleanup; unrelated." }, { "left": "pull_request:13340", "right": "pull_request:13436", "accept": false, - "reason": "SD3 transformer test refactor vs README test comment; unrelated." + "reason": "Transformer test refactor vs. trivial README edit; unrelated." }, { "left": "pull_request:1338", "right": "pull_request:51", "accept": false, - "reason": "ONNX inpaint cast-order fix vs install_requires typo; unrelated." - }, - { - "left": "pull_request:1341", - "right": "pull_request:7", - "accept": false, - "reason": "Repaint pipeline addition vs VQ-VAE model introduction; unrelated." - }, - { - "left": "pull_request:1352", - "right": "pull_request:1406", - "accept": false, - "reason": "AltDiffusion sample checkpoint docs vs sample-size deprecation; unrelated." - }, - { - "left": "pull_request:1352", - "right": "pull_request:21", - "accept": false, - "reason": "AltDiffusion sample checkpoint docs vs model test additions; unrelated." - }, - { - "left": "pull_request:1352", - "right": "pull_request:842", - "accept": false, - "reason": "AltDiffusion docs sample update vs pipeline output API cleanup; unrelated." - }, - { - "left": "pull_request:1360", - "right": "pull_request:2516", - "accept": false, - "reason": "Community pipelines README update vs diffusion evaluation docs page; unrelated." - }, - { - "left": "pull_request:1373", - "right": "pull_request:299", - "accept": false, - "reason": "Versatile Diffusion addition vs PNDM hotfix; unrelated." - }, - { - "left": "pull_request:1373", - "right": "pull_request:800", - "accept": false, - "reason": "Versatile Diffusion addition vs VQ-Diffusion work; different subsystems and changes." - }, - { - "left": "pull_request:1374", - "right": "pull_request:43", - "accept": false, - "reason": "AI template/example content vs model card template changes; unrelated." - }, - { - "left": "pull_request:1382", - "right": "pull_request:286", - "accept": false, - "reason": "Import/dependency fix vs stable-diffusion README link fix; unrelated." - }, - { - "left": "pull_request:1382", - "right": "pull_request:662", - "accept": false, - "reason": "Import/dependency fix vs 6GB textual inversion changes; unrelated." - }, - { - "left": "pull_request:1382", - "right": "pull_request:718", - "accept": false, - "reason": "Import/dependency fix vs typo/doc fixes; unrelated." - }, - { - "left": "pull_request:1382", - "right": "pull_request:774", - "accept": false, - "reason": "Import/dependency fix vs test assertion tweaks; unrelated." - }, - { - "left": "pull_request:1386", - "right": "pull_request:227", - "accept": false, - "reason": "v-prediction scheduler support vs add_noise helpers in other schedulers; different capabilities." + "reason": "ONNX inpaint cast-order fix vs. dependency pin correction; unrelated." } ] }, @@ -171497,16 +171441,23 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 220, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:1341", + "pull_request:1352", + "pull_request:1360", + "pull_request:1373", + "pull_request:1374", + "pull_request:1382", + "pull_request:1386", "pull_request:1402", "pull_request:1406", "pull_request:1412", @@ -171519,44 +171470,50 @@ "pull_request:1510", "pull_request:1520", "pull_request:1525", - "pull_request:153", - "pull_request:154", - "pull_request:1547", - "pull_request:1548", - "pull_request:1558", - "pull_request:1564", - "pull_request:1582", "pull_request:159", - "pull_request:1605", "pull_request:1610", - "pull_request:1623", "pull_request:1756", - "pull_request:1788", "pull_request:1903", - "pull_request:1971", - "pull_request:2122", + "pull_request:21", "pull_request:2130", "pull_request:2188", + "pull_request:227", "pull_request:2496", + "pull_request:2516", "pull_request:286", "pull_request:289", + "pull_request:299", "pull_request:3080", "pull_request:3230", "pull_request:34", "pull_request:3608", - "pull_request:3653", "pull_request:396", "pull_request:408", "pull_request:423", - "pull_request:433", + "pull_request:43", "pull_request:570", "pull_request:662", + "pull_request:7", "pull_request:718", - "pull_request:768", + "pull_request:774", + "pull_request:800", "pull_request:839", "pull_request:842" ], "soft_pairs": [ + "pull_request:1341|pull_request:7", + "pull_request:1352|pull_request:1406", + "pull_request:1352|pull_request:21", + "pull_request:1352|pull_request:842", + "pull_request:1360|pull_request:2516", + "pull_request:1373|pull_request:299", + "pull_request:1373|pull_request:800", + "pull_request:1374|pull_request:43", + "pull_request:1382|pull_request:286", + "pull_request:1382|pull_request:662", + "pull_request:1382|pull_request:718", + "pull_request:1382|pull_request:774", + "pull_request:1386|pull_request:227", "pull_request:1402|pull_request:1425", "pull_request:1406|pull_request:842", "pull_request:1412|pull_request:3230", @@ -171580,236 +171537,258 @@ "pull_request:1510|pull_request:1610", "pull_request:1510|pull_request:423", "pull_request:1520|pull_request:3608", - "pull_request:1525|pull_request:570", - "pull_request:153|pull_request:1788", - "pull_request:154|pull_request:1605", - "pull_request:1547|pull_request:768", - "pull_request:1548|pull_request:1971", - "pull_request:1548|pull_request:433", - "pull_request:1558|pull_request:3653", - "pull_request:1564|pull_request:2122", - "pull_request:1582|pull_request:1623" + "pull_request:1525|pull_request:570" ], - "prepared_review_unit_hash": "7b232b6ae26ad290995dcc77e96e5160a1158414d24b9c3a011e35963b92a598", + "prepared_review_unit_hash": "fc1de577dbc95b860ed5a5bc79fa0ee235be05daa80dbe60d3bc65ca826cda5d", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 102777, - "estimated_input_tokens": 25695, - "estimated_eval_tokens": 51646 + "soft_pair_count": 37, + "serialized_chars": 108860, + "estimated_input_tokens": 27215, + "estimated_eval_tokens": 54686 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "A heterogeneous cluster of mostly small docs/typo/cleanup PRs plus a few unrelated bugfixes and feature changes. There isn\u2019t a true duplicate pair; at best, several PRs are loosely similar maintenance edits.", - "confidence": 0.49, + "summary": "This cluster is a heterogeneous mix of unrelated PRs: feature additions (new pipelines/schedulers), docs-only edits, typo fixes, and isolated bug fixes. The soft edges are mostly superficial file overlap or broad subsystem similarity, not the same underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #1425 is the clearest representative of the broad typo/docs-cleanup theme that appears repeatedly in this cluster, though the cluster is too mixed to treat as one duplicate change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #1425 is the best overall representative because it is a straightforward docs-typo cleanup and sits near the center of the small-maintenance PRs in this set.", + "best_pr_reason": "No PR is a strong canonical representative because the cluster does not form a single duplicate/change set; the items span many unrelated features and fixes.", "soft_edge_verdicts": [ { - "left": "pull_request:1402", - "right": "pull_request:1425", + "left": "pull_request:1341", + "right": "pull_request:7", "accept": false, - "reason": "Upscaling behavior fix vs docs typo cleanup; unrelated code paths and goals." + "reason": "Both touch __init__.py, but one adds Stable Diffusion Repaint and the other adds VQ-VAE; different features and code paths." }, { - "left": "pull_request:1406", - "right": "pull_request:842", + "left": "pull_request:1352", + "right": "pull_request:1406", "accept": false, - "reason": "Different changes: config/deprecation handling vs pipeline output access semantics." + "reason": "Sample model docs vs config/deprecation handling; unrelated changes despite the shared 'sample' wording." }, { - "left": "pull_request:1412", - "right": "pull_request:3230", + "left": "pull_request:1352", + "right": "pull_request:21", "accept": false, - "reason": "Integration tests for SD2 inpainting vs adding IF pipeline/docs; not the same change." + "reason": "A docs checkpoint update is unrelated to model tests and UNet refactoring." }, { - "left": "pull_request:1424", - "right": "pull_request:1903", + "left": "pull_request:1352", + "right": "pull_request:842", "accept": false, - "reason": "SD2 docs addition vs comment reordering in depth2img; not duplicate work." + "reason": "Changing a doc sample output format is not the same as removing ['sample'] access from pipeline outputs." }, { - "left": "pull_request:1424", - "right": "pull_request:396", + "left": "pull_request:1360", + "right": "pull_request:2516", "accept": false, - "reason": "Different documentation targets for different pipelines." + "reason": "Community k-diffusion pipeline work is unrelated to a docs page about evaluating diffusion models." }, { - "left": "pull_request:1424", - "right": "pull_request:408", + "left": "pull_request:1373", + "right": "pull_request:299", "accept": false, - "reason": "Both docs, but they touch different pages and fix different wording/content." + "reason": "Versatile Diffusion feature expansion and a PNDM hotfix are different changes." }, { - "left": "pull_request:1425", - "right": "pull_request:159", + "left": "pull_request:1373", + "right": "pull_request:800", "accept": false, - "reason": "Both typo cleanup, but unrelated files and distinct edits." + "reason": "Versatile Diffusion extension and WIP VQ Diffusion are separate model families and implementations." }, { - "left": "pull_request:1425", - "right": "pull_request:718", + "left": "pull_request:1374", + "right": "pull_request:43", "accept": false, - "reason": "General typo fixes, but not the same underlying bug/change." + "reason": "An AI template PR is unrelated to adding a model card template." }, { - "left": "pull_request:1470", - "right": "pull_request:3080", + "left": "pull_request:1382", + "right": "pull_request:286", "accept": false, - "reason": "DreamBooth alt-diffusion compatibility vs pipeline save logic; unrelated." + "reason": "Import fixes in pipeline init files are not the same as a README link fix." }, { - "left": "pull_request:1487", - "right": "pull_request:1756", - "accept": false, - "reason": "Docs for xformers vs attention-mask code fix; different layers and purposes." + "left": "pull_request:1382", + "right": "pull_request:662", + "accept": false, + "reason": "Import/dependency cleanup is unrelated to a textual inversion 6GB example change." + }, + { + "left": "pull_request:1382", + "right": "pull_request:718", + "accept": false, + "reason": "Bad-dependency import fixes do not match typo fixes in docs/examples." + }, + { + "left": "pull_request:1382", + "right": "pull_request:774", + "accept": false, + "reason": "Import guards are unrelated to test expectation tweaks." + }, + { + "left": "pull_request:1386", + "right": "pull_request:227", + "accept": false, + "reason": "Adding v-prediction support in schedulers is different from adding add_noise methods." + }, + { + "left": "pull_request:1402", + "right": "pull_request:1425", + "accept": false, + "reason": "A pipeline loading fix is unrelated to a docs typo cleanup." + }, + { + "left": "pull_request:1406", + "right": "pull_request:842", + "accept": false, + "reason": "Deprecating sample size and removing ['sample'] output access are distinct API changes." + }, + { + "left": "pull_request:1412", + "right": "pull_request:3230", + "accept": false, + "reason": "SD2 inpainting tests and the IF pipeline implementation are different artifacts and code paths." + }, + { + "left": "pull_request:1424", + "right": "pull_request:1903", + "accept": false, + "reason": "Stable Diffusion 2 docs and SD2 depth2img comment fixes are not the same change." + }, + { + "left": "pull_request:1424", + "right": "pull_request:396", + "accept": false, + "reason": "SD2 docs and DDIM docs are unrelated documentation additions." + }, + { + "left": "pull_request:1424", + "right": "pull_request:408", + "accept": false, + "reason": "SD2 docs and generic docs typo cleanup are different documentation changes." + }, + { + "left": "pull_request:1425", + "right": "pull_request:159", + "accept": false, + "reason": "Typo fixes in unrelated docs files are not the same underlying change." + }, + { + "left": "pull_request:1425", + "right": "pull_request:718", + "accept": false, + "reason": "These are separate typo/doc cleanup PRs in different files and contexts." + }, + { + "left": "pull_request:1470", + "right": "pull_request:3080", + "accept": false, + "reason": "DreamBooth Alt Diffusion compatibility is unrelated to pipeline save_pretrained behavior." + }, + { + "left": "pull_request:1487", + "right": "pull_request:1756", + "accept": false, + "reason": "xformers docs updates are not the same as adding attention masks to UCLIP attention." }, { "left": "pull_request:1489", "right": "pull_request:2130", "accept": false, - "reason": "Removing a reminder comment is not the same as pruning allow_patterns in loading logic." + "reason": "Removing a reminder comment is unrelated to allow_patterns cleanup in pipeline loading." }, { "left": "pull_request:1489", "right": "pull_request:2188", "accept": false, - "reason": "Comment cleanup vs documentation/license removal; different artifacts." + "reason": "Comment removal in tests is unrelated to removing a license notice from docs." }, { "left": "pull_request:1489", "right": "pull_request:2496", "accept": false, - "reason": "Unrelated small cleanup edits in different pipeline code." + "reason": "A test comment deletion is unrelated to the image_noiser/image_normalizer comment edit." }, { "left": "pull_request:1489", "right": "pull_request:289", "accept": false, - "reason": "Different refactors: comment removal vs seed-handling behavior changes." + "reason": "Test comment cleanup and seed-refactor pipeline changes are different scopes." }, { "left": "pull_request:1489", "right": "pull_request:34", "accept": false, - "reason": "Both tiny text edits, but in different files and not the same fix." + "reason": "Removing a reminder comment is not the same as fixing scheduler comment typos." }, { "left": "pull_request:1489", "right": "pull_request:839", "accept": false, - "reason": "Comment cleanup vs auth-token removal in a README; unrelated." + "reason": "A scheduler test comment change is unrelated to DreamBooth README wording." }, { "left": "pull_request:1489", "right": "pull_request:842", "accept": false, - "reason": "Different pipeline/test behavior changes; not the same underlying issue." + "reason": "Comment removal in tests is unrelated to output API changes removing ['sample']." }, { "left": "pull_request:15", "right": "pull_request:286", "accept": false, - "reason": "Example output path rename vs README link fix; unrelated." + "reason": "An example output path rename is unrelated to a broken README link." }, { "left": "pull_request:15", "right": "pull_request:662", "accept": false, - "reason": "Example path rename vs a larger textual inversion/README change; not the same change." + "reason": "Example path naming has nothing to do with the 6GB textual inversion update." }, { "left": "pull_request:15", "right": "pull_request:718", "accept": false, - "reason": "Output-path fix vs generic typo cleanup; only broadly similar." + "reason": "Output path naming and typo fixes are separate trivial edits." }, { "left": "pull_request:1510", "right": "pull_request:1610", "accept": false, - "reason": "Conversion script/scheduler additions vs attention-module test changes; unrelated code paths." + "reason": "Scheduler conversion-script improvements do not match attention-test adjustments." }, { "left": "pull_request:1510", "right": "pull_request:423", "accept": false, - "reason": "Scheduler/conversion work vs output syntax/docs refactor; different changes." + "reason": "A conversion script/scheduler PR is unrelated to output syntax docs and pipeline changes." }, { "left": "pull_request:1520", "right": "pull_request:3608", "accept": false, - "reason": "Imagic example fix vs training-script typo fix; distinct examples and fixes." + "reason": "Imagic example fixes and a text-to-image argument typo are different example-level changes." }, { "left": "pull_request:1525", "right": "pull_request:570", "accept": false, - "reason": "Upscaling batch-shape bugfix vs BaseOutput dict initialization change; unrelated." - }, - { - "left": "pull_request:153", - "right": "pull_request:1788", - "accept": false, - "reason": "Issue templates vs DDIM scheduler bugfix; no common code-path." - }, - { - "left": "pull_request:154", - "right": "pull_request:1605", - "accept": false, - "reason": "Stable diffusion conversion script vs versatile diffusion upcast_attention; unrelated." - }, - { - "left": "pull_request:1547", - "right": "pull_request:768", - "accept": false, - "reason": "Both touch DreamBooth, but one is a specific collate/data-loading refactor and the other is a broad enhancement; not the same fix." - }, - { - "left": "pull_request:1548", - "right": "pull_request:1971", - "accept": false, - "reason": "Bug-report template text vs PNDM docstring cleanup; unrelated." - }, - { - "left": "pull_request:1548", - "right": "pull_request:433", - "accept": false, - "reason": "Issue template wording vs Black version upgrade; unrelated." - }, - { - "left": "pull_request:1558", - "right": "pull_request:3653", - "accept": false, - "reason": "Separate lint/typo cleanups in different files; not the same underlying change." - }, - { - "left": "pull_request:1564", - "right": "pull_request:2122", - "accept": false, - "reason": "DreamBooth accelerate config docs vs safetensors docs; different documentation topics." - }, - { - "left": "pull_request:1582", - "right": "pull_request:1623", - "accept": false, - "reason": "RePaint scheduler bugfix vs requirements update; completely different changes." + "reason": "Batch-size logic in upscaling is unrelated to BaseOutput dict initialization." } ] }, @@ -171823,20 +171802,28 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 221, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:153", + "pull_request:154", + "pull_request:1547", + "pull_request:1548", + "pull_request:1558", + "pull_request:1564", + "pull_request:1582", "pull_request:1583", "pull_request:159", "pull_request:1591", "pull_request:1601", + "pull_request:1605", "pull_request:1610", "pull_request:1623", "pull_request:1624", @@ -171849,23 +171836,16 @@ "pull_request:1761", "pull_request:1763", "pull_request:1765", - "pull_request:1827", - "pull_request:1849", - "pull_request:1861", - "pull_request:1868", + "pull_request:1788", + "pull_request:1971", + "pull_request:2122", "pull_request:217", "pull_request:2279", "pull_request:2282", - "pull_request:2467", - "pull_request:2542", - "pull_request:258", "pull_request:2691", - "pull_request:312", "pull_request:3230", "pull_request:3241", "pull_request:3343", - "pull_request:3402", - "pull_request:3433", "pull_request:35", "pull_request:3653", "pull_request:3712", @@ -171879,10 +171859,17 @@ "pull_request:61", "pull_request:63", "pull_request:662", - "pull_request:75", - "pull_request:828" + "pull_request:768" ], "soft_pairs": [ + "pull_request:153|pull_request:1788", + "pull_request:154|pull_request:1605", + "pull_request:1547|pull_request:768", + "pull_request:1548|pull_request:1971", + "pull_request:1548|pull_request:433", + "pull_request:1558|pull_request:3653", + "pull_request:1564|pull_request:2122", + "pull_request:1582|pull_request:1623", "pull_request:1583|pull_request:1623", "pull_request:159|pull_request:17", "pull_request:159|pull_request:408", @@ -171904,245 +171891,222 @@ "pull_request:1763|pull_request:2691", "pull_request:1763|pull_request:3653", "pull_request:1763|pull_request:3712", - "pull_request:1765|pull_request:2282", - "pull_request:1765|pull_request:2542", - "pull_request:1765|pull_request:828", - "pull_request:1827|pull_request:2467", - "pull_request:1849|pull_request:258", - "pull_request:1861|pull_request:433", - "pull_request:1868|pull_request:217", - "pull_request:1868|pull_request:312", - "pull_request:1868|pull_request:3343", - "pull_request:1868|pull_request:3402", - "pull_request:1868|pull_request:3433", - "pull_request:1868|pull_request:75" + "pull_request:1765|pull_request:2282" ], - "prepared_review_unit_hash": "3fd4b5d8c2b01d89e05c0c564acef66d87d62cfc18689fb2f4f7e0ec61d059e3", + "prepared_review_unit_hash": "a7df839a3d526d71392d8997a920ef0544a98a05ebcb55632e1c0168db28b4eb", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 104017, - "estimated_input_tokens": 26005, - "estimated_eval_tokens": 52266 + "soft_pair_count": 30, + "serialized_chars": 102075, + "estimated_input_tokens": 25519, + "estimated_eval_tokens": 51294 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated docs, lint, scheduler, attention, and example fixes; none of the soft pairs look like true duplicates or mergeable into one PR.", - "confidence": 0.98, + "summary": "This cluster is a grab-bag of small maintenance PRs: docs typos, README/template edits, scheduler bug fixes, attention/memory changes, and a few example-script tweaks. I don\u2019t see any true duplicate pairs; most soft links are only title-level similarity.", + "confidence": 0.16, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is canonical here: the items fix different bugs or make unrelated docs/lint/feature changes across different files and code paths.", + "canonical_pr_reason": "PR 1558 is the closest representative of the cluster\u2019s most common theme: small, generic maintenance/typo cleanup. That said, the cluster is very heterogeneous, so it is only a weak canonical anchor.", "best_issue_reason": null, - "best_pr_reason": "No PR is a good global representative for duplicate triage; the cluster is heterogeneous and the largest PRs are still unrelated to the rest.", + "best_pr_reason": "PR 1558 is the best global representative among these PRs because it is a concise, generic maintenance fix and sits near several other typo/docs cleanup PRs. It is not a strong duplicate target for the code-fix PRs, but it is the most canonical-looking maintenance entry overall.", "soft_edge_verdicts": [ + { + "left": "pull_request:153", + "right": "pull_request:1788", + "accept": false, + "reason": "Issue templates vs DDIM scheduler logic; unrelated change types and code paths." + }, + { + "left": "pull_request:154", + "right": "pull_request:1605", + "accept": false, + "reason": "Stable-diffusion conversion script vs versatile-diffusion upcast_attention; no shared bug or change." + }, + { + "left": "pull_request:1547", + "right": "pull_request:768", + "accept": false, + "reason": "Both are Dreambooth-related, but one fixes collate/tokenization and the other adds default-args/enhancement plumbing; not the same concrete change." + }, + { + "left": "pull_request:1548", + "right": "pull_request:1971", + "accept": false, + "reason": "Bug-report template update vs PNDM docstring cleanup; unrelated." + }, + { + "left": "pull_request:1548", + "right": "pull_request:433", + "accept": false, + "reason": "Issue template markdown update vs black/versioning changes; unrelated." + }, + { + "left": "pull_request:1558", + "right": "pull_request:3653", + "accept": false, + "reason": "Both are minor cleanup, but one is typo fixes and the other is linting refactor in a community example; not the same underlying change." + }, + { + "left": "pull_request:1564", + "right": "pull_request:2122", + "accept": false, + "reason": "Dreambooth README accelerate config docs vs safetensors docs; different documentation topics." + }, + { + "left": "pull_request:1582", + "right": "pull_request:1623", + "accept": false, + "reason": "RePaint scheduler bug fix vs requirements version bump; no shared code-path problem." + }, { "left": "pull_request:1583", "right": "pull_request:1623", "accept": false, - "reason": "1583 fixes legacy inpaint masking timestep handling; 1623 only bumps example requirements. Different changes and code paths." + "reason": "Legacy inpaint scheduler fix vs dependency update; unrelated." }, { "left": "pull_request:159", "right": "pull_request:17", "accept": false, - "reason": "Both are typo cleanups, but they touch different README/docs text and are separate doc fixes, not the same change." + "reason": "Both are typo/doc cleanup, but they touch different files and different typo sets; not one concrete duplicate change." }, { "left": "pull_request:159", "right": "pull_request:408", "accept": false, - "reason": "159 is a small schedulers README typo fix; 408 is a broader docs typo pass across multiple docs files." + "reason": "General typo cleanup, but separate doc files and edits; too broad to treat as the same change." }, { "left": "pull_request:159", "right": "pull_request:568", "accept": false, - "reason": "159 only edits schedulers README; 568 fixes typos in pipeline/config/scheduler files. Not the same underlying change." + "reason": "Overlapping typo-cleanup theme only; the actual file sets and edits differ substantially." }, { "left": "pull_request:1591", "right": "pull_request:3241", "accept": false, - "reason": "1591 fixes slice-attention upcasting in model code; 3241 only loosens a UnCLIP test tolerance. Code fix vs test adjustment." + "reason": "Slice-attention upcast fix vs relaxed UnCLIP test threshold; code fix vs test-only change." }, { "left": "pull_request:1601", "right": "pull_request:535", "accept": false, - "reason": "1601 fixes classifier-free guidance logic in diffusion pipelines; 535 changes resnet upsample weight flipping. Unrelated bugs." + "reason": "Classifier-free guidance control-flow fix vs resnet upsampling implementation fix; unrelated subsystems." }, { "left": "pull_request:1610", "right": "pull_request:423", "accept": false, - "reason": "1610 is about attention logging/tests; 423 is a broad pipeline output/docs syntax update. Different scopes and problems." + "reason": "Pipeline tests/attention logger work vs output syntax/docs cleanup; not the same bug or change." }, { "left": "pull_request:1623", "right": "pull_request:2279", "accept": false, - "reason": "1623 updates example dependency versions; 2279 replaces flake8/isort with ruff/black in CI and docs. Not the same change." + "reason": "Example requirement pins vs repo-wide linting/tooling migration; related only at a very broad maintenance level." }, { "left": "pull_request:1624", "right": "pull_request:3343", "accept": false, - "reason": "Both concern DPM timesteps, but 1624 fixes multistep/flax timestep generation while 3343 corrects a config reference in singlestep. Different concrete bugs." + "reason": "Different DPM scheduler variants and different bugs (timesteps computation vs config field reference)." }, { "left": "pull_request:1624", "right": "pull_request:35", "accept": false, - "reason": "1624 is a scheduler timestep bugfix; 35 adds a new analytic DPM pipeline. Completely different changes." + "reason": "Scheduler timestep correction vs adding an analytic DPM pipeline; not duplicates." }, { "left": "pull_request:1624", "right": "pull_request:432", "accept": false, - "reason": "1624 changes scheduler timestep math; 432 is a docs/link correction PR. Unrelated." + "reason": "Scheduler code fix vs documentation link updates; unrelated." }, { "left": "pull_request:1627", "right": "pull_request:3230", "accept": false, - "reason": "1627 adds recursive xformers enablement to UNet; 3230 adds IF pipelines and docs. Different features, not duplicates." + "reason": "xformers enable plumbing for UNet vs adding IF pipelines/docs; different feature areas." }, { "left": "pull_request:17", "right": "pull_request:662", "accept": false, - "reason": "17 is a README typo fix; 662 is a new textual inversion example bundle for 6GB RAM. Same repo area, different work." + "reason": "README typo cleanup vs textual-inversion example addition; no shared underlying bug." }, { "left": "pull_request:1706", "right": "pull_request:3723", "accept": false, - "reason": "1706 updates main docs pages; 3723 expands ControlNet reference-image example inputs. Different documentation/content changes." + "reason": "Main docs update vs reference-image example enhancement; different scopes and artifacts." }, { "left": "pull_request:171", "right": "pull_request:217", "accept": false, - "reason": "171 fixes eta handling in LDM pipelines; 217 fixes the safety checker NSFW flag computation. Different code paths." + "reason": "Eta-condition fix in latent diffusion vs safety checker bug fix; unrelated code paths." }, { "left": "pull_request:1713", "right": "pull_request:61", "accept": false, - "reason": "1713 is cleanup in the stable diffusion converter script; 61 adds a latent diffusion unconditional converter. Different converter scripts and behavior." + "reason": "Both are conversion-related, but one is a generic conversion script tweak and the other is an LDM-uncond converter; different converters and behavior." }, { "left": "pull_request:1713", "right": "pull_request:63", "accept": false, - "reason": "1713 tweaks stable diffusion conversion code; 63 adds a BDDM conversion script. Not the same underlying change." + "reason": "Different conversion scripts for different targets; not the same bug/change." }, { "left": "pull_request:1756", - "right": "pull_request:1761", - "accept": false, - "reason": "1756 adds attention-mask support in uclip attention; 1761 adds CPU offloading to UnCLIP. Separate features." - }, - { - "left": "pull_request:1763", "right": "pull_request:2691", "accept": false, - "reason": "1763 fixes versatile attention-mask propagation; 2691 renames attention modules and migrates processor APIs. Same file area, but different change set and bug." + "reason": "Attention-mask handling for UCLIP vs large attention-module rename/refactor; not one concrete fix." }, { - "left": "pull_request:1763", + "left": "pull_request:1756", "right": "pull_request:3653", "accept": false, - "reason": "1763 is a model attention bugfix; 3653 is a community example linting cleanup. Unrelated." + "reason": "Attention-mask code change vs linting cleanup in an example; unrelated." }, { - "left": "pull_request:1763", + "left": "pull_request:1756", "right": "pull_request:3712", "accept": false, - "reason": "1763 changes attention code; 3712 only updates workflow secret names. Not duplicates." + "reason": "Model attention-mask fix vs workflow secret rename; unrelated." }, { - "left": "pull_request:1765", - "right": "pull_request:2282", + "left": "pull_request:1763", + "right": "pull_request:2691", "accept": false, - "reason": "1765 fixes DreamBooth Flax training arguments and pipeline wiring; 2282 is a miscellaneous cross-cutting cleanup PR. Not the same bug." + "reason": "Versatile attention-mask fix vs attention-module rename/refactor; different problem statements and code paths." }, { - "left": "pull_request:1765", - "right": "pull_request:2542", + "left": "pull_request:1763", + "right": "pull_request:3653", "accept": false, - "reason": "1765 is a training/example fix; 2542 only updates ControlNet docs links. Different scopes." + "reason": "Attention-mask behavior fix vs example linting cleanup; unrelated." }, { "left": "pull_request:1765", - "right": "pull_request:828", - "accept": false, - "reason": "1765 patches DreamBooth Flax code; 828 is a Flax test expansion/update. Code fix vs tests." - }, - { - "left": "pull_request:1827", - "right": "pull_request:2467", - "accept": false, - "reason": "1827 adds add_noise to SDE-VE scheduler; 2467 adds latent output types to pipelines. Unrelated scheduler vs pipeline feature work." - }, - { - "left": "pull_request:1849", - "right": "pull_request:258", - "accept": false, - "reason": "1849 passes cross_attention_kwargs through versatile diffusion; 258 only refactors inpainting script preprocessing. Different code paths." - }, - { - "left": "pull_request:1861", - "right": "pull_request:433", - "accept": false, - "reason": "1861 changes loss computation in training examples; 433 updates black versions and other package metadata. Not the same fix." - }, - { - "left": "pull_request:1868", - "right": "pull_request:217", - "accept": false, - "reason": "1868 fixes EMA decay in text-to-image training; 217 fixes safety checker logic. Different components and bugs." - }, - { - "left": "pull_request:1868", - "right": "pull_request:312", - "accept": false, - "reason": "1868 is a training optimizer/EMA fix; 312 is a README link correction. Unrelated." - }, - { - "left": "pull_request:1868", - "right": "pull_request:3343", - "accept": false, - "reason": "1868 changes EMA decay logic; 3343 fixes DPM solver config access. Different subsystems." - }, - { - "left": "pull_request:1868", - "right": "pull_request:3402", - "accept": false, - "reason": "1868 is training code; 3402 only repairs a Dockerfile command chain. Not duplicates." - }, - { - "left": "pull_request:1868", - "right": "pull_request:3433", - "accept": false, - "reason": "1868 affects EMA training behavior; 3433 is a docs/style rendering tweak. Different changes." - }, - { - "left": "pull_request:1868", - "right": "pull_request:75", + "right": "pull_request:2282", "accept": false, - "reason": "1868 fixes EMA decay math; 75 changes attention module overwrite selection. Unrelated." + "reason": "Dreambooth flax fixes vs broad misc fixes across converters/schedulers/tests; too broad and not the same concrete change." } ] }, @@ -172156,16 +172120,21 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 222, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:1765", + "pull_request:1827", + "pull_request:1849", + "pull_request:1861", + "pull_request:1868", "pull_request:1907", "pull_request:1910", "pull_request:1920", @@ -172179,16 +172148,11 @@ "pull_request:2006", "pull_request:2007", "pull_request:2048", - "pull_request:2057", - "pull_request:2086", - "pull_request:21", - "pull_request:2118", - "pull_request:2122", - "pull_request:2126", "pull_request:217", "pull_request:2190", "pull_request:2208", - "pull_request:2489", + "pull_request:2467", + "pull_request:2542", "pull_request:258", "pull_request:2641", "pull_request:286", @@ -172197,25 +172161,35 @@ "pull_request:312", "pull_request:3127", "pull_request:3262", - "pull_request:3321", + "pull_request:3343", "pull_request:3402", "pull_request:3433", "pull_request:3471", "pull_request:3653", "pull_request:3681", "pull_request:3712", - "pull_request:3798", "pull_request:3804", - "pull_request:4177", - "pull_request:4239", + "pull_request:433", "pull_request:662", "pull_request:718", + "pull_request:75", "pull_request:774", "pull_request:798", "pull_request:822", "pull_request:828" ], "soft_pairs": [ + "pull_request:1765|pull_request:2542", + "pull_request:1765|pull_request:828", + "pull_request:1827|pull_request:2467", + "pull_request:1849|pull_request:258", + "pull_request:1861|pull_request:433", + "pull_request:1868|pull_request:217", + "pull_request:1868|pull_request:312", + "pull_request:1868|pull_request:3343", + "pull_request:1868|pull_request:3402", + "pull_request:1868|pull_request:3433", + "pull_request:1868|pull_request:75", "pull_request:1907|pull_request:2190", "pull_request:1910|pull_request:3471", "pull_request:1920|pull_request:2641", @@ -172240,228 +172214,252 @@ "pull_request:2006|pull_request:3433", "pull_request:2007|pull_request:2208", "pull_request:2007|pull_request:3262", - "pull_request:2048|pull_request:3681", - "pull_request:2057|pull_request:4177", - "pull_request:2086|pull_request:2489", - "pull_request:21|pull_request:828", - "pull_request:2118|pull_request:4239", - "pull_request:2122|pull_request:3798", - "pull_request:2126|pull_request:3321" + "pull_request:2048|pull_request:3681" ], - "prepared_review_unit_hash": "e50dd138a450a946b4d0883291645935702d789af5d1a127c06cb1cdea707db3", + "prepared_review_unit_hash": "79ca44fb7fbbecb235fd307b40b0a35208db58187901287c9576900d5bc0fbe2", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 98310, - "estimated_input_tokens": 24578, - "estimated_eval_tokens": 49412 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 99654, + "estimated_input_tokens": 24914, + "estimated_eval_tokens": 50084 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: the soft-edge pairs span unrelated docs, formatting, dependency, and bugfix PRs. None of the candidate pairs should be merged as the same underlying change.", - "confidence": 0.98, - "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a valid canonical representative because the cluster is heterogeneous and the pairwise candidates do not fix the same concrete bug or change.", - "best_issue_reason": null, - "best_pr_reason": "No best PR in this cluster; the items are unrelated and do not collapse into one mergeable change.", + "summary": "This is not a true duplicate cluster: the items span unrelated docs, example scripts, schedulers, tests, and infrastructure changes. None of the proposed soft pairs look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue unifies this set; the PRs target different subsystems and fixes.", + "canonical_pr_reason": "No canonical PR fits the cluster because the items are heterogeneous and do not represent one mergeable change.", + "best_issue_reason": "There is no good global issue representative here; the set is too mixed to map cleanly to one bug report.", + "best_pr_reason": "There is no good global PR representative; none of these PRs captures the cluster as one coherent change.", "soft_edge_verdicts": [ + { + "left": "pull_request:1765", + "right": "pull_request:2542", + "accept": false, + "reason": "Different changes: DreamBooth Flax fixes vs. ControlNet docs tweaks." + }, + { + "left": "pull_request:1765", + "right": "pull_request:828", + "accept": false, + "reason": "Different fixes in unrelated Flax/example code; not the same bug or change." + }, + { + "left": "pull_request:1827", + "right": "pull_request:2467", + "accept": false, + "reason": "Scheduler add_noise implementation vs. latent output type support in pipelines are unrelated." + }, + { + "left": "pull_request:1849", + "right": "pull_request:258", + "accept": false, + "reason": "Versatile Diffusion cross_attention_kwargs plumbing is unrelated to the inpainting script cleanup." + }, + { + "left": "pull_request:1861", + "right": "pull_request:433", + "accept": false, + "reason": "Same file appears, but one is loss computation and the other is a broad black-version update." + }, + { + "left": "pull_request:1868", + "right": "pull_request:217", + "accept": false, + "reason": "EMA decay fix is unrelated to the stable diffusion safety checker bug." + }, + { + "left": "pull_request:1868", + "right": "pull_request:312", + "accept": false, + "reason": "EMA decay logic and README link fixes are unrelated changes." + }, + { + "left": "pull_request:1868", + "right": "pull_request:3343", + "accept": false, + "reason": "Different training utility fix vs. DPM solver config reference." + }, + { + "left": "pull_request:1868", + "right": "pull_request:3402", + "accept": false, + "reason": "EMA decay in training code is unrelated to the Dockerfile fix." + }, + { + "left": "pull_request:1868", + "right": "pull_request:3433", + "accept": false, + "reason": "Training EMA logic and documentation/style rendering are not the same change." + }, + { + "left": "pull_request:1868", + "right": "pull_request:75", + "accept": false, + "reason": "Different code paths and eras: EMA decay vs. Glide attention constructor logic." + }, { "left": "pull_request:1907", "right": "pull_request:2190", "accept": false, - "reason": "Unrelated: a Dockerfile/environment change vs a DreamBooth notebook/example import set." + "reason": "Docker build merge commit is unrelated to the DreamBooth/Imagic notebook bundle." }, { "left": "pull_request:1910", "right": "pull_request:3471", "accept": false, - "reason": "Both are docs-related, but one initializes Korean docs while the other adds a torch.compile note to DreamBooth; different changes." + "reason": "Korean docs initialization and DreamBooth torch.compile note are different documentation changes." }, { "left": "pull_request:1920", "right": "pull_request:2641", "accept": false, - "reason": "Unrelated documentation additions: translating guide vs JAX notebook build setup." + "reason": "TRANSLATING.md addition is unrelated to Jax notebook build workflow changes." }, { "left": "pull_request:1937", "right": "pull_request:3804", "accept": false, - "reason": "Different code paths: Stable Diffusion EMA extraction logic vs attention processor/modeling utility changes." + "reason": "Stable diffusion EMA extraction script fix is unrelated to attention processor device-map conversion." }, { "left": "pull_request:1939", "right": "pull_request:217", "accept": false, - "reason": "Logo path fix is unrelated to the safety checker bug fix." + "reason": "README logo path fix and safety-checker bug fix are unrelated." }, { "left": "pull_request:1939", "right": "pull_request:312", "accept": false, - "reason": "A README image link fix is unrelated to a pipelines README link fix." + "reason": "Logo path correction is unrelated to pipeline README link cleanup." }, { "left": "pull_request:1939", "right": "pull_request:3402", "accept": false, - "reason": "README logo path vs Dockerfile build fix; no shared underlying bug." + "reason": "README image path fix and Docker packaging fix are not the same change." }, { "left": "pull_request:1939", "right": "pull_request:3433", "accept": false, - "reason": "Different scope: logo path update vs documentation style rendering tweaks." + "reason": "Unrelated docs/path fix vs. rendering/style fix." }, { "left": "pull_request:1942", "right": "pull_request:3127", "accept": false, - "reason": "Conversion-script CLI flag rename is unrelated to the img2img safety-checker processor bug." + "reason": "Converter CLI flag rename is unrelated to img2img safety-checker behavior." }, { "left": "pull_request:1950", "right": "pull_request:286", "accept": false, - "reason": "OneFlow graph config work is unrelated to a Stable Diffusion README link fix." + "reason": "OneFlow graph config support and Stable Diffusion README link fix are unrelated." }, { "left": "pull_request:1950", "right": "pull_request:3653", "accept": false, - "reason": "OneFlow integration changes do not match a community-example lint refactor." + "reason": "OneFlow support and mixture tiling lint cleanup are different changes." }, { "left": "pull_request:1950", "right": "pull_request:3712", "accept": false, - "reason": "OneFlow feature work is unrelated to GitHub Actions secret renames." + "reason": "OneFlow integration and docs workflow secret rename do not fix the same code path." }, { "left": "pull_request:1950", "right": "pull_request:662", "accept": false, - "reason": "OneFlow model/pipeline integration is unrelated to a 6GB textual-inversion example patch." + "reason": "OneFlow backend integration and 6GB textual inversion example changes are unrelated." }, { "left": "pull_request:1950", "right": "pull_request:718", "accept": false, - "reason": "OneFlow integration and typo fixes are different changes." + "reason": "OneFlow support and typo fixes are not the same underlying change." }, { "left": "pull_request:1950", "right": "pull_request:774", "accept": false, - "reason": "OneFlow graph config changes do not overlap with test expectation adjustments." + "reason": "OneFlow backend work and pipeline test adjustments are unrelated." }, { "left": "pull_request:1951", "right": "pull_request:822", "accept": false, - "reason": "ColossalAI update vs Flax scheduler API update; different libraries and fixes." + "reason": "ColossalAI upgrade and Flax scheduler API update are unrelated dependency/code changes." }, { "left": "pull_request:1971", "right": "pull_request:3069", "accept": false, - "reason": "Docstring cleanup for PNDM is unrelated to Flax TPU test value updates." + "reason": "PNDM docstring cleanup is unrelated to Flax TPU test updates." }, { "left": "pull_request:1971", "right": "pull_request:3074", "accept": false, - "reason": "PNDM docstring wording is not the same change as Transformer2DModel docstring correction." + "reason": "Docstring wording fix and Transformer2DModel docstring correction are separate documentation edits." }, { "left": "pull_request:1971", "right": "pull_request:798", "accept": false, - "reason": "Different docstring targets: scheduler docs vs UNet2DConditionModel docstring syntax." + "reason": "Both touch docs, but they are different docstrings for different models." }, { "left": "pull_request:2004", "right": "pull_request:258", "accept": false, - "reason": "DreamBooth README typo fixes are unrelated to the inpainting script preprocessing fix." + "reason": "DreamBooth README typo fix is unrelated to inpainting script refactoring." }, { "left": "pull_request:2006", "right": "pull_request:3402", "accept": false, - "reason": "Checkpoint-merger bugfix is unrelated to a Dockerfile shell fix." + "reason": "Checkpoint merger fixes and Dockerfile cleanup are unrelated." }, { "left": "pull_request:2006", "right": "pull_request:3433", "accept": false, - "reason": "Checkpoint merger logic does not overlap with documentation style rendering." + "reason": "Checkpoint merger code changes and style-rendering docs tweaks are not the same bug or change." }, { "left": "pull_request:2007", "right": "pull_request:2208", "accept": false, - "reason": "Black formatting updates across examples are unrelated to xFormers docs edits." + "reason": "Black-formatting sweep and xFormers docs update are unrelated." }, { "left": "pull_request:2007", "right": "pull_request:3262", "accept": false, - "reason": "Formatting sweep is unrelated to IF model name / docs updates." + "reason": "Black formatting changes and IF model naming/docs updates are unrelated." }, { "left": "pull_request:2048", "right": "pull_request:3681", "accept": false, - "reason": "Both involve training scripts, but one adds accelerate save/load hooks while the other manually enforces checkpoint limits; not the same concrete change." - }, - { - "left": "pull_request:2057", - "right": "pull_request:4177", - "accept": false, - "reason": "Pipeline download filtering for safetensors is unrelated to making safetensors a required dependency." - }, - { - "left": "pull_request:2086", - "right": "pull_request:2489", - "accept": false, - "reason": "LoRA docs vs Core ML docs are separate documentation additions." - }, - { - "left": "pull_request:21", - "right": "pull_request:828", - "accept": false, - "reason": "Model test additions and Flax test updates are different test changes with no shared bug." - }, - { - "left": "pull_request:2118", - "right": "pull_request:4239", - "accept": false, - "reason": "Import typo fix is unrelated to the SDXL LoRA text_encoder change." - }, - { - "left": "pull_request:2122", - "right": "pull_request:3798", - "accept": false, - "reason": "Safetensors docs and training-script comment cleanup are unrelated." - }, - { - "left": "pull_request:2126", - "right": "pull_request:3321", - "accept": false, - "reason": "Pipeline docstring cleanup is unrelated to the controlling-generation documentation expansion." + "reason": "Accelerate checkpoint hooks overhaul and manual checkpoints_total_limit handling are different training-system changes." } ] }, @@ -172475,16 +172473,22 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 223, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:2057", + "pull_request:2086", + "pull_request:21", + "pull_request:2118", + "pull_request:2122", + "pull_request:2126", "pull_request:2130", "pull_request:2134", "pull_request:2137", @@ -172501,33 +172505,27 @@ "pull_request:2293", "pull_request:2322", "pull_request:2327", - "pull_request:2329", - "pull_request:2335", - "pull_request:2337", - "pull_request:2349", - "pull_request:2362", + "pull_request:2489", "pull_request:2542", - "pull_request:286", "pull_request:2861", - "pull_request:2873", "pull_request:289", "pull_request:3012", "pull_request:3262", + "pull_request:3321", "pull_request:3331", "pull_request:3370", - "pull_request:3389", "pull_request:3663", - "pull_request:391", + "pull_request:3798", "pull_request:3972", "pull_request:3976", "pull_request:41", + "pull_request:4177", "pull_request:4211", "pull_request:4214", "pull_request:4239", "pull_request:4320", "pull_request:4380", "pull_request:693", - "pull_request:710", "pull_request:737", "pull_request:75", "pull_request:828", @@ -172535,6 +172533,12 @@ "pull_request:842" ], "soft_pairs": [ + "pull_request:2057|pull_request:4177", + "pull_request:2086|pull_request:2489", + "pull_request:21|pull_request:828", + "pull_request:2118|pull_request:4239", + "pull_request:2122|pull_request:3798", + "pull_request:2126|pull_request:3321", "pull_request:2130|pull_request:289", "pull_request:2130|pull_request:3972", "pull_request:2130|pull_request:839", @@ -172562,281 +172566,240 @@ "pull_request:2282|pull_request:4380", "pull_request:2293|pull_request:4211", "pull_request:2322|pull_request:3663", - "pull_request:2327|pull_request:2861", - "pull_request:2329|pull_request:289", - "pull_request:2329|pull_request:828", - "pull_request:2335|pull_request:286", - "pull_request:2337|pull_request:289", - "pull_request:2337|pull_request:3972", - "pull_request:2337|pull_request:839", - "pull_request:2337|pull_request:842", - "pull_request:2349|pull_request:2873", - "pull_request:2349|pull_request:391", - "pull_request:2349|pull_request:710", - "pull_request:2362|pull_request:3389" + "pull_request:2327|pull_request:2861" ], - "prepared_review_unit_hash": "1bca8f68717608fdf353c0c18c8f3f8666c3a58515583a97e5018a67f03fd073", + "prepared_review_unit_hash": "7959e9c9091d544d2dd01d4c974e7b74f7f6dca77199ef5d57051e8db11c4a0c", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 39, - "serialized_chars": 98393, - "estimated_input_tokens": 24599, - "estimated_eval_tokens": 49454 + "soft_pair_count": 34, + "serialized_chars": 96919, + "estimated_input_tokens": 24230, + "estimated_eval_tokens": 48716 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of mostly unrelated tiny typo, docs, test, and refactor PRs; none of the soft edges look like true duplicates.", - "confidence": 0.97, + "summary": "This cluster is a grab bag of unrelated Diffusers PRs (docs updates, typo fixes, small refactors, and a few code changes). The soft edges are mostly surface-level similarity and do not look like the same underlying bug or change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items span unrelated fixes across docs, tests, scripts, and pipelines rather than one shared bug/change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single PR is a good global canonical here; the cluster is not coherent enough to consolidate into one representative change.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "pull_request:2057", + "right": "pull_request:4177", + "accept": false, + "reason": "Both mention safetensors, but one changes pipeline download ignore patterns while the other makes safetensors a required dependency; different problems and code paths." + }, + { + "left": "pull_request:2086", + "right": "pull_request:2489", + "accept": false, + "reason": "Both are docs additions, but one adds LoRA docs and the other adds Core ML docs; unrelated content." + }, + { + "left": "pull_request:21", + "right": "pull_request:828", + "accept": false, + "reason": "Early model-test PR vs Flax test completion; different models, different goals, not the same fix." + }, + { + "left": "pull_request:2118", + "right": "pull_request:4239", + "accept": false, + "reason": "One fixes an import-utils spelling bug; the other is an SDXL LoRA script change. No shared code-path issue." + }, + { + "left": "pull_request:2122", + "right": "pull_request:3798", + "accept": false, + "reason": "One is safetensors docs, the other is a comment cleanup in training scripts; unrelated." + }, + { + "left": "pull_request:2126", + "right": "pull_request:3321", + "accept": false, + "reason": "Both are docs typos, but one removes a duplicate torch_dtype docstring entry and the other expands controlling-generation docs; not the same change." + }, { "left": "pull_request:2130", "right": "pull_request:289", "accept": false, - "reason": "Redundant allow_patterns cleanup vs removing set_seed plumbing; unrelated codepaths." + "reason": "One trims redundant allow_patterns in from_pretrained; the other is a scheduler seed refactor across pipelines. Different functionality." }, { "left": "pull_request:2130", "right": "pull_request:3972", "accept": false, - "reason": "Loader pattern cleanup vs documentation workflow refactor; different subsystems and goals." + "reason": "One is pipeline allow-pattern cleanup; the other is documentation workflow YAML restructuring. Unrelated." }, { "left": "pull_request:2130", "right": "pull_request:839", "accept": false, - "reason": "Import/pattern cleanup in code vs README auth-token text change; not the same change." + "reason": "Pipeline download pattern cleanup vs README auth-token removal; different issues." }, { "left": "pull_request:2130", "right": "pull_request:842", "accept": false, - "reason": "Different pipeline utility cleanup vs test API output adjustment; unrelated." + "reason": "Pipeline download pattern cleanup vs test API return-shape cleanup; unrelated." }, { "left": "pull_request:2134", "right": "pull_request:4239", "accept": false, - "reason": "A typo fix in docs versus SDXL DreamBooth LoRA code changes; not duplicate." + "reason": "Dreambooth README typo fix vs SDXL LoRA code changes; not the same underlying bug." }, { "left": "pull_request:2137", "right": "pull_request:4239", "accept": false, - "reason": "Loaders typo/doc polish vs LoRA training script changes; different bug/change." + "reason": "Typo/docs fixes in loaders.py versus substantive SDXL LoRA training script changes; different scope and code paths." }, { "left": "pull_request:2138", "right": "pull_request:3012", "accept": false, - "reason": "Docs typo in loaders overview vs a comment typo in an example script; unrelated." + "reason": "Doc typo in loaders overview vs comment typo in textual inversion training script; unrelated." }, { "left": "pull_request:2138", "right": "pull_request:3331", "accept": false, - "reason": "Docs typo in loaders overview vs inpainting doc variable-name typo; different files and fixes." + "reason": "Loader docs typo vs inpainting docs typo; both docs-only but different pages and changes." }, { "left": "pull_request:2138", "right": "pull_request:3976", "accept": false, - "reason": "Docs typo vs safetensors error-message typo fixes across loaders/modeling_utils; not the same underlying change." + "reason": "Loader docs typo vs safetensors error-message fix in code; different artifacts and purposes." }, { "left": "pull_request:217", "right": "pull_request:41", "accept": false, - "reason": "Safety checker logic bug vs comment-only resnet cleanup; not duplicate." + "reason": "Very old safety-check bug fix vs comment cleanup in resnets; no shared bug." }, { "left": "pull_request:217", "right": "pull_request:693", "accept": false, - "reason": "Safety checker bug fix vs citation formatting fix; unrelated." + "reason": "Safety-check logic fix vs BibTeX citation formatting; unrelated." }, { "left": "pull_request:217", "right": "pull_request:75", "accept": false, - "reason": "Safety checker logic bug vs attention implementation bug for Glide; different codepaths and issues." + "reason": "Safety-check fix vs attention class constructor refactor for Glide; different code paths." }, { "left": "pull_request:2188", "right": "pull_request:289", "accept": false, - "reason": "Docs license removal vs removing set_seed plumbing; unrelated changes." + "reason": "Docs removing license warning vs scheduler seed refactor; not the same change." }, { "left": "pull_request:2188", "right": "pull_request:3972", "accept": false, - "reason": "Docs license removal vs workflow refactor; no shared bug or fix." + "reason": "Docs license removal vs documentation workflow YAML change; unrelated." }, { "left": "pull_request:2188", "right": "pull_request:839", "accept": false, - "reason": "Docs license removal vs README auth-token cleanup; different topics." + "reason": "Docs license removal vs README auth-token cleanup; different docs issues." }, { "left": "pull_request:2188", "right": "pull_request:842", "accept": false, - "reason": "Docs removal vs pipeline test API cleanup; unrelated." + "reason": "Docs license removal vs test API cleanup; unrelated." }, { "left": "pull_request:2197", "right": "pull_request:2227", "accept": false, - "reason": "Both touch prompt-related code, but one fixes an inpaint pipeline parameter typo while the other renames negative_prompt across many pipelines; not one concrete change." + "reason": "Both touch Stable Diffusion inpaint-related code, but one fixes a prompt_embeds typo and input handling, while the other corrects negative_prompt spelling across many pipelines; not the same concrete bug." }, { "left": "pull_request:2198", "right": "pull_request:4214", "accept": false, - "reason": "Missing-keys loading error handling vs custom diffusion bf16 fix; unrelated issues." + "reason": "Missing-keys load error handling vs custom diffusion bf16 fix; different functionality and failure modes." }, { "left": "pull_request:22", "right": "pull_request:828", "accept": false, - "reason": "Logger warning typo fix vs Flax test updates; different scopes and purposes." + "reason": "Model-loading warning typo fix vs Flax test expansion; unrelated." }, { "left": "pull_request:2208", "right": "pull_request:3262", "accept": false, - "reason": "xFormers docs update vs IF model name rename across code/docs; not duplicate." + "reason": "xFormers docs update vs IF model naming update; both docs, but different topics and targets." }, { "left": "pull_request:2208", "right": "pull_request:3370", "accept": false, - "reason": "xFormers docs vs PyTorch 2.0 optimization docs; both docs, but different content and change goals." + "reason": "Both docs-related, but one updates xFormers installation guidance and the other updates PyTorch 2.0 optimization docs; not duplicates." }, { "left": "pull_request:2227", "right": "pull_request:4320", "accept": false, - "reason": "Pipeline API typo cleanup vs ONNX docs typo cleanup; unrelated documentation/code changes." + "reason": "Negative_prompt typo across pipelines vs ONNX docs typo fix; unrelated." }, { "left": "pull_request:2267", "right": "pull_request:737", "accept": false, - "reason": "Example logging cleanup vs removal of use_auth_token references; different change sets." + "reason": "Both remove unwanted datasets usage in example scripts/docs, but one changes logging imports and the other removes use_auth_token instructions. Similar theme, not same fix." }, { "left": "pull_request:2282", "right": "pull_request:2542", "accept": false, - "reason": "Misc code/docs fixes vs ControlNet docs/link tweaks; no shared underlying bug." + "reason": "Misc fixes across scripts/schedulers/tests vs controlnet docs fixes; no common bug." }, { "left": "pull_request:2282", "right": "pull_request:4380", "accept": false, - "reason": "Broad misc fixes across scripts/schedulers/tests vs small doc fixes; not the same change." + "reason": "Misc script/scheduler fixes vs mixed docs additions for SDXL training. Different changes." }, { "left": "pull_request:2293", "right": "pull_request:4211", "accept": false, - "reason": "Convert-from-ckpt docstring fixes vs SDXL inpaint docstring example fix; unrelated." + "reason": "Docstring fixes for ckpt conversion vs SDXL inpainting docstring/example fix; unrelated pipeline areas." }, { "left": "pull_request:2322", "right": "pull_request:3663", "accept": false, - "reason": "Example code additions/updates vs documentation for textual inversions; different artifacts and intent." + "reason": "Layer.ai example/update PR vs Compel textual-inversion docs update; different artifacts and intent." }, { "left": "pull_request:2327", "right": "pull_request:2861", "accept": false, - "reason": "UNet input validation changes vs a StableUnCLIP test for image_embeds=None; different layers and issues." - }, - { - "left": "pull_request:2329", - "right": "pull_request:289", - "accept": false, - "reason": "Workflow refactor vs set_seed removal refactor; distinct CI and pipeline changes." - }, - { - "left": "pull_request:2329", - "right": "pull_request:828", - "accept": false, - "reason": "Workflow refactor vs Flax test changes; unrelated." - }, - { - "left": "pull_request:2335", - "right": "pull_request:286", - "accept": false, - "reason": "GitHub issue template link change vs README link fix; both docs-ish but different targets." - }, - { - "left": "pull_request:2337", - "right": "pull_request:289", - "accept": false, - "reason": "Test cleanup vs removing set_seed from pipelines; not the same codepath problem." - }, - { - "left": "pull_request:2337", - "right": "pull_request:3972", - "accept": false, - "reason": "Test cleanup vs documentation workflow refactor; unrelated." - }, - { - "left": "pull_request:2337", - "right": "pull_request:839", - "accept": false, - "reason": "Test cleanup vs README auth-token cleanup; different change types." - }, - { - "left": "pull_request:2337", - "right": "pull_request:842", - "accept": false, - "reason": "Test cleanup vs pipeline API output cleanup; unrelated." - }, - { - "left": "pull_request:2349", - "right": "pull_request:2873", - "accept": false, - "reason": "Scheduler overview docs vs contribution wording cleanup; no shared underlying issue." - }, - { - "left": "pull_request:2349", - "right": "pull_request:391", - "accept": false, - "reason": "Karras scheduler docs vs PNDM docs; both documentation, but not the same topic or fix." - }, - { - "left": "pull_request:2349", - "right": "pull_request:710", - "accept": false, - "reason": "Scheduler overview docs vs docstring-fix PR tied to issue #709; unrelated." - }, - { - "left": "pull_request:2362", - "right": "pull_request:3389", - "accept": false, - "reason": "MPS skip decorator addition vs attention refactor integration-test PR; not the same bug or change." + "reason": "UNet input-length validation fix vs StableUnCLIP img2img test for image_embeds=None; different bugs and code paths." } ] }, @@ -172850,16 +172813,21 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 224, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:2329", + "pull_request:2335", + "pull_request:2337", + "pull_request:2349", + "pull_request:2362", "pull_request:2367", "pull_request:2386", "pull_request:2398", @@ -172874,41 +172842,48 @@ "pull_request:2533", "pull_request:2539", "pull_request:2542", - "pull_request:2557", - "pull_request:2569", - "pull_request:26", - "pull_request:2608", "pull_request:2641", - "pull_request:2667", "pull_request:2715", "pull_request:274", + "pull_request:286", + "pull_request:2873", "pull_request:289", - "pull_request:2958", "pull_request:3022", "pull_request:327", "pull_request:3271", + "pull_request:3389", "pull_request:340", - "pull_request:3561", "pull_request:3687", "pull_request:3757", + "pull_request:391", "pull_request:3972", "pull_request:403", "pull_request:4050", - "pull_request:4320", "pull_request:4352", "pull_request:4380", "pull_request:4442", "pull_request:4457", "pull_request:4508", - "pull_request:4741", "pull_request:4746", "pull_request:4807", - "pull_request:689", + "pull_request:710", "pull_request:800", + "pull_request:828", "pull_request:839", "pull_request:842" ], "soft_pairs": [ + "pull_request:2329|pull_request:289", + "pull_request:2329|pull_request:828", + "pull_request:2335|pull_request:286", + "pull_request:2337|pull_request:289", + "pull_request:2337|pull_request:3972", + "pull_request:2337|pull_request:839", + "pull_request:2337|pull_request:842", + "pull_request:2349|pull_request:2873", + "pull_request:2349|pull_request:391", + "pull_request:2349|pull_request:710", + "pull_request:2362|pull_request:3389", "pull_request:2367|pull_request:274", "pull_request:2386|pull_request:2715", "pull_request:2398|pull_request:340", @@ -172931,209 +172906,252 @@ "pull_request:2539|pull_request:4807", "pull_request:2542|pull_request:3757", "pull_request:2542|pull_request:403", - "pull_request:2542|pull_request:4380", - "pull_request:2557|pull_request:3561", - "pull_request:2569|pull_request:4320", - "pull_request:26|pull_request:689", - "pull_request:2608|pull_request:4741", - "pull_request:2667|pull_request:2958" + "pull_request:2542|pull_request:4380" ], - "prepared_review_unit_hash": "a4cca5632a78f45c938fb944b4bc25af1d0c8721d8f89f946f8c244190776b95", + "prepared_review_unit_hash": "b64f6b322ca4ae65977730695a3c397cad43f49b843ec137caf176b90b393566", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 95352, - "estimated_input_tokens": 23838, - "estimated_eval_tokens": 47932 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 99611, + "estimated_input_tokens": 24903, + "estimated_eval_tokens": 50062 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster does not contain true duplicates: it mixes unrelated docs updates, feature additions, refactors, and small bug fixes across different subsystems. I rejected all soft edges because none look like the same underlying change or bug fix.", - "confidence": 0.98, + "summary": "This cluster is mostly a noisy mix of unrelated docs, test, workflow, and small refactor PRs; the soft links are driven by superficial similarity (same subsystem, same file family, or both being cleanup/docs work) rather than the same concrete change.", + "confidence": 0.25, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR stands out because the cluster is not a duplicate set; the items span unrelated changes across docs, training scripts, pipelines, and model code.", + "canonical_pr_reason": "PR 2337 is the clearest concrete cleanup in the set and has the strongest local similarity to other test-cleanup items, so it is the most plausible representative if one PR must anchor the cluster.", "best_issue_reason": null, - "best_pr_reason": "No global best PR: there is no shared underlying bug or feature to anchor the cluster, so any one PR would be arbitrary.", + "best_pr_reason": "PR 2337 is a self-contained, well-scoped test cleanup with multiple related test-oriented soft links; it is the best representative of the cluster, though not a duplicate of the others.", "soft_edge_verdicts": [ + { + "left": "pull_request:2329", + "right": "pull_request:289", + "accept": false, + "reason": "Different changes: workflow refactor for push tests vs removing seed-related code in pipeline tests. Shared testing context is too broad." + }, + { + "left": "pull_request:2329", + "right": "pull_request:828", + "accept": false, + "reason": "Unrelated test areas: CI workflow cleanup vs Flax pipeline test updates." + }, + { + "left": "pull_request:2335", + "right": "pull_request:286", + "accept": false, + "reason": "Both touch docs/links, but one adds a forum contact link and the other fixes a README link target. Not the same bug/change." + }, + { + "left": "pull_request:2337", + "right": "pull_request:289", + "accept": false, + "reason": "Both are cleanup-oriented, but one removes unnecessary tests while the other removes set_seed plumbing across pipelines. Different code paths and goals." + }, + { + "left": "pull_request:2337", + "right": "pull_request:3972", + "accept": false, + "reason": "Test cleanup vs documentation workflow restructuring; no shared fix." + }, + { + "left": "pull_request:2337", + "right": "pull_request:839", + "accept": false, + "reason": "Different scope: removing tests versus removing an auth token flag from a dreambooth README." + }, + { + "left": "pull_request:2337", + "right": "pull_request:842", + "accept": false, + "reason": "Both involve tests, but one removes obsolete tests while the other changes pipeline output accessors. Not the same underlying issue." + }, + { + "left": "pull_request:2349", + "right": "pull_request:2873", + "accept": false, + "reason": "Different documentation edits in different files; one adds scheduler overview content, the other just rephrases contribution text." + }, + { + "left": "pull_request:2349", + "right": "pull_request:391", + "accept": false, + "reason": "Both are scheduler docs, but they cover different schedulers and different pages. Not one shared doc fix." + }, + { + "left": "pull_request:2349", + "right": "pull_request:710", + "accept": false, + "reason": "Different doc targets: scheduler overview prose vs a docstring formatting fix in model classes." + }, + { + "left": "pull_request:2362", + "right": "pull_request:3389", + "accept": false, + "reason": "One adds an MPS skip decorator for tests; the other is an attention refactor integration-test branch. Different problems." + }, { "left": "pull_request:2367", "right": "pull_request:274", "accept": false, - "reason": "Checkpoint retention for training scripts vs adding a Stable Diffusion README; unrelated changes." + "reason": "Training-script checkpoint limit support is unrelated to adding a Stable Diffusion README." }, { "left": "pull_request:2386", "right": "pull_request:2715", "accept": false, - "reason": "UniPC docs cleanup vs broad typo fixes across models/pipelines; not the same change." + "reason": "UniPC doc cleanup is unrelated to broad typo fixes across model/pipeline docs and code comments." }, { "left": "pull_request:2398", "right": "pull_request:340", "accept": false, - "reason": "Pix2Pix Zero docs update vs scheduler support in Img2Img; different tasks and code paths." + "reason": "Pix2Pix Zero docs update versus img2img scheduler support. Different artifacts and no shared code path." }, { "left": "pull_request:2400", "right": "pull_request:4457", "accept": false, - "reason": "Both touch examples/community README, but one adds a new community pipeline and the other fixes TensorRT inpaint docs/code." + "reason": "Both touch community pipeline docs, but one adds a new UnCLIP community pipeline and the other makes TensorRT inpaint example fixes. Not the same change." }, { "left": "pull_request:2415", "right": "pull_request:4050", "accept": false, - "reason": "Pipeline utility version handling vs README demos-table updates; unrelated." + "reason": "Pipeline loading bug fix versus README demo table edits; unrelated files and outcomes." }, { "left": "pull_request:2415", "right": "pull_request:4508", "accept": false, - "reason": "Same file, but different bugs: transformers-version fallback vs passing `use_onnx` through `from_pretrained`." + "reason": "Both touch pipeline_utils.py, but they fix different behaviors: handling missing transformers vs use_onnx parameter plumbing. Not mergeable as one duplicate fix." }, { "left": "pull_request:2428", "right": "pull_request:289", "accept": false, - "reason": "Docs author-name cleanup vs a training/pipeline refactor removing `set_seed`; unrelated." + "reason": "Docs author cleanup versus removing set_seed; different domains." }, { "left": "pull_request:2428", "right": "pull_request:3972", "accept": false, - "reason": "Docs author-name cleanup vs documentation workflow restructuring; not the same issue." + "reason": "Documentation wording/link cleanup is unrelated to build workflow restructuring." }, { "left": "pull_request:2428", "right": "pull_request:839", "accept": false, - "reason": "Docs author-name cleanup vs Dreambooth README auth-token removal; unrelated." + "reason": "Different docs edits in different files; no shared underlying bug." }, { "left": "pull_request:2428", "right": "pull_request:842", "accept": false, - "reason": "Docs author-name cleanup vs pipeline API test cleanup; unrelated." + "reason": "README/docs cleanup vs test API output cleanup; not the same change." }, { "left": "pull_request:2436", "right": "pull_request:3022", "accept": false, - "reason": "Add demo link in docs vs attention processor union fix; different layers entirely." + "reason": "Docs demo link addition is unrelated to an attention-processor type union fix." }, { "left": "pull_request:2436", "right": "pull_request:3271", "accept": false, - "reason": "Pix2Pix Zero docs demo addition vs training-script link additions; unrelated docs changes." + "reason": "Demo/docs addition and training-link docs are both documentation, but they address different pages and content." }, { "left": "pull_request:2467", "right": "pull_request:327", "accept": false, - "reason": "Latent output type support across pipelines vs PNDM type-hint cleanup; not the same bug or feature." + "reason": "Broad latent-output support across many pipelines is not the same as typing the PNDM pipeline." }, { "left": "pull_request:2481", - "right": "pull_request:4352", + "right": "pull_request:3687", + "accept": false, + "reason": "Training-script bug fix versus doc-builder testing placeholder text; unrelated." + }, + { + "left": "pull_request:2481", + "right": "pull_request:4746", + "accept": false, + "reason": "A concrete training-script logging fix is unrelated to the SDXL inpainting draft work." + }, + { + "left": "pull_request:2481", + "right": "pull_request:800", "accept": false, - "reason": "Train-unconditional test fix vs Kandinsky combined pipeline fixes; different code paths and goals." + "reason": "Training-script fix versus WIP VQ Diffusion implementation; no shared code path." }, { "left": "pull_request:2487", "right": "pull_request:4442", "accept": false, - "reason": "Stable Diffusion JAX/Flax guide vs Distilled SD inference guide; separate documentation topics." + "reason": "Both add guides, but one is JAX/Flax Stable Diffusion and the other is distilled SD. Different content and target use cases." }, { "left": "pull_request:2489", "right": "pull_request:2641", "accept": false, - "reason": "CoreML docs addition vs doc-builder notebook workflow/config changes; unrelated." + "reason": "Core ML docs addition versus doc-builder notebook wiring; unrelated docs infrastructure work." }, { "left": "pull_request:2533", "right": "pull_request:3687", "accept": false, - "reason": "WIP rc1 testing workflow/pin vs doc-builder test page; unrelated." + "reason": "CI/testing WIP changes versus a doc-builder test string edit; not the same change." }, { "left": "pull_request:2533", "right": "pull_request:4746", "accept": false, - "reason": "WIP rc1 testing workflow/pin vs SDXL inpainting draft; unrelated." + "reason": "Testing RC1 setup changes are unrelated to SDXL inpainting work." }, { "left": "pull_request:2533", "right": "pull_request:800", "accept": false, - "reason": "WIP rc1 testing workflow/pin vs VQ Diffusion draft work; unrelated." + "reason": "Temporary testing/setup changes versus the VQ Diffusion implementation draft; unrelated." }, { "left": "pull_request:2539", "right": "pull_request:4807", "accept": false, - "reason": "Pix2Pix Zero doc default-value fix vs Chinese Stable Diffusion docs; unrelated." + "reason": "Doc default-value fix in a pipeline docstring versus adding a Chinese Stable Diffusion guide. Different docs and issues." }, { "left": "pull_request:2542", "right": "pull_request:3757", "accept": false, - "reason": "Docs/demo link fixes for ControlNet vs adding configurable conditioning channels in the model; different changes." + "reason": "Both are ControlNet-related, but one is docs/navigation cleanup and the other adds a model constructor parameter. Different layers and fixes." }, { "left": "pull_request:2542", "right": "pull_request:403", "accept": false, - "reason": "ControlNet docs/demo fixes vs philosophy page cleanup; unrelated." + "reason": "ControlNet docs fixes are unrelated to philosophy text edits." }, { "left": "pull_request:2542", "right": "pull_request:4380", "accept": false, - "reason": "ControlNet docs/demo fixes vs minor training-doc edits; not the same underlying change." - }, - { - "left": "pull_request:2557", - "right": "pull_request:3561", - "accept": false, - "reason": "Both touch Dreambooth, but one adds intermediate logging while the other changes IF stage II upscaling logic; not mergeable as one PR." - }, - { - "left": "pull_request:2569", - "right": "pull_request:4320", - "accept": false, - "reason": "OpenVINO docs vs ONNX Runtime docs; different optimization backends and documentation." - }, - { - "left": "pull_request:26", - "right": "pull_request:689", - "accept": false, - "reason": "DDPM scheduler forward-step bugfix vs attention speed tweak; unrelated code paths." - }, - { - "left": "pull_request:2608", - "right": "pull_request:4741", - "accept": false, - "reason": "README typo fixes vs AudioLDM2 dummy import fix; unrelated." - }, - { - "left": "pull_request:2667", - "right": "pull_request:2958", - "accept": false, - "reason": "Inpainting-with-strength implementation vs ControlNet inpaint pipeline addition; both are inpainting-adjacent but not the same concrete change." + "reason": "Both are minor docs fixes, but they affect different pages and content. No shared bug." } ] }, @@ -173147,16 +173165,21 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 225, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:2557", + "pull_request:2569", + "pull_request:26", + "pull_request:2608", + "pull_request:2667", "pull_request:2677", "pull_request:2693", "pull_request:27", @@ -173173,33 +173196,27 @@ "pull_request:2897", "pull_request:2912", "pull_request:2958", - "pull_request:2959", - "pull_request:2968", - "pull_request:2983", - "pull_request:299", - "pull_request:3022", "pull_request:3054", "pull_request:3172", "pull_request:3449", - "pull_request:3474", + "pull_request:3561", "pull_request:3757", - "pull_request:3846", - "pull_request:4508", + "pull_request:4320", "pull_request:4556", "pull_request:4614", + "pull_request:4741", "pull_request:4807", "pull_request:4811", "pull_request:5063", "pull_request:570", "pull_request:662", + "pull_request:689", "pull_request:705", "pull_request:718", "pull_request:768", "pull_request:774", "pull_request:78", - "pull_request:800", "pull_request:802", - "pull_request:823", "pull_request:824", "pull_request:839", "pull_request:842", @@ -173207,6 +173224,11 @@ "pull_request:948" ], "soft_pairs": [ + "pull_request:2557|pull_request:3561", + "pull_request:2569|pull_request:4320", + "pull_request:26|pull_request:689", + "pull_request:2608|pull_request:4741", + "pull_request:2667|pull_request:2958", "pull_request:2677|pull_request:4556", "pull_request:2693|pull_request:570", "pull_request:27|pull_request:286", @@ -173230,215 +173252,210 @@ "pull_request:2897|pull_request:4614", "pull_request:2912|pull_request:3757", "pull_request:2958|pull_request:3757", - "pull_request:2958|pull_request:4811", - "pull_request:2959|pull_request:3846", - "pull_request:2968|pull_request:823", - "pull_request:2983|pull_request:4508", - "pull_request:299|pull_request:800", - "pull_request:3022|pull_request:3474" + "pull_request:2958|pull_request:4811" ], - "prepared_review_unit_hash": "f0bd021384d7542c2f2dbbb7b5d390713d5ad4ec0c9bdf8aab6f84a0699a0d8b", + "prepared_review_unit_hash": "d0c765a55dd66b19b86f9b7279e6e8ae97304e29aa84fb506315ad3cadd1bc08", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 97909, - "estimated_input_tokens": 24478, - "estimated_eval_tokens": 49212 + "serialized_chars": 95932, + "estimated_input_tokens": 23983, + "estimated_eval_tokens": 48222 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a mixed bag of unrelated docs, test, CI, and feature PRs. None of the soft edges look like the same underlying bug or change, so all are rejected.", - "confidence": 0.98, + "summary": "This cluster is not a true duplicate set: it mixes unrelated docs, test, CI, refactor, and feature PRs. The soft overlaps are mostly superficial (same broad subsystem or shared filenames) rather than the same concrete bug/change, so all soft edges should be rejected.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a clear canonical duplicate target; the items are heterogeneous and the soft edges do not represent true duplicates.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No PR is a good global best target because the cluster spans unrelated docs, tests, CI, and feature work rather than one shared change.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "pull_request:2557", + "right": "pull_request:3561", + "accept": false, + "reason": "Both touch DreamBooth training, but one adds intermediate logging and the other adds IF stage II upscaling; different change sets and code paths." + }, + { + "left": "pull_request:2569", + "right": "pull_request:4320", + "accept": false, + "reason": "Both are docs, but OpenVINO vs ONNX Runtime are separate optimization guides with unrelated content." + }, + { + "left": "pull_request:26", + "right": "pull_request:689", + "accept": false, + "reason": "Different subsystems: scheduler math fix vs attention implementation optimization." + }, + { + "left": "pull_request:2608", + "right": "pull_request:4741", + "accept": false, + "reason": "One fixes README typos; the other fixes dummy imports for AudioLDM2. No shared bug." + }, + { + "left": "pull_request:2667", + "right": "pull_request:2958", + "accept": false, + "reason": "Both involve inpainting/controlnet, but one adds an inpaint example/strength handling and the other adds a new ControlNet inpaint pipeline." + }, { "left": "pull_request:2677", "right": "pull_request:4556", "accept": false, - "reason": "Different docs additions: training section ControlNet entry vs ControlNet SDXL API docs." + "reason": "Both update docs navigation, but one adds training ControlNet docs and the other adds SDXL ControlNet API docs; separate pages and purposes." }, { "left": "pull_request:2693", "right": "pull_request:570", "accept": false, - "reason": "A doc image-link fix is unrelated to a BaseOutput initialization behavior change." + "reason": "A doc image-link fix and BaseOutput dict initialization are unrelated." }, { "left": "pull_request:27", "right": "pull_request:286", "accept": false, - "reason": "README checklist formatting and a stable diffusion README link fix are unrelated changes." + "reason": "Both are small README/doc fixes, but they address different text and different links/checklist content." }, { "left": "pull_request:27", "right": "pull_request:662", "accept": false, - "reason": "Checklist formatting in the root README is unrelated to the textual inversion 6GB docs/example update." + "reason": "Checklist formatting in the README is unrelated to the textual inversion 6GB example changes." }, { "left": "pull_request:27", "right": "pull_request:718", "accept": false, - "reason": "Checklist formatting does not match a typo/doc cleanup PR." + "reason": "Both are typo/README cleanup PRs, but they fix different documents and issues." }, { "left": "pull_request:27", "right": "pull_request:774", "accept": false, - "reason": "README checklist formatting and test assertion tweaks are not the same change." + "reason": "Checklist formatting and test expectation adjustments are unrelated changes." }, { "left": "pull_request:2759", "right": "pull_request:3449", "accept": false, - "reason": "One adjusts a test runner PR; the other reworks CI jobs and ONNX/MPS test execution." + "reason": "Both affect test infrastructure, but one is a broad test-run PR and the other specifically reworks MPS/ONNX test jobs." }, { "left": "pull_request:2764", "right": "pull_request:3172", "accept": false, - "reason": "Torch 2.0 docs updates and deterministic-algorithms docs are separate documentation topics." + "reason": "Both mention optimization/docs, but Torch 2.0 benchmark guidance and deterministic algorithms are different topics." }, { "left": "pull_request:2767", "right": "pull_request:948", "accept": false, - "reason": "LoRA argument-name fixes are unrelated to a DDPM comment typo." + "reason": "LoRA script argument handling and a DDPM comment typo are unrelated." }, { "left": "pull_request:2794", "right": "pull_request:768", "accept": false, - "reason": "Dreambooth validation-prompt support is not the same as a broad dreambooth enhancement draft." + "reason": "Both edit DreamBooth code, but one adds validation prompt support while the other is a generic enhancement scaffold; not the same concrete fix." }, { "left": "pull_request:2795", "right": "pull_request:3054", "accept": false, - "reason": "A LoRA code-path fix is unrelated to CONTRIBUTING.md wording changes." + "reason": "LoRA training code change vs contribution docs update; no shared bug or change." }, { "left": "pull_request:2808", "right": "pull_request:705", "accept": false, - "reason": "Relaxing DiT tests is unrelated to CUDA CI workflow changes." + "reason": "Relaxing model tests is unrelated to CI workflow and dependency changes." }, { "left": "pull_request:2808", "right": "pull_request:824", "accept": false, - "reason": "DiT test adjustments and Flax test setup changes are different test areas and bugs." + "reason": "Both are test-related, but DiT test relaxation and Flax test additions are distinct." }, { "left": "pull_request:2823", "right": "pull_request:4807", "accept": false, - "reason": "Stable UnCLIP doc cleanup is unrelated to Chinese Stable Diffusion documentation." + "reason": "Both are docs, but one updates English Stable UnCLIP docs and the other adds Chinese Stable Diffusion docs." }, { "left": "pull_request:2846", "right": "pull_request:5063", "accept": false, - "reason": "A slow-test fix in Stable UnCLIP is unrelated to guidance_rescale docstring edits." + "reason": "One fixes a slow test invocation; the other updates a docstring across several pipelines." }, { "left": "pull_request:286", "right": "pull_request:78", "accept": false, - "reason": "A README link fix and a mid-block model refactor are unrelated." + "reason": "A README link fix and a UNet mid-block refactor are unrelated." }, { "left": "pull_request:286", "right": "pull_request:802", "accept": false, - "reason": "A README link fix and code-example indentation are unrelated." + "reason": "Both touch documentation/examples, but a link fix is not the same as an indentation fix in a code sample." }, { "left": "pull_request:289", "right": "pull_request:839", "accept": false, - "reason": "Removing set_seed and removing use_auth_token are unrelated changes." + "reason": "A refactor removing set_seed and a DreamBooth README token cleanup are unrelated." }, { "left": "pull_request:289", "right": "pull_request:842", "accept": false, - "reason": "Seed-refactor changes do not match the pipeline output-indexing cleanup." + "reason": "Refactoring pipeline seeding behavior and changing output access from [\"sample\"] to .images are different fixes." }, { "left": "pull_request:289", "right": "pull_request:87", "accept": false, - "reason": "The seed refactor is far narrower than the large unconditional-model refactor." + "reason": "One is a targeted refactor of sampling code; the other is a broad unconditional-model refactor. Same area, but not one mergeable change." }, { "left": "pull_request:2897", "right": "pull_request:4614", "accept": false, - "reason": "A Stable UnCLIP docs example is unrelated to from_single_file config handling." + "reason": "Stable UnCLIP docs example vs from_single_file config-file support are unrelated." }, { "left": "pull_request:2912", "right": "pull_request:3757", "accept": false, - "reason": "A punctuation/doc fix in ControlNet docs is unrelated to ControlNet conditioning-channel support." + "reason": "A punctuation/doc wording fix and a ControlNet model API change do not address the same issue." }, { "left": "pull_request:2958", "right": "pull_request:3757", "accept": false, - "reason": "Adding ControlNet inpaint is a pipeline feature; configurable conditioning channels is a model constructor change." + "reason": "New ControlNet inpaint pipeline and configurable conditioning channels are different features in the same broad area." }, { "left": "pull_request:2958", "right": "pull_request:4811", "accept": false, - "reason": "Both are ControlNet inpaint features, but they target different pipelines/code paths and are not mergeable as one PR." - }, - { - "left": "pull_request:2959", - "right": "pull_request:3846", - "accept": false, - "reason": "A UNet3D norm-groups test fix is unrelated to random-module seeding." - }, - { - "left": "pull_request:2968", - "right": "pull_request:823", - "accept": false, - "reason": "Post-processing bugfixes and negative-prompt type checking are different pipeline issues." - }, - { - "left": "pull_request:2983", - "right": "pull_request:4508", - "accept": false, - "reason": "CONTRIBUTING.md documentation and from_pretrained use_onnx behavior are unrelated." - }, - { - "left": "pull_request:299", - "right": "pull_request:800", - "accept": false, - "reason": "A scheduler hotfix is unrelated to the VQ Diffusion porting work." - }, - { - "left": "pull_request:3022", - "right": "pull_request:3474", - "accept": false, - "reason": "Adding AttnProcessor2_0 to a union is a code fix; adding AttnProcessor docs is documentation only." + "reason": "Both add ControlNet inpaint variants, but SD ControlNet inpaint and SDXL ControlNet inpaint are separate pipeline implementations and cannot be merged as one PR." } ] }, @@ -173452,16 +173469,21 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 226, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:2959", + "pull_request:2968", + "pull_request:2983", + "pull_request:299", + "pull_request:3022", "pull_request:3042", "pull_request:3068", "pull_request:3069", @@ -173479,17 +173501,11 @@ "pull_request:3326", "pull_request:3331", "pull_request:3334", - "pull_request:3337", - "pull_request:3341", - "pull_request:3345", - "pull_request:3359", - "pull_request:3388", - "pull_request:3433", "pull_request:344", "pull_request:3471", - "pull_request:3524", + "pull_request:3474", "pull_request:3806", - "pull_request:3866", + "pull_request:3846", "pull_request:3894", "pull_request:3924", "pull_request:4034", @@ -173497,21 +173513,26 @@ "pull_request:4172", "pull_request:4215", "pull_request:432", - "pull_request:4690", + "pull_request:4508", "pull_request:4741", "pull_request:4746", "pull_request:5239", "pull_request:5242", - "pull_request:5478", "pull_request:5506", - "pull_request:5622", "pull_request:75", + "pull_request:800", + "pull_request:823", "pull_request:826", "pull_request:909", "pull_request:972", "pull_request:975" ], "soft_pairs": [ + "pull_request:2959|pull_request:3846", + "pull_request:2968|pull_request:823", + "pull_request:2983|pull_request:4508", + "pull_request:299|pull_request:800", + "pull_request:3022|pull_request:3474", "pull_request:3042|pull_request:3924", "pull_request:3068|pull_request:909", "pull_request:3069|pull_request:909", @@ -173535,132 +173556,156 @@ "pull_request:3294|pull_request:5506", "pull_request:3318|pull_request:4746", "pull_request:3326|pull_request:3331", - "pull_request:3334|pull_request:4215", - "pull_request:3337|pull_request:4690", - "pull_request:3341|pull_request:3433", - "pull_request:3345|pull_request:3524", - "pull_request:3345|pull_request:5622", - "pull_request:3359|pull_request:3866", - "pull_request:3388|pull_request:5478" + "pull_request:3334|pull_request:4215" ], - "prepared_review_unit_hash": "4ff3cefeca81932710cd0a9e5c67f6571e65b82f78d76abb4f43e6b81e5b43b8", + "prepared_review_unit_hash": "7bbb8eb2b34bf1022cae48c45c12705f7401cb02c5ae25cbfb1e4c5338b07dd8", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 97148, - "estimated_input_tokens": 24287, - "estimated_eval_tokens": 48830 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 91284, + "estimated_input_tokens": 22821, + "estimated_eval_tokens": 45898 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: mostly unrelated docs, tests, and feature PRs. None of the soft-edge pairs look like the same underlying change, so all should be rejected.", - "confidence": 0.82, + "summary": "This is not a duplicate cluster: it mixes unrelated PRs across docs, tests, pipeline fixes, model changes, and feature additions. No single underlying bug or change ties the set together.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 3230 ('Add IF') is the clearest high-signal standalone change in the set and the most representative merged code addition; the rest are mostly small docs/tests tweaks or unrelated fixes.", + "canonical_pr_reason": "No canonical PR: the artifacts are heterogeneous and do not represent one shared bug or change.", "best_issue_reason": null, - "best_pr_reason": "PR 3230 is the best representative PR because it has the broadest, most coherent product change and a substantial diff, even though the cluster itself does not form a true duplicate set.", + "best_pr_reason": "No best PR for deduplication: there is no single concrete fix that the rest of the items can be compared against.", "soft_edge_verdicts": [ + { + "left": "pull_request:2959", + "right": "pull_request:3846", + "accept": false, + "reason": "UNet3D norm-group test adjustment vs random seeding fix; unrelated codepaths and intents." + }, + { + "left": "pull_request:2968", + "right": "pull_request:823", + "accept": false, + "reason": "Img2img post-processing/safety-checker flow vs negative-prompt type-mismatch handling; different bugs." + }, + { + "left": "pull_request:2983", + "right": "pull_request:4508", + "accept": false, + "reason": "Contributing docs update vs from_pretrained use_onnx parameter fix; no shared underlying change." + }, + { + "left": "pull_request:299", + "right": "pull_request:800", + "accept": false, + "reason": "PNDM timestep computation hotfix vs VQ Diffusion work; completely different areas." + }, + { + "left": "pull_request:3022", + "right": "pull_request:3474", + "accept": false, + "reason": "Code fix adding AttnProcessor2_0 to a union vs docs page for attention processors; docs-only versus API change." + }, { "left": "pull_request:3042", "right": "pull_request:3924", "accept": false, - "reason": "Accelerate minimum-version bump for ProjectConfiguration import vs a docs tutorial parameter rename; different problems and code paths." + "reason": "Example dependency pinning vs tutorial parameter rename; unrelated documentation/example maintenance." }, { "left": "pull_request:3068", "right": "pull_request:909", "accept": false, - "reason": "Textual inversion docs/code cleanup vs inpainting test model swap; unrelated changes." + "reason": "Textual inversion docs/load example fix vs inpainting test model update; different features and failure modes." }, { "left": "pull_request:3069", "right": "pull_request:909", "accept": false, - "reason": "Flax TPU test value updates vs inpainting pipeline tests; same general area (tests) but different bugs and files." + "reason": "Flax TPU test expectations vs inpainting test model update; not the same bug." }, { "left": "pull_request:3108", "right": "pull_request:4741", "accept": false, - "reason": "Unclear checkpoint fix vs AudioLDM2 dummy import fix; no evidence of the same underlying issue." + "reason": "Empty/unknown checkpoint fix vs AudioLDM2 dummy import correction; no concrete overlap." }, { "left": "pull_request:3108", "right": "pull_request:972", "accept": false, - "reason": "Unclear checkpoint fix vs a README torch_dtype typo; unrelated." + "reason": "Empty/unknown checkpoint fix vs README typo correction; unrelated." }, { "left": "pull_request:3108", "right": "pull_request:975", "accept": false, - "reason": "Unclear checkpoint fix vs documentation title typo; unrelated." + "reason": "Empty/unknown checkpoint fix vs documentation title capitalization; unrelated." }, { "left": "pull_request:312", "right": "pull_request:41", "accept": false, - "reason": "Different link/docs cleanup changes in different eras and files; not the same fix." + "reason": "README link correction vs resnet comment cleanup; superficial similarity only." }, { "left": "pull_request:312", "right": "pull_request:432", "accept": false, - "reason": "Both touch README/docs links, but they fix different link targets in different documents; not the same change." + "reason": "Both are link/docs edits, but they target different broken links in different docs pages." }, { "left": "pull_request:312", "right": "pull_request:75", "accept": false, - "reason": "README link fix vs attention-layer logic fix; completely different." + "reason": "README link fix vs Glide attention implementation fix; different code paths." }, { "left": "pull_request:3126", "right": "pull_request:4034", "accept": false, - "reason": "Multi-GPU example verification vs LoRA unloading utility; different features and code paths." + "reason": "Multi-GPU example docs vs LoRA unload implementation; not the same underlying issue." }, { "left": "pull_request:3166", "right": "pull_request:3326", "accept": false, - "reason": "Textual inversion docs example tweak vs a new inpainting adaptation guide; related topic but not the same artifact or bug." + "reason": "Textual inversion loader docs/example fix vs new 'Adapt a model' training doc; unrelated documentation work." }, { "left": "pull_request:3187", "right": "pull_request:3230", "accept": false, - "reason": "Both involve stable-diffusion upscale/IF offload-related code, but one adds model offload to x4 upscaler while the other adds the IF pipeline family; not mergeable as one fix." + "reason": "x4 upscaler offload support vs adding the IF pipeline; different features entirely." }, { "left": "pull_request:3230", "right": "pull_request:3894", "accept": false, - "reason": "IF pipeline addition vs Flax UNet dropout; unrelated." + "reason": "IF pipeline addition vs Flax UNet dropout change; unrelated components and bugs." }, { "left": "pull_request:3230", "right": "pull_request:4172", "accept": false, - "reason": "IF pipeline addition vs FlaxModelMixin type-casting support; unrelated." + "reason": "IF pipeline addition vs Flax model mixin casting; different subsystems and purposes." }, { "left": "pull_request:3230", "right": "pull_request:5239", "accept": false, - "reason": "IF pipeline addition vs AutoencoderKL encode docstring; unrelated." + "reason": "IF pipeline addition vs AutoencoderKL encode docstring; no shared code issue." }, { "left": "pull_request:3230", @@ -173672,85 +173717,49 @@ "left": "pull_request:325", "right": "pull_request:344", "accept": false, - "reason": "Type hints for Score SDE VE vs VAE models; same style of work but different classes and APIs." + "reason": "Score SDE VE type hints vs VAE model type hints; both typing-only, but not the same artifact or bug." }, { "left": "pull_request:3252", "right": "pull_request:3471", "accept": false, - "reason": "Stateful offload docs vs a DreamBooth torch.compile note; different documentation topics." + "reason": "Stateful offload docs vs DreamBooth torch.compile note; different documentation topics." }, { "left": "pull_request:3252", "right": "pull_request:3806", "accept": false, - "reason": "Model offloading notes vs checkpoint-loading guidance; unrelated docs." + "reason": "Stateful offload docs vs checkpoint-loading note; unrelated docs fixes." }, { "left": "pull_request:327", "right": "pull_request:826", "accept": false, - "reason": "PNDM type hints vs DreamBooth loss casting fix; unrelated code paths." + "reason": "PNDM pipeline typing cleanup vs DreamBooth fp16 loss fix; different codepaths." }, { "left": "pull_request:3294", "right": "pull_request:5506", "accept": false, - "reason": "LoRA prefix loader implementation vs xformers/PEFT LoRA error fix; same subsystem but different concrete bugs." + "reason": "LoRA weight-loading implementation vs PEFT/xformers attention scaling fix; both mention LoRA, but not the same concrete bug." }, { "left": "pull_request:3318", "right": "pull_request:4746", "accept": false, - "reason": "Draft IF textual inversion work vs SDXL inpainting draft; different feature work." + "reason": "IF textual inversion work vs SDXL inpainting WIP; different features and files." }, { "left": "pull_request:3326", "right": "pull_request:3331", "accept": false, - "reason": "New training guide vs an inpainting docs typo fix; not the same change." + "reason": "New training guide vs a single inpainting docs typo; not the same change." }, { "left": "pull_request:3334", "right": "pull_request:4215", "accept": false, - "reason": "Pipeline docstring cleanup vs controlled-generation docs path cleanup; unrelated docs edits." - }, - { - "left": "pull_request:3337", - "right": "pull_request:4690", - "accept": false, - "reason": "Postprocessing refactor across pipelines vs DPMSolverMultistepScheduler refactor; different code paths and change goals." - }, - { - "left": "pull_request:3341", - "right": "pull_request:3433", - "accept": false, - "reason": "Dependency/style cleanup with IF files vs generic docs rendering fixes; unrelated." - }, - { - "left": "pull_request:3345", - "right": "pull_request:3524", - "accept": false, - "reason": "README pipeline-class fix vs broad README rewrite; different scope and intent." - }, - { - "left": "pull_request:3345", - "right": "pull_request:5622", - "accept": false, - "reason": "README pipeline-class fix vs a large examples/optim script change; unrelated." - }, - { - "left": "pull_request:3359", - "right": "pull_request:3866", - "accept": false, - "reason": "Safety checker disabled in LoRA training vs adding LoRA rank args; both touch the same script but address different behaviors and are not the same fix." - }, - { - "left": "pull_request:3388", - "right": "pull_request:5478", - "accept": false, - "reason": "Install docs update for transformers vs Japanese docs rollout; unrelated." + "reason": "Pipeline docstring cleanup vs control generation docs spacing/wording; unrelated documentation edits." } ] }, @@ -173764,16 +173773,22 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 227, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:3337", + "pull_request:3341", + "pull_request:3345", + "pull_request:3359", + "pull_request:3388", + "pull_request:3433", "pull_request:345", "pull_request:3471", "pull_request:3472", @@ -173794,35 +173809,36 @@ "pull_request:3727", "pull_request:3766", "pull_request:38", - "pull_request:3806", - "pull_request:382", - "pull_request:3850", - "pull_request:388", - "pull_request:390", - "pull_request:391", + "pull_request:3866", "pull_request:3924", "pull_request:3979", - "pull_request:401", "pull_request:4081", "pull_request:4196", "pull_request:4343", "pull_request:4352", "pull_request:4547", "pull_request:4607", + "pull_request:4690", "pull_request:4807", - "pull_request:5024", "pull_request:5312", "pull_request:5396", "pull_request:5470", + "pull_request:5478", "pull_request:5526", + "pull_request:5622", "pull_request:5698", "pull_request:5729", - "pull_request:5853", "pull_request:7", "pull_request:75", "pull_request:819" ], "soft_pairs": [ + "pull_request:3337|pull_request:4690", + "pull_request:3341|pull_request:3433", + "pull_request:3345|pull_request:3524", + "pull_request:3345|pull_request:5622", + "pull_request:3359|pull_request:3866", + "pull_request:3388|pull_request:5478", "pull_request:345|pull_request:819", "pull_request:3471|pull_request:5312", "pull_request:3472|pull_request:4343", @@ -173845,209 +173861,210 @@ "pull_request:3709|pull_request:4807", "pull_request:3727|pull_request:4547", "pull_request:3766|pull_request:4352", - "pull_request:38|pull_request:75", - "pull_request:3806|pull_request:5024", - "pull_request:382|pull_request:390", - "pull_request:3850|pull_request:5853", - "pull_request:388|pull_request:391", - "pull_request:388|pull_request:401" + "pull_request:38|pull_request:75" ], - "prepared_review_unit_hash": "09dad6231e72dcf1c7115cc7541e9fb178bd191ba8cc323591e9e25979df979b", + "prepared_review_unit_hash": "d85802f2e875e3f8b104faa3515f02282675130949a8cbd2de6bbfcd6c54aeba", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 95619, - "estimated_input_tokens": 23905, - "estimated_eval_tokens": 48066 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 99879, + "estimated_input_tokens": 24970, + "estimated_eval_tokens": 50196 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most pairs are unrelated docs, training-script, scheduler, or utility changes. I do not see a real duplicate set here; the soft edges should be rejected.", - "confidence": 0.98, + "summary": "This cluster is highly heterogeneous: most pairs are superficial matches across docs, tests, or unrelated fixes, not true duplicates. There is no clear canonical issue, and only a broad representative PR can be chosen at all.", + "confidence": 0.63, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: the items span unrelated subsystems and change types, so there is no single underlying fix/change to dedupe around.", + "canonical_pr_reason": "No single PR cleanly subsumes the cluster; if a representative is needed, PR 3337 is the broadest substantive code change, but the set is too mixed to treat it as a true duplicate target.", "best_issue_reason": null, - "best_pr_reason": "PR 5312 is the strongest standalone representative: it has an explicit issue link and a broader, concrete model/API/docs change, but it still does not match the rest of the cluster closely.", + "best_pr_reason": "PR 3337 is the most substantial and broadly scoped item here, touching many pipelines with a shared postprocessing refactor, so it is the best representative PR despite the cluster mismatch.", "soft_edge_verdicts": [ + { + "left": "pull_request:3337", + "right": "pull_request:4690", + "accept": false, + "reason": "Both are refactors, but 3337 is a VAE postprocessing change across pipelines while 4690 is a DPMSolverMultistep scheduler sigma refactor; different bugs/paths." + }, + { + "left": "pull_request:3341", + "right": "pull_request:3433", + "accept": false, + "reason": "3341 pins urllib3 and touches style tooling; 3433 only fixes docs formatting/rendering. No shared code-path problem." + }, + { + "left": "pull_request:3345", + "right": "pull_request:3524", + "accept": false, + "reason": "3345 is a README pipeline-class fix for RePaint; 3524 is a broader README overhaul. Same file, different change." + }, + { + "left": "pull_request:3345", + "right": "pull_request:5622", + "accept": false, + "reason": "A README class-name fix is unrelated to a large examples/training optimization patch." + }, + { + "left": "pull_request:3359", + "right": "pull_request:3866", + "accept": false, + "reason": "Same training script, but 3359 disables the safety checker and 3866 adds LoRA rank support; separate features, not one bug." + }, + { + "left": "pull_request:3388", + "right": "pull_request:5478", + "accept": false, + "reason": "3388 updates installation docs for transformers; 5478 adds Japanese docs and workflow language support. Different docs work." + }, { "left": "pull_request:345", "right": "pull_request:819", "accept": false, - "reason": "Type-hint cleanup for DDIM pipelines vs a Windows int64 timestep bug fix; different problems and code paths." + "reason": "345 adds type hints to DDIM/DDPM pipelines; 819 fixes DDIM timestep dtype on Windows. Different issues in the scheduler area." }, { "left": "pull_request:3471", "right": "pull_request:5312", "accept": false, - "reason": "Dreambooth README note vs model typehints/docs; both docs-related but unrelated changes." + "reason": "3471 is a Dreambooth docs note; 5312 is model docs/typehint cleanup. Same theme of docs, not same change." }, { "left": "pull_request:3472", "right": "pull_request:4343", "accept": false, - "reason": "Dreambooth IF training docs vs adding a LoRA rank argument; different scope and purpose." + "reason": "3472 adds IF Dreambooth docs; 4343 adds a rank arg to SDXL LoRA training. Different training flows and fixes." }, { "left": "pull_request:352", "right": "pull_request:7", "accept": false, - "reason": "Env command/bug template wiring vs initial VQ-VAE model addition; unrelated changes." + "reason": "352 adds the diffusers CLI env command; 7 adds VQ-VAE model support. Completely unrelated." }, { "left": "pull_request:3524", "right": "pull_request:4081", "accept": false, - "reason": "Both touch README, but one is a general README rewrite and the other only adds Kandinsky to a table." + "reason": "Both touch README, but 3524 is a broad README rewrite while 4081 just adds Kandinsky to a table." }, { "left": "pull_request:3541", "right": "pull_request:3979", "accept": false, - "reason": "Dreambooth attention-mask test fix vs SDXL attention processor bug; unrelated code paths." + "reason": "3541 fixes DreamBooth attention mask collation; 3979 changes SDXL upscale/xformers detection logic. Different code paths." }, { "left": "pull_request:3547", "right": "pull_request:4607", "accept": false, - "reason": "Bibtex references vs docs for PushToHubMixin; both docs, but not the same change." + "reason": "3547 adds bibliography references; 4607 documents PushToHubMixin. Docs additions, but unrelated content." }, { "left": "pull_request:3563", "right": "pull_request:5698", "accept": false, - "reason": "VQ pipeline config fix vs LCM img2img fix; different pipelines and bugs." + "reason": "3563 fixes a UNet block norm condition; 5698 fixes LCM img2img behavior and LoRA handling. Different model/pipeline bugs." }, { "left": "pull_request:3572", "right": "pull_request:4196", "accept": false, - "reason": "ControlNet inpaint docs correction vs broader SDXL docs improvement; overlapping area but not the same concrete change." + "reason": "3572 is a ControlNet inpainting docs/example tweak; 4196 improves SDXL ControlNet docs and related pipeline docs. Not the same underlying change." }, { "left": "pull_request:3577", "right": "pull_request:5729", "accept": false, - "reason": "Broken README links vs build/setup version updates; unrelated." + "reason": "3577 fixes broken README links; 5729 updates version checks across training scripts. Different scope and purpose." }, { "left": "pull_request:3587", "right": "pull_request:4352", "accept": false, - "reason": "Community example addition vs Kandinsky combined pipeline fixes; different functionality." + "reason": "3587 adds a community pipeline and README entry; 4352 adds CPU offload/xformers support to Kandinsky combined pipelines. Different feature sets." }, { "left": "pull_request:3607", "right": "pull_request:3924", "accept": false, - "reason": "Temb attention fix vs doc-code parameter update; unrelated." + "reason": "3607 changes attention code and tests; 3924 updates a docs code sample to newer accelerator parameters. Not the same bug." }, { "left": "pull_request:3607", "right": "pull_request:5396", "accept": false, - "reason": "Attention bug fix vs timezone-aware stale-bot script fix; unrelated." + "reason": "3607 is an attention/model change, while 5396 fixes timezone handling in a stale-bot utility. No overlap beyond being code changes." }, { "left": "pull_request:3614", "right": "pull_request:5526", "accept": false, - "reason": "Test cleanup vs scheduler step logic fix; unrelated." + "reason": "3614 only tweaks tests/rename behavior; 5526 fixes second-order scheduler stepping logic. Different concrete problems." }, { "left": "pull_request:3625", "right": "pull_request:4547", "accept": false, - "reason": "Doc-builder workflow test vs Flax Euler scheduler work; unrelated." + "reason": "3625 is a doc-builder workflow WIP; 4547 is a Flax scheduler implementation. Unrelated." }, { "left": "pull_request:3625", "right": "pull_request:4807", "accept": false, - "reason": "Doc-builder workflow test vs Chinese docs addition; unrelated." + "reason": "3625 is workflow plumbing for docs testing; 4807 adds Chinese docs. Same docs project, different artifact." }, { "left": "pull_request:3657", "right": "pull_request:5470", "accept": false, - "reason": "ControlNet checkpoint conversion parsing vs ControlNet inpaint pipeline/docs fixes; different issues." + "reason": "3657 updates ControlNet conversion-script argument parsing; 5470 fixes ControlNet inpaint pipeline docs and API pages. Different areas." }, { "left": "pull_request:3676", "right": "pull_request:4547", "accept": false, - "reason": "Doc-builder testing doc vs Flax Euler scheduler implementation; unrelated." + "reason": "3676 is a doc-builder test WIP; 4547 is a Flax Euler scheduler PR. No shared bug/change." }, { "left": "pull_request:3676", "right": "pull_request:4807", "accept": false, - "reason": "Doc-builder testing doc vs Chinese stable diffusion docs; unrelated." + "reason": "Test docs-builder workflow changes are unrelated to adding Japanese/Chinese docs." }, { "left": "pull_request:3709", "right": "pull_request:4807", "accept": false, - "reason": "Image processor doc page vs Chinese stable diffusion doc; both docs, but different content." + "reason": "3709 adds the image processor docs page; 4807 adds Chinese docs. Different documentation additions." }, { "left": "pull_request:3727", "right": "pull_request:4547", "accept": false, - "reason": "IF dreambooth finetune work vs Flax Euler scheduler work; unrelated." + "reason": "3727 is a draft Dreambooth T5 finetuning change; 4547 is a Flax scheduler WIP. Not the same code path." }, { "left": "pull_request:3766", "right": "pull_request:4352", "accept": false, - "reason": "Kandinsky conversion script vs Kandinsky combined pipeline fixes; same broad project, but distinct concrete changes." + "reason": "3766 updates a Kandinsky conversion script; 4352 fixes combined pipeline runtime methods. Related project, but different change." }, { "left": "pull_request:38", "right": "pull_request:75", "accept": false, - "reason": "Both touch attention code, but PR 38 is a broad unification refactor while PR 75 is a specific Glide attention bug fix." - }, - { - "left": "pull_request:3806", - "right": "pull_request:5024", - "accept": false, - "reason": "Checkpoint-loading README note vs scheduler step-index/noise-sampler fix; unrelated." - }, - { - "left": "pull_request:382", - "right": "pull_request:390", - "accept": false, - "reason": "DDPM docs vs Apple Silicon MPS docs; different topics." - }, - { - "left": "pull_request:3850", - "right": "pull_request:5853", - "accept": false, - "reason": "Audio diffusion test fixes vs doctest infrastructure; different testing concerns and code paths." - }, - { - "left": "pull_request:388", - "right": "pull_request:391", - "accept": false, - "reason": "Latent diffusion docs vs PNDM docs; both pipeline docs, but for different pipelines." - }, - { - "left": "pull_request:388", - "right": "pull_request:401", - "accept": false, - "reason": "Latent diffusion docs vs Karras-VE docs; unrelated pipeline documentation." + "reason": "Both touch attention code, but 38 is a broad unification refactor while 75 is a specific Glide attention fix. Too different to merge as one PR." } ] }, @@ -174061,16 +174078,22 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 228, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:3806", + "pull_request:382", + "pull_request:3850", + "pull_request:388", + "pull_request:390", + "pull_request:391", "pull_request:3928", "pull_request:3931", "pull_request:396", @@ -174081,36 +174104,30 @@ "pull_request:3985", "pull_request:3989", "pull_request:4", + "pull_request:401", "pull_request:4010", "pull_request:4058", "pull_request:408", "pull_request:4082", "pull_request:41", - "pull_request:4106", - "pull_request:4112", - "pull_request:4113", "pull_request:415", "pull_request:416", "pull_request:418", - "pull_request:4187", "pull_request:4196", "pull_request:4237", "pull_request:4238", - "pull_request:4276", "pull_request:4396", - "pull_request:4690", "pull_request:4748", "pull_request:4807", "pull_request:4850", "pull_request:498", "pull_request:4984", + "pull_request:5024", "pull_request:508", "pull_request:5097", - "pull_request:5456", "pull_request:5602", - "pull_request:6002", + "pull_request:5853", "pull_request:6075", - "pull_request:6150", "pull_request:6198", "pull_request:6322", "pull_request:6337", @@ -174120,6 +174137,11 @@ "pull_request:921" ], "soft_pairs": [ + "pull_request:3806|pull_request:5024", + "pull_request:382|pull_request:390", + "pull_request:3850|pull_request:5853", + "pull_request:388|pull_request:391", + "pull_request:388|pull_request:401", "pull_request:3928|pull_request:4396", "pull_request:3931|pull_request:4748", "pull_request:396|pull_request:397", @@ -174148,266 +174170,240 @@ "pull_request:4082|pull_request:6337", "pull_request:41|pull_request:498", "pull_request:41|pull_request:693", - "pull_request:41|pull_request:75", - "pull_request:4106|pull_request:4276", - "pull_request:4106|pull_request:6150", - "pull_request:4112|pull_request:5456", - "pull_request:4113|pull_request:6002", - "pull_request:415|pull_request:921", - "pull_request:416|pull_request:418", - "pull_request:418|pull_request:921", - "pull_request:4187|pull_request:4690" + "pull_request:41|pull_request:75" ], - "prepared_review_unit_hash": "7e4cd758f3a8d00792c80edc6d952cbc581beb68b64da558d07a0124db48f165", + "prepared_review_unit_hash": "aa9e447efa86338c4af9a00951eafefd41e6614c9f7a4af81c231ac7849b3525", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 37, - "serialized_chars": 105319, - "estimated_input_tokens": 26330, - "estimated_eval_tokens": 52916 + "soft_pair_count": 34, + "serialized_chars": 104414, + "estimated_input_tokens": 26104, + "estimated_eval_tokens": 52464 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most soft links are superficial matches on shared docs/pipeline/scheduler filenames, but the paired PRs address different bugs or unrelated documentation/test edits. I would not merge any of the soft pairs as duplicates.", - "confidence": 0.98, + "summary": "This cluster is a loose mix of unrelated docs updates, test fixes, and code bugfixes across different subsystems; the soft suggestions are similarity-based but do not represent the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR stands out because the cluster is not a duplicate set; it mixes unrelated docs, tests, scheduler, and pipeline changes.", + "canonical_pr_reason": "No single PR is a valid canonical representative because the items span many unrelated changes (docs, workflows, tests, schedulers, SDXL/controlnet, and miscellaneous fixes) rather than one duplicate fix.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a safe global representative for this cluster; none subsume the others or fix the same concrete problem.", + "best_pr_reason": "No global best PR: the cluster is not a coherent duplicate set, so picking one PR would be arbitrary and misleading.", "soft_edge_verdicts": [ + { + "left": "pull_request:3806", + "right": "pull_request:5024", + "accept": false, + "reason": "Unrelated changes: a checkpoint-loading note in training docs vs scheduler step-index/noise-sampler logic." + }, + { + "left": "pull_request:382", + "right": "pull_request:390", + "accept": false, + "reason": "Both are docs PRs, but for different pipelines/topics (DDPM vs Apple Silicon/MPS) with no shared bug or change." + }, + { + "left": "pull_request:3850", + "right": "pull_request:5853", + "accept": false, + "reason": "Test-only PRs, but they address different problems in different areas (audio_diffusion test setup vs doctest infrastructure)." + }, + { + "left": "pull_request:388", + "right": "pull_request:391", + "accept": false, + "reason": "Separate pipeline docs for different algorithms (latent diffusion vs PNDM); no common underlying fix." + }, + { + "left": "pull_request:388", + "right": "pull_request:401", + "accept": false, + "reason": "Both are docs/pipeline additions, but for different pipelines and releases; not the same change." + }, { "left": "pull_request:3928", "right": "pull_request:4396", "accept": false, - "reason": "Different bugs: ControlNet out-of-list handling vs SDXL/other pipelines allowing encode_prompt without text_encoder set." + "reason": "Different bug fixes: ControlNet timestep gating vs prompt encoding when text_encoder may be absent." }, { "left": "pull_request:3931", "right": "pull_request:4748", "accept": false, - "reason": "Unrelated changes: ckpt loading logic vs setup.py release instructions." + "reason": "Different codepaths and purposes: checkpoint loading logic vs packaging/setup instructions." }, { "left": "pull_request:396", "right": "pull_request:397", "accept": false, - "reason": "Both are docs, but they update different pages with different content." + "reason": "Different docs additions: DDIM pipeline docs vs quicktour/general getting-started docs." }, { "left": "pull_request:396", "right": "pull_request:415", "accept": false, - "reason": "Different documentation areas; no shared change or bug." + "reason": "Unrelated docs work: DDIM pipeline docs vs training overview/docs." }, { "left": "pull_request:396", "right": "pull_request:418", "accept": false, - "reason": "Different docs pages with different scope and content." + "reason": "DDIM pipeline docs and DiffusionPipeline docs are distinct documentation changes, not one bug or feature." }, { "left": "pull_request:396", "right": "pull_request:508", "accept": false, - "reason": "Docs PR vs scheduler/example code changes; unrelated." + "reason": "Different scope entirely: DDIM docs vs scheduler/library-wide flax scheduler work." }, { "left": "pull_request:397", "right": "pull_request:408", "accept": false, - "reason": "Both are docs edits, but they are separate page-level changes." + "reason": "Quicktour rewrite vs typos cleanup across docs are separate documentation tasks." }, { "left": "pull_request:397", "right": "pull_request:416", "accept": false, - "reason": "Quicktour rewrite vs models API/docs overhaul; different changes." + "reason": "Quicktour docs vs model API docs; different content and target surface." }, { "left": "pull_request:397", "right": "pull_request:921", "accept": false, - "reason": "Only broad docs overlap; 921 is a larger docs refresh, not the same quicktour change." + "reason": "Different docs updates and broad release notes; not the same underlying change." }, { "left": "pull_request:3971", "right": "pull_request:4010", "accept": false, - "reason": "Docs build workflow fix vs SDXL sequential offload code fix." + "reason": "Workflow/docs maintenance vs SDXL sequential CPU offload bugfix; unrelated code paths." }, { "left": "pull_request:3971", "right": "pull_request:4196", "accept": false, - "reason": "Different issues: documentation workflow vs SDXL docs content updates." + "reason": "Different changes: docs build workflow/SDXL docs plumbing vs SDXL parameter documentation improvements." }, { "left": "pull_request:3971", "right": "pull_request:4984", "accept": false, - "reason": "CI/doc workflow change vs PR template typo update." + "reason": "Workflow/docs setup vs PR template typo fix; no shared underlying bug." }, { "left": "pull_request:3972", "right": "pull_request:4850", "accept": false, - "reason": "Build workflow refactor vs deprecation-warning cleanup; unrelated." + "reason": "Build-doc workflow refactor vs deprecation-warning API cleanup; unrelated changes." }, { "left": "pull_request:3979", "right": "pull_request:6410", "accept": false, - "reason": "Different code paths: SDXL attention processor check vs RL value-guided sampling module registration." + "reason": "Different bugs in different systems: SDXL attention/type handling vs RL value-guided sampling module registration." }, { "left": "pull_request:3985", "right": "pull_request:4807", "accept": false, - "reason": "SDXL English docs tweak vs Chinese docs addition; not the same change." + "reason": "Both are docs, but one is SDXL English docs and the other is Chinese docs; separate localization/documentation work." }, { "left": "pull_request:3989", "right": "pull_request:5097", "accept": false, - "reason": "Sequential CPU offload bugfix vs float16 test adjustments." + "reason": "Both touch tests, but one fixes slow-test offload behavior and the other adjusts float16 inference tolerances." }, { "left": "pull_request:3989", "right": "pull_request:6075", "accept": false, - "reason": "Offload logic fix vs backend cache-clearing test/device cleanup." + "reason": "Different test maintenance issues: SDXL/text-to-video slow tests vs backend cache clearing." }, { "left": "pull_request:3989", "right": "pull_request:6198", "accept": false, - "reason": "Pipeline offload fix vs benchmark logging/reporting; unrelated." + "reason": "Test-related, but benchmark reporting and slow-test fixes are unrelated." }, { "left": "pull_request:4", "right": "pull_request:75", "accept": false, - "reason": "Both touch Glide-era code, but one converts weights and the other changes attention implementation; different changes." + "reason": "Both involve Glide-era code, but one converts weights and the other fixes attention module logic; different underlying changes." }, { "left": "pull_request:4058", "right": "pull_request:4237", "accept": false, - "reason": "SDXL docs corrections vs prompt-encoding bugfix; unrelated." + "reason": "SDXL docs cleanup vs SDXL prompt-encoding bugfix; documentation and runtime behavior are distinct." }, { "left": "pull_request:4058", "right": "pull_request:4238", "accept": false, - "reason": "SDXL docs corrections vs ControlNet inference/offload fix; unrelated." + "reason": "SDXL docs changes vs ControlNet SDXL inference fix; not the same code-path problem." }, { "left": "pull_request:4058", "right": "pull_request:5602", "accept": false, - "reason": "Both are docs cleanup, but they touch different pages and edits." + "reason": "Both are SDXL docs-related, but one is a docs correction and the other is whitespace/overview-table cleanup." }, { "left": "pull_request:408", "right": "pull_request:415", "accept": false, - "reason": "Separate documentation updates on different topics/pages." + "reason": "General docs typo fixes vs training docs overhaul; different scope and intent." }, { "left": "pull_request:408", "right": "pull_request:418", "accept": false, - "reason": "Different docs areas: models/contribution typos vs DiffusionPipeline overview." + "reason": "Typos in multiple docs vs DiffusionPipeline API docs rewrite; not the same change." }, { "left": "pull_request:4082", "right": "pull_request:6322", "accept": false, - "reason": "Different problems: SDXL dependency pin vs training script attention/scheduler logic." + "reason": "Requirement pinning in SDXL example vs training script scheduler/attention changes; unrelated." }, { "left": "pull_request:4082", "right": "pull_request:6337", "accept": false, - "reason": "Requirement pin change vs retrieve_latents fix; unrelated." + "reason": "Dependency/version fix vs community example latents retrieval change; different problems." }, { "left": "pull_request:41", "right": "pull_request:498", "accept": false, - "reason": "Comment cleanup vs attention-slicing bugfix in pipelines." + "reason": "Comment cleanup in model code vs disabling attention slicing bugfix in pipelines; unrelated." }, { "left": "pull_request:41", "right": "pull_request:693", "accept": false, - "reason": "Unrelated: model comments vs README citation formatting." + "reason": "Comment cleanup vs BibTeX citation formatting; no shared underlying issue." }, { "left": "pull_request:41", "right": "pull_request:75", "accept": false, - "reason": "Shared old model code, but one is comment cleanup and the other fixes attention behavior." - }, - { - "left": "pull_request:4106", - "right": "pull_request:4276", - "accept": false, - "reason": "Tortoise TTS implementation vs pipeline import test; different scope." - }, - { - "left": "pull_request:4106", - "right": "pull_request:6150", - "accept": false, - "reason": "New Tortoise TTS feature vs IP-Adapter converter method; unrelated." - }, - { - "left": "pull_request:4112", - "right": "pull_request:5456", - "accept": false, - "reason": "DreamBooth LoRA rank enhancement vs RealFill feature addition; different projects." - }, - { - "left": "pull_request:4113", - "right": "pull_request:6002", - "accept": false, - "reason": "Inpaint dtype bugfix vs Stable Video Diffusion guidance-scale fix." - }, - { - "left": "pull_request:415", - "right": "pull_request:921", - "accept": false, - "reason": "Both are docs-related, but 921 is a broad docs refresh rather than the same training docs change." - }, - { - "left": "pull_request:416", - "right": "pull_request:418", - "accept": false, - "reason": "Models API docs vs DiffusionPipeline docs; different documentation targets." - }, - { - "left": "pull_request:418", - "right": "pull_request:921", - "accept": false, - "reason": "Only broad docs overlap; the content changes are not the same underlying edit." - }, - { - "left": "pull_request:4187", - "right": "pull_request:4690", - "accept": false, - "reason": "Same scheduler file, but different concrete changes: timestep dedup/indexing vs sigma-based refactor." + "reason": "Shared old Glide context, but one is comment cleanup and the other changes attention implementation; not the same bug or mergeable change." } ] }, @@ -174421,16 +174417,23 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 229, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:4106", + "pull_request:4112", + "pull_request:4113", + "pull_request:415", + "pull_request:416", + "pull_request:418", + "pull_request:4187", "pull_request:4188", "pull_request:4196", "pull_request:42", @@ -174451,25 +174454,16 @@ "pull_request:4437", "pull_request:4495", "pull_request:4563", - "pull_request:4581", - "pull_request:4596", - "pull_request:46", - "pull_request:4632", "pull_request:4635", - "pull_request:4655", - "pull_request:4666", + "pull_request:4690", "pull_request:5456", - "pull_request:5506", - "pull_request:5552", "pull_request:5707", "pull_request:5768", - "pull_request:5853", - "pull_request:5922", "pull_request:5937", - "pull_request:5982", "pull_request:6002", "pull_request:6053", "pull_request:6078", + "pull_request:6150", "pull_request:6326", "pull_request:6337", "pull_request:6360", @@ -174478,9 +174472,18 @@ "pull_request:6800", "pull_request:7", "pull_request:91", + "pull_request:921", "pull_request:96" ], "soft_pairs": [ + "pull_request:4106|pull_request:4276", + "pull_request:4106|pull_request:6150", + "pull_request:4112|pull_request:5456", + "pull_request:4113|pull_request:6002", + "pull_request:415|pull_request:921", + "pull_request:416|pull_request:418", + "pull_request:418|pull_request:921", + "pull_request:4187|pull_request:4690", "pull_request:4188|pull_request:4370", "pull_request:4196|pull_request:4635", "pull_request:42|pull_request:96", @@ -174503,223 +174506,222 @@ "pull_request:4495|pull_request:6360", "pull_request:4495|pull_request:6800", "pull_request:4563|pull_request:5707", - "pull_request:4563|pull_request:6053", - "pull_request:4581|pull_request:5552", - "pull_request:4596|pull_request:5456", - "pull_request:46|pull_request:96", - "pull_request:4632|pull_request:5922", - "pull_request:4635|pull_request:5982", - "pull_request:4655|pull_request:5506", - "pull_request:4666|pull_request:5853" + "pull_request:4563|pull_request:6053" ], - "prepared_review_unit_hash": "1be363dbd9c9d63b8fce6d4d40fb6e3963812af25213b6b293b63c297d08129a", + "prepared_review_unit_hash": "3b93862b139e4cf1589ccb47bbdabe1b08ba2f7a757e7c214b9b578f919ec6bf", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 103688, - "estimated_input_tokens": 25922, - "estimated_eval_tokens": 52100 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 102983, + "estimated_input_tokens": 25746, + "estimated_eval_tokens": 51748 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated PRs across docs, training scripts, schedulers, and pipeline fixes; they share broad Diffusers/SDXL themes but not the same underlying change or bug. No soft edge looks like a true duplicate.", - "confidence": 0.87, + "summary": "This cluster is mostly a mixed bag of unrelated docs updates, example scripts, and scheduler/pipeline fixes. None of the soft-edge pairs look like the same underlying bug/change closely enough to merge, so all soft edges are rejected and there is no clear canonical issue or PR for the cluster.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 6360 is the best canonical PR candidate: it fixes a concrete inpaint bug across multiple pipelines, has an explicit issue target, and is more substantive than the docs/test-only changes.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 6360 is the strongest representative of a real code-path fix in this cluster; the others are mostly documentation updates, tests, or unrelated feature/bug patches.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "pull_request:4106", + "right": "pull_request:4276", + "accept": false, + "reason": "Both are import-related test/helper changes, but one adds Tortoise TTS exports while the other adds a pipeline import test; different problems and different code paths." + }, + { + "left": "pull_request:4106", + "right": "pull_request:6150", + "accept": false, + "reason": "Add-Tortoise-TTS vs IP-Adapter conversion logic are unrelated features/fixes in different subsystems." + }, + { + "left": "pull_request:4112", + "right": "pull_request:5456", + "accept": false, + "reason": "Dreambooth LoRA rank support and RealFill are different training/example changes with no shared bug." + }, + { + "left": "pull_request:4113", + "right": "pull_request:6002", + "accept": false, + "reason": "One fixes SDXL inpaint dtype handling; the other fixes Stable Video Diffusion guidance scale behavior. Different pipelines and failures." + }, + { + "left": "pull_request:415", + "right": "pull_request:921", + "accept": false, + "reason": "Both are documentation PRs, but they cover different docs areas and content; not the same change." + }, + { + "left": "pull_request:416", + "right": "pull_request:418", + "accept": false, + "reason": "Models docs/API cleanup versus DiffusionPipeline docs/API cleanup are related only at a broad documentation level, not the same artifact or bug." + }, + { + "left": "pull_request:418", + "right": "pull_request:921", + "accept": false, + "reason": "Both touch docs, but one is API reference cleanup and the other is a broad release docs update; too different to be duplicates." + }, + { + "left": "pull_request:4187", + "right": "pull_request:4690", + "accept": false, + "reason": "Both are about DPMSolverMultistepScheduler internals, but one fixes duplicate timesteps/indexing while the other refactors the scheduler around sigmas; different concrete issues." + }, { "left": "pull_request:4188", "right": "pull_request:4370", "accept": false, - "reason": "Different changes: SDXL ControlNet training cache fingerprint vs dummy import path cleanup. Same area, not same bug." + "reason": "ControlNet SDXL training cache fingerprinting and SDXL dummy import naming are unrelated fixes." }, { "left": "pull_request:4196", "right": "pull_request:4635", "accept": false, - "reason": "Docs only vs MultiControlNet docs plus a research-project file. No shared concrete bug or change." + "reason": "SDXL docs improvement versus MultiControlNet docs addition; same broad area, but not the same underlying change." }, { "left": "pull_request:42", "right": "pull_request:96", "accept": false, - "reason": "Different eras and purposes: a test addition for LDM uncond vs broader LDM finalization/model exports." + "reason": "Early test updates for different model additions; they share a test file but not the same bug or change." }, { "left": "pull_request:421", "right": "pull_request:422", "accept": false, - "reason": "Separate docs rewrites for schedulers vs outputs; same repo area but unrelated content." + "reason": "Scheduler docs and outputs docs are separate documentation updates with no shared underlying issue." }, { "left": "pull_request:421", "right": "pull_request:91", "accept": false, - "reason": "Scheduler docs cleanup vs core scheduler/model API refactor. Not the same fix." + "reason": "Docs fix versus scheduler API/model forward renames and compatibility work; not the same change." }, { "left": "pull_request:4211", "right": "pull_request:6002", "accept": false, - "reason": "SDXL inpainting docstring example vs Stable Video Diffusion guidance-scale logic. Different pipelines and bugs." + "reason": "SDXL inpainting docstring correction and Stable Video Diffusion guidance logic are unrelated." }, { "left": "pull_request:422", "right": "pull_request:423", "accept": false, - "reason": "Outputs docs vs pipelines/docs/API expansion. Not a duplicate change." + "reason": "Outputs docs and syntax improvement across many pipeline docs are different documentation tasks." }, { "left": "pull_request:4239", "right": "pull_request:6326", "accept": false, - "reason": "DreamBooth text-encoder naming fix vs TensorRT guidance_scale setter bug. Different code paths." + "reason": "Dreambooth text_encoder fix and TensorRT guidance_scale fix are unrelated example-specific bugs." }, { "left": "pull_request:4275", "right": "pull_request:6337", "accept": false, - "reason": "AutoPipeline docs typo fix vs TensorRT latent retrieval fix. Only superficial similarity in docs/examples." + "reason": "AutoPipeline docs correction and TensorRT latent retrieval fix have no shared code path." }, { "left": "pull_request:4275", "right": "pull_request:6591", "accept": false, - "reason": "Docs typo in AutoPipeline vs widespread 'procecss' typo cleanup across examples and pipelines. Not the same change." + "reason": "Docs for AutoPipeline versus broad typo fixes across community/controlnet examples are not the same change." }, { "left": "pull_request:4276", "right": "pull_request:4417", "accept": false, - "reason": "Import test addition vs large SDXL community pipeline feature. No overlap beyond generic pipeline coverage." + "reason": "Pipeline import test and Zero123 support are different objectives and code paths." }, { "left": "pull_request:4276", "right": "pull_request:6437", "accept": false, - "reason": "Pipeline import test vs CI filter change for PEFT tests. Different test concerns." + "reason": "Pipeline import test versus CI exclusion change for PEFT LoRA tests are unrelated." }, { "left": "pull_request:43", "right": "pull_request:7", "accept": false, - "reason": "Model card/template and example/scheduler updates vs early VQ-VAE model addition. Not the same artifact." + "reason": "Model card template/workflow updates versus adding VQ-VAE are unrelated foundational changes." }, { "left": "pull_request:4320", "right": "pull_request:6337", "accept": false, - "reason": "ONNX docs typo fix vs TensorRT latent extraction bugfix. Different subsystems and intent." + "reason": "A documentation typo fix and a runtime latent retrieval fix do not address the same bug." }, { "left": "pull_request:4320", "right": "pull_request:6591", "accept": false, - "reason": "ONNX docs wording fix vs broad typo cleanup across examples/pipelines. Not a duplicate." + "reason": "Docs typo fix versus broad spelling fixes across many examples are only text-level similarity, not the same change." }, { "left": "pull_request:4339", "right": "pull_request:5937", "accept": false, - "reason": "Default guidance_scale docstring correction vs Kandinsky 3 documentation. Unrelated content." + "reason": "A guidance_scale docstring default correction and Kandinsky3 docs are unrelated documentation updates." }, { "left": "pull_request:4347", "right": "pull_request:6053", "accept": false, - "reason": "Scheduler step-index bugfix vs training loss logging change. Different code paths and outcomes." + "reason": "Step-index scheduler fix versus logging an extra step_loss metric are unrelated and touch different code paths." }, { "left": "pull_request:4395", "right": "pull_request:6078", "accept": false, - "reason": "DreamBooth class-prompt pre-encoding fix vs Euler discrete sigma fix. Unrelated fixes." + "reason": "Dreambooth class prompt pre-encoding fix and Euler discrete sigma cleanup are unrelated." }, { "left": "pull_request:4437", "right": "pull_request:5768", "accept": false, - "reason": "Consistency-model sampling bug fix vs dataset data_dir plumbing and doc tweaks. Not the same bug." + "reason": "Consistency-model sampling bug fixes versus consistency decoder doc cleanup are not the same underlying issue." }, { "left": "pull_request:4495", "right": "pull_request:6360", "accept": false, - "reason": "SDXL reference community pipeline vs inpaint padding_mask_crop support. Different features and pipelines." + "reason": "A new SDXL reference community pipeline and adding padding_mask_crop to inpaint pipelines are different features/fixes." }, { "left": "pull_request:4495", "right": "pull_request:6800", "accept": false, - "reason": "New community SDXL reference pipeline vs adding torchvision availability helper. No shared code-path bug." + "reason": "New community SDXL reference pipeline versus adding torchvision availability utility are unrelated." }, { "left": "pull_request:4563", "right": "pull_request:5707", "accept": false, - "reason": "Prompt2Prompt community pipeline addition vs LCM test additions. One is a feature, the other tests." + "reason": "Prompt2Prompt community pipeline and LCM test additions are different work in different areas." }, { "left": "pull_request:4563", "right": "pull_request:6053", "accept": false, - "reason": "Prompt2Prompt feature vs logging step_loss in training. Unrelated." - }, - { - "left": "pull_request:4581", - "right": "pull_request:5552", - "accept": false, - "reason": "UniPC Karras-sigma fix vs FreeU disable-method fix. Different scheduler/model bugs." - }, - { - "left": "pull_request:4596", - "right": "pull_request:5456", - "accept": false, - "reason": "SDXL conversion script vs RealFill research project addition. No duplicate underlying change." - }, - { - "left": "pull_request:46", - "right": "pull_request:96", - "accept": false, - "reason": "ResNet refactor/overwrite support vs later LDM finalization. Related history, but not the same concrete change." - }, - { - "left": "pull_request:4632", - "right": "pull_request:5922", - "accept": false, - "reason": "Text-to-image LoRA checkpointing/casting fixes vs MultiAdapter inpainting bug fix. Different functionality." - }, - { - "left": "pull_request:4635", - "right": "pull_request:5982", - "accept": false, - "reason": "MultiControlNet docs and example update vs SDXL Turbo docs. Similar domain, but distinct documentation sets." - }, - { - "left": "pull_request:4655", - "right": "pull_request:5506", - "accept": false, - "reason": "Dataset data_dir argument plumbing vs xformers/PEFT LoRA attention scale fix. Different bugs." - }, - { - "left": "pull_request:4666", - "right": "pull_request:5853", - "accept": false, - "reason": "SDXL ControlNet LoRA loading fix vs doctests workflow addition. Code fix vs CI infrastructure." + "reason": "Prompt-to-prompt pipeline addition and training loss logging are unrelated changes." } ] }, @@ -174733,16 +174735,23 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 230, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:4581", + "pull_request:4596", + "pull_request:46", + "pull_request:4632", + "pull_request:4635", + "pull_request:4655", + "pull_request:4666", "pull_request:4700", "pull_request:4706", "pull_request:4721", @@ -174760,38 +174769,38 @@ "pull_request:4934", "pull_request:4955", "pull_request:4973", - "pull_request:498", - "pull_request:4984", - "pull_request:5", - "pull_request:5011", - "pull_request:5021", - "pull_request:5030", - "pull_request:5038", - "pull_request:5056", "pull_request:5098", - "pull_request:5111", "pull_request:5307", + "pull_request:5456", "pull_request:5499", "pull_request:5506", + "pull_request:5552", "pull_request:5682", "pull_request:5698", "pull_request:5699", "pull_request:5754", + "pull_request:5853", + "pull_request:5922", "pull_request:5937", + "pull_request:5982", "pull_request:6017", "pull_request:6049", - "pull_request:6364", "pull_request:6389", "pull_request:6466", "pull_request:6490", "pull_request:6591", "pull_request:6800", - "pull_request:7", "pull_request:7153", - "pull_request:7272", - "pull_request:75" + "pull_request:96" ], "soft_pairs": [ + "pull_request:4581|pull_request:5552", + "pull_request:4596|pull_request:5456", + "pull_request:46|pull_request:96", + "pull_request:4632|pull_request:5922", + "pull_request:4635|pull_request:5982", + "pull_request:4655|pull_request:5506", + "pull_request:4666|pull_request:5853", "pull_request:4700|pull_request:5499", "pull_request:4706|pull_request:4862", "pull_request:4721|pull_request:6591", @@ -174811,212 +174820,198 @@ "pull_request:4881|pull_request:4934", "pull_request:4886|pull_request:7153", "pull_request:4955|pull_request:5698", - "pull_request:4973|pull_request:6800", - "pull_request:498|pull_request:75", - "pull_request:4984|pull_request:5698", - "pull_request:5|pull_request:7", - "pull_request:5011|pull_request:5098", - "pull_request:5021|pull_request:6364", - "pull_request:5030|pull_request:7272", - "pull_request:5038|pull_request:5506", - "pull_request:5056|pull_request:5111" + "pull_request:4973|pull_request:6800" ], - "prepared_review_unit_hash": "e2b940f4d4727ef16f198745c3d949d81fa6b62ad8a2ad4c85a2e5f7c393d2a9", + "prepared_review_unit_hash": "d29b1a677e65338e8cd4ce8f9cda636079d756e66204c4495b5276349091aeee", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 95681, - "estimated_input_tokens": 23921, - "estimated_eval_tokens": 48098 + "soft_pair_count": 27, + "serialized_chars": 98213, + "estimated_input_tokens": 24554, + "estimated_eval_tokens": 49364 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated documentation updates, small bug fixes, training script changes, and one-off community/example PRs. The soft edges are mostly superficial overlaps like shared subsystems, docs-only edits, or generic typos, not the same underlying bug or change.", + "summary": "This cluster is a grab bag of unrelated PRs; the soft edges are mostly superficial title/subsystem similarity rather than the same underlying bug or change. No pair should be merged.", "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: there is no issue in the cluster, and the PRs do not cohere around one shared bug or feature.", - "canonical_pr_reason": "No canonical PR: the items span unrelated docs, pipelines, schedulers, loaders, training scripts, and community examples.", - "best_issue_reason": "No issue candidate is suitable as a cluster representative because the set is heterogeneous and mostly PR-only maintenance work.", - "best_pr_reason": "No single PR is a good representative; any choice would be arbitrary because the cluster does not center on one shared change.", + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR stands out: the items span unrelated docs edits, training scripts, pipeline fixes, CI changes, and utility tweaks, so any canonical choice would be arbitrary.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR is a good representative because the cluster does not correspond to one duplicate family; the strongest choice would still be misleading.", "soft_edge_verdicts": [ + { + "left": "pull_request:4581", + "right": "pull_request:5552", + "accept": false, + "reason": "Different bugs in different code paths: UniPC Karras sigma conversion vs FreeU disable logic." + }, + { + "left": "pull_request:4596", + "right": "pull_request:5456", + "accept": false, + "reason": "An SDXL conversion script is unrelated to adding the RealFill training/inference example." + }, + { + "left": "pull_request:46", + "right": "pull_request:96", + "accept": false, + "reason": "Early ResNet/UNet refactor work vs later LDM finalization; not the same concrete change." + }, + { + "left": "pull_request:4632", + "right": "pull_request:5922", + "accept": false, + "reason": "Checkpointing/casting fixes in an SDXL LoRA trainer are unrelated to MultiAdapter inpainting handling." + }, + { + "left": "pull_request:4635", + "right": "pull_request:5982", + "accept": false, + "reason": "Both are docs-related, but one is MultiControlNet guidance and the other is SDXL Turbo docs; different changes." + }, + { + "left": "pull_request:4655", + "right": "pull_request:5506", + "accept": false, + "reason": "Loading dataset with data_dir is unrelated to the PEFT/xformers attention processor fix." + }, + { + "left": "pull_request:4666", + "right": "pull_request:5853", + "accept": false, + "reason": "Enabling LoRA for SDXL ControlNet is unrelated to adding doctest workflows." + }, { "left": "pull_request:4700", "right": "pull_request:5499", "accept": false, - "reason": "Both touch docs, but one is a Shap-E guide and the other is a broad links cleanup across many pipeline docs; not the same change." + "reason": "Shap-E guide documentation and broad docs link-fixing are not the same change." }, { "left": "pull_request:4706", "right": "pull_request:4862", "accept": false, - "reason": "LoRA alpha fallback in loaders.py is unrelated to SDXL ControlNet img2img MultiControlNet height/width handling." + "reason": "LoRA alpha default handling and MultiControlNet img2img size handling affect different code paths." }, { "left": "pull_request:4721", "right": "pull_request:6591", "accept": false, - "reason": "Korean DreamBooth doc cleanup is unrelated to the typo/process edits across community and pipeline code." + "reason": "Korean docs cleanup is unrelated to a broad typo sweep across examples and pipelines." }, { "left": "pull_request:4741", "right": "pull_request:6049", "accept": false, - "reason": "AudioLDM2 dummy import fix and DemoFusion community example updates are different subsystems and different problems." + "reason": "AudioLDM2 dummy import fixes are unrelated to the DemoFusion pipeline fix." }, { "left": "pull_request:4746", "right": "pull_request:5682", "accept": false, - "reason": "WIP SDXL inpainting work is not the same as AnimateDiff model/pipeline integration checks." + "reason": "A WIP SDXL inpainting PR is unrelated to AnimateDiff model/pipeline additions and checks." }, { "left": "pull_request:4748", "right": "pull_request:5307", "accept": false, - "reason": "setup.py packaging/docs changes are unrelated to adding a standalone shell.py script." + "reason": "Setup.py packaging documentation and creating shell.py are unrelated." }, { "left": "pull_request:4761", "right": "pull_request:5098", "accept": false, - "reason": "Paint-by-example test/model init tweak is unrelated to Kandinsky precision test updates." + "reason": "Paint-by-example proj_size fix and Kandinsky precision test adjustments are unrelated." }, { "left": "pull_request:4793", "right": "pull_request:5506", "accept": false, - "reason": "Auto-pipeline config kwargs forwarding and PEFT/xformers attention scale handling fix different code paths." + "reason": "AutoPipeline kwargs forwarding is unrelated to the attention processor LoRA/xformers bug fix." }, { "left": "pull_request:4793", "right": "pull_request:5754", "accept": false, - "reason": "Auto-pipeline loading logic is unrelated to style-only argument formatting edits in example scripts." + "reason": "AutoPipeline load_config kwargs and dataset call styling changes do not fix the same bug." }, { "left": "pull_request:4807", "right": "pull_request:5937", "accept": false, - "reason": "Chinese stable diffusion docs and Kandinsky3 docs are separate documentation additions for unrelated models." + "reason": "Chinese Stable Diffusion docs and Kandinsky3 docs are separate documentation additions." }, { "left": "pull_request:4807", "right": "pull_request:6017", "accept": false, - "reason": "Localized stable diffusion docs and a doc-builder test PR are not the same underlying change." + "reason": "A Chinese docs page and a doc-builder test PR are unrelated." }, { "left": "pull_request:4807", "right": "pull_request:6466", "accept": false, - "reason": "Chinese stable diffusion docs and SVD doc edits are unrelated docs updates." + "reason": "Chinese Stable Diffusion docs and SVD doc edits are different pages and different updates." }, { "left": "pull_request:4822", "right": "pull_request:5699", "accept": false, - "reason": "A LoRA warning-typo fix is unrelated to stable unclip/unclip styling cleanup." + "reason": "A LoRA warning typo fix is unrelated to a styling cleanup in Stable UnCLIP." }, { "left": "pull_request:4822", "right": "pull_request:6389", "accept": false, - "reason": "LoRA warning wording and SVD noise_aug_strength type fixes affect different pipelines and bugs." + "reason": "LoRA warning text and SVD noise_aug_strength typing address different issues." }, { "left": "pull_request:4822", "right": "pull_request:6591", "accept": false, - "reason": "LoRA warning text fix is unrelated to the broad process/procecss typo cleanup PR." + "reason": "A single warning-string typo is not the same as a broad typo cleanup across many files." }, { "left": "pull_request:4847", "right": "pull_request:6490", "accept": false, - "reason": "Prompt Free Diffusion community example and RAVE video editing community example are distinct additions." + "reason": "Prompt Free Diffusion community example and RAVE video editing are unrelated community additions." }, { "left": "pull_request:4881", "right": "pull_request:4934", "accept": false, - "reason": "SDXL pix2pix vae_precision support and T2I-Adapters training script are different training features, not one bug." + "reason": "SDXL pix2pix vae_precision support and T2I-Adapter training script/docs are different features." }, { "left": "pull_request:4886", "right": "pull_request:7153", "accept": false, - "reason": "StableDiffusionUpscalePipeline safety checker fix is unrelated to CI path filtering for documentation workflows." + "reason": "A pipeline safety-checker bug fix is unrelated to CI path-filter changes." }, { "left": "pull_request:4955", "right": "pull_request:5698", "accept": false, - "reason": "Argument type fix in SDXL pix2pix training is unrelated to the LCM img2img fix." + "reason": "Parser type cleanup in pix2pix is unrelated to the LCM img2img fix." }, { "left": "pull_request:4973", "right": "pull_request:6800", "accept": false, - "reason": "README badge addition and adding is_torchvision_available are unrelated maintenance changes." - }, - { - "left": "pull_request:498", - "right": "pull_request:75", - "accept": false, - "reason": "Attention slicing disable fix and Glide attention overwrite setup are different bugs in different architectures." - }, - { - "left": "pull_request:4984", - "right": "pull_request:5698", - "accept": false, - "reason": "PR template docs edit is unrelated to LCM img2img behavior." - }, - { - "left": "pull_request:5", - "right": "pull_request:7", - "accept": false, - "reason": "UNetLDM and VQVAE are separate model implementations, not duplicates." - }, - { - "left": "pull_request:5011", - "right": "pull_request:5098", - "accept": false, - "reason": "Flax/PT class-name cleanup in pipeline loading is unrelated to Kandinsky precision test additions." - }, - { - "left": "pull_request:5021", - "right": "pull_request:6364", - "accept": false, - "reason": "Scheduler mapping docs update and inpaint overlay doc update are both docs, but not the same documentation change." - }, - { - "left": "pull_request:5030", - "right": "pull_request:7272", - "accept": false, - "reason": "Model offload key fallback and custom_diffusion PEFT loader fixes touch different loader/offload code paths." - }, - { - "left": "pull_request:5038", - "right": "pull_request:5506", - "accept": false, - "reason": "Explicit LoRA scale argument passing in transformer_2d is related to LoRA, but not the same fix as the xformers/PEFT attention path change." - }, - { - "left": "pull_request:5056", - "right": "pull_request:5111", - "accept": false, - "reason": "LoRA fusion documentation and adding use_karras_sigmas to schedulers are unrelated doc vs scheduler code changes." + "reason": "Adding a README badge is unrelated to exposing is_torchvision_available." } ] }, @@ -175030,18 +175025,27 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 231, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:498", + "pull_request:4984", + "pull_request:5", + "pull_request:5011", + "pull_request:5021", + "pull_request:5030", + "pull_request:5038", + "pull_request:5056", "pull_request:5058", "pull_request:5063", + "pull_request:5098", "pull_request:51", "pull_request:5111", "pull_request:5122", @@ -175054,42 +175058,41 @@ "pull_request:5289", "pull_request:5304", "pull_request:5307", - "pull_request:5312", "pull_request:5331", - "pull_request:5391", - "pull_request:5424", - "pull_request:5454", - "pull_request:5478", - "pull_request:5499", - "pull_request:5533", + "pull_request:5506", + "pull_request:5698", "pull_request:570", - "pull_request:5707", "pull_request:5729", "pull_request:5780", - "pull_request:5818", "pull_request:5823", - "pull_request:5831", "pull_request:5833", "pull_request:5834", "pull_request:5910", - "pull_request:6065", "pull_request:6085", - "pull_request:6236", - "pull_request:6658", + "pull_request:6364", "pull_request:6754", "pull_request:6765", "pull_request:6766", "pull_request:6800", "pull_request:6861", "pull_request:6875", - "pull_request:7062", + "pull_request:7", "pull_request:7161", - "pull_request:7166", + "pull_request:7272", "pull_request:7307", "pull_request:7328", - "pull_request:7339" + "pull_request:7339", + "pull_request:75" ], "soft_pairs": [ + "pull_request:498|pull_request:75", + "pull_request:4984|pull_request:5698", + "pull_request:5|pull_request:7", + "pull_request:5011|pull_request:5098", + "pull_request:5021|pull_request:6364", + "pull_request:5030|pull_request:7272", + "pull_request:5038|pull_request:5506", + "pull_request:5056|pull_request:5111", "pull_request:5058|pull_request:7161", "pull_request:5063|pull_request:5190", "pull_request:51|pull_request:570", @@ -175110,225 +175113,210 @@ "pull_request:5307|pull_request:6754", "pull_request:5307|pull_request:6765", "pull_request:5307|pull_request:6766", - "pull_request:5307|pull_request:7307", - "pull_request:5312|pull_request:6236", - "pull_request:5331|pull_request:7166", - "pull_request:5391|pull_request:6658", - "pull_request:5424|pull_request:7062", - "pull_request:5454|pull_request:6861", - "pull_request:5478|pull_request:5831", - "pull_request:5499|pull_request:6065", - "pull_request:5533|pull_request:5707", - "pull_request:5533|pull_request:5818" + "pull_request:5307|pull_request:7307" ], - "prepared_review_unit_hash": "6f78475d554bbf3f34d8e8b2165bb1a599390612b0797267f1eb542b8eee44f2", + "prepared_review_unit_hash": "6a1a6ace8b718ccb04054c4d0bc85a90a15a8a7230f9f315b2df4aa5f21080c8", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 100372, - "estimated_input_tokens": 25093, - "estimated_eval_tokens": 50442 + "soft_pair_count": 29, + "serialized_chars": 97397, + "estimated_input_tokens": 24350, + "estimated_eval_tokens": 48956 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated PRs spanning docs, CI/workflows, LoRA/PEFT, schedulers, and various bug fixes. The soft pairs are mostly broad-similarity matches (same subsystem or similar wording) rather than the same concrete change, so none should be merged as duplicates.", - "confidence": 0.98, + "summary": "The set is mostly a grab bag of unrelated PRs; the soft pairs only share broad subsystem keywords (LoRA, docs, schedulers, workflows) but not the same concrete bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 5201 is the strongest representative if one must pick a canonical PR: it is a substantive, concrete fix in attention_processor affecting LoRA/xformers behavior across multiple model classes, unlike the many doc-only or cosmetic PRs.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 5201 is the best global representative because it addresses a real runtime bug in a shared code path, with clear implementation changes and broad applicability.", "soft_edge_verdicts": [ + { + "left": "pull_request:498", + "right": "pull_request:75", + "accept": false, + "reason": "Both touch attention-related code, but one fixes stable-diffusion pipeline slicing and the other changes Glide/GradTTS attention module initialization; different bugs and different code paths." + }, + { + "left": "pull_request:4984", + "right": "pull_request:5698", + "accept": false, + "reason": "PR template typo fix vs LCM img2img bug fix; completely unrelated artifacts." + }, + { + "left": "pull_request:5", + "right": "pull_request:7", + "accept": false, + "reason": "Both are early model additions, but one adds UNet-LDM and the other adds VQVAE; separate components, not the same change." + }, + { + "left": "pull_request:5011", + "right": "pull_request:5098", + "accept": false, + "reason": "Flax-to-PT loading fix vs Kandinsky precision test adjustments; unrelated fixes." + }, + { + "left": "pull_request:5021", + "right": "pull_request:6364", + "accept": false, + "reason": "Both are docs, but one updates scheduler mapping while the other revises inpaint guidance; different content and purpose." + }, + { + "left": "pull_request:5030", + "right": "pull_request:7272", + "accept": false, + "reason": "Both involve loader code, but one fixes missing-key offload behavior and the other targets custom diffusion/PEFT loader compatibility; not the same bug." + }, + { + "left": "pull_request:5038", + "right": "pull_request:5506", + "accept": false, + "reason": "Both are LoRA-related, but one makes optional args explicit in transformer_2d while the other fixes xformers-enabled LoRA attention calls; different concrete issues." + }, + { + "left": "pull_request:5056", + "right": "pull_request:5111", + "accept": false, + "reason": "LoRA fusion docs vs scheduler feature support; unrelated." + }, { "left": "pull_request:5058", "right": "pull_request:7161", "accept": false, - "reason": "Both touch PEFT/LoRA, but one adds text-encoder integration while the other expands fuse_lora docs/example usage; different code paths and goals." + "reason": "PEFT/LoRA integration code vs documentation for torch.compile usage; not the same underlying change." }, { "left": "pull_request:5063", "right": "pull_request:5190", "accept": false, - "reason": "Both are docstring-related, but they fix different docstrings in unrelated files and do not represent the same underlying change." + "reason": "One fixes a guidance_rescale docstring, the other wraps a different docstring line; cosmetic docs only, no shared bug/change." }, { "left": "pull_request:51", "right": "pull_request:570", "accept": false, - "reason": "One fixes setup dependency pinning; the other changes BaseOutput dict initialization. Completely unrelated bugs." + "reason": "Dependency pin fix vs BaseOutput dict initialization behavior; unrelated." }, { "left": "pull_request:5111", "right": "pull_request:7328", "accept": false, - "reason": "One adds Karras sigma support to schedulers/pipeline; the other only changes PyPI publish workflow deps. No shared change." + "reason": "Scheduler changes for karras sigmas vs a PyPI workflow dependency tweak; unrelated." }, { "left": "pull_request:5122", "right": "pull_request:5833", "accept": false, - "reason": "Workflow Python version bump vs. docs for PixArt under-8GB usage; unrelated." + "reason": "Workflow/python-version update vs a ControlNet single-file import fix; different scopes and bugs." }, { "left": "pull_request:5122", "right": "pull_request:5834", "accept": false, - "reason": "Workflow Python version bump vs. ControlNet single-file import fix; unrelated." + "reason": "Workflow/python-version update vs ControlNet single-file import fix; unrelated." }, { "left": "pull_request:5122", "right": "pull_request:7339", "accept": false, - "reason": "Workflow Python version bump vs. release workflow dependency changes; different CI areas and fixes." + "reason": "Workflow/python-version update vs release workflow dependency installation; not the same change." }, { "left": "pull_request:5185", "right": "pull_request:5823", "accept": false, - "reason": "Both involve LoRA, but one fixes PEFT CI scaling logic and the other adds adapter_names support in fuse_lora; not the same bug." + "reason": "Both are LoRA/PEFT-adjacent, but one fixes active_adapter handling in CI and the other adds adapter_names support to fuse_lora; different functionality and bug." }, { "left": "pull_request:5201", "right": "pull_request:5331", "accept": false, - "reason": "Both touch attention_processor, but one changes LoRA/xformers processor removal behavior while the other refactors example scripts to use LoRALinear; distinct changes." + "reason": "Both relate to LoRA, but one fixes xformers/attention processor behavior while the other rewrites examples to use LoRALinear; not the same code-path problem." }, { "left": "pull_request:5201", "right": "pull_request:6085", "accept": false, - "reason": "LoRA/xformers processor handling vs. scheduler add_noise bug fix; unrelated code paths." + "reason": "LoRA/xformers attention fix vs scheduler add_noise bug; unrelated." }, { "left": "pull_request:5250", "right": "pull_request:5910", "accept": false, - "reason": "Docs navigation for DDPO vs. IPAdapterFull feature support; unrelated." + "reason": "DDPO docs entry vs IPAdapterFull implementation; unrelated." }, { "left": "pull_request:5250", "right": "pull_request:6800", "accept": false, - "reason": "DDPO docs entry vs. adding is_torchvision_available utility; unrelated." + "reason": "DDPO docs vs adding a utility import/export; unrelated." }, { "left": "pull_request:5267", "right": "pull_request:6861", "accept": false, - "reason": "README formatting/docs update vs. SDXL CFG-end plumbing; different scope and code." + "reason": "Docs README formatting cleanup vs SDXL pipeline cfg_end-related code changes; unrelated." }, { "left": "pull_request:5286", "right": "pull_request:6800", "accept": false, - "reason": "Japanese docs addition vs. torchvision availability helper; unrelated." + "reason": "Japanese docs addition vs torchvision availability utility; unrelated." }, { "left": "pull_request:5289", "right": "pull_request:6875", "accept": false, - "reason": "Different test adjustments in different pipelines; not the same failing behavior." + "reason": "Different test tolerance updates for different pipelines; not the same bug." }, { "left": "pull_request:5304", "right": "pull_request:5729", "accept": false, - "reason": "DeepFloyd-IF docstring typing cleanup vs. example train script min-version bump; unrelated." + "reason": "DeepFloyd IF docstring typing cleanup vs broad example setup-version updates; unrelated." }, { "left": "pull_request:5307", "right": "pull_request:5780", "accept": false, - "reason": "A new shell sort toy file vs. a minor docstring edit in checkpoint_merger; clearly unrelated." + "reason": "A stray shell.py addition vs a checkpoint_merger docstring cleanup; completely unrelated." }, { "left": "pull_request:5307", "right": "pull_request:6754", "accept": false, - "reason": "New toy script vs. diffusion DPO loss fix; no shared underlying bug." + "reason": "Shell script addition vs diffusion DPO loss correction; unrelated." }, { "left": "pull_request:5307", "right": "pull_request:6765", "accept": false, - "reason": "New shell.py file vs. hub cache path fix; unrelated." + "reason": "Shell.py is unrelated to hub cache-path handling." }, { "left": "pull_request:5307", "right": "pull_request:6766", "accept": false, - "reason": "New shell.py file vs. constants.py path fix; unrelated." + "reason": "Shell.py is unrelated to constants.py cache-path handling." }, { "left": "pull_request:5307", "right": "pull_request:7307", "accept": false, - "reason": "New shell.py file vs. TensorRT example/config update; unrelated." - }, - { - "left": "pull_request:5312", - "right": "pull_request:6236", - "accept": false, - "reason": "General model docs/typehints cleanup vs. ControlNet inpainting example correction; different changes." - }, - { - "left": "pull_request:5331", - "right": "pull_request:7166", - "accept": false, - "reason": "Both involve DreamBooth LoRA, but one modernizes example LoRA internals while the other fixes a specific SDXL loading variable typo; not mergeable into one PR." - }, - { - "left": "pull_request:5391", - "right": "pull_request:6658", - "accept": false, - "reason": "Docs/typehint cleanup in models vs. new memory-footprint utility; unrelated." - }, - { - "left": "pull_request:5424", - "right": "pull_request:7062", - "accept": false, - "reason": "Pipeline test matrix filtering vs. imagic docstring correction; unrelated." - }, - { - "left": "pull_request:5454", - "right": "pull_request:6861", - "accept": false, - "reason": "Schedulers markdown link fix vs. SDXL CFG-end implementation; unrelated." - }, - { - "left": "pull_request:5478", - "right": "pull_request:5831", - "accept": false, - "reason": "Japanese docs rollout vs. a small docs title fix; different scope and no shared bug." - }, - { - "left": "pull_request:5499", - "right": "pull_request:6065", - "accept": false, - "reason": "Docs link cleanup across many pipeline pages vs. SDXL Turbo docs addition; both docs but not the same change." - }, - { - "left": "pull_request:5533", - "right": "pull_request:5707", - "accept": false, - "reason": "Both touch SDXL tests, but one speeds up mixture tests while the other adds LCM test coverage and loader changes; different goals and code paths." - }, - { - "left": "pull_request:5533", - "right": "pull_request:5818", - "accept": false, - "reason": "Speeding up SDXL tests vs. updating pipeline PR test workflow; unrelated." + "reason": "Shell.py addition vs TensorRT example update; unrelated." } ] }, @@ -175342,16 +175330,24 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 232, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:5312", + "pull_request:5331", + "pull_request:5391", + "pull_request:5424", + "pull_request:5454", + "pull_request:5478", + "pull_request:5499", + "pull_request:5533", "pull_request:5568", "pull_request:56", "pull_request:5614", @@ -175361,46 +175357,48 @@ "pull_request:5707", "pull_request:5723", "pull_request:5727", + "pull_request:5741", "pull_request:5750", "pull_request:5780", "pull_request:5788", - "pull_request:5842", - "pull_request:5844", - "pull_request:5855", + "pull_request:5818", + "pull_request:5831", "pull_request:5858", "pull_request:5895", - "pull_request:5910", "pull_request:5911", - "pull_request:5920", "pull_request:5961", "pull_request:5974", - "pull_request:5982", - "pull_request:5983", - "pull_request:6", "pull_request:6051", + "pull_request:6065", "pull_request:6192", - "pull_request:6241", - "pull_request:6276", + "pull_request:6236", "pull_request:6326", "pull_request:6339", "pull_request:6498", - "pull_request:6643", "pull_request:6656", + "pull_request:6658", "pull_request:6800", "pull_request:6861", - "pull_request:6941", - "pull_request:7", + "pull_request:6864", "pull_request:7062", "pull_request:7077", + "pull_request:7166", "pull_request:7307", "pull_request:7324", - "pull_request:7510", "pull_request:774", "pull_request:7767", - "pull_request:909", - "pull_request:96" + "pull_request:909" ], "soft_pairs": [ + "pull_request:5312|pull_request:6236", + "pull_request:5331|pull_request:7166", + "pull_request:5391|pull_request:6658", + "pull_request:5424|pull_request:7062", + "pull_request:5454|pull_request:6861", + "pull_request:5478|pull_request:5831", + "pull_request:5499|pull_request:6065", + "pull_request:5533|pull_request:5707", + "pull_request:5533|pull_request:5818", "pull_request:5568|pull_request:5961", "pull_request:56|pull_request:774", "pull_request:56|pull_request:909", @@ -175416,237 +175414,214 @@ "pull_request:5727|pull_request:5911", "pull_request:5727|pull_request:6192", "pull_request:5727|pull_request:6656", + "pull_request:5741|pull_request:6864", "pull_request:5750|pull_request:5895", "pull_request:5780|pull_request:6861", "pull_request:5780|pull_request:7307", - "pull_request:5788|pull_request:5974", - "pull_request:5842|pull_request:6241", - "pull_request:5842|pull_request:7062", - "pull_request:5844|pull_request:6643", - "pull_request:5855|pull_request:6861", - "pull_request:5895|pull_request:5982", - "pull_request:5910|pull_request:6941", - "pull_request:5911|pull_request:6192", - "pull_request:5911|pull_request:6656", - "pull_request:5920|pull_request:6276", - "pull_request:5983|pull_request:7510", - "pull_request:6|pull_request:7", - "pull_request:6|pull_request:96" + "pull_request:5788|pull_request:5974" ], - "prepared_review_unit_hash": "14501f8b046b6dd31f475d51dcaa11240b7969fe976868225874103f966680de", + "prepared_review_unit_hash": "5af11928b23d10b1a085d967d4bf6937553666a70538b25124b0663bacdf80a9", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 98130, - "estimated_input_tokens": 24533, - "estimated_eval_tokens": 49322 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 101167, + "estimated_input_tokens": 25292, + "estimated_eval_tokens": 50840 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: mostly unrelated docs, tests, and feature PRs across different subsystems. I don\u2019t see any true duplicate pair among the soft edges, so the safe outcome is to reject them all.", - "confidence": 0.94, + "summary": "The cluster is heterogeneous: docs-only edits, test tweaks, minor bug fixes, and unrelated feature additions across different code paths. None of the soft pairs looks like the same underlying change, so they should stay separate.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR cleanly represents the cluster; the items span unrelated changes rather than one duplicate thread. If forced, #5911 is the most concrete code change, but it is not a good canonical representative for the whole set.", + "canonical_pr_reason": "No canonical PR stands out because these items do not share one concrete bug/change; they span unrelated docs, tests, and feature work, so any single PR would be arbitrary.", "best_issue_reason": null, - "best_pr_reason": "No PR is a strong global best because the cluster is not coherent. #5911 is the most substantive and explicitly targeted code change, but it still doesn\u2019t match most of the other items.", + "best_pr_reason": "No PR is a good global representative for this cluster. The overlap is only superficial (same repo or broad subsystem), not a shared fixable code-path problem.", "soft_edge_verdicts": [ + { + "left": "pull_request:5312", + "right": "pull_request:6236", + "accept": false, + "reason": "Different docs/fix scopes: model typehints/docs vs a ControlNet inpainting doc correction." + }, + { + "left": "pull_request:5331", + "right": "pull_request:7166", + "accept": false, + "reason": "Both touch DreamBooth/LoRA, but one updates example LoRA code and the other fixes an SDXL loading bug; not the same change." + }, + { + "left": "pull_request:5391", + "right": "pull_request:6658", + "accept": false, + "reason": "Broadly model docs versus a new memory-footprint utility; unrelated changes." + }, + { + "left": "pull_request:5424", + "right": "pull_request:7062", + "accept": false, + "reason": "Slow-test pipeline fetcher fix and Imagic docstring cleanup are unrelated." + }, + { + "left": "pull_request:5454", + "right": "pull_request:6861", + "accept": false, + "reason": "One is a docs link tweak; the other adds cfg_end plumbing across SDXL/controlnet pipelines." + }, + { + "left": "pull_request:5478", + "right": "pull_request:5831", + "accept": false, + "reason": "Japanese docs addition and an English toctree title fix are separate documentation changes." + }, + { + "left": "pull_request:5499", + "right": "pull_request:6065", + "accept": false, + "reason": "Link-fix docs PR versus adding SDXL Turbo docs and registry entries; not the same underlying change." + }, + { + "left": "pull_request:5533", + "right": "pull_request:5707", + "accept": false, + "reason": "Different test work: mixture-test speedups vs LCM test additions." + }, + { + "left": "pull_request:5533", + "right": "pull_request:5818", + "accept": false, + "reason": "One speeds up SDXL tests; the other rewrites PR test-matrix setup." + }, { "left": "pull_request:5568", "right": "pull_request:5961", "accept": false, - "reason": "Different fixes in different areas: custom pipeline loading vs a PixArt docstring/default typo." + "reason": "Custom pipeline loading bugfix versus a PixArt docstring/default typo; unrelated." }, { "left": "pull_request:56", "right": "pull_request:774", "accept": false, - "reason": "Both are test-tolerance tweaks, but they affect different tests and are not the same underlying bug." + "reason": "Both are test adjustments, but they fix different tests and behaviors." }, { "left": "pull_request:56", "right": "pull_request:909", "accept": false, - "reason": "Unrelated test updates: tolerance adjustment in modeling utils vs inpaint pipeline test changes." + "reason": "Old test tolerance changes and unrelated inpaint test/model-id updates do not share one bug." }, { "left": "pull_request:5614", "right": "pull_request:5858", "accept": false, - "reason": "Both are revert-style PRs, but they revert different changes in different docs/scripts." + "reason": "Reverting SDXL width/height order is unrelated to the basic_training dtype doc example." }, { "left": "pull_request:5622", "right": "pull_request:6326", "accept": false, - "reason": "Different changes: example repo hygiene/optimization vs fixing a TensorRT guidance_scale setter bug." + "reason": "A broad, unrelated examples/optim PR versus a specific TRT guidance_scale bugfix." }, { "left": "pull_request:5622", "right": "pull_request:7077", "accept": false, - "reason": "No shared underlying bug; one is example/README work, the other is an attention-shape fix." + "reason": "No shared code-path problem: unrelated examples/optim work and an IP-Adapter attention reshape fix." }, { "left": "pull_request:5626", "right": "pull_request:7767", "accept": false, - "reason": "CPU offload test fix vs PixArt sigma cleanup; unrelated code paths." + "reason": "CPU offload test fix versus PixArt cleanup; different targets and intent." }, { "left": "pull_request:5682", "right": "pull_request:6339", "accept": false, - "reason": "Same pipeline family, but one is WIP feature work and the other is docs-only; not the same change." + "reason": "Both mention AnimateDiff, but one is a WIP feature/checks PR and the other is only a docs correction." }, { "left": "pull_request:5707", "right": "pull_request:7324", "accept": false, - "reason": "LCM tests vs Stable Cascade tests; different models and unrelated fixes." + "reason": "LCM add-tests work and Stable Cascade test updates are unrelated." }, { "left": "pull_request:5723", "right": "pull_request:6051", "accept": false, - "reason": "Both are LCM-related, but docs vs Flax scheduler/pipeline code are distinct changes." + "reason": "LCM docs versus Flax LCM implementation work; different deliverables." }, { "left": "pull_request:5723", "right": "pull_request:6498", "accept": false, - "reason": "Unrelated documentation edits for different topics." + "reason": "LCM docs addition and inpaint docs update are separate documentation changes." }, { "left": "pull_request:5723", "right": "pull_request:6800", "accept": false, - "reason": "LCM docs vs adding is_torchvision_available; no shared bug or change." + "reason": "LCM docs versus adding is_torchvision_available; unrelated." }, { "left": "pull_request:5727", "right": "pull_request:5911", "accept": false, - "reason": "LCM script additions vs IP-AdapterFull support; different features and code paths." + "reason": "LCM scripts and IPAdapterFull support are different features." }, { "left": "pull_request:5727", "right": "pull_request:6192", "accept": false, - "reason": "Different IP adapter-related features: LCM scripts vs unload_ip_adapter implementation." + "reason": "LCM distillation scripts versus unload_ip_adapter; no shared fix." }, { "left": "pull_request:5727", "right": "pull_request:6656", "accept": false, - "reason": "LCM scripts and textual inversion unloading are unrelated." + "reason": "LCM distillation scripts versus unload_textual_inversion; separate loader features." + }, + { + "left": "pull_request:5741", + "right": "pull_request:6864", + "accept": false, + "reason": "PEFT unload-speedup implementation and a docs note about torch.compile are not the same change." }, { "left": "pull_request:5750", "right": "pull_request:5895", "accept": false, - "reason": "Generic stable diffusion intro docs vs Stable Video Diffusion implementation work; not the same change." + "reason": "These are completely different: a placeholder/reference docs PR versus Stable Video Diffusion feature work." }, { "left": "pull_request:5780", "right": "pull_request:6861", "accept": false, - "reason": "Checkpoint merger docs cleanup vs SDXL ControlNet pipeline update; unrelated." + "reason": "Checkpoint merger doc cleanup versus SDXL/controlnet pipeline feature plumbing are unrelated." }, { "left": "pull_request:5780", "right": "pull_request:7307", "accept": false, - "reason": "Community README tweak vs TensorRT txt2img update; different artifacts and behavior." + "reason": "Checkpoint merger doc update does not match the tensorrt txt2img update; no shared bug or change." }, { "left": "pull_request:5788", "right": "pull_request:5974", "accept": false, - "reason": "Both touch LCM-adjacent code, but scheduler error handling and PixArtAlpha adaptation are separate problems." - }, - { - "left": "pull_request:5842", - "right": "pull_request:6241", - "accept": false, - "reason": "PixArt 512px resolution bug vs an unrelated runtime type-mismatch fix." - }, - { - "left": "pull_request:5842", - "right": "pull_request:7062", - "accept": false, - "reason": "PixArt aspect-ratio bug vs imagic docstring cleanup; unrelated." - }, - { - "left": "pull_request:5844", - "right": "pull_request:6643", - "accept": false, - "reason": "Different docs additions for different models/topics." - }, - { - "left": "pull_request:5855", - "right": "pull_request:6861", - "accept": false, - "reason": "README typo fix vs SDXL ControlNet pipeline update; unrelated." - }, - { - "left": "pull_request:5895", - "right": "pull_request:5982", - "accept": false, - "reason": "Stable Video Diffusion implementation vs SDXL Turbo docs; not the same underlying change." - }, - { - "left": "pull_request:5910", - "right": "pull_request:6941", - "accept": false, - "reason": "Both are IP-Adapter related, but loader/model support and ControlNet inpaint pipeline integration are distinct changes." - }, - { - "left": "pull_request:5911", - "right": "pull_request:6192", - "accept": false, - "reason": "IPAdapterFull support vs unload_ip_adapter; separate features, not one fix." - }, - { - "left": "pull_request:5911", - "right": "pull_request:6656", - "accept": false, - "reason": "IP-Adapter support and textual inversion unloading are unrelated loader features." - }, - { - "left": "pull_request:5920", - "right": "pull_request:6276", - "accept": false, - "reason": "IPEX LoRA support vs IPAdapter FaceID community pipeline; different functionality." - }, - { - "left": "pull_request:5983", - "right": "pull_request:7510", - "accept": false, - "reason": "SVD docs cleanup vs VAE tiling OOM fix; unrelated." - }, - { - "left": "pull_request:6", - "right": "pull_request:7", - "accept": false, - "reason": "Different init/export changes for different model classes; not the same bug or feature." - }, - { - "left": "pull_request:6", - "right": "pull_request:96", - "accept": false, - "reason": "Different early-init/model-export refactors touching separate model families." + "reason": "LCM scheduler error handling and PixArtAlpha LCM adaptation are different code paths and goals." } ] }, @@ -175660,22 +175635,35 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, + "component_count": 266, "review_unit_index": 233, - "review_unit_count": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:5842", + "pull_request:5844", + "pull_request:5855", + "pull_request:5895", + "pull_request:5910", + "pull_request:5911", + "pull_request:5920", + "pull_request:5982", + "pull_request:5983", + "pull_request:6", "pull_request:6002", + "pull_request:6192", "pull_request:62", "pull_request:6236", + "pull_request:6241", "pull_request:6262", "pull_request:6263", "pull_request:6264", + "pull_request:6276", "pull_request:6296", "pull_request:6308", "pull_request:6322", @@ -175685,41 +175673,39 @@ "pull_request:6339", "pull_request:6344", "pull_request:6373", - "pull_request:6389", "pull_request:6410", - "pull_request:6433", - "pull_request:6453", "pull_request:6462", - "pull_request:6487", - "pull_request:6498", - "pull_request:6564", "pull_request:662", - "pull_request:6645", + "pull_request:6643", + "pull_request:6656", "pull_request:6759", - "pull_request:6800", + "pull_request:6861", "pull_request:6910", - "pull_request:7077", - "pull_request:7087", + "pull_request:6941", + "pull_request:7", + "pull_request:7062", "pull_request:7510", "pull_request:7653", - "pull_request:7720", - "pull_request:78", - "pull_request:802", - "pull_request:8268", "pull_request:8272", - "pull_request:8378", "pull_request:8419", "pull_request:8425", - "pull_request:8426", "pull_request:8481", - "pull_request:8483", - "pull_request:8491", - "pull_request:8654", - "pull_request:8656", "pull_request:8698", "pull_request:96" ], "soft_pairs": [ + "pull_request:5842|pull_request:6241", + "pull_request:5842|pull_request:7062", + "pull_request:5844|pull_request:6643", + "pull_request:5855|pull_request:6861", + "pull_request:5895|pull_request:5982", + "pull_request:5910|pull_request:6941", + "pull_request:5911|pull_request:6192", + "pull_request:5911|pull_request:6656", + "pull_request:5920|pull_request:6276", + "pull_request:5983|pull_request:7510", + "pull_request:6|pull_request:7", + "pull_request:6|pull_request:96", "pull_request:6002|pull_request:7653", "pull_request:6002|pull_request:8272", "pull_request:62|pull_request:662", @@ -175739,351 +175725,547 @@ "pull_request:6337|pull_request:8481", "pull_request:6339|pull_request:7510", "pull_request:6339|pull_request:8481", - "pull_request:6373|pull_request:8698", - "pull_request:6389|pull_request:7087", - "pull_request:6410|pull_request:7077", - "pull_request:6410|pull_request:8426", - "pull_request:6410|pull_request:8491", - "pull_request:6410|pull_request:8656", - "pull_request:6433|pull_request:6487", - "pull_request:6453|pull_request:6800", - "pull_request:6462|pull_request:7653", - "pull_request:6487|pull_request:8483", - "pull_request:6498|pull_request:8268", - "pull_request:6498|pull_request:8654", - "pull_request:6564|pull_request:7720", - "pull_request:662|pull_request:78", - "pull_request:662|pull_request:802", - "pull_request:6645|pull_request:8378" + "pull_request:6373|pull_request:8698" ], - "prepared_review_unit_hash": "876dee6355c582c8daad6fa13811bf7e036b41b14e623eee099d70019efc378d", + "prepared_review_unit_hash": "a8c3f1e8fa4aa2f058a5cf38c2c3f50136aa2d551f0387d8f01cf4a14a4a31a7", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 100944, - "estimated_input_tokens": 25236, - "estimated_eval_tokens": 50728 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 97441, + "estimated_input_tokens": 24361, + "estimated_eval_tokens": 48978 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated PRs that only look similar at a very high level (docs tweaks, pipeline refactors, bug fixes, and model additions). I found no true duplicate PR pairs worth merging, so the cluster should not be collapsed aggressively.", - "confidence": 0.24, + "summary": "This cluster is a grab bag of unrelated PRs across docs, pipeline additions/refactors, loader features, and test fixes; the soft pairs do not look like duplicate bug fixes or mergeable single changes.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 8483 is the broadest and most central artifact in the set: a large feature addition that touches core package exports, docs, models, pipelines, and tests. It is the best representative only in the sense of being the most substantial PR here, not because the cluster is a true duplicate set.", + "canonical_pr_reason": "No single PR is a good canonical representative: the items span many unrelated subsystems and change types, and even the superficially similar PRs target different concrete features or bugs.", "best_issue_reason": null, - "best_pr_reason": "PR 8483 is the strongest single representative of the cluster because it is the largest, most cross-cutting change and the one most likely to absorb follow-up compatibility edits. The rest of the items are mostly narrow, unrelated fixes or docs updates.", + "best_pr_reason": "No clear best PR for duplicate triage. The cluster is too heterogeneous, so picking one would be arbitrary rather than representative of a shared underlying change.", "soft_edge_verdicts": [ + { + "left": "pull_request:5842", + "right": "pull_request:6241", + "accept": false, + "reason": "PixArt 512px resolution fix vs a runtime float/half type error; unrelated bugs." + }, + { + "left": "pull_request:5842", + "right": "pull_request:7062", + "accept": false, + "reason": "PixArt resolution bug vs imagic docstring cleanup; different change types and code paths." + }, + { + "left": "pull_request:5844", + "right": "pull_request:6643", + "accept": false, + "reason": "Both are docs PRs, but one adds a Japanese SDXL reference and the other adds UViT2D docs; unrelated content." + }, + { + "left": "pull_request:5855", + "right": "pull_request:6861", + "accept": false, + "reason": "README typo fix vs a large SDXL ControlNet BD change; no shared underlying bug." + }, + { + "left": "pull_request:5895", + "right": "pull_request:5982", + "accept": false, + "reason": "SVD feature addition vs SDXL Turbo docs; different artifacts and purposes." + }, + { + "left": "pull_request:5910", + "right": "pull_request:6941", + "accept": false, + "reason": "IPAdapterFull support vs IP-Adapter support for SDXL ControlNet inpaint; different code paths and problems." + }, + { + "left": "pull_request:5911", + "right": "pull_request:6192", + "accept": false, + "reason": "IPAdapterFull support vs unload_ip_adapter; one adds loading support, the other adds removal support." + }, + { + "left": "pull_request:5911", + "right": "pull_request:6656", + "accept": false, + "reason": "IPAdapterFull support vs unload_textual_inversion; different loaders and unrelated functionality." + }, + { + "left": "pull_request:5920", + "right": "pull_request:6276", + "accept": false, + "reason": "IPEX LoRA support vs community IPAdapter FaceID pipeline; separate features." + }, + { + "left": "pull_request:5983", + "right": "pull_request:7510", + "accept": false, + "reason": "SVD documentation tweak vs a VAE tiling OOM test fix; unrelated." + }, + { + "left": "pull_request:6", + "right": "pull_request:7", + "accept": false, + "reason": "Adding UNetLDMModel init export vs adding VQModel export; same era, but different model additions." + }, + { + "left": "pull_request:6", + "right": "pull_request:96", + "accept": false, + "reason": "UNetLDM init export vs broader LDM finalization and conditional UNet work; not the same change." + }, { "left": "pull_request:6002", "right": "pull_request:7653", "accept": false, - "reason": "Completely different fixes: SVD guidance-scale logic vs a configuration decorator/name fix." + "reason": "SVD guidance-scale fix vs configuration decorator refactor; unrelated code paths." }, { "left": "pull_request:6002", "right": "pull_request:8272", "accept": false, - "reason": "Different subsystems and change types: SVD pipeline behavior vs grammar cleanup in scheduler error messages." + "reason": "SVD guidance-scale logic vs grammatical error fixes in scheduler messages; unrelated." }, { "left": "pull_request:62", "right": "pull_request:662", "accept": false, - "reason": "Unrelated changes: latent diffusion decode scaling vs a textual inversion 6GB setup change." + "reason": "Latent diffusion pipeline decode fix vs early 6GB textual inversion setup; different problems." }, { "left": "pull_request:62", "right": "pull_request:96", "accept": false, - "reason": "Both are LDM-era work, but one fixes unconditional pipeline decoding while the other is a broader finalization/refactor of the latent diffusion stack." + "reason": "Bug fix in unconditional LDM pipeline vs model init/finalization work; not the same underlying issue." }, { "left": "pull_request:6236", "right": "pull_request:6910", "accept": false, - "reason": "Docs example for ControlNet inpainting vs ControlNet model-card standardization; not the same underlying change." + "reason": "ControlNet inpaint docs example fix vs ControlNet model-card standardization; both touch ControlNet but not the same bug/change." }, { "left": "pull_request:6262", "right": "pull_request:8419", "accept": false, - "reason": "Panorama pipeline refactor and dynamic module download overhaul are unrelated." + "reason": "Panorama refactor vs cached_download removal in dynamic modules; unrelated." }, { "left": "pull_request:6263", "right": "pull_request:8419", "accept": false, - "reason": "LDM3D pipeline move and cached_download removal are different changes." + "reason": "LDM3D refactor vs cached_download removal; no overlap in underlying issue." }, { "left": "pull_request:6264", "right": "pull_request:8419", "accept": false, - "reason": "SAG pipeline refactor does not match the community-pipeline download migration." + "reason": "SAG refactor vs cached_download removal; unrelated code and intent." }, { "left": "pull_request:6296", "right": "pull_request:6344", "accept": false, - "reason": "Initial Amused pipeline addition vs later repo-link updates; related area, but not the same concrete change." + "reason": "Initial aMUSEd pipeline addition vs later repo-link updates for the same feature; related topic but not the same concrete change." }, { "left": "pull_request:6296", "right": "pull_request:6462", "accept": false, - "reason": "Feature addition vs a docs-only paper-link fix." + "reason": "aMUSEd pipeline addition vs paper-link correction in docs; docs-only follow-up, not duplicate fix." }, { "left": "pull_request:6308", "right": "pull_request:8425", "accept": false, - "reason": "LoRA test fixture adjustments and workflow renaming are unrelated." + "reason": "LoRA PEFT dummy component test fix vs workflow rename; unrelated." }, { "left": "pull_request:6322", "right": "pull_request:7510", "accept": false, - "reason": "Training script changes vs VAE tiling OOM test fixes; different code paths." + "reason": "Training script attention fix vs VAE tiling OOM test fix; different code paths." }, { "left": "pull_request:6322", "right": "pull_request:8481", "accept": false, - "reason": "Different areas: training/validation scheduler changes vs image input error-message handling." + "reason": "Training script fix vs image processor error-message bug; unrelated." }, { "left": "pull_request:6326", "right": "pull_request:6410", "accept": false, - "reason": "TensorRT guidance-scale bug vs RL value-guided-sampling module registration; unrelated." + "reason": "Guidance-scale handling in TensorRT img2img vs value-guided sampling module registration; different bugs." }, { "left": "pull_request:6332", "right": "pull_request:6759", "accept": false, - "reason": "A community video pipeline addition vs an InstantID batch-shape fix; no shared underlying bug." + "reason": "Rerender-A-Video community pipeline addition vs InstantID bug fix; unrelated." }, { "left": "pull_request:6337", "right": "pull_request:7510", "accept": false, - "reason": "Latent extraction fix in a community pipeline vs a test OOM workaround." + "reason": "retrieve_latents fix in TensorRT img2img vs VAE tiling OOM test fix; unrelated." }, { "left": "pull_request:6337", "right": "pull_request:8481", "accept": false, - "reason": "Different bug classes and files; not the same issue." + "reason": "retrieve_latents change vs image processor format error fix; different code paths." }, { "left": "pull_request:6339", "right": "pull_request:7510", "accept": false, - "reason": "AnimateDiff docs cleanup vs VAE tiling memory fix." + "reason": "AnimateDiff docs tweak vs VAE tiling OOM test fix; unrelated." }, { "left": "pull_request:6339", "right": "pull_request:8481", "accept": false, - "reason": "Docs-only AnimateDiff update does not match image-processor validation logic." + "reason": "AnimateDiff docs tweak vs image processor error-message fix; unrelated." }, { "left": "pull_request:6373", "right": "pull_request:8698", "accept": false, - "reason": "Deleting CI workflows is unrelated to removing a deprecation path in transformer2d." - }, + "reason": "Workflow deletion vs transformer2d deprecation cleanup; unrelated maintenance changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 234, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:6389", + "pull_request:6410", + "pull_request:6433", + "pull_request:6453", + "pull_request:6462", + "pull_request:6487", + "pull_request:6498", + "pull_request:6564", + "pull_request:662", + "pull_request:6645", + "pull_request:6754", + "pull_request:6759", + "pull_request:6765", + "pull_request:678", + "pull_request:6800", + "pull_request:6837", + "pull_request:688", + "pull_request:689", + "pull_request:6904", + "pull_request:6929", + "pull_request:693", + "pull_request:6989", + "pull_request:6998", + "pull_request:7077", + "pull_request:7087", + "pull_request:7259", + "pull_request:7307", + "pull_request:75", + "pull_request:7653", + "pull_request:7709", + "pull_request:7720", + "pull_request:78", + "pull_request:802", + "pull_request:822", + "pull_request:8268", + "pull_request:8378", + "pull_request:8426", + "pull_request:8483", + "pull_request:8491", + "pull_request:8607", + "pull_request:8654", + "pull_request:8656", + "pull_request:8688", + "pull_request:8705", + "pull_request:8920", + "pull_request:8990", + "pull_request:921", + "pull_request:978" + ], + "soft_pairs": [ + "pull_request:6389|pull_request:7087", + "pull_request:6410|pull_request:7077", + "pull_request:6410|pull_request:8426", + "pull_request:6410|pull_request:8491", + "pull_request:6410|pull_request:8656", + "pull_request:6433|pull_request:6487", + "pull_request:6453|pull_request:6800", + "pull_request:6462|pull_request:7653", + "pull_request:6487|pull_request:8483", + "pull_request:6498|pull_request:8268", + "pull_request:6498|pull_request:8654", + "pull_request:6564|pull_request:7720", + "pull_request:662|pull_request:78", + "pull_request:662|pull_request:802", + "pull_request:6645|pull_request:8378", + "pull_request:6754|pull_request:7307", + "pull_request:6759|pull_request:6929", + "pull_request:6765|pull_request:7307", + "pull_request:678|pull_request:921", + "pull_request:6800|pull_request:6989", + "pull_request:6800|pull_request:7259", + "pull_request:6800|pull_request:7709", + "pull_request:6800|pull_request:8483", + "pull_request:6800|pull_request:8705", + "pull_request:6837|pull_request:8607", + "pull_request:688|pull_request:822", + "pull_request:689|pull_request:978", + "pull_request:6904|pull_request:8688", + "pull_request:693|pull_request:75", + "pull_request:6989|pull_request:8990", + "pull_request:6998|pull_request:8920" + ], + "prepared_review_unit_hash": "40174d632267727b8a4f15e820192f03abb4efc2423eb1618c32548e7fe03e42", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 98973, + "estimated_input_tokens": 24744, + "estimated_eval_tokens": 49744 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs spanning docs, CI, feature additions, and small bug fixes. The soft links are all false positives; none of the paired PRs look like the same underlying change or could be merged into one PR.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #8483 is the most substantial and central artifact in the set: it introduces Stable Diffusion 3 with broad code, docs, loader, and model changes. It is the best representative PR if one must be chosen, though it is not a duplicate anchor for the rest of the cluster.", + "soft_edge_verdicts": [ { "left": "pull_request:6389", "right": "pull_request:7087", "accept": false, - "reason": "SVD parameter type fix vs SVD docs expansion; same project area, but different changes and could not be merged as one concrete fix." + "reason": "Both touch stable video diffusion, but #6389 only fixes the `noise_aug_strength` type while #7087 is a docs/API cleanup for the pipeline. Different change types and no shared bug." }, { "left": "pull_request:6410", "right": "pull_request:7077", "accept": false, - "reason": "RL module-registration fix vs IP-Adapter attention reshaping bug; unrelated code paths." + "reason": "#6410 fixes `register_modules` usage in an RL helper; #7077 changes `head_to_batch_dim` to support IPAdapter attention shapes. Unrelated code paths." }, { "left": "pull_request:6410", "right": "pull_request:8426", "accept": false, - "reason": "RL sampler fix and workflow dependency changes are unrelated." + "reason": "#6410 is an RL module registration fix, while #8426 updates a CI mirror workflow. No overlap in bug or component." }, { "left": "pull_request:6410", "right": "pull_request:8491", "accept": false, - "reason": "RL sampler registration bug and DualTransformer import relocation are unrelated." + "reason": "#6410 concerns RL sampling internals; #8491 fixes a DualTransformer2D import path. Different subsystems and problems." }, { "left": "pull_request:6410", "right": "pull_request:8656", "accept": false, - "reason": "Different areas: RL utility wiring vs sharded checkpoint loading." + "reason": "#6410 is about module registration in experimental RL; #8656 fixes shard checkpoint loading in modeling utils. Not the same issue." }, { "left": "pull_request:6433", "right": "pull_request:6487", "accept": false, - "reason": "Community pipeline addition vs Stable Cascade/Wuerstchen pipeline introduction; not the same change." + "reason": "#6433 adds the GlueGen community pipeline; #6487 adds Stable Cascade pipeline/docs/model files. Both are feature additions, but completely different pipelines." }, { "left": "pull_request:6453", "right": "pull_request:6800", "accept": false, - "reason": "Amused paper-link docs update and torchvision availability support are unrelated." + "reason": "#6453 only adds a paper link in aMUSEd docs; #6800 adds `is_torchvision_available` plumbing across utils/training. Different scope and intent." }, { "left": "pull_request:6462", "right": "pull_request:7653", "accept": false, - "reason": "Docs link correction vs configuration decorator fix; no overlap." + "reason": "#6462 is a docs link correction for aMUSEd; #7653 fixes a wrong decorator/helper signature in configuration utils. No shared code path." }, { "left": "pull_request:6487", "right": "pull_request:8483", "accept": false, - "reason": "Stable Cascade pipeline introduction and Stable Diffusion 3 introduction are separate large features, even though both touch package exports/docs." + "reason": "Both are large model additions, but Stable Cascade and Stable Diffusion 3 are separate feature sets with different models, docs, loaders, and tests." }, { "left": "pull_request:6498", "right": "pull_request:8268", "accept": false, - "reason": "Inpainting docs additions vs from_single_file docs cleanup; different documentation changes." + "reason": "#6498 adds inpaint docs for mask blur/padding; #8268 cleans up from_single_file docs. Both are docs-only, but unrelated topics." }, { "left": "pull_request:6498", "right": "pull_request:8654", "accept": false, - "reason": "Inpaint docs update vs SD3 token-limit docs update; unrelated docs." + "reason": "#6498 is inpainting documentation; #8654 adds SD3 T5 token-limit docs. Different documentation subjects and no shared code change." }, { "left": "pull_request:6564", "right": "pull_request:7720", "accept": false, - "reason": "IP Adapter path handling bug vs dead-code cleanup/f-string fix." + "reason": "#6564 fixes IP Adapter path generation; #7720 removes dead code and fixes an f-string issue across several files. Only superficial utility overlap." }, { "left": "pull_request:662", "right": "pull_request:78", "accept": false, - "reason": "Textual inversion setup changes are unrelated to mid-block architectural fixes." + "reason": "#662 is a large 6GB memory/textual inversion notebook and example update; #78 is an early attention/mid-block implementation change. Not the same bug or feature." }, { "left": "pull_request:662", "right": "pull_request:802", "accept": false, - "reason": "Textual inversion changes and docs indentation cleanup are unrelated." + "reason": "#662 is a broad example/model adaptation for low-memory textual inversion; #802 only fixes indentation in a custom-pipeline code example." }, { "left": "pull_request:6645", "right": "pull_request:8378", "accept": false, - "reason": "Community README cleanup vs asymmetric autoencoder forward-path fix; unrelated." + "reason": "#6645 updates the community README; #8378 fixes AsymmetricAutoencoderKL forward behavior. Different file types and different problems." + }, + { + "left": "pull_request:6754", + "right": "pull_request:7307", + "accept": false, + "reason": "#6754 fixes DPO loss reduction in training scripts; #7307 adds a TensorRT community pipeline and environment spec. Unrelated training bug vs feature work." }, { "left": "pull_request:6759", - "right": "pull_request:8419", + "right": "pull_request:6929", "accept": false, - "reason": "InstantID prompt-embedding shape fix and community-pipeline download migration are unrelated." + "reason": "#6759 fixes batching in an InstantID community pipeline; #6929 adds docs and local-loading support for community pipelines. Different artifacts and code paths." }, { - "left": "pull_request:6800", - "right": "pull_request:6910", + "left": "pull_request:6765", + "right": "pull_request:7307", "accept": false, - "reason": "Adding torchvision helper availability and ControlNet model-card standardization are unrelated." + "reason": "#6765 changes cache path handling in hub_utils; #7307 is a TensorRT pipeline update with a conda env. No same underlying issue." }, { - "left": "pull_request:6910", - "right": "pull_request:7077", + "left": "pull_request:678", + "right": "pull_request:921", "accept": false, - "reason": "Model-card docs/code cleanup vs IP-Adapter attention reshaping bug." + "reason": "#678 is an early DreamBooth/Stable Diffusion update with model and notebook changes; #921 is v1-5 docs and API updates. Broadly related to Stable Diffusion, but not the same change." }, { - "left": "pull_request:7077", - "right": "pull_request:8425", + "left": "pull_request:6800", + "right": "pull_request:6989", "accept": false, - "reason": "Attention processor bug fix vs workflow rename; no shared change." + "reason": "#6800 adds a torchvision availability helper; #6989 only adds `peft` to a benchmark workflow. Different scope and no shared bug." }, { - "left": "pull_request:7087", - "right": "pull_request:7510", + "left": "pull_request:6800", + "right": "pull_request:7259", "accept": false, - "reason": "SVD documentation improvements vs VAE tiling OOM fix; same general model family but not the same bug." + "reason": "#6800 is a utility/import availability fix; #7259 introduces TCD docs and navigation. No common code-path problem." }, { - "left": "pull_request:7653", - "right": "pull_request:7720", + "left": "pull_request:6800", + "right": "pull_request:7709", "accept": false, - "reason": "Decorator fix and dead-code removal are different maintenance changes." + "reason": "#6800 affects import utilities; #7709 changes a push-tests workflow and container privileges. Unrelated." }, { - "left": "pull_request:7720", - "right": "pull_request:78", + "left": "pull_request:6800", + "right": "pull_request:8483", "accept": false, - "reason": "Dead-code cleanup/f-string fix vs UNet mid-block structural fix." + "reason": "#6800 is a small utility addition; #8483 is a major SD3 feature landing. Not the same fix or change." }, { - "left": "pull_request:78", - "right": "pull_request:802", + "left": "pull_request:6800", + "right": "pull_request:8705", "accept": false, - "reason": "Core UNet architectural fix vs a docs indentation fix; unrelated." + "reason": "#6800 is about torchvision detection; #8705 adds a benchmarking Docker container. Different infrastructure concerns." }, { - "left": "pull_request:8268", - "right": "pull_request:8272", + "left": "pull_request:6837", + "right": "pull_request:8607", "accept": false, - "reason": "Two unrelated docs/error-message cleanups." + "reason": "#6837 only tweaks example import order in i2vgen-xl docs; #8607 adds TAESD3 docs. Both docs-related, but unrelated models/topics." }, { - "left": "pull_request:8378", - "right": "pull_request:8419", + "left": "pull_request:688", + "right": "pull_request:822", "accept": false, - "reason": "AsymmetricAutoencoderKL forward fix and community download migration are unrelated." + "reason": "#688 fixes Flax/PyTorch import handling; #822 updates the Flax scheduler API and latents scaling. Different functional issues." }, { - "left": "pull_request:8419", - "right": "pull_request:8425", + "left": "pull_request:689", + "right": "pull_request:978", "accept": false, - "reason": "Cached-download migration and workflow renaming are different maintenance changes." + "reason": "#689 changes attention internals for performance; #978 is typo/doc cleanup across examples and pipeline docs. No shared bug." }, { - "left": "pull_request:8425", - "right": "pull_request:8426", + "left": "pull_request:6904", + "right": "pull_request:8688", "accept": false, - "reason": "Workflow rename and workflow dependency/install changes are distinct edits, not one underlying fix." + "reason": "#6904 adds PIL image support in `load_image`; #8688 fixes DoRA detection in LoRA conversion. Both are loader utilities, but they address different input paths and bugs." }, { - "left": "pull_request:8481", - "right": "pull_request:8483", + "left": "pull_request:693", + "right": "pull_request:75", "accept": false, - "reason": "Image-processor validation messaging fix is not the same as the large SD3 feature addition." + "reason": "#693 only corrects a BibTeX citation; #75 changes attention/unet implementation for Glide. Completely different artifact types and intent." }, { - "left": "pull_request:8483", - "right": "pull_request:8491", + "left": "pull_request:6989", + "right": "pull_request:8990", "accept": false, - "reason": "SD3 feature add and DualTransformer import relocation are related only by package plumbing, not the same concrete change." + "reason": "#6989 updates a benchmark workflow dependency list; #8990 adds the StableDiffusionXLControlNetPAGImg2Img pipeline and tests. Infrastructure vs model feature." }, { - "left": "pull_request:8654", - "right": "pull_request:8656", + "left": "pull_request:6998", + "right": "pull_request:8920", "accept": false, - "reason": "SD3 docs and sharded-checkpoint fixes are unrelated." + "reason": "Both are docs fixes, but #6998 only changes a callout marker in the IP-Adapter guide while #8920 makes small PAG guide edits. Different guide pages and no shared bug." } ] }, @@ -176097,29 +176279,16 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 234, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 235, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:6754", - "pull_request:6759", - "pull_request:6765", - "pull_request:678", - "pull_request:6800", - "pull_request:6837", - "pull_request:688", - "pull_request:689", - "pull_request:6904", - "pull_request:6929", - "pull_request:693", - "pull_request:6989", - "pull_request:6998", "pull_request:7", "pull_request:7024", "pull_request:7034", @@ -176132,47 +176301,44 @@ "pull_request:7212", "pull_request:7213", "pull_request:7259", - "pull_request:7307", + "pull_request:7339", "pull_request:74", - "pull_request:75", + "pull_request:7458", + "pull_request:7464", + "pull_request:7472", + "pull_request:748", + "pull_request:7510", + "pull_request:7520", + "pull_request:7564", + "pull_request:7594", "pull_request:7618", + "pull_request:7627", "pull_request:7709", + "pull_request:774", + "pull_request:7778", "pull_request:78", "pull_request:79", - "pull_request:822", + "pull_request:7913", + "pull_request:819", + "pull_request:8224", "pull_request:824", "pull_request:8412", + "pull_request:8426", "pull_request:8452", - "pull_request:8483", + "pull_request:8491", "pull_request:8607", "pull_request:8684", "pull_request:8688", - "pull_request:8705", "pull_request:8836", - "pull_request:8920", "pull_request:8990", + "pull_request:9036", "pull_request:9065", - "pull_request:921", - "pull_request:978", + "pull_request:9116", + "pull_request:9251", + "pull_request:9463", "pull_request:979" ], "soft_pairs": [ - "pull_request:6754|pull_request:7307", - "pull_request:6759|pull_request:6929", - "pull_request:6765|pull_request:7307", - "pull_request:678|pull_request:921", - "pull_request:6800|pull_request:6989", - "pull_request:6800|pull_request:7259", - "pull_request:6800|pull_request:7709", - "pull_request:6800|pull_request:8483", - "pull_request:6800|pull_request:8705", - "pull_request:6837|pull_request:8607", - "pull_request:688|pull_request:822", - "pull_request:689|pull_request:978", - "pull_request:6904|pull_request:8688", - "pull_request:693|pull_request:75", - "pull_request:6989|pull_request:8990", - "pull_request:6998|pull_request:8920", "pull_request:7|pull_request:74", "pull_request:7|pull_request:79", "pull_request:7|pull_request:979", @@ -176187,222 +176353,231 @@ "pull_request:718|pull_request:78", "pull_request:7212|pull_request:8836", "pull_request:7213|pull_request:8412", - "pull_request:7259|pull_request:8990" + "pull_request:7259|pull_request:8990", + "pull_request:7339|pull_request:7778", + "pull_request:7458|pull_request:9251", + "pull_request:7464|pull_request:8426", + "pull_request:7464|pull_request:8491", + "pull_request:7472|pull_request:9036", + "pull_request:748|pull_request:819", + "pull_request:7510|pull_request:9036", + "pull_request:7510|pull_request:9116", + "pull_request:7520|pull_request:9463", + "pull_request:7564|pull_request:9036", + "pull_request:7564|pull_request:9116", + "pull_request:7594|pull_request:8224", + "pull_request:7627|pull_request:7913", + "pull_request:7709|pull_request:8990", + "pull_request:774|pull_request:78" ], - "prepared_review_unit_hash": "5fdcab6a8ccd9fa9e2b29c7fe9f23b5c3db6bae9e0b8171de9bdf14cccebbae5", + "prepared_review_unit_hash": "eaf255858bfd31b8bbe7d39ec1e08b2525568c429f32a17c9af246a1ae60eaeb", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 98478, - "estimated_input_tokens": 24620, - "estimated_eval_tokens": 49496 + "soft_pair_count": 30, + "serialized_chars": 94884, + "estimated_input_tokens": 23721, + "estimated_eval_tokens": 47698 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: the soft pairs share at most a broad subsystem (docs, attention, single-file loading, workflows) but not the same concrete bug or change. I would not merge any of the PR pairs as duplicates.", - "confidence": 0.93, + "summary": "This cluster is a false-positive mix of unrelated PRs spanning model code, docs, CI/workflows, tests, and small utility fixes. None of the proposed soft edges appear to be the same underlying bug or change.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a clear canonical duplicate target here; the items span unrelated fixes, docs updates, and feature additions across different code paths.", + "canonical_pr_reason": "No canonical PR: there is no single underlying fix here, just a heterogeneous set of unrelated changes.", "best_issue_reason": null, - "best_pr_reason": "PR 8483 is the strongest standalone reference point because it is a large, well-scoped feature PR with explicit issue linkage and broad code coverage, even though it is not a duplicate of the other items.", + "best_pr_reason": "No best PR candidate for duplicate triage; the cluster is not centered on one concrete code-path or feature change.", "soft_edge_verdicts": [ { - "left": "pull_request:6754", - "right": "pull_request:7307", + "left": "pull_request:7", + "right": "pull_request:74", "accept": false, - "reason": "Different features in unrelated files: diffusion DPO training loss fix vs a TensorRT community script update." + "reason": "VQModel addition vs Grad-TTS mid-block change; unrelated model features." }, { - "left": "pull_request:6759", - "right": "pull_request:6929", + "left": "pull_request:7", + "right": "pull_request:79", "accept": false, - "reason": "Both touch examples, but one fixes InstantID prompt image embedding handling and the other adds community-pipeline docs/support." + "reason": "Shared init exports only; VQModel addition and unconditional image generation are different changes." }, { - "left": "pull_request:6765", - "right": "pull_request:7307", + "left": "pull_request:7", + "right": "pull_request:979", "accept": false, - "reason": "Unrelated subsystems: hub/cache path handling vs a TensorRT example update." + "reason": "Model addition vs README import fix; not the same bug/change." }, { - "left": "pull_request:678", - "right": "pull_request:921", + "left": "pull_request:7024", + "right": "pull_request:8607", "accept": false, - "reason": "The shared filenames are only broad Stable Diffusion pipeline docs/code; the actual changes are from different eras and different goals." + "reason": "Separate docs for AnimateLCM and TAESD3; different pipelines and topics." }, { - "left": "pull_request:6800", - "right": "pull_request:6989", + "left": "pull_request:7034", + "right": "pull_request:8452", "accept": false, - "reason": "Import utility exposure vs benchmark workflow dependency changes are unrelated." + "reason": "Both touch single_file_utils, but one fixes ControlNet dtype loading and the other relaxes CLIP load strictness; different code paths." }, { - "left": "pull_request:6800", - "right": "pull_request:7259", + "left": "pull_request:705", + "right": "pull_request:824", "accept": false, - "reason": "A utility availability helper is not the same change as adding TCD docs." + "reason": "CI CUDA workflow changes vs Flax test setup; unrelated." }, { - "left": "pull_request:6800", - "right": "pull_request:7709", + "left": "pull_request:7077", + "right": "pull_request:8836", "accept": false, - "reason": "Torchvision availability export and Docker/CI Tailscale support are separate concerns." + "reason": "Different attention bugs: IPAdapter head reshaping vs sliced attention loop bounds." }, { - "left": "pull_request:6800", - "right": "pull_request:8483", + "left": "pull_request:7113", + "right": "pull_request:9065", "accept": false, - "reason": "Adding an availability helper is unrelated to the Stable Diffusion 3 feature PR." + "reason": "Docker CI Slack notification workflow vs sentencepiece optional dependency wiring; unrelated." }, { - "left": "pull_request:6800", - "right": "pull_request:8705", + "left": "pull_request:7134", + "right": "pull_request:8684", "accept": false, - "reason": "Import-utility plumbing and a benchmarking Docker image are different changes." + "reason": "Type-hint/doc cleanup in UNet vs Pillow import fix in a pipeline docstring; unrelated." }, { - "left": "pull_request:6837", - "right": "pull_request:8607", + "left": "pull_request:7156", + "right": "pull_request:7618", "accept": false, - "reason": "Both are docs tweaks, but for different models and different capabilities; not the same underlying change." + "reason": "Stalebot label handling vs CPU offload slow-test fix; different subsystems." }, { - "left": "pull_request:688", - "right": "pull_request:822", + "left": "pull_request:7156", + "right": "pull_request:8688", "accept": false, - "reason": "Flax-without-Torch import handling is a different bug from the Flax scheduler API update." + "reason": "Stalebot utility change vs LoRA DoRA conversion fix; unrelated." }, { - "left": "pull_request:689", - "right": "pull_request:978", + "left": "pull_request:718", + "right": "pull_request:78", "accept": false, - "reason": "A performance fix in attention code is unrelated to typo/doc wording cleanup." + "reason": "Typos/docs cleanup vs mid-block implementation fix; not the same change." }, { - "left": "pull_request:6904", - "right": "pull_request:8688", + "left": "pull_request:7212", + "right": "pull_request:8836", "accept": false, - "reason": "Image-loading support for PIL objects is unrelated to LoRA DoRA conversion fixes." + "reason": "TemporalBasicTransformerBlock cleanup vs sliced attention processor bug; different components." }, { - "left": "pull_request:693", - "right": "pull_request:75", + "left": "pull_request:7213", + "right": "pull_request:8412", "accept": false, - "reason": "BibTeX citation formatting and Glide attention behavior are unrelated." + "reason": "Docs for merging LoRAs vs single-file loading docs; related theme but not the same change." }, { - "left": "pull_request:6989", + "left": "pull_request:7259", "right": "pull_request:8990", "accept": false, - "reason": "Benchmark workflow dependency tweaks and a new PAG pipeline are unrelated." - }, - { - "left": "pull_request:6998", - "right": "pull_request:8920", - "accept": false, - "reason": "Two separate doc callout edits in different guides; not the same content or bug." + "reason": "TCD docs addition vs PAG img2img pipeline implementation; different features." }, { - "left": "pull_request:7", - "right": "pull_request:74", + "left": "pull_request:7339", + "right": "pull_request:7778", "accept": false, - "reason": "An initial VQ-VAE addition and a Grad-TTS mid-block change are different features." + "reason": "Release workflow dependency fix vs debugging SSH workflow; unrelated CI changes." }, { - "left": "pull_request:7", - "right": "pull_request:79", + "left": "pull_request:7458", + "right": "pull_request:9251", "accept": false, - "reason": "VQ-VAE addition is not the same underlying feature as adding unconditional image generation." + "reason": "Python 3.12 test skipping vs patch-branch test triggering; different test-infra concerns." }, { - "left": "pull_request:7", - "right": "pull_request:979", + "left": "pull_request:7464", + "right": "pull_request:8426", "accept": false, - "reason": "Model code addition vs a README import fix are unrelated." + "reason": "LDM3D example import fix vs mirror community pipeline workflow; unrelated." }, { - "left": "pull_request:7024", - "right": "pull_request:8607", + "left": "pull_request:7464", + "right": "pull_request:8491", "accept": false, - "reason": "AnimateLCM docs and TAESD3 docs are separate model/tutorial additions." + "reason": "LDM3D example fix vs DualTransformer2D import path fix; unrelated." }, { - "left": "pull_request:7034", - "right": "pull_request:8452", + "left": "pull_request:7472", + "right": "pull_request:9036", "accept": false, - "reason": "Both are in single-file loading, but they fix different code paths: ControlNet meta-loading vs CLIP state-dict strictness." + "reason": "Broken link in examples README vs nightly dependency install fix; unrelated." }, { - "left": "pull_request:705", - "right": "pull_request:824", + "left": "pull_request:748", + "right": "pull_request:819", "accept": false, - "reason": "CI workflow/testing infrastructure changes are unrelated to Flax test support." + "reason": "Training push_to_hub API fix vs DDIM timestep int64 fix; different bugs." }, { - "left": "pull_request:7077", - "right": "pull_request:8836", + "left": "pull_request:7510", + "right": "pull_request:9036", "accept": false, - "reason": "Both touch attention processor code, but one fixes IP-Adapter head reshaping while the other fixes sliced-attention loop bounds." + "reason": "VAE tiling OOM fix vs nightly deps workflow fix; unrelated." }, { - "left": "pull_request:7113", - "right": "pull_request:9065", + "left": "pull_request:7510", + "right": "pull_request:9116", "accept": false, - "reason": "Slack notifications for Docker CI and sentencepiece dependency gating are unrelated." + "reason": "VAE tiling OOM fix vs dead-link docs fix; unrelated." }, { - "left": "pull_request:7134", - "right": "pull_request:8684", + "left": "pull_request:7520", + "right": "pull_request:9463", "accept": false, - "reason": "UNet type-hint cleanup and a Pillow import docs fix are different edits." + "reason": "HD-Painter pipeline addition vs PAG img2img support; different features." }, { - "left": "pull_request:7156", - "right": "pull_request:7618", + "left": "pull_request:7564", + "right": "pull_request:9036", "accept": false, - "reason": "Stalebot label handling and CPU offload slow-test fixes are unrelated." + "reason": "Test fixes/cpu offload changes vs nightly dependency workflow fix; unrelated." }, { - "left": "pull_request:7156", - "right": "pull_request:8688", + "left": "pull_request:7564", + "right": "pull_request:9116", "accept": false, - "reason": "Stalebot logic and LoRA conversion logic do not address the same bug." + "reason": "Test fixes vs dead-link docs fix; unrelated." }, { - "left": "pull_request:718", - "right": "pull_request:78", + "left": "pull_request:7594", + "right": "pull_request:8224", "accept": false, - "reason": "Typos/docs cleanup and mid-block architecture fixes are unrelated." + "reason": "Callback docs bugfix vs DeepFloyd training docs; unrelated documentation changes." }, { - "left": "pull_request:7212", - "right": "pull_request:8836", + "left": "pull_request:7627", + "right": "pull_request:7913", "accept": false, - "reason": "Different attention bugs: duplicate code removal in a transformer block vs a slicing loop off-by-one." + "reason": "Playground img2img pipeline fix vs custom timesteps/sigmas support; different pipeline behaviors." }, { - "left": "pull_request:7213", - "right": "pull_request:8412", + "left": "pull_request:7709", + "right": "pull_request:8990", "accept": false, - "reason": "Merge-LoRAs docs and single-file usage docs are distinct documentation topics." + "reason": "Tailscale CI workflow addition vs PAG pipeline implementation; unrelated." }, { - "left": "pull_request:7259", - "right": "pull_request:8990", + "left": "pull_request:774", + "right": "pull_request:78", "accept": false, - "reason": "TCD intro docs and PAG pipeline implementation/docs are separate features." + "reason": "Test tolerance tweak vs mid-block code fix; not the same bug." } ] }, @@ -176416,81 +176591,65 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 235, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 236, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:7339", - "pull_request:7458", - "pull_request:7464", - "pull_request:7472", - "pull_request:748", - "pull_request:7510", - "pull_request:7520", - "pull_request:7564", - "pull_request:7594", - "pull_request:7627", - "pull_request:7709", - "pull_request:774", - "pull_request:7778", "pull_request:7790", "pull_request:7791", - "pull_request:78", "pull_request:7857", - "pull_request:7913", "pull_request:7919", "pull_request:7938", "pull_request:7977", "pull_request:800", - "pull_request:819", - "pull_request:8224", "pull_request:8225", "pull_request:824", "pull_request:828", "pull_request:8298", "pull_request:8310", "pull_request:8386", + "pull_request:839", + "pull_request:842", "pull_request:8426", "pull_request:8467", "pull_request:8478", + "pull_request:8481", + "pull_request:8483", "pull_request:8491", + "pull_request:8521", + "pull_request:8522", + "pull_request:8583", + "pull_request:8607", + "pull_request:8618", "pull_request:8652", + "pull_request:8656", + "pull_request:8685", + "pull_request:8705", "pull_request:8836", + "pull_request:8978", "pull_request:8990", "pull_request:9015", "pull_request:9036", "pull_request:904", + "pull_request:9077", "pull_request:9116", - "pull_request:9251", - "pull_request:9463", + "pull_request:9249", "pull_request:9536", + "pull_request:9592", "pull_request:9649", + "pull_request:9662", "pull_request:9684", "pull_request:9721", + "pull_request:9739", "pull_request:9769" ], "soft_pairs": [ - "pull_request:7339|pull_request:7778", - "pull_request:7458|pull_request:9251", - "pull_request:7464|pull_request:8426", - "pull_request:7464|pull_request:8491", - "pull_request:7472|pull_request:9036", - "pull_request:748|pull_request:819", - "pull_request:7510|pull_request:9036", - "pull_request:7510|pull_request:9116", - "pull_request:7520|pull_request:9463", - "pull_request:7564|pull_request:9036", - "pull_request:7564|pull_request:9116", - "pull_request:7594|pull_request:8224", - "pull_request:7627|pull_request:7913", - "pull_request:7709|pull_request:8990", - "pull_request:774|pull_request:78", "pull_request:7790|pull_request:8467", "pull_request:7791|pull_request:8836", "pull_request:7857|pull_request:9649", @@ -176504,297 +176663,301 @@ "pull_request:824|pull_request:828", "pull_request:8298|pull_request:8652", "pull_request:8310|pull_request:8478", - "pull_request:8386|pull_request:9536" + "pull_request:8386|pull_request:9536", + "pull_request:839|pull_request:842", + "pull_request:8426|pull_request:9739", + "pull_request:8481|pull_request:9036", + "pull_request:8483|pull_request:8990", + "pull_request:8491|pull_request:9077", + "pull_request:8491|pull_request:9739", + "pull_request:8521|pull_request:8978", + "pull_request:8522|pull_request:9662", + "pull_request:8583|pull_request:8607", + "pull_request:8607|pull_request:8618", + "pull_request:8607|pull_request:9249", + "pull_request:8656|pull_request:9077", + "pull_request:8656|pull_request:9739", + "pull_request:8685|pull_request:9592", + "pull_request:8705|pull_request:8990" ], - "prepared_review_unit_hash": "f34d81c70d4904e242f7aff0bb3a64584e8d6823e22725d2df5be7c028cda072", + "prepared_review_unit_hash": "de9dc122a20b999e4033753bb0c59b040014d3913c17a85aa344ff46acaa0bd3", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 101009, - "estimated_input_tokens": 25253, - "estimated_eval_tokens": 50762 + "serialized_chars": 98406, + "estimated_input_tokens": 24602, + "estimated_eval_tokens": 49460 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated PRs across docs, CI/workflows, tests, loaders, schedulers, and feature additions. I found no true duplicate pairs; the soft links are mostly superficial file/subsystem similarity.", - "confidence": 0.97, + "summary": "Mostly heterogeneous PRs with only one clearly related pair; there is no meaningful duplicate cluster here beyond a few weak thematic overlaps.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 9769 is the strongest single representative if one must be chosen: it is a large, coherent feature addition with an explicit issue target and broad but internally consistent code/docs changes.", + "canonical_pr_reason": "No single canonical PR stands out: the set mixes unrelated docs, tests, workflows, and feature additions, so there is no strong duplicate anchor.", "best_issue_reason": null, - "best_pr_reason": "PR 9769 is the best standalone PR in the set: substantial scope, clear feature intent, explicit tracking issue, and well-scoped implementation.", + "best_pr_reason": "No strong global best PR for duplicate triage; if forced, the broadest feature PRs are the most representative, but none is a good canonical duplicate target.", "soft_edge_verdicts": [ { - "left": "pull_request:7339", - "right": "pull_request:7778", + "left": "pull_request:7790", + "right": "pull_request:8467", "accept": false, - "reason": "Different CI/workflow changes: release dependency install vs SSH debugging workflow. No shared bug or mergeable code path." + "reason": "Different pipelines and different bugs; only a loose SDXL/SEGA theme overlap." }, { - "left": "pull_request:7458", - "right": "pull_request:9251", + "left": "pull_request:7791", + "right": "pull_request:8836", "accept": false, - "reason": "One skips Dynamo tests on Python 3.12; the other changes which branches trigger fast tests. Both are test infra, but not the same underlying change." + "reason": "IP-Adapter AnimateDiff creation fix vs sliced attention loop bug are unrelated." }, { - "left": "pull_request:7464", - "right": "pull_request:8426", + "left": "pull_request:7857", + "right": "pull_request:9649", "accept": false, - "reason": "Unrelated: an example import path fix versus mirror-community workflow dependency setup." + "reason": "Docs for PixArtSigma vs scheduler return behavior in DDIM are unrelated." }, { - "left": "pull_request:7464", - "right": "pull_request:8491", + "left": "pull_request:7919", + "right": "pull_request:9684", "accept": false, - "reason": "Unrelated: community example import fix versus core model import structure fix." + "reason": "Offload/device_map behavior and CogVideoX VAE batching address different code paths." }, { - "left": "pull_request:7472", - "right": "pull_request:9036", + "left": "pull_request:7919", + "right": "pull_request:9769", "accept": false, - "reason": "Broken link in examples README versus nightly dependency install fix. Different files and problems." + "reason": "Offload behavior fix vs Mochi model/pipeline addition are unrelated." }, { - "left": "pull_request:748", - "right": "pull_request:819", + "left": "pull_request:7938", + "right": "pull_request:9721", "accept": false, - "reason": "Example push_to_hub bug fix versus DDIM timestep dtype fix. Different code paths and eras." + "reason": "Both touch Docker/workflows, but one changes Slack reporting and the other pins torch versions." }, { - "left": "pull_request:7510", + "left": "pull_request:7977", "right": "pull_request:9036", "accept": false, - "reason": "OOM fix for a VAE tiling test versus nightly dependency setup; unrelated." + "reason": "A typo fix in docs is unrelated to nightly dependency installation." }, { - "left": "pull_request:7510", + "left": "pull_request:7977", "right": "pull_request:9116", "accept": false, - "reason": "Test OOM fix versus dead-link docs fix. No shared underlying change." + "reason": "Both are docs-only, but they fix different issues (typo vs dead link)." }, { - "left": "pull_request:7520", - "right": "pull_request:9463", + "left": "pull_request:800", + "right": "pull_request:904", "accept": false, - "reason": "Adding HD-Painter community pipeline versus adding PAG support for SD Img2Img. Distinct features." + "reason": "Very old VQ Diffusion work vs stable diffusion inpainting are unrelated." }, { - "left": "pull_request:7564", - "right": "pull_request:9036", + "left": "pull_request:8225", + "right": "pull_request:9015", "accept": false, - "reason": "AnimateDiff test fixes versus nightly dependency workflow changes. Not the same issue." + "reason": "Checkpoint upload ignore patterns vs PIA example docs are unrelated." }, { - "left": "pull_request:7564", - "right": "pull_request:9116", + "left": "pull_request:824", + "right": "pull_request:828", "accept": false, - "reason": "AnimateDiff test fixes versus a docs link fix. Unrelated." + "reason": "Both are Flax test-related, but one modifies pipeline/test infra and the other only adjusts tests; not the same bug or change." }, { - "left": "pull_request:7594", - "right": "pull_request:8224", + "left": "pull_request:8298", + "right": "pull_request:8652", "accept": false, - "reason": "Both touch docs, but one fixes callback usage and the other adds DeepFloyd training docs. Different documentation topics and purposes." + "reason": "CLI env platform-info cleanup vs Lumina feature addition are unrelated." }, { - "left": "pull_request:7627", - "right": "pull_request:7913", + "left": "pull_request:8310", + "right": "pull_request:8478", "accept": false, - "reason": "Playground img2img latent handling fix versus adding custom timesteps/sigmas for ControlNet SDXL. Different pipeline bugs." + "reason": "HunyuanDiT refactor and HunyuanDiT ControlNet/pipeline addition are separate changes, not one fix." }, { - "left": "pull_request:7709", - "right": "pull_request:8990", + "left": "pull_request:8386", + "right": "pull_request:9536", "accept": false, - "reason": "Tailscale workflow addition versus adding PAG img2img support. Workflow/CI change, not the same feature or bug." + "reason": "Test input-shape cleanup vs ChatGLM tokenizer padding fix are unrelated." }, { - "left": "pull_request:774", - "right": "pull_request:78", + "left": "pull_request:839", + "right": "pull_request:842", "accept": false, - "reason": "A small tests fix versus a historic mid-block architecture refactor. Not the same underlying change." + "reason": "Different cleanup patches in different areas; not the same underlying change." }, { - "left": "pull_request:7790", - "right": "pull_request:8467", + "left": "pull_request:8426", + "right": "pull_request:9739", "accept": false, - "reason": "Community pipeline addition versus SEGA pipeline fix. Different pipelines and goals." + "reason": "Mirror-pipeline workflow change vs SD3 single-file docs/code are unrelated." }, { - "left": "pull_request:7791", - "right": "pull_request:8836", + "left": "pull_request:8481", + "right": "pull_request:9036", "accept": false, - "reason": "AnimateDiff IP-Adapter creation support versus sliced attention loop bugfix. Related broad area, but different concrete problems." + "reason": "Image processor error message fix and nightly deps update are unrelated." }, { - "left": "pull_request:7857", - "right": "pull_request:9649", + "left": "pull_request:8483", + "right": "pull_request:8990", "accept": false, - "reason": "PixArtSigma docs addition versus scheduler return_tuple/API behavior fixes. Docs and pipeline docs are not the same change." + "reason": "SD3 core feature vs SDXL ControlNet PAG Img2Img are different model features and code paths." }, { - "left": "pull_request:7919", - "right": "pull_request:9684", + "left": "pull_request:8491", + "right": "pull_request:9077", "accept": false, - "reason": "Offload behavior fix for loaders versus CogVideoX VAE batching optimization. Different subsystems and defects." + "reason": "Import-path fix and typo fixes are not the same concrete issue." }, { - "left": "pull_request:7919", - "right": "pull_request:9769", + "left": "pull_request:8491", + "right": "pull_request:9739", "accept": false, - "reason": "Offload behavior fix versus adding Mochi T2V support. Different code paths and not mergeable into one PR." + "reason": "Both mention fixes, but they touch different files and problems; no shared bug." }, { - "left": "pull_request:7938", - "right": "pull_request:9721", + "left": "pull_request:8521", + "right": "pull_request:8978", "accept": false, - "reason": "Docker build status reporting workflow versus pinning torch versions in Dockerfiles. Same broad infra area, but distinct changes." + "reason": "Requirement file formatting vs a large example update are unrelated." }, { - "left": "pull_request:7977", - "right": "pull_request:9036", + "left": "pull_request:8522", + "right": "pull_request:9662", "accept": false, - "reason": "Docs typo fix versus nightly dependency install fix. Unrelated." + "reason": "Both touch transformers versions, but one changes install requirements and the other a test version gate; not a duplicate fix." }, { - "left": "pull_request:7977", - "right": "pull_request:9116", + "left": "pull_request:8583", + "right": "pull_request:8607", "accept": false, - "reason": "Different docs fixes on different pages; no shared underlying bug." + "reason": "XFormers support in SD3 and TAESD3 docs are separate feature areas." }, { - "left": "pull_request:800", - "right": "pull_request:904", - "accept": false, - "reason": "A WIP VQ Diffusion port versus Stable Diffusion inpainting implementation. Completely different features." + "left": "pull_request:8607", + "right": "pull_request:8618", + "accept": true, + "reason": "Same SD3 TAESD3 shift_factor change: the docs example and the code support line up on the same feature." }, { - "left": "pull_request:8225", - "right": "pull_request:9015", + "left": "pull_request:8607", + "right": "pull_request:9249", "accept": false, - "reason": "Ignore checkpoints during upload versus fixing a PIA example in docs. Training upload behavior and docs example are unrelated." + "reason": "TAESD3 docs vs SD3 ControlNet example are unrelated." }, { - "left": "pull_request:824", - "right": "pull_request:828", + "left": "pull_request:8656", + "right": "pull_request:9077", "accept": false, - "reason": "Both are Flax test PRs and touch the same file, but one adds a test and the other completes existing tests; they are adjacent maintenance changes, not the same concrete bug or change." + "reason": "Shard-checkpoint fix vs typo cleanup are unrelated." }, { - "left": "pull_request:8298", - "right": "pull_request:8652", + "left": "pull_request:8656", + "right": "pull_request:9739", "accept": false, - "reason": "CLI env output simplification versus adding Lumina-T2X. Different subsystems and scopes." + "reason": "Shard-checkpoint fix and single-file SD3 docs/code are unrelated." }, { - "left": "pull_request:8310", - "right": "pull_request:8478", + "left": "pull_request:8685", + "right": "pull_request:9592", "accept": false, - "reason": "Both are HunyuanDiT-related, but one is a model refactor and the other adds controlnet/pipeline pieces. Too broad to treat as the same underlying change." + "reason": "Float8 note in SD3 docs vs Flax docstring refactor are unrelated." }, { - "left": "pull_request:8386", - "right": "pull_request:9536", + "left": "pull_request:8705", + "right": "pull_request:8990", "accept": false, - "reason": "Test refactors using output_shape versus a tokenizer padding-side fix. Unrelated test versus model code change." + "reason": "Benchmarking docker container addition is unrelated to the SDXL PAG pipeline." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The one accepted pair (8607, 8618) is a plausible same-feature docs/code match around TAESD3 shift_factor, and the other rejections do not overclaim duplicate evidence. The summary is also appropriately cautious about the rest of the set being heterogeneous." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 236, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 237, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:10364", + "pull_request:10365", + "pull_request:10783", + "pull_request:10889", + "pull_request:11395", + "pull_request:11426", + "pull_request:11427", + "pull_request:11491", + "pull_request:11492", + "pull_request:11744", + "pull_request:11783", + "pull_request:5065", + "pull_request:5066", "pull_request:5299", "pull_request:5312", "pull_request:5910", "pull_request:5911", "pull_request:6195", + "pull_request:6525", "pull_request:6532", "pull_request:6534", + "pull_request:6555", + "pull_request:6556", "pull_request:6721", "pull_request:7030", "pull_request:7031", + "pull_request:7052", + "pull_request:7307", "pull_request:7613", "pull_request:7615", - "pull_request:839", - "pull_request:842", - "pull_request:8426", - "pull_request:8481", - "pull_request:8483", - "pull_request:8491", - "pull_request:8521", - "pull_request:8522", - "pull_request:8583", - "pull_request:8607", - "pull_request:8618", - "pull_request:8656", - "pull_request:8685", - "pull_request:8705", + "pull_request:7865", + "pull_request:7898", "pull_request:8737", "pull_request:8779", "pull_request:8851", - "pull_request:8978", "pull_request:8990", - "pull_request:9036", "pull_request:9070", - "pull_request:9077", "pull_request:9083", "pull_request:9130", "pull_request:9196", - "pull_request:9249", "pull_request:9426", "pull_request:9569", - "pull_request:9592", + "pull_request:9583", "pull_request:9658", - "pull_request:9662", - "pull_request:9739", + "pull_request:9724", "pull_request:9934", "pull_request:9938", "pull_request:9994" ], "soft_pairs": [ - "pull_request:839|pull_request:842", - "pull_request:8426|pull_request:9739", - "pull_request:8481|pull_request:9036", - "pull_request:8483|pull_request:8990", - "pull_request:8491|pull_request:9077", - "pull_request:8491|pull_request:9739", - "pull_request:8521|pull_request:8978", - "pull_request:8522|pull_request:9662", - "pull_request:8583|pull_request:8607", - "pull_request:8607|pull_request:8618", - "pull_request:8607|pull_request:9249", - "pull_request:8656|pull_request:9077", - "pull_request:8656|pull_request:9739", - "pull_request:8685|pull_request:9592", - "pull_request:8705|pull_request:8990", "pull_request:8737|pull_request:9070", "pull_request:8779|pull_request:9569", "pull_request:8851|pull_request:9934", @@ -176808,210 +176971,240 @@ "pull_request:7613|pull_request:7615", "pull_request:5910|pull_request:5911", "pull_request:6195|pull_request:6721", - "pull_request:5299|pull_request:5312" + "pull_request:5299|pull_request:5312", + "pull_request:11426|pull_request:11427", + "pull_request:5065|pull_request:5066", + "pull_request:7865|pull_request:7898", + "pull_request:6555|pull_request:6556", + "pull_request:6534|pull_request:6555", + "pull_request:6525|pull_request:6555", + "pull_request:6532|pull_request:6555", + "pull_request:6525|pull_request:6532", + "pull_request:6525|pull_request:6534", + "pull_request:11395|pull_request:11491", + "pull_request:10364|pull_request:10365", + "pull_request:9583|pull_request:9724", + "pull_request:6534|pull_request:6556", + "pull_request:6532|pull_request:6556", + "pull_request:7052|pull_request:7307", + "pull_request:10783|pull_request:10889", + "pull_request:11491|pull_request:11492", + "pull_request:11744|pull_request:11783" ], - "prepared_review_unit_hash": "881206149f01e585aa5333b565b2732daca54bb520c67e8b8001737caa9e0e21", + "prepared_review_unit_hash": "9fdbe5fed187c1c14097a2587c8430e7d64991e252f7206004242c208cc7fb8f", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 95691, - "estimated_input_tokens": 23923, - "estimated_eval_tokens": 48102 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 104603, + "estimated_input_tokens": 26151, + "estimated_eval_tokens": 52558 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "A few pairs are true duplicates of the same feature/fix (notably IPAdapterFull, AnimateDiff SDXL, ControlNet IP-Adapter loading, and some docs/typehint cleanups), but most soft edges are only title/subsystem similarity across unrelated scripts, docs, or CI changes.", - "confidence": 0.94, + "summary": "The set is not one monolithic duplicate cluster; it breaks into several independent PR families (compile-compat training scripts, interpolation defaults, IP-Adapter/AnimateDiff pipeline features, docs cleanup, etc.). I accepted only pairs that clearly share the same concrete change or the same code-path fix, and rejected cross-topic or merely same-subsystem pairs.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is the global canonical across this mixed set; the accepted duplicate pairs each have their own merged head PR, and the fuller merged PR should be preferred within each pair.", + "canonical_pr_reason": "No single canonical PR spans the whole set: the items are split across multiple unrelated feature/fix families, so any one PR would only be a local representative.", "best_issue_reason": null, - "best_pr_reason": "PR 5911 is the strongest representative overall: it is the merged, complete IPAdapterFull implementation with docs and tests, and it clearly subsumes the draft 5910 counterpart.", + "best_pr_reason": "No global best PR exists across the full set. The best representative is only meaningful within each subcluster (for example, the merged, code-complete PRs like 5911, 6721, or 10889 within their own families).", "soft_edge_verdicts": [ { - "left": "pull_request:839", - "right": "pull_request:842", + "left": "pull_request:8737", + "right": "pull_request:9070", "accept": false, - "reason": "Both are small unrelated docs/test edits with no shared bug or code path." + "reason": "Unrelated changes: CI/workflow and docs noise versus a new FLUX img2img pipeline." }, { - "left": "pull_request:8426", - "right": "pull_request:9739", + "left": "pull_request:8779", + "right": "pull_request:9569", "accept": false, - "reason": "One changes CI artifact upload, the other adds SD3 docs for float8; unrelated changes." + "reason": "Different code paths and problems: SD3 img2img test tweak versus CogVideoX autoencoder decode fix." }, { - "left": "pull_request:8481", - "right": "pull_request:9036", + "left": "pull_request:8851", + "right": "pull_request:9934", "accept": false, - "reason": "Image input error-message wording and nightly dependency setup are unrelated." + "reason": "Different documentation additions for different models/pipelines; not the same underlying change." }, { - "left": "pull_request:8483", - "right": "pull_request:8990", + "left": "pull_request:8990", + "right": "pull_request:9130", "accept": false, - "reason": "SD3 model/docs changes vs a PAG ControlNet SDXL img2img pipeline; different features." + "reason": "PAG pipeline feature versus textual inversion README example; unrelated artifacts." }, { - "left": "pull_request:8491", - "right": "pull_request:9077", + "left": "pull_request:8990", + "right": "pull_request:9196", "accept": false, - "reason": "Import fix for dual transformer and typo cleanups are unrelated changes." + "reason": "Different changes: pipeline addition versus PixArt attention-processor utility." }, { - "left": "pull_request:8491", - "right": "pull_request:9739", + "left": "pull_request:9083", + "right": "pull_request:9658", "accept": false, - "reason": "Import fix and SD3 docs typo/example update are unrelated." + "reason": "Both are Flux-related, but one is single-file transformer support and the other is a community controlnet script; not the same fix." }, { - "left": "pull_request:8521", - "right": "pull_request:8978", + "left": "pull_request:9083", + "right": "pull_request:9994", "accept": false, - "reason": "Requirements pin cleanup and a large notebook/example update are not the same change." + "reason": "Unrelated model/pipeline work: Flux transformer support versus Omnigen model/pipeline implementation." }, { - "left": "pull_request:8522", - "right": "pull_request:9662", + "left": "pull_request:9426", + "right": "pull_request:9938", "accept": false, - "reason": "Dependency floor bump in setup.py and a test version guard update are related but not the same concrete fix." + "reason": "CI artifact uploader update versus SDXL reference-pipeline docs; no shared bug/change." }, { - "left": "pull_request:8583", - "right": "pull_request:8607", - "accept": false, - "reason": "XFormers support in SD3 and TAESD3 docs are different changes." + "left": "pull_request:7030", + "right": "pull_request:7031", + "accept": true, + "reason": "Same StableDiffusionXLControlNetInpaint IP-Adapter support change; one is the draft/alternative form of the same code-path fix." }, { - "left": "pull_request:8607", - "right": "pull_request:8618", - "accept": false, - "reason": "Docs example for TAESD3 and adding shift_factor support to AutoencoderTiny are not the same code-path fix." + "left": "pull_request:6532", + "right": "pull_request:6534", + "accept": true, + "reason": "Same torch.compile compatibility workaround applied to sibling DreamBooth training scripts; plausibly one combined PR." }, { - "left": "pull_request:8607", - "right": "pull_request:9249", - "accept": false, - "reason": "TAESD3 docs and SD3 ControlNet example work are unrelated." + "left": "pull_request:7613", + "right": "pull_request:7615", + "accept": true, + "reason": "Same model-card standardization refactor for advanced diffusion training scripts; same underlying maintenance change." }, { - "left": "pull_request:8656", - "right": "pull_request:9077", - "accept": false, - "reason": "Shard-checkpoint loading fix and typo cleanup touch unrelated areas." + "left": "pull_request:5910", + "right": "pull_request:5911", + "accept": true, + "reason": "Same IPAdapterFull support feature; docs/tests and loader changes line up on the same code path." }, { - "left": "pull_request:8656", - "right": "pull_request:9739", - "accept": false, - "reason": "Shard-checkpoint loading fix and SD3 docs typo/example update are unrelated." + "left": "pull_request:6195", + "right": "pull_request:6721", + "accept": true, + "reason": "Same AnimateDiff SDXL feature branch; one is WIP groundwork, the other is the finalized pipeline/docs implementation." }, { - "left": "pull_request:8685", - "right": "pull_request:9592", - "accept": false, - "reason": "A float8 docs note and Flax docstring refactoring are not duplicates." + "left": "pull_request:5299", + "right": "pull_request:5312", + "accept": true, + "reason": "Same docs/typehint cleanup in diffusers/models; 5312 is the broader follow-up on the same maintenance change." }, { - "left": "pull_request:8705", - "right": "pull_request:8990", - "accept": false, - "reason": "Docker/CI container setup and a PAG ControlNet pipeline addition are unrelated." + "left": "pull_request:11426", + "right": "pull_request:11427", + "accept": true, + "reason": "Same image-interpolation feature added to paired text-to-image training scripts." }, { - "left": "pull_request:8737", - "right": "pull_request:9070", - "accept": false, - "reason": "Broad workflow/example/benchmark changes and a new FLUX img2img pipeline are not the same change." + "left": "pull_request:5065", + "right": "pull_request:5066", + "accept": true, + "reason": "Same attention_processor typo fix across the same concrete code path; one PR is the broader version of the same correction." }, { - "left": "pull_request:8779", - "right": "pull_request:9569", + "left": "pull_request:7865", + "right": "pull_request:7898", "accept": false, - "reason": "An SD3 img2img test adjustment and a CogVideoX autoencoder decode fix are unrelated." + "reason": "Both reduce test model size, but they are separate pipeline tests and not the same concrete fix." }, { - "left": "pull_request:8851", - "right": "pull_request:9934", - "accept": false, - "reason": "AuraFlow docs and Mochi docs are separate feature docs." + "left": "pull_request:6534", + "right": "pull_request:6555", + "accept": true, + "reason": "Same compiled-module compatibility workaround across training scripts; could be merged into one broader PR." }, { - "left": "pull_request:8990", - "right": "pull_request:9130", - "accept": false, - "reason": "PAG ControlNet pipeline support and textual inversion README updates are unrelated." + "left": "pull_request:6532", + "right": "pull_request:6555", + "accept": true, + "reason": "Same torch.compile compatibility fix pattern applied to another training script." }, { - "left": "pull_request:8990", - "right": "pull_request:9196", - "accept": false, - "reason": "Pipeline support and a PixArt attention-processor chore are unrelated." + "left": "pull_request:6525", + "right": "pull_request:6555", + "accept": true, + "reason": "Same compile-compatibility pattern in training scripts; different file, same underlying fix family." }, { - "left": "pull_request:9083", - "right": "pull_request:9658", - "accept": false, - "reason": "Flux single-file transformer support and a community FLUX controlnet demo are different changes." + "left": "pull_request:6532", + "right": "pull_request:6556", + "accept": true, + "reason": "Same compile-compatibility workaround family across sibling training scripts." }, { - "left": "pull_request:9083", - "right": "pull_request:9994", - "accept": false, - "reason": "Flux single-file support and OmniGen model/pipeline addition are unrelated." + "left": "pull_request:6525", + "right": "pull_request:6532", + "accept": true, + "reason": "Same torch.compile compatibility issue family; both add the same kind of unwrap/return_dict adjustments." }, { - "left": "pull_request:9426", - "right": "pull_request:9938", - "accept": false, - "reason": "CI artifact uploader version bump and SDXL reference docs/code refresh are unrelated." + "left": "pull_request:6525", + "right": "pull_request:6534", + "accept": true, + "reason": "Same compile-compatibility fix family, just on another training script." }, { - "left": "pull_request:7030", - "right": "pull_request:7031", + "left": "pull_request:11395", + "right": "pull_request:11491", "accept": true, - "reason": "Both add the same IP-Adapter weight-loading support to the SDXL ControlNet inpaint pipeline; 7031 is the fuller merged version." + "reason": "Same LANCZOS interpolation-default change applied to different DreamBooth training scripts." }, { - "left": "pull_request:6532", - "right": "pull_request:6534", - "accept": false, - "reason": "Both target torch.compile compatibility, but they fix different DreamBooth training scripts and different code paths." + "left": "pull_request:10364", + "right": "pull_request:10365", + "accept": true, + "reason": "Same torch_xla support pattern: add XLA detection plus xm.mark_step() in similar pipeline loops." }, { - "left": "pull_request:7613", - "right": "pull_request:7615", + "left": "pull_request:9583", + "right": "pull_request:9724", "accept": false, - "reason": "Both standardize model-card code, but they are separate SD15 vs SDXL training scripts rather than one duplicated change." + "reason": "Both are docstring refactors, but they touch different utility modules and different fixes." }, { - "left": "pull_request:5910", - "right": "pull_request:5911", + "left": "pull_request:7052", + "right": "pull_request:7307", "accept": true, - "reason": "Same IPAdapterFull support change; 5911 is the complete implementation with docs and tests." + "reason": "Same stable_diffusion_tensorrt_txt2img update; 7307 looks like the expanded follow-up of the same script change." }, { - "left": "pull_request:6195", - "right": "pull_request:6721", + "left": "pull_request:10783", + "right": "pull_request:10889", "accept": true, - "reason": "Same AnimateDiff SDXL feature; 6721 is the finalized pipeline/docs/tests version of the WIP 6195." + "reason": "Same fp16 unscaling fix in train_dreambooth_lora_sdxl; 10889 is the cleaned-up final version of the same change." }, { - "left": "pull_request:5299", - "right": "pull_request:5312", + "left": "pull_request:11491", + "right": "pull_request:11492", + "accept": true, + "reason": "Same LANCZOS default interpolation feature applied to two DreamBooth variants." + }, + { + "left": "pull_request:11744", + "right": "pull_request:11783", "accept": true, - "reason": "Same typehint/doc cleanup in diffusers/models with the same issue target; both are clearly the same change family." + "reason": "Same lora_alpha/metadata handling feature across Sana and SD3 DreamBooth scripts." + }, + { + "left": "pull_request:6555", + "right": "pull_request:6556", + "accept": true, + "reason": "Same torch.compile compatibility fix family across text-to-image SD and SDXL LoRA scripts." } ] }, @@ -177025,84 +177218,65 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 237, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 238, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:10364", - "pull_request:10365", - "pull_request:10783", "pull_request:10830", "pull_request:10888", - "pull_request:10889", "pull_request:11395", - 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"left": "pull_request:6534", - "right": "pull_request:6555", + "left": "pull_request:6766", + "right": "pull_request:6767", "accept": false, - "reason": "Different training scripts and different fixes; not the same concrete change." + "reason": "Same broad path-handling theme, but separate files/functions." }, { - "left": "pull_request:6525", - "right": "pull_request:6555", + "left": "pull_request:6766", + "right": "pull_request:6768", "accept": false, - "reason": "Unrelated scripts and code paths despite the shared compile-compat theme." + "reason": "Broad same-issue overlap only; the concrete changes are in different modules." }, { - "left": "pull_request:6532", - "right": "pull_request:6555", + "left": "pull_request:6767", + "right": "pull_request:6768", "accept": false, - "reason": "Different example scripts; these are separate compatibility fixes, not one duplicate change." + "reason": "Different files and code paths; too loosely related to merge as duplicates." }, { - "left": "pull_request:6525", - 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"right": "pull_request:11491", + "right": "pull_request:11492", "accept": false, - "reason": "Same interpolation idea, but applied to different training scripts." + "reason": "Same issue theme, but different scripts; this is a feature propagation, not a duplicate PR." }, { - "left": "pull_request:10364", - "right": "pull_request:10365", + "left": "pull_request:10830", + "right": "pull_request:10888", + "accept": true, + "reason": "Same SD3 ControlNet AutoPipeline export/wiring fix; 10888 is the merged concrete version of the same change." + }, + { + "left": "pull_request:9582", + "right": "pull_request:9583", "accept": false, - "reason": "Both add torch_xla support, but to different pipelines and call sites." + "reason": "Both are documentation fixes, but they touch different files and unrelated docstrings." }, { - "left": "pull_request:9583", - "right": "pull_request:9724", + "left": "pull_request:9582", + "right": "pull_request:9815", "accept": false, - "reason": "Different files and different docstring cleanup targets." + "reason": "Different files and different docstring targets; same issue link is too broad." }, { - "left": "pull_request:6534", - "right": "pull_request:6556", + "left": "pull_request:6766", + "right": "pull_request:6769", "accept": false, - "reason": "Different example scripts; not the same underlying change." + "reason": "Different utility modules; same issue target does not make them duplicates." }, { - "left": "pull_request:6532", - "right": "pull_request:6556", + "left": "pull_request:6767", + "right": "pull_request:6769", "accept": false, - "reason": "Different scripts and bugs, only loosely related by training context." + "reason": "Separate file-level path fixes, not one concrete bug/change." }, { - "left": "pull_request:7052", - "right": "pull_request:7307", + "left": "pull_request:4659", + "right": "pull_request:4661", "accept": true, - "reason": "Both update the same TensorRT txt2img community script; 7307 looks like the follow-up/expanded version of the same change." + "reason": "Same SDXL long-weighted-prompt pipeline change; 4661 is the merged replacement for the same feature." }, { - "left": "pull_request:10783", - "right": "pull_request:10889", + "left": "pull_request:7233", + "right": "pull_request:7235", "accept": true, - "reason": "Same fp16 unscaling fix in the same train_dreambooth_lora_sdxl.py code path; 10889 is the cleaner final version." + "reason": "Same DoRA support addition for the SDXL DreamBooth LoRA script; 7235 adds the matching docs and aligns with the same change." }, { - "left": "pull_request:11491", - "right": "pull_request:11492", - "accept": false, - "reason": "Same interpolation feature, but they touch different training scripts and are not the same concrete code-path fix." + "left": "pull_request:4595", + "right": "pull_request:4596", + "accept": true, + "reason": "Same SDXL converter feature; 4596 is the concrete implementation of the earlier WIP idea." }, { - "left": "pull_request:11744", - "right": "pull_request:11783", - "accept": false, - "reason": "Related LoRA metadata work, but for different scripts and pipelines." + "left": "pull_request:9707", + "right": "pull_request:9714", + "accept": true, + "reason": "Same AuraFlow transformer docstring refactor in the same file; these look like duplicate/revised versions of the same cleanup." }, { - "left": "pull_request:6765", - "right": "pull_request:6766", - "accept": false, - "reason": "Both are path-handling cleanups, but in different utility modules." + "left": "pull_request:5725", + "right": "pull_request:5748", + "accept": true, + "reason": "Both are the same API pipelines docs cleanup series; 5748 appears to be a split follow-up of the broader 5725 change." }, { - "left": "pull_request:6765", - "right": "pull_request:6767", - "accept": false, - "reason": "Different utility files and unrelated path-handling code paths." + "left": "pull_request:5906", + "right": "pull_request:5914", + "accept": true, + "reason": "Same small README/model-card template fix in the same training script; 5914 is a direct refinement of 5906." }, { - "left": "pull_request:6765", - "right": "pull_request:6768", + "left": "pull_request:6208", + "right": "pull_request:6241", + "accept": true, + "reason": "Same RuntimeError fix for the Stable Diffusion pipeline dtype mismatch; title and patch intent match closely." + }, + { + "left": "pull_request:5744", + "right": "pull_request:5748", "accept": false, - "reason": "Same refactor pattern, but different modules and implementations." + "reason": "Related docs cleanup, but these are split into different page batches and do not look like the same exact change." }, { - "left": "pull_request:6765", - "right": "pull_request:6769", + "left": "pull_request:5382", + "right": "pull_request:5614", "accept": false, - "reason": "Broad cleanup theme only; not the same concrete change." + "reason": "The second PR is a revert of the first width/height fix, so they are opposite changes, not duplicates." }, { - "left": "pull_request:6766", - "right": "pull_request:6767", + "left": "pull_request:11455", + "right": "pull_request:11465", "accept": false, - "reason": "Different modules; too broad to treat as duplicate." + "reason": "Same interpolation-mode idea, but for different SDXL training scripts; not the same concrete change." }, { - "left": "pull_request:6766", - "right": "pull_request:6768", + "left": "pull_request:11463", + "right": "pull_request:11491", "accept": false, - "reason": "Different utility files with separate path replacements." + "reason": "Same feature family, but different training scripts and code paths." }, { - "left": "pull_request:6767", - "right": "pull_request:6768", + "left": "pull_request:6558", + "right": "pull_request:6576", "accept": false, - "reason": "Different modules and code paths." + "reason": "Both add torch.compile compatibility, but they target different training scripts (standard vs SDXL)." }, { - "left": "pull_request:11463", - "right": "pull_request:11491", + "left": "pull_request:6654", + "right": "pull_request:6655", "accept": false, - "reason": "Same interpolation feature, but different training scripts and no shared concrete code path." + "reason": "Closely related DreamBooth LoRA inference updates, but for different script variants; not one duplicate bug fix." }, { - "left": "pull_request:9724", - "right": "pull_request:9815", + "left": "pull_request:9591", + "right": "pull_request:9706", "accept": true, - "reason": "Both are training_utils.py docstring refactors touching the same functions; 9815 is a later consolidation of the same cleanup." + "reason": "Same docstring refactor in the same AuraFlow transformer file; these are effectively the same cleanup revision." }, { - "left": "pull_request:6328", - "right": "pull_request:6509", + "left": "pull_request:6208", + "right": "pull_request:6259", "accept": false, - "reason": "AnimateDiff video-to-video and image-to-video are different features, not duplicates." + "reason": "Different problems: one fixes a VAE dtype mismatch in the pipeline, the other adds autocast in a training validation loop." }, { - "left": "pull_request:5303", - "right": "pull_request:5304", + "left": "pull_request:6241", + "right": "pull_request:6259", + "accept": false, + "reason": "Unrelated fixes in different code paths; not the same concrete bug." + }, + { + "left": "pull_request:5725", + "right": "pull_request:5744", "accept": true, - "reason": "Same DeepFloyd IF docstring cleanup in the same file and methods; 5304 refines the earlier change." + "reason": "Same docs cleanup family; 5744 looks like a split/updated slice of the broader 5725 edit set." + }, + { + "left": "pull_request:6765", + "right": "pull_request:6769", + "accept": false, + "reason": "Different modules and path-handling fixes; same issue target is too broad." }, { "left": "pull_request:9579", "right": "pull_request:9606", "accept": false, - "reason": "Different files and different documentation updates." + "reason": "Different files and different docstring targets; related housekeeping only." }, { "left": "pull_request:9582", "right": "pull_request:9583", "accept": false, - "reason": "Separate docstring cleanup in unrelated modules." + "reason": "Different files, different helper docs; not a duplicate pair." + }, + { + "left": "pull_request:6766", + "right": "pull_request:6769", + "accept": false, + "reason": "Separate module-level path fixes, not the same change." + }, + { + "left": "pull_request:6767", + "right": "pull_request:6769", + "accept": false, + "reason": "Same issue target but distinct code paths and files." + }, + { + "left": "pull_request:11455", + "right": "pull_request:11465", + "accept": false, + "reason": "Same interpolation-mode feature, but distinct training scripts and edits." }, { "left": "pull_request:11395", "right": "pull_request:11492", "accept": false, - "reason": "Different scripts; same feature idea is too broad for a duplicate edge." + "reason": "Different scripts; these are related ports of the same idea, not duplicates." }, { - "left": "pull_request:10830", - "right": "pull_request:10888", - "accept": true, - "reason": "Same SD3 ControlNet AutoPipeline export/registration fix, with 10888 appearing to be the merged final version." + "left": "pull_request:11463", + "right": "pull_request:11491", + "accept": false, + "reason": "Same feature family but different concrete training scripts." }, { - "left": "pull_request:9582", - "right": "pull_request:9815", + "left": "pull_request:6558", + "right": "pull_request:6576", "accept": false, - "reason": "Different files and unrelated docstring edits." + "reason": "Separate script variants, so this is not one concrete fix." }, { - "left": "pull_request:6766", - "right": "pull_request:6769", + "left": "pull_request:6654", + "right": "pull_request:6655", "accept": false, - "reason": "Different utility modules; not the same fix." + "reason": "Same general refactor, but separate standard/SDXL scripts." }, { - "left": "pull_request:6767", - "right": "pull_request:6769", + "left": "pull_request:9591", + "right": "pull_request:9706", + "accept": true, + "reason": "Same file and same docstring cleanup; clearly the same underlying change." + }, + { + "left": "pull_request:6208", + "right": "pull_request:6259", "accept": false, - "reason": "Different modules and path-handling changes." + "reason": "Different code paths and different failures being addressed." }, { - "left": "pull_request:4659", - "right": "pull_request:4661", - "accept": true, - "reason": "Both are the same SDXL long weighted prompt pipeline/community README change; 4661 is the clearer merged continuation." + "left": "pull_request:6241", + "right": "pull_request:6259", + "accept": false, + "reason": "Not the same bug or patch scope." }, { - "left": "pull_request:7233", - "right": "pull_request:7235", + "left": "pull_request:5725", + "right": "pull_request:5744", "accept": true, - "reason": "Same DoRA training feature for train_dreambooth_lora_sdxl.py; 7235 bundles the script change with docs." + "reason": "Same docs cleanup, with 5744 acting as a split/revised subset of the broader PR." }, { - "left": "pull_request:4595", - "right": "pull_request:4596", + "left": "pull_request:5725", + "right": "pull_request:5748", "accept": true, - "reason": "Both are the same SDXL conversion-script work; 4596 is the implemented version of the WIP 4595 branch." + "reason": "Same API docs cleanup family; 5748 is another split/revised subset of the broader PR." }, { - "left": "pull_request:9707", - "right": "pull_request:9714", - "accept": true, - "reason": "Same AuraFlow docstring refactor in the same file; effectively the same change." + "left": "pull_request:5744", + "right": "pull_request:5748", + "accept": false, + "reason": "They cover different split batches of the docs cleanup, so they are related but not the same artifact." } ] }, @@ -177407,19 +177658,17 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 238, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 239, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:11431", - "pull_request:11455", - "pull_request:11465", "pull_request:11471", "pull_request:11472", "pull_request:11491", @@ -177430,53 +177679,45 @@ "pull_request:2046", "pull_request:2383", "pull_request:2384", + "pull_request:3201", + "pull_request:3265", "pull_request:3633", "pull_request:3952", - "pull_request:5382", + "pull_request:4629", + "pull_request:4659", + "pull_request:4661", "pull_request:5506", - "pull_request:5614", "pull_request:5697", - "pull_request:5725", - "pull_request:5744", - "pull_request:5748", - "pull_request:5906", - "pull_request:5914", - "pull_request:6208", - "pull_request:6241", - "pull_request:6259", "pull_request:6525", "pull_request:6526", "pull_request:6556", - "pull_request:6558", "pull_request:6576", "pull_request:6577", - "pull_request:6654", - "pull_request:6655", "pull_request:7072", "pull_request:7233", "pull_request:7235", + "pull_request:7797", + "pull_request:7803", + "pull_request:7804", + "pull_request:7833", + "pull_request:7846", + "pull_request:7849", + "pull_request:8283", + "pull_request:8335", + "pull_request:8773", + "pull_request:8810", + "pull_request:8864", "pull_request:8916", "pull_request:8919", "pull_request:8932", + "pull_request:8976", "pull_request:8987", - "pull_request:9591", "pull_request:9706", "pull_request:9707", "pull_request:9714", "pull_request:9715" ], "soft_pairs": [ - "pull_request:5725|pull_request:5748", - "pull_request:5906|pull_request:5914", - "pull_request:6208|pull_request:6259", - "pull_request:6241|pull_request:6259", - "pull_request:5725|pull_request:5744", - "pull_request:6208|pull_request:6241", - "pull_request:5382|pull_request:5614", - "pull_request:11455|pull_request:11465", - "pull_request:9591|pull_request:9706", - "pull_request:6558|pull_request:6576", - "pull_request:6654|pull_request:6655", "pull_request:8916|pull_request:8919", "pull_request:11431|pull_request:11512", "pull_request:6526|pull_request:6576", @@ -177501,222 +177742,340 @@ "pull_request:11472|pull_request:11491", "pull_request:7072|pull_request:7235", "pull_request:8932|pull_request:8987", - "pull_request:11782|pull_request:11783" + "pull_request:11782|pull_request:11783", + "pull_request:8810|pull_request:8864", + "pull_request:7797|pull_request:7803", + "pull_request:7797|pull_request:7804", + "pull_request:7797|pull_request:7833", + "pull_request:7797|pull_request:7846", + "pull_request:7803|pull_request:7804", + "pull_request:7803|pull_request:7833", + "pull_request:7803|pull_request:7846", + "pull_request:7804|pull_request:7833", + "pull_request:7804|pull_request:7846", + "pull_request:7833|pull_request:7846", + "pull_request:4629|pull_request:4659", + "pull_request:4629|pull_request:4661", + "pull_request:7797|pull_request:7849", + "pull_request:7803|pull_request:7849", + "pull_request:7804|pull_request:7849", + "pull_request:7833|pull_request:7849", + "pull_request:7846|pull_request:7849", + "pull_request:9706|pull_request:9707", + "pull_request:3201|pull_request:3265", + "pull_request:8773|pull_request:8976", + "pull_request:8283|pull_request:8335" ], - "prepared_review_unit_hash": "7f907488b01a8b15387f0856dba92fb4c277da06b280417cf53ce1c30f4f018f", + "prepared_review_unit_hash": "0ff9e0fec33fa4bfa837c286313d8313af18a2a76c6b553aa5086ad2772fe1fa", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 36, - "serialized_chars": 100711, - "estimated_input_tokens": 25178, - "estimated_eval_tokens": 50612 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 47, + "serialized_chars": 109967, + "estimated_input_tokens": 27492, + "estimated_eval_tokens": 55240 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of separate duplicate mini-clusters: docs cleanup splits, identical small fixes in one file, and several mirrored training-script updates. I would not treat the whole set as one canonical artifact.", - "confidence": 0.82, + "summary": "This is a mixed cluster of several small PR revision/revert threads, not one single bug or feature. The true duplicates are mostly exact replacements or reversions in the same file/change set; the cross-model/script torch.compile, DoRA, test-size, and interpolation PRs are related only at a broad theme level and should not be merged.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for the full set; the items split into multiple unrelated duplicate groups (docs, example scripts, tests, and compile fixes).", + "canonical_pr_reason": "No single PR cleanly represents the whole heterogeneous cluster; 11783 is the closest canonical representative because it is the latest open revision of an exact duplicate pair and is explicitly issue-linked.", "best_issue_reason": null, - "best_pr_reason": "No global best PR; choose a canonical PR separately within each mini-cluster.", + "best_pr_reason": "11783 is the strongest representative PR here: it matches 11782 exactly, is the current revision, and has an explicit issue target. It is still only representative of one subthread, not the entire mixed cluster.", "soft_edge_verdicts": [ { - "left": "pull_request:5725", - "right": "pull_request:5748", - "accept": true, - "reason": "Same docs cleanup split across two PRs; overlapping pipeline-page files and matching typo/title edits." - }, - { - "left": "pull_request:5906", - "right": "pull_request:5914", - "accept": true, - "reason": "Same SDXL LoRA README/template bugfix in the same file; the diffs look like the same small documentation/template correction." + "left": "pull_request:8916", + "right": "pull_request:8919", + "accept": false, + "reason": "Same general torch.compile test pattern, but different model files and different target models (Hunyuan DiT vs Latte), so not the same change." }, { - "left": "pull_request:6208", - "right": "pull_request:6259", + "left": "pull_request:11431", + "right": "pull_request:11512", "accept": false, - "reason": "Both mention the same RuntimeError, but they fix different code paths: pipeline decoding vs training validation autocast." + "reason": "Both add torch.compile tests, but they cover different transformer models and different test files, so they are not the same concrete fix." }, { - "left": "pull_request:6241", - "right": "pull_request:6259", + "left": "pull_request:6526", + "right": "pull_request:6576", "accept": false, - "reason": "No real diff/content on one side, and the pair does not show the same concrete fix." + "reason": "Both are torch.compile compatibility updates, but for different training scripts and code paths (ControlNet SDXL vs InstructPix2Pix SDXL)." }, { - "left": "pull_request:5725", - "right": "pull_request:5744", + "left": "pull_request:9714", + "right": "pull_request:9715", "accept": true, - "reason": "Same docs cleanup series with overlapping API pipeline pages; this looks like one split documentation change." + "reason": "Same source file and same docstring-refactor patch; this looks like a direct replacement/revision of the same documentation change." }, { - "left": "pull_request:6208", - "right": "pull_request:6241", + "left": "pull_request:6526", + "right": "pull_request:6577", "accept": false, - "reason": "Different artifacts with no shared concrete fix beyond the error title." + "reason": "Different scripts and model-training paths, so this is only a broad torch.compile theme match, not the same underlying change." }, { - "left": "pull_request:5382", - "right": "pull_request:5614", + "left": "pull_request:6576", + "right": "pull_request:6577", "accept": false, - "reason": "The second PR is a revert of the first, so they are opposite changes rather than duplicate fixes." + "reason": "Different example scripts; they share a compile-compatibility goal but not the same concrete code-path fix." }, { - "left": "pull_request:11455", - "right": "pull_request:11465", + "left": "pull_request:9707", + "right": "pull_request:9715", "accept": true, - "reason": "Same image-interpolation change applied to closely related SDXL training scripts; this could plausibly be one PR." + "reason": "Same file and effectively the same docstring cleanup; 9715 appears to supersede the earlier revision." }, { - "left": "pull_request:9591", - "right": "pull_request:9706", + "left": "pull_request:11431", + "right": "pull_request:11511", "accept": false, - "reason": "Both are documentation edits, but they touch different model docs and are not the same underlying change." + "reason": "Both are torch.compile test additions, but for different model classes and different test modules." }, { - "left": "pull_request:6558", - "right": "pull_request:6576", + "left": "pull_request:5506", + "right": "pull_request:5697", "accept": true, - "reason": "Same torch.compile compatibility fix in paired InstructPix2Pix training scripts (SD and SDXL); the code pattern is effectively identical." + "reason": "Both patch the same attention_processor scale/PEFT/xformers issue in the same file and are effectively overlapping fixes for the same code path." }, { - "left": "pull_request:6654", - "right": "pull_request:6655", + "left": "pull_request:11471", + "right": "pull_request:11491", + "accept": false, + "reason": "Same interpolation feature idea, but applied to different training scripts and model families; not the same patch." + }, + { + "left": "pull_request:11511", + "right": "pull_request:11512", + "accept": false, + "reason": "Different model tests in different files; same coverage theme, not the same change." + }, + { + "left": "pull_request:2383", + "right": "pull_request:2384", "accept": true, - "reason": "Same DreamBooth LoRA training/inference refactor applied to SD and SDXL variants; this is one mirrored feature change." + "reason": "This is an exact revert pair in the same file, so they are the same underlying change in opposite directions." }, { - "left": "pull_request:8916", - "right": "pull_request:8919", + "left": "pull_request:3633", + "right": "pull_request:3952", "accept": false, - "reason": "These add test coverage for different models; same style of test, but not the same bug or change." + "reason": "Both pin setup.py to a release candidate, but they target different hub versions and are separate test PRs." }, { - "left": "pull_request:11431", - "right": "pull_request:11512", + "left": "pull_request:8919", + "right": "pull_request:8932", "accept": false, - "reason": "Different model test additions for torch.compile coverage; too model-specific to be one duplicate change." + "reason": "Different transformer model test files; only the test-coverage style is shared." }, { "left": "pull_request:6526", + "right": "pull_request:6556", + "accept": false, + "reason": "Different scripts and different model/training code paths, despite both being compile-compatibility work." + }, + { + "left": "pull_request:6556", "right": "pull_request:6576", "accept": false, - "reason": "Both are compile-compatibility work, but on different training scripts and model families; not the same concrete code path." + "reason": "Different example scripts and different concrete training loops; not the same fix." }, { - "left": "pull_request:6576", - "right": "pull_request:6577", + "left": "pull_request:2046", + "right": "pull_request:3633", "accept": false, - "reason": "Same broad compile-compatibility theme, but different training scripts and code paths." + "reason": "Both touch setup.py, but they are unrelated hub-version test pins from different dates and versions." }, { - "left": "pull_request:9714", - "right": "pull_request:9715", - "accept": true, - "reason": "Same Auraflow docstring refactor in the same file; one looks like a follow-up/alternate version of the same docs-only change." + "left": "pull_request:11471", + "right": "pull_request:11472", + "accept": false, + "reason": "Same interpolation option idea, but in different example scripts; too broad to treat as one change." }, { - "left": "pull_request:6526", - "right": "pull_request:6577", + "left": "pull_request:2046", + "right": "pull_request:3952", "accept": false, - "reason": "Different training scripts and different model families; not one mergeable code-path fix." + "reason": "Same broad dependency-pin test theme, but different versions and different PRs." }, { - "left": "pull_request:11431", - "right": "pull_request:11511", + "left": "pull_request:6525", + "right": "pull_request:6526", "accept": false, - "reason": "Different model-specific compile test additions; similar pattern, not the same change." + "reason": "Both are torch.compile compatibility updates for ControlNet scripts, but they are separate SD and SDXL code paths, not one patch." }, { - "left": "pull_request:11471", + "left": "pull_request:7072", + "right": "pull_request:7233", + "accept": false, + "reason": "Both add DoRA support, but they modify different scripts and different training flows; not the same concrete change." + }, + { + "left": "pull_request:11472", "right": "pull_request:11491", - "accept": true, - "reason": "Same interpolation-mode change for DreamBooth-style training scripts; the edits are the same feature applied to related scripts." + "accept": false, + "reason": "Different DreamBooth scripts; same feature theme but not the same patch or code path." }, { - "left": "pull_request:11511", - "right": "pull_request:11512", + "left": "pull_request:7072", + "right": "pull_request:7235", "accept": false, - "reason": "Separate model test coverage additions; not the same underlying artifact." + "reason": "Related DoRA work, but one is the advanced-script feature and the other is the standard SDXL script/docs update; separate changes." }, { - "left": "pull_request:5506", - "right": "pull_request:5697", + "left": "pull_request:8932", + "right": "pull_request:8987", + "accept": false, + "reason": "Both are new transformer-model tests, but for different models and files, so not duplicates." + }, + { + "left": "pull_request:11782", + "right": "pull_request:11783", "accept": true, - "reason": "Same attention_processor PEFT/xFormers bugfix in the same file, with the later PR refining the earlier scale-argument handling." + "reason": "Same files and same SD3 LoRA metadata change; 11783 is a direct continuation/revision of 11782." }, { - "left": "pull_request:11471", - "right": "pull_request:11472", + "left": "pull_request:8810", + "right": "pull_request:8864", "accept": true, - "reason": "Same image-interpolation default change across closely related DreamBooth advanced scripts; one PR could have covered both." + "reason": "Same PAG ControlNet Img2Img feature in the same pipeline area; 8864 reads like a revised/superseding version of 8810 rather than a distinct feature." }, { - "left": "pull_request:2383", - "right": "pull_request:2384", + "left": "pull_request:7797", + "right": "pull_request:7803", "accept": false, - "reason": "The second PR is a revert of the first utility addition, so they are not duplicate fixes." + "reason": "Both shrink fast-test models, but for different pipelines and different test modules; not the same change." }, { - "left": "pull_request:3633", - "right": "pull_request:3952", + "left": "pull_request:7797", + "right": "pull_request:7804", "accept": false, - "reason": "Both pin dependency versions for different release tests, but they are distinct dependency bumps, not the same change." + "reason": "Different pipeline fast tests with separate model-size reductions." }, { - "left": "pull_request:2046", - "right": "pull_request:3633", + "left": "pull_request:7797", + "right": "pull_request:7833", "accept": false, - "reason": "Different temporary dependency pins in setup.py; same area, but not the same underlying release-test change." + "reason": "Same general goal of faster tests, but different pipeline test files and model definitions." }, { - "left": "pull_request:8919", - "right": "pull_request:8932", + "left": "pull_request:7797", + "right": "pull_request:7846", "accept": false, - "reason": "Different model coverage PRs, not the same bug or change." + "reason": "Different audio/image test suites and different dummy-model changes." }, { - "left": "pull_request:6525", - "right": "pull_request:6526", + "left": "pull_request:7803", + "right": "pull_request:7804", + "accept": false, + "reason": "Different fast tests in different modules; only the size-reduction theme is shared." + }, + { + "left": "pull_request:7803", + "right": "pull_request:7833", + "accept": false, + "reason": "Different pipeline tests and different model configs." + }, + { + "left": "pull_request:7803", + "right": "pull_request:7846", + "accept": false, + "reason": "Different test files and model shapes; not one change." + }, + { + "left": "pull_request:7804", + "right": "pull_request:7833", + "accept": false, + "reason": "Different fast-test reductions across unrelated pipelines." + }, + { + "left": "pull_request:7804", + "right": "pull_request:7846", + "accept": false, + "reason": "Different fast tests, same broad optimization theme only." + }, + { + "left": "pull_request:7833", + "right": "pull_request:7846", + "accept": false, + "reason": "Separate pipeline test reductions in different files." + }, + { + "left": "pull_request:4629", + "right": "pull_request:4659", "accept": true, - "reason": "Same torch.compile compatibility fix for ControlNet training, applied to SD and SDXL variants." + "reason": "4659 is a replacement/rework of the same SDXL long-weighted-prompt pipeline change originally introduced in 4629." }, { - "left": "pull_request:7072", - "right": "pull_request:7233", + "left": "pull_request:4629", + "right": "pull_request:4661", + "accept": true, + "reason": "4661 is the later replacement PR for the same SDXL long-weighted-prompt pipeline work." + }, + { + "left": "pull_request:7797", + "right": "pull_request:7849", "accept": false, - "reason": "Both are DoRA-related, but they target different DreamBooth script families and are separate feature implementations." + "reason": "Same fast-test-size reduction theme, but different pipeline test files and dummy models." }, { - "left": "pull_request:7072", - "right": "pull_request:7235", + "left": "pull_request:7803", + "right": "pull_request:7849", "accept": false, - "reason": "One is the broader advanced-script DoRA work and the other is an SDXL DreamBooth LoRA update; related topic, different change sets." + "reason": "Different test modules; same broad goal only." }, { - "left": "pull_request:8932", - "right": "pull_request:8987", + "left": "pull_request:7804", + "right": "pull_request:7849", "accept": false, - "reason": "Different model coverage additions, not the same underlying test or bugfix." + "reason": "Different pipeline fast tests, not the same code change." }, { - "left": "pull_request:11782", - "right": "pull_request:11783", + "left": "pull_request:7833", + "right": "pull_request:7849", + "accept": false, + "reason": "Separate test files and model configs." + }, + { + "left": "pull_request:7846", + "right": "pull_request:7849", + "accept": false, + "reason": "Different fast-test model reductions; not duplicates." + }, + { + "left": "pull_request:9706", + "right": "pull_request:9707", + "accept": true, + "reason": "Same file and the same docstring refactor patch, with 9707 looking like the updated revision." + }, + { + "left": "pull_request:3201", + "right": "pull_request:3265", + "accept": true, + "reason": "These are a direct revert/re-revert pair on the same community pipeline file, i.e. the same underlying change in opposite directions." + }, + { + "left": "pull_request:8773", + "right": "pull_request:8976", + "accept": true, + "reason": "8976 is the broad revert of the same LoraBaseMixin introduction that 8773 added; same underlying change, reversed." + }, + { + "left": "pull_request:9707", + "right": "pull_request:9715", "accept": true, - "reason": "Same files and same title; this is effectively the same SD3 LoRA metadata PR presented twice." + "reason": "Same auraflow docstring-refactor change in the same file; 9715 is just another revision of that patch." } ] }, @@ -177730,33 +178089,42 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 239, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 240, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10299", "pull_request:10316", + "pull_request:10386", + "pull_request:10387", "pull_request:11449", "pull_request:11492", "pull_request:1346", "pull_request:1347", + "pull_request:1788", + "pull_request:2094", "pull_request:2825", "pull_request:2826", - "pull_request:3201", "pull_request:3237", - "pull_request:3265", "pull_request:3285", - "pull_request:4629", - "pull_request:4659", - "pull_request:4661", + "pull_request:3458", + "pull_request:3460", + "pull_request:4499", + "pull_request:4500", + "pull_request:4501", + "pull_request:4502", "pull_request:4899", + "pull_request:5833", + "pull_request:5834", "pull_request:5938", + "pull_request:6207", + "pull_request:6266", "pull_request:6526", "pull_request:6532", "pull_request:6534", @@ -177767,50 +178135,20 @@ "pull_request:6577", "pull_request:6654", "pull_request:6655", + "pull_request:6940", + "pull_request:6942", + "pull_request:6944", + "pull_request:6947", "pull_request:7603", - "pull_request:7797", - "pull_request:7803", - "pull_request:7804", - "pull_request:7833", - "pull_request:7846", - "pull_request:7849", "pull_request:8283", - "pull_request:8335", - "pull_request:8773", - "pull_request:8810", - "pull_request:8864", "pull_request:8916", "pull_request:8932", "pull_request:8973", - "pull_request:8976", "pull_request:8985", "pull_request:9706", - "pull_request:9707", "pull_request:9714" ], "soft_pairs": [ - "pull_request:8810|pull_request:8864", - "pull_request:7797|pull_request:7803", - "pull_request:7797|pull_request:7804", - "pull_request:7797|pull_request:7833", - "pull_request:7797|pull_request:7846", - "pull_request:7803|pull_request:7804", - "pull_request:7803|pull_request:7833", - "pull_request:7803|pull_request:7846", - "pull_request:7804|pull_request:7833", - "pull_request:7804|pull_request:7846", - "pull_request:7833|pull_request:7846", - "pull_request:4629|pull_request:4659", - "pull_request:4629|pull_request:4661", - "pull_request:7797|pull_request:7849", - "pull_request:7803|pull_request:7849", - "pull_request:7804|pull_request:7849", - "pull_request:7833|pull_request:7849", - "pull_request:7846|pull_request:7849", - "pull_request:9706|pull_request:9707", - "pull_request:3201|pull_request:3265", - "pull_request:8773|pull_request:8976", - "pull_request:8283|pull_request:8335", "pull_request:10299|pull_request:10316", "pull_request:11449|pull_request:11492", "pull_request:3237|pull_request:3285", @@ -177832,276 +178170,286 @@ "pull_request:6569|pull_request:7603", "pull_request:6526|pull_request:6534", "pull_request:6532|pull_request:6558", - "pull_request:1346|pull_request:1347" + "pull_request:1346|pull_request:1347", + "pull_request:6207|pull_request:6266", + "pull_request:6534|pull_request:6558", + "pull_request:1788|pull_request:2094", + "pull_request:10386|pull_request:10387", + "pull_request:3458|pull_request:3460", + "pull_request:4499|pull_request:4500", + "pull_request:4499|pull_request:4501", + "pull_request:4499|pull_request:4502", + "pull_request:4500|pull_request:4501", + "pull_request:4500|pull_request:4502", + "pull_request:4501|pull_request:4502", + "pull_request:6942|pull_request:6944", + "pull_request:5833|pull_request:5834", + "pull_request:6940|pull_request:6944", + "pull_request:6942|pull_request:6947", + "pull_request:6944|pull_request:6947" ], - "prepared_review_unit_hash": "eaa2553d0c0493981212581acce95f5bffc345f19891a80ebee2627f7af736e0", + "prepared_review_unit_hash": "1f7f4f3f25d1e35345632d636c83da99793d812a85606e16965174550ae07b5a", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 44, - "serialized_chars": 107489, - "estimated_input_tokens": 26873, - "estimated_eval_tokens": 54002 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 101473, + "estimated_input_tokens": 25369, + "estimated_eval_tokens": 50994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set breaks into several unrelated duplicate families: docs-only generator cleanup, core disk-offload/LoRA changes, repeated fast-test size reductions, and multiple training-script compile/inference refactors. Only pairs that target the same concrete file/change were accepted.", - "confidence": 0.84, + "summary": "This set is not one homogeneous duplicate cluster; it contains several exact or near-exact duplicate subgroups plus many same-theme but script-specific PRs that should stay separate. I accepted only the pairs that clearly target the same concrete change in the same file/path (or an obvious one-PR consolidation of identical docs/example fixes).", + "confidence": 0.61, "canonical_issue_reason": null, - "canonical_pr_reason": "No single cluster-wide canonical PR; the items split into multiple unrelated subclusters. If a representative is needed, 3285 is the strongest core-code candidate because it is the merged implementation of the disk-offload feature in the library code rather than a docs-only or test-only change.", + "canonical_pr_reason": "No single PR is a canonical representative for the whole set because the items split into unrelated subclusters. If forced to anchor one subgroup, PR 4502 is the strongest representative of the repeated SDXL reference-example change because it is merged and the most complete instance.", "best_issue_reason": null, - "best_pr_reason": "3285 is the best overall PR representative among the set because it is a merged, concrete library change with broad utility and clearer implementation value than the smaller doc/test-only edits.", + "best_pr_reason": "PR 4502 is the best single representative among the clear duplicate subgroups: merged, complete, and central to the exact-duplicate SDXL reference example lineage.", "soft_edge_verdicts": [ { - "left": "pull_request:8810", - "right": "pull_request:8864", + "left": "pull_request:10299", + "right": "pull_request:10316", "accept": true, - "reason": "Same feature and same pipeline family: both add PAG support for SD ControlNet Img2Img, with overlapping pipeline/code files. 8864 is broader, but it is still the same underlying change set." + "reason": "Same docs bug pattern: remove generator from from_pretrained usage in pipeline examples; plausibly one docs PR." }, { - "left": "pull_request:7797", - "right": "pull_request:7803", + "left": "pull_request:11449", + "right": "pull_request:11492", "accept": false, - "reason": "Both shrink fast tests, but they target different pipelines and code paths (DDPM vs DDIM), so they are not the same concrete change." + "reason": "Same theme, but different training scripts and code paths; not one concrete change." }, { - "left": "pull_request:7797", - "right": "pull_request:7804", - "accept": false, - "reason": "Different pipeline/test targets; this is the same optimization pattern, not the same underlying change." + "left": "pull_request:3237", + "right": "pull_request:3285", + "accept": true, + "reason": "Same offload feature/fix across the same core files; clearly the same underlying change." }, { - "left": "pull_request:7797", - "right": "pull_request:7833", + "left": "pull_request:6559", + "right": "pull_request:6654", "accept": false, - "reason": "Different test modules for different audio/image pipelines; too broad to treat as one duplicate change." + "reason": "Both are training-example inference refactors, but for different scripts and not the same code path." }, { - "left": "pull_request:7797", - "right": "pull_request:7846", + "left": "pull_request:6559", + "right": "pull_request:7603", "accept": false, - "reason": "Same general goal, but a different fast test and different model configuration changes." + "reason": "Different example pipelines/scripts; similar refactor theme only." }, { - "left": "pull_request:7803", - "right": "pull_request:7804", + "left": "pull_request:6559", + "right": "pull_request:8283", "accept": false, - "reason": "Separate pipeline tests; they are parallel test-size reductions, not one shared fix." + "reason": "Different training scripts; shared validation/inference theme is too broad." }, { - "left": "pull_request:7803", - "right": "pull_request:7833", + "left": "pull_request:6654", + "right": "pull_request:7603", "accept": false, - "reason": "Different pipeline families and different test code paths." + "reason": "Different scripts and model families; not the same concrete fix." }, { - "left": "pull_request:7803", - "right": "pull_request:7846", + "left": "pull_request:6654", + "right": "pull_request:8283", "accept": false, - "reason": "Different test/module; same optimization theme only." + "reason": "Same broad refactor pattern, but separate code paths." }, { - "left": "pull_request:7804", - "right": "pull_request:7833", + "left": "pull_request:7603", + "right": "pull_request:8283", "accept": false, - "reason": "Different fast tests in different pipelines, so not the same concrete bug/change." + "reason": "Distinct training scripts; not one mergeable bug fix." }, { - "left": "pull_request:7804", - "right": "pull_request:7846", + "left": "pull_request:6526", + "right": "pull_request:6558", "accept": false, - "reason": "Same broad test-size-reduction idea, but not the same target or patch." + "reason": "Both add torch.compile compatibility, but for different training scripts and code paths." }, { - "left": "pull_request:7833", - "right": "pull_request:7846", - "accept": false, - "reason": "Different pipeline tests; no shared concrete code path." + "left": "pull_request:4899", + "right": "pull_request:5938", + "accept": true, + "reason": "Same ControlNet LoRA feature/fix family with overlapping files and targets; same underlying change." }, { - "left": "pull_request:4629", - "right": "pull_request:4659", + "left": "pull_request:9706", + "right": "pull_request:9714", "accept": true, - "reason": "Same SDXL long weighted prompt feature/revert-rewrite lineage; 4659 is explicitly a replacement of 4629." + "reason": "Same docstring refactor in the same transformer file." }, { - "left": "pull_request:4629", - "right": "pull_request:4661", + "left": "pull_request:2825", + "right": "pull_request:2826", "accept": true, - "reason": "Both are the same SDXL long weighted prompt pipeline work, and 4661 is clearly a replacement iteration of the same change." + "reason": "Same Dreambooth offset-noise training change in the same script." }, { - "left": "pull_request:7797", - "right": "pull_request:7849", + "left": "pull_request:8916", + "right": "pull_request:8932", "accept": false, - "reason": "Both reduce fast-test model sizes, but for different pipelines and different model setups." + "reason": "Different model test additions; same test-coverage theme only." }, { - "left": "pull_request:7803", - "right": "pull_request:7849", + "left": "pull_request:6526", + "right": "pull_request:6532", "accept": false, - "reason": "Different tests and different model shapes; same maintenance pattern only." + "reason": "Both are torch.compile compatibility patches, but for different training scripts." }, { - "left": "pull_request:7804", - "right": "pull_request:7849", + "left": "pull_request:1346", + "right": "pull_request:1347", "accept": false, - "reason": "Not the same pipeline or test file, just the same speedup pattern." + "reason": "Same README file, but different IMAGIC issues and different fixes." }, { - "left": "pull_request:7833", - "right": "pull_request:7849", - "accept": false, - "reason": "Different model test targets, so not one duplicate change." + "left": "pull_request:6207", + "right": "pull_request:6266", + "accept": true, + "reason": "Same deprecated-helper removal across closely related LoRA training scripts; same cleanup change." }, { - "left": "pull_request:7846", - "right": "pull_request:7849", + "left": "pull_request:6534", + "right": "pull_request:6558", "accept": false, - "reason": "Same broad goal, but separate test modules and separate patches." + "reason": "Different training scripts; similar compile-compat work, not one concrete fix." }, { - "left": "pull_request:9706", - "right": "pull_request:9707", + "left": "pull_request:1788", + "right": "pull_request:2094", "accept": true, - "reason": "Same docstring cleanup in the same transformer file; these are the same documentation change." + "reason": "Same DDIM scheduler bug around prediction_type='sample'; 2094 subsumes the earlier fix." }, { - "left": "pull_request:3201", - "right": "pull_request:3265", - "accept": false, - "reason": "These are opposite-direction follow-ups on the same file (revert vs revert-of-revert), so they are not the same underlying change." - }, - { - "left": "pull_request:8773", - "right": "pull_request:8976", + "left": "pull_request:10386", + "right": "pull_request:10387", "accept": true, - "reason": "Same revert of the LoraBaseMixin introduction; 8976 is a broader revert of the same change family." + "reason": "Exact same new example file and title; duplicate submissions of the same loading fix." }, { - "left": "pull_request:8283", - "right": "pull_request:8335", - "accept": false, - "reason": "Both modularize training inference, but they affect different scripts (base text-to-image LoRA vs SDXL LoRA) and are not the same concrete change." + "left": "pull_request:3458", + "right": "pull_request:3460", + "accept": true, + "reason": "Same inpaint LoRA-scale support change; 3460 is the fuller version with tests." }, { - "left": "pull_request:10299", - "right": "pull_request:10316", - "accept": false, - "reason": "Both remove generator from docs examples, but they are separate pipeline docs and not one shared bug fix." + "left": "pull_request:4499", + "right": "pull_request:4500", + "accept": true, + "reason": "Same SDXL reference-example addition; duplicate submissions of the same content." }, { - "left": "pull_request:11449", - "right": "pull_request:11492", - "accept": false, - "reason": "Same interpolation default idea, but applied to different training scripts and code paths." + "left": "pull_request:4499", + "right": "pull_request:4501", + "accept": true, + "reason": "Same SDXL reference-example addition; identical underlying change." }, { - "left": "pull_request:3237", - "right": "pull_request:3285", + "left": "pull_request:4499", + "right": "pull_request:4502", "accept": true, - "reason": "Same disk-offload feature; 3285 is the focused merged implementation of the same library change that 3237 attempted more broadly." + "reason": "Same SDXL reference-example addition; 4502 is the merged final form." }, { - "left": "pull_request:6559", - "right": "pull_request:6654", - "accept": false, - "reason": "Both refactor training-time validation/inference, but they target different example scripts and are not the same code-path fix." + "left": "pull_request:4500", + "right": "pull_request:4501", + "accept": true, + "reason": "Exact same example addition and file set." }, { - "left": "pull_request:6559", - "right": "pull_request:7603", - "accept": false, - "reason": "Different training examples and different pipelines; only the refactor pattern is shared." + "left": "pull_request:4500", + "right": "pull_request:4502", + "accept": true, + "reason": "Exact same example addition; 4502 is the merged final version." }, { - "left": "pull_request:6559", - "right": "pull_request:8283", - "accept": false, - "reason": "Same general modularization pattern, but different example scripts and separate changes." + "left": "pull_request:4501", + "right": "pull_request:4502", + "accept": true, + "reason": "Exact same example addition; 4502 is the merged final version." }, { - "left": "pull_request:6654", - "right": "pull_request:6655", + "left": "pull_request:6940", + "right": "pull_request:6942", "accept": false, - "reason": "Parallel refactors for different Dreambooth variants; not one concrete patch." + "reason": "Both standardize model cards, but for different training scripts and artifacts." }, { - "left": "pull_request:6569", - "right": "pull_request:6655", - "accept": false, - "reason": "Different example scripts (InstructPix2Pix SDXL vs Dreambooth LoRA SDXL), so not the same change." + "left": "pull_request:5833", + "right": "pull_request:5834", + "accept": true, + "reason": "Same single-file ControlNet import path bug; 5834 is the direct fix." }, { - "left": "pull_request:6569", - "right": "pull_request:7603", + "left": "pull_request:6940", + "right": "pull_request:6944", "accept": false, - "reason": "Different variants of the example training scripts and different inference flows." + "reason": "Different model-card scripts; same broad standardization theme only." }, { - "left": "pull_request:6526", - "right": "pull_request:6558", + "left": "pull_request:6942", + "right": "pull_request:6944", "accept": false, - "reason": "Both add torch.compile compatibility, but for different training scripts and different unwrap/save logic." - }, - { - "left": "pull_request:4899", - "right": "pull_request:5938", - "accept": true, - "reason": "Same ControlNet LoRA support work; 5938 is the more developed iteration of the same feature." - }, - { - "left": "pull_request:9706", - "right": "pull_request:9714", - "accept": true, - "reason": "Same docstring refactor in the same AuraFlow transformer file; these are duplicate documentation edits." + "reason": "Different scripts and outputs; not the same PR." }, - { - "left": "pull_request:2825", - "right": "pull_request:2826", - "accept": true, - "reason": "Both are the Dreambooth offset_noise feature in the same training script; 2826 is the actual implementation of the same change." - }, - { - "left": "pull_request:8916", - "right": "pull_request:8932", + { + "left": "pull_request:6942", + "right": "pull_request:6947", "accept": false, - "reason": "Different model test files and different model classes; same coverage-improvement theme only." + "reason": "Different scripts; same model-card standardization theme is too broad." }, { - "left": "pull_request:8973", - "right": "pull_request:8985", - "accept": true, - "reason": "Same Lumina fast-test size reduction in the same test file; the exact hyperparameter edits differ, but they target the same underlying test simplification." + "left": "pull_request:6944", + "right": "pull_request:6947", + "accept": false, + "reason": "Different scripts and model cards; not one concrete change." }, { "left": "pull_request:6556", "right": "pull_request:6577", "accept": false, - "reason": "Different training scripts and different models; not the same concrete compile-compatibility patch." + "reason": "Both are compile-compat patches, but for different training scripts." + }, + { + "left": "pull_request:6569", + "right": "pull_request:6655", + "accept": false, + "reason": "Different training scripts; same inferencing-refactor pattern only." + }, + { + "left": "pull_request:6569", + "right": "pull_request:7603", + "accept": false, + "reason": "Separate example scripts and code paths." }, { "left": "pull_request:6532", - "right": "pull_request:6534", + "right": "pull_request:6558", "accept": false, - "reason": "Both are torch.compile compatibility work, but for different Dreambooth script variants and separate code paths." + "reason": "Different example scripts; both touch compile-compat, but not the same bug." }, { - "left": "pull_request:1346", - "right": "pull_request:1347", + "left": "pull_request:8973", + "right": "pull_request:8985", + "accept": true, + "reason": "Same Lumina test file and same model-size reduction goal; 8985 is the narrower follow-up of the same change." + }, + { + "left": "pull_request:6940", + "right": "pull_request:6944", "accept": false, - "reason": "Same README file, but different example snippets and different fixes; they are adjacent maintenance edits, not one duplicate change." + "reason": "Different training scripts; same standardization theme only." } ] }, @@ -178115,19 +178463,18 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 240, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 241, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10268", - "pull_request:10386", - "pull_request:10387", + "pull_request:10288", "pull_request:10781", "pull_request:11421", "pull_request:11451", @@ -178137,32 +178484,30 @@ "pull_request:11744", "pull_request:11782", "pull_request:12269", + "pull_request:12387", + "pull_request:12439", "pull_request:12454", - "pull_request:1788", - "pull_request:2094", - "pull_request:3458", - "pull_request:3460", - "pull_request:4499", - "pull_request:4500", - "pull_request:4501", - "pull_request:4502", + "pull_request:2602", + "pull_request:3197", + "pull_request:3201", + "pull_request:3265", + "pull_request:3952", "pull_request:5299", "pull_request:5312", "pull_request:5391", - "pull_request:5833", - "pull_request:5834", - "pull_request:6207", - "pull_request:6266", - "pull_request:6534", - "pull_request:6558", + "pull_request:6119", + "pull_request:6231", + "pull_request:6526", + "pull_request:6532", + "pull_request:6555", "pull_request:6559", + "pull_request:6569", + "pull_request:6577", "pull_request:6654", "pull_request:6655", - "pull_request:6940", - "pull_request:6942", "pull_request:6944", - "pull_request:6947", "pull_request:7603", + "pull_request:7615", "pull_request:7797", "pull_request:7803", "pull_request:7804", @@ -178171,26 +178516,12 @@ "pull_request:8335", "pull_request:8973", "pull_request:9083", + "pull_request:9257", + "pull_request:9473", "pull_request:9706", "pull_request:9715" ], "soft_pairs": [ - "pull_request:6207|pull_request:6266", - "pull_request:6534|pull_request:6558", - "pull_request:1788|pull_request:2094", - "pull_request:10386|pull_request:10387", - "pull_request:3458|pull_request:3460", - "pull_request:4499|pull_request:4500", - "pull_request:4499|pull_request:4501", - "pull_request:4499|pull_request:4502", - "pull_request:4500|pull_request:4501", - "pull_request:4500|pull_request:4502", - "pull_request:4501|pull_request:4502", - "pull_request:6942|pull_request:6944", - "pull_request:5833|pull_request:5834", - "pull_request:6940|pull_request:6944", - "pull_request:6942|pull_request:6947", - "pull_request:6944|pull_request:6947", "pull_request:7797|pull_request:8973", "pull_request:7803|pull_request:8973", "pull_request:7804|pull_request:8973", @@ -178210,222 +178541,240 @@ "pull_request:6655|pull_request:7603", "pull_request:6655|pull_request:8283", "pull_request:10268|pull_request:10781", - "pull_request:11744|pull_request:11782" + "pull_request:11744|pull_request:11782", + "pull_request:6944|pull_request:7615", + "pull_request:2602|pull_request:3952", + "pull_request:11537|pull_request:11552", + "pull_request:10288|pull_request:9083", + "pull_request:6526|pull_request:6555", + "pull_request:6532|pull_request:6577", + "pull_request:9257|pull_request:9473", + "pull_request:12387|pull_request:12439", + "pull_request:3197|pull_request:3201", + "pull_request:3197|pull_request:3265", + "pull_request:6569|pull_request:8335", + "pull_request:6119|pull_request:6231" ], - "prepared_review_unit_hash": "d1bc14d4b91482f7785f35b699db7e770013569ee39972208ffa94d5bc8d26bb", + "prepared_review_unit_hash": "4a7bc80b07c8bf7d381d6e358d033d1005e480868549938667e30dda89f5f7c3", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 104534, - "estimated_input_tokens": 26134, - "estimated_eval_tokens": 52524 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 101571, + "estimated_input_tokens": 25393, + "estimated_eval_tokens": 51042 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of exact duplicate PRs within the same feature, plus many unrelated near-matches that only share a broad theme. I accepted only pairs that clearly target the same concrete file/change and rejected cross-feature or cross-file similarities.", - "confidence": 0.93, + "summary": "Most pairs are superficial matches on a shared theme (tests, docs, training-script cleanup) but not the same underlying change. The only clear duplicate-like/subsumable pairs are the Flux Kontext modular support PRs, the DreamBooth interpolation default updates, the AuraFlow docstring cleanup, and the fp16 LoRA upcast fix.", + "confidence": 0.71, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 4502 is the clearest canonical representative among the exact-duplicate sets: it is merged, well-reviewed, and contains the completed SDXL Reference implementation that 4499/4500/4501 mirror.", + "canonical_pr_reason": "PR 12269 is the broadest merged feature PR here and the best representative of the few truly same-change pairs in this set (Flux Kontext modular support).", "best_issue_reason": null, - "best_pr_reason": "PR 4502 is the best single representative overall because it is a merged, complete PR with a clear code+docs feature and strong duplicate evidence from identical siblings.", + "best_pr_reason": "PR 12269 is the strongest standalone representative: merged, broad, and central to one of the accepted duplicate families.", "soft_edge_verdicts": [ { - "left": "pull_request:6207", - "right": "pull_request:6266", - "accept": true, - "reason": "Same example script and same LoRA cleanup change; 6266 looks like a duplicate/follow-up of 6207." + "left": "pull_request:7797", + "right": "pull_request:8973", + "accept": false, + "reason": "Same class of test-size reduction, but different pipelines and no shared concrete change path." }, { - "left": "pull_request:6534", - "right": "pull_request:6558", + "left": "pull_request:7803", + "right": "pull_request:8973", "accept": false, - "reason": "Different training scripts and different model families; same torch.compile theme but not the same concrete change." + "reason": "Different pipeline/test target; this is only a similar optimization pattern." }, { - "left": "pull_request:1788", - "right": "pull_request:2094", - "accept": true, - "reason": "Both fix the DDIM prediction_type='sample' scheduler path in the same file; same underlying bug." + "left": "pull_request:7804", + "right": "pull_request:8973", + "accept": false, + "reason": "Different test files and models; not the same bug/change." }, { - "left": "pull_request:10386", - "right": "pull_request:10387", - "accept": true, - "reason": "Same new example file and same data multi-process loading change; effectively identical PRs." + "left": "pull_request:7833", + "right": "pull_request:8973", + "accept": false, + "reason": "Both shrink fast tests, but they touch unrelated pipelines and are not duplicates." }, { - "left": "pull_request:3458", - "right": "pull_request:3460", + "left": "pull_request:11421", + "right": "pull_request:11472", "accept": true, - "reason": "Same inpaint lora-scale feature in the same code path; 3460 is the test/cleanup follow-up to the same change." + "reason": "Both make the same interpolation-mode/default-lanczos change in parallel training scripts; same concrete fix pattern." }, { - "left": "pull_request:4499", - "right": "pull_request:4500", - "accept": true, - "reason": "Same SDXL Reference feature, same files, same implementation scope." + "left": "pull_request:11451", + "right": "pull_request:11552", + "accept": false, + "reason": "Both add torch.compile tests, but for different models and code paths." }, { - "left": "pull_request:4499", - "right": "pull_request:4501", - "accept": true, - "reason": "Same SDXL Reference feature, same files, same implementation scope." + "left": "pull_request:10268", + "right": "pull_request:9083", + "accept": false, + "reason": "Both add single-file support, but for different model families (Mochi vs Flux) and distinct implementations." }, { - "left": "pull_request:4499", - "right": "pull_request:4502", - "accept": true, - "reason": "Same SDXL Reference feature, same files, same implementation scope." + "left": "pull_request:5299", + "right": "pull_request:5391", + "accept": false, + "reason": "Both are docs/typehint cleanups, but the diffs are unrelated and not the same change." }, { - "left": "pull_request:4500", - "right": "pull_request:4501", - "accept": true, - "reason": "Same SDXL Reference feature, same files, same implementation scope." + "left": "pull_request:5312", + "right": "pull_request:5391", + "accept": false, + "reason": "Same broad docs/typehint theme, but not the same concrete edit set." }, { - "left": "pull_request:4500", - "right": "pull_request:4502", + "left": "pull_request:12269", + "right": "pull_request:12454", "accept": true, - "reason": "Same SDXL Reference feature, same files, same implementation scope." + "reason": "12454 looks like follow-up export/plumbing for the same Flux Kontext modular T2I/I2I feature introduced in 12269." }, { - "left": "pull_request:4501", - "right": "pull_request:4502", - "accept": true, - "reason": "Same SDXL Reference feature, same files, same implementation scope." + "left": "pull_request:11451", + "right": "pull_request:11537", + "accept": false, + "reason": "Both concern torch.compile testing, but they target different model classes and different test logic." }, { - "left": "pull_request:6942", - "right": "pull_request:6944", + "left": "pull_request:6559", + "right": "pull_request:8335", "accept": false, - "reason": "Both are model-card standardization PRs, but they target different example scripts and different training flows." + "reason": "Both modularize training-time inference, but for different training scripts and not the same code path." }, { - "left": "pull_request:5833", - "right": "pull_request:5834", + "left": "pull_request:6654", + "right": "pull_request:8335", "accept": false, - "reason": "Unrelated changes: one is PixArt docs, the other is a single-file import fix for ControlNet." + "reason": "Related training-script refactors, but they are different example scripts with different inference flows." }, { - "left": "pull_request:6940", - "right": "pull_request:6944", + "left": "pull_request:6655", + "right": "pull_request:8335", "accept": false, - "reason": "Similar model-card cleanup theme, but different scripts and different feature areas." + "reason": "Same refactor style, but different script families and not one mergeable concrete fix." }, { - "left": "pull_request:6942", - "right": "pull_request:6947", + "left": "pull_request:9706", + "right": "pull_request:9715", + "accept": true, + "reason": "Both touch the same AuraFlow transformer docstrings in the same file and appear to be the same documentation refactor." + }, + { + "left": "pull_request:6559", + "right": "pull_request:6655", "accept": false, - "reason": "Different examples and different model-card contexts; not the same underlying change." + "reason": "Different example scripts; only the high-level refactor theme matches." }, { - "left": "pull_request:6944", - "right": "pull_request:6947", + "left": "pull_request:6655", + "right": "pull_request:7603", "accept": false, - "reason": "Different example scripts; only the general model-card cleanup theme is shared." + "reason": "Both modularize validation/inference, but for different pipelines and no shared concrete bug." }, { - "left": "pull_request:7797", - "right": "pull_request:8973", + "left": "pull_request:6655", + "right": "pull_request:8283", "accept": false, - "reason": "Both reduce test model sizes, but they are unrelated test files and different pipelines." + "reason": "Same general training-script cleanup theme, but distinct scripts and implementation details." }, { - "left": "pull_request:7803", - "right": "pull_request:8973", + "left": "pull_request:10268", + "right": "pull_request:10781", "accept": false, - "reason": "Different pipeline tests; same broad testing theme only." + "reason": "Single-file support for different transformer models; not the same change." }, { - "left": "pull_request:7804", - "right": "pull_request:8973", + "left": "pull_request:11744", + "right": "pull_request:11782", "accept": false, - "reason": "Different pipeline tests; same broad testing theme only." + "reason": "Same metadata-handling idea, but applied to different training scripts and model families." }, { - "left": "pull_request:7833", - "right": "pull_request:8973", + "left": "pull_request:6944", + "right": "pull_request:7615", "accept": false, - "reason": "Different pipeline tests; same broad testing theme only." + "reason": "Both standardize model-card code, but they are separate example scripts and not one underlying fix." }, { - "left": "pull_request:11421", - "right": "pull_request:11472", + "left": "pull_request:2602", + "right": "pull_request:3952", "accept": false, - "reason": "Similar default interpolation tweak, but they are separate training scripts and separate code changes." + "reason": "Both are dependency pin tests, but they pin different versions and are unrelated temporary changes." }, { - "left": "pull_request:11451", + "left": "pull_request:11537", "right": "pull_request:11552", "accept": false, - "reason": "Different models and different test files; both add torch.compile coverage but not the same bug or change." + "reason": "Both add torch.compile tests, but for different models and no shared failure mode is shown." }, { - "left": "pull_request:10268", + "left": "pull_request:10288", "right": "pull_request:9083", "accept": false, - "reason": "Both add single-file support, but for different transformers and different model checkpoints." + "reason": "Same single-file loader area, but these add support for different model types and different checkpoints." }, { - "left": "pull_request:5299", - "right": "pull_request:5391", + "left": "pull_request:6526", + "right": "pull_request:6555", "accept": false, - "reason": "Both are docs/typehint cleanups, but they touch different files and broader scopes; not one shared change." + "reason": "Both address torch.compile compatibility, but in different training scripts and code paths." }, { - "left": "pull_request:5312", - "right": "pull_request:5391", + "left": "pull_request:6532", + "right": "pull_request:6577", "accept": false, - "reason": "Different file sets and different cleanup scope; only the general docs/typehint theme matches." + "reason": "Same compile-compatibility theme, but different example scripts and unwrapping logic targets." }, { - "left": "pull_request:12269", - "right": "pull_request:12454", - "accept": true, - "reason": "Same Flux Kontext modular t2i/i2i feature in the same modular pipeline area; clearly the same underlying change." + "left": "pull_request:9257", + "right": "pull_request:9473", + "accept": false, + "reason": "Both involve Flux DreamBooth scripts, but the fixes target different bugs and different parameter-handling paths." }, { - "left": "pull_request:11451", - "right": "pull_request:11537", + "left": "pull_request:12387", + "right": "pull_request:12439", "accept": false, - "reason": "Different models and different tests; same torch.compile theme only." + "reason": "Both extend attention-backend support, but they add different backends and are not the same concrete change." }, { - "left": "pull_request:6559", - "right": "pull_request:8335", + "left": "pull_request:3197", + "right": "pull_request:3201", "accept": false, - "reason": "Both modularize training-time inference, but for different scripts and different pipelines." + "reason": "Revert vs original update; they are opposites, not duplicates." }, { - "left": "pull_request:6654", - "right": "pull_request:8335", + "left": "pull_request:3197", + "right": "pull_request:3265", "accept": false, - "reason": "Different training scripts and different example flows; not the same feature." + "reason": "This is a revert-of-revert sequence, not the same underlying change as the original update." }, { - "left": "pull_request:6655", + "left": "pull_request:6569", "right": "pull_request:8335", "accept": false, - "reason": "Different training scripts and different example flows; not the same feature." + "reason": "Both modularize validation/inference, but they touch different scripts and training setups." }, { - "left": "pull_request:9706", - "right": "pull_request:9715", + "left": "pull_request:6119", + "right": "pull_request:6231", "accept": true, - "reason": "Same auraflow_transformer_2d docstring refactor in the same file; identical scope." + "reason": "Same fp16 LoRA gradient/upcast workaround across closely related training scripts; same concrete bug fix pattern." } ] }, @@ -178439,17 +178788,16 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 241, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 242, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:10288", "pull_request:10504", "pull_request:10505", "pull_request:11407", @@ -178457,59 +178805,49 @@ "pull_request:11471", "pull_request:11476", "pull_request:11492", - "pull_request:11537", - "pull_request:11552", "pull_request:121", + "pull_request:12142", + "pull_request:12143", "pull_request:12307", - "pull_request:12387", - "pull_request:12439", "pull_request:13115", "pull_request:2046", "pull_request:252", "pull_request:2602", - "pull_request:3197", - "pull_request:3201", - "pull_request:3265", - "pull_request:3952", - "pull_request:6119", - "pull_request:6231", - "pull_request:6526", - "pull_request:6532", + "pull_request:2812", + "pull_request:2813", + "pull_request:326", + "pull_request:327", + "pull_request:3554", + "pull_request:3555", + "pull_request:4022", + "pull_request:4684", + "pull_request:6262", + "pull_request:6263", + "pull_request:6264", "pull_request:6550", - "pull_request:6555", "pull_request:6556", "pull_request:6559", "pull_request:6569", - "pull_request:6577", "pull_request:6654", + "pull_request:6908", + "pull_request:6909", + "pull_request:6910", + "pull_request:6939", + "pull_request:6940", + "pull_request:6942", "pull_request:6944", - "pull_request:7615", "pull_request:7797", "pull_request:7803", "pull_request:7804", "pull_request:7833", "pull_request:8283", - "pull_request:8335", + "pull_request:8816", + "pull_request:8820", "pull_request:8985", - "pull_request:9083", - "pull_request:9257", - "pull_request:9473", "pull_request:9592", "pull_request:9707" ], "soft_pairs": [ - "pull_request:6944|pull_request:7615", - "pull_request:2602|pull_request:3952", - "pull_request:11537|pull_request:11552", - "pull_request:10288|pull_request:9083", - "pull_request:6526|pull_request:6555", - "pull_request:6532|pull_request:6577", - "pull_request:9257|pull_request:9473", - "pull_request:12387|pull_request:12439", - "pull_request:3197|pull_request:3201", - "pull_request:3197|pull_request:3265", - "pull_request:6569|pull_request:8335", - "pull_request:6119|pull_request:6231", "pull_request:11471|pull_request:11492", "pull_request:7797|pull_request:8985", "pull_request:7803|pull_request:8985", @@ -178525,204 +178863,237 @@ "pull_request:10504|pull_request:10505", "pull_request:11407|pull_request:11476", "pull_request:121|pull_request:252", - "pull_request:12307|pull_request:13115" + "pull_request:12307|pull_request:13115", + "pull_request:2812|pull_request:2813", + "pull_request:3554|pull_request:3555", + "pull_request:8816|pull_request:8820", + "pull_request:12142|pull_request:12143", + "pull_request:326|pull_request:327", + "pull_request:6908|pull_request:6910", + "pull_request:6909|pull_request:6910", + "pull_request:6939|pull_request:6940", + "pull_request:6262|pull_request:6263", + "pull_request:6262|pull_request:6264", + "pull_request:6263|pull_request:6264", + "pull_request:6908|pull_request:6909", + "pull_request:6939|pull_request:6942", + "pull_request:6939|pull_request:6944", + "pull_request:4022|pull_request:4684" ], - "prepared_review_unit_hash": "3e21f0b7cbe33b4e663c0004ad1dc71c88be8a85a8fbed271fad3ac3ec86d0bf", + "prepared_review_unit_hash": "b9150f1f4f979768c882056e02483e18196d7f41cbc4f34a18efdb01dad389ab", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 102233, - "estimated_input_tokens": 25559, - "estimated_eval_tokens": 51374 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 112126, + "estimated_input_tokens": 28032, + "estimated_eval_tokens": 56320 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly loose topical similarity, not one duplicate set. The only clear duplicate is the identical test-print cleanup PR pair (10504/10505); the rest are related-but-distinct refactors, docs updates, or model/script-specific fixes.", - "confidence": 0.62, + "summary": "This cluster is a mixed bag of several unrelated duplicate families: exact doc/test cleanups, a few very similar typo/model-card sweeps, and multiple broader refactors that should stay separate. I only accepted pairs that look like the same concrete change or bug fix, not just the same subsystem or style of cleanup.", + "confidence": 0.68, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 10505 is the exact duplicate of 10504, with the same test-only print removals and no substantive divergence; it is also the merged copy.", + "canonical_pr_reason": "No single canonical PR spans the whole set because it splits into multiple unrelated subclusters. If a representative is required, 10505 is the cleanest exact-duplicate exemplar: same print removals as 10504, merged, and low-risk.", "best_issue_reason": null, - "best_pr_reason": "PR 10505 is the cleanest representative of the only true duplicate pair in the set because it is identical to 10504 and already merged.", + "best_pr_reason": "10505 is the strongest overall representative only within the exact-duplicate cleanup subcluster: it is merged, minimal, and matches 10504 exactly. For the full cluster, there is no single best PR because the items are not one duplicate.", "soft_edge_verdicts": [ { - "left": "pull_request:6944", - "right": "pull_request:7615", - "accept": false, - "reason": "Both are model-card cleanup, but they target different training scripts and different edits; not the same concrete change." + "left": "pull_request:11471", + "right": "pull_request:11492", + "accept": true, + "reason": "Same concrete change: add image interpolation mode support and switch the default to lanczos in closely related DreamBooth LoRA scripts." }, { - "left": "pull_request:2602", - "right": "pull_request:3952", + "left": "pull_request:7797", + "right": "pull_request:8985", "accept": false, - "reason": "Both pin huggingface-hub for release testing, but they are different version-test PRs and not the same change." + "reason": "Both reduce fast-test model sizes, but they are different pipeline tests and not the same underlying bug or change." }, { - "left": "pull_request:11537", - "right": "pull_request:11552", + "left": "pull_request:7803", + "right": "pull_request:8985", "accept": false, - "reason": "Both add torch.compile tests, but for different models and code paths; too broad to treat as duplicate." + "reason": "Same broad test-speedup theme, but this is a different DDIM test and not a duplicate of the Lumina test change." }, { - "left": "pull_request:10288", - "right": "pull_request:9083", + "left": "pull_request:7804", + "right": "pull_request:8985", "accept": false, - "reason": "Both are Flux single-file work, but one adds Canny/Depth/Fill mappings while the other adds transformer loading/docs; distinct features." + "reason": "Different fast test and different model/code path; size reductions alone are too broad to be duplicates." }, { - "left": "pull_request:6526", - "right": "pull_request:6555", + "left": "pull_request:7833", + "right": "pull_request:8985", "accept": false, - "reason": "Both address torch.compile compatibility, but in different training scripts and save/load hooks; not one concrete fix." + "reason": "Another separate fast test size reduction; same motivation, but not the same concrete PR." }, { - "left": "pull_request:6532", - "right": "pull_request:6577", - "accept": false, - "reason": "Same compile-compatibility theme, but these are different example scripts with different unwrap/load logic." + "left": "pull_request:11421", + "right": "pull_request:11471", + "accept": true, + "reason": "Both apply the same lanczos-default interpolation fix to related DreamBooth training scripts, so they could plausibly be merged together." }, { - "left": "pull_request:9257", - "right": "pull_request:9473", - "accept": false, - "reason": "These touch Flux dreambooth code, but the changes are different bug fixes in different functions/files." + "left": "pull_request:6550", + "right": "pull_request:6556", + "accept": true, + "reason": "Both address the same torch.compile compatibility issue in sibling SDXL training scripts with very similar code-path changes." }, { - "left": "pull_request:12387", - "right": "pull_request:12439", + "left": "pull_request:6559", + "right": "pull_request:6569", "accept": false, - "reason": "Both add kernel-backed attention support, but for different backends and different changes; not mergeable as one duplicate." + "reason": "Both are training/inference refactors, but they touch different scripts and different concrete flows." }, { - "left": "pull_request:3197", - "right": "pull_request:3201", + "left": "pull_request:6569", + "right": "pull_request:6654", "accept": false, - "reason": "One is the original lpw pipeline update and the other is its revert; opposite intent, not a duplicate change." + "reason": "These are separate modularization refactors in different training scripts, not one shared fix." }, { - "left": "pull_request:3197", - "right": "pull_request:3265", + "left": "pull_request:6569", + "right": "pull_request:8283", "accept": false, - "reason": "One is the original lpw pipeline update and the other is a revert-of-revert; same file, different history and intent." + "reason": "Same general pattern in different scripts, but not the same underlying code-path problem." }, { - "left": "pull_request:6569", - "right": "pull_request:8335", + "left": "pull_request:9592", + "right": "pull_request:9707", "accept": false, - "reason": "Both modularize training-time inference, but they are different training examples with different code paths." + "reason": "Both are docstring cleanup, but they target different transformer files and are not the same change." }, { - "left": "pull_request:6119", - "right": "pull_request:6231", + "left": "pull_request:2046", + "right": "pull_request:2602", "accept": false, - "reason": "Both fix fp16 LoRA training issues, but in different scripts and with different surrounding code; not the same change." + "reason": "Same dependency pin area, but they pin different release candidates at different times, so they are not duplicates." }, { - "left": "pull_request:11471", - "right": "pull_request:11492", - "accept": false, - "reason": "Very similar interpolation updates, but they target different scripts and are separate concrete code paths." + "left": "pull_request:10504", + "right": "pull_request:10505", + "accept": true, + "reason": "Exact duplicate cleanup: both remove the same stray print statements from the same tests." }, { - "left": "pull_request:7797", - "right": "pull_request:8985", + "left": "pull_request:11407", + "right": "pull_request:11476", "accept": false, - "reason": "These reduce dummy model sizes in different test suites; same motivation, but not the same bug or patch." + "reason": "Both are broad typo sweeps, but the touched file sets and edits differ enough that they are not the same concrete change." }, { - "left": "pull_request:7803", - "right": "pull_request:8985", + "left": "pull_request:121", + "right": "pull_request:252", "accept": false, - "reason": "Different test suites and model configs; this is not a duplicate of the Lumina test change." + "reason": "Both update README examples, but they are different documentation revisions from different points in time." }, { - "left": "pull_request:7804", - "right": "pull_request:8985", + "left": "pull_request:12307", + "right": "pull_request:13115", "accept": false, - "reason": "Amused test-size reduction and Lumina test-size reduction are unrelated test-only changes." + "reason": "These are different modular-pipeline fixes; one adds broader module support while the other is a small Flux-specific tweak." }, { - "left": "pull_request:7833", - "right": "pull_request:8985", - "accept": false, - "reason": "AudioLDM and Lumina test reductions are separate test maintenance changes, not one underlying fix." + "left": "pull_request:2812", + "right": "pull_request:2813", + "accept": true, + "reason": "Identical Stable unCLIP docs update with the same edited content and targets." }, { - "left": "pull_request:11421", - "right": "pull_request:11471", + "left": "pull_request:3554", + "right": "pull_request:3555", + "accept": true, + "reason": "These are duplicate Moreh/textual-inversion example updates with the same files and content." + }, + { + "left": "pull_request:8816", + "right": "pull_request:8820", + "accept": true, + "reason": "Same PAG controlnet feature work and same code path; the later PR mainly adds the docs hookup on top." + }, + { + "left": "pull_request:12142", + "right": "pull_request:12143", + "accept": true, + "reason": "Same Wan VACE bf16/fp16 fix in the same pipeline; the second PR just adds related test cleanup." + }, + { + "left": "pull_request:326", + "right": "pull_request:327", "accept": false, - "reason": "Same interpolation-mode idea, but different training scripts and not enough evidence of a single shared patch." + "reason": "Related type-hint work, but not the same concrete change: one is a broad sweep and the other is a specific PNDM pipeline update." }, { - "left": "pull_request:6550", - "right": "pull_request:6556", + "left": "pull_request:6908", + "right": "pull_request:6910", "accept": false, - "reason": "Both are torch.compile compatibility changes for SDXL, but they affect different training scripts and code paths." + "reason": "Same model-card standardization theme, but different training scripts and not one shared PR-worthy code-path change." }, { - "left": "pull_request:6559", - "right": "pull_request:6569", + "left": "pull_request:6909", + "right": "pull_request:6910", "accept": false, - "reason": "Both are inference-in-training refactors, but for different examples and not the same underlying change." + "reason": "Similar controlnet model-card cleanup, but this is a separate flax implementation, not a duplicate of the base controlnet PR." }, { - "left": "pull_request:6569", - "right": "pull_request:8335", + "left": "pull_request:6939", + "right": "pull_request:6940", "accept": false, - "reason": "Different example scripts and different refactor scopes; not a duplicate change." + "reason": "Both standardize T2I model cards, but they affect different scripts and are separate refactors." }, { - "left": "pull_request:6569", - "right": "pull_request:6654", + "left": "pull_request:6262", + "right": "pull_request:6263", "accept": false, - "reason": "Both modularize validation/inference, but they target different training scripts and plumbing." + "reason": "Different pipeline refactors (panorama vs LDM3D); same general move-out-of-stable_diffusion theme is not enough." }, { - "left": "pull_request:9592", - "right": "pull_request:9707", + "left": "pull_request:6262", + "right": "pull_request:6264", "accept": false, - "reason": "Both are docstring refactors, but they touch different files and functions; not the same patch." + "reason": "These are distinct pipeline moves for different features, not the same underlying change." }, { - "left": "pull_request:2046", - "right": "pull_request:2602", + "left": "pull_request:6263", + "right": "pull_request:6264", "accept": false, - "reason": "Both test dependency pinning, but to different hub versions and at different points in time." + "reason": "Separate refactors for different pipelines; they should not be merged as duplicates." }, { - "left": "pull_request:10504", - "right": "pull_request:10505", - "accept": true, - "reason": "Exact same test-only print removals in the same files; 10505 is the merged duplicate of 10504." + "left": "pull_request:6908", + "right": "pull_request:6909", + "accept": false, + "reason": "Both standardize controlnet model cards, but they target different backends and are not the same concrete fix." }, { - "left": "pull_request:11407", - "right": "pull_request:11476", + "left": "pull_request:6939", + "right": "pull_request:6942", "accept": false, - "reason": "Both are typo cleanup PRs, but they cover different file sets and unrelated text changes." + "reason": "Same model-card standardization family, but different training scripts and different artifacts." }, { - "left": "pull_request:121", - "right": "pull_request:252", + "left": "pull_request:6939", + "right": "pull_request:6944", "accept": false, - "reason": "Both update README examples, but they are different documentation expansions and not the same content." + "reason": "Related documentation cleanup, but this is a separate SDXL LoRA model-card update, not a duplicate." }, { - "left": "pull_request:12307", - "right": "pull_request:13115", + "left": "pull_request:4022", + "right": "pull_request:4684", "accept": false, - "reason": "Both are modular pipeline fixes, but 12307 is a broad utility refactor while 13115 is a small export/default-blocks tweak." + "reason": "Both are Korean translation updates, but they cover different docs sets and are separate localization passes." } ] }, @@ -178736,35 +179107,37 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 242, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 243, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:10109", + "pull_request:10183", + "pull_request:10268", + "pull_request:10365", "pull_request:1157", "pull_request:1186", "pull_request:11920", + "pull_request:11954", "pull_request:11955", - "pull_request:12142", - "pull_request:12143", + "pull_request:13069", + "pull_request:13071", + "pull_request:13253", "pull_request:13254", "pull_request:13315", "pull_request:13335", "pull_request:13341", "pull_request:13342", - "pull_request:2812", - "pull_request:2813", - "pull_request:326", - "pull_request:327", - "pull_request:3554", - "pull_request:3555", - "pull_request:4022", - "pull_request:4684", + "pull_request:5104", + "pull_request:5105", + "pull_request:5239", + "pull_request:5242", "pull_request:5828", "pull_request:6261", "pull_request:6262", @@ -178772,13 +179145,13 @@ "pull_request:6264", "pull_request:6265", "pull_request:6267", + "pull_request:6907", "pull_request:6908", "pull_request:6909", "pull_request:6910", "pull_request:6939", "pull_request:6940", "pull_request:6942", - "pull_request:6944", "pull_request:6947", "pull_request:7692", "pull_request:7746", @@ -178787,8 +179160,6 @@ "pull_request:8064", "pull_request:8426", "pull_request:8427", - "pull_request:8816", - "pull_request:8820", "pull_request:8946", "pull_request:9591", "pull_request:9592", @@ -178796,21 +179167,6 @@ "pull_request:9707" ], "soft_pairs": [ - "pull_request:2812|pull_request:2813", - "pull_request:3554|pull_request:3555", - "pull_request:8816|pull_request:8820", - "pull_request:12142|pull_request:12143", - "pull_request:326|pull_request:327", - "pull_request:6908|pull_request:6910", - "pull_request:6909|pull_request:6910", - "pull_request:6939|pull_request:6940", - "pull_request:6262|pull_request:6263", - "pull_request:6262|pull_request:6264", - "pull_request:6263|pull_request:6264", - "pull_request:6908|pull_request:6909", - "pull_request:6939|pull_request:6942", - "pull_request:6939|pull_request:6944", - "pull_request:4022|pull_request:4684", "pull_request:5828|pull_request:7746", "pull_request:6261|pull_request:6262", "pull_request:6261|pull_request:6263", @@ -178840,306 +179196,328 @@ "pull_request:13315|pull_request:13342", "pull_request:13335|pull_request:13341", "pull_request:13335|pull_request:13342", - "pull_request:13341|pull_request:13342" + "pull_request:13341|pull_request:13342", + "pull_request:5104|pull_request:5105", + "pull_request:5239|pull_request:5242", + "pull_request:7903|pull_request:8064", + "pull_request:13069|pull_request:13071", + "pull_request:6907|pull_request:6908", + "pull_request:6907|pull_request:6909", + "pull_request:6907|pull_request:6910", + "pull_request:10109|pull_request:10365", + "pull_request:10183|pull_request:10268", + "pull_request:11920|pull_request:11954", + "pull_request:11954|pull_request:11955", + "pull_request:13253|pull_request:13254", + "pull_request:13253|pull_request:13315", + "pull_request:13253|pull_request:13335", + "pull_request:13253|pull_request:13341", + "pull_request:13253|pull_request:13342" ], - "prepared_review_unit_hash": "c526fd2b1db65bb59b8457140d6ff860bb190bc86d3ef767e8da4936e5097568", + "prepared_review_unit_hash": "b6f1de791b8d8647cb77f10535f9ac104315ee955436edcf1a8937e4c8eb0675", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 45, - "serialized_chars": 111721, - "estimated_input_tokens": 27931, - "estimated_eval_tokens": 56118 + "soft_pair_count": 46, + "serialized_chars": 106285, + "estimated_input_tokens": 26572, + "estimated_eval_tokens": 53400 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This isn\u2019t one coherent duplicate cluster; it\u2019s several small same-change pairs mixed together with many unrelated refactors/docs updates. I\u2019d only merge the near-identical reposts or same-file fixes, and keep the broader cross-file/model-variant changes separate.", - "confidence": 0.57, + "summary": "The cluster is mostly heterogeneous: it mixes unrelated PRs across test fixes, pipeline refactors, docs updates, and workflow tweaks. Only two soft-edge pairs look like true duplicates/near-duplicates: the ConsistencyDecoderVAE test fixes and the PAG community pipeline rework.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "The cluster is heterogeneous, so there is no single canonical PR for all items; if one anchor is needed, PR 8820 is the strongest because it is the most complete merged PAG-controlnet implementation.", + "canonical_pr_reason": "No single PR is a good canonical for the whole cluster because the items split into several unrelated subclusters rather than one duplicate change.", "best_issue_reason": null, - "best_pr_reason": "PR 8820 is the best single anchor among the accepted pairs: it\u2019s merged and includes the core PAG controlnet code plus docs/tests, making it more complete than the narrower sibling PR.", + "best_pr_reason": "No single PR cleanly represents the cluster; the only strong duplicate signals are isolated to small subclusters, so a global representative would be misleading.", "soft_edge_verdicts": [ - { - "left": "pull_request:2812", - "right": "pull_request:2813", - "accept": true, - "reason": "Same Stable UnCLIP docs update with effectively identical diff and filenames; clearly the same change." - }, - { - "left": "pull_request:3554", - "right": "pull_request:3555", - "accept": true, - "reason": "These are the same textual inversion/moreh mirror patch set with identical file set and intent." - }, - { - "left": "pull_request:8816", - "right": "pull_request:8820", - "accept": true, - "reason": "Same PAG controlnet addition for SD1.5; 8820 is the more complete follow-up with the same core code-path plus docs/tests." - }, - { - "left": "pull_request:12142", - "right": "pull_request:12143", - "accept": true, - "reason": "Both patch the same bf16/fp16 mask-cast issue in pipeline_wan_vace.py; one PR just adds test coverage." - }, - { - "left": "pull_request:326", - "right": "pull_request:327", - "accept": true, - "reason": "Both are the same PNDM pipeline typing/refactor change and could plausibly be merged into one PR." - }, - { - "left": "pull_request:6908", - "right": "pull_request:6910", - "accept": false, - "reason": "Same broad model-card standardization theme, but different scripts and model variants, so not the same concrete change." - }, - { - "left": "pull_request:6909", - "right": "pull_request:6910", - "accept": false, - "reason": "Different ControlNet training targets (flax vs torch) and different files; shared pattern is too broad for duplicate PR triage." - }, - { - "left": "pull_request:6939", - "right": "pull_request:6940", - "accept": false, - "reason": "Both standardize model cards, but they touch different training scripts and are not the same PR change." - }, - { - "left": "pull_request:6262", - "right": "pull_request:6263", - "accept": false, - "reason": "Both move different pipelines out of stable_diffusion, but they are separate features/code paths." - }, - { - "left": "pull_request:6262", - "right": "pull_request:6264", - "accept": false, - "reason": "Different pipeline moves (panorama vs SAG); same refactor family, not the same underlying change." - }, - { - "left": "pull_request:6263", - "right": "pull_request:6264", - "accept": false, - "reason": "Different pipeline extractions from stable_diffusion, so they should not be merged as duplicates." - }, - { - "left": "pull_request:6908", - "right": "pull_request:6909", - "accept": false, - "reason": "Same model-card cleanup pattern, but one is SDXL and the other is flax; not the same concrete fix." - }, - { - "left": "pull_request:6939", - "right": "pull_request:6942", - "accept": false, - "reason": "Both are model-card standardizations, but for different training scripts and model types." - }, - { - "left": "pull_request:6939", - "right": "pull_request:6944", - "accept": false, - "reason": "Same broad cleanup theme, but different LoRA script and different implementation details." - }, - { - "left": "pull_request:4022", - "right": "pull_request:4684", - "accept": false, - "reason": "Both are Korean docs updates, but they are separate translation passes with different content and scope." - }, { "left": "pull_request:5828", "right": "pull_request:7746", - "accept": false, - "reason": "Both touch consistency-decoder tests, but they fix different test paths and do not look like the same bug fix." + "accept": true, + "reason": "Both are fixes for the ConsistencyDecoderVAE test path, so they look like the same underlying test issue." }, { "left": "pull_request:6261", "right": "pull_request:6262", "accept": false, - "reason": "Related refactors, but they split different stable_diffusion subpipelines and are not the same PR change." + "reason": "Same broad stable_diffusion refactor theme, but they move different pipelines/components and are not the same change." }, { "left": "pull_request:6261", "right": "pull_request:6263", "accept": false, - "reason": "Different pipeline extractions; same broad cleanup theme only." + "reason": "Different pipeline move: Attend-and-Excite vs LDM3D, so not the same concrete change." }, { "left": "pull_request:6261", "right": "pull_request:6264", "accept": false, - "reason": "Different subpipelines and code paths, so not duplicates." + "reason": "Different pipelines (Attend-and-Excite vs SAG); related refactor style but not duplicate work." }, { "left": "pull_request:6262", "right": "pull_request:6267", "accept": false, - "reason": "Both move code out of stable_diffusion, but one is panorama and the other is k-diffusion; separate changes." + "reason": "Panorama and K-Diffusion are separate pipeline moves, not one underlying change." }, { "left": "pull_request:6263", "right": "pull_request:6267", "accept": false, - "reason": "Different pipelines and different extraction work; not the same underlying patch." + "reason": "LDM3D and K-Diffusion are distinct pipeline refactors." }, { "left": "pull_request:6264", "right": "pull_request:6267", "accept": false, - "reason": "Different pipeline move/refactor targets, so they should stay separate." + "reason": "SAG and K-Diffusion are separate pipeline moves, so reject." }, { "left": "pull_request:7903", "right": "pull_request:8946", "accept": false, - "reason": "Unrelated test changes: video-processor API validation versus model download request assertions." + "reason": "Unrelated test changes: video/image processor validation vs a request-count assertion in model loading tests." }, { "left": "pull_request:8064", "right": "pull_request:8946", "accept": false, - "reason": "Both are test-only PRs, but they target different subsystems and failures." + "reason": "Marigold test work and model-loading request-count test tweaks are unrelated." }, { "left": "pull_request:8426", "right": "pull_request:8427", - "accept": true, - "reason": "Same mirror_community_pipeline workflow fix; the second is just a small follow-up of the first." + "accept": false, + "reason": "Same workflow file, but one changes dependency install and the other adds env printing; different fixes." }, { "left": "pull_request:6940", "right": "pull_request:6942", "accept": false, - "reason": "Both standardize model cards, but they modify different text-to-image scripts and are not the same concrete change." + "reason": "Both standardize model cards, but for different example scripts (LoRA vs SDXL), so not the same change." }, { "left": "pull_request:7692", "right": "pull_request:7876", "accept": true, - "reason": "These are the same PAG community pipeline change reworked/rebased on the same file and code path." + "reason": "These are the same PAG community pipeline modification/rework, with matching file and diff intent." }, { "left": "pull_request:9592", "right": "pull_request:9593", "accept": false, - "reason": "Both are docstring refactors, but for unrelated files and classes; same style only." + "reason": "Docstring refactors in different files and different components; only same broad docs style." }, { "left": "pull_request:6261", "right": "pull_request:6267", "accept": false, - "reason": "Both are stable_diffusion refactors, but they move different pipeline modules and are not duplicates." + "reason": "Different pipeline migrations out of stable_diffusion; same area but not the same fix." }, { "left": "pull_request:6265", "right": "pull_request:6267", "accept": false, - "reason": "Different pipeline extractions from stable_diffusion; same broad refactor family only." + "reason": "GLIGEN and K-Diffusion are separate pipeline extractions." }, { "left": "pull_request:6939", "right": "pull_request:6947", "accept": false, - "reason": "Same model-card standardization theme, but different example scripts and targets." + "reason": "Both are model-card standardizations, but for different training scripts and model families." }, { "left": "pull_request:6940", - "right": "pull_request:6942", + "right": "pull_request:6947", "accept": false, - "reason": "Different training scripts (LoRA vs SDXL) and different model-card content; not the same PR." + "reason": "LoRA model-card updates and T2I Adapter SDXL model-card updates are different concrete changes." }, { "left": "pull_request:9591", "right": "pull_request:9707", "accept": false, - "reason": "Both are docstring cleanup PRs, but they touch unrelated code and are not the same change." + "reason": "Unrelated docstring refactors in different modules." }, { "left": "pull_request:1157", "right": "pull_request:1186", "accept": false, - "reason": "Both mention report_to/push_to_hub fixes, but they are different Flax training scripts and separate patches." + "reason": "Different Flax training scripts with separate argument/reporting fixes; not the same bug." }, { "left": "pull_request:11920", "right": "pull_request:11955", "accept": false, - "reason": "Both add test slices, but for different model families (Wan vs Cosmos) and different files." + "reason": "Different video test suites (Wan vs Cosmos), so not duplicate work." }, { "left": "pull_request:13254", "right": "pull_request:13315", "accept": false, - "reason": "Both are transformer test refactors, but they target different model test suites and code paths." + "reason": "Different model test refactors for unrelated transformer families." }, { "left": "pull_request:13254", "right": "pull_request:13335", "accept": false, - "reason": "Different model test refactors; same CI cleanup theme only." + "reason": "LTX and Cosmos test refactors are unrelated." }, { "left": "pull_request:13254", "right": "pull_request:13341", "accept": false, - "reason": "Different transformer test suites, so not the same underlying change." + "reason": "LTX and Bria test refactors are separate changes." }, { "left": "pull_request:13254", "right": "pull_request:13342", "accept": false, - "reason": "Different model-specific test refactors; not mergeable as one duplicate PR." + "reason": "LTX and Hunyuan transformer test refactors are unrelated." }, { "left": "pull_request:13315", "right": "pull_request:13335", "accept": false, - "reason": "Same broad refactor style, but different model families and test files." + "reason": "Sana and Cosmos test refactors are different model-specific changes." }, { "left": "pull_request:13315", "right": "pull_request:13341", "accept": false, - "reason": "Different transformer test suites; not the same code-path change." + "reason": "Sana and Bria refactors are unrelated." }, { "left": "pull_request:13315", "right": "pull_request:13342", "accept": false, - "reason": "Different model-specific test refactors, so they should stay separate." + "reason": "Sana and Hunyuan refactors are separate model test changes." }, { "left": "pull_request:13335", "right": "pull_request:13341", "accept": false, - "reason": "Separate refactors for different transformer models; same theme only." + "reason": "Cosmos and Bria test refactors are different model families." }, { "left": "pull_request:13335", "right": "pull_request:13342", "accept": false, - "reason": "Different model test suites and different changes; not duplicates." + "reason": "Cosmos and Hunyuan test refactors are unrelated." }, { "left": "pull_request:13341", "right": "pull_request:13342", "accept": false, - "reason": "Both are Bria/Hunyuan-era transformer test refactors, but they affect different model suites and code paths." + "reason": "Bria and Hunyuan test refactors are separate model-specific changes." + }, + { + "left": "pull_request:5104", + "right": "pull_request:5105", + "accept": false, + "reason": "Same timestep-bias idea, but applied to different training scripts (SDXL LoRA vs Dreambooth) and not one mergeable PR." + }, + { + "left": "pull_request:5239", + "right": "pull_request:5242", + "accept": false, + "reason": "Different AutoencoderKL methods: encode docstring vs decode docstring; related but distinct." + }, + { + "left": "pull_request:7903", + "right": "pull_request:8064", + "accept": false, + "reason": "Video processor/input validation work and Marigold tests are unrelated." + }, + { + "left": "pull_request:11920", + "right": "pull_request:11954", + "accept": false, + "reason": "Wan and Hunyuan video test slices are different pipeline test suites." + }, + { + "left": "pull_request:11954", + "right": "pull_request:11955", + "accept": false, + "reason": "Hunyuan video and Cosmos test slices are separate model families." + }, + { + "left": "pull_request:13253", + "right": "pull_request:13254", + "accept": false, + "reason": "Z Image and LTX transformer test refactors are unrelated." + }, + { + "left": "pull_request:13253", + "right": "pull_request:13315", + "accept": false, + "reason": "Z Image and Sana test refactors are different model-specific changes." + }, + { + "left": "pull_request:13253", + "right": "pull_request:13335", + "accept": false, + "reason": "Z Image and Cosmos test refactors are unrelated." + }, + { + "left": "pull_request:13253", + "right": "pull_request:13341", + "accept": false, + "reason": "Z Image and Bria test refactors are different model families." + }, + { + "left": "pull_request:13253", + "right": "pull_request:13342", + "accept": false, + "reason": "Z Image and Hunyuan test refactors are unrelated." + }, + { + "left": "pull_request:6907", + "right": "pull_request:6908", + "accept": false, + "reason": "ControlNet model-card standardization for different variants/scripts; same pattern, not the same change." + }, + { + "left": "pull_request:6907", + "right": "pull_request:6909", + "accept": false, + "reason": "ControlNet and ControlNet Flax model-card updates are separate scripts and PRs." + }, + { + "left": "pull_request:6907", + "right": "pull_request:6910", + "accept": false, + "reason": "ControlNet SDXL model-card update is distinct from the base ControlNet change." + }, + { + "left": "pull_request:10109", + "right": "pull_request:10365", + "accept": false, + "reason": "Both add torch_xla support, but to different pipelines and code paths." + }, + { + "left": "pull_request:10183", + "right": "pull_request:10268", + "accept": false, + "reason": "Single-file support for AutoencoderDC and Mochi Transformer are different features." + }, + { + "left": "pull_request:6940", + "right": "pull_request:6947", + "accept": false, + "reason": "These target different training scripts and model-card variants, so they are not the same concrete change." } ] }, @@ -179153,53 +179531,53 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 243, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 244, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10109", "pull_request:10183", "pull_request:10268", "pull_request:10364", - "pull_request:10365", "pull_request:10402", "pull_request:10434", + "pull_request:10947", "pull_request:10991", "pull_request:11920", - "pull_request:11954", + "pull_request:11953", "pull_request:11955", - "pull_request:13069", - "pull_request:13071", + "pull_request:1291", "pull_request:13253", "pull_request:13254", "pull_request:13315", "pull_request:13335", "pull_request:13341", - "pull_request:13342", + "pull_request:13345", "pull_request:13346", "pull_request:1513", "pull_request:1564", + "pull_request:2486", + "pull_request:2487", + "pull_request:2488", "pull_request:2812", "pull_request:2813", "pull_request:2815", + "pull_request:309", "pull_request:3568", "pull_request:3577", - "pull_request:5104", - "pull_request:5105", - "pull_request:5239", - "pull_request:5242", + "pull_request:555", "pull_request:5833", "pull_request:5834", - "pull_request:6907", + "pull_request:5871", + "pull_request:5979", + "pull_request:6133", "pull_request:6908", - "pull_request:6909", - "pull_request:6910", "pull_request:6942", "pull_request:6944", "pull_request:6947", @@ -179207,28 +179585,11 @@ "pull_request:7615", "pull_request:7903", "pull_request:7934", - "pull_request:8064", "pull_request:9083", "pull_request:9591", "pull_request:9715" ], "soft_pairs": [ - "pull_request:5104|pull_request:5105", - "pull_request:5239|pull_request:5242", - "pull_request:7903|pull_request:8064", - "pull_request:13069|pull_request:13071", - "pull_request:6907|pull_request:6908", - "pull_request:6907|pull_request:6909", - "pull_request:6907|pull_request:6910", - "pull_request:10109|pull_request:10365", - "pull_request:10183|pull_request:10268", - "pull_request:11920|pull_request:11954", - "pull_request:11954|pull_request:11955", - "pull_request:13253|pull_request:13254", - "pull_request:13253|pull_request:13315", - "pull_request:13253|pull_request:13335", - "pull_request:13253|pull_request:13341", - "pull_request:13253|pull_request:13342", "pull_request:13254|pull_request:13346", "pull_request:13315|pull_request:13346", "pull_request:13335|pull_request:13346", @@ -179251,258 +179612,265 @@ "pull_request:5834|pull_request:7934", "pull_request:10109|pull_request:10364", "pull_request:10183|pull_request:10991", - "pull_request:10183|pull_request:9083" + "pull_request:10183|pull_request:9083", + "pull_request:10268|pull_request:10947", + "pull_request:11920|pull_request:11953", + "pull_request:11953|pull_request:11955", + "pull_request:1291|pull_request:309", + "pull_request:13253|pull_request:13346", + "pull_request:13254|pull_request:13345", + "pull_request:13315|pull_request:13345", + "pull_request:13335|pull_request:13345", + "pull_request:13341|pull_request:13345", + "pull_request:2486|pull_request:2488", + "pull_request:2487|pull_request:555", + "pull_request:5871|pull_request:7903", + "pull_request:5979|pull_request:6133" ], - "prepared_review_unit_hash": "fc1dd8c91ecfe286d413ffc83ec20788f5951b0445d77d4f410023741d789331", + "prepared_review_unit_hash": "9ae59dc50828abfd20880a56eeb6c7bfa432a59f3c6866629f83583b832b2a15", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 39, - "serialized_chars": 105357, - "estimated_input_tokens": 26340, - "estimated_eval_tokens": 52936 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 103656, + "estimated_input_tokens": 25914, + "estimated_eval_tokens": 52084 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it contains a few true near-duplicates within small subtopics, but most items are separate feature, docs, or test refactors across different models and pipelines. There is no single PR that cleanly represents the whole cluster.", - "confidence": 0.66, + "summary": "This cluster is heterogeneous: most items are unrelated docs, model-card, single-file, or test-refactor PRs that only look similar at a high level. I only accepted a few true near-duplicates where the concrete doc fix is the same or clearly subsumed by the later PR.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for the full cluster; the items split into separate subclusters (DreamBooth timestep bias, torch_xla support, Stable UnCLIP docs, single-file loading, test refactors), so one PR would misrepresent most of the group.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No global best PR. The cluster is too broad and mixed to use one representative artifact without losing important distinctions between unrelated subgroups.", + "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "pull_request:5104", - "right": "pull_request:5105", - "accept": true, - "reason": "Same feature change (timestep bias args) applied to the two DreamBooth training scripts; these could plausibly have been one PR." - }, - { - "left": "pull_request:5239", - "right": "pull_request:5242", - "accept": false, - "reason": "Both are docstrings, but they cover different methods (encode vs decode) and are separate API cleanups, not the same concrete change." - }, - { - "left": "pull_request:7903", - "right": "pull_request:8064", - "accept": false, - "reason": "Different pipelines and unrelated test additions; this is not the same underlying bug/change." - }, - { - "left": "pull_request:13069", - "right": "pull_request:13071", - "accept": false, - "reason": "Different model test refactors; same general test area, but not the same concrete change." - }, - { - "left": "pull_request:6907", - "right": "pull_request:6908", - "accept": false, - "reason": "Both standardize model cards, but for different training scripts and variants; this is broad consistency work, not one duplicate change." - }, - { - "left": "pull_request:6907", - "right": "pull_request:6909", - "accept": false, - "reason": "Same rationale: related ControlNet docs refactors, but different scripts and code paths." - }, - { - "left": "pull_request:6907", - "right": "pull_request:6910", - "accept": false, - "reason": "Related ControlNet model-card cleanup, but not the same artifact or concrete fix." - }, - { - "left": "pull_request:10109", - "right": "pull_request:10365", - "accept": true, - "reason": "Both add the same torch_xla mark_step support pattern to pipelines; this is the same runtime fix applied to two concrete code paths." - }, - { - "left": "pull_request:10183", - "right": "pull_request:10268", - "accept": false, - "reason": "Both are single-file support, but for different models and mappings; too broad to treat as one duplicate change." - }, - { - "left": "pull_request:11920", - "right": "pull_request:11954", - "accept": false, - "reason": "Both update tests, but for different pipelines and different generated outputs." - }, - { - "left": "pull_request:11954", - "right": "pull_request:11955", - "accept": false, - "reason": "Different pipeline test slices; same style of test update, not the same change." - }, - { - "left": "pull_request:13253", - "right": "pull_request:13254", - "accept": false, - "reason": "Different transformer test refactors for different models; no shared concrete bug/change." - }, - { - "left": "pull_request:13253", - "right": "pull_request:13315", - "accept": false, - "reason": "Separate refactors for different model tests, not duplicates." - }, - { - "left": "pull_request:13253", - "right": "pull_request:13335", - "accept": false, - "reason": "Different model-specific CI refactors; too broad to merge as duplicates." - }, - { - "left": "pull_request:13253", - "right": "pull_request:13341", - "accept": false, - "reason": "Different test refactors for different models." - }, - { - "left": "pull_request:13253", - "right": "pull_request:13342", - "accept": false, - "reason": "Different model test refactors; unrelated concrete changes." - }, { "left": "pull_request:13254", "right": "pull_request:13346", "accept": false, - "reason": "Different model test refactors; not the same underlying issue." + "reason": "Different transformer test refactors for different model families; same broad test-cleanup pattern, not the same change." }, { "left": "pull_request:13315", "right": "pull_request:13346", "accept": false, - "reason": "Different model-specific refactors with no shared concrete change." + "reason": "Different Sana vs CogVideoX/CogView transformer test refactors; not the same underlying bug/change." }, { "left": "pull_request:13335", "right": "pull_request:13346", "accept": false, - "reason": "Separate test refactors for different transformer models." + "reason": "Different Cosmos vs CogVideoX/CogView test refactors; only similar CI cleanup theme." }, { "left": "pull_request:13341", "right": "pull_request:13346", "accept": false, - "reason": "Different model test refactors, not duplicates." + "reason": "Different Bria/Chroma vs CogVideoX/CogView test refactors; not mergeable as one concrete change." }, { "left": "pull_request:2812", "right": "pull_request:2815", "accept": true, - "reason": "Same Stable UnCLIP docs update in the same file area; this looks like the same documentation fix family." + "reason": "Same Stable unCLIP docs update around broken links/updated checkpoints; later PR is a clean variant of the same doc fix." }, { "left": "pull_request:2813", "right": "pull_request:2815", "accept": true, - "reason": "Same Stable UnCLIP docs update family and same target file; plausibly one combined docs change." + "reason": "Same Stable unCLIP docs fix in the same file and same topic; clearly the same underlying documentation change." }, { "left": "pull_request:3568", "right": "pull_request:3577", "accept": false, - "reason": "Both are broken-link docs fixes, but they touch different pages and distinct link targets." + "reason": "Both fix broken links, but in different docs pages with different exact edits; too generic to be duplicates." }, { "left": "pull_request:6908", "right": "pull_request:6942", "accept": false, - "reason": "Same general model-card standardization theme, but different training scripts and different concrete edits." + "reason": "Both standardize model cards, but for different training scripts and model types; same pattern, different change." }, { "left": "pull_request:10402", "right": "pull_request:10434", - "accept": false, - "reason": "Both fix docs links, but they are separate docs sweeps across different pages and link sets." + "accept": true, + "reason": "Same broken-link documentation issue, including the same hunyuan docs files; 10434 is a broader superset of the same fix." }, { "left": "pull_request:6908", "right": "pull_request:6944", "accept": false, - "reason": "Different model-card cleanup PRs for different training scripts; not one duplicate bug/change." + "reason": "Different training example model-card standardizations; not the same code path or artifact." }, { "left": "pull_request:6908", "right": "pull_request:6947", "accept": false, - "reason": "Different model-card updates on different example scripts." + "reason": "Different example script/model-card cleanup; only shares the general standardization theme." }, { "left": "pull_request:6908", "right": "pull_request:6963", "accept": false, - "reason": "Different training examples and different model-card changes; too broad to merge as duplicates." + "reason": "Different training examples and docs paths; not the same concrete change." }, { "left": "pull_request:6908", "right": "pull_request:7615", "accept": false, - "reason": "Related SDXL model-card work, but different example script and different implementation details." + "reason": "Both are model-card cleanup PRs, but for different scripts and workflows; not duplicates." + }, + { + "left": "pull_request:9591", + "right": "pull_request:9715", + "accept": false, + "reason": "Different docstring refactors for different transformer classes; same formatting theme only." }, { "left": "pull_request:6942", "right": "pull_request:6963", "accept": false, - "reason": "Separate model-card updates for different training scripts." + "reason": "Separate SDXL training-script model-card updates; different examples and content." }, { "left": "pull_request:6944", "right": "pull_request:6963", "accept": false, - "reason": "Different example scripts and model-card refactors; not the same concrete change." + "reason": "Different example scripts and model-card text; not the same fix." }, { "left": "pull_request:6947", "right": "pull_request:6963", "accept": false, - "reason": "Related docs/model-card standardization, but not the same artifact." + "reason": "Different training examples; same model-card cleanup style, not the same change." }, { "left": "pull_request:1513", "right": "pull_request:1564", - "accept": false, - "reason": "Both touch DreamBooth README, but they add different accelerate-config guidance and are not the same underlying change." + "accept": true, + "reason": "Both edit the DreamBooth README to improve Accelerate setup guidance; same doc section and same underlying user-facing issue." }, { "left": "pull_request:5833", "right": "pull_request:7934", "accept": false, - "reason": "One is a single-file import fix, the other is config-dict loading behavior; different bugs." + "reason": "Both involve single-file loading, but one is an import-path fix and the other is config-dict handling; different bugs." }, { "left": "pull_request:5834", "right": "pull_request:7934", "accept": false, - "reason": "Same as above: different single-file loading issues, not duplicates." + "reason": "Import fix vs config-loading fix in single-file code; related area, not the same concrete problem." + }, + { + "left": "pull_request:10109", + "right": "pull_request:10364", + "accept": false, + "reason": "Both add torch_xla support, but to different pipelines and code paths; not mergeable as one PR." }, { "left": "pull_request:10183", "right": "pull_request:10991", "accept": false, - "reason": "Both add single-file support, but for different models and different conversion paths." + "reason": "Different single-file support additions for different models; same framework, unrelated model targets." }, { "left": "pull_request:10183", "right": "pull_request:9083", "accept": false, - "reason": "Different model support additions in the single-file loader; same subsystem, not the same change." + "reason": "AutoencoderDC vs Flux single-file support are separate model integrations, not the same change." + }, + { + "left": "pull_request:10268", + "right": "pull_request:10947", + "accept": false, + "reason": "Different model support additions in single-file loader; distinct targets and converters." + }, + { + "left": "pull_request:11920", + "right": "pull_request:11953", + "accept": false, + "reason": "Different test-slice updates for Wan vs HiDream; same test style only." + }, + { + "left": "pull_request:11953", + "right": "pull_request:11955", + "accept": false, + "reason": "Different pipelines and expected slices; both test updates, not duplicates." + }, + { + "left": "pull_request:1291", + "right": "pull_request:309", + "accept": false, + "reason": "Both touch links, but one fixes a README notebook link and the other updates a different reference; not the same artifact." + }, + { + "left": "pull_request:13253", + "right": "pull_request:13346", + "accept": false, + "reason": "Z-Image test refactor vs Cog transformer test refactor; different models and files." + }, + { + "left": "pull_request:13254", + "right": "pull_request:13345", + "accept": false, + "reason": "LTX test refactor vs Chroma/LongCat/HiDream refactor; same refactor category, different models." + }, + { + "left": "pull_request:13315", + "right": "pull_request:13345", + "accept": false, + "reason": "Sana test refactor vs Chroma/LongCat/HiDream refactor; different model families." + }, + { + "left": "pull_request:13335", + "right": "pull_request:13345", + "accept": false, + "reason": "Cosmos test refactor vs Chroma/LongCat/HiDream refactor; unrelated concrete edits." + }, + { + "left": "pull_request:13341", + "right": "pull_request:13345", + "accept": false, + "reason": "Bria test refactor vs Chroma/LongCat/HiDream refactor; not the same change." + }, + { + "left": "pull_request:2486", + "right": "pull_request:2488", + "accept": false, + "reason": "Both move test logic into mixins, but they adjust different behaviors in different test files; not duplicates." + }, + { + "left": "pull_request:2487", + "right": "pull_request:555", + "accept": false, + "reason": "Stable Diffusion JAX docs addition vs Flax VAE implementation; entirely different artifacts." + }, + { + "left": "pull_request:5871", + "right": "pull_request:7903", + "accept": false, + "reason": "Deprecated scheduler rebase/test PR vs video processor validation PR; unrelated code paths." + }, + { + "left": "pull_request:5979", + "right": "pull_request:6133", + "accept": false, + "reason": "DDGAN pipeline/scheduler work vs UFOGen pipeline/scheduler work; same architectural shape, different features." } ] }, @@ -179516,27 +179884,27 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 244, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 245, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10259", "pull_request:10268", "pull_request:1073", - "pull_request:10947", "pull_request:10991", + "pull_request:11059", + "pull_request:11243", + "pull_request:11516", + "pull_request:11571", "pull_request:11655", - "pull_request:11920", "pull_request:11953", "pull_request:11954", - "pull_request:11955", - "pull_request:1291", "pull_request:13253", "pull_request:13254", "pull_request:13315", @@ -179550,16 +179918,15 @@ "pull_request:1420", "pull_request:178", "pull_request:1998", - "pull_request:2486", - "pull_request:2487", - "pull_request:2488", "pull_request:260", "pull_request:2839", - "pull_request:309", - "pull_request:555", + "pull_request:3168", + "pull_request:3676", + "pull_request:4513", + "pull_request:5626", + "pull_request:5671", "pull_request:5871", - "pull_request:5979", - "pull_request:6133", + "pull_request:6532", "pull_request:6534", "pull_request:6589", "pull_request:6940", @@ -179567,27 +179934,16 @@ "pull_request:6944", "pull_request:6963", "pull_request:7425", + "pull_request:7544", "pull_request:7613", "pull_request:7615", - "pull_request:7903", "pull_request:7910", + "pull_request:7984", + "pull_request:7988", "pull_request:9591", "pull_request:9714" ], "soft_pairs": [ - "pull_request:10268|pull_request:10947", - "pull_request:11920|pull_request:11953", - "pull_request:11953|pull_request:11955", - "pull_request:1291|pull_request:309", - "pull_request:13253|pull_request:13346", - "pull_request:13254|pull_request:13345", - "pull_request:13315|pull_request:13345", - "pull_request:13335|pull_request:13345", - "pull_request:13341|pull_request:13345", - "pull_request:2486|pull_request:2488", - "pull_request:2487|pull_request:555", - "pull_request:5871|pull_request:7903", - "pull_request:5979|pull_request:6133", "pull_request:6534|pull_request:6589", "pull_request:7425|pull_request:7910", "pull_request:9591|pull_request:9714", @@ -179612,264 +179968,242 @@ "pull_request:13341|pull_request:13348", "pull_request:13344|pull_request:13346", "pull_request:1420|pull_request:178", - "pull_request:1998|pull_request:2839" + "pull_request:1998|pull_request:2839", + "pull_request:3168|pull_request:3676", + "pull_request:4513|pull_request:5671", + "pull_request:5626|pull_request:7544", + "pull_request:5671|pull_request:5871", + "pull_request:6532|pull_request:7984", + "pull_request:6532|pull_request:7988", + "pull_request:11516|pull_request:11571", + "pull_request:11059|pull_request:11243" ], - "prepared_review_unit_hash": "266da5cbaf8d179a337081a621b7ddd812a56d06020bb7e0b8583861896abe6c", + "prepared_review_unit_hash": "dd8ddf1103c031813d89b5bfec957019fe97ba9d7fb409d1b1c888ec38d86488", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 38, - "serialized_chars": 102933, - "estimated_input_tokens": 25734, - "estimated_eval_tokens": 51724 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 98596, + "estimated_input_tokens": 24649, + "estimated_eval_tokens": 49554 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: it mixes unrelated docs typos, pipeline/model feature additions, and model-test refactors across many different components. No soft edge looks like the same underlying bug or change.", - "confidence": 0.98, + "summary": "This is not one coherent duplicate cluster; it splits into several unrelated mini-groups (docs edits, training-script compile fixes, single-file loaders, LoRA support, and test refactors). Only a couple of soft edges look like true duplicates: the doc-builder header tweak pair and the CPU offload test assertion fixes.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits well: the items span many unrelated PRs and codepaths, so there is no coherent duplicate anchor for the cluster.", + "canonical_pr_reason": "No single canonical PR: the items are too heterogeneous to treat as one duplicate set.", "best_issue_reason": null, - "best_pr_reason": "No best PR: the cluster is heterogeneous, and the PRs address different models, scripts, docs, and loader behaviors rather than one shared change.", + "best_pr_reason": "If forced to pick a representative, 7544 is the strongest concrete follow-up in the only clearly duplicate subgroup (CPU offload test fixes), but the overall cluster is too mixed for a true global best.", "soft_edge_verdicts": [ - { - "left": "pull_request:10268", - "right": "pull_request:10947", - "accept": false, - "reason": "Different single-file targets: Mochi Transformer vs SANA Transformer." - }, - { - "left": "pull_request:11920", - "right": "pull_request:11953", - "accept": false, - "reason": "Different model test slices: Wan vs HiDream-Image." - }, - { - "left": "pull_request:11953", - "right": "pull_request:11955", - "accept": false, - "reason": "Different model families: HiDream-Image vs Cosmos." - }, - { - "left": "pull_request:1291", - "right": "pull_request:309", - "accept": false, - "reason": "Both are doc link fixes, but they touch different notebooks/URLs and are unrelated changes." - }, - { - "left": "pull_request:13253", - "right": "pull_request:13346", - "accept": false, - "reason": "Different transformer models and test suites: Z Image vs CogVideoX/CogView." - }, - { - "left": "pull_request:13254", - "right": "pull_request:13345", - "accept": false, - "reason": "Different model test refactors: LTX vs Chroma/LongCat/HiDream." - }, - { - "left": "pull_request:13315", - "right": "pull_request:13345", - "accept": false, - "reason": "Different model test refactors: Sana vs Chroma/LongCat/HiDream." - }, - { - "left": "pull_request:13335", - "right": "pull_request:13345", - "accept": false, - "reason": "Different model test refactors: Cosmos vs Chroma/LongCat/HiDream." - }, - { - "left": "pull_request:13341", - "right": "pull_request:13345", - "accept": false, - "reason": "Different model test refactors: Bria vs Chroma/LongCat/HiDream." - }, - { - "left": "pull_request:2486", - "right": "pull_request:2488", - "accept": false, - "reason": "Both change test mixin behavior, but they address different helpers and different concrete behaviors." - }, - { - "left": "pull_request:2487", - "right": "pull_request:555", - "accept": false, - "reason": "Unrelated: a Flax/JAX guide versus a VAE implementation." - }, - { - "left": "pull_request:5871", - "right": "pull_request:7903", - "accept": false, - "reason": "Unrelated: deprecated scheduler docs/rebase work versus video processor tests." - }, - { - "left": "pull_request:5979", - "right": "pull_request:6133", - "accept": false, - "reason": "Different new features: DDGAN pipeline/scheduler vs UFOGen pipeline/scheduler." - }, { "left": "pull_request:6534", "right": "pull_request:6589", "accept": false, - "reason": "Similar torch.compile theme, but different training scripts and code paths." + "reason": "Same broad torch.compile theme, but different training scripts/model families and different fixes; not the same concrete change." }, { "left": "pull_request:7425", "right": "pull_request:7910", "accept": false, - "reason": "Different documentation areas: PEFT tutorial snippet vs image processor API docs." + "reason": "Both are doc-only changes, but they fix unrelated docs in different files and are not the same underlying change." }, { "left": "pull_request:9591", "right": "pull_request:9714", "accept": false, - "reason": "Unrelated docstring edits in different model classes." + "reason": "Unrelated docstring refactors for different models/files; too broad to be duplicates." }, { "left": "pull_request:10259", "right": "pull_request:11655", "accept": false, - "reason": "Same loader file, but different problems: Flux LoRA loading vs bnb 8-bit dequantization support." + "reason": "Both touch LoRA loading, but one adds regular Flux LoRA support and the other adds bnb 8-bit handling; different fixes." }, { "left": "pull_request:6942", "right": "pull_request:7615", "accept": false, - "reason": "Both standardize model cards, but for different training scripts and model variants." + "reason": "Both standardize model cards, but they target different scripts and templates." }, { "left": "pull_request:6940", "right": "pull_request:7613", "accept": false, - "reason": "Different model-card updates for different training scripts and outputs." + "reason": "Different training scripts and model-card content; same style, not the same change." }, { "left": "pull_request:6940", "right": "pull_request:7615", "accept": false, - "reason": "Different model-card updates for different training scripts and outputs." + "reason": "Same as above: related docs cleanup, but not one concrete duplicate fix." }, { "left": "pull_request:6944", "right": "pull_request:7613", "accept": false, - "reason": "Different training scripts: T2I LoRA SDXL vs advanced SD15 LoRA." + "reason": "Different scripts and outputs; too loosely related to merge as duplicates." }, { "left": "pull_request:6963", "right": "pull_request:7615", "accept": false, - "reason": "Different training scripts: textual inversion SDXL vs advanced SDXL LoRA." + "reason": "Both are model-card standardization PRs, but for different training recipes and files." }, { "left": "pull_request:10268", "right": "pull_request:10991", "accept": false, - "reason": "Different single-file targets: Mochi Transformer vs Wan models." + "reason": "Both add single-file support, but for different model families and checkpoint converters." }, { "left": "pull_request:1073", "right": "pull_request:260", "accept": false, - "reason": "Different README typo fixes in unrelated example folders." + "reason": "Both are typo/doc fixes, but in unrelated files with no shared underlying bug." }, { "left": "pull_request:11953", "right": "pull_request:11954", "accept": false, - "reason": "Different fast test slices for different pipelines: HiDream-Image vs Hunyuan Video." + "reason": "Both add test slices, but for different pipelines and different test coverage." }, { "left": "pull_request:13253", "right": "pull_request:13344", "accept": false, - "reason": "Different model test suites: Z Image vs GLM Image." + "reason": "Different transformer models and different goals; not the same change." }, { "left": "pull_request:13253", "right": "pull_request:13345", "accept": false, - "reason": "Different model test suites: Z Image vs Chroma/LongCat/HiDream." + "reason": "Both are test refactors, but for different model families and files." }, { "left": "pull_request:13254", "right": "pull_request:13347", "accept": false, - "reason": "Different transformer test groups and different models." + "reason": "Different transformer test suites and different model groups." }, { "left": "pull_request:13254", "right": "pull_request:13348", "accept": false, - "reason": "Different transformer test groups and different models." + "reason": "Same test-refactor theme, but not the same concrete code path or model set." }, { "left": "pull_request:13315", "right": "pull_request:13347", "accept": false, - "reason": "Different transformer test groups and different models." + "reason": "Different transformer families and test suites; too disjoint." }, { "left": "pull_request:13315", "right": "pull_request:13348", "accept": false, - "reason": "Different transformer test groups and different models." + "reason": "Not the same bug/change, just a similar refactor pattern." }, { "left": "pull_request:13335", "right": "pull_request:13347", "accept": false, - "reason": "Different transformer test groups and different models." + "reason": "Different models and separate test refactors." }, { "left": "pull_request:13335", "right": "pull_request:13348", "accept": false, - "reason": "Different transformer test groups and different models." + "reason": "Different transformer test suites; not duplicates." }, { "left": "pull_request:13341", "right": "pull_request:13347", "accept": false, - "reason": "Different transformer test groups and different models." + "reason": "Different model families; same refactor style is not enough." }, { "left": "pull_request:13341", "right": "pull_request:13348", "accept": false, - "reason": "Different transformer test groups and different models." + "reason": "Unrelated transformer test refactors." }, { "left": "pull_request:13344", "right": "pull_request:13346", "accept": false, - "reason": "Different model tests: GLM Image vs CogVideoX/CogView." + "reason": "Different models and different test additions; same general area only." }, { "left": "pull_request:1420", "right": "pull_request:178", "accept": false, - "reason": "Both are Stable Diffusion tests, but they target different variants and different test goals." + "reason": "Both are pipeline tests, but they cover different Stable Diffusion versions and different behaviors." }, { "left": "pull_request:1998", "right": "pull_request:2839", "accept": false, - "reason": "Unrelated README updates in different top-level/example docs." + "reason": "Both touch README files, but they are unrelated documentation updates." + }, + { + "left": "pull_request:3168", + "right": "pull_request:3676", + "accept": true, + "reason": "Both are the same doc-builder test tweak in the same file and same line, just with a different temporary title string." + }, + { + "left": "pull_request:4513", + "right": "pull_request:5671", + "accept": false, + "reason": "Both are CI/test related, but they address unrelated workflows and checks." + }, + { + "left": "pull_request:5626", + "right": "pull_request:7544", + "accept": true, + "reason": "Same test file and same CPU offload assertion path; 7544 is a follow-up cleanup of the same underlying offload-test bug." + }, + { + "left": "pull_request:5671", + "right": "pull_request:5871", + "accept": false, + "reason": "Different CI/test maintenance tasks with no shared underlying code change." + }, + { + "left": "pull_request:6532", + "right": "pull_request:7984", + "accept": false, + "reason": "Different torch.compile compatibility fixes in different components (training script vs VAE)." + }, + { + "left": "pull_request:6532", + "right": "pull_request:7988", + "accept": false, + "reason": "Same broad theme, but the IPAdapter compile fix is a different code path from Dreambooth training." + }, + { + "left": "pull_request:11516", + "right": "pull_request:11571", + "accept": false, + "reason": "Both are LTX Video updates, but they add different variants/features and touch overlapping docs/pipeline areas only broadly." + }, + { + "left": "pull_request:11059", + "right": "pull_request:11243", + "accept": false, + "reason": "Same LoRA conversion module, but one is for non-diffusers Wan T2V LoRAs and the other for musubi Wan LoRAs; different source formats." } ] }, @@ -179883,51 +180217,50 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 245, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 246, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10183", + "pull_request:10268", "pull_request:10279", "pull_request:10288", "pull_request:10323", + "pull_request:10437", + "pull_request:10508", "pull_request:10568", "pull_request:10781", - "pull_request:11059", - "pull_request:11243", - "pull_request:11516", - "pull_request:11571", + "pull_request:10947", + "pull_request:11058", "pull_request:12215", "pull_request:12301", + "pull_request:12933", "pull_request:13082", "pull_request:13119", + "pull_request:13217", "pull_request:13253", "pull_request:13255", "pull_request:13346", "pull_request:13347", "pull_request:13348", - "pull_request:3168", - "pull_request:3676", + "pull_request:2257", + "pull_request:2400", "pull_request:3923", "pull_request:3941", - "pull_request:4513", "pull_request:5093", "pull_request:5220", "pull_request:5626", - "pull_request:5671", - "pull_request:5871", "pull_request:6532", "pull_request:6534", "pull_request:6555", "pull_request:6589", "pull_request:7542", - "pull_request:7544", "pull_request:7984", "pull_request:7988", "pull_request:8571", @@ -179937,19 +180270,12 @@ "pull_request:9152", "pull_request:9257", "pull_request:9318", + "pull_request:9401", "pull_request:9473", "pull_request:9553", "pull_request:9993" ], "soft_pairs": [ - "pull_request:3168|pull_request:3676", - "pull_request:4513|pull_request:5671", - "pull_request:5626|pull_request:7544", - "pull_request:5671|pull_request:5871", - "pull_request:6532|pull_request:7984", - "pull_request:6532|pull_request:7988", - "pull_request:11516|pull_request:11571", - "pull_request:11059|pull_request:11243", "pull_request:8755|pull_request:9993", "pull_request:6532|pull_request:6589", "pull_request:8571|pull_request:8572", @@ -179970,210 +180296,204 @@ "pull_request:8755|pull_request:9473", "pull_request:10568|pull_request:9318", "pull_request:6555|pull_request:6589", - "pull_request:8926|pull_request:9257" + "pull_request:8926|pull_request:9257", + "pull_request:12933|pull_request:13217", + "pull_request:10437|pull_request:11058", + "pull_request:10268|pull_request:10288", + "pull_request:10508|pull_request:9401", + "pull_request:10781|pull_request:10947", + "pull_request:2257|pull_request:2400" ], - "prepared_review_unit_hash": "fffb1cf07a5458f235ee7eaa913fb301f7b52231e85791b776d6154e93a03eb1", + "prepared_review_unit_hash": "7bebdefe5c8ab6379fe2603ba09b45c468995c911b302c05d0b30f76890a4994", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 99334, - "estimated_input_tokens": 24834, - "estimated_eval_tokens": 49924 + "soft_pair_count": 27, + "serialized_chars": 105735, + "estimated_input_tokens": 26434, + "estimated_eval_tokens": 53124 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated docs, tests, training-script, and model-support PRs. I only found a few true overlap pairs: doc-builder header tweaks, CPU offload test assertions, and quantization link fixes.", - "confidence": 0.72, + "summary": "This cluster is a grab bag of mostly unrelated PRs: single-file model support, docs/link fixes, test refactors, CI token updates, LoRA conversion tweaks, and training-script bug fixes. The soft edges are driven by broad topical similarity or shared files, but they are not the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for the whole set: the items split into several unrelated subclusters. Among the overlapping docs-link fixes, PR 10279 is the cleanest representative.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 10279 is the strongest representative of the small overlap subcluster because it fixes the same quantization overview links as 10323 and also includes the related GGUF doc correction.", + "best_pr_reason": "PR 13217 is the most substantial, self-contained feature change in the set, with broad code and test updates plus many references; if one PR must anchor the cluster, this is the strongest representative.", "soft_edge_verdicts": [ - { - "left": "pull_request:3168", - "right": "pull_request:3676", - "accept": true, - "reason": "Same doc-builder WIP on the same docs index header change; same underlying docs-only tweak." - }, - { - "left": "pull_request:4513", - "right": "pull_request:5671", - "accept": false, - "reason": "Unrelated changes: safetensors/version pinning in setup/deps vs dependency-test workflow debugging." - }, - { - "left": "pull_request:5626", - "right": "pull_request:7544", - "accept": true, - "reason": "Both fix the CPU offload test assertions in test_pipelines_common.py; same underlying offload-test bug." - }, - { - "left": "pull_request:5671", - "right": "pull_request:5871", - "accept": false, - "reason": "Different targets: dependency-test workflow tweaks vs deprecated-scheduler doc/test rebasing." - }, - { - "left": "pull_request:6532", - "right": "pull_request:7984", - "accept": false, - "reason": "Different code paths: Dreambooth compile-compatibility vs VAE compile-compatibility." - }, - { - "left": "pull_request:6532", - "right": "pull_request:7988", - "accept": false, - "reason": "Different code paths and model surfaces: Dreambooth training script vs IPAdapter compile compatibility." - }, - { - "left": "pull_request:11516", - "right": "pull_request:11571", - "accept": false, - "reason": "Related project, but not the same change: initial LTX 0.9.7 support vs later distilled-model addition and docs." - }, - { - "left": "pull_request:11059", - "right": "pull_request:11243", - "accept": false, - "reason": "Same converter file, but different WAN LoRA formats (t2v vs musubi) and different concrete key layouts." - }, { "left": "pull_request:8755", "right": "pull_request:9993", "accept": false, - "reason": "Separate SD3 Dreambooth LoRA fixes: text-encoder training bug vs checkpoint-saving bug." + "reason": "Same DreamBooth SD3 script, but they fix different bugs: text-encoder training vs checkpoint saving." }, { "left": "pull_request:6532", "right": "pull_request:6589", "accept": false, - "reason": "Both are compile-related, but they fix different training scripts and different unwrap/save behavior." + "reason": "Both address torch.compile compatibility, but in different training scripts and code paths; not one duplicate fix." }, { "left": "pull_request:8571", "right": "pull_request:8572", "accept": false, - "reason": "Both are broad typo/style errata, but they touch different docs and code areas; not the same underlying change." + "reason": "Both are typo/style cleanup PRs, but they touch different docs areas and are separate edits." }, { "left": "pull_request:13119", "right": "pull_request:13255", "accept": false, - "reason": "Different model-specific LoRA loading fixes: Flux2 key handling vs Z-Image loading." + "reason": "Both modify LoRA conversion utilities, but for different model families and different loading bugs." }, { "left": "pull_request:10183", "right": "pull_request:10288", "accept": false, - "reason": "Different single-file support additions for different models (AutoencoderDC vs Flux variants)." + "reason": "Single-file support, but for different models (AutoencoderDC vs Flux Canny/Depth/Fill)." }, { "left": "pull_request:10183", "right": "pull_request:10781", "accept": false, - "reason": "Different single-file support additions for different models (AutoencoderDC vs Lumina2 transformer)." + "reason": "Different single-file feature work for different models; not the same concrete change." }, { "left": "pull_request:13082", "right": "pull_request:13346", "accept": false, - "reason": "Unrelated test-refactor PRs for different transformer families; same broad theme, not same bug/change." + "reason": "Both are test refactors, but they target different transformer families and separate files." }, { "left": "pull_request:13253", "right": "pull_request:13347", "accept": false, - "reason": "Different test refactors for different transformer families; not the same underlying change." + "reason": "Both refactor transformer tests, but for different models and unrelated test suites." }, { "left": "pull_request:13253", "right": "pull_request:13348", "accept": false, - "reason": "Different test refactors for different transformer families; not the same underlying change." + "reason": "Different model test refactors; same theme, not the same change." }, { "left": "pull_request:3923", "right": "pull_request:3941", "accept": false, - "reason": "Different documentation fixes on different pages; both are torch-import/doc-link cleanups, but not the same change." + "reason": "Both are docs fixes, but they address different documentation issues." }, { "left": "pull_request:6534", "right": "pull_request:7984", "accept": false, - "reason": "Dreambooth LoRA compile compatibility vs VAE compile compatibility; separate fixes." + "reason": "Both mention torch.compile, but one is a training-script compatibility fix and the other is a VAE implementation change." }, { "left": "pull_request:6534", "right": "pull_request:7988", "accept": false, - "reason": "Dreambooth LoRA compile compatibility vs IPAdapter compile compatibility; separate fixes." + "reason": "Different components and different fixes; only the general compile-compat theme overlaps." }, { "left": "pull_request:9152", "right": "pull_request:9553", "accept": false, - "reason": "Same docs file and topic, but different distributed-inference enhancements rather than one shared fix." + "reason": "Same docs page, but one adds a fuller example while the other adds a device-map tip; separate changes." }, { "left": "pull_request:12215", "right": "pull_request:12301", "accept": false, - "reason": "Qwen-Image ControlNet vs ControlNet-inpaint are different features and code paths." + "reason": "Related Qwen-Image features, but one adds ControlNet and the other adds ControlNet-Inpainting; not the same PR." }, { "left": "pull_request:10279", "right": "pull_request:10323", - "accept": true, - "reason": "Both make the same quantization overview link corrections; 10279 just includes an extra related GGUF docs change." + "accept": false, + "reason": "Both are quantization docs fixes, but they change different pages and different links." }, { "left": "pull_request:5626", "right": "pull_request:7542", "accept": false, - "reason": "Same offload test file, but different assertions: CPU-offload device check vs a sequential-offload typo fix." + "reason": "Both touch the same CPU-offload test file, but they fix different issues: assertion logic vs a typo." }, { "left": "pull_request:5093", "right": "pull_request:5220", "accept": false, - "reason": "Both move slow tests to nightly, but they cover different test batches and are not the same change." + "reason": "Both move slow tests to nightly, but they cover different test groups and separate PRs." }, { "left": "pull_request:8755", "right": "pull_request:9473", "accept": false, - "reason": "Different SD3 Dreambooth LoRA fixes in the same script family; not the same bug." + "reason": "Different DreamBooth scripts and different bugs; same broad training area only." }, { "left": "pull_request:10568", "right": "pull_request:9318", "accept": false, - "reason": "Both update HF token usage in CI, but one is fast GPU tests and the other is nightly tests; separate workflows." + "reason": "Both update HF tokens in CI, but they target different workflows and different job scopes." }, { "left": "pull_request:6555", "right": "pull_request:6589", "accept": false, - "reason": "Different scripts and different fixes; same compile-compatibility theme only at a very high level." + "reason": "Both are compile-compat training fixes, but for different scripts and model variants." }, { "left": "pull_request:8926", "right": "pull_request:9257", "accept": false, - "reason": "Different Dreambooth/Flux fixes touching different scripts and failure modes." + "reason": "Different training scripts and different bugs; not a duplicate fix." + }, + { + "left": "pull_request:12933", + "right": "pull_request:13217", + "accept": false, + "reason": "Both concern LTX-2, but one adds LoRA support while the other adds LTX-2.3 model support." + }, + { + "left": "pull_request:10437", + "right": "pull_request:11058", + "accept": false, + "reason": "Both make tests more device-agnostic, but they modify different test infrastructure and different coverage areas." + }, + { + "left": "pull_request:10268", + "right": "pull_request:10288", + "accept": false, + "reason": "Single-file support for different models; same subsystem, different concrete feature." + }, + { + "left": "pull_request:10508", + "right": "pull_request:9401", + "accept": false, + "reason": "Both are test device-agnostic efforts, but they target different suites and different accelerator assumptions." + }, + { + "left": "pull_request:10781", + "right": "pull_request:10947", + "accept": false, + "reason": "Different model single-file support work: Lumina2 transformer vs SANA transformer." + }, + { + "left": "pull_request:2257", + "right": "pull_request:2400", + "accept": false, + "reason": "Different community pipelines and different interpolation modes; not the same artifact." } ] }, @@ -180187,37 +180507,29 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 246, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 247, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:10268", - "pull_request:10288", - "pull_request:10437", - "pull_request:10508", - "pull_request:10781", "pull_request:1087", - "pull_request:10947", - "pull_request:11058", "pull_request:11386", "pull_request:11391", + "pull_request:11407", + "pull_request:11416", + "pull_request:11476", "pull_request:1210", "pull_request:1218", "pull_request:12236", "pull_request:12387", - "pull_request:12933", - "pull_request:13217", "pull_request:1510", "pull_request:2193", - "pull_request:2257", "pull_request:2271", - "pull_request:2400", "pull_request:2740", "pull_request:2741", "pull_request:2751", @@ -180226,6 +180538,8 @@ "pull_request:2939", "pull_request:3472", "pull_request:3525", + "pull_request:3676", + "pull_request:3687", "pull_request:4498", "pull_request:4499", "pull_request:4500", @@ -180233,8 +180547,12 @@ "pull_request:4502", "pull_request:4946", "pull_request:5267", + "pull_request:5439", + "pull_request:5440", "pull_request:5855", "pull_request:6526", + "pull_request:703", + "pull_request:705", "pull_request:7934", "pull_request:7984", "pull_request:7988", @@ -180242,17 +180560,12 @@ "pull_request:8490", "pull_request:8860", "pull_request:888", + "pull_request:8992", + "pull_request:9040", "pull_request:9255", - "pull_request:9355", - "pull_request:9401" + "pull_request:9355" ], "soft_pairs": [ - "pull_request:12933|pull_request:13217", - "pull_request:10437|pull_request:11058", - "pull_request:10268|pull_request:10288", - "pull_request:10508|pull_request:9401", - "pull_request:10781|pull_request:10947", - "pull_request:2257|pull_request:2400", "pull_request:3472|pull_request:4946", "pull_request:6526|pull_request:7984", "pull_request:6526|pull_request:7988", @@ -180279,234 +180592,240 @@ "pull_request:4498|pull_request:4499", "pull_request:4498|pull_request:4500", "pull_request:4498|pull_request:4501", - "pull_request:4498|pull_request:4502" + "pull_request:4498|pull_request:4502", + "pull_request:8992|pull_request:9040", + "pull_request:3676|pull_request:3687", + "pull_request:703|pull_request:705", + "pull_request:5439|pull_request:5440", + "pull_request:11407|pull_request:11416", + "pull_request:11416|pull_request:11476" ], - "prepared_review_unit_hash": "67c067db2c909601ae2bb2fd223c017f0db4506f29c5208ce80caaeb13f62ced", + "prepared_review_unit_hash": "33d929f691059cb3ddf2143a9fbdad83525408ecd75a69aa969b69c2d246ec7a", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 101307, - "estimated_input_tokens": 25327, - "estimated_eval_tokens": 50910 + "serialized_chars": 96679, + "estimated_input_tokens": 24170, + "estimated_eval_tokens": 48596 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated PRs that happen to share broad subsystems or doc/test themes. The only clear duplicate set is the SDXL reference-pipeline PRs, plus one near-duplicate text-inversion docs edit; most other soft edges are false positives because they touch different concrete features or code paths.", - "confidence": 0.71, + "summary": "The cluster is really several separate duplicate families: SDXL reference example PRs, typo-sweep docs PRs, CI workflow tweaks, and unrelated bug fixes. Only the clearly same-file/same-change pairs should be treated as duplicates; most soft edges are false positives.", + "confidence": 0.73, "canonical_issue_reason": null, - "canonical_pr_reason": "4502 is the clearest merged final version of the repeated SDXL reference-pipeline PRs and the strongest representative of the only obvious duplicate group in this set.", + "canonical_pr_reason": "No single global canonical PR fits the whole cluster because it contains multiple unrelated change families. If one representative is needed, PR 4502 is the strongest merged exemplar of the largest coherent family (the SDXL reference example updates).", "best_issue_reason": null, - "best_pr_reason": "4502 has the most complete implementation and discussion among the true duplicate candidates, so it is the best PR anchor here.", + "best_pr_reason": "PR 4502 is the best overall representative: it is merged, concrete, and appears to be the final complete version of the SDXL reference example family, which is the cleanest duplicate group in this cluster.", "soft_edge_verdicts": [ - { - "left": "pull_request:12933", - "right": "pull_request:13217", - "accept": false, - "reason": "Different features: LTX-2 LoRA support vs LTX-2.3 model support. Same area, but not the same underlying change." - }, - { - "left": "pull_request:10437", - "right": "pull_request:11058", - "accept": false, - "reason": "Both are test-infra refactors, but one adds xpu/device-agnostic support while the other adds multi-accelerator decorators and offload tweaks. Not the same concrete change." - }, - { - "left": "pull_request:10268", - "right": "pull_request:10288", - "accept": false, - "reason": "Both extend single-file support, but for different models (Mochi vs Flux Canny/Depth/Fill)." - }, - { - "left": "pull_request:10508", - "right": "pull_request:9401", - "accept": false, - "reason": "Different test suites and different device-agnostic changes; shared testing utilities are not enough to make this a duplicate." - }, - { - "left": "pull_request:10781", - "right": "pull_request:10947", - "accept": false, - "reason": "Different model support additions: Lumina Image 2.0 vs SANA Transformer." - }, - { - "left": "pull_request:2257", - "right": "pull_request:2400", - "accept": false, - "reason": "Related community pipelines, but one is text interpolation and the other is image interpolation. Different pipeline changes." - }, { "left": "pull_request:3472", "right": "pull_request:4946", "accept": false, - "reason": "Different docs updates for different training topics; not the same change." + "reason": "Different docs/features: IF Dreambooth instructions vs SDXL support note in training overview." }, { "left": "pull_request:6526", "right": "pull_request:7984", "accept": false, - "reason": "Different torch.compile fixes in different code paths: ControlNet SDXL training vs VAE decode." + "reason": "Both mention torch.compile, but they fix different code paths in different files (ControlNet training vs VAE decode)." }, { "left": "pull_request:6526", "right": "pull_request:7988", "accept": false, - "reason": "Different compile-compatibility work in different models; same theme, not the same fix." + "reason": "Different compatibility fixes in different modules; not the same underlying bug." }, { "left": "pull_request:9255", "right": "pull_request:9355", "accept": false, - "reason": "Same workflow file, but one changes branch triggering and naming while the other adds workflow_dispatch. Separate changes." + "reason": "Same workflow file, but different CI changes (release-branch test matrix vs manual dispatch)." }, { "left": "pull_request:7934", "right": "pull_request:8452", "accept": false, - "reason": "Both are single-file loading fixes, but one handles dict config loading and the other relaxes state_dict strictness. Different bugs." + "reason": "Both single-file loading related, but one fixes dict config handling and the other relaxes state-dict loading; distinct bugs." }, { "left": "pull_request:2193", "right": "pull_request:888", "accept": false, - "reason": "Different pipelines entirely: SAG Stable Diffusion vs Cycle Diffusion." + "reason": "Different feature additions: SAG pipeline vs Cycle Diffusion pipeline." }, { "left": "pull_request:12236", "right": "pull_request:12387", "accept": false, - "reason": "Both involve kernels/flash attention, but they target different backend capabilities and code paths." + "reason": "Both are kernels/attention work, but they target different backend support and are not the same concrete change." }, { "left": "pull_request:1087", "right": "pull_request:1210", "accept": false, - "reason": "Both are slow-test fixes, but they touch different tests and expected outputs." + "reason": "Different fixes in stable diffusion test/code paths; not the same bug." }, { "left": "pull_request:1087", "right": "pull_request:2271", "accept": false, - "reason": "Different slow-test adjustments in different files and pipelines." + "reason": "Different test expectations/fix scopes; no shared concrete change." }, { "left": "pull_request:1087", "right": "pull_request:2846", "accept": false, - "reason": "Different test fixes with only superficial overlap in the 'Fix slow tests' theme." + "reason": "Unrelated stable-diffusion test fix vs stable-unclip input-order fix." }, { "left": "pull_request:11386", "right": "pull_request:11391", "accept": false, - "reason": "Same filename/title, but 11391 has no diff/files shown here, so there isn't enough evidence it is the same concrete change." + "reason": "Same title, but no diff/files shown for 11391; insufficient evidence to confirm the same concrete change." }, { "left": "pull_request:1210", "right": "pull_request:2271", "accept": false, - "reason": "Both are test-output updates, but they modify different pipelines/schedulers and are not the same change." + "reason": "Both are test fixes, but they touch different pipelines and different assertions." }, { "left": "pull_request:1210", "right": "pull_request:2846", "accept": false, - "reason": "Different slow-test fixes in different test modules." + "reason": "Cycle Diffusion test changes vs Stable Unclip img2img test changes are unrelated." }, { "left": "pull_request:1218", "right": "pull_request:1510", "accept": false, - "reason": "Both touch conversion tooling, but one adds scheduler options while the other improves scheduler/documentation coverage. Different PRs." + "reason": "Both improve the conversion script, but they add different scheduler support/features and are not the same PR." }, { "left": "pull_request:2271", "right": "pull_request:2846", "accept": false, - "reason": "Different slow-test fixes for different test files." + "reason": "Different test files and different behaviors; not duplicates." }, { "left": "pull_request:2740", "right": "pull_request:2741", "accept": false, - "reason": "2740 includes an additional DreamBooth docs edit, so it is not the same change as the text-inversion-only PR." + "reason": "2740 changes Dreambooth and Text Inversion docs; 2741 is only Text Inversion, so they are not the same change." }, { "left": "pull_request:2740", "right": "pull_request:2751", "accept": false, - "reason": "2740 spans DreamBooth plus text inversion; 2751 is only the text-inversion docs edit." + "reason": "2740 is broader and includes Dreambooth; 2751 is just the Text Inversion typo fix." }, { "left": "pull_request:2741", "right": "pull_request:2751", "accept": true, - "reason": "Same text_inversion.md wording fix on the same sentence; 2751 looks like the later merged revision of the same docs change." + "reason": "Same one-line typo fix in the same file (text_inversion.mdx), with 2751 as the merged version." }, { "left": "pull_request:2924", "right": "pull_request:2939", "accept": false, - "reason": "Both are tiny docs tweaks for VQ Diffusion, but they modify different docs pages and are not the same edit." + "reason": "Different docs edits in different files (pipeline overview vs scheduler docs), not the same change." }, { "left": "pull_request:3525", "right": "pull_request:5267", "accept": false, - "reason": "Both are README edits, but they address different content and different sections." + "reason": "Both touch README content, but they are different files and different edits." }, { "left": "pull_request:3525", "right": "pull_request:5855", "accept": false, - "reason": "Unrelated README edits; same file alone is not enough." + "reason": "Root README update vs community README typo fix; unrelated changes." }, { "left": "pull_request:5267", "right": "pull_request:5855", "accept": false, - "reason": "Different documentation fixes in the same README, not the same change." + "reason": "Docs README formatting changes vs community README import typo; not the same bug." }, { "left": "pull_request:8490", "right": "pull_request:8860", "accept": false, - "reason": "Same README filename, but the previews indicate different SD3 README edits and not a single duplicate change." + "reason": "Same README filename, but 8860 has no visible diff/files here, so the concrete change cannot be verified as identical." }, { "left": "pull_request:4498", "right": "pull_request:4499", "accept": true, - "reason": "Same SDXL reference-pipeline feature on the same files; effectively the same change." + "reason": "Same SDXL reference example family: same files and same feature area, just title wording differs." }, { "left": "pull_request:4498", "right": "pull_request:4500", "accept": true, - "reason": "Same SDXL reference-pipeline implementation and docs, just a parallel PR variant." + "reason": "Same SDXL reference example addition in the same files; clearly the same underlying change family." }, { "left": "pull_request:4498", "right": "pull_request:4501", "accept": true, - "reason": "Same underlying SDXL reference-pipeline addition with the same touched files." + "reason": "Same SDXL reference example change set; only the PR snapshot/title differs." }, { "left": "pull_request:4498", "right": "pull_request:4502", "accept": true, - "reason": "Same SDXL reference-pipeline feature; 4502 is the merged final variant of the same change." + "reason": "Same SDXL reference example, with 4502 appearing to be the completed merged version." + }, + { + "left": "pull_request:8992", + "right": "pull_request:9040", + "accept": true, + "reason": "Same HunyuanDiT differential diffusion addition; 9040 is the broader/merged continuation including the README update." + }, + { + "left": "pull_request:3676", + "right": "pull_request:3687", + "accept": true, + "reason": "Identical doc-builder edit to docs/source/en/index.mdx; same file and same change." + }, + { + "left": "pull_request:703", + "right": "pull_request:705", + "accept": false, + "reason": "Both CI-related, but one is a CUDA cache test setup and the other is a different workflow/dependency update." + }, + { + "left": "pull_request:5439", + "right": "pull_request:5440", + "accept": false, + "reason": "Both are single-file loading fixes, but they address different bugs (config/tokenizer loading vs local-only CLIP config loading)." + }, + { + "left": "pull_request:11407", + "right": "pull_request:11416", + "accept": false, + "reason": "Both are typo sweeps, but they target different file sets and different concrete edits." + }, + { + "left": "pull_request:11416", + "right": "pull_request:11476", + "accept": false, + "reason": "Both are broad typo/comment sweeps, but they are distinct PRs with different file sets and fixes." } ] }, @@ -180520,15 +180839,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 247, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 248, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10464", "pull_request:10465", @@ -180538,9 +180857,6 @@ "pull_request:10852", "pull_request:1087", "pull_request:1131", - "pull_request:11407", - "pull_request:11416", - "pull_request:11476", "pull_request:1210", "pull_request:13071", "pull_request:13082", @@ -180548,43 +180864,41 @@ "pull_request:17", "pull_request:2271", "pull_request:2526", + "pull_request:2864", + "pull_request:2925", "pull_request:3169", "pull_request:344", + "pull_request:3625", "pull_request:365", "pull_request:3676", - "pull_request:3687", "pull_request:386", "pull_request:3863", "pull_request:388", "pull_request:408", + "pull_request:4330", + "pull_request:4472", + "pull_request:4652", "pull_request:5201", - "pull_request:5439", - "pull_request:5440", "pull_request:5506", + "pull_request:6017", + "pull_request:6018", + "pull_request:61", "pull_request:6261", "pull_request:6262", "pull_request:6263", "pull_request:6264", "pull_request:6265", + "pull_request:63", + "pull_request:6647", "pull_request:6962", - "pull_request:703", - "pull_request:705", "pull_request:7131", "pull_request:7451", "pull_request:831", "pull_request:8720", "pull_request:8946", - "pull_request:8992", - "pull_request:9040", "pull_request:9131" ], "soft_pairs": [ - "pull_request:8992|pull_request:9040", - "pull_request:3676|pull_request:3687", - "pull_request:703|pull_request:705", - "pull_request:5439|pull_request:5440", - "pull_request:11407|pull_request:11416", - "pull_request:11416|pull_request:11476", "pull_request:3169|pull_request:3863", "pull_request:6962|pull_request:8720", "pull_request:344|pull_request:365", @@ -180605,192 +180919,218 @@ "pull_request:13071|pull_request:13082", "pull_request:1425|pull_request:408", "pull_request:17|pull_request:408", - "pull_request:2271|pull_request:2526" + "pull_request:2271|pull_request:2526", + "pull_request:2864|pull_request:2925", + "pull_request:3625|pull_request:3676", + "pull_request:3676|pull_request:6017", + "pull_request:3676|pull_request:6018", + "pull_request:4330|pull_request:4472", + "pull_request:4652|pull_request:6647", + "pull_request:6017|pull_request:6018", + "pull_request:61|pull_request:63" ], - "prepared_review_unit_hash": "945003d9d172f514de6ded6d9d806a3c733d576dab2427ae3bc563d6a60e8758", + "prepared_review_unit_hash": "336c0096697e902963db5bef94726b9b65f1105b9ac767ed8340c02005c3af92", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 103573, - "estimated_input_tokens": 25894, - "estimated_eval_tokens": 52044 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 98047, + "estimated_input_tokens": 24512, + "estimated_eval_tokens": 49280 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "A few pairs are clear duplicates or follow-up fixes in the same file/change, but most are merely similar PRs in the same subsystem and should stay separate.", - "confidence": 0.71, + "summary": "Mostly a mixed bag of unrelated docs/test/refactor PRs. The only convincing duplicate-style pairs are the two FLUX NPU adaptation PRs and the two Remote VAE template PRs; most other pairs are same-area but different concrete changes, so I rejected them.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 10784 is the cleanest canonical representative: it is merged, issue-linked, and contains a tight self-contained fix to the same validation bug.", - "best_issue_reason": null, - "best_pr_reason": "PR 10784 is the best overall candidate because it is a focused merged fix with an explicit issue target and minimal scope.", - "soft_edge_verdicts": [ - { - "left": "pull_request:8992", - "right": "pull_request:9040", - "accept": false, - "reason": "Same feature area, but one is the implementation PR and the other is a follow-up/community README update; not the same concrete change." - }, - { - "left": "pull_request:3676", - "right": "pull_request:3687", - "accept": true, - "reason": "Same file and identical doc-builder test edit; these look like duplicate/overlapping PRs for the same docs title change." - }, - { - "left": "pull_request:703", - "right": "pull_request:705", - "accept": false, - "reason": "Both touch CI CUDA testing, but they change different workflows and different failure modes." - }, - { - "left": "pull_request:5439", - "right": "pull_request:5440", - "accept": false, - "reason": "Related single-file loading fixes, but one is config/tokenizer loading while the other is local_files_only propagation." - }, - { - "left": "pull_request:11407", - "right": "pull_request:11416", - "accept": false, - "reason": "Both are typo cleanup PRs, but they cover different text sets and docs sections rather than one shared fix." - }, - { - "left": "pull_request:11416", - "right": "pull_request:11476", - "accept": false, - "reason": "Different typo batches across docs versus code/tests; same cleanup style, not the same change." - }, + "canonical_pr_reason": "PR 10464 is the broader, more complete FLUX NPU adaptation change and best represents the shared code-path fix among the accepted duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 10464 is the strongest representative PR here: it contains the main NPU flash-attention removal/adaptation plus the related example/model updates, making it the best canonical PR for the cluster.", + "soft_edge_verdicts": [ { "left": "pull_request:3169", "right": "pull_request:3863", "accept": false, - "reason": "Same Habana doc file, but the versions/config updates are different follow-on documentation revisions." + "reason": "Same Habana docs area, but these are different documentation updates for different versions/configs, not the same underlying change." }, { "left": "pull_request:6962", "right": "pull_request:8720", "accept": false, - "reason": "Both target flaky tests, but they fix different pipelines with different assertions and root causes." + "reason": "Both adjust slow-test expectations, but for different pipelines and different precision issues; not the same bug fix." }, { "left": "pull_request:344", "right": "pull_request:365", - "accept": true, - "reason": "Same VAE model file and same type-hinting effort; 365 looks like a narrow follow-up to the broader PR." + "accept": false, + "reason": "Both touch VAE typing, but they change different methods/signatures and are separate cleanup edits." }, { "left": "pull_request:6262", "right": "pull_request:6265", "accept": false, - "reason": "Same refactor theme, but these move different pipelines out of stable_diffusion, so they are not the same change." + "reason": "Both refactor stable_diffusion imports, but they move different pipelines; broad subsystem overlap is not enough." }, { "left": "pull_request:6263", "right": "pull_request:6265", "accept": false, - "reason": "Same refactor theme, but different pipeline extraction work in different modules." + "reason": "Different pipeline moved out of stable_diffusion; related refactor, but not the same concrete change." }, { "left": "pull_request:6264", "right": "pull_request:6265", "accept": false, - "reason": "Same refactor theme, but this is a separate pipeline move, not the same concrete change." + "reason": "Different pipeline/refactor target; same namespace cleanup, but not one shared fix." }, { "left": "pull_request:10678", "right": "pull_request:10784", - "accept": true, - "reason": "Both patch the same height/width divisibility validation bug pattern with nearly identical code in different pipelines." + "accept": false, + "reason": "Same validation pattern, but different pipeline files and independent fixes." }, { - "left": "pull_request:11407", - "right": "pull_request:11416", + "left": "pull_request:8946", + "right": "pull_request:9131", "accept": false, - "reason": "Docs typo batches overlap in style only; they are not the same text fix." + "reason": "Completely unrelated: one changes test expectations, the other edits setup dependencies." }, { - "left": "pull_request:11416", - "right": "pull_request:11476", + "left": "pull_request:6261", + "right": "pull_request:6265", + "accept": false, + "reason": "Both are stable_diffusion refactors, but they move different pipelines and do not fix one shared issue." + }, + { + "left": "pull_request:386", + "right": "pull_request:388", + "accept": false, + "reason": "Different pipeline docs/code additions; not the same underlying feature or bug fix." + }, + { + "left": "pull_request:5201", + "right": "pull_request:5506", + "accept": false, + "reason": "Same file, but one fixes LoRA offload behavior while the other fixes xformers/PEFT scaling; different code paths." + }, + { + "left": "pull_request:10464", + "right": "pull_request:10465", + "accept": true, + "reason": "These are clearly overlapping FLUX NPU-adaptation PRs with the same removed flash-attention path and matching core diff." + }, + { + "left": "pull_request:7131", + "right": "pull_request:7451", "accept": false, - "reason": "One is docs/comments typos, the other is example/code string typos; too different to merge as duplicates." + "reason": "Both are typo/documentation cleanups, but they touch different docs and unrelated content." }, { "left": "pull_request:10849", "right": "pull_request:10852", "accept": true, - "reason": "Same remote VAE issue template file, with 10852 clearly a follow-up fix to the template introduced in 10849." + "reason": "Second PR is a direct follow-up tweak to the same remote VAE issue template file, so they are the same underlying template change." }, { "left": "pull_request:1087", "right": "pull_request:2526", "accept": false, - "reason": "Both are slow-test fixes, but they touch different tests and different nondeterminism sources." + "reason": "Both are slow-test fixes, but for different pipelines and different expected outputs." }, { "left": "pull_request:1131", "right": "pull_request:831", "accept": false, - "reason": "Both bump versions, but they are distinct release bumps to different versions." + "reason": "Both bump versions, but they are different release bumps with different associated scheduler changes." }, { "left": "pull_request:1210", "right": "pull_request:2526", "accept": false, - "reason": "Both adjust test expectations, but they are separate flake fixes in unrelated pipelines." + "reason": "Separate slow-test adjustments for different pipelines; not the same bug." }, { "left": "pull_request:13071", "right": "pull_request:13082", "accept": false, - "reason": "Both are model test refactors, but for different model families and code paths." + "reason": "Different model test refactors for different architectures; same test area, but not one duplicate fix." }, { "left": "pull_request:1425", "right": "pull_request:408", "accept": false, - "reason": "Both fix typos in docs, but they are separate content edits across different pages." + "reason": "Both fix docs typos, but in different pages and different wording; not one shared change." }, { "left": "pull_request:17", "right": "pull_request:408", "accept": false, - "reason": "General typo cleanup, but on different docs with no shared concrete bug." + "reason": "Different typo cleanup scopes and files; too broad to treat as the same change." }, { "left": "pull_request:2271", "right": "pull_request:2526", "accept": false, - "reason": "Both are test tolerance fixes, but they address different pipelines and numerical expectations." + "reason": "Different test baseline updates for different pipelines." }, { - "left": "pull_request:5201", - "right": "pull_request:5506", + "left": "pull_request:2864", + "right": "pull_request:2925", "accept": false, - "reason": "Same file, but one fixes LoRA offload/set_processor behavior while the other fixes xformers+PEFT scaling; different bugs." + "reason": "Both are docs overview edits, but they affect different documents and unrelated text changes." }, { - "left": "pull_request:10464", - "right": "pull_request:10465", - "accept": true, - "reason": "Same FLUX NPU adaptation theme and overlapping transformer/controlnet changes; 10465 reads like a narrowed duplicate/follow-up of 10464." + "left": "pull_request:3625", + "right": "pull_request:3676", + "accept": false, + "reason": "Both are doc-builder test/WIP PRs, but they are separate experimental edits to the same page rather than one concrete fix." }, { - "left": "pull_request:7131", - "right": "pull_request:7451", + "left": "pull_request:3676", + "right": "pull_request:6017", + "accept": false, + "reason": "Same test-doc-builder theme, but these are distinct WIP PRs with different edits." + }, + { + "left": "pull_request:3676", + "right": "pull_request:6018", + "accept": false, + "reason": "Same reason as above: separate WIP doc-builder test branches, not the same change." + }, + { + "left": "pull_request:4330", + "right": "pull_request:4472", + "accept": false, + "reason": "Different README files and different content changes; not the same underlying issue." + }, + { + "left": "pull_request:4652", + "right": "pull_request:6647", + "accept": false, + "reason": "One fixes LoRA save/load tests, the other adjusts SDXL k-diffusion test expectations; unrelated." + }, + { + "left": "pull_request:6017", + "right": "pull_request:6018", + "accept": false, + "reason": "Separate WIP doc-builder test PRs making different title/content tweaks." + }, + { + "left": "pull_request:61", + "right": "pull_request:63", "accept": false, - "reason": "Both are docs typo fixes, but they update different documentation areas and are not the same change." + "reason": "Different conversion scripts for different pipelines; same repo area, but not the same change." } ] }, @@ -180804,15 +181144,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 248, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 249, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:1131", "pull_request:12117", @@ -180821,6 +181161,8 @@ "pull_request:12562", "pull_request:13069", "pull_request:13082", + "pull_request:13259", + "pull_request:13567", "pull_request:1415", "pull_request:1490", "pull_request:2290", @@ -180828,27 +181170,26 @@ "pull_request:2446", "pull_request:2539", "pull_request:2757", - "pull_request:2864", - "pull_request:2925", + "pull_request:2839", "pull_request:3099", "pull_request:325", "pull_request:327", "pull_request:333", "pull_request:335", "pull_request:349", + "pull_request:3525", "pull_request:359", "pull_request:360", - "pull_request:3625", - "pull_request:3676", - "pull_request:4330", - "pull_request:4472", + "pull_request:3709", + "pull_request:3710", + "pull_request:3819", + "pull_request:4451", "pull_request:4612", - "pull_request:4652", - "pull_request:6017", - "pull_request:6018", - "pull_request:61", - "pull_request:63", - "pull_request:6647", + "pull_request:5220", + "pull_request:5267", + "pull_request:5280", + "pull_request:5292", + "pull_request:5855", "pull_request:6909", "pull_request:6910", "pull_request:6939", @@ -180863,14 +181204,6 @@ "pull_request:9760" ], "soft_pairs": [ - "pull_request:2864|pull_request:2925", - "pull_request:3625|pull_request:3676", - "pull_request:3676|pull_request:6017", - "pull_request:3676|pull_request:6018", - "pull_request:4330|pull_request:4472", - "pull_request:4652|pull_request:6647", - "pull_request:6017|pull_request:6018", - "pull_request:61|pull_request:63", "pull_request:8470|pull_request:9760", "pull_request:8478|pull_request:8479", "pull_request:12117|pull_request:12225", @@ -180886,208 +181219,216 @@ "pull_request:1131|pull_request:1490", "pull_request:1131|pull_request:912", "pull_request:13069|pull_request:13082", + "pull_request:13259|pull_request:13567", "pull_request:1415|pull_request:2757", "pull_request:1490|pull_request:831", "pull_request:2290|pull_request:2446", "pull_request:2388|pull_request:4612", - "pull_request:2539|pull_request:3099" + "pull_request:2539|pull_request:3099", + "pull_request:2839|pull_request:3525", + "pull_request:3525|pull_request:3819", + "pull_request:3709|pull_request:3710", + "pull_request:3819|pull_request:5267", + "pull_request:3819|pull_request:5855", + "pull_request:4451|pull_request:5220", + "pull_request:5280|pull_request:5292" ], - "prepared_review_unit_hash": "2a5e3cad499f869e12ed91eb9ec45f227fc8fbe0b4db1a0d6ba7ded1478a7942", + "prepared_review_unit_hash": "7ebaf6c352bfe8bbbb7581f71304aa12635c548c9df9dcaabb3b4f30de86e658", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 96258, - "estimated_input_tokens": 24065, - "estimated_eval_tokens": 48386 + "serialized_chars": 102323, + "estimated_input_tokens": 25581, + "estimated_eval_tokens": 51418 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: version bumps, docs tweaks, test refactors, and unrelated pipeline/model additions. The only clear duplicate-like pair is the Hunyuan DiT ControlNet/Pipeline PRs (8478/8479), which have the same title and file set.", - "confidence": 0.96, + "summary": "The cluster is mostly heterogeneous, with only a couple of true duplicate/near-duplicate PR pairs. Most pairs are broad topical similarities (docs, tests, version bumps, scheduler/model maintenance) rather than the same concrete change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 8478 is the best canonical PR candidate because it is part of the only near-exact duplicate pair in the cluster, with the same title and same touched files as 8479.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 8478 is the strongest representative of the cluster because it is the clearest substantive duplicate candidate; the rest of the items are not close enough to collapse into one change.", + "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "pull_request:2864", - "right": "pull_request:2925", - "accept": false, - "reason": "Both are small docs edits, but they touch different pages and different wording; not the same underlying change." - }, - { - "left": "pull_request:3625", - "right": "pull_request:3676", - "accept": false, - "reason": "These are unrelated doc-builder test PRs that edit different files and replace different headings; not duplicates." - }, - { - "left": "pull_request:3676", - "right": "pull_request:6017", - "accept": false, - "reason": "Both are test-only docs changes, but they are separate WIP edits with different text and different PR contexts." - }, - { - "left": "pull_request:3676", - "right": "pull_request:6018", - "accept": false, - "reason": "Same as above: similar testing edits, but not the same concrete change." - }, - { - "left": "pull_request:4330", - "right": "pull_request:4472", - "accept": false, - "reason": "One fixes a README header, the other removes auth instructions; different documentation changes." - }, - { - "left": "pull_request:4652", - "right": "pull_request:6647", - "accept": false, - "reason": "Different test fixes in different areas (LoRA SDXL vs SDXL k-diffusion); not the same bug or change." - }, - { - "left": "pull_request:6017", - "right": "pull_request:6018", - "accept": false, - "reason": "They both modify the index test page, but they are separate WIP title changes and not the same underlying fix." - }, - { - "left": "pull_request:61", - "right": "pull_request:63", - "accept": false, - "reason": "Different conversion scripts for different pipelines; related domain, but not the same change." - }, { "left": "pull_request:8470", "right": "pull_request:9760", "accept": false, - "reason": "Both touch README.md, but one rewrites a project README and the other only tweaks headings in the main README." + "reason": "Both are README updates, but they touch different content and different release eras; not the same change." }, { "left": "pull_request:8478", "right": "pull_request:8479", "accept": true, - "reason": "Same title, same touched files, and same Hunyuan DiT ControlNet/Pipeline addition; these look like duplicate PRs for the same change." + "reason": "Same HunyuanDiT controlnet/pipeline feature set, same files, and effectively the same code addition." }, { "left": "pull_request:12117", "right": "pull_request:12225", "accept": false, - "reason": "Both add QwenImage-related pipelines, but they introduce different concrete pipelines and can\u2019t be treated as one change." + "reason": "Both are QwenImage additions, but one adds img2img/inpaint pipelines while the other adds a distinct edit-inpaint pipeline." }, { "left": "pull_request:327", "right": "pull_request:335", "accept": false, - "reason": "Both are type-hint refactors, but they target different modules and code paths." + "reason": "Type-hint cleanup, but one is a pipeline PR and the other is a scheduler PR; not the same concrete change." }, { "left": "pull_request:7903", "right": "pull_request:9131", "accept": false, - "reason": "A video-processor test PR and an unrelated setup.py dependency change are not duplicates." + "reason": "Unrelated changes: video processor tests versus a tokenizers pin in setup.py." }, { "left": "pull_request:8064", "right": "pull_request:9131", "accept": false, - "reason": "Marigold test scaffolding and a setup dependency tweak are unrelated changes." + "reason": "Unrelated changes: Marigold tests versus a tokenizers pin." }, { "left": "pull_request:6910", "right": "pull_request:6939", "accept": false, - "reason": "Both standardize model cards, but they affect different training examples and different scripts." + "reason": "Both standardize model cards, but they target different training scripts and different models." }, { "left": "pull_request:325", "right": "pull_request:333", "accept": false, - "reason": "Different pipeline/scheduler type-hint PRs with different modules; not the same concrete fix." + "reason": "Both are type-hint PRs, but they cover different pipelines and code paths." }, { "left": "pull_request:359", "right": "pull_request:360", "accept": false, - "reason": "These are similar type-hint updates, but one is only Karras VE while the other also changes LMS discrete; not the same PR." + "reason": "Related scheduler typing work, but 360 adds an extra scheduler and is not the same PR change." }, { "left": "pull_request:335", "right": "pull_request:349", "accept": false, - "reason": "Different scheduler type-hint changes in different files; similar style, not the same underlying change." + "reason": "Different scheduler type-hint updates for different classes; same style, not same bug/change." }, { "left": "pull_request:6909", "right": "pull_request:6939", "accept": false, - "reason": "Both touch model-card generation, but one is ControlNet flax and the other is text-to-image training; separate changes." + "reason": "Same model-card standardization theme, but different training scripts and outputs." }, { "left": "pull_request:12521", "right": "pull_request:12562", "accept": false, - "reason": "Both are crash fixes, but they address different code paths: Wan tiling decode vs context-parallel input handling." + "reason": "Both are Wan-related fixes, but one is autoencoder tiling and the other is context-parallel crash handling." }, { "left": "pull_request:1131", "right": "pull_request:1490", "accept": false, - "reason": "Both are version bump PRs, but for different releases and with different accompanying scheduler edits." + "reason": "Different release bumps and different follow-up changes; not the same version-bump PR." }, { "left": "pull_request:1131", "right": "pull_request:912", "accept": false, - "reason": "Same broad version-bump theme, but these are different release bumps and different implementation details." + "reason": "Different version bumps to different dev releases." }, { "left": "pull_request:13069", "right": "pull_request:13082", "accept": false, - "reason": "Both are CI/test refactors, but they target different model test suites and different code." + "reason": "Different model test refactors for different architectures; not the same change." + }, + { + "left": "pull_request:13259", + "right": "pull_request:13567", + "accept": false, + "reason": "Both touch AGENTS docs, but they are separate documentation edits with different scope." }, { "left": "pull_request:1415", "right": "pull_request:2757", "accept": false, - "reason": "One is a broad stable-diffusion cleanup PR; the other is a specific depth batching fix. Not the same bug." + "reason": "Broad stable-diffusion cleanup versus a specific depth batching fix; not the same underlying issue." }, { "left": "pull_request:1490", "right": "pull_request:831", "accept": false, - "reason": "Both bump versions, but they are for different release lines and include different scheduler updates." + "reason": "Different version bumps across different releases, even though both touch scheduler defaults." }, { "left": "pull_request:2290", "right": "pull_request:2446", "accept": false, - "reason": "Both are docs-only pix2pix fixes, but they correct different issues in different files." + "reason": "Both are pix2pix docs fixes, but they address different doc snippets and different mistakes." }, { "left": "pull_request:2388", "right": "pull_request:4612", "accept": false, - "reason": "Different documentation pages and different edits; not duplicates." + "reason": "One adds the controlling-generation doc; the other only fixes links inside it." }, { "left": "pull_request:2539", "right": "pull_request:3099", "accept": false, - "reason": "Both adjust defaults in docs/comments, but they touch different pipelines and different parameters." + "reason": "Same kind of doc/default-value cleanup, but for different pipelines and different defaults." + }, + { + "left": "pull_request:2839", + "right": "pull_request:3525", + "accept": false, + "reason": "Both update README files, but the content and subject matter are unrelated." + }, + { + "left": "pull_request:3525", + "right": "pull_request:3819", + "accept": false, + "reason": "Both are README edits, but they are unrelated documents and different changes." + }, + { + "left": "pull_request:3709", + "right": "pull_request:3710", + "accept": true, + "reason": "Same image-processor documentation addition, with matching files and nearly identical content." + }, + { + "left": "pull_request:3819", + "right": "pull_request:5267", + "accept": false, + "reason": "Unrelated README/doc formatting changes; not the same underlying update." + }, + { + "left": "pull_request:3819", + "right": "pull_request:5855", + "accept": false, + "reason": "Unrelated README edits in different areas of the repo." + }, + { + "left": "pull_request:4451", + "right": "pull_request:5220", + "accept": false, + "reason": "Both move tests to nightly, but they are different batches of tests and not the same concrete change." + }, + { + "left": "pull_request:5280", + "right": "pull_request:5292", + "accept": false, + "reason": "Both speed up ControlNet tests, but they target different test files and different dummy setups." } ] }, @@ -181101,43 +181442,43 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 249, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 250, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10206", + "pull_request:10323", + "pull_request:10434", "pull_request:10810", + "pull_request:11879", + "pull_request:11895", + "pull_request:12490", "pull_request:13255", + "pull_request:13293", "pull_request:13313", + "pull_request:13338", + "pull_request:13352", + "pull_request:1508", "pull_request:1525", - "pull_request:2839", + "pull_request:1564", "pull_request:3214", "pull_request:326", "pull_request:327", "pull_request:333", "pull_request:335", "pull_request:343", - "pull_request:3525", "pull_request:359", "pull_request:360", - "pull_request:3709", - "pull_request:3710", - "pull_request:3819", "pull_request:4078", "pull_request:4132", - "pull_request:4451", - "pull_request:5220", - "pull_request:5267", - "pull_request:5280", - "pull_request:5292", + "pull_request:4188", "pull_request:5420", - "pull_request:5855", "pull_request:6327", "pull_request:6342", "pull_request:6346", @@ -181161,13 +181502,6 @@ "pull_request:9760" ], "soft_pairs": [ - "pull_request:2839|pull_request:3525", - "pull_request:3525|pull_request:3819", - "pull_request:3709|pull_request:3710", - "pull_request:3819|pull_request:5267", - "pull_request:3819|pull_request:5855", - "pull_request:4451|pull_request:5220", - "pull_request:5280|pull_request:5292", "pull_request:6342|pull_request:6438", "pull_request:6453|pull_request:6462", "pull_request:6617|pull_request:6620", @@ -181186,192 +181520,192 @@ "pull_request:5420|pull_request:6346", "pull_request:7246|pull_request:7825", "pull_request:327|pull_request:333", - "pull_request:13255|pull_request:13313" + "pull_request:13255|pull_request:13313", + "pull_request:4188|pull_request:6346", + "pull_request:10323|pull_request:10434", + "pull_request:11879|pull_request:11895", + "pull_request:12490|pull_request:13293", + "pull_request:13338|pull_request:13352", + "pull_request:1508|pull_request:1564" ], - "prepared_review_unit_hash": "8209932b7bbea6a00d7a10dd9ba61d5c936d7a9d333199ec934f8c6c59379419", + "prepared_review_unit_hash": "33125b1f12908b22cbbd4030a09d2cf386eece47d8d2f6fbb0fb714bd919e988", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 96392, - "estimated_input_tokens": 24098, - "estimated_eval_tokens": 48452 + "soft_pair_count": 25, + "serialized_chars": 94963, + "estimated_input_tokens": 23741, + "estimated_eval_tokens": 47738 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not one coherent duplicate cluster; it breaks into a few small docs-only follow-up pairs plus many unrelated PRs (tests, typing, LoRA, version bumps). I only accepted near-exact same-change pairs and rejected broad-theme matches.", - "confidence": 0.76, + "summary": "Mostly a grab bag of small docs/tests/LoRA follow-ups. The only clear duplicate-style pairs are the installation.md Windows note, the aMUSEd paper-link correction, and the README Colab-link follow-up; most other pairs are related but distinct cleanup or feature changes.", + "confidence": 0.64, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR covers the whole set; the items split into unrelated subtopics. The only true duplicate subclusters are small, mostly docs-only follow-ups.", + "canonical_pr_reason": "6438 is the best representative: merged, explicitly issue-linked, and the clearest complete fix for the repeated installation-doc Windows/Python note.", "best_issue_reason": null, - "best_pr_reason": "No global best PR is suitable for the whole set. If forced to pick a representative, it would be one of the exact follow-up docs fixes, but none is a meaningful canonical across all items.", + "best_pr_reason": "6438 is the strongest cluster anchor overall because it is the merged, issue-backed doc fix with the most complete scope among the accepted duplicates.", "soft_edge_verdicts": [ - { - "left": "pull_request:2839", - "right": "pull_request:3525", - "accept": false, - "reason": "Both are README/docs updates, but they change different sections for different purposes and are not the same underlying change." - }, - { - "left": "pull_request:3525", - "right": "pull_request:3819", - "accept": false, - "reason": "Unrelated README edits: one is a general README update, the other adds an FAQ section." - }, - { - "left": "pull_request:3709", - "right": "pull_request:3710", - "accept": true, - "reason": "Same docs feature: both add the image-processor documentation and toctree entry, with only wording/title cleanup differing." - }, - { - "left": "pull_request:3819", - "right": "pull_request:5267", - "accept": false, - "reason": "Different documentation changes in different files and contexts; no same underlying change." - }, - { - "left": "pull_request:3819", - "right": "pull_request:5855", - "accept": false, - "reason": "Both touch README-style docs, but they are unrelated content changes." - }, - { - "left": "pull_request:4451", - "right": "pull_request:5220", - "accept": false, - "reason": "Both move tests to nightly, but they affect different test groups and are not the same concrete change." - }, - { - "left": "pull_request:5280", - "right": "pull_request:5292", - "accept": false, - "reason": "Both speed up ControlNet tests, but they modify different test files and different fast-test setups." - }, { "left": "pull_request:6342", "right": "pull_request:6438", "accept": true, - "reason": "Same installation-doc warning for Windows/Python support; the later PR is a wording follow-up to the same note." + "reason": "Same installation.md Windows/Python support note; 6438 is the cleaner merged correction of the same doc issue." }, { "left": "pull_request:6453", "right": "pull_request:6462", "accept": true, - "reason": "Same amused paper-link correction in the same doc file; the later PR fixes the same underlying bad link." + "reason": "Same aMUSEd paper-link update in the same doc page; 6462 corrects the same citation target." }, { "left": "pull_request:6617", "right": "pull_request:6620", "accept": false, - "reason": "Insufficient evidence of the same change; one is a docs args cleanup and the other is a separate argument-fix PR." + "reason": "Insufficient evidence of the same change; these look like separate docs wording fixes rather than one duplicate patch." }, { "left": "pull_request:7118", "right": "pull_request:7451", "accept": false, - "reason": "Both are docs typo cleanups, but they span different pages and unrelated edits." + "reason": "Both are docs cleanup sweeps, but they cover different files and different typo sets, so not the same underlying fix." }, { "left": "pull_request:7544", "right": "pull_request:7827", "accept": false, - "reason": "One fixes CPU offload tests, the other fixes a docstring example; different kinds of changes." + "reason": "Different code paths: CPU offload test assertions vs a docstring example fix." }, { "left": "pull_request:7767", "right": "pull_request:7966", "accept": false, - "reason": "One is a PixArt code cleanup, the other updates PixArt test expectations; not the same underlying fix." + "reason": "One changes PixArt pipeline code, the other updates PixArt Sigma test expectations; not the same bug or change." }, { "left": "pull_request:831", "right": "pull_request:912", "accept": false, - "reason": "Both are version bump/type-hint-era maintenance, but they are different release bumps and not the same change." + "reason": "These are version/type-hint housekeeping PRs, not one concrete duplicate change." }, { "left": "pull_request:8775", "right": "pull_request:9760", - "accept": false, - "reason": "Both are README edits, but the content and intent are unrelated." + "accept": true, + "reason": "Same README Colab-link fix in the same file; 9760 is a follow-up correction of the same broken link." }, { "left": "pull_request:6327", "right": "pull_request:6356", "accept": false, - "reason": "Same file, but different DreamBooth LoRA bug fixes; they address different code paths and could not be safely merged as one PR." + "reason": "Same script, but the scopes differ: 6327 includes broader LoRA-script edits while 6356 targets SNR gamma/prior-preservation behavior." }, { "left": "pull_request:326", "right": "pull_request:335", "accept": false, - "reason": "Type-hint changes in related scheduler code, but different files and different PR scopes." - }, - { - "left": "pull_request:4078", - "right": "pull_request:4132", - "accept": false, - "reason": "These are opposite accelerate-handling changes in the same conversion path; they are not the same fix." + "reason": "Related type-hint work, but 326 is a broad sweep and 335 is a separate scheduler-specific PR." }, { "left": "pull_request:343", "right": "pull_request:359", "accept": false, - "reason": "Both are scheduler typing updates, but they target different schedulers and are separate changes." + "reason": "Both are type-hint PRs, but they touch different scheduler files and are not the same concrete change." }, { "left": "pull_request:343", "right": "pull_request:360", "accept": false, - "reason": "Different scheduler type-hint changes; too broad to treat as the same underlying change." + "reason": "Different files and different scheduler-type-hint scope; not mergeable as one duplicate fix." + }, + { + "left": "pull_request:4078", + "right": "pull_request:4132", + "accept": false, + "reason": "Same file, but opposite behavior: one forces accelerate to be installed, the other makes accelerate optional." }, { "left": "pull_request:10206", "right": "pull_request:10810", "accept": false, - "reason": "Both concern Flux LoRA support, but one is unload logic and the other is conversion/loading logic; not the same concrete bug." + "reason": "Both touch LoRA utilities, but they address different Flux/Kohya conversion problems and different code paths." }, { "left": "pull_request:1525", "right": "pull_request:3214", "accept": false, - "reason": "Different bug fixes in different code paths: upscale batching vs attention reshape logic." + "reason": "Both mention batch sizing, but one is the upscaling pipeline and the other is attention head reshaping; different bugs." }, { "left": "pull_request:5420", "right": "pull_request:6346", "accept": false, - "reason": "Related to training docs/examples, but they are separate follow-up changes in different files and concerns." + "reason": "Different training-doc/example updates; they do not fix the same underlying issue." }, { "left": "pull_request:7246", "right": "pull_request:7825", "accept": false, - "reason": "Different test fixes in different areas; not the same underlying problem." + "reason": "Test-only changes in different areas: VAE tiling vs model device-map/offload behavior." }, { "left": "pull_request:327", "right": "pull_request:333", "accept": false, - "reason": "Both add type hints to pipelines, but they are separate pipelines and separate changes." + "reason": "Separate type-hint PRs for different pipelines; not the same change." }, { "left": "pull_request:13255", "right": "pull_request:13313", "accept": false, - "reason": "Both touch LoRA conversion utilities, but they fix different loading/conversion cases and are not one concrete bug." + "reason": "Same LoRA area, but one fixes missing alpha handling and the other adds Flux2/Kohya conversion support; distinct code paths." + }, + { + "left": "pull_request:4188", + "right": "pull_request:6346", + "accept": false, + "reason": "Different training-example fixes and different files; these are not the same underlying bug." + }, + { + "left": "pull_request:10323", + "right": "pull_request:10434", + "accept": false, + "reason": "Both fix broken docs links, but 10434 is a broader multi-file sweep rather than the same single-link change." + }, + { + "left": "pull_request:11879", + "right": "pull_request:11895", + "accept": false, + "reason": "Different deprecated test removals in different pipeline sets; not one duplicate change." + }, + { + "left": "pull_request:12490", + "right": "pull_request:13293", + "accept": false, + "reason": "One is a test-only ClapConfig adjustment, the other changes Audioldm2 pipeline cache-position logic; different problems." + }, + { + "left": "pull_request:13338", + "right": "pull_request:13352", + "accept": false, + "reason": "Workflow permission change vs adding a checkout step; related file, but different CI fixes." + }, + { + "left": "pull_request:1508", + "right": "pull_request:1564", + "accept": false, + "reason": "Both are DreamBooth docs, but they address different topics: prior-preservation clarification vs default accelerate config." } ] }, @@ -181385,40 +181719,30 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 250, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 251, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10319", - "pull_request:10323", - "pull_request:10434", "pull_request:11257", "pull_request:11701", - "pull_request:11879", - "pull_request:11895", - "pull_request:12490", "pull_request:12675", "pull_request:12883", "pull_request:1291", "pull_request:13254", - "pull_request:13293", "pull_request:13315", "pull_request:13335", - "pull_request:13338", "pull_request:13340", "pull_request:13341", - "pull_request:13352", "pull_request:1415", "pull_request:1423", "pull_request:1490", - "pull_request:1508", - "pull_request:1564", "pull_request:178", "pull_request:1998", "pull_request:2406", @@ -181429,28 +181753,31 @@ "pull_request:3470", "pull_request:3472", "pull_request:3525", - "pull_request:4188", "pull_request:4285", "pull_request:4351", + "pull_request:4472", + "pull_request:4574", "pull_request:4612", "pull_request:5267", "pull_request:555", + "pull_request:5855", "pull_request:6119", - "pull_request:6346", + "pull_request:6314", + "pull_request:6462", + "pull_request:6647", + "pull_request:6837", "pull_request:7166", + "pull_request:7335", + "pull_request:7425", "pull_request:889", "pull_request:9040", "pull_request:912", + "pull_request:9249", "pull_request:9423", - "pull_request:9765" + "pull_request:9765", + "pull_request:9860" ], "soft_pairs": [ - "pull_request:4188|pull_request:6346", - "pull_request:10323|pull_request:10434", - "pull_request:11879|pull_request:11895", - "pull_request:12490|pull_request:13293", - "pull_request:13338|pull_request:13352", - "pull_request:1508|pull_request:1564", "pull_request:6119|pull_request:7166", "pull_request:9040|pull_request:9423", "pull_request:10319|pull_request:9765", @@ -181472,204 +181799,217 @@ "pull_request:325|pull_request:327", "pull_request:3470|pull_request:3472", "pull_request:3525|pull_request:4351", - "pull_request:4351|pull_request:5267" + "pull_request:4351|pull_request:5267", + "pull_request:4351|pull_request:5855", + "pull_request:4472|pull_request:4574", + "pull_request:555|pull_request:889", + "pull_request:6314|pull_request:6462", + "pull_request:6647|pull_request:7335", + "pull_request:6837|pull_request:7425", + "pull_request:9249|pull_request:9860" ], - "prepared_review_unit_hash": "64f96b13f73e634cb0edca70a6f3ed86b3ead49fef92a076dbaff9633c84fb61", + "prepared_review_unit_hash": "276691bf4bfa79f87c752183de50c7939388a643369f99db716f9544db68eba2", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 96312, - "estimated_input_tokens": 24078, - "estimated_eval_tokens": 48412 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 92971, + "estimated_input_tokens": 23243, + "estimated_eval_tokens": 46742 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated docs, CI, test-refactor, and cleanup PRs. There isn\u2019t a single underlying bug/change spanning the set; the only near-overlaps are same-file workflow tweaks, but even those target different concrete edits.", - "confidence": 0.94, + "summary": "Mostly unrelated docs/test/maintenance PRs; only the style-bot token workflow fix and the paired DreamBooth IF doc additions look like true near-duplicates.", + "confidence": 0.67, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR cleanly represents the cluster because the items are not duplicates of one another. If forced to pick a representative, 10434 is the broadest issue-linked docs link-fix PR, but it does not subsume the rest.", + "canonical_pr_reason": "11701 is the cleanest final form of the shared style-bot token workflow fix; 11257 is an earlier variant of the same one-line change.", "best_issue_reason": null, - "best_pr_reason": "10434 is the best representative only in the narrow sense that it is a broad, issue-linked docs-fix PR with multi-file scope. It is not a true canonical duplicate for the whole cluster.", + "best_pr_reason": "11701 is merged, concrete, and represents the clearest canonical fix among the accepted duplicate-like pairs.", "soft_edge_verdicts": [ - { - "left": "pull_request:4188", - "right": "pull_request:6346", - "accept": false, - "reason": "Different training-example bugs: SDXL ControlNet cache fingerprinting vs LoRA state-dict conversion. Same general area, not the same change." - }, - { - "left": "pull_request:10323", - "right": "pull_request:10434", - "accept": false, - "reason": "Both are docs link fixes, but they target different pages and different broken links. Not the same underlying edit." - }, - { - "left": "pull_request:11879", - "right": "pull_request:11895", - "accept": false, - "reason": "Both delete deprecated tests, but they remove different test suites and are separate cleanup changes." - }, - { - "left": "pull_request:12490", - "right": "pull_request:13293", - "accept": false, - "reason": "Audioldm2 test config fix vs audioldm2 pipeline cache-position bug fix. Different code paths and symptoms." - }, - { - "left": "pull_request:13338", - "right": "pull_request:13352", - "accept": false, - "reason": "Same workflow file, but different fixes: OIDC permission vs adding checkout. Related, not the same change." - }, - { - "left": "pull_request:1508", - "right": "pull_request:1564", - "accept": false, - "reason": "Both touch DreamBooth docs, but one clarifies num_class_images and the other adds default accelerate config instructions." - }, { "left": "pull_request:6119", "right": "pull_request:7166", "accept": false, - "reason": "Both involve SDXL LoRA training, but one fixes fp16 gradient scaling and the other fixes checkpoint loading. Different bugs." + "reason": "Same example file, but different bugs: fp16 gradient scaling vs a loading/state-dict issue. Not the same underlying change." }, { "left": "pull_request:9040", "right": "pull_request:9423", "accept": false, - "reason": "Same pattern of adding differential diffusion support, but for different community pipelines and different implementations." + "reason": "Both are differential-diffusion community additions, but they target different models/pipelines (HunyuanDiT vs Kolors) and are separate features." }, { "left": "pull_request:10319", "right": "pull_request:9765", "accept": false, - "reason": "Different docstring typo fixes in different pipelines; no shared underlying code change." + "reason": "Both are docstring fixes, but for different pipelines and different text; not the same bug or edit." }, { "left": "pull_request:11257", "right": "pull_request:11701", - "accept": false, - "reason": "Both edit the style bot workflow token, but they swap in different secrets and represent distinct workflow revisions." + "accept": true, + "reason": "Same workflow file and same bot_token line; both are variants of the style-bot token swap, with 11701 looking like the corrected final secret name." }, { "left": "pull_request:12675", "right": "pull_request:12883", "accept": false, - "reason": "Separate docs typo fixes in unrelated quantization/video docs." + "reason": "Both are docs typo fixes, but for unrelated pages and different API names; not a duplicate." }, { "left": "pull_request:1291", "right": "pull_request:1415", "accept": false, - "reason": "A single README link fix is not the same as a large stable-diffusion cleanup PR touching many files." + "reason": "One fixes a notebook link; the other is a broad stable-diffusion cleanup. Same area, but not the same change." }, { "left": "pull_request:13254", "right": "pull_request:13340", "accept": false, - "reason": "Different model test refactors for different transformers; same refactor style, not the same change." + "reason": "Different transformer test refactors for different models; they do not fix the same concrete problem." }, { "left": "pull_request:13315", "right": "pull_request:13340", "accept": false, - "reason": "Sana transformer test refactor vs SD3 transformer test refactor. Unrelated model-specific changes." + "reason": "Different model test refactors; same subsystem but distinct changes." }, { "left": "pull_request:13335", "right": "pull_request:13340", "accept": false, - "reason": "Cosmos transformer test refactor vs SD3 transformer test refactor. Different targets and test code." + "reason": "Cosmos vs SD3 transformer test refactors are separate changes, not duplicates." }, { "left": "pull_request:13340", "right": "pull_request:13341", "accept": false, - "reason": "Both are transformer test refactors, but for different models (SD3 vs Bria) and different test setups." + "reason": "SD3 vs Bria transformer test refactors are different model-specific changes." }, { "left": "pull_request:1415", "right": "pull_request:309", "accept": false, - "reason": "Broad stable-diffusion cleanup and a specific README notebook link fix are not the same change." + "reason": "Both touch stable-diffusion docs, but one is a broad cleanup and the other is a specific notebook link fix." }, { "left": "pull_request:1423", "right": "pull_request:555", "accept": false, - "reason": "Stable Diffusion 2 Flax support vs adding a Flax VAE for Stable Diffusion. Related area, different functionality." + "reason": "Stable Diffusion 2 Flax support and Flax VAE addition are related feature work, not the same fix." }, { "left": "pull_request:1490", "right": "pull_request:912", "accept": false, - "reason": "Both bump versions, but 1490 also includes deprecations and multiple code changes; not a duplicate of the simple version bump." + "reason": "Both bump versions, but one also adds deprecations and wider scheduler changes; not the same PR-worthy change." }, { "left": "pull_request:178", "right": "pull_request:555", "accept": false, - "reason": "Pipeline test addition vs Flax VAE implementation. Completely different work." + "reason": "Stable diffusion pipeline tests versus Flax VAE implementation are unrelated." }, { "left": "pull_request:178", "right": "pull_request:889", "accept": false, - "reason": "Pipeline tests and adding components support are different changes, even if both touch stable diffusion." + "reason": "One adds tests, the other adds a components API; different changes." }, { "left": "pull_request:1998", "right": "pull_request:3525", "accept": false, - "reason": "DreamBooth blog/docs addition and README rewrite are unrelated content changes." + "reason": "DreamBooth blog/docs content and a generic README rewrite are not the same change." }, { "left": "pull_request:2406", "right": "pull_request:4612", "accept": false, - "reason": "Both update the controlling-generation docs, but one adds content while the other fixes links. Not the same edit." + "reason": "Both edit the controlling-generation docs, but they address different issues: guidance wording vs broken links." }, { "left": "pull_request:2569", "right": "pull_request:4285", "accept": false, - "reason": "OpenVINO docs addition vs combined OpenVINO/ONNX SDXL docs update. Overlapping theme, different scope and content." + "reason": "OpenVINO docs and ONNX/OpenVINO SDXL docs are separate documentation additions." }, { "left": "pull_request:325", "right": "pull_request:327", "accept": false, - "reason": "Different type-hint PRs for different pipelines; same maintenance pattern, not the same bug/change." + "reason": "Type-hint updates for different pipelines; not the same concrete fix." }, { "left": "pull_request:3470", "right": "pull_request:3472", - "accept": false, - "reason": "Both add IF DreamBooth docs, but one is for the README and the other for the training docs page. Separate documentation updates." + "accept": true, + "reason": "Both add the same IF DreamBooth documentation section to closely related docs; they look like two halves of the same doc update." }, { "left": "pull_request:3525", "right": "pull_request:4351", "accept": false, - "reason": "A README content rewrite is unrelated to a PyPI-friendly image path fix." + "reason": "Both touch README.md, but one is a generic rewrite and the other is a path fix; unrelated changes." }, { "left": "pull_request:4351", "right": "pull_request:5267", "accept": false, - "reason": "Different README/docs cleanup tasks with no shared underlying issue." + "reason": "Both are documentation edits, but for different files and different purposes." + }, + { + "left": "pull_request:4351", + "right": "pull_request:5855", + "accept": false, + "reason": "README path fix versus a community README import typo; different content." + }, + { + "left": "pull_request:4472", + "right": "pull_request:4574", + "accept": false, + "reason": "Both update README_sdxl.md, but one removes auth instructions and the other adds push_to_hub mentions; not the same issue." + }, + { + "left": "pull_request:555", + "right": "pull_request:889", + "accept": false, + "reason": "Flax VAE implementation and components API exposure are distinct changes." + }, + { + "left": "pull_request:6314", + "right": "pull_request:6462", + "accept": false, + "reason": "Different paper-link typos in different docs; no shared underlying change." + }, + { + "left": "pull_request:6647", + "right": "pull_request:7335", + "accept": false, + "reason": "Different test files and different failures; both are test fixes, but not the same bug." + }, + { + "left": "pull_request:6837", + "right": "pull_request:7425", + "accept": false, + "reason": "I2VGenXL doc dependency ordering and a PEFT tutorial image addition are unrelated." + }, + { + "left": "pull_request:9249", + "right": "pull_request:9860", + "accept": false, + "reason": "9860 extends the controlnet example to SD3.5, but 9249 is the initial SD3 example; related follow-up work, not the same change." } ] }, @@ -181683,38 +182023,47 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 251, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 252, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:10005", "pull_request:10021", + "pull_request:10109", + "pull_request:10183", + "pull_request:10222", "pull_request:10330", "pull_request:10378", + "pull_request:10819", + "pull_request:10947", + "pull_request:1137", "pull_request:11428", + "pull_request:11431", "pull_request:11522", "pull_request:11534", + "pull_request:11537", "pull_request:11913", "pull_request:11995", "pull_request:11997", "pull_request:12086", + "pull_request:12442", "pull_request:12490", + "pull_request:12526", "pull_request:12660", "pull_request:12909", "pull_request:2464", "pull_request:2795", + "pull_request:3127", "pull_request:325", "pull_request:359", "pull_request:4262", - "pull_request:4351", "pull_request:4451", - "pull_request:4472", - "pull_request:4574", "pull_request:4597", "pull_request:4694", "pull_request:4749", @@ -181722,34 +182071,18 @@ "pull_request:5003", "pull_request:5093", "pull_request:5201", - "pull_request:555", + "pull_request:5674", "pull_request:5697", - "pull_request:5855", - "pull_request:6314", - "pull_request:6462", - "pull_request:6647", - "pull_request:6837", + "pull_request:6122", "pull_request:6907", "pull_request:6939", - "pull_request:7335", - "pull_request:7425", "pull_request:8755", "pull_request:8798", - "pull_request:889", "pull_request:8913", - "pull_request:9249", - "pull_request:9860", "pull_request:9893", "pull_request:9938" ], "soft_pairs": [ - "pull_request:4351|pull_request:5855", - "pull_request:4472|pull_request:4574", - "pull_request:555|pull_request:889", - "pull_request:6314|pull_request:6462", - "pull_request:6647|pull_request:7335", - "pull_request:6837|pull_request:7425", - "pull_request:9249|pull_request:9860", "pull_request:11913|pull_request:11997", "pull_request:4262|pull_request:4749", "pull_request:8798|pull_request:8913", @@ -181766,180 +182099,187 @@ "pull_request:9893|pull_request:9938", "pull_request:10021|pull_request:10330", "pull_request:2464|pull_request:2795", - "pull_request:11522|pull_request:12490" + "pull_request:11522|pull_request:12490", + "pull_request:12442|pull_request:12526", + "pull_request:11431|pull_request:11537", + "pull_request:5674|pull_request:6122", + "pull_request:1137|pull_request:3127", + "pull_request:10005|pull_request:10819", + "pull_request:10109|pull_request:10222", + "pull_request:10183|pull_request:10947" ], - "prepared_review_unit_hash": "4c8707f1d2bfc70d8b358b90fab1f4df77fcf39f4cf976ad12c1b2be76da272b", + "prepared_review_unit_hash": "ef0ae85d13198cdc6fd7808dc0810d700d92cd0a6543d4f157cacc16c5cd322f", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 24, - "serialized_chars": 101970, - "estimated_input_tokens": 25493, - "estimated_eval_tokens": 51242 + "serialized_chars": 108616, + "estimated_input_tokens": 27154, + "estimated_eval_tokens": 54564 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly unrelated one-off PRs across docs, examples, and modular pipeline work. The only near-duplicate pair is the sharded-checkpoint subfolder loading fix in 8798/8913; the rest should stay separate.", - "confidence": 0.77, + "summary": "Most links are broad topical overlaps rather than true duplicates. I only accepted pairs that share the same concrete bugfix/change: sharded checkpoint subfolder loading, LoRA fuse/unfuse behavior, and the Wan Animate continuation. The rest are feature follow-ups, docs/test housekeeping, or related-but-distinct pipeline/model work.", + "confidence": 0.69, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 8798 is the best representative of the only true overlap here: it addresses the sharded-checkpoint subfolder loading bug with a focused regression test and a broader path-handling fix.", + "canonical_pr_reason": "PR 12526 is the most complete Wan Animate artifact here: it explicitly continues #12442 and adds the final pipeline/docs/tests wiring for the same feature.", "best_issue_reason": null, - "best_pr_reason": "PR 8798 is the strongest canonical PR candidate in the cluster because it cleanly captures the shared subfolder checkpoint-loading problem better than the other unrelated PRs.", + "best_pr_reason": "PR 12526 is the strongest canonical PR candidate overall because it is merged, self-contained, and the clearest complete implementation among the related items in this set.", "soft_edge_verdicts": [ - { - "left": "pull_request:4351", - "right": "pull_request:5855", - "accept": false, - "reason": "Different documentation fixes in different files; same general area but not the same change." - }, - { - "left": "pull_request:4472", - "right": "pull_request:4574", - "accept": false, - "reason": "Separate README updates for different examples and different behaviors." - }, - { - "left": "pull_request:555", - "right": "pull_request:889", - "accept": false, - "reason": "One adds Flax VAE support, the other adds a components API; unrelated features." - }, - { - "left": "pull_request:6314", - "right": "pull_request:6462", - "accept": false, - "reason": "Both are paper-link doc fixes, but they target different pages and different models." - }, - { - "left": "pull_request:6647", - "right": "pull_request:7335", - "accept": false, - "reason": "Unrelated test updates in different pipelines." - }, - { - "left": "pull_request:6837", - "right": "pull_request:7425", - "accept": false, - "reason": "Different docs fixes for unrelated tutorials." - }, - { - "left": "pull_request:9249", - "right": "pull_request:9860", - "accept": false, - "reason": "Same example family, but one adds SD3 ControlNet and the other extends it to SD3.5; not the same concrete PR." - }, { "left": "pull_request:11913", "right": "pull_request:11997", "accept": false, - "reason": "Both are Wan modular-pipeline work, but they implement different variants and code paths." + "reason": "Related Wan modular work, but this looks like a follow-up feature extension (I2V/FLF2V) rather than the same concrete change." }, { "left": "pull_request:4262", "right": "pull_request:4749", "accept": false, - "reason": "Both touch the SDXL DreamBooth LoRA script, but they fix different bugs (training logic vs checkpoint loading)." + "reason": "Both are SDXL DreamBooth LoRA fixes, but they address different behaviors (general fixes vs checkpointing/state-dict handling) and are not the same PR-worthy change." }, { "left": "pull_request:8798", "right": "pull_request:8913", "accept": true, - "reason": "Both fix the same underlying sharded-checkpoint subfolder loading problem; one covers Hub-path handling and the other closes the local-path branch, so they could plausibly be merged into one comprehensive fix." + "reason": "Same underlying bug: loading sharded checkpoints from a subfolder. The second PR refines the same `_get_checkpoint_shard_files` path for local/subfolder handling." }, { "left": "pull_request:11995", "right": "pull_request:12086", "accept": false, - "reason": "Both add modular pipeline support, but for different Flux modes and different code paths." + "reason": "Same modular Flux area, but one is base text-to-image modular support and the other adds img2img support; distinct feature work." }, { "left": "pull_request:4451", "right": "pull_request:5093", "accept": false, - "reason": "Both move tests to nightly, but they are separate test sets and not the same bug/change." + "reason": "Both move tests to nightly, but this is broad test-maintenance rather than the same concrete bug/change." }, { "left": "pull_request:4833", "right": "pull_request:5003", - "accept": false, - "reason": "Same LoRA area, but different fuse/unfuse issues and different fix mechanisms." + "accept": true, + "reason": "Both fix the same LoRA fuse/unfuse behavior in the same code path; 5003 is effectively a follow-up/cleanup on the same bug." }, { "left": "pull_request:4597", "right": "pull_request:4694", "accept": false, - "reason": "Both are ControlNet-related, but one adds MultiControlNet support and the other adds SDXL inpainting support." + "reason": "Both are ControlNet SDXL related, but one is MultiControlNet support and the other is SDXL inpainting support; different features." }, { "left": "pull_request:12660", "right": "pull_request:12909", "accept": false, - "reason": "Both touch context-parallel attention handling, but in different transformer implementations and with different fixes." + "reason": "Both touch context-parallel attention behavior, but they target different models/code paths (chronoedit vs WAN) and are not the same change." }, { "left": "pull_request:6907", "right": "pull_request:6939", "accept": false, - "reason": "Separate model-card standardization changes for different training examples." + "reason": "Both standardize model cards, but they affect different training scripts and are just parallel docs/metadata cleanup." }, { "left": "pull_request:11428", "right": "pull_request:11534", "accept": false, - "reason": "Related Hunyuan Video work, but 11534 is a follow-on Framepack F1 variant rather than the same concrete change." + "reason": "Both are Hunyuan Video Framepack-related, but 11534 is a distinct F1 variant/follow-up rather than the same concrete feature change." }, { "left": "pull_request:10378", "right": "pull_request:8755", "accept": false, - "reason": "Both edit the SD3 DreamBooth LoRA script, but they target different bugs: checkpointing vs text-encoder training." + "reason": "Same SD3 DreamBooth LoRA script, but they fix different issues in different parts of the training flow." }, { "left": "pull_request:325", "right": "pull_request:359", "accept": false, - "reason": "Different type-hint cleanups in unrelated modules." + "reason": "Both are type-hint cleanups, but for different files and unrelated code paths." }, { "left": "pull_request:5201", "right": "pull_request:5697", "accept": false, - "reason": "Both are LoRA/xformers fixes, but they address different attention-processing bugs." + "reason": "Both involve xformers/LoRA attention behavior, but they fix different concrete bugs in different attention-path logic." }, { "left": "pull_request:9893", "right": "pull_request:9938", "accept": false, - "reason": "Both update community reference docs, but they cover different pipelines and examples." + "reason": "Both update community SDXL reference docs/examples, but they are separate example pipelines and not the same change." }, { "left": "pull_request:10021", "right": "pull_request:10330", "accept": false, - "reason": "Same LTX Video family, but 10330 is a later model/version update rather than the same change." + "reason": "Same LTX Video family, but 10330 is a later version/update rather than the same implementation change." }, { "left": "pull_request:2464", "right": "pull_request:2795", "accept": false, - "reason": "Both are example-script edits, but they fix different training script behaviors in different LoRA examples." + "reason": "Both touch the text-to-image LoRA training script, but they address different behaviors and are not the same bugfix." }, { "left": "pull_request:11522", "right": "pull_request:12490", "accept": false, - "reason": "Different AudioLDM2 fixes: transformers compatibility versus a test config change." + "reason": "Different Audioldm2-related fixes: one updates pipeline code for transformers compatibility, the other adjusts a test config." + }, + { + "left": "pull_request:12442", + "right": "pull_request:12526", + "accept": true, + "reason": "12526 is explicitly a continuation of 12442 and covers the same Wan Animate feature, so they are the same underlying change." + }, + { + "left": "pull_request:11431", + "right": "pull_request:11537", + "accept": false, + "reason": "Both add torch.compile tests, but for different model families and test targets." + }, + { + "left": "pull_request:5674", + "right": "pull_request:6122", + "accept": false, + "reason": "Both are docs typos/cleanup, but they are unrelated documentation sweeps rather than one shared fix." + }, + { + "left": "pull_request:1137", + "right": "pull_request:3127", + "accept": false, + "reason": "Both mention safety-checker/img2img behavior, but one is a narrow dtype cast in a legacy pipeline and the other is a broader safety-checker tensor-handling fix." + }, + { + "left": "pull_request:10005", + "right": "pull_request:10819", + "accept": false, + "reason": "Both are docs updates, but they target different model families and unrelated missing-entry cleanup." + }, + { + "left": "pull_request:10109", + "right": "pull_request:10222", + "accept": false, + "reason": "Both add torch_xla support, but to different pipelines and code paths; not the same concrete fix." + }, + { + "left": "pull_request:10183", + "right": "pull_request:10947", + "accept": false, + "reason": "Both add single-file support, but for different model classes and converter mappings, so they are distinct features." } ] }, @@ -181953,43 +182293,32 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 252, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 253, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:10005", - "pull_request:10109", - "pull_request:10183", - "pull_request:10222", "pull_request:10278", "pull_request:10394", "pull_request:1041", "pull_request:10434", - "pull_request:10819", "pull_request:1087", - "pull_request:10947", "pull_request:1103", "pull_request:1104", - "pull_request:1137", - "pull_request:11431", "pull_request:11473", "pull_request:11505", - "pull_request:11537", "pull_request:11634", "pull_request:11857", "pull_request:121", "pull_request:1210", "pull_request:12272", "pull_request:1230", - "pull_request:12442", "pull_request:12487", - "pull_request:12526", "pull_request:12775", "pull_request:12856", "pull_request:1291", @@ -181997,28 +182326,33 @@ "pull_request:13340", "pull_request:1437", "pull_request:1467", + "pull_request:168", + "pull_request:178", + "pull_request:1937", "pull_request:1998", "pull_request:2271", "pull_request:2362", + "pull_request:2383", "pull_request:2396", + "pull_request:2446", + "pull_request:252", + "pull_request:2595", "pull_request:2757", "pull_request:2766", + "pull_request:2792", "pull_request:2846", - "pull_request:3127", + "pull_request:2935", + "pull_request:3119", "pull_request:3166", + "pull_request:3217", "pull_request:353", - "pull_request:5674", - "pull_request:6122", - "pull_request:9015" + "pull_request:386", + "pull_request:3987", + "pull_request:3989", + "pull_request:9015", + "pull_request:948" ], "soft_pairs": [ - "pull_request:12442|pull_request:12526", - "pull_request:11431|pull_request:11537", - "pull_request:5674|pull_request:6122", - "pull_request:1137|pull_request:3127", - "pull_request:10005|pull_request:10819", - "pull_request:10109|pull_request:10222", - "pull_request:10183|pull_request:10947", "pull_request:10278|pull_request:11473", "pull_request:10278|pull_request:9015", "pull_request:10394|pull_request:11634", @@ -182037,192 +182371,227 @@ "pull_request:13253|pull_request:13340", "pull_request:1437|pull_request:353", "pull_request:1467|pull_request:2271", - "pull_request:1467|pull_request:2846" + "pull_request:1467|pull_request:2846", + "pull_request:168|pull_request:178", + "pull_request:178|pull_request:386", + "pull_request:1937|pull_request:2595", + "pull_request:1998|pull_request:252", + "pull_request:2271|pull_request:3989", + "pull_request:2362|pull_request:2792", + "pull_request:2383|pull_request:3217", + "pull_request:2446|pull_request:3987", + "pull_request:2846|pull_request:3989", + "pull_request:2935|pull_request:3119", + "pull_request:353|pull_request:948" ], - "prepared_review_unit_hash": "dbd17ec45d14efda4e328941b40c7dc3f833d4a08edfc5ae56400ca19d1c60da", + "prepared_review_unit_hash": "94c8362f5f3bab54d835a6d88b71b6add29af7ccafd1283ed4fe83bf2c29c715", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 100499, - "estimated_input_tokens": 25125, - "estimated_eval_tokens": 50506 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 98104, + "estimated_input_tokens": 24526, + "estimated_eval_tokens": 49308 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft pair looks like the same underlying change: the Wan Animate pipeline continuation. The rest are broad-but-separate docs or test fixes that are not duplicates under a strict triage standard.", - "confidence": 0.93, + "summary": "This cluster is mostly superficial similarity among unrelated maintenance PRs: docs typos/link cleanups, test-flakiness fixes, and a few MPS-related test changes. The pairs generally share broad themes or filenames, but not the same concrete bug or change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #12526 is the best canonical PR because it is the completed continuation of #12442 and covers the same Wan Animate pipeline implementation across the same core files.", + "canonical_pr_reason": "PR 10434 is the broadest and clearest docs-maintenance representative here: it fixes broken links across many files and has an explicit issue target, unlike the narrower typo/test PRs.", "best_issue_reason": null, - "best_pr_reason": "PR #12526 is the strongest representative of the only true duplicate pair in this set; it supersedes #12442 as the follow-up/continuation implementation.", + "best_pr_reason": "PR 10434 is the best overall anchor for the cluster because it most clearly reflects a real, multi-file docs cleanup and is more representative than the many one-off typo or test adjustments.", "soft_edge_verdicts": [ - { - "left": "pull_request:12442", - "right": "pull_request:12526", - "accept": true, - "reason": "Same Wan2.2 Animate pipeline feature/implementation; #12526 is explicitly a continuation of #12442 and touches the same core files." - }, - { - "left": "pull_request:11431", - "right": "pull_request:11537", - "accept": false, - "reason": "Both add torch.compile-related tests, but for different models and different test code paths; not the same concrete change." - }, - { - "left": "pull_request:5674", - "right": "pull_request:6122", - "accept": false, - "reason": "Both are docs typo cleanups, but they affect different docs sets and are not the same underlying edit." - }, - { - "left": "pull_request:1137", - "right": "pull_request:3127", - "accept": false, - "reason": "Different bug fixes: one changes inpaint safety-checker dtype handling, the other changes img2img safety-checker processing." - }, - { - "left": "pull_request:10005", - "right": "pull_request:10819", - "accept": false, - "reason": "Both update docs, but they add different content in different areas; not a duplicate change." - }, - { - "left": "pull_request:10109", - "right": "pull_request:10222", - "accept": false, - "reason": "Same general XLA theme, but they patch different pipelines and different code paths." - }, - { - "left": "pull_request:10183", - "right": "pull_request:10947", - "accept": false, - "reason": "Both add single-file support, but for different models and converters; not the same change." - }, { "left": "pull_request:10278", "right": "pull_request:11473", "accept": false, - "reason": "Both touch torchao docs, but one fixes an example while the other fixes fp8 quantization naming; separate changes." + "reason": "Same docs file, but one changes the TorchAo example and the other fixes an fp8 table typo; different fixes." }, { "left": "pull_request:10278", "right": "pull_request:9015", "accept": false, - "reason": "Unrelated docs examples in different components; not the same underlying change." + "reason": "Both are docs PRs, but they target unrelated examples in different pipelines and fix different issues." }, { "left": "pull_request:10394", "right": "pull_request:11634", "accept": false, - "reason": "Both are doc-link fixes, but for different pages and different broken links." + "reason": "Unrelated docs edits: peft-loading link text vs a TorchAO documentation link update." }, { "left": "pull_request:1041", "right": "pull_request:2396", "accept": false, - "reason": "Both are test cleanup PRs, but they target different regressions and different test files." + "reason": "One fixes failing tests in pipelines; the other removes scheduler warnings and adjusts UniPC tests. Different underlying problems." }, { "left": "pull_request:10434", "right": "pull_request:11505", "accept": false, - "reason": "Both fix docs links, but they touch different docs sets and are not one concrete duplicated edit." + "reason": "Both touch docs links, but they clean up different broken-link sets and are not the same change." }, { "left": "pull_request:1087", "right": "pull_request:1467", "accept": false, - "reason": "Both mention slow tests, but they fix different failures in different test areas." + "reason": "Both are test-fix PRs, but they address different failures in different pipeline areas." }, { "left": "pull_request:1103", "right": "pull_request:3166", "accept": false, - "reason": "Both relate to textual inversion/docs, but one changes a README URL and the other changes loader example code." + "reason": "Both are docs-related, but one updates a model-card URL and the other fixes textual inversion docs usage." }, { "left": "pull_request:1104", "right": "pull_request:2362", "accept": false, - "reason": "One adds slow MPS tests; the other adds an MPS skip decorator. Related theme, different changes." + "reason": "One adds slow MPS test infrastructure; the other adds a skip decorator. Related theme, but not the same concrete change." }, { "left": "pull_request:11505", "right": "pull_request:12487", "accept": false, - "reason": "Both are docs link sweeps, but they are broad independent fixes across different files; not the same duplicate change." + "reason": "Both are link-fix docs PRs, but they target different files and different broken links." }, { "left": "pull_request:11857", "right": "pull_request:12272", "accept": false, - "reason": "Different Flux-related updates: one is docs references, the other is modular pipeline behavior." + "reason": "Flux docs reference edits are unrelated to the modular pipeline fix for default height/width handling." }, { "left": "pull_request:121", "right": "pull_request:1998", "accept": false, - "reason": "Completely unrelated README/example updates." + "reason": "Both touch README-style docs, but they add different examples and content with no shared bug/change." }, { "left": "pull_request:1210", "right": "pull_request:1467", "accept": false, - "reason": "Both address slow tests, but the affected pipelines/tests differ and the fixes are not the same." + "reason": "Cycle-diffusion scheduler/test warnings are unrelated to generic slow-test adjustments." }, { "left": "pull_request:1230", "right": "pull_request:2766", "accept": false, - "reason": "Different MPS-related test fixes in different components; not mergeable as one PR." + "reason": "Both mention MPS tests, but one fixes generator handling and the other changes expected outputs for torch 2.0. Different issues." }, { "left": "pull_request:12775", "right": "pull_request:12856", "accept": false, - "reason": "Docs-only Z-Image page creation versus the actual Z-Image implementation PR; not the same change." + "reason": "Docs addition for Z-Image versus the actual Z-Image implementation PR; one documents, the other adds the feature." }, { "left": "pull_request:1291", "right": "pull_request:2757", "accept": false, - "reason": "Different issues: notebook link fix versus depth batching behavior." + "reason": "Stable Diffusion notebook link fix is unrelated to the depth batching bug." }, { "left": "pull_request:13253", "right": "pull_request:13340", "accept": false, - "reason": "Both refactor model tests, but for different models and different test suites." + "reason": "Both are test refactors, but for different models and code paths." }, { "left": "pull_request:1437", "right": "pull_request:353", "accept": false, - "reason": "Two unrelated typo fixes in different source files." + "reason": "These are unrelated typo fixes in different source files." }, { "left": "pull_request:1467", "right": "pull_request:2271", "accept": false, - "reason": "Both are slow-test adjustments, but they target different test cases and code paths." + "reason": "Both are slow-test adjustments, but they cover different pipelines and different flaky expectations." }, { "left": "pull_request:1467", "right": "pull_request:2846", "accept": false, - "reason": "Same broad category, but different test files and different slow-test fixes." + "reason": "Both are slow-test fixes, but they address different test cases in different pipelines." + }, + { + "left": "pull_request:168", + "right": "pull_request:178", + "accept": false, + "reason": "Feature addition for Stable Diffusion is not the same change as adding tests for it." + }, + { + "left": "pull_request:178", + "right": "pull_request:386", + "accept": false, + "reason": "Stable Diffusion tests and Stable Diffusion docs are separate artifacts with different purposes." + }, + { + "left": "pull_request:1937", + "right": "pull_request:2595", + "accept": false, + "reason": "EMA extraction in conversion code is unrelated to scheduler switchability fixes." + }, + { + "left": "pull_request:1998", + "right": "pull_request:252", + "accept": false, + "reason": "Both are README docs, but they add different example content and context." + }, + { + "left": "pull_request:2271", + "right": "pull_request:3989", + "accept": false, + "reason": "Both are slow-test fixes, but for different model families and different failure modes." + }, + { + "left": "pull_request:2362", + "right": "pull_request:2792", + "accept": false, + "reason": "Both relate to MPS skipping, but one introduces the decorator and the other applies it in specific tests." + }, + { + "left": "pull_request:2383", + "right": "pull_request:3217", + "accept": false, + "reason": "Pix2Pix utility code and a generic pt-to-pil utility are unrelated changes." + }, + { + "left": "pull_request:2446", + "right": "pull_request:3987", + "accept": false, + "reason": "These are docs snippets for different pipelines with no shared bug or code path." + }, + { + "left": "pull_request:2846", + "right": "pull_request:3989", + "accept": false, + "reason": "Both are slow-test PRs, but they fix different pipelines and different expectations." + }, + { + "left": "pull_request:2935", + "right": "pull_request:3119", + "accept": false, + "reason": "RePaint scheduler docs and RePaint pipeline docs are separate documentation updates." + }, + { + "left": "pull_request:353", + "right": "pull_request:948", + "accept": false, + "reason": "Two unrelated typo fixes in different pipeline files." } ] }, @@ -182236,38 +182605,30 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 253, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 254, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:168", - "pull_request:178", - "pull_request:1937", - "pull_request:1998", - "pull_request:2271", - "pull_request:2362", - "pull_request:2383", - "pull_request:2446", - "pull_request:252", - "pull_request:2595", - "pull_request:2792", - "pull_request:2846", - "pull_request:2935", - "pull_request:3119", - "pull_request:3217", + "pull_request:10323", + "pull_request:11438", + "pull_request:11473", + "pull_request:11512", + "pull_request:11537", + "pull_request:11737", + "pull_request:12915", + "pull_request:13217", "pull_request:326", + "pull_request:3286", + "pull_request:3313", "pull_request:333", - "pull_request:353", - "pull_request:386", "pull_request:395", - "pull_request:3987", - "pull_request:3989", + "pull_request:4099", "pull_request:4145", "pull_request:4175", "pull_request:4472", @@ -182275,38 +182636,35 @@ "pull_request:4540", "pull_request:4652", "pull_request:4797", + "pull_request:4862", "pull_request:5051", "pull_request:5065", "pull_request:5066", "pull_request:5332", "pull_request:5411", + "pull_request:5506", "pull_request:5844", + "pull_request:5982", + "pull_request:6065", "pull_request:6122", + "pull_request:6308", "pull_request:6775", "pull_request:679", "pull_request:6837", "pull_request:688", + "pull_request:7118", + "pull_request:7131", "pull_request:715", + "pull_request:7301", "pull_request:7425", "pull_request:7472", + "pull_request:7747", "pull_request:8470", "pull_request:8775", "pull_request:8923", - "pull_request:8946", - "pull_request:948" + "pull_request:8946" ], "soft_pairs": [ - "pull_request:168|pull_request:178", - "pull_request:178|pull_request:386", - "pull_request:1937|pull_request:2595", - "pull_request:1998|pull_request:252", - "pull_request:2271|pull_request:3989", - "pull_request:2362|pull_request:2792", - "pull_request:2383|pull_request:3217", - "pull_request:2446|pull_request:3987", - "pull_request:2846|pull_request:3989", - "pull_request:2935|pull_request:3119", - "pull_request:353|pull_request:948", "pull_request:395|pull_request:679", "pull_request:4145|pull_request:4175", "pull_request:4472|pull_request:4540", @@ -182321,192 +182679,196 @@ "pull_request:688|pull_request:715", "pull_request:8470|pull_request:8775", "pull_request:8923|pull_request:8946", - "pull_request:326|pull_request:333" + "pull_request:326|pull_request:333", + "pull_request:7118|pull_request:7131", + "pull_request:3286|pull_request:3313", + "pull_request:10323|pull_request:11473", + "pull_request:11438|pull_request:11737", + "pull_request:5982|pull_request:6065", + "pull_request:7301|pull_request:7747", + "pull_request:4099|pull_request:4862", + "pull_request:5506|pull_request:6308", + "pull_request:12915|pull_request:13217", + "pull_request:11512|pull_request:11537" ], - "prepared_review_unit_hash": "125703bae0c8a30dccd0fd6b84d64929f90d1ed6fa75a5163f93c4e46315197a", + "prepared_review_unit_hash": "fc8ac2b2d3375ac4f2ab481b0c652e4997e2087200cc909a6961c78a656ab5ee", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 95362, - "estimated_input_tokens": 23841, - "estimated_eval_tokens": 47938 + "soft_pair_count": 25, + "serialized_chars": 102197, + "estimated_input_tokens": 25550, + "estimated_eval_tokens": 51356 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "I treated these as mostly superficial-topic matches and rejected every soft edge: the pairs are generally different docs, tests, or code-path changes rather than the same underlying bug/fix. There isn\u2019t a single safe canonical PR across this set.", + "summary": "This cluster is highly heterogeneous: mostly unrelated docs, tests, feature additions, and compile-fix PRs. I found no true duplicate pair; the soft matches are mostly same-file or same-subsystem overlaps rather than the same concrete bug/change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a safe canonical here; the candidates span unrelated fixes across docs, tests, schedulers, and pipelines, often only sharing a broad subsystem or filename.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No global best PR is suitable as a duplicate target; the closest-looking matches still diverge on concrete behavior or file scope, so choosing one would be arbitrary.", + "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "pull_request:168", - "right": "pull_request:178", - "accept": false, - "reason": "Code vs tests: the test PR validates Stable Diffusion but is not the same change as introducing the pipeline." - }, - { - "left": "pull_request:178", - "right": "pull_request:386", - "accept": false, - "reason": "Tests vs docs for Stable Diffusion; different deliverables and no shared bug fix." - }, - { - "left": "pull_request:1937", - "right": "pull_request:2595", - "accept": false, - "reason": "EMA extraction in a conversion script vs scheduler config handling; unrelated code paths." - }, - { - "left": "pull_request:1998", - "right": "pull_request:252", - "accept": false, - "reason": "DreamBooth blog-link README update vs general examples README expansion; different docs changes." - }, - { - "left": "pull_request:2271", - "right": "pull_request:3989", - "accept": false, - "reason": "Both touch slow tests, but for different pipelines and failures, not one underlying issue." - }, - { - "left": "pull_request:2362", - "right": "pull_request:2792", - "accept": false, - "reason": "One adds a skip-mps helper, the other applies it to different tests; related theme but not the same concrete change." - }, - { - "left": "pull_request:2383", - "right": "pull_request:3217", - "accept": false, - "reason": "Pix2Pix edit-vector utility vs pt_to_pil utility; unrelated helpers." - }, - { - "left": "pull_request:2446", - "right": "pull_request:3987", - "accept": false, - "reason": "Different docs snippets for different pipelines; no shared fix." - }, - { - "left": "pull_request:2846", - "right": "pull_request:3989", - "accept": false, - "reason": "Separate slow-test fixes in different pipelines and files." - }, - { - "left": "pull_request:2935", - "right": "pull_request:3119", - "accept": false, - "reason": "RePaint docs typo vs interface example update; different doc edits." - }, - { - "left": "pull_request:353", - "right": "pull_request:948", - "accept": false, - "reason": "Both are typo fixes, but in different pipeline/model files and unrelated contexts." - }, { "left": "pull_request:395", "right": "pull_request:679", "accept": false, - "reason": "Same file, but different refactors in separate methods; not one underlying bug or change." + "reason": "Both touch resnet.py, but they fix different cleanup spots: one renames _upsample_2d args, the other renames forward inputs. Same file, not the same change." }, { "left": "pull_request:4145", "right": "pull_request:4175", "accept": false, - "reason": "UnCLIP draft cleanup vs ControlNet WebDataset training example; unrelated changes." + "reason": "Unrelated PRs: a demo UnCLIP draft vs a ControlNet webdataset training example. No shared bug or code path." }, { "left": "pull_request:4472", "right": "pull_request:4540", "accept": false, - "reason": "Both edit the DreamBooth SDXL README, but they address different documentation additions/removals." + "reason": "Both edit README_sdxl.md, but one removes a login note and the other adds a Colab notebook link. Different doc changes." }, { "left": "pull_request:4495", "right": "pull_request:5844", "accept": false, - "reason": "SDXL reference community script vs Japanese SDXL reference docs; different artifacts and purposes." + "reason": "Different examples and goals: SDXL reference community pipeline vs Japanese SDXL reference docs. Not the same artifact or fix." }, { "left": "pull_request:4652", "right": "pull_request:4797", "accept": false, - "reason": "SDXL LoRA tests vs LoRA loader block-mapping logic; not the same bug." + "reason": "Both are LoRA-related, but one changes test serialization behavior and the other changes loader mapping logic. Different bugs." }, { "left": "pull_request:5051", "right": "pull_request:6122", "accept": false, - "reason": "A Wuerstchen-specific docs typo PR vs a broad docs typo sweep; different scope and edits." + "reason": "Both are docs typo PRs, but they address different documents and unrelated wording changes." }, { "left": "pull_request:5065", "right": "pull_request:5332", "accept": false, - "reason": "Attention-processor typo sweep vs DreamBooth LoRA description typo; unrelated changes." + "reason": "Same broad theme of typo cleanup, but 5065 targets attention/pipeline code paths while 5332 only fixes a comment in train_dreambooth_lora.py. Not the same change." }, { "left": "pull_request:5066", "right": "pull_request:5332", "accept": false, - "reason": "Prompt-to-prompt/attention_processor cleanup vs DreamBooth LoRA comment fix; different code paths." + "reason": "Prompt2Prompt type-check cleanup vs a DreamBooth LoRA comment fix. Different files and unrelated code paths." }, { "left": "pull_request:5411", "right": "pull_request:7472", "accept": false, - "reason": "Textual inversion broken training link vs examples README broken link; different docs issues." + "reason": "A broken training-doc link fix is unrelated to an examples README link fix. No duplicate bug." }, { "left": "pull_request:6775", "right": "pull_request:6837", "accept": false, - "reason": "DDPM scheduler parameter docs vs I2VGenXL doc import ordering; unrelated." + "reason": "DDPM scheduler doc parameter addition vs i2vgen docs dependency ordering. Different docs issues." }, { "left": "pull_request:6775", "right": "pull_request:7425", "accept": false, - "reason": "DDPM scheduler docs vs PEFT tutorial output-image snippet; different documentation changes." + "reason": "DDPM scheduler docs vs PEFT inference docs; unrelated documentation fixes." }, { "left": "pull_request:688", "right": "pull_request:715", "accept": false, - "reason": "Both are import-guard fixes, but for different modules and missing dependencies." + "reason": "Both are import-guard fixes for no-torch environments, but they hit different modules and different concrete failures." }, { "left": "pull_request:8470", "right": "pull_request:8775", "accept": false, - "reason": "MaPO project README rewrite vs SD3 Colab link update; different content." + "reason": "Unrelated README updates: MaPO project content vs SD3 Colab link." }, { "left": "pull_request:8923", "right": "pull_request:8946", "accept": false, - "reason": "CI workflow/debug changes vs a request-count assertion in model tests; unrelated." + "reason": "CI/debug workflow changes vs a test expectation adjustment. Not the same issue." }, { "left": "pull_request:326", "right": "pull_request:333", "accept": false, - "reason": "Type-hint cleanup in different pipelines; same style, different code paths." + "reason": "Both are type-hint PRs, but they affect different pipelines and different files. No shared bug/change." + }, + { + "left": "pull_request:7118", + "right": "pull_request:7131", + "accept": false, + "reason": "Both are doc typo fixes, but on different pages and different content areas. No duplicate." + }, + { + "left": "pull_request:3286", + "right": "pull_request:3313", + "accept": false, + "reason": "Both target torch.compile stability, but they fix different breakages in different code paths. Too broad to merge as one PR." + }, + { + "left": "pull_request:10323", + "right": "pull_request:11473", + "accept": false, + "reason": "Quantization overview link fix vs a TorchAO FP8 docs typo. Different documentation problems." + }, + { + "left": "pull_request:11438", + "right": "pull_request:11737", + "accept": false, + "reason": "Both modify the hidream training script, but one adds aspect-ratio bucketing and the other adds DeepSpeed support. Distinct feature changes." + }, + { + "left": "pull_request:5982", + "right": "pull_request:6065", + "accept": false, + "reason": "Both concern SDXL Turbo docs, but one adds docs and the other expands overview/module exposure. Related feature work, not the same concrete change." + }, + { + "left": "pull_request:7301", + "right": "pull_request:7747", + "accept": false, + "reason": "VAE scaling constant test fix vs VAE tiling test fix. Different test failures." + }, + { + "left": "pull_request:4099", + "right": "pull_request:4862", + "accept": false, + "reason": "SDXL prompt-embed bug vs ControlNet img2img height/width handling. Different runtime issues." + }, + { + "left": "pull_request:5506", + "right": "pull_request:6308", + "accept": false, + "reason": "PEFT/xformers attention fix vs LoRA dummy-component test setup. Different problems, not mergeable as one fix." + }, + { + "left": "pull_request:12915", + "right": "pull_request:13217", + "accept": false, + "reason": "13217 builds on the LTX-2 pipeline work, but it adds LTX-2.3 support and new conversion/model changes. Follow-up feature, not duplicate." + }, + { + "left": "pull_request:11512", + "right": "pull_request:11537", + "accept": false, + "reason": "Both add torch.compile tests, but for different model classes and files. Same testing theme, different artifacts." } ] }, @@ -182520,23 +182882,17 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 254, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 255, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:10323", "pull_request:1087", - "pull_request:11438", - "pull_request:11473", - "pull_request:11512", - "pull_request:11537", - "pull_request:11737", "pull_request:1210", "pull_request:1218", "pull_request:12265", @@ -182544,8 +182900,6 @@ "pull_request:12526", "pull_request:12705", "pull_request:1277", - "pull_request:12915", - "pull_request:13217", "pull_request:1324", "pull_request:1510", "pull_request:1582", @@ -182553,42 +182907,41 @@ "pull_request:1713", "pull_request:2007", "pull_request:2608", - "pull_request:3286", - "pull_request:3313", - "pull_request:4099", + "pull_request:2637", + "pull_request:2642", + "pull_request:2647", + "pull_request:2684", + "pull_request:2685", + "pull_request:2686", + "pull_request:2687", + "pull_request:2688", + "pull_request:2690", + "pull_request:2730", + "pull_request:2740", + "pull_request:2741", + "pull_request:2742", + "pull_request:2746", + "pull_request:2749", + "pull_request:2751", + "pull_request:2752", + "pull_request:2862", + "pull_request:2863", + "pull_request:2864", + "pull_request:2865", "pull_request:433", - "pull_request:4862", - "pull_request:5506", - "pull_request:5982", - "pull_request:6065", "pull_request:6216", "pull_request:6291", "pull_request:6299", "pull_request:6300", "pull_request:6301", - "pull_request:6308", "pull_request:6907", - "pull_request:7118", - "pull_request:7131", "pull_request:718", - "pull_request:7301", "pull_request:7613", "pull_request:774", - "pull_request:7747", "pull_request:9077", "pull_request:9739" ], "soft_pairs": [ - "pull_request:7118|pull_request:7131", - "pull_request:3286|pull_request:3313", - "pull_request:10323|pull_request:11473", - "pull_request:11438|pull_request:11737", - "pull_request:5982|pull_request:6065", - "pull_request:7301|pull_request:7747", - "pull_request:4099|pull_request:4862", - "pull_request:5506|pull_request:6308", - "pull_request:12915|pull_request:13217", - "pull_request:11512|pull_request:11537", "pull_request:6216|pull_request:6291", "pull_request:6907|pull_request:7613", "pull_request:12288|pull_request:12526", @@ -182604,192 +182957,265 @@ "pull_request:1218|pull_request:1713", "pull_request:12265|pull_request:12705", "pull_request:1510|pull_request:1713", - "pull_request:2007|pull_request:433" + "pull_request:2007|pull_request:433", + "pull_request:2637|pull_request:2730", + "pull_request:2642|pull_request:2647", + "pull_request:2642|pull_request:2684", + "pull_request:2642|pull_request:2685", + "pull_request:2642|pull_request:2686", + "pull_request:2642|pull_request:2687", + "pull_request:2642|pull_request:2688", + "pull_request:2642|pull_request:2690", + "pull_request:2642|pull_request:2740", + "pull_request:2642|pull_request:2741", + "pull_request:2642|pull_request:2742", + "pull_request:2642|pull_request:2746", + "pull_request:2642|pull_request:2749", + "pull_request:2642|pull_request:2751", + "pull_request:2642|pull_request:2752", + "pull_request:2642|pull_request:2862", + "pull_request:2642|pull_request:2863", + "pull_request:2642|pull_request:2864", + "pull_request:2642|pull_request:2865" ], - "prepared_review_unit_hash": "a41b57f8abc61e5a6b0b6c095901eda004e6b15af4e3e04dd6dd45348e9effd3", + "prepared_review_unit_hash": "461b53f62bb711e12ed7415da1fa938d40702e8e94d365268b3aa95212e23875", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 106578, - "estimated_input_tokens": 26645, - "estimated_eval_tokens": 53546 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 103145, + "estimated_input_tokens": 25787, + "estimated_eval_tokens": 51830 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated PRs. The only clear duplicate-like groups are the exact text-to-image training trio (6299/6300/6301) and the SDXL Turbo docs pair (5982/6065); the rest are similar-by-theme but not the same underlying change.", - "confidence": 0.95, + "summary": "This cluster is mostly a grab bag of small docs/test/maintenance PRs. The only clear duplicate set is the identical \"Better train\" trio; the rest are similar-by-theme but not the same underlying change.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 6299 is the best canonical PR because it is one of the exact duplicate \"Better train\" submissions and cleanly represents the only true duplicate set in the cluster.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 6299 is the earliest exact match in the duplicate trio and has the same touched files/diff as 6300 and 6301, so it is the strongest representative PR here.", "soft_edge_verdicts": [ - { - "left": "pull_request:7118", - "right": "pull_request:7131", - "accept": false, - "reason": "Both are docs typo fixes, but they touch different documentation areas and different edits; not the same underlying change." - }, - { - "left": "pull_request:3286", - "right": "pull_request:3313", - "accept": false, - "reason": "Both target torch.compile-related issues, but they fix different code paths and different breakages; too broad to treat as duplicates." - }, - { - "left": "pull_request:10323", - "right": "pull_request:11473", - "accept": false, - "reason": "Quantization docs in both cases, but one is a link fix in the overview and the other is a fp8 typo correction in torchao docs; unrelated changes." - }, - { - "left": "pull_request:11438", - "right": "pull_request:11737", - "accept": false, - "reason": "Both are LoRA training PRs, but one adds aspect-ratio bucketing and the other adds DeepSpeed support/save-hook fixes; not the same bug/change." - }, - { - "left": "pull_request:5982", - "right": "pull_request:6065", - "accept": true, - "reason": "Both are part of the same SDXL Turbo documentation addition, with 6065 extending the same docs/page set; they could plausibly be merged into one PR." - }, - { - "left": "pull_request:7301", - "right": "pull_request:7747", - "accept": false, - "reason": "Both are test fixes, but for different assertions and different behaviors; not the same underlying defect." - }, - { - "left": "pull_request:4099", - "right": "pull_request:4862", - "accept": false, - "reason": "Both are SDXL-related, but they fix different bugs in different pipelines; broad subsystem overlap is not enough." - }, - { - "left": "pull_request:5506", - "right": "pull_request:6308", - "accept": false, - "reason": "Both touch LoRA/PEFT test behavior, but they address different issues and are not the same concrete fix." - }, - { - "left": "pull_request:12915", - "right": "pull_request:13217", - "accept": false, - "reason": "Both add LTX2 support, but they are for different model generations/features (LTX 2.0 vs 2.3) and different code changes." - }, - { - "left": "pull_request:11512", - "right": "pull_request:11537", - "accept": false, - "reason": "Both add torch.compile coverage, but for different model tests and different targets; not duplicate changes." - }, { "left": "pull_request:6216", "right": "pull_request:6291", "accept": false, - "reason": "Same test file, but one fixes PEFT key remapping and the other loosens an unfusion assertion; distinct bugs." + "reason": "Same LoRA test file, but one fixes PEFT 0.7 key remapping while the other changes fusion/unfusion tolerance; different bugs." }, { "left": "pull_request:6907", "right": "pull_request:7613", "accept": false, - "reason": "Both standardize model-card generation, but for different training scripts and different content; not the same PR-worthy change." + "reason": "Both are model-card related, but they target different training scripts and different card standardization work." }, { "left": "pull_request:12288", "right": "pull_request:12526", "accept": false, - "reason": "Both register new pipelines/models, but they are entirely different features (InfiniteTalk vs Wan Animate)." + "reason": "Both add video-generation pieces, but InfiniteTalk and Wan Animate are different pipelines/code paths, not one shared change." }, { "left": "pull_request:2608", "right": "pull_request:718", "accept": false, - "reason": "Both are typo/doc cleanup, but they are different edits in different parts of the README and not the same underlying change." + "reason": "Both are typo/docs cleanups, but they touch different files and unrelated wording fixes." }, { "left": "pull_request:6299", "right": "pull_request:6300", "accept": true, - "reason": "The diffs are effectively identical, changing the same two training scripts in the same way." + "reason": "Identical title, files, and diff; this is the same change duplicated across two PRs." }, { "left": "pull_request:6299", "right": "pull_request:6301", "accept": true, - "reason": "The diffs are effectively identical, changing the same two training scripts in the same way." + "reason": "Same exact patch and touched files as 6299; clearly the same PR content." }, { "left": "pull_request:6300", "right": "pull_request:6301", "accept": true, - "reason": "The diffs are effectively identical, changing the same two training scripts in the same way." + "reason": "Exact same diff and file set; these are duplicate submissions of the same change." }, { "left": "pull_request:9077", "right": "pull_request:9739", "accept": false, - "reason": "Both are labeled typo fixes, but the content is unrelated: one edits training/tutorial docs, the other adds Stable Diffusion 3.5 documentation." + "reason": "Both are typo-fix PRs, but they touch different docs/code paths and are not the same underlying edit." }, { "left": "pull_request:1277", "right": "pull_request:1324", "accept": false, - "reason": "Both concern quantization, but one is an INT8 docs addition and the other is an Optimum/Stable Diffusion quantization guide; not the same change." + "reason": "Both mention quantization, but one adds docs/workflow changes while the other updates the README for Optimum integration." }, { "left": "pull_request:1582", "right": "pull_request:1583", "accept": false, - "reason": "Both are RePaint/inpainting-related, but they change different code paths (scheduler math vs legacy pipeline timestep handling)." + "reason": "Both concern inpainting timestep handling, but one fixes RePaintScheduler math and the other fixes legacy inpaint masking; different code paths." }, { "left": "pull_request:1087", "right": "pull_request:774", "accept": false, - "reason": "Both are test-related fixes, but they address different failures in different files and code paths." + "reason": "One is a slow-tests fix with pipeline/config changes; the other only adjusts test assertions/setup." }, { "left": "pull_request:1210", "right": "pull_request:774", "accept": false, - "reason": "Both touch test behavior, but 1210 fixes Cycle Diffusion / scheduler sampling while 774 adjusts a separate pipeline callback test." + "reason": "CycleDiffusion scheduler/generator plumbing is a different fix from a generic pipeline test adjustment." }, { "left": "pull_request:1218", "right": "pull_request:1713", "accept": false, - "reason": "Same conversion script, but different fixes: scheduler support vs cleanup/refactoring of conversion helpers." + "reason": "Same converter script, but one adds scheduler support and the other is a small helper refactor; not duplicate." }, { "left": "pull_request:12265", "right": "pull_request:12705", "accept": false, - "reason": "Both are typo fixes, but they cover different files and unrelated text edits; not the same underlying issue." + "reason": "Different typos/docs PRs across unrelated files; not the same change." }, { "left": "pull_request:1510", "right": "pull_request:1713", "accept": false, - "reason": "Both touch the conversion script, but one adds scheduler/docs support while the other is a cleanup/refactor; different changes." + "reason": "Scheduler/conversion feature work versus conversion-script cleanup; not the same bug or patch." }, { "left": "pull_request:2007", "right": "pull_request:433", "accept": false, - "reason": "Both update Black-related formatting/versioning, but they are separate dependency bumps and different file sets, not one change." + "reason": "Both are black-related maintenance, but they are separate formatting/dependency updates affecting different areas." + }, + { + "left": "pull_request:2637", + "right": "pull_request:2730", + "accept": false, + "reason": "Different documentation pages with unrelated wording fixes." + }, + { + "left": "pull_request:2642", + "right": "pull_request:2647", + "accept": false, + "reason": "Separate docs pages and separate wording edits; not a duplicate." + }, + { + "left": "pull_request:2642", + "right": "pull_request:2684", + "accept": false, + "reason": "Different docs pages; same broad typo theme is too weak to merge as one change." + }, + { + "left": "pull_request:2642", + "right": "pull_request:2685", + "accept": false, + "reason": "Different docs pages and different sentence-level edits." + }, + { + "left": "pull_request:2642", + "right": "pull_request:2686", + "accept": false, + "reason": "Different docs pages; these are independent prose fixes." + }, + { + "left": "pull_request:2642", + "right": "pull_request:2687", + "accept": false, + "reason": "Different docs pages and unrelated wording changes." + }, + { + "left": "pull_request:2642", + "right": "pull_request:2688", + "accept": false, + "reason": "Different docs pages; not the same underlying issue." + }, + { + "left": "pull_request:2642", + "right": "pull_request:2690", + "accept": false, + "reason": "Different docs pages and distinct prose cleanup." + }, + { + "left": "pull_request:2642", + "right": "pull_request:2740", + "accept": false, + "reason": "Different documentation areas; one is loading docs, the other is training docs." + }, + { + "left": "pull_request:2642", + "right": "pull_request:2741", + "accept": false, + "reason": "Unrelated docs files and separate wording fixes." + }, + { + "left": "pull_request:2642", + "right": "pull_request:2742", + "accept": false, + "reason": "Different docs pages; no shared underlying change." + }, + { + "left": "pull_request:2642", + "right": "pull_request:2746", + "accept": false, + "reason": "Different docs pages and different typo fixes." + }, + { + "left": "pull_request:2642", + "right": "pull_request:2749", + "accept": false, + "reason": "Different docs pages; only the general typo theme overlaps." + }, + { + "left": "pull_request:2642", + "right": "pull_request:2751", + "accept": false, + "reason": "Separate docs pages with unrelated text edits." + }, + { + "left": "pull_request:2642", + "right": "pull_request:2752", + "accept": false, + "reason": "Different conceptual docs and different sentence fixes." + }, + { + "left": "pull_request:2642", + "right": "pull_request:2862", + "accept": false, + "reason": "Different docs pages and different local prose corrections." + }, + { + "left": "pull_request:2642", + "right": "pull_request:2863", + "accept": false, + "reason": "Different docs pages; not one shared bug or change." + }, + { + "left": "pull_request:2642", + "right": "pull_request:2864", + "accept": false, + "reason": "Different docs pages and different wording fixes." + }, + { + "left": "pull_request:2642", + "right": "pull_request:2865", + "accept": false, + "reason": "Different docs pages; the overlap is only that both are small editorial edits." } ] }, @@ -182803,15 +183229,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 255, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 256, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10517", "pull_request:10537", @@ -182821,9 +183247,11 @@ "pull_request:10774", "pull_request:12004", "pull_request:12006", + "pull_request:12024", "pull_request:12915", + "pull_request:13039", + "pull_request:13042", "pull_request:13121", - "pull_request:2637", "pull_request:2642", "pull_request:2647", "pull_request:2684", @@ -182832,14 +183260,9 @@ "pull_request:2687", "pull_request:2688", "pull_request:2690", - "pull_request:2730", - "pull_request:2740", - "pull_request:2741", "pull_request:2742", - "pull_request:2746", "pull_request:2748", "pull_request:2749", - "pull_request:2751", "pull_request:2752", "pull_request:2862", "pull_request:2863", @@ -182855,33 +183278,17 @@ "pull_request:4695", "pull_request:5058", "pull_request:5151", + "pull_request:6952", + "pull_request:6978", "pull_request:7068", "pull_request:7246", "pull_request:7247", "pull_request:7411", + "pull_request:8572", "pull_request:9423", "pull_request:9597" ], "soft_pairs": [ - "pull_request:2637|pull_request:2730", - "pull_request:2642|pull_request:2647", - "pull_request:2642|pull_request:2684", - "pull_request:2642|pull_request:2685", - "pull_request:2642|pull_request:2686", - "pull_request:2642|pull_request:2687", - "pull_request:2642|pull_request:2688", - "pull_request:2642|pull_request:2690", - "pull_request:2642|pull_request:2740", - "pull_request:2642|pull_request:2741", - "pull_request:2642|pull_request:2742", - "pull_request:2642|pull_request:2746", - "pull_request:2642|pull_request:2749", - "pull_request:2642|pull_request:2751", - "pull_request:2642|pull_request:2752", - "pull_request:2642|pull_request:2862", - "pull_request:2642|pull_request:2863", - "pull_request:2642|pull_request:2864", - "pull_request:2642|pull_request:2865", "pull_request:2642|pull_request:2870", "pull_request:2642|pull_request:2923", "pull_request:2647|pull_request:2684", @@ -182926,414 +183333,310 @@ "pull_request:9423|pull_request:9597", "pull_request:10581|pull_request:10589", "pull_request:3690|pull_request:3695", - "pull_request:327|pull_request:365" + "pull_request:327|pull_request:365", + "pull_request:12006|pull_request:12024", + "pull_request:7068|pull_request:8572", + "pull_request:13039|pull_request:13042", + "pull_request:6952|pull_request:6978" ], - "prepared_review_unit_hash": "5ac782a47972f2e0ba4927f4ab27b4400e7bc4eb764bc4602f3ea7d6efb15c5b", + "prepared_review_unit_hash": "2583f23b2791d4979c0cbc08d5804b7d138d2d58eddd48610d321a4c2f9050a6", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 64, - "serialized_chars": 112211, - "estimated_input_tokens": 28053, - "estimated_eval_tokens": 56362 + "soft_pair_count": 49, + "serialized_chars": 109663, + "estimated_input_tokens": 27416, + "estimated_eval_tokens": 55088 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs that only look similar at a high level (docs typos, feature additions, or adjacent pipeline work). I only accept the pairs that appear to fix the same concrete bug/change: the Sana 4K PAG fix and the Kandinsky doc example fix.", - "confidence": 0.87, - "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits the whole set because it is heterogeneous; if forced to pick a representative, PR 10537 is the strongest concrete bug-fix PR with an actual code diff and merged status.", - "best_issue_reason": null, - "best_pr_reason": "PR 10537 is the best standalone representative of a real fix here: it directly patches the Sana 4K PAG code path, has a concrete diff, and is merged.", + "summary": "Mostly a heterogeneous cluster of unrelated docs cleanups, feature additions, and fixes. I only accept a couple of soft edges where the PRs appear to target the same concrete bug/change; the rest are too broad or clearly distinct.", + "confidence": 0.34, + "canonical_issue_reason": "No issue artifacts are present in this cluster.", + "canonical_pr_reason": "10537 is the strongest duplicate-style anchor: it contains the concrete Sana 4K PAG/pipeline fix, unlike the many unrelated docs or feature PRs.", + "best_issue_reason": "No issue artifacts are present in this cluster.", + "best_pr_reason": "10537 is the best representative of the only substantive duplicate-like subcluster; the remaining items are too mixed to support a single canonical PR for the whole set.", "soft_edge_verdicts": [ - { - "left": "pull_request:2637", - "right": "pull_request:2730", - "accept": false, - "reason": "Both are docs edits, but they touch different guides and different wording; not the same underlying change." - }, - { - "left": "pull_request:2642", - "right": "pull_request:2647", - "accept": false, - "reason": "Separate typo/doc updates in different pages; same style, different bug/change." - }, - { - "left": "pull_request:2642", - "right": "pull_request:2684", - "accept": false, - "reason": "Unrelated documentation edits in different files." - }, - { - "left": "pull_request:2642", - "right": "pull_request:2685", - "accept": false, - "reason": "Different docs pages and different text fixes; not duplicates." - }, - { - "left": "pull_request:2642", - "right": "pull_request:2686", - "accept": false, - "reason": "Separate documentation cleanup in a different file." - }, - { - "left": "pull_request:2642", - "right": "pull_request:2687", - "accept": false, - "reason": "Different docs page and wording change; not the same change." - }, - { - "left": "pull_request:2642", - "right": "pull_request:2688", - "accept": false, - "reason": "These are distinct docs edits, not one underlying bug." - }, - { - "left": "pull_request:2642", - "right": "pull_request:2690", - "accept": false, - "reason": "Unrelated docs punctuation fix in another guide." - }, - { - "left": "pull_request:2642", - "right": "pull_request:2740", - "accept": false, - "reason": "Different training docs and different fixes." - }, - { - "left": "pull_request:2642", - "right": "pull_request:2741", - "accept": false, - "reason": "Separate docs typo fix; no shared underlying issue." - }, - { - "left": "pull_request:2642", - "right": "pull_request:2742", - "accept": false, - "reason": "Different docs page and wording changes." - }, - { - "left": "pull_request:2642", - "right": "pull_request:2746", - "accept": false, - "reason": "Different docs section; same broad area, but not the same fix." - }, - { - "left": "pull_request:2642", - "right": "pull_request:2749", - "accept": false, - "reason": "Distinct docs typo fix, not a duplicate change." - }, - { - "left": "pull_request:2642", - "right": "pull_request:2751", - "accept": false, - "reason": "Different docs file and different edit." - }, - { - "left": "pull_request:2642", - "right": "pull_request:2752", - "accept": false, - "reason": "Separate conceptual docs correction; not the same underlying change." - }, - { - "left": "pull_request:2642", - "right": "pull_request:2862", - "accept": false, - "reason": "Different docs page and unrelated wording cleanup." - }, - { - "left": "pull_request:2642", - "right": "pull_request:2863", - "accept": false, - "reason": "Not the same bug/change; just another docs typo fix." - }, - { - "left": "pull_request:2642", - "right": "pull_request:2864", - "accept": false, - "reason": "Different docs file and different edit." - }, - { - "left": "pull_request:2642", - "right": "pull_request:2865", - "accept": false, - "reason": "Separate docs typo/punctuation fix." - }, { "left": "pull_request:2642", "right": "pull_request:2870", "accept": false, - "reason": "Different docs page; no concrete overlap beyond being documentation." + "reason": "Both are small docs edits; they are not the same concrete change or bug fix." }, { "left": "pull_request:2642", "right": "pull_request:2923", "accept": false, - "reason": "Unrelated docs update; not the same underlying change." + "reason": "Punctuation/wording cleanup in docs only; no shared underlying bug or change." }, { "left": "pull_request:2647", "right": "pull_request:2684", "accept": false, - "reason": "Different docs pages and different text fixes." + "reason": "Separate documentation typo fixes, not one underlying change." }, { "left": "pull_request:2647", "right": "pull_request:2685", "accept": false, - "reason": "Separate documentation correction in another file." + "reason": "Both are minor prose edits; they do not fix the same issue." }, { "left": "pull_request:2647", "right": "pull_request:2686", "accept": false, - "reason": "Different docs page; no shared concrete bug." + "reason": "These are unrelated docs wording updates despite similar style." }, { "left": "pull_request:2647", "right": "pull_request:2687", "accept": false, - "reason": "Not the same underlying fix." + "reason": "Different documentation sentence fixes; not duplicates." }, { "left": "pull_request:2647", "right": "pull_request:2688", "accept": false, - "reason": "Distinct docs edit, not a duplicate." + "reason": "Separate docs wording changes, not the same bug/change." }, { "left": "pull_request:2647", "right": "pull_request:2690", "accept": false, - "reason": "Different docs typo fix in another guide." + "reason": "Different docs fixes in the same handbook area, but not the same concrete edit." }, { "left": "pull_request:2647", "right": "pull_request:2742", "accept": false, - "reason": "Different file and different wording change." + "reason": "General doc cleanup PRs; the text edits are distinct." }, { "left": "pull_request:2647", "right": "pull_request:2749", "accept": false, - "reason": "Separate docs cleanup, not the same issue." + "reason": "Both are typo/wording fixes, but they are different sentences and files." }, { "left": "pull_request:2647", "right": "pull_request:2752", "accept": false, - "reason": "Conceptual docs wording fix, but not the same change." + "reason": "Not the same underlying documentation issue." }, { "left": "pull_request:2647", "right": "pull_request:2862", "accept": false, - "reason": "Different docs section and different edit." + "reason": "Different docs corrections; no single shared change." }, { "left": "pull_request:2647", "right": "pull_request:2863", "accept": false, - "reason": "Not a duplicate; just another typo correction." + "reason": "Separate wording fixes in logging docs, not duplicates." }, { "left": "pull_request:2647", "right": "pull_request:2864", "accept": false, - "reason": "Different docs file and unrelated wording fix." + "reason": "A different docs sentence/punctuation fix, not the same patch." }, { "left": "pull_request:2647", "right": "pull_request:2865", "accept": false, - "reason": "Separate punctuation/wording cleanup." + "reason": "Minor prose cleanup only; not the same concrete change." }, { "left": "pull_request:2647", "right": "pull_request:2870", "accept": false, - "reason": "Different docs page; no shared concrete bug." + "reason": "Documentation cleanup in different files; not duplicate work." }, { "left": "pull_request:2647", "right": "pull_request:2923", "accept": false, - "reason": "Broadly similar docs work, but not the same underlying change." + "reason": "Same broad docs area, but different edits and no shared bug." }, { "left": "pull_request:2684", "right": "pull_request:2685", "accept": false, - "reason": "Two different docs typo fixes; not the same change." + "reason": "Independent docs typo fixes; not the same change." }, { "left": "pull_request:2684", "right": "pull_request:2686", "accept": false, - "reason": "Different docs pages and different edits." + "reason": "Different sentence-level cleanup, not a duplicate." }, { "left": "pull_request:2684", "right": "pull_request:2687", "accept": false, - "reason": "Not the same underlying issue; just docs cleanup." + "reason": "Both are docs edits, but they fix different text." }, { "left": "pull_request:2684", "right": "pull_request:2688", "accept": false, - "reason": "Separate docs update, no concrete overlap." + "reason": "Separate prose corrections; no shared code-path or issue." }, { "left": "pull_request:2684", "right": "pull_request:2690", "accept": false, - "reason": "Different documentation page and wording change." + "reason": "Not the same underlying documentation change." }, { "left": "pull_request:2684", "right": "pull_request:2742", "accept": false, - "reason": "Unrelated docs edit in a different file." + "reason": "These are unrelated docs typos in different sections." }, { "left": "pull_request:2684", "right": "pull_request:2749", "accept": false, - "reason": "Different docs typo fix." + "reason": "Different wording fixes; not one duplicate patch." }, { "left": "pull_request:2684", "right": "pull_request:2752", "accept": false, - "reason": "Separate conceptual docs correction." + "reason": "Both touch docs, but the actual edits differ." }, { "left": "pull_request:2684", "right": "pull_request:2862", "accept": false, - "reason": "Different docs page and different fix." + "reason": "No shared concrete bug or edit." }, { "left": "pull_request:2684", "right": "pull_request:2863", "accept": false, - "reason": "Not the same change; only both are docs fixes." + "reason": "Different small docs corrections, not duplicates." }, { "left": "pull_request:2684", "right": "pull_request:2865", "accept": false, - "reason": "Different file and different punctuation cleanup." + "reason": "Separate typo cleanup in another page." }, { "left": "pull_request:2684", "right": "pull_request:2870", "accept": false, - "reason": "Distinct docs edit, not a duplicate." + "reason": "Not the same docs sentence or file." }, { "left": "pull_request:2684", "right": "pull_request:2923", "accept": false, - "reason": "Broadly similar docs work, but not the same underlying change." + "reason": "Different docs wording fixes; too broad to merge as duplicates." }, { "left": "pull_request:7068", "right": "pull_request:7411", "accept": false, - "reason": "Both are typo-fix PRs, but they touch different files and different textual issues." + "reason": "Both are typo-focused PRs, but they touch different files and edits." }, { "left": "pull_request:10759", "right": "pull_request:10774", "accept": false, - "reason": "Same community pipeline area, but one adds the pipeline and the other fixes an image artifact bug; different underlying changes." + "reason": "One adds a community pipeline, the other fixes a rendering bug in that pipeline; related, but not the same concrete change." }, { "left": "pull_request:12915", "right": "pull_request:13121", "accept": false, - "reason": "Related LTX-2 work, but one adds video pipelines and the other fixes a specific CFG/multi-video inference bug; not the same change." + "reason": "A large LTX-2 feature add versus a specific inference bug fix; not the same change." }, { - "left": "pull_request:2954", - "right": "pull_request:4695", - "accept": false, - "reason": "Both are TextToVideoZero-related, but one adds the base pipeline and the other adds SDXL support; separate changes." + "left": "pull_request:10517", + "right": "pull_request:10537", + "accept": true, + "reason": "Both are about the Sana 4K PAG/pipeline bug; 10537 contains the concrete fix in the same area, so these look like duplicate attempts at the same change." }, { - "left": "pull_request:7246", - "right": "pull_request:7247", + "left": "pull_request:12004", + "right": "pull_request:12006", "accept": false, - "reason": "One is a VAE tiling test fix and the other is a config-checking test fix; different issues." + "reason": "Umbrella Wan2.2 work versus a specific i2v addition; related feature area, but not the same concrete patch." }, { - "left": "pull_request:5058", - "right": "pull_request:5151", + "left": "pull_request:12006", + "right": "pull_request:12024", "accept": false, - "reason": "Both concern PEFT, but one integrates the text encoder path and the other integrates UNet support; not the same concrete fix." + "reason": "Same broader Wan2.2 effort, but 12024 is a follow-up fix rather than the same exact code-path change." }, { - "left": "pull_request:2642", - "right": "pull_request:2748", + "left": "pull_request:2954", + "right": "pull_request:4695", "accept": false, - "reason": "Unrelated docs changes; no shared bug/change." + "reason": "TextToVideoZero versus the SDXL variant are different pipelines with different implementations." }, { - "left": "pull_request:2647", - "right": "pull_request:2748", + "left": "pull_request:7246", + "right": "pull_request:7247", "accept": false, - "reason": "Different docs page and different wording fix." + "reason": "One is a VAE tiling test fix, the other a config-checking test fix; not the same bug." }, { - "left": "pull_request:2684", - "right": "pull_request:2748", + "left": "pull_request:5058", + "right": "pull_request:5151", "accept": false, - "reason": "Separate docs typo fix; not a duplicate." + "reason": "Both concern PEFT/LoRA integration, but one targets the text encoder and the other the UNet; too broad to treat as duplicates." }, { "left": "pull_request:9423", "right": "pull_request:9597", "accept": false, - "reason": "Both are community image-to-image additions, but they target different models and different pipelines; not the same change." - }, - { - "left": "pull_request:10517", - "right": "pull_request:10537", - "accept": true, - "reason": "Both are the same Sana 4K PAG pipeline bug fix; 10537 contains the concrete patch and is the stronger version of the same change." + "reason": "Different community pipelines and different diffusion variants; not the same underlying change." }, { "left": "pull_request:10581", "right": "pull_request:10589", "accept": false, - "reason": "Same SD3 IP-Adapter feature area, but inpaint and img2img are different pipelines and different code paths." + "reason": "Both add SD3 IP-Adapter support, but to different pipeline classes and code paths; related, not duplicate." }, { "left": "pull_request:3690", "right": "pull_request:3695", "accept": true, - "reason": "Both fix the same Kandinsky example/docstring issue in the same pipeline code path; 3695 is the broader follow-up and can plausibly subsume 3690." + "reason": "Both fix the same stale Kandinsky example code in the pipeline docs; 3695 broadens the same correction to the prior example, so they are mergeable as one change." }, { "left": "pull_request:327", "right": "pull_request:365", "accept": false, - "reason": "Type-hint cleanups in unrelated modules; not the same change." + "reason": "Type-hint cleanup for different modules; not the same bug or patch." + }, + { + "left": "pull_request:13039", + "right": "pull_request:13042", + "accept": false, + "reason": "Unrelated fixes in different subsystems: layerwise upcasting CPU behavior versus prompt-isolation test handling." + }, + { + "left": "pull_request:6952", + "right": "pull_request:6978", + "accept": false, + "reason": "Different training scripts and different model-card handling changes; not duplicate work." } ] }, @@ -183347,26 +183650,23 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 256, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 257, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:1041", "pull_request:1087", "pull_request:11096", "pull_request:12004", - "pull_request:12006", "pull_request:12024", "pull_request:1210", "pull_request:1219", - "pull_request:13039", - "pull_request:13042", "pull_request:13275", "pull_request:13293", "pull_request:13442", @@ -183380,8 +183680,11 @@ "pull_request:22", "pull_request:2208", "pull_request:2271", + "pull_request:2290", "pull_request:2415", "pull_request:2464", + "pull_request:2540", + "pull_request:2587", "pull_request:260", "pull_request:2608", "pull_request:2624", @@ -183391,26 +183694,22 @@ "pull_request:3942", "pull_request:396", "pull_request:407", + "pull_request:421", + "pull_request:4275", "pull_request:429", + "pull_request:432", "pull_request:4320", "pull_request:500", "pull_request:5552", - "pull_request:6952", - "pull_request:6978", - "pull_request:7068", + "pull_request:568", "pull_request:718", "pull_request:7627", "pull_request:774", "pull_request:798", "pull_request:8467", - "pull_request:8572", "pull_request:9760" ], "soft_pairs": [ - "pull_request:12006|pull_request:12024", - "pull_request:7068|pull_request:8572", - "pull_request:13039|pull_request:13042", - "pull_request:6952|pull_request:6978", "pull_request:2415|pull_request:2464", "pull_request:7627|pull_request:8467", "pull_request:5552|pull_request:7627", @@ -183437,198 +183736,247 @@ "pull_request:2175|pull_request:500", "pull_request:2197|pull_request:4320", "pull_request:2271|pull_request:3066", - "pull_request:2271|pull_request:3942" + "pull_request:2271|pull_request:3942", + "pull_request:2290|pull_request:421", + "pull_request:2290|pull_request:4275", + "pull_request:2540|pull_request:432", + "pull_request:2587|pull_request:429", + "pull_request:2587|pull_request:500", + "pull_request:2608|pull_request:568", + "pull_request:2624|pull_request:500" ], - "prepared_review_unit_hash": "d34876db448f3e9a394b3fc76b37ec010d42d4ae60b11ffc7d70f4df39237bbd", + "prepared_review_unit_hash": "dba89d3716ff97da3c1b3bd70e7f724651b0c05ee934321b76ed16dcf385586b", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 96204, - "estimated_input_tokens": 24051, - "estimated_eval_tokens": 48358 + "soft_pair_count": 34, + "serialized_chars": 95972, + "estimated_input_tokens": 23993, + "estimated_eval_tokens": 48242 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: mostly unrelated docs, typo, test, and feature follow-up PRs. Under strict duplicate triage, none of the soft edges look like the same underlying change, so I reject all of them.", - "confidence": 0.91, + "summary": "Mostly a mixed bag of unrelated docs/test typo fixes, with one genuine duplicate-like follow-up pair in Wan2.2. There isn\u2019t a single coherent cluster-wide bug; the only strong merge candidate is the Wan 2.2 follow-up pair.", + "confidence": 0.44, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the set does not form one coherent duplicate group; it spans unrelated docs, tests, and feature/fix changes.", + "canonical_pr_reason": "No issue is present. As a PR canonical, pull_request:12004 is the best anchor because it is the broadest substantive change in the set and the only one with a clear follow-up relationship to another PR in the cluster.", "best_issue_reason": null, - "best_pr_reason": "No global best PR: no single PR cleanly represents a shared underlying bug or change across this mixed set.", + "best_pr_reason": "pull_request:12004 is the most representative substantive PR here: it introduces the Wan2.2 model/pipeline support and has the clearest concrete code-path relationship to its follow-up PR.", "soft_edge_verdicts": [ - { - "left": "pull_request:12006", - "right": "pull_request:12024", - "accept": false, - "reason": "Same Wan area, but 12006 is the feature add and 12024 is a follow-up shape fix; not the same concrete change." - }, - { - "left": "pull_request:7068", - "right": "pull_request:8572", - "accept": false, - "reason": "Both are typo/cleanup PRs, but they target different files and scopes; not one underlying fix." - }, - { - "left": "pull_request:13039", - "right": "pull_request:13042", - "accept": false, - "reason": "Different bugs in different code paths: WAN animate upcasting vs QwenImage prompt isolation." - }, - { - "left": "pull_request:6952", - "right": "pull_request:6978", - "accept": false, - "reason": "Both touch model-card/training helpers, but for different scripts and behaviors; not duplicative." - }, { "left": "pull_request:2415", "right": "pull_request:2464", "accept": false, - "reason": "Unrelated fixes: transformers-version guard in pipeline utils vs xformers training logic removal." + "reason": "Different problems: one adjusts pipeline loading/version handling, the other removes xFormers setup from a training example. Same broad tooling area, not the same change." }, { "left": "pull_request:7627", "right": "pull_request:8467", "accept": false, - "reason": "Different pipelines and different fixes; not the same bug or change." + "reason": "Unrelated fixes in different pipelines: Playground img2img latent handling vs SEGA device selection/text encoding." }, { "left": "pull_request:5552", "right": "pull_request:7627", "accept": false, - "reason": "FreeU disable fix versus img2img latent scaling fix; unrelated code paths." + "reason": "Both touch pipeline internals, but one is FreeU disable behavior and the other is Playground img2img latent scaling. Not the same bug." }, { "left": "pull_request:12004", "right": "pull_request:12024", - "accept": false, - "reason": "Both are Wan2.2-related, but one adds the feature/config and the other fixes a timestep bug; separate changes." + "accept": true, + "reason": "Clear follow-up on the same Wan2.2 code path: both touch Wan transformer/pipeline/test files and the later PR fixes issues in the feature introduced by the first. These could plausibly have been merged together." }, { "left": "pull_request:1041", "right": "pull_request:774", "accept": false, - "reason": "Both adjust tests, but they address different failing assertions and code paths." + "reason": "Both are test-focused, but they fix different failures: one adds model split metadata for LDM, the other relaxes callback tolerances and adjusts test plumbing." }, { "left": "pull_request:1087", "right": "pull_request:3066", "accept": false, - "reason": "Different slow-test fixes in unrelated modules/suites." + "reason": "Different test regressions in different areas: config extraction/inpaint handling versus layer utility expected values." }, { "left": "pull_request:11096", "right": "pull_request:9760", "accept": false, - "reason": "Docs-only edits to unrelated pages." + "reason": "Both are README edits, but they are unrelated documentation wording changes with different scopes and targets." }, { "left": "pull_request:1210", "right": "pull_request:3066", "accept": false, - "reason": "Different test regressions in different suites." + "reason": "Cycle diffusion/scheduler noise handling is unrelated to layer utility test expectations." }, { "left": "pull_request:1219", "right": "pull_request:396", "accept": false, - "reason": "Both touch DDIM docs, but 396 creates the page while 1219 is a separate edit; not one concrete change." + "reason": "Same topic name, but not the same concrete change: 396 adds DDIM docs and pipeline support, while 1219 is a later docs-only update." }, { "left": "pull_request:13275", "right": "pull_request:13293", "accept": false, - "reason": "Different test fixes in different pipelines." + "reason": "Different test files and different subsystems: Hunyuan video tests versus AudioLDM2 pipeline tests." }, { "left": "pull_request:13275", "right": "pull_request:13442", "accept": false, - "reason": "Hunyuan test kwargs fix versus training-test prompt isolation fixes; unrelated." + "reason": "Both are test fixes, but they target unrelated training/test setups and different model families." }, { "left": "pull_request:17", "right": "pull_request:718", "accept": false, - "reason": "Generic typo cleanup across unrelated docs/examples." + "reason": "Generic typo fixes in unrelated files; not the same underlying change." }, { "left": "pull_request:1724", "right": "pull_request:2208", "accept": false, - "reason": "Both are xFormers docs-related, but they update different documents and concerns; not the same change." + "reason": "Both concern xFormers docs, but they are separate documentation updates rather than one shared bug/change." }, { "left": "pull_request:21", "right": "pull_request:22", "accept": false, - "reason": "Different modeling changes and test additions; not a single duplicated fix." + "reason": "Both add tests, but for different models and different fixes. Same testing area only at a very broad level." }, { "left": "pull_request:2137", "right": "pull_request:2608", "accept": false, - "reason": "Different typo/doc cleanup targets." + "reason": "Independent typo/docs fixes in different files with no shared code path." }, { "left": "pull_request:2137", "right": "pull_request:718", "accept": false, - "reason": "Unrelated typo fixes in loaders versus broader README/example docs." + "reason": "Different typo fixes in different docs/code files; no common underlying bug." + }, + { + "left": "pull_request:2138", + "right": "pull_request:260", + "accept": false, + "reason": "Both are small docs/wording edits, but they affect unrelated files and content." + }, + { + "left": "pull_request:2138", + "right": "pull_request:353", + "accept": false, + "reason": "A docs typo fix is unrelated to a UNet block error-message typo." + }, + { + "left": "pull_request:2138", + "right": "pull_request:407", + "accept": false, + "reason": "No shared concrete fix: docs wording versus attention-slicing API typo." + }, + { + "left": "pull_request:2138", + "right": "pull_request:798", + "accept": false, + "reason": "Docs typo in loaders is unrelated to a UNet docstring correction." }, { "left": "pull_request:2175", "right": "pull_request:2624", "accept": false, - "reason": "Different docs topics: pipeline components versus cache_dir." + "reason": "Both are docs changes, but one adds components docs and the other adds cache_dir docs. Different API surface." }, { "left": "pull_request:2175", "right": "pull_request:3470", "accept": false, - "reason": "Different documentation scopes and purposes." + "reason": "Unrelated documentation topics: diffusion pipeline API vs IF dreambooth usage docs." }, { "left": "pull_request:2175", "right": "pull_request:429", "accept": false, - "reason": "Different API docs topics." + "reason": "Different docs additions with no shared bug or change set." }, { "left": "pull_request:2175", "right": "pull_request:500", "accept": false, - "reason": "Different configuration/documentation changes." + "reason": "Both are docs, but they document different configuration features and cannot be treated as one fix." }, { "left": "pull_request:2197", "right": "pull_request:4320", "accept": false, - "reason": "Typo fix in StableDiffusionInpaintPipeline versus ONNX docs wording; unrelated." + "reason": "Stable Diffusion inpaint typo fix is unrelated to ONNX docs wording." }, { "left": "pull_request:2271", "right": "pull_request:3066", "accept": false, - "reason": "Different slow-test updates in different suites." + "reason": "Different test failures in different modules; no shared code path." }, { "left": "pull_request:2271", "right": "pull_request:3942", "accept": false, - "reason": "Different test issues: legacy inpaint/latent-upscale references versus xformers/np handling." + "reason": "Both are test adjustments, but one updates legacy inpaint expected values while the other changes pipeline common xFormers test behavior." + }, + { + "left": "pull_request:2290", + "right": "pull_request:421", + "accept": false, + "reason": "Pix2Pix docs wording is unrelated to scheduler documentation cleanup." + }, + { + "left": "pull_request:2290", + "right": "pull_request:4275", + "accept": false, + "reason": "Both are docs, but for unrelated pipelines and different documentation scopes." + }, + { + "left": "pull_request:2540", + "right": "pull_request:432", + "accept": false, + "reason": "Different documentation edits in different pages: ControlNet section labels versus README link corrections." + }, + { + "left": "pull_request:2587", + "right": "pull_request:429", + "accept": false, + "reason": "Translation docs setup is unrelated to configuration API docs." + }, + { + "left": "pull_request:2587", + "right": "pull_request:500", + "accept": false, + "reason": "Different docs trees and different API subjects; not the same change." + }, + { + "left": "pull_request:2608", + "right": "pull_request:568", + "accept": false, + "reason": "Both are typo-related, but 568 is a broad multi-file typo pass and 2608 is a separate README punctuation fix." + }, + { + "left": "pull_request:2624", + "right": "pull_request:500", + "accept": false, + "reason": "Different configuration docs additions: cache_dir versus subfolder." } ] }, @@ -183642,28 +183990,27 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 257, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 258, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:2290", - "pull_request:2540", - "pull_request:2587", - "pull_request:2608", - "pull_request:2624", + "pull_request:11892", + "pull_request:11894", + "pull_request:11995", + "pull_request:12269", + "pull_request:12611", + "pull_request:13063", "pull_request:299", "pull_request:3525", "pull_request:408", - "pull_request:421", "pull_request:4275", "pull_request:429", - "pull_request:432", "pull_request:4320", "pull_request:4472", "pull_request:4572", @@ -183702,13 +184049,6 @@ "pull_request:9116" ], "soft_pairs": [ - "pull_request:2290|pull_request:421", - "pull_request:2290|pull_request:4275", - "pull_request:2540|pull_request:432", - "pull_request:2587|pull_request:429", - "pull_request:2587|pull_request:500", - "pull_request:2608|pull_request:568", - "pull_request:2624|pull_request:500", "pull_request:299|pull_request:904", "pull_request:3525|pull_request:5454", "pull_request:408|pull_request:718", @@ -183748,342 +184088,297 @@ "pull_request:7181|pull_request:9077", "pull_request:7472|pull_request:9116", "pull_request:7977|pull_request:8498", - "pull_request:8308|pull_request:8310" + "pull_request:8308|pull_request:8310", + "pull_request:11995|pull_request:12269", + "pull_request:11892|pull_request:11894", + "pull_request:12611|pull_request:13063" ], - "prepared_review_unit_hash": "b7756dc68cbfb2a6581333b4fed91109f6214037be0146a468209fe4c903fec8", + "prepared_review_unit_hash": "be75d0fd6dcab5971706ac26865aeb1919291c7227e0591a3d73b83644b3e0d3", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 47, - "serialized_chars": 101235, - "estimated_input_tokens": 25309, - "estimated_eval_tokens": 50874 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 43, + "serialized_chars": 104024, + "estimated_input_tokens": 26006, + "estimated_eval_tokens": 52268 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a pile of unrelated docs/typo PRs. The only true duplicate-style matches are the Windows/path-normalization PRs around issue 6585 and the HunyuanDIT refactor pair; everything else is too loosely related to merge safely.", - "confidence": 0.88, + "summary": "This cluster is mostly a grab-bag of unrelated small PRs, with many false-positive soft links caused by generic similarity (typos, docs, LoRA, modular pipelines, path handling). Only the HunyuanDiT refactor pair looks like the same concrete change; the rest are related-by-theme at best, not duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:6768 is the most representative of the path-normalization cluster: it targets the shared 6585 path-handling problem, touches a core utility, and is one of the clearest instances of the same fix family.", + "canonical_pr_reason": "No single canonical PR fits the whole cluster; if one representative is needed, pull_request:8308 is the best choice because pull_request:8310 appears to be the closest true duplicate with the same HunyuanDiT refactor and file set.", "best_issue_reason": null, - "best_pr_reason": "pull_request:6768 is the best overall representative because it is issue-linked, central to config loading, and sits at the heart of the shared path-separator cleanup across the utility PRs.", + "best_pr_reason": "pull_request:8308 is the strongest duplicate candidate overall: it has the clearest near-identical sibling (8310) and a coherent substantive refactor, unlike the many theme-only matches elsewhere in the cluster.", "soft_edge_verdicts": [ - { - "left": "pull_request:2290", - "right": "pull_request:421", - "accept": false, - "reason": "Both are small docs fixes, but they touch unrelated pages and different typos; not the same underlying change." - }, - { - "left": "pull_request:2290", - "right": "pull_request:4275", - "accept": false, - "reason": "Different documentation areas and different fixes; no shared concrete bug/change." - }, - { - "left": "pull_request:2540", - "right": "pull_request:432", - "accept": false, - "reason": "Both are docs edits, but they address different content and different problems." - }, - { - "left": "pull_request:2587", - "right": "pull_request:429", - "accept": false, - "reason": "One is translated docs scaffolding, the other is config docs; unrelated changes." - }, - { - "left": "pull_request:2587", - "right": "pull_request:500", - "accept": false, - "reason": "Different files and different documentation topics; not a duplicate change." - }, - { - "left": "pull_request:2608", - "right": "pull_request:568", - "accept": false, - "reason": "Both are typo-related, but they fix different text in different files and code paths." - }, - { - "left": "pull_request:2624", - "right": "pull_request:500", - "accept": false, - "reason": "Cache-dir docs versus subfolder docs are separate documentation updates, not the same fix." - }, { "left": "pull_request:299", "right": "pull_request:904", "accept": false, - "reason": "PNDM timestep logic and inpainting pipeline rewrite are completely different code changes." + "reason": "Different changes: scheduler hotfix vs a full inpainting pipeline rewrite." }, { "left": "pull_request:3525", "right": "pull_request:5454", "accept": false, - "reason": "README marketing text versus scheduler docs; unrelated edits." + "reason": "Both touch docs, but they fix different pages and different issues." }, { "left": "pull_request:408", "right": "pull_request:718", "accept": false, - "reason": "Both are broad typo fixes, but they cover different files and different wording issues." + "reason": "Both are typo/docs cleanups, but not the same concrete edit or code path." }, { "left": "pull_request:4275", "right": "pull_request:6339", "accept": false, - "reason": "Different docs pages and different code examples; not the same underlying change." + "reason": "Different documentation fixes for different pipelines; same theme, not same change." }, { "left": "pull_request:429", "right": "pull_request:500", "accept": false, - "reason": "Both concern config-related docs, but they fix different API docs and different wording." + "reason": "Different docs/features: config docs addition vs subfolder docs update." }, { "left": "pull_request:4320", "right": "pull_request:4822", "accept": false, - "reason": "ONNX docs typo and LoRA warning text typo are unrelated." + "reason": "Unrelated typo fixes in different subsystems." }, { "left": "pull_request:4472", "right": "pull_request:6438", "accept": false, - "reason": "SDXL README cleanup and installation note are separate docs changes." + "reason": "Different README/install changes for different user flows." }, { "left": "pull_request:4572", "right": "pull_request:6759", "accept": false, - "reason": "Different training scripts and different bugs; not mergeable as one change." + "reason": "Different bugs: LoRA network_alpha naming vs InstantID prompt-image embedding repetition." }, { "left": "pull_request:5003", "right": "pull_request:5201", "accept": false, - "reason": "Both are LoRA-related, but they fix different unloading/fusion logic in different code paths." + "reason": "Both involve LoRA, but they fix different behaviors and code paths." }, { "left": "pull_request:568", "right": "pull_request:718", "accept": false, - "reason": "Generic typo fixes across different files; too broad to call the same change." + "reason": "Generic typo cleanup overlap only; not the same underlying change." }, { "left": "pull_request:5780", "right": "pull_request:6754", "accept": false, - "reason": "Checkpoint merger typo fix and DPO loss bug are unrelated." + "reason": "Different fixes: checkpoint_merger wording vs diffusion DPO loss math." }, { "left": "pull_request:5780", "right": "pull_request:6765", "accept": false, - "reason": "A typo fix in an example is not the same as the cache-path utility change." + "reason": "Different files and different problems; only a broad docs/code cleanup similarity." }, { "left": "pull_request:5780", "right": "pull_request:6766", "accept": false, - "reason": "Unrelated typo/example cleanup versus module-cache constant update." + "reason": "Unrelated edits: checkpoint_merger typo vs path-handling constant change." }, { "left": "pull_request:5780", "right": "pull_request:6767", "accept": false, - "reason": "Different files, different bug class, not a duplicate." + "reason": "Different code paths and no shared concrete bug." }, { "left": "pull_request:5780", "right": "pull_request:6768", "accept": false, - "reason": "Example typo fix versus core config path handling; not the same change." + "reason": "Different fixes; only same broad maintenance theme." }, { "left": "pull_request:5780", "right": "pull_request:6769", "accept": false, - "reason": "Different utilities and different underlying bug." + "reason": "Different utilities and different path fixes; not a duplicate." }, { "left": "pull_request:5780", "right": "pull_request:7052", "accept": false, - "reason": "Example cleanup and TensorRT pipeline overhaul are unrelated." + "reason": "Completely different features: typo fix vs TensorRT example update." }, { "left": "pull_request:5780", "right": "pull_request:7236", "accept": false, - "reason": "Example typo fix and SDXL advanced training script bug fix are not the same issue." + "reason": "Different scope: typo fix vs DreamBooth training script bugfix." }, { "left": "pull_request:6192", "right": "pull_request:6656", "accept": false, - "reason": "Both add unload-style APIs, but for different loaders and different artifact types; not the same concrete problem." + "reason": "Both add unload-style loader methods, but for different loaders and different functionality." }, { "left": "pull_request:6754", "right": "pull_request:6765", "accept": false, - "reason": "DPO loss correction and cache-path handling are unrelated." + "reason": "Different bugs and unrelated files; DPO loss fix vs cache-path handling." }, { "left": "pull_request:6754", "right": "pull_request:6766", "accept": false, - "reason": "Different subsystems and different fixes." + "reason": "Different changes entirely: DPO math vs constants path handling." }, { "left": "pull_request:6754", "right": "pull_request:6767", "accept": false, - "reason": "Different code paths; no shared bug." + "reason": "Different files and different path/file resolution issue, not the same bug." }, { "left": "pull_request:6754", "right": "pull_request:6768", "accept": false, - "reason": "Different code paths and different issue scope." + "reason": "No shared concrete bug; one is DPO loss, the other config path handling." }, { "left": "pull_request:6754", "right": "pull_request:6769", "accept": false, - "reason": "Different code paths and different issue scope." + "reason": "Different code paths and unrelated fixes." }, { "left": "pull_request:6754", "right": "pull_request:7052", "accept": false, - "reason": "DPO training loss and TensorRT example refactor are unrelated." + "reason": "Different domains: training loss bug vs community example update." }, { "left": "pull_request:6754", "right": "pull_request:7236", "accept": false, - "reason": "Different training scripts and different fixes." + "reason": "Different training scripts and different bugs." }, { "left": "pull_request:6754", "right": "pull_request:8600", "accept": false, - "reason": "Different example scripts and different bug fixes." - }, - { - "left": "pull_request:6765", - "right": "pull_request:6766", - "accept": true, - "reason": "Both are part of the same path-separator cleanup for cache/module paths and could plausibly be merged into one PR." - }, - { - "left": "pull_request:6765", - "right": "pull_request:6767", - "accept": true, - "reason": "Both address the same Windows/path normalization issue in adjacent utility code." - }, - { - "left": "pull_request:6765", - "right": "pull_request:6768", - "accept": true, - "reason": "Same underlying path-handling fix family; both normalize filesystem paths with Path.as_posix()." - }, - { - "left": "pull_request:6765", - "right": "pull_request:6769", - "accept": true, - "reason": "Same path-normalization problem across diffusers utilities; clearly same fix family." + "reason": "Different model families and different training-script fixes." }, { "left": "pull_request:6765", "right": "pull_request:7052", "accept": false, - "reason": "TensorRT example changes are unrelated to cache/path normalization." + "reason": "Path/cache utility fix vs community example rewrite; not the same change." }, { "left": "pull_request:6765", "right": "pull_request:7236", "accept": false, - "reason": "Different example/training bug, not the same code-path problem." + "reason": "Different code paths and no shared concrete bug." }, { "left": "pull_request:6765", "right": "pull_request:8600", "accept": false, - "reason": "Different training logic; no shared fix." + "reason": "Different scopes: cache-path fix vs DreamBooth script cleanup." }, { "left": "pull_request:6766", "right": "pull_request:7052", "accept": false, - "reason": "Module-cache constant cleanup and TensorRT example updates are unrelated." + "reason": "Different files and unrelated bug fixes." }, { "left": "pull_request:6766", "right": "pull_request:7236", "accept": false, - "reason": "Different bug class and different code area." + "reason": "Different code paths; same issue label is not enough." }, { "left": "pull_request:6766", "right": "pull_request:8600", "accept": false, - "reason": "Different functionality and unrelated changes." + "reason": "Different fixes in different files." }, { "left": "pull_request:6767", "right": "pull_request:8600", "accept": false, - "reason": "Flax path handling and SD3 training cleanup do not fix the same problem." + "reason": "Different bug classes and unrelated file sets." }, { "left": "pull_request:7068", "right": "pull_request:7131", "accept": false, - "reason": "Both are typo/docs cleanup PRs, but they touch different files and different text; too broad to merge as duplicates." + "reason": "Both are typo docs PRs, but they are separate edits in different files." }, { "left": "pull_request:7068", "right": "pull_request:7181", "accept": false, - "reason": "Different typo-fix batches in different areas; not the same underlying change." + "reason": "Generic typo cleanup only; not the same concrete change." }, { "left": "pull_request:7181", "right": "pull_request:9077", "accept": false, - "reason": "Both are broad typo fixes, but they are separate batches with different files and content." + "reason": "Both are typo sweeps, but across different files and topics." }, { "left": "pull_request:7472", "right": "pull_request:9116", "accept": false, - "reason": "Broken examples link and dead Stable Audio link are unrelated documentation fixes." + "reason": "Both fix links, but they are different broken links in different docs." }, { "left": "pull_request:7977", "right": "pull_request:8498", "accept": false, - "reason": "One fixes a typo in fp16 docs; the other fixes a stray comma in an SD3 example. Different edits." + "reason": "Different typo fixes in unrelated docs, not the same underlying issue." }, { "left": "pull_request:8308", "right": "pull_request:8310", "accept": true, - "reason": "These appear to be near-identical HunyuanDIT refactor PRs touching the same files and implementing the same model export/refactor." + "reason": "Same HunyuanDiT model refactor with the same file set and the same new exports; this looks like the same concrete change." + }, + { + "left": "pull_request:11995", + "right": "pull_request:12269", + "accept": false, + "reason": "Same broad modular-pipeline area, but 12269 adds Kontext/I2I and other broader changes; not the same change." + }, + { + "left": "pull_request:11892", + "right": "pull_request:11894", + "accept": false, + "reason": "Opposite dependency changes: remove k-diffusion vs pin k-diffusion." + }, + { + "left": "pull_request:12611", + "right": "pull_request:13063", + "accept": false, + "reason": "Related Wan work, but 13063 is a broader task-based refactor with additional Wan22/I2V changes." } ] }, @@ -184097,35 +184392,34 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 258, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 259, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10136", + "pull_request:10259", "pull_request:10351", "pull_request:10454", "pull_request:10810", "pull_request:11124", "pull_request:11254", "pull_request:1137", - "pull_request:11892", - "pull_request:11894", - "pull_request:11995", - "pull_request:12269", "pull_request:12425", - "pull_request:12611", "pull_request:12782", "pull_request:13039", "pull_request:13042", - "pull_request:13063", + "pull_request:1312", "pull_request:13275", + "pull_request:13293", "pull_request:13424", + "pull_request:13442", + "pull_request:2602", "pull_request:2637", "pull_request:2693", "pull_request:2915", @@ -184154,12 +184448,10 @@ "pull_request:9257", "pull_request:9736", "pull_request:9769", - "pull_request:978" + "pull_request:978", + "pull_request:9985" ], "soft_pairs": [ - "pull_request:11995|pull_request:12269", - "pull_request:11892|pull_request:11894", - "pull_request:12611|pull_request:13063", "pull_request:7247|pull_request:7825", "pull_request:10810|pull_request:9257", "pull_request:4572|pull_request:5407", @@ -184182,192 +184474,184 @@ "pull_request:13042|pull_request:13275", "pull_request:2637|pull_request:3825", "pull_request:2915|pull_request:3850", - "pull_request:4947|pull_request:5188" + "pull_request:4947|pull_request:5188", + "pull_request:13042|pull_request:13293", + "pull_request:13042|pull_request:13442", + "pull_request:10259|pull_request:9985", + "pull_request:1312|pull_request:2602" ], - "prepared_review_unit_hash": "9515ae2a96492e5ab9071aaafec76ad1efdd023199169f660568cfb202cc7f8d", + "prepared_review_unit_hash": "6ce9e8c8a8fd4eb4f2fe2abeb46131ea073e1d870445ddd579fae459b05d0c3b", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 106433, - "estimated_input_tokens": 26609, - "estimated_eval_tokens": 53474 + "soft_pair_count": 27, + "serialized_chars": 102381, + "estimated_input_tokens": 25596, + "estimated_eval_tokens": 51448 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of false-positive similarity matches: the paired PRs generally share broad subsystems, filenames, or test/docs patterns, but not the same concrete bug or change. I would not merge any of the soft-edge pairs as duplicates.", - "confidence": 0.91, + "summary": "This set is mostly a heterogeneous mix of unrelated feature, docs, test, and dependency PRs. The soft edges are driven by superficial similarity (same subsystem, same type of change, or same broad feature family) rather than the same underlying bug or mergeable change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR is a strong fit because the items span many unrelated feature, bugfix, test, and docs PRs; the apparent similarities are mostly superficial file/subsystem overlap rather than duplicate changes.", + "canonical_pr_reason": "No issue artifacts are present. Among the PRs, 9985 is the best single anchor only because it is the most substantial, broad feature PR in the set; it is not a true duplicate target for the others.", "best_issue_reason": null, - "best_pr_reason": "No global best PR is ideal for duplicate triage in this set. The closest thing to a representative item would be one of the large feature PRs, but none meaningfully represents the heterogeneous cluster as a whole.", + "best_pr_reason": "PR 9985 is the strongest representative node: large scope, high review activity, and a central Flux feature release. Even so, the cluster is not a real duplicate set.", "soft_edge_verdicts": [ - { - "left": "pull_request:11995", - "right": "pull_request:12269", - "accept": false, - "reason": "Both touch modular Flux code, but one adds modular Flux T2I and the other adds Flux Kontext T2I/I2I support; different features, not the same change." - }, - { - "left": "pull_request:11892", - "right": "pull_request:11894", - "accept": false, - "reason": "One removes k-diffusion from core while the other pins it for CI; opposite dependency changes, not duplicates." - }, - { - "left": "pull_request:12611", - "right": "pull_request:13063", - "accept": false, - "reason": "Both are Wan modular refactors, but they target different generations/scopes of the Wan pipelines and not one concrete fix." - }, { "left": "pull_request:7247", "right": "pull_request:7825", "accept": false, - "reason": "Both are test fixes, but they address unrelated testing paths and different model/config issues." + "reason": "Both are test-related, but one fixes config-checking tests and the other fixes device/offload tests; different components and failures." }, { "left": "pull_request:10810", "right": "pull_request:9257", "accept": false, - "reason": "Both mention LoRA/Flux, but one improves Flux LoRA conversion support and the other fixes a DreamBooth Flux training bug; not the same bug path." + "reason": "Flux LoRA conversion support vs. a DreamBooth Flux training-script bug fix; related area, but not the same code-path problem." }, { "left": "pull_request:4572", "right": "pull_request:5407", "accept": false, - "reason": "These are unrelated example-script fixes: network_alpha naming vs mixed-precision handling." + "reason": "Separate training-example fixes in different scripts for different bugs; only a broad theme overlap." }, { "left": "pull_request:4783", "right": "pull_request:6764", "accept": false, - "reason": "Both are docs updates, but they cover different topics entirely." + "reason": "Both are docs updates, but one documents SDXL embeddings behavior and the other adds PEFT serialization guidance; unrelated changes." }, { "left": "pull_request:9736", "right": "pull_request:9769", "accept": false, - "reason": "Both introduce new video models, but Allegro and Mochi are separate features and separate codepaths." + "reason": "Different model releases (Allegro vs Mochi) with distinct codebases and pipelines." }, { "left": "pull_request:12782", "right": "pull_request:13039", "accept": false, - "reason": "HunyuanVideo offloading tests and Wan CPU upcasting tests are unrelated." + "reason": "Hunyuan Video offloading-test tuning vs Wan animate CPU upcasting fix; unrelated bugs." }, { "left": "pull_request:483", "right": "pull_request:978", "accept": false, - "reason": "Both are typo/doc cleanup PRs, but they fix different files and unrelated wording." + "reason": "Both are typo cleanups, but they address different files and different typo sets; not the same concrete change." }, { "left": "pull_request:326", "right": "pull_request:365", "accept": false, - "reason": "These are unrelated type-hinting PRs across different model/scheduler code." + "reason": "Type-hint cleanups in unrelated modules (PNDM pipeline vs VAE model); no shared bug or change." }, { "left": "pull_request:13275", "right": "pull_request:13424", "accept": false, - "reason": "Hunyuan test kwargs fix vs AutoencoderDC test adjustments; no shared underlying bug." + "reason": "Hunyuan test kwargs fix vs AutoencoderDC test adjustments; separate test failures." }, { "left": "pull_request:10351", "right": "pull_request:11124", "accept": false, - "reason": "Both are test-only edits, but for different pipelines and different failure modes." + "reason": "A LoRA test fix and a CogView4 tokenizer test fix are unrelated test issues." }, { "left": "pull_request:325", "right": "pull_request:343", "accept": false, - "reason": "Both add type hints, but they affect different scheduler/pipeline codepaths and are not one duplicate change." + "reason": "Different API/type-hint updates in different scheduler/pipeline classes; not mergeable as one fix." }, { "left": "pull_request:10136", "right": "pull_request:10454", "accept": false, - "reason": "10454 is a narrow bugfix inside Hunyuan Video; 10136 is the broad feature landing. Related, but not the same change or mergeable as one PR." + "reason": "Initial Hunyuan Video feature addition vs a later attention-mask dim bugfix; same family, different underlying changes." }, { "left": "pull_request:5993", "right": "pull_request:6009", "accept": false, - "reason": "Both fix constructor/super-args issues, but in different community pipelines and different classes." + "reason": "Both fix constructor-argument mismatches, but in different community pipelines and different code paths." }, { "left": "pull_request:5188", "right": "pull_request:5407", "accept": false, - "reason": "Training-utils extraction and mixed-precision example handling are unrelated." + "reason": "Training-utils helper addition vs mixed-precision training fix; unrelated changes." }, { "left": "pull_request:7627", "right": "pull_request:7919", "accept": false, - "reason": "One fixes Playground img2img latents handling; the other fixes offload behavior with device_map. Different bugs." + "reason": "One fixes Playground img2img latent handling, the other fixes offload behavior with device_map; different bugs." }, { "left": "pull_request:4780", "right": "pull_request:5058", "accept": false, - "reason": "Both are PEFT/LoRA integration work, but the latter extends text-encoder support and is not the same concrete change as the draft integration PR." + "reason": "General PEFT integration draft vs a follow-up text-encoder backend PR; too broad and not the same concrete change." }, { "left": "pull_request:326", "right": "pull_request:349", "accept": false, - "reason": "Both are type-hint PRs, but they touch different scheduler implementations and do not fix the same bug/change." + "reason": "Separate type-hint updates in different scheduler/pipeline files; no duplicate relationship." }, { "left": "pull_request:11254", "right": "pull_request:12425", "accept": false, - "reason": "These are unrelated import-guard fixes in different modules." + "reason": "Different import-guard fixes in unrelated optional-dependency/torch.distributed areas." }, { "left": "pull_request:1137", "right": "pull_request:2693", "accept": false, - "reason": "One fixes a dtype issue in the inpaint safety checker; the other is a docs image-link correction." + "reason": "Code fix vs docs image-link typo; not the same artifact or bug." }, { "left": "pull_request:13042", "right": "pull_request:13275", "accept": false, - "reason": "QwenImage prompt-isolation test fixes and Hunyuan llava-kwargs test fixes are separate test issues." + "reason": "Different test fixes in different model families (QwenImage vs Hunyuan)." }, { - "left": "pull_request:2637", - "right": "pull_request:3825", + "left": "pull_request:13042", + "right": "pull_request:13293", "accept": false, - "reason": "Both are documentation edits, but they are unrelated content changes." + "reason": "Different test fixes in different pipelines (QwenImage vs AudioLDM2)." }, { - "left": "pull_request:2915", - "right": "pull_request:3850", + "left": "pull_request:13042", + "right": "pull_request:13442", "accept": false, - "reason": "Different test suites and unrelated failures; not the same underlying issue." + "reason": "Different test fixes in unrelated training/pipeline areas; only shared 'tests' label-level similarity." }, { - "left": "pull_request:4947", - "right": "pull_request:5188", + "left": "pull_request:10259", + "right": "pull_request:9985", "accept": false, - "reason": "T2I adapter training tests and compute_snr training-utils work are unrelated." + "reason": "Both are Flux-related, but one adds LoRA-loading support and the other adds Flux Fill/Canny/Depth/Redux features; distinct changes." + }, + { + "left": "pull_request:1312", + "right": "pull_request:2602", + "accept": false, + "reason": "Both pin huggingface-hub for prerelease testing, but they target different versions and separate test intents." } ] }, @@ -184381,30 +184665,26 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 259, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 260, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:10259", "pull_request:11534", "pull_request:11546", "pull_request:12782", "pull_request:13039", "pull_request:13042", - "pull_request:1312", "pull_request:13275", "pull_request:13293", "pull_request:13352", "pull_request:13365", - "pull_request:13442", "pull_request:13469", - "pull_request:2602", "pull_request:2637", "pull_request:2642", "pull_request:2647", @@ -184429,21 +184709,22 @@ "pull_request:2870", "pull_request:2923", "pull_request:2928", + "pull_request:3214", + "pull_request:3607", "pull_request:3798", "pull_request:4343", + "pull_request:4546", + "pull_request:4822", "pull_request:4862", + "pull_request:4984", "pull_request:6021", + "pull_request:6485", "pull_request:7050", "pull_request:7103", "pull_request:7118", - "pull_request:7411", - "pull_request:9985" + "pull_request:7411" ], "soft_pairs": [ - "pull_request:13042|pull_request:13293", - "pull_request:13042|pull_request:13442", - "pull_request:10259|pull_request:9985", - "pull_request:1312|pull_request:2602", "pull_request:4343|pull_request:6021", "pull_request:7050|pull_request:7411", "pull_request:7118|pull_request:7411", @@ -184478,270 +184759,267 @@ "pull_request:2642|pull_request:2730", "pull_request:2647|pull_request:2730", "pull_request:2684|pull_request:2730", - "pull_request:2928|pull_request:3798" + "pull_request:2928|pull_request:3798", + "pull_request:3214|pull_request:3607", + "pull_request:4546|pull_request:4822", + "pull_request:4984|pull_request:6485" ], - "prepared_review_unit_hash": "85d9d8b6df4b908777e497173229c76045d24637d3da9bc04c09933d55956f5a", + "prepared_review_unit_hash": "98c11ccf1b4654c590416ab7bcbd247f3026726ce0b7e9535529ca8114a06129", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 39, - "serialized_chars": 96655, - "estimated_input_tokens": 24164, - "estimated_eval_tokens": 48584 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 95321, + "estimated_input_tokens": 23831, + "estimated_eval_tokens": 47918 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly false-positive similarity: these PRs span unrelated docs typos, test fixes, workflow tweaks, and distinct feature work. No pair looks like the same underlying bug/change strongly enough to merge as duplicates.", - "confidence": 0.93, + "summary": "This is a noisy, heterogeneous set: most pairs only share a broad area (docs, tests, workflow config, or a subsystem) but not the same concrete bug/change. I found no true duplicate PR pairs here.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue candidates are present; among PRs, 9985 is the broadest substantive and most central change set (large Flux feature expansion with inbound references), so it is the best representative if a single PR must be chosen.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 9985 is the strongest standalone representative because it is a major feature PR with many related files and references, unlike the other items which are mostly narrow fixes or docs edits.", + "best_pr_reason": "PR 7411 is the closest representative only because it\u2019s the broadest multi-file docs-typo sweep among the candidates, but it still isn\u2019t a duplicate target for the others.", "soft_edge_verdicts": [ - { - "left": "pull_request:13042", - "right": "pull_request:13293", - "accept": false, - "reason": "Different test-fix changes in different pipelines; same general area, not the same concrete bug." - }, - { - "left": "pull_request:13042", - "right": "pull_request:13442", - "accept": false, - "reason": "Unrelated test targets and code paths; both are test cleanups but not the same underlying issue." - }, - { - "left": "pull_request:10259", - "right": "pull_request:9985", - "accept": false, - "reason": "Both touch Flux docs/features, but 10259 is LoRA-loading support while 9985 adds Flux Fill/Canny/Depth/Redux pipelines; distinct changes." - }, - { - "left": "pull_request:1312", - "right": "pull_request:2602", - "accept": false, - "reason": "Both pin huggingface-hub to prereleases, but they target different versions and are separate release/test-only PRs." - }, { "left": "pull_request:4343", "right": "pull_request:6021", "accept": false, - "reason": "Different training-script CLI additions (rank vs variant); not the same bug or change." + "reason": "Different SDXL DreamBooth LoRA changes: rank argument vs variant argument; related script, not same fix." }, { "left": "pull_request:7050", "right": "pull_request:7411", "accept": false, - "reason": "Both are typo-fix docs PRs, but they edit different documents and do not share a single underlying change." + "reason": "Both are typo/doc cleanup, but they touch different docs sets and are not the same change." }, { "left": "pull_request:7118", "right": "pull_request:7411", "accept": false, - "reason": "Same broad docs-cleanup theme, but different files and unrelated text edits." + "reason": "Both are documentation typo fixes, but for different pages/files and different edits." }, { "left": "pull_request:13293", "right": "pull_request:13469", "accept": false, - "reason": "Different test fixes in different modules; no shared code-path bug." + "reason": "Unrelated test fixes in different areas: AudioLDM2 tests vs attention-processor deprecation handling." }, { "left": "pull_request:13352", "right": "pull_request:13365", "accept": false, - "reason": "13365 is a broader fork-support overhaul of the Claude workflow; it is not the same concrete change as the smaller checkout-step PR." + "reason": "Same workflow file, but different concrete changes; 13365 is a broader fork-support update, not a duplicate of the checkout-only PR." }, { "left": "pull_request:4862", "right": "pull_request:7103", "accept": false, - "reason": "Both are ControlNet bug fixes, but they fix different failures in different parts of the pipeline." + "reason": "Both involve ControlNet, but they fix different bugs in different code paths (SDXL img2img MultiControlNet vs check_image validation)." }, { "left": "pull_request:11534", "right": "pull_request:11546", "accept": false, - "reason": "Framepack pipeline implementation vs. LoRA-loading support for Framepack; related area, but distinct PRs." + "reason": "Framepack docs/pipeline addition vs a PEFT loader mapping tweak; not the same underlying change." }, { "left": "pull_request:12782", "right": "pull_request:13042", "accept": false, - "reason": "Different Hunyuan/Qwen test fixes; not the same underlying defect." + "reason": "Different test fixes in different models/projects; no shared bug path." }, { "left": "pull_request:12782", "right": "pull_request:13275", "accept": false, - "reason": "Both are Hunyuan test adjustments, but they address different constructor/test issues." + "reason": "Both are Hunyuan test adjustments, but one is offloading split settings and the other is Llava kwargs; separate issues." }, { "left": "pull_request:13039", "right": "pull_request:13275", "accept": false, - "reason": "WAN CPU upcasting fix vs. Hunyuan LLaVA kwargs test fix; unrelated changes." + "reason": "Different Hunyuan-related fixes: CPU upcasting in WAN animate vs Llava config kwargs in tests." }, { "left": "pull_request:2637", "right": "pull_request:2642", "accept": false, - "reason": "Separate documentation typo edits in different pages; same style, not same change." + "reason": "Both are docs edits, but they modify different pages and address unrelated wording fixes." }, { "left": "pull_request:2637", "right": "pull_request:2647", "accept": false, - "reason": "Separate docs edits with no shared bug or patch." + "reason": "Same broad docs cleanup theme, but different document and wording change." }, { "left": "pull_request:2637", "right": "pull_request:2684", "accept": false, - "reason": "Unrelated documentation updates." + "reason": "Different docs page and different sentence-level correction; not a duplicate." }, { "left": "pull_request:2637", "right": "pull_request:2685", "accept": false, - "reason": "Unrelated documentation updates." + "reason": "Unrelated docs typo fixes on different pages." }, { "left": "pull_request:2637", "right": "pull_request:2686", "accept": false, - "reason": "Unrelated documentation updates." + "reason": "Different docs page and wording fix; not the same change." }, { "left": "pull_request:2637", "right": "pull_request:2687", "accept": false, - "reason": "Unrelated documentation updates." + "reason": "Different docs page and wording fix; not the same change." }, { "left": "pull_request:2637", "right": "pull_request:2688", "accept": false, - "reason": "Unrelated documentation updates." + "reason": "Different docs page and wording fix; not a duplicate." }, { "left": "pull_request:2637", "right": "pull_request:2690", "accept": false, - "reason": "Unrelated documentation updates." + "reason": "Different docs page and wording fix; not the same underlying issue." }, { "left": "pull_request:2637", "right": "pull_request:2740", "accept": false, - "reason": "Different docs pages and edits; not the same underlying change." + "reason": "Different documentation updates; unrelated content and files." }, { "left": "pull_request:2637", "right": "pull_request:2741", "accept": false, - "reason": "Different docs pages and edits; not the same underlying change." + "reason": "Different docs page and wording fix; not the same change." }, { "left": "pull_request:2637", "right": "pull_request:2742", "accept": false, - "reason": "Different docs pages and edits; not the same underlying change." + "reason": "Different docs page and wording fix; no shared concrete bug." }, { "left": "pull_request:2637", "right": "pull_request:2746", "accept": false, - "reason": "Different docs pages and edits; not the same underlying change." + "reason": "Different docs page and wording fix; unrelated." }, { "left": "pull_request:2637", "right": "pull_request:2749", "accept": false, - "reason": "Different docs pages and edits; not the same underlying change." + "reason": "Different docs page and wording fix; not a duplicate." }, { "left": "pull_request:2637", "right": "pull_request:2751", "accept": false, - "reason": "Different docs pages and edits; not the same underlying change." + "reason": "Different docs page and wording fix; unrelated." }, { "left": "pull_request:2637", "right": "pull_request:2752", "accept": false, - "reason": "Different docs pages and edits; not the same underlying change." + "reason": "Different conceptual docs edit; not the same change." }, { "left": "pull_request:2637", "right": "pull_request:2862", "accept": false, - "reason": "Different docs pages and edits; not the same underlying change." + "reason": "Different docs page and wording fix; unrelated." }, { "left": "pull_request:2637", "right": "pull_request:2863", "accept": false, - "reason": "Different docs pages and edits; not the same underlying change." + "reason": "Different docs page and wording fix; not the same issue." }, { "left": "pull_request:2637", "right": "pull_request:2864", "accept": false, - "reason": "Different docs pages and edits; not the same underlying change." + "reason": "Different docs page and wording fix; unrelated." }, { "left": "pull_request:2637", "right": "pull_request:2865", "accept": false, - "reason": "Different docs pages and edits; not the same underlying change." + "reason": "Different docs page and wording fix; not the same change." }, { "left": "pull_request:2637", "right": "pull_request:2870", "accept": false, - "reason": "Different docs pages and edits; not the same underlying change." + "reason": "Different docs page and wording fix; not a duplicate." }, { "left": "pull_request:2637", "right": "pull_request:2923", "accept": false, - "reason": "Different docs pages and edits; not the same underlying change." + "reason": "Different docs page and wording fix; unrelated." }, { "left": "pull_request:2642", "right": "pull_request:2730", "accept": false, - "reason": "Separate docs fixes in different documents; not a duplicate change." + "reason": "Different docs changes on different pages; only superficially similar typo cleanup." }, { "left": "pull_request:2647", "right": "pull_request:2730", "accept": false, - "reason": "Separate docs fixes in different documents; not a duplicate change." + "reason": "Different docs changes on different pages; not the same underlying change." }, { "left": "pull_request:2684", "right": "pull_request:2730", "accept": false, - "reason": "Separate docs fixes in different documents; not a duplicate change." + "reason": "Different docs pages and unrelated wording fixes." }, { "left": "pull_request:2928", "right": "pull_request:3798", "accept": false, - "reason": "ControlNet dataset-loading change vs. training comment cleanup; unrelated patches." + "reason": "ControlNet dataset-loading fix vs unrelated comment cleanup in training scripts." + }, + { + "left": "pull_request:3214", + "right": "pull_request:3607", + "accept": false, + "reason": "Different bugs: attention reshape mismatch vs temb attention behavior." + }, + { + "left": "pull_request:4546", + "right": "pull_request:4822", + "accept": false, + "reason": "Different fixes in different files: controlnet conversion typo vs LoRA warning string." + }, + { + "left": "pull_request:4984", + "right": "pull_request:6485", + "accept": false, + "reason": "Both touch the PR template reviewer list, but they correct different entries and are not the same change." } ] }, @@ -184755,17 +185033,19 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 260, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 261, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:102", + "pull_request:1020", + "pull_request:1077", "pull_request:11588", "pull_request:11726", "pull_request:12069", @@ -184782,15 +185062,14 @@ "pull_request:13424", "pull_request:13442", "pull_request:154", - "pull_request:3214", + "pull_request:1861", + "pull_request:2329", + "pull_request:252", "pull_request:356", - "pull_request:3607", - "pull_request:4546", + "pull_request:415", "pull_request:4621", "pull_request:4749", - "pull_request:4822", "pull_request:4947", - "pull_request:4984", "pull_request:5164", "pull_request:5188", "pull_request:5552", @@ -184799,7 +185078,6 @@ "pull_request:6276", "pull_request:6346", "pull_request:6433", - "pull_request:6485", "pull_request:7062", "pull_request:7247", "pull_request:7353", @@ -184815,9 +185093,6 @@ "pull_request:9696" ], "soft_pairs": [ - "pull_request:3214|pull_request:3607", - "pull_request:4546|pull_request:4822", - "pull_request:4984|pull_request:6485", "pull_request:5768|pull_request:7746", "pull_request:6276|pull_request:6433", "pull_request:7247|pull_request:7934", @@ -184843,210 +185118,220 @@ "pull_request:12584|pull_request:12634", "pull_request:12490|pull_request:13042", "pull_request:11588|pull_request:11726", - "pull_request:102|pull_request:121" + "pull_request:102|pull_request:121", + "pull_request:102|pull_request:1861", + "pull_request:102|pull_request:252", + "pull_request:1020|pull_request:415", + "pull_request:1077|pull_request:2329" ], - "prepared_review_unit_hash": "b2d891246841ff7e3c54fb5179f403d1d460928524ff01f0df85fc95b944e935", + "prepared_review_unit_hash": "223f9dc3004449fe398494ce9de14baeac8cc0d05777ee0d89c5df31dc394d85", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 99922, - "estimated_input_tokens": 24981, - "estimated_eval_tokens": 50218 + "soft_pair_count": 30, + "serialized_chars": 103021, + "estimated_input_tokens": 25756, + "estimated_eval_tokens": 51768 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs that only share broad subsystem or doc/test themes. I found no true duplicate pairs; the soft edges should be rejected. The strongest standalone PR is the SANA-Video feature addition (#12584).", - "confidence": 0.34, + "summary": "This cluster is mostly a set of superficially similar but substantively different PRs: many are test fixes, docs updates, or feature work in different subsystems. I do not see a true duplicate pair among the soft candidates; the only near-matches are feature-adjacent follow-ups, not the same underlying change.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear duplicate canonical PR exists; #12584 is the most substantial, well-scoped feature PR with docs, model, pipeline, and tests.", + "canonical_pr_reason": "No issue artifacts are present. Among the PRs, #12584 is the strongest representative anchor: it is the most substantial multi-file feature addition with heavy review activity, so it best stands in for the cluster despite the cluster\u2019s heterogeneity.", "best_issue_reason": null, - "best_pr_reason": "#12584 is the best representative overall because it adds a major coherent feature with broad integration and extensive test/docs coverage.", + "best_pr_reason": "#12584 is the most complete and central PR in the set, with the broadest scope and the most discussion; if one PR must represent this mixed group, it is the clearest anchor.", "soft_edge_verdicts": [ - { - "left": "pull_request:3214", - "right": "pull_request:3607", - "accept": false, - "reason": "Different bugs in different attention code paths; only loosely related by the word \"attention\"." - }, - { - "left": "pull_request:4546", - "right": "pull_request:4822", - "accept": false, - "reason": "Both are typo fixes, but they touch different scripts and different text changes." - }, - { - "left": "pull_request:4984", - "right": "pull_request:6485", - "accept": false, - "reason": "Both edit the PR template, but they update different reviewer lines and are not the same change." - }, { "left": "pull_request:5768", "right": "pull_request:7746", "accept": false, - "reason": "One is doc cleanup, the other is a test dtype fix for consistency decoder." + "reason": "Both are small test-related PRs, but they fix different model test failures in different codepaths and are not the same bug." }, { "left": "pull_request:6276", "right": "pull_request:6433", "accept": false, - "reason": "Different community pipelines/features with no shared underlying bug or change." + "reason": "Both touch community examples, but they add different pipelines/features and do not target the same change." }, { "left": "pull_request:7247", "right": "pull_request:7934", "accept": false, - "reason": "Config-checking tests vs single-file dict config loading are separate issues." + "reason": "One adjusts config checking tests, the other fixes single-file config loading from dicts; related area, different defect." }, { "left": "pull_request:7247", "right": "pull_request:8797", "accept": false, - "reason": "Different test areas: single-file config handling vs sharded checkpoint loading." + "reason": "These are unrelated fixes: config-checking tests versus sharded-checkpoint loading from a subfolder." }, { "left": "pull_request:9206", "right": "pull_request:9696", "accept": false, - "reason": "One fixes xformers tests; the other changes a workflow input/validation script." + "reason": "A test fix for xformers issues is unrelated to a workflow change for running tests from a PR." }, { "left": "pull_request:12782", "right": "pull_request:13293", "accept": false, - "reason": "Unrelated test fix for HunyuanVideo offloading versus AudioLDM2 pipeline/test changes." + "reason": "Different AudioLDM2 issues: offloading test parameters versus cache-position handling in the pipeline." }, { "left": "pull_request:12782", "right": "pull_request:13442", "accept": false, - "reason": "Different test suites and different failure modes; not the same underlying issue." + "reason": "These are unrelated test/training fixes in different areas and do not share the same underlying bug." }, { "left": "pull_request:13039", "right": "pull_request:13293", "accept": false, - "reason": "Wan animate upcasting on CPU is unrelated to AudioLDM2 cache-position handling." + "reason": "Wan animate CPU upcasting and AudioLDM2 cache-position logic are separate bugs in different models." }, { "left": "pull_request:13039", "right": "pull_request:13442", "accept": false, - "reason": "Different code paths and subsystems; no shared concrete fix." + "reason": "No overlap beyond being test/bug-fix PRs; they address different subsystems and failures." }, { "left": "pull_request:4621", "right": "pull_request:4947", "accept": false, - "reason": "Multi-adapter downscale validation and T2I adapter training tests are distinct changes." + "reason": "Multi-adapter downscale validation and SDXL adapter training arguments are unrelated changes." }, { "left": "pull_request:4749", "right": "pull_request:5615", "accept": false, - "reason": "Both involve SDXL LoRA loading, but one fixes checkpoint saving/loading and the other reverts a pipeline method; not the same bug." + "reason": "Both mention SDXL LoRA behavior, but one fixes checkpointing while the other reverts load-lora handling in a different pipeline." }, { "left": "pull_request:5164", "right": "pull_request:5552", "accept": false, - "reason": "FreeU mechanism introduction versus fixing disable_freeu cleanup are related but distinct changes." + "reason": "FreeU feature implementation and a later disable-method fix are related follow-ups, not the same concrete change." }, { "left": "pull_request:7062", "right": "pull_request:8467", "accept": false, - "reason": "Docstring cleanup for Imagic is unrelated to SEGA pipeline execution fixes." + "reason": "Docstring cleanup for Imagick is unrelated to the SEGA pipeline runtime fix." }, { "left": "pull_request:7353", "right": "pull_request:9060", "accept": false, - "reason": "Adding FromSingleFileMixin to ControlNet SDXL img2img is unrelated to removing a debug print in Flux." + "reason": "Adding FromSingleFileMixin to SDXL ControlNet img2img is unrelated to removing a debug print in Flux." }, { "left": "pull_request:12069", "right": "pull_request:12490", "accept": false, - "reason": "Both touch AudioLDM2 tests, but they address different failures and different code changes." + "reason": "Both are AudioLDM2 test-related, but they fix different issues: transformers cache handling versus ClapConfig construction." }, { "left": "pull_request:154", "right": "pull_request:356", "accept": false, - "reason": "Early conversion-script addition versus training-example documentation/fine-tuning are not the same change." + "reason": "A conversion script for Stable Diffusion is not the same change as the later fine-tuning example addition." }, { "left": "pull_request:7247", "right": "pull_request:9206", "accept": false, - "reason": "Different testing concerns and different files; only a broad \"tests\" overlap." + "reason": "Single-file config tuple/list handling and xformers test fixes are unrelated." }, { "left": "pull_request:12416", "right": "pull_request:12454", "accept": false, - "reason": "Both add modular pipelines, but for different models and different concrete functionality." + "reason": "These add support for different modular pipelines (QwenImage Edit Plus vs Flux Kontext)." }, { "left": "pull_request:13042", "right": "pull_request:13424", "accept": false, - "reason": "QwenImage prompt-isolation fixes and AutoencoderDC test adjustments are unrelated." + "reason": "Prompt-isolation fixes for QwenImage are unrelated to AutoencoderDC test adjustments." }, { "left": "pull_request:7825", "right": "pull_request:8797", "accept": false, - "reason": "Both are model tests, but one is CPU offload/device-map and the other is sharded checkpoint behavior." + "reason": "Both modify test utilities, but one handles device-map/offload tests while the other fixes sharded checkpoint loading." }, { "left": "pull_request:5188", "right": "pull_request:6346", "accept": false, - "reason": "Training-utility SNR addition and LoRA state-dict conversion follow-up are separate training-example changes." + "reason": "Adding compute_snr to training utils and a later LCM LoRA follow-up are not the same bug or feature." }, { "left": "pull_request:8631", "right": "pull_request:8798", "accept": false, - "reason": "Single-file T5 return fix is unrelated to loading sharded checkpoints from subfolders." + "reason": "A T5 single-file fix and sharded-checkpoint subfolder loading address different loader paths." }, { "left": "pull_request:12584", "right": "pull_request:12634", "accept": false, - "reason": "Related SANA-Video work, but one adds initial inference support while the other adds image-to-video pipeline support." + "reason": "Same project family, but one adds SANA-Video inference assets and the other adds image-to-video pipeline support; distinct capabilities." }, { "left": "pull_request:12490", "right": "pull_request:13042", "accept": false, - "reason": "AudioLDM2 test fixes and QwenImage prompt isolation are unrelated." + "reason": "AudioLDM2 test cleanup and QwenImage prompt isolation fixes are entirely unrelated." }, { "left": "pull_request:11588", "right": "pull_request:11726", "accept": false, - "reason": "Both mention Wan LoRAs, but they fix different conversion/loading paths and different concrete problems." + "reason": "Both concern Wan LoRA support, but one fixes I2V expansion in the pipeline while the other changes LoRA conversion logic; different codepaths and bugs." }, { "left": "pull_request:102", "right": "pull_request:121", "accept": false, - "reason": "Both are README/example updates, but they cover different example sections and different training commands." + "reason": "These are separate documentation/example updates with different scope and content." + }, + { + "left": "pull_request:102", + "right": "pull_request:1861", + "accept": false, + "reason": "A training example update and a loss-computation change are not the same change." + }, + { + "left": "pull_request:102", + "right": "pull_request:252", + "accept": false, + "reason": "Both touch README examples, but they are different documentation revisions and not duplicates." + }, + { + "left": "pull_request:1020", + "right": "pull_request:415", + "accept": false, + "reason": "Training docs updates overlap in area, but they are separate doc sets and not the same underlying change." + }, + { + "left": "pull_request:1077", + "right": "pull_request:2329", + "accept": false, + "reason": "Scheduler integration test refactoring and push-test workflow refactoring are unrelated test-infrastructure changes." } ] }, @@ -185060,19 +185345,16 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 261, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 262, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:102", - "pull_request:1020", - "pull_request:1077", "pull_request:1162", "pull_request:1182", "pull_request:119", @@ -185100,29 +185382,29 @@ "pull_request:168", "pull_request:1724", "pull_request:1763", - "pull_request:1861", "pull_request:1950", + "pull_request:1968", "pull_request:2006", + "pull_request:2062", + "pull_request:21", + "pull_request:2197", "pull_request:2208", - "pull_request:2329", "pull_request:252", + "pull_request:260", "pull_request:2624", "pull_request:312", "pull_request:3343", "pull_request:3470", + "pull_request:353", "pull_request:356", - "pull_request:415", "pull_request:429", + "pull_request:43", "pull_request:500", "pull_request:61", "pull_request:63", "pull_request:75" ], "soft_pairs": [ - "pull_request:102|pull_request:1861", - "pull_request:102|pull_request:252", - "pull_request:1020|pull_request:415", - "pull_request:1077|pull_request:2329", "pull_request:1162|pull_request:2006", "pull_request:1162|pull_request:312", "pull_request:1182|pull_request:1610", @@ -185150,228 +185432,232 @@ "pull_request:1510|pull_request:63", "pull_request:168|pull_request:356", "pull_request:1763|pull_request:75", - "pull_request:1950|pull_request:3343" + "pull_request:1950|pull_request:3343", + "pull_request:1968|pull_request:2062", + "pull_request:21|pull_request:43", + "pull_request:2197|pull_request:260", + "pull_request:2197|pull_request:353" ], - "prepared_review_unit_hash": "64c045ad0a4bd617336fa016a388b40633d2b868369f2a6442ed60a10420915c", + "prepared_review_unit_hash": "93ba4d4ae0ae40d3ea6511430866e5469d8dd9cb95cad2231b52556921f14353", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 101136, - "estimated_input_tokens": 25284, - "estimated_eval_tokens": 50824 + "serialized_chars": 102081, + "estimated_input_tokens": 25521, + "estimated_eval_tokens": 51298 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly false-positive similarity: many items are unrelated docs, tests, or small code tweaks that happen to share broad vocabulary like 'docs', 'examples', 'modular', or 'attention'. I do not see any pair that clearly targets the same underlying bug or change.", - "confidence": 0.97, + "summary": "This is mostly a grab bag of small, unrelated maintenance PRs: docs/link fixes, typo cleanups, test adjustments, and a few narrow code-path fixes. The similarity edges are mostly superficial (same subsystem or same file family) rather than true duplicates, so almost all should be rejected.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR stands out: the items are heterogeneous one-off docs, tests, workflow, and code updates rather than duplicate attempts at the same concrete fix.", + "canonical_pr_reason": "PR #12265 is the broadest generic maintenance cleanup in the set, spanning multiple docs/examples and code files with a clear typo-fix theme, so it is the best umbrella representative of this cluster.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a strong cluster representative because the set is not a true duplicate cluster; any choice would be arbitrary and misleading.", + "best_pr_reason": "PR #12265 is the best single representative because it covers the widest small-fix surface area and matches the dominant low-level maintenance/doc-cleanup character of the cluster.", "soft_edge_verdicts": [ - { - "left": "pull_request:102", - "right": "pull_request:1861", - "accept": false, - "reason": "Both touch examples/training docs, but one updates training example commands while the other changes loss computation in training scripts; different changes." - }, - { - "left": "pull_request:102", - "right": "pull_request:252", - "accept": false, - "reason": "Both are README/example updates, but they cover different sections and content; not the same concrete change." - }, - { - "left": "pull_request:1020", - "right": "pull_request:415", - "accept": false, - "reason": "Both are training docs refreshes, but they edit different doc sets and add different content; too broad to be one duplicate change." - }, - { - "left": "pull_request:1077", - "right": "pull_request:2329", - "accept": false, - "reason": "One refactors scheduler tests; the other refactors push-test workflows. Same testing theme, different artifacts and problems." - }, { "left": "pull_request:1162", "right": "pull_request:2006", "accept": false, - "reason": "Docs link fixes vs checkpoint merger logic; unrelated changes." + "reason": "Both are maintenance PRs, but one fixes community pipeline links while the other fixes checkpoint merger behavior; different problems and code paths." }, { "left": "pull_request:1162", "right": "pull_request:312", "accept": false, - "reason": "Both fix links in docs, but they target different files and link sets; not one underlying change." + "reason": "Both touch links/docs, but they fix different broken links in different docs locations; too broad to treat as the same change." }, { "left": "pull_request:1182", "right": "pull_request:1610", "accept": false, - "reason": "LPW docs update vs pipeline test changes; unrelated." + "reason": "LPW docs improvements and xformers-related test/logging changes are unrelated changes despite both being minor maintenance." }, { "left": "pull_request:119", "right": "pull_request:15", "accept": false, - "reason": "Different bugfixes in unrelated files: a variable-name bug in hub utils vs a path-name fix in examples README." + "reason": "A variable-name bugfix in hub_utils and a README output-path rename are unrelated." }, { "left": "pull_request:1194", "right": "pull_request:2208", "accept": false, - "reason": "Docs-action workflow update vs xFormers docs update; no shared fix path." + "reason": "Doc-builder workflow updates and xFormers docs updates are different maintenance areas with no shared concrete bug." }, { "left": "pull_request:120", "right": "pull_request:121", "accept": false, - "reason": "Both touch README example content, but 121 expands with code snippets on top of 120's section intro; incremental docs, not the same change." + "reason": "Both edit the README examples section, but one adds example code while the other expands and refactors examples; not the same underlying change." }, { "left": "pull_request:120", "right": "pull_request:252", "accept": false, - "reason": "Both are README updates, but they address different example sections and content." + "reason": "Both are README/example updates, but they are separate documentation edits made at different times and not a single duplicate fix." }, { "left": "pull_request:1218", "right": "pull_request:61", "accept": false, - "reason": "Different converter scripts for different pipelines; not the same bug/change." + "reason": "The conversion script improvement and the LatentDiffusionUncond conversion script are distinct scripts and changes." }, { "left": "pull_request:1218", "right": "pull_request:63", "accept": false, - "reason": "Different converter scripts and target pipelines; unrelated." + "reason": "Improving the stable diffusion conversion script and adding a BDDM conversion script are different features." }, { "left": "pull_request:12265", "right": "pull_request:12307", "accept": false, - "reason": "Typos/docs cleanup versus modular pipeline code changes; only superficial overlap in touched files." + "reason": "Both are broad maintenance PRs, but one is a typo sweep and the other adds/modifies modular-pipeline infrastructure; not the same fix." }, { "left": "pull_request:12265", "right": "pull_request:13115", "accept": false, - "reason": "Typos/docs cleanup vs modular import/export changes; not the same underlying change." + "reason": "A typo cleanup sweep is unrelated to the modular-pipeline import/export fix." }, { "left": "pull_request:12552", "right": "pull_request:12705", "accept": false, - "reason": "Both are typo fixes, but in different docs/files and with different edits; no shared bug." + "reason": "Kandinsky5 doc typos and a broad typo-fix sweep across many files are different scopes and not the same bug." }, { "left": "pull_request:12573", "right": "pull_request:12932", "accept": false, - "reason": "Different issues: logging/warning text in modular pipeline vs docstring improvements for QwenImage blocks." + "reason": "A better warning message for modular loading is not the same as improving QwenImage docstrings." }, { "left": "pull_request:12628", "right": "pull_request:12763", "accept": false, - "reason": "A guard/check in modular_pipeline.py versus adding a new Flux2 modular pipeline; completely different scope." + "reason": "One adds a modular-pipeline validation check; the other adds the Flux2 modular pipeline feature set. Different changes." }, { "left": "pull_request:12782", "right": "pull_request:13424", "accept": false, - "reason": "Different test suites and different model families; not duplicates." + "reason": "These fix different test failures in different models; same general area, but not the same underlying bug." }, { "left": "pull_request:13039", "right": "pull_request:13424", "accept": false, - "reason": "WAN layerwise upcasting test fix vs AutoencoderDC test fix; unrelated." + "reason": "WAN layerwise upcasting CPU tests and AutoencoderDC dtype inference tests are unrelated test fixes." }, { "left": "pull_request:1360", "right": "pull_request:168", "accept": false, - "reason": "K-diffusion community pipeline docs/code vs stable diffusion pipeline introduction; different feature areas." + "reason": "A community K-diffusion pipeline addition and the original Stable Diffusion pipeline introduction are separate features." }, { "left": "pull_request:1487", "right": "pull_request:1724", "accept": false, - "reason": "xFormers API docs additions versus broader optimization docs and recommendation page; related topic but not the same concrete change." + "reason": "Both concern xformers docs, but one is API docs and the other is a broader recommendation/addition of an optimization guide; not the same change." }, { "left": "pull_request:1487", "right": "pull_request:2208", "accept": false, - "reason": "API docs for xFormers methods vs xFormers installation/docs update; different edit goals." + "reason": "They both mention xFormers, but one updates pipeline docs and the other updates the dedicated xFormers guide; different doc changes." }, { "left": "pull_request:1487", "right": "pull_request:2624", "accept": false, - "reason": "xFormers docs versus cache_dir documentation; unrelated." + "reason": "xFormers docs and cache_dir docs are unrelated documentation updates." }, { "left": "pull_request:1487", "right": "pull_request:3470", "accept": false, - "reason": "xFormers docs versus IF dreambooth docs; unrelated." + "reason": "xFormers documentation and DreamBooth IF docs are completely different subjects." }, { "left": "pull_request:1487", "right": "pull_request:429", "accept": false, - "reason": "xFormers docs versus configuration docs; unrelated." + "reason": "xFormers docs and configuration docs are unrelated documentation areas." }, { "left": "pull_request:1487", "right": "pull_request:500", "accept": false, - "reason": "xFormers docs versus subfolder docs; unrelated." + "reason": "xFormers documentation and subfolder configuration docs are different topics." }, { "left": "pull_request:1510", "right": "pull_request:61", "accept": false, - "reason": "Different conversion-script work for different models and schedulers." + "reason": "A scheduler/conversion script improvement is not the same as adding the uncond conversion script." }, { "left": "pull_request:1510", "right": "pull_request:63", "accept": false, - "reason": "Different conversion-script work for different target pipelines; not mergeable as one fix." + "reason": "A scheduler/conversion improvement and a BDDM converter are different code additions." }, { "left": "pull_request:168", "right": "pull_request:356", "accept": false, - "reason": "Stable diffusion pipeline introduction versus fine-tuning example docs; different changes." + "reason": "The Stable Diffusion pipeline introduction and the fine-tuning README/script are separate features." }, { "left": "pull_request:1763", "right": "pull_request:75", "accept": false, - "reason": "Both modify attention code, but they fix different code paths and bugs; not the same concrete issue." + "reason": "Both touch attention code, but they fix different concrete bugs in different code paths and should not be merged as one PR." }, { "left": "pull_request:1950", "right": "pull_request:3343", "accept": false, - "reason": "Unet graph config fix vs DPM solver config fix; unrelated schedulers/models changes." + "reason": "One fixes a OneFlow graph/config issue; the other is a DPM-Solver config docs/code correction. Unrelated." + }, + { + "left": "pull_request:1968", + "right": "pull_request:2062", + "accept": false, + "reason": "Both relate to CPU offload, but one corrects docs/behavior broadly while the other fixes Paint by Example-specific offload mechanics." + }, + { + "left": "pull_request:21", + "right": "pull_request:43", + "accept": false, + "reason": "Model tests and the model card template are unrelated changes." + }, + { + "left": "pull_request:2197", + "right": "pull_request:260", + "accept": false, + "reason": "A StableDiffusionInpaintPipeline typo fix and a README spelling fix are different small edits." + }, + { + "left": "pull_request:2197", + "right": "pull_request:353", + "accept": false, + "reason": "One fixes an inpaint pipeline typo; the other fixes a UNet block error message. Different concrete issues." } ] }, @@ -185385,19 +185671,16 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 262, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 263, + "review_unit_count": 273, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:1968", - "pull_request:2062", - "pull_request:21", "pull_request:2197", "pull_request:2290", "pull_request:2333", @@ -185409,7 +185692,6 @@ "pull_request:2540", "pull_request:2569", "pull_request:2587", - "pull_request:260", "pull_request:2604", "pull_request:2608", "pull_request:2715", @@ -185422,32 +185704,33 @@ "pull_request:2922", "pull_request:3", "pull_request:3068", + "pull_request:3069", "pull_request:3166", + "pull_request:3183", + "pull_request:3241", "pull_request:3318", - "pull_request:353", + "pull_request:3554", "pull_request:3676", "pull_request:3744", "pull_request:3798", "pull_request:3821", + "pull_request:3979", "pull_request:407", "pull_request:408", "pull_request:421", "pull_request:4275", "pull_request:4276", "pull_request:429", - "pull_request:43", "pull_request:4479", "pull_request:4721", "pull_request:500", + "pull_request:5280", "pull_request:718", "pull_request:798", + "pull_request:828", "pull_request:88" ], "soft_pairs": [ - "pull_request:1968|pull_request:2062", - "pull_request:21|pull_request:43", - "pull_request:2197|pull_request:260", - "pull_request:2197|pull_request:353", "pull_request:2197|pull_request:407", "pull_request:2197|pull_request:798", "pull_request:2290|pull_request:3166", @@ -185475,228 +185758,245 @@ "pull_request:2814|pull_request:2823", "pull_request:2861|pull_request:4276", "pull_request:3|pull_request:88", - "pull_request:3068|pull_request:3318" + "pull_request:3068|pull_request:3318", + "pull_request:3069|pull_request:828", + "pull_request:3166|pull_request:4721", + "pull_request:3183|pull_request:3979", + "pull_request:3241|pull_request:5280", + "pull_request:3318|pull_request:3554" ], - "prepared_review_unit_hash": "48f7a37812dd583be6b12d4ea8d9961009382123907c4bafd9345e01fa868526", + "prepared_review_unit_hash": "0203f4c3ecc8c24623f5ac1ba0d77f341a7bf1d46c366cb590dea497bc4224af", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 96117, - "estimated_input_tokens": 24030, - "estimated_eval_tokens": 48316 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 97936, + "estimated_input_tokens": 24484, + "estimated_eval_tokens": 49224 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are mostly unrelated documentation, typo, test, or feature-completion changes that only share broad subsystem keywords. I found no soft pair that clearly targets the same concrete bug/change strongly enough to merge as duplicates.", - "confidence": 0.95, + "summary": "Mostly small, unrelated docs/typo/test cleanup PRs. There are two clear duplicate pairs: the identical Stable UnCLIP docs PRs, and the controlling_generation doc nits PR. Everything else is too different in file scope or bug/change target to merge as duplicates.", + "confidence": 0.67, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a clear duplicate target across this set; if a representative is needed, PR 2814 is the most substantive feature-completion change, but it is not a duplicate of the others.", + "canonical_pr_reason": "PR 2715 is the broadest representative cleanup: it spans several core model files plus a test, matching the cluster\u2019s general typo/fix pattern better than the narrow one-file doc PRs.", "best_issue_reason": null, - "best_pr_reason": "PR 2814 is the strongest standalone representative because it contains concrete Stable UnCLIP code-path completion work, unlike the mostly docs/typo/test PRs.", + "best_pr_reason": "PR 2715 is the best overall representative of this cluster because it is a generic multi-file typo cleanup in core code, whereas most other items are narrower or unrelated docs/test tweaks.", "soft_edge_verdicts": [ - { - "left": "pull_request:1968", - "right": "pull_request:2062", - "accept": false, - "reason": "Both mention CPU offload, but they fix different pipelines and code paths (Stable Diffusion docs/code vs Paint by Example)." - }, - { - "left": "pull_request:21", - "right": "pull_request:43", - "accept": false, - "reason": "Unrelated changes: model tests vs model card template/docs." - }, - { - "left": "pull_request:2197", - "right": "pull_request:260", - "accept": false, - "reason": "Different typo fixes in different files; no shared bug or code path." - }, - { - "left": "pull_request:2197", - "right": "pull_request:353", - "accept": false, - "reason": "Different files and issues: StableDiffusionInpaintPipeline typo vs unet_blocks error message." - }, { "left": "pull_request:2197", "right": "pull_request:407", "accept": false, - "reason": "Both are typo-like, but they touch different Stable Diffusion APIs and fixes." + "reason": "Both are typo-oriented, but they fix different code paths in different files: inpaint pipeline input handling vs attention-slicing method naming." }, { "left": "pull_request:2197", "right": "pull_request:798", "accept": false, - "reason": "Docstring typo in UNet2DConditionModel is unrelated to the inpaint pipeline typo." + "reason": "Different artifacts and targets: StableDiffusionInpaintPipeline input typo vs a UNet2DConditionModel docstring fix." }, { "left": "pull_request:2290", "right": "pull_request:3166", "accept": false, - "reason": "Both are docs fixes, but they affect different pipelines and different text inversion topics." + "reason": "Pix2Pix docs formatting is unrelated to the textual inversion loader example change." }, { "left": "pull_request:2290", "right": "pull_request:408", "accept": false, - "reason": "Different documentation areas and different wording fixes." + "reason": "Both are docs typos, but they touch different pages and different content; not the same underlying change." }, { "left": "pull_request:2333", "right": "pull_request:421", "accept": false, - "reason": "Ethical guidelines docs and scheduler docs are unrelated pages." + "reason": "Ethical guidelines wording vs scheduler documentation; separate doc surfaces and fixes." }, { "left": "pull_request:2333", "right": "pull_request:4275", "accept": false, - "reason": "Different docs pages and different content; only broad docs similarity." + "reason": "Different docs pages with no shared concrete change beyond being documentation." }, { "left": "pull_request:2367", "right": "pull_request:3798", "accept": false, - "reason": "Checkpoint-limit functionality in training scripts is not the same as comment cleanup in training scripts." + "reason": "PR 2367 adds checkpoint-limit plumbing; PR 3798 only fixes comments. Same training area, but not the same bug/change." }, { "left": "pull_request:2388", "right": "pull_request:2406", - "accept": false, - "reason": "Same docs area, but 2388 adds the page while 2406 is a follow-up polish; not the same underlying change." + "accept": true, + "reason": "Both update the same controlling_generation docs page with adjacent nits; this is effectively the same documentation change and could be merged together." }, { "left": "pull_request:2433", "right": "pull_request:429", "accept": false, - "reason": "SDEdit note in img2img docs vs configuration docs are unrelated." + "reason": "SDEdit note in img2img docs is unrelated to the configuration docs update." }, { "left": "pull_request:2433", "right": "pull_request:500", "accept": false, - "reason": "Different docs topics and different scopes; no shared concrete change." + "reason": "Different docs topics and files: img2img SDEdit note vs subfolder/config docs." }, { "left": "pull_request:2533", "right": "pull_request:3676", "accept": false, - "reason": "One is a setup/workflow debug PR, the other is a doc-builder test PR; unrelated." + "reason": "The workflow/setup dependency tweak is unrelated to the doc-builder test PR." }, { "left": "pull_request:2540", "right": "pull_request:2788", "accept": false, - "reason": "ControlNet section docs vs training-section deduplication are different doc changes." + "reason": "ControlNet docs correction and training-section toctree deduplication are different doc changes." }, { "left": "pull_request:2540", "right": "pull_request:3744", "accept": false, - "reason": "ControlNet docs content change vs workflow token fix; no duplicate bug/change." + "reason": "ControlNet docs and workflow token rename are unrelated." }, { "left": "pull_request:2569", "right": "pull_request:3821", "accept": false, - "reason": "OpenVINO docs and Korean translation docs are different workstreams." + "reason": "OpenVINO docs vs translated Korean docs; different pages and languages, not the same change." }, { "left": "pull_request:2587", "right": "pull_request:3821", "accept": false, - "reason": "Different translated-doc pages and languages; not the same artifact or change." + "reason": "Both are translation PRs, but Chinese vs Korean doc additions are distinct content changes." }, { "left": "pull_request:2604", "right": "pull_request:4275", "accept": false, - "reason": "Colab-link fix vs AutoPipeline docs correction are unrelated." + "reason": "A colab link fix in the homepage is unrelated to autopipeline docs." }, { "left": "pull_request:2604", "right": "pull_request:4721", "accept": false, - "reason": "English Colab link fix and Korean DreamBooth translation edit are unrelated." + "reason": "Homepage colab link fix vs Korean DreamBooth translation; different artifacts entirely." }, { "left": "pull_request:2608", "right": "pull_request:2715", "accept": false, - "reason": "README typo cleanup is unrelated to broader multi-file model/API typo fixes." + "reason": "README punctuation fixes are not the same change as the multi-file code/test typo cleanup." }, { "left": "pull_request:2608", "right": "pull_request:4479", "accept": false, - "reason": "Different typo fixes in different docs/code areas; only broad stylistic similarity." + "reason": "README typos vs assorted pipeline doc typos; same broad theme, but not one concrete fix." }, { "left": "pull_request:2715", "right": "pull_request:718", "accept": false, - "reason": "A large multi-file typo sweep is not the same as the smaller mixed docs/example typo PR." + "reason": "Multi-file code typos/test fix is not the same underlying change as older docs and README typo fixes." }, { "left": "pull_request:2812", "right": "pull_request:2814", "accept": false, - "reason": "Docs update for Stable unCLIP is not the same as the code implementation/completion PR." + "reason": "Docs-only Stable UnCLIP update vs implementation work in Stable UnCLIP code; not the same change." }, { "left": "pull_request:2812", "right": "pull_request:2922", "accept": false, - "reason": "Both concern unCLIP docs, but one is Stable unCLIP docs and the other is a general unclip.mdx wording update." + "reason": "Both are unCLIP docs-related, but one is a broader docs update while the other is a small punctuation fix in a different page." }, { "left": "pull_request:2813", "right": "pull_request:2814", "accept": false, - "reason": "Same as 2812/2814: docs-only versus code-path completion." + "reason": "Same as above: docs update vs pipeline implementation change." }, { "left": "pull_request:2813", "right": "pull_request:2922", "accept": false, - "reason": "Related subject, but different docs pages and different edits; not duplicates." + "reason": "Different docs PRs on different pages; not a duplicate concrete change." }, { "left": "pull_request:2814", "right": "pull_request:2823", "accept": false, - "reason": "Stable UnCLIP code completion and doc improvements are different changes." + "reason": "Implementation of Stable UnCLIP CPU offload and a docs improvement are different changes." }, { "left": "pull_request:2861", "right": "pull_request:4276", "accept": false, - "reason": "Pipeline behavioral test for image_embeds=None is unrelated to a pipeline-import dependency test." + "reason": "A pipeline test for image_embeds=None is unrelated to a dependency/import smoke test." }, { "left": "pull_request:3", "right": "pull_request:88", "accept": false, - "reason": "Foundation/config-loading work vs DDPM implementation work; not the same bug/change." + "reason": "Foundational config/import plumbing and DDPM model work are not the same bug/change." }, { "left": "pull_request:3068", "right": "pull_request:3318", "accept": false, - "reason": "Textual inversion docs updates and IF textual inversion implementation are different changes and code paths." + "reason": "Textual inversion docs and IF textual inversion code are related only by topic, not by the same concrete fix." + }, + { + "left": "pull_request:3069", + "right": "pull_request:828", + "accept": false, + "reason": "Both touch Flax tests, but they adjust different test expectations in different contexts; not one duplicate change." + }, + { + "left": "pull_request:3166", + "right": "pull_request:4721", + "accept": false, + "reason": "Textual inversion loader docs/example and Korean DreamBooth translation are unrelated." + }, + { + "left": "pull_request:3183", + "right": "pull_request:3979", + "accept": false, + "reason": "DreamBooth LoRA bugfix and SDXL bugfix address different code paths." + }, + { + "left": "pull_request:3241", + "right": "pull_request:5280", + "accept": false, + "reason": "Different fast-test adjustments for different pipelines; same testing theme but not the same change." + }, + { + "left": "pull_request:3318", + "right": "pull_request:3554", + "accept": false, + "reason": "IF textual inversion work and the Moreh textual inversion example PR are different changes with different scopes." + }, + { + "left": "pull_request:2812", + "right": "pull_request:2813", + "accept": true, + "reason": "These are effectively identical Stable UnCLIP docs PRs with the same title, files, and diff preview, so they are duplicate attempts at the same change." } ] }, @@ -185710,23 +186010,19 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 263, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 264, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:3069", - "pull_request:3166", - "pull_request:3183", - "pull_request:3241", - "pull_request:3318", + "pull_request:11522", + "pull_request:12069", "pull_request:3470", - "pull_request:3554", "pull_request:3625", "pull_request:3687", "pull_request:37", @@ -185738,9 +186034,7 @@ "pull_request:42", "pull_request:4380", "pull_request:4652", - "pull_request:4721", "pull_request:5250", - "pull_request:5280", "pull_request:531", "pull_request:5407", "pull_request:5723", @@ -185765,16 +186059,17 @@ "pull_request:7564", "pull_request:774", "pull_request:78", + "pull_request:7825", + "pull_request:7977", + "pull_request:800", "pull_request:824", - "pull_request:828", - "pull_request:8656" + "pull_request:8498", + "pull_request:8656", + "pull_request:8845", + "pull_request:9206", + "pull_request:971" ], "soft_pairs": [ - "pull_request:3069|pull_request:828", - "pull_request:3166|pull_request:4721", - "pull_request:3183|pull_request:3979", - "pull_request:3241|pull_request:5280", - "pull_request:3318|pull_request:3554", "pull_request:3470|pull_request:5723", "pull_request:3625|pull_request:3687", "pull_request:3687|pull_request:6017", @@ -185800,222 +186095,227 @@ "pull_request:7050|pull_request:7068", "pull_request:7050|pull_request:7451", "pull_request:7068|pull_request:7118", - "pull_request:7564|pull_request:8656" + "pull_request:7564|pull_request:8656", + "pull_request:7825|pull_request:9206", + "pull_request:7977|pull_request:8845", + "pull_request:800|pull_request:971", + "pull_request:8498|pull_request:8845", + "pull_request:11522|pull_request:12069" ], - "prepared_review_unit_hash": "c456a8452ba7a5f77c8dffeba8deb86c9a2c1f2f7e0a21ce354b30940b7f76a9", + "prepared_review_unit_hash": "4b899d5d302562500ea4d51f99bff9856ac4df074803766995153211bf713ed7", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 97839, - "estimated_input_tokens": 24460, - "estimated_eval_tokens": 49176 + "serialized_chars": 98705, + "estimated_input_tokens": 24677, + "estimated_eval_tokens": 49610 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated docs, tests, and example PRs. A few touch the same files or broad subsystem, but none appear to be the same concrete fix, so no duplicate canonical emerges.", - "confidence": 0.92, + "summary": "The cluster is mostly noisy: it contains several unrelated docs/tests/typo PRs. Only a few soft edges look like true same-change duplicates, notably AudioLDM2, the early attention refactor, and the SVD doc edit.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR stands out as the same underlying change as the rest; the items span unrelated docs, tests, examples, and model/pipeline fixes.", + "canonical_pr_reason": "No single canonical PR cleanly covers the whole cluster; it fragments into separate mini-pairs. If forced, 12069 is the strongest representative code-fix PR because it directly supersedes the same AudioLDM2 bug path as 11522.", "best_issue_reason": null, - "best_pr_reason": "No PR is a clear global representative because the cluster is not a duplicate set; choosing one would be arbitrary.", + "best_pr_reason": "12069 is the best overall representative among the true duplicates: it fixes the AudioLDM2 transformer-version branch in the same pipeline code path as 11522 and is the more complete follow-up.", "soft_edge_verdicts": [ - { - "left": "pull_request:3069", - "right": "pull_request:828", - "accept": false, - "reason": "Both are Flax test updates, but one retunes TPU assertions while the other adds broader Flax tests; different fixes." - }, - { - "left": "pull_request:3166", - "right": "pull_request:4721", - "accept": false, - "reason": "Textual inversion docs fix vs. Korean DreamBooth doc typo fix; unrelated changes." - }, - { - "left": "pull_request:3183", - "right": "pull_request:3979", - "accept": false, - "reason": "DreamBooth LoRA checkpoint bug vs. SDXL attention-processor check bug; different code paths." - }, - { - "left": "pull_request:3241", - "right": "pull_request:5280", - "accept": false, - "reason": "UnCLIP test tolerance tweak vs. ControlNet fast-test speedup; not the same issue." - }, - { - "left": "pull_request:3318", - "right": "pull_request:3554", - "accept": false, - "reason": "Both concern textual inversion, but one adds IF-specific training code and the other adds example scripts/deps; not one fix." - }, { "left": "pull_request:3470", "right": "pull_request:5723", "accept": false, - "reason": "DreamBooth IF docs vs. LCM docs/scripts; separate feature docs." + "reason": "Different feature areas: DreamBooth IF docs vs LCM docs; same broad docs category, not the same change." }, { "left": "pull_request:3625", "right": "pull_request:3687", "accept": false, - "reason": "Doc-builder workflow change vs. docs index title tweak; different targets." + "reason": "Both are doc-builder test/workflow tweaks, but they touch different files and are not the same concrete bug or change." }, { "left": "pull_request:3687", "right": "pull_request:6017", "accept": false, - "reason": "Both are doc-builder test PRs, but they are distinct title edits and not clearly the same change." + "reason": "Separate test-only doc-builder/title edits; not the same underlying fix." }, { "left": "pull_request:3687", "right": "pull_request:6018", "accept": false, - "reason": "Same doc-builder test area, but this is a separate variant of the title change, not a duplicate fix." + "reason": "Same general doc-builder testing area, but different edit and no shared concrete bug." }, { "left": "pull_request:37", "right": "pull_request:75", "accept": false, - "reason": "Both touch attention/unet internals, but PR 75 is a later Glide attention fix, not the same change as PR 37." + "reason": "Related attention code, but PR 37 is a larger merge/refactor while 75 is a specific Glide attention bugfix; not the same concrete change." }, { "left": "pull_request:3850", "right": "pull_request:6215", "accept": false, - "reason": "Audio diffusion test fix vs. PixArt test initialization fix; unrelated test issues." + "reason": "AudioDiffusion test adjustments vs PixArt test initialization; unrelated test fixes." }, { "left": "pull_request:3979", "right": "pull_request:4082", "accept": false, - "reason": "SDXL pipeline bugfix vs. SDXL requirements version fix; different layer of the project." + "reason": "SDXL pipeline bugfix vs SDXL requirement/version doc change; different artifacts and problems." }, { "left": "pull_request:3985", "right": "pull_request:4380", "accept": false, - "reason": "Both are docs, but one is SDXL-specific and the other is broad training/control docs cleanup; not the same doc change." + "reason": "Both are docs, but they address different sections and unrelated content changes." }, { "left": "pull_request:407", "right": "pull_request:75", "accept": false, - "reason": "Attention slicing typo fix in stable diffusion vs. Glide attention refactor; different bugs." + "reason": "Attention slicing typo fix vs Glide attention implementation fix; not the same bug." }, { "left": "pull_request:4082", "right": "pull_request:4652", "accept": false, - "reason": "Requirement pin fix vs. LoRA SDXL test serialization tweak; unrelated." + "reason": "Requirement pin change vs LoRA test adjustment; unrelated changes." }, { "left": "pull_request:42", "right": "pull_request:824", "accept": false, - "reason": "Different test additions in different eras and components; not the same duplicate." + "reason": "Unrelated test additions in different subsystems (modeling utils vs Flax pipeline/testing utilities)." }, { "left": "pull_request:4380", "right": "pull_request:6466", "accept": false, - "reason": "Both edit SVD docs, but they change different sections and formatting issues; not one concrete doc fix." + "reason": "Different docs areas and different edits; both are minor doc cleanup, not one shared issue." }, { "left": "pull_request:5250", "right": "pull_request:5911", "accept": false, - "reason": "DDPO docs entry vs. IP-Adapter Full support and docs; separate features." + "reason": "DDPO docs entry vs IP-Adapter full support implementation/docs; different features." }, { "left": "pull_request:531", "right": "pull_request:774", "accept": false, - "reason": "GPU attention/spatial transformer test fix vs. callback assertion tolerance change; different test failures." + "reason": "Both are tests, but they target different regressions in different pipelines." }, { "left": "pull_request:5407", "right": "pull_request:6759", "accept": false, - "reason": "Mixed-precision training example fix vs. InstantID prompt embedding repetition bug; different code paths." + "reason": "Mixed-precision training example fix vs InstantID prompt embedding repetition; unrelated pipeline fixes." }, { "left": "pull_request:5723", "right": "pull_request:5727", "accept": false, - "reason": "LCM docs vs. LCM scripts; related feature area, but not the same artifact or fix." + "reason": "LCM docs vs LCM script addition: same feature family, but not the same concrete bug/change." }, { "left": "pull_request:580", "right": "pull_request:824", "accept": false, - "reason": "Flax scheduler test work vs. Flax pipeline test work; same platform, different changes." + "reason": "Flax scheduler test work vs general testing utility changes; different issues." }, { "left": "pull_request:5983", "right": "pull_request:6466", - "accept": false, - "reason": "Both touch SVD docs, but they fix different doc issues and do not look like the same PR split in two." + "accept": true, + "reason": "Both edit the same SVD doc file and are minor doc cleanups for the same page, so they look like the same underlying change." }, { "left": "pull_request:5983", "right": "pull_request:6475", "accept": false, - "reason": "SVD docs cleanup vs. SVD pipeline VAE type annotation fix; unrelated." + "reason": "SVD docs vs SVD pipeline type annotation; different artifacts." }, { "left": "pull_request:5983", "right": "pull_request:7015", "accept": false, - "reason": "SVD docs cleanup vs. single-file loading docs/loaders fix; different concerns." + "reason": "SVD docs vs single-file loader docs/code; unrelated changes." }, { "left": "pull_request:6647", "right": "pull_request:7564", "accept": false, - "reason": "SDXL k-diffusion test expectation update vs. assorted pipeline test fixes; not the same bug." + "reason": "Both are test-related, but they address different pipelines and failures." }, { "left": "pull_request:70", "right": "pull_request:78", - "accept": false, - "reason": "Both are old mid-block/attention refactors, but the diffs indicate distinct architecture changes rather than one duplicate fix." + "accept": true, + "reason": "Same attention/unet refactor line: PR 78 continues and supersedes the mid-block attention work started in 70." }, { "left": "pull_request:7050", "right": "pull_request:7068", "accept": false, - "reason": "Text-to-image example typo fixes vs. broader typo/doc cleanup; same theme, different edits." + "reason": "Both are typo cleanups, but in different docs/examples and not the same concrete typo fix." }, { "left": "pull_request:7050", "right": "pull_request:7451", "accept": false, - "reason": "Both are typo/doc cleanup PRs, but 7451 spans many docs pages while 7050 is examples-focused." + "reason": "Broad typo-fix PRs touching different files; too unrelated to treat as duplicates." }, { "left": "pull_request:7068", "right": "pull_request:7118", "accept": false, - "reason": "General typo fixes vs. IP-Adapter docs typos; different documentation sets." + "reason": "Both are doc typo fixes, but they cover different doc sections and different exact edits." }, { "left": "pull_request:7564", "right": "pull_request:8656", "accept": false, - "reason": "Pipeline test cleanup vs. shard-checkpoint/model-loading fix; different problem domains." + "reason": "Different test failures and code paths; not the same underlying bug." + }, + { + "left": "pull_request:7825", + "right": "pull_request:9206", + "accept": false, + "reason": "Model device-map tests vs xformers pipeline tests; unrelated regressions." + }, + { + "left": "pull_request:7977", + "right": "pull_request:8845", + "accept": false, + "reason": "Docs typo in optimization guide vs typo fixes in PAG tests; different scopes." + }, + { + "left": "pull_request:800", + "right": "pull_request:971", + "accept": false, + "reason": "Different feature additions (VQ Diffusion vs bit diffusion), not duplicate work." + }, + { + "left": "pull_request:8498", + "right": "pull_request:8845", + "accept": false, + "reason": "SD3 doc typo vs PAG test typo; unrelated." + }, + { + "left": "pull_request:11522", + "right": "pull_request:12069", + "accept": true, + "reason": "Same AudioLDM2 cache_position/version-guard bug in the same file; 12069 is the follow-up fix to 11522." } ] }, @@ -186029,22 +186329,20 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 264, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 265, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10858", "pull_request:11428", - "pull_request:11522", "pull_request:11546", "pull_request:12018", - "pull_request:12069", "pull_request:12490", "pull_request:130", "pull_request:13275", @@ -186056,43 +186354,41 @@ "pull_request:2172", "pull_request:2406", "pull_request:2490", + "pull_request:2526", "pull_request:2595", + "pull_request:2637", "pull_request:2693", + "pull_request:2748", "pull_request:327", "pull_request:3397", "pull_request:343", "pull_request:3471", "pull_request:349", + "pull_request:3942", + "pull_request:3945", "pull_request:4262", + "pull_request:4343", + "pull_request:4626", "pull_request:4666", "pull_request:4749", "pull_request:4833", + "pull_request:4862", "pull_request:5201", "pull_request:5639", + "pull_request:5665", + "pull_request:6342", "pull_request:6645", "pull_request:6759", "pull_request:7024", "pull_request:7206", - "pull_request:7825", "pull_request:788", - "pull_request:7977", - "pull_request:800", - "pull_request:8498", - "pull_request:8845", "pull_request:8913", "pull_request:9040", "pull_request:9086", - "pull_request:9206", "pull_request:9506", - "pull_request:9597", - "pull_request:971" + "pull_request:9597" ], "soft_pairs": [ - "pull_request:7825|pull_request:9206", - "pull_request:7977|pull_request:8845", - "pull_request:800|pull_request:971", - "pull_request:8498|pull_request:8845", - "pull_request:11522|pull_request:12069", "pull_request:12490|pull_request:13442", "pull_request:327|pull_request:343", "pull_request:3397|pull_request:3471", @@ -186112,180 +186408,191 @@ "pull_request:8913|pull_request:9506", "pull_request:10858|pull_request:12018", "pull_request:2172|pull_request:2595", - "pull_request:2406|pull_request:2490" + "pull_request:2406|pull_request:2490", + "pull_request:2526|pull_request:3942", + "pull_request:2637|pull_request:2748", + "pull_request:3945|pull_request:4343", + "pull_request:4626|pull_request:6342", + "pull_request:4862|pull_request:5665" ], - "prepared_review_unit_hash": "9a978b8ac93f6d7a23f8f12e8b21ec79d21da3b28eeacb085fba1593da97cc27", + "prepared_review_unit_hash": "1e8e37d214f59d0a7e4da24af9218a6a5171cdd976bd642308c9062896c15c09", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 94529, - "estimated_input_tokens": 23633, - "estimated_eval_tokens": 47522 + "serialized_chars": 94538, + "estimated_input_tokens": 23635, + "estimated_eval_tokens": 47526 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated docs, test, and feature PRs. I only see one true duplicate-like pair: the two AudioLDM2 compatibility fixes that both touch the same cache-position code path. Everything else is too broad or too different to merge as duplicates.", - "confidence": 0.97, + "summary": "These are mostly superficial matches (same broad area, similar wording, or same docs/tests folder) rather than true duplicate bugs/changes. I don\u2019t see a single underlying issue or PR that unifies the cluster.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits the whole cluster; the items are heterogeneous and mostly unrelated.", + "canonical_pr_reason": "No single canonical PR: the items span unrelated docs, tests, and feature work, with similarity mostly coming from shared keywords or neighboring subsystems.", "best_issue_reason": null, - "best_pr_reason": "PR 12069 is the strongest representative of the only near-duplicate change here: it updates the same AudioLDM2 language-model cache-position logic as 11522 and includes the corresponding test adjustment.", + "best_pr_reason": "No best PR candidate stands out because there is no coherent duplicate topic to canonicalize across the set.", "soft_edge_verdicts": [ - { - "left": "pull_request:7825", - "right": "pull_request:9206", - "accept": false, - "reason": "Different test areas and failures: generic model offload/device-map tests vs xformers-forward tests in several pipelines." - }, - { - "left": "pull_request:7977", - "right": "pull_request:8845", - "accept": false, - "reason": "Both are tiny test/doc fixes, but they address unrelated typos in different files and subsystems." - }, - { - "left": "pull_request:800", - "right": "pull_request:971", - "accept": false, - "reason": "Both involve community examples, but they add different models/pipelines (VQ Diffusion vs Bit Diffusion) and are not the same change." - }, - { - "left": "pull_request:8498", - "right": "pull_request:8845", - "accept": false, - "reason": "A Stable Diffusion 3 doc typo fix is unrelated to typo fixes in PAG tests." - }, - { - "left": "pull_request:11522", - "right": "pull_request:12069", - "accept": true, - "reason": "Same AudioLDM2 code path: both adjust generate_language_model cache-position handling for transformers compatibility, and 12069 is a direct follow-up refinement with tests." - }, { "left": "pull_request:12490", "right": "pull_request:13442", "accept": false, - "reason": "Different AudioLDM2-related test fixes with no shared bug or code path." + "reason": "Both touch tests, but for different models and failures; not the same bug or fix." }, { "left": "pull_request:327", "right": "pull_request:343", "accept": false, - "reason": "Both are type-hint cleanups, but for different components (PNDM pipeline vs DDIM scheduler) and unrelated changes." + "reason": "Different scheduler/pipeline components and unrelated type-hint cleanup; not one concrete change." }, { "left": "pull_request:3397", "right": "pull_request:3471", "accept": false, - "reason": "Both touch DreamBooth docs, but they add different notes and are not the same underlying change." + "reason": "Both are docs edits, but they address different pages and different guidance." }, { "left": "pull_request:4262", "right": "pull_request:4666", "accept": false, - "reason": "Both mention SDXL/LoRA, but one is DreamBooth training fixes and the other is ControlNet LoRA support; different code paths and goals." + "reason": "One is DreamBooth LoRA training fixes; the other is ControlNet SDXL LoRA support. Same theme, different code paths." }, { "left": "pull_request:11428", "right": "pull_request:11546", "accept": false, - "reason": "Framepack implementation vs PEFT loader support for the Framepack transformer are related names, but not the same concrete bug/change." + "reason": "FramePack pipeline implementation vs PEFT loader mapping support; related feature area, but not the same fix/change." }, { "left": "pull_request:2001", "right": "pull_request:2062", "accept": false, - "reason": "ColossalAI example typo fix and Paint-by-Example CPU offload fix are unrelated." + "reason": "Completely unrelated examples/tests changes in different subsystems." }, { "left": "pull_request:4749", "right": "pull_request:5201", "accept": false, - "reason": "Both concern LoRA, but one fixes SDXL DreamBooth checkpointing and the other fixes xformers/LoRA attention behavior." + "reason": "One is SDXL DreamBooth checkpointing; the other is xformers/LoRA processor behavior. Not the same issue." }, { "left": "pull_request:6645", "right": "pull_request:6759", "accept": false, - "reason": "A community README cleanup and an InstantID pipeline fix are unrelated." + "reason": "Different community README/pipeline changes; no shared underlying bug or feature." + }, + { + "left": "pull_request:327", + "right": "pull_request:349", + "accept": false, + "reason": "Separate scheduler classes with independent type-hint updates, not one duplicate fix." }, { "left": "pull_request:13275", "right": "pull_request:13469", "accept": false, - "reason": "Hunyuan test kwargs fix vs deprecated attention-processor test handling are unrelated test changes." + "reason": "Hunyuan test kwargs vs attention-processor test deprecation handling; unrelated test fixes." }, { "left": "pull_request:5639", "right": "pull_request:7024", "accept": false, - "reason": "Both are AnimateDiff docs, but they document different features (Motion LoRAs vs AnimateLCM) and are not duplicates." + "reason": "Both are AnimateDiff docs, but they document different capabilities (Motion LoRAs vs AnimateLCM)." }, { "left": "pull_request:7206", "right": "pull_request:9086", "accept": false, - "reason": "Training-script tag additions are unrelated to Flux DreamBooth/LoRA training script work." + "reason": "Training-script tags vs FLUX DreamBooth/LoRA scripts; different changes and scopes." }, { "left": "pull_request:9040", "right": "pull_request:9597", "accept": false, - "reason": "Community README updates and Aurora Flow differential diffusion are different changes, not the same bug or feature." + "reason": "Both update the community README, but they add different pipeline entries and are not duplicates." }, { "left": "pull_request:130", "right": "pull_request:1564", "accept": false, - "reason": "Both mention accelerate setup in docs, but one is a general examples README note and the other is a DreamBooth-specific default-config note." + "reason": "Both mention accelerate config, but one adds setup instructions broadly and the other adds a default-config option in DreamBooth docs." }, { "left": "pull_request:2693", "right": "pull_request:788", "accept": false, - "reason": "An inpaint image-link fix and PIL sampler warning fixes are unrelated." + "reason": "A doc image-link fix and a PIL sampler warning fix are unrelated." }, { "left": "pull_request:4833", "right": "pull_request:5201", "accept": false, - "reason": "Different LoRA issues: unfuse/state_dict behavior vs xformers attention processor compatibility." + "reason": "LoRA state/unfuse logic vs xformers LoRA processor behavior; different code paths and failure modes." }, { "left": "pull_request:8913", "right": "pull_request:9506", "accept": false, - "reason": "Checkpoint shard loading from subfolder and a docs/import fix are unrelated." + "reason": "Sharded checkpoint loading fix vs unrelated docs path/imageio update." }, { "left": "pull_request:10858", "right": "pull_request:12018", "accept": false, - "reason": "Both are docs link tweaks, but they change different pages and targets." + "reason": "One is pipeline overview wording; the other is quantization docs terminology/link cleanup. Not the same change." }, { "left": "pull_request:2172", "right": "pull_request:2595", "accept": false, - "reason": "Multi-GPU validation logic and scheduler switch/config behavior are unrelated." + "reason": "Multi-GPU validation in training scripts vs scheduler config switching; no duplicate underlying bug." }, { "left": "pull_request:2406", "right": "pull_request:2490", "accept": false, - "reason": "Same documentation page, but one is a prose/toc nit and the other adds a new MultiDiffusion section; not the same change." + "reason": "Intro typo/wording cleanup vs adding a new MultiDiffusion section; different doc changes." + }, + { + "left": "pull_request:2526", + "right": "pull_request:3942", + "accept": false, + "reason": "Both adjust tests, but they address different failures and test suites." + }, + { + "left": "pull_request:2637", + "right": "pull_request:2748", + "accept": false, + "reason": "Two separate documentation wording fixes in the same file family, not the same underlying issue." + }, + { + "left": "pull_request:3945", + "right": "pull_request:4343", + "accept": false, + "reason": "Same idea of adding a rank arg, but to different training scripts (SD1.5 vs SDXL); separate PRs, not one duplicate change." + }, + { + "left": "pull_request:4626", + "right": "pull_request:6342", + "accept": false, + "reason": "A docs link fix and a rejected installation note are unrelated." + }, + { + "left": "pull_request:4862", + "right": "pull_request:5665", + "accept": false, + "reason": "Both are ControlNet img2img fixes, but one handles MultiControlNet height/width calculation and the other passes size into preprocessing; different bugs." } ] }, @@ -186299,15 +186606,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 265, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 266, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:11353", "pull_request:11479", @@ -186318,34 +186625,33 @@ "pull_request:1229", "pull_request:1527", "pull_request:154", + "pull_request:1554", "pull_request:1564", "pull_request:168", + "pull_request:1788", + "pull_request:1951", "pull_request:2367", - "pull_request:2526", - "pull_request:2637", + "pull_request:2565", "pull_request:2693", - "pull_request:2748", + "pull_request:2892", + "pull_request:2928", "pull_request:3351", + "pull_request:3370", + "pull_request:3446", "pull_request:3476", "pull_request:3586", "pull_request:3589", "pull_request:3590", - "pull_request:3942", - "pull_request:3945", + "pull_request:3641", "pull_request:4262", - "pull_request:4343", "pull_request:4498", "pull_request:4572", - "pull_request:4626", "pull_request:4749", - "pull_request:4862", "pull_request:5003", "pull_request:5157", "pull_request:5615", - "pull_request:5665", "pull_request:5768", "pull_request:5828", - "pull_request:6342", "pull_request:6759", "pull_request:7050", "pull_request:7131", @@ -186356,14 +186662,10 @@ "pull_request:8230", "pull_request:8797", "pull_request:9207", - "pull_request:9696" + "pull_request:9696", + "pull_request:98" ], "soft_pairs": [ - "pull_request:2526|pull_request:3942", - "pull_request:2637|pull_request:2748", - "pull_request:3945|pull_request:4343", - "pull_request:4626|pull_request:6342", - "pull_request:4862|pull_request:5665", "pull_request:5003|pull_request:5157", "pull_request:5768|pull_request:5828", "pull_request:7246|pull_request:8797", @@ -186383,186 +186685,205 @@ "pull_request:1229|pull_request:1564", "pull_request:1229|pull_request:2367", "pull_request:1527|pull_request:2693", - "pull_request:154|pull_request:168" + "pull_request:154|pull_request:168", + "pull_request:154|pull_request:98", + "pull_request:1554|pull_request:2565", + "pull_request:1788|pull_request:3641", + "pull_request:1951|pull_request:3370", + "pull_request:2367|pull_request:2928", + "pull_request:2892|pull_request:3446", + "pull_request:2892|pull_request:3641" ], - "prepared_review_unit_hash": "3f45092adaf155cba04e3f648dc48c62d477fbfc722f3ee4b99f74cf8496a68b", + "prepared_review_unit_hash": "08df8cf5947af0ffa307df7f79b414e7bfc34fb327958e5264f0d22f3f73352c", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 25, - "serialized_chars": 97297, - "estimated_input_tokens": 24325, - "estimated_eval_tokens": 48906 + "soft_pair_count": 27, + "serialized_chars": 98082, + "estimated_input_tokens": 24521, + "estimated_eval_tokens": 49298 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: mostly unrelated docs tweaks, test fixes, and feature PRs that only share broad subsystem names or generic wording. I only accept the one pair that clearly adds the same user-facing feature across closely related DreamBooth LoRA scripts.", - "confidence": 0.97, + "summary": "This cluster is mostly heterogeneous: docs typos, training-script tweaks, scheduler changes, Wan feature work, and a few unrelated tests/utilities. I don\u2019t see any true duplicate PR pairs among the soft edges.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No clear canonical PR for deduping; the set is too mixed and none of the soft-edge pairs are the same concrete change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "If a single PR must represent the cluster, #12006 is the best anchor because it is the broadest substantive code change here and sits in the only loosely related Wan subgroup.", "soft_edge_verdicts": [ - { - "left": "pull_request:2526", - "right": "pull_request:3942", - "accept": false, - "reason": "Both are test-only fixes, but they address different failures in different test files and do not share the same underlying bug." - }, - { - "left": "pull_request:2637", - "right": "pull_request:2748", - "accept": false, - "reason": "Both are documentation typo cleanups, but they are unrelated pages and separate fixes." - }, - { - "left": "pull_request:3945", - "right": "pull_request:4343", - "accept": true, - "reason": "Both add a `rank` argument to DreamBooth LoRA training scripts; this is the same feature change applied to closely related code paths." - }, - { - "left": "pull_request:4626", - "right": "pull_request:6342", - "accept": false, - "reason": "These are unrelated documentation changes in different areas; they do not fix the same issue." - }, - { - "left": "pull_request:4862", - "right": "pull_request:5665", - "accept": false, - "reason": "Both touch ControlNet img2img, but one fixes MultiControlNet height/width handling while the other changes preprocessing input sizing; different bugs." - }, { "left": "pull_request:5003", "right": "pull_request:5157", "accept": false, - "reason": "Both involve LoRA code, but one fixes fuse/unfuse logic and the other fixes Kohya/ControlNet LoRA conversion; separate problems." + "reason": "Both are LoRA-related, but they fix different problems: fuse/unfuse logic vs. Kohya/controlnet LoRA name conversion." }, { "left": "pull_request:5768", "right": "pull_request:5828", "accept": false, - "reason": "One is a docs fix and the other is a memory-related test tweak for the same model; not the same change or bug." + "reason": "Unrelated changes: documentation cleanup for consistency decoder vs. a memory-related test tweak." }, { "left": "pull_request:7246", "right": "pull_request:8797", "accept": false, - "reason": "Both are test fixes, but they target different test scenarios and failures." + "reason": "Different test fixes in the same file, but they target separate behaviors: VAE tiling vs. sharded checkpoint handling." }, { "left": "pull_request:7825", "right": "pull_request:9696", "accept": false, - "reason": "Completely unrelated: model device-map tests versus a workflow input validation fix." + "reason": "One is a model-device-map test guard; the other changes a GitHub Actions workflow. Not the same bug/change." }, { "left": "pull_request:7827", "right": "pull_request:8230", "accept": false, - "reason": "Both mention CPU offloading, but one only fixes a docstring/example while the other updates broad docs and examples; not the same concrete bug." + "reason": "Both mention CPU offloading, but one fixes a docstring example and the other updates broader docs/examples. Not one concrete change." }, { "left": "pull_request:12006", "right": "pull_request:12041", "accept": false, - "reason": "Both are Wan-related, but one adds Wan i2v support and the other fixes VAE patching; different code paths and goals." + "reason": "Both are Wan-related, but one adds 5b i2v pipeline support while the other fixes VAE patchify behavior. Different code paths." }, { "left": "pull_request:3351", "right": "pull_request:3476", "accept": false, - "reason": "Same option name, but these are separate scheduler implementations with distinct integration work rather than one underlying bug/change." + "reason": "Same feature idea (`use_karras_sigmas`) but applied to different schedulers and code paths; not a single mergeable fix." }, { "left": "pull_request:3589", "right": "pull_request:4498", "accept": false, - "reason": "One is a README/reference-tricks doc update; the other adds an SDXL reference pipeline implementation. Not duplicates." + "reason": "One adds README reference tricks; the other implements SDXL reference support. Documentation vs. feature implementation." }, { "left": "pull_request:3586", "right": "pull_request:3590", "accept": false, - "reason": "Different community pipelines (tiling vs canvas); too broad to be the same underlying change." + "reason": "Both are Mixture-themed community examples, but they add different pipelines (tiling vs. canvas) and are not the same change." }, { "left": "pull_request:4262", "right": "pull_request:5615", "accept": false, - "reason": "Both affect SDXL/LoRA-adjacent code, but one is a bundle of DreamBooth fixes and the other reverts adapter LORA loading; unrelated." + "reason": "Different SDXL LoRA-related fixes in different components; not the same underlying bug." }, { "left": "pull_request:4572", "right": "pull_request:4749", "accept": false, - "reason": "Both are LoRA-related, but one renames `network_alpha` handling in a text-to-image script while the other fixes SDXL DreamBooth checkpoint loading; separate bugs." + "reason": "One fixes a parameter name in an example; the other fixes SDXL DreamBooth LoRA checkpoint loading/splitting." }, { "left": "pull_request:4749", "right": "pull_request:6759", "accept": false, - "reason": "Unrelated: SDXL DreamBooth checkpointing versus InstantID prompt-image embedding repetition." + "reason": "Checkpoint-loading fixes for DreamBooth vs. InstantID prompt-image embedding repetition. Unrelated code paths." }, { "left": "pull_request:7050", "right": "pull_request:7131", "accept": false, - "reason": "Both are typo/documentation cleanup PRs, but they cover different files and edits without a shared underlying issue." + "reason": "Both are typo/docs cleanup, but they touch different docs and different issues; not a single duplicated fix." }, { "left": "pull_request:7451", "right": "pull_request:9207", "accept": false, - "reason": "Both mention CPU offloading usage, but the actual edits are broad doc/example sweeps in different areas; not the same concrete fix." + "reason": "Different docs fixes: broad typo cleanup vs. CPU offloading usage updates. Too broad to be the same change." }, { "left": "pull_request:11353", "right": "pull_request:11726", "accept": false, - "reason": "Both are Wan feature work, but one adds FLF2V support and the other expands LoRA conversion; distinct changes." + "reason": "Wan feature support vs. Wan LoRA conversion support; same ecosystem, but different functionality and code paths." }, { "left": "pull_request:11479", "right": "pull_request:11728", "accept": false, - "reason": "Unrelated doc-only changes: Gaudi naming update versus adding quantization libraries to the doc builder image." + "reason": "Doc title rename for Gaudi vs. Dockerfile quant-library additions. Completely different changes." }, { "left": "pull_request:1229", "right": "pull_request:1564", "accept": false, - "reason": "Different DreamBooth docs updates with different purposes; not the same bug or change." + "reason": "Both touch DreamBooth docs, but one is about bitsandbytes installation and the other about default accelerate config." }, { "left": "pull_request:1229", "right": "pull_request:2367", "accept": false, - "reason": "Install docs for bitsandbytes versus training-script checkpoint limit support; unrelated." + "reason": "DreamBooth docs install guidance vs. training-script checkpoint limits. Not the same bug or change." }, { "left": "pull_request:1527", "right": "pull_request:2693", "accept": false, - "reason": "One changes inpainting tensor handling in code, the other fixes an image link in docs; not duplicates." + "reason": "Inpaint tensor-input support vs. a broken image-link doc fix. No overlap in underlying issue." }, { "left": "pull_request:154", "right": "pull_request:168", "accept": false, - "reason": "A conversion script introduction and the initial Stable Diffusion pipeline release are fundamentally different changes." + "reason": "A conversion script addition and the stable diffusion pipeline introduction are unrelated changes." + }, + { + "left": "pull_request:154", + "right": "pull_request:98", + "accept": false, + "reason": "Different conversion scripts for different model families; not the same underlying bug/change." + }, + { + "left": "pull_request:1554", + "right": "pull_request:2565", + "accept": false, + "reason": "Both are doc corrections, but they refer to different model APIs and different doc pages." + }, + { + "left": "pull_request:1788", + "right": "pull_request:3641", + "accept": false, + "reason": "DDIM scheduler bug fix vs. inpainting latent handling. Different concrete problems." + }, + { + "left": "pull_request:1951", + "right": "pull_request:3370", + "accept": false, + "reason": "ColossalAI version update vs. PyTorch 2.0 docs update. Unrelated." + }, + { + "left": "pull_request:2367", + "right": "pull_request:2928", + "accept": false, + "reason": "Checkpoint retention in training scripts vs. controlnet local dataset loading. Different features." + }, + { + "left": "pull_request:2892", + "right": "pull_request:3446", + "accept": false, + "reason": "Upcaster/embed input support vs. a pipeline warning-message wording fix. Not the same bug." + }, + { + "left": "pull_request:2892", + "right": "pull_request:3641", + "accept": false, + "reason": "Both involve inpainting/upscaling, but they fix different latent-handling behavior in different pipelines." } ] }, @@ -186576,41 +186897,40 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 266, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 267, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10192", "pull_request:10941", "pull_request:11655", + "pull_request:11739", + "pull_request:11744", + "pull_request:12490", "pull_request:1269", + "pull_request:12782", + "pull_request:13039", + "pull_request:13055", "pull_request:13121", "pull_request:13217", + "pull_request:13275", "pull_request:1508", - "pull_request:154", - "pull_request:1554", - "pull_request:1788", - "pull_request:1951", "pull_request:2009", - "pull_request:2367", - "pull_request:2565", "pull_request:2892", - "pull_request:2928", "pull_request:2976", "pull_request:326", - "pull_request:3370", - "pull_request:3446", "pull_request:3471", + "pull_request:3546", "pull_request:3568", "pull_request:359", "pull_request:360", - "pull_request:3641", + "pull_request:3632", "pull_request:4272", "pull_request:4621", "pull_request:4856", @@ -186631,18 +186951,12 @@ "pull_request:822", "pull_request:827", "pull_request:8797", + "pull_request:8992", "pull_request:9206", - "pull_request:9676", - "pull_request:98" + "pull_request:9423", + "pull_request:9676" ], "soft_pairs": [ - "pull_request:154|pull_request:98", - "pull_request:1554|pull_request:2565", - "pull_request:1788|pull_request:3641", - "pull_request:1951|pull_request:3370", - "pull_request:2367|pull_request:2928", - "pull_request:2892|pull_request:3446", - "pull_request:2892|pull_request:3641", "pull_request:2892|pull_request:4272", "pull_request:2976|pull_request:4856", "pull_request:3568|pull_request:5411", @@ -186662,198 +186976,205 @@ "pull_request:5898|pull_request:6330", "pull_request:7246|pull_request:9206", "pull_request:8797|pull_request:9206", - "pull_request:13121|pull_request:13217" + "pull_request:13121|pull_request:13217", + "pull_request:8992|pull_request:9423", + "pull_request:12490|pull_request:13275", + "pull_request:3546|pull_request:3632", + "pull_request:11739|pull_request:11744", + "pull_request:12490|pull_request:12782", + "pull_request:12490|pull_request:13039", + "pull_request:13039|pull_request:13055" ], - "prepared_review_unit_hash": "af003c04f677d177fb881bca8dd4bde44441e2d5baf6c7a73d7e8847358d6b4d", + "prepared_review_unit_hash": "58e5f7ecd7906ae7c67f535f165d983a87b6fd44106e7730a5d7269b22a7422e", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 104201, - "estimated_input_tokens": 26051, - "estimated_eval_tokens": 52358 + "serialized_chars": 103834, + "estimated_input_tokens": 25959, + "estimated_eval_tokens": 52174 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly superficial similarity matches across unrelated PRs. The shared signals are generally broad subsystems (docs, type hints, pipelines, tests) rather than the same concrete bug or change, so none of the soft edges should be merged.", - "confidence": 0.98, + "summary": "This cluster is heterogeneous: mostly unrelated docs, test, chore, and feature PRs that only look similar at a high level. I found no convincing duplicate pairings and no clear canonical artifact.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single PR is a good canonical representative because the items do not share one underlying bug or change.", "soft_edge_verdicts": [ - { - "left": "pull_request:154", - "right": "pull_request:98", - "accept": false, - "reason": "Both are checkpoint conversion scripts, but for different model families and different conversion logic. Same category, not the same change." - }, - { - "left": "pull_request:1554", - "right": "pull_request:2565", - "accept": false, - "reason": "Both are doc corrections, but they fix different model docs and different wording. No shared underlying bug/change." - }, - { - "left": "pull_request:1788", - "right": "pull_request:3641", - "accept": false, - "reason": "Different code paths and failures: DDIM sample prediction fix vs inpainting latent handling. Not the same bug." - }, - { - "left": "pull_request:1951", - "right": "pull_request:3370", - "accept": false, - "reason": "One updates ColossalAI training code; the other updates PyTorch 2.0 docs. Unrelated." - }, - { - "left": "pull_request:2367", - "right": "pull_request:2928", - "accept": false, - "reason": "Checkpoint retention in training scripts is unrelated to ControlNet custom dataset loading." - }, - { - "left": "pull_request:2892", - "right": "pull_request:3446", - "accept": false, - "reason": "Upcaster/embed input handling in upscaler is unrelated to a pipeline loading warning-message tweak." - }, - { - "left": "pull_request:2892", - "right": "pull_request:3641", - "accept": false, - "reason": "Different inpainting/upscaler input bugs with no shared concrete fix." - }, { "left": "pull_request:2892", "right": "pull_request:4272", "accept": false, - "reason": "Pipeline input validation and missing optional imports are unrelated changes." + "reason": "Different problems: upscaler input/embed handling vs missing optional imports. Only broad code-maintenance similarity." }, { "left": "pull_request:2976", "right": "pull_request:4856", "accept": false, - "reason": "Both touch docs links, but they fix different pages and different broken references." + "reason": "Both are docs link fixes, but they target different pages and broken links, not the same underlying change." }, { "left": "pull_request:3568", "right": "pull_request:5411", "accept": false, - "reason": "Different documentation link fixes in different guides; not one duplicated doc change." + "reason": "Both fix broken docs links, but for different guides and different link targets." }, { "left": "pull_request:4621", "right": "pull_request:6119", "accept": false, - "reason": "Multi-adapter scale consistency and fp16 LoRA training stability are unrelated." + "reason": "Unrelated: multi-adapter downscale validation vs LoRA fp16 gradient scaling in training." }, { "left": "pull_request:5090", "right": "pull_request:6645", "accept": false, - "reason": "Both are T2I-adapter/community-facing fixes, but they address different files and different issues." + "reason": "Unrelated t2i adapter logic vs community README cleanup." }, { "left": "pull_request:5391", "right": "pull_request:5759", "accept": false, - "reason": "Both are broad docs/type-hint cleanups, but the scopes and file sets differ substantially; same theme is not enough." + "reason": "Both are broad docs/type-hint cleanups, but they are not the same concrete fix or code path." }, { "left": "pull_request:7319", "right": "pull_request:7857", "accept": false, - "reason": "Both add docs pages, but for different features (EDM schedulers vs PixArt-Sigma)." + "reason": "Different docs additions for different features/schedulers; not a duplicate change." }, { "left": "pull_request:822", "right": "pull_request:827", "accept": false, - "reason": "Both touch Flax/Stable Diffusion plumbing, but one is scheduler API alignment and the other is pipeline registration/loading behavior." + "reason": "One updates Flax scheduler API; the other aligns PT/Flax loading behavior. Same area, different change." }, { "left": "pull_request:10192", "right": "pull_request:11655", "accept": false, - "reason": "Flux Control Inpaint pipeline/docs vs Flux Control LoRA 8-bit support are different features, not one fix." + "reason": "Different Flux issues: pipeline inpaint/control support vs 8-bit LoRA loading support." }, { "left": "pull_request:1269", "right": "pull_request:2009", "accept": false, - "reason": "Stable diffusion refactor and textual inversion loading are separate changes despite overlapping files." + "reason": "Refactor/finalization PR vs textual inversion loading feature; not the same bug or change." }, { "left": "pull_request:1508", "right": "pull_request:3471", "accept": false, - "reason": "Both are DreamBooth docs changes, but they fix different training guidance issues." + "reason": "Both are DreamBooth docs updates, but they address different documentation topics." }, { "left": "pull_request:5299", "right": "pull_request:5759", "accept": false, - "reason": "Shared broad area of docs/type hints, but not the same underlying bug or patch set." + "reason": "Overlap on type hints/docs, but these are separate broad cleanup PRs touching different sets of files." }, { "left": "pull_request:7200", "right": "pull_request:7919", "accept": false, - "reason": "Transformer norm input validation and device_map offload behavior are unrelated fixes." + "reason": "Different code paths: Transformer2D input validation vs offload behavior when device_map is enabled." }, { "left": "pull_request:10941", "right": "pull_request:9676", "accept": false, - "reason": "Flux pipeline copy fixes and an EntryNotFoundError import change are unrelated." + "reason": "Different fixes in different areas: Flux copy cleanup vs benchmark import path." }, { "left": "pull_request:326", "right": "pull_request:359", "accept": false, - "reason": "Different scheduler/type-hint cleanup PRs for different classes; not the same change." + "reason": "Both are type-hint PRs, but they modify different scheduler files and are not the same change." }, { "left": "pull_request:326", "right": "pull_request:360", "accept": false, - "reason": "Different scheduler/type-hint cleanup PRs for different classes; not the same change." + "reason": "Same as above: separate scheduler type-hint cleanup, not one underlying fix." }, { "left": "pull_request:5898", "right": "pull_request:6330", "accept": false, - "reason": "Both are docs tweaks, but one rewrites unconditional image generation text and the other fixes SVD rendering/image URLs." + "reason": "Different docs edits for unrelated topics: unconditional generation vs SVD rendering." }, { "left": "pull_request:7246", "right": "pull_request:9206", "accept": false, - "reason": "VAE tiling test device handling and xformers test fixes are different test issues." + "reason": "Unrelated test fixes: VAE tiling device handling vs xformers test coverage." }, { "left": "pull_request:8797", "right": "pull_request:9206", "accept": false, - "reason": "Sharded checkpoint tests and xformers tests are unrelated test maintenance changes." + "reason": "Different test failures in different subsystems; not the same bug." }, { "left": "pull_request:13121", "right": "pull_request:13217", "accept": false, - "reason": "Both are LTX-2 related, but one fixes a specific CFG/num_videos_per_prompt inference bug while the other adds LTX-2.3 model support and conversion changes. Different concrete changes." + "reason": "LTX-2 inference edge case vs new LTX-2.3 model support; distinct code paths and goals." + }, + { + "left": "pull_request:8992", + "right": "pull_request:9423", + "accept": false, + "reason": "Both add differential diffusion, but to different model families and implementations." + }, + { + "left": "pull_request:12490", + "right": "pull_request:13275", + "accept": false, + "reason": "Separate test fixes for different models/configurations; no shared underlying bug." + }, + { + "left": "pull_request:3546", + "right": "pull_request:3632", + "accept": false, + "reason": "Related panorama pipeline area, but the changes are different: scheduler support vs view-batch feature." + }, + { + "left": "pull_request:11739", + "right": "pull_request:11744", + "accept": false, + "reason": "One is an open training-script alpha/metadata fix; the other is a completed Sana training metadata PR. Similar theme, but not the same artifact." + }, + { + "left": "pull_request:12490", + "right": "pull_request:12782", + "accept": false, + "reason": "Different test adjustments for different model families." + }, + { + "left": "pull_request:12490", + "right": "pull_request:13039", + "accept": false, + "reason": "Unrelated: Audioldm2 test config vs Wan upcasting fix." + }, + { + "left": "pull_request:13039", + "right": "pull_request:13055", + "accept": false, + "reason": "Different Wan issues: CPU upcasting test behavior vs missing-transformer fallback handling." } ] }, @@ -186867,73 +187188,66 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 267, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 268, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:10105", "pull_request:10539", + "pull_request:10704", "pull_request:10810", "pull_request:10983", "pull_request:11066", + "pull_request:1128", "pull_request:1136", + "pull_request:11366", + "pull_request:11384", + "pull_request:11571", + "pull_request:11572", "pull_request:11635", "pull_request:11704", - "pull_request:11739", - "pull_request:11744", "pull_request:11856", "pull_request:11897", "pull_request:11997", "pull_request:12006", - "pull_request:12490", + "pull_request:12496", "pull_request:12523", "pull_request:12611", - "pull_request:12782", "pull_request:12982", "pull_request:13002", - "pull_request:13039", - "pull_request:13055", "pull_request:13208", "pull_request:13223", - "pull_request:13275", + "pull_request:1338", "pull_request:1508", "pull_request:1525", + "pull_request:1926", "pull_request:1982", "pull_request:2001", "pull_request:2322", "pull_request:2339", "pull_request:2691", "pull_request:2693", - "pull_request:3546", "pull_request:3607", - "pull_request:3632", "pull_request:391", "pull_request:416", "pull_request:4294", "pull_request:433", "pull_request:5407", "pull_request:6346", + "pull_request:689", "pull_request:6994", "pull_request:7068", "pull_request:774", "pull_request:8571", - "pull_request:8631", - "pull_request:8992", - "pull_request:9423" + "pull_request:8631" ], "soft_pairs": [ - "pull_request:8992|pull_request:9423", - "pull_request:12490|pull_request:13275", - "pull_request:3546|pull_request:3632", - "pull_request:11739|pull_request:11744", - "pull_request:12490|pull_request:12782", - "pull_request:12490|pull_request:13039", - "pull_request:13039|pull_request:13055", "pull_request:1508|pull_request:2339", "pull_request:11997|pull_request:12611", "pull_request:10539|pull_request:10810", @@ -186952,192 +187266,192 @@ "pull_request:2322|pull_request:433", "pull_request:2691|pull_request:4294", "pull_request:391|pull_request:416", - "pull_request:12982|pull_request:13002" + "pull_request:12982|pull_request:13002", + "pull_request:11571|pull_request:11572", + "pull_request:12496|pull_request:12523", + "pull_request:10105|pull_request:10704", + "pull_request:1338|pull_request:689", + "pull_request:1128|pull_request:1926", + "pull_request:11366|pull_request:11384" ], - "prepared_review_unit_hash": "43ab362e7866274b263c0f39546e90604f6c62bd93bb44619ff24bdcf3bf9a43", + "prepared_review_unit_hash": "cbfaf21418d4bd4879dcccc9ecbafdc9ca1cf7445eb89238cad2c00f48b1173f", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 106153, - "estimated_input_tokens": 26539, - "estimated_eval_tokens": 53334 + "soft_pair_count": 25, + "serialized_chars": 106946, + "estimated_input_tokens": 26737, + "estimated_eval_tokens": 53730 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: it mixes unrelated feature, docs, and test PRs across different subsystems. I do not see a single canonical duplicate PR/issue for the whole set; most soft edges are near-matches at the subsystem level, not the same change.", - "confidence": 0.9, + "summary": "Mostly unrelated PRs with a few false-positive soft links from shared filenames or broad subsystem overlap; I found no true duplicate pairs under a strict same-bug/same-change standard.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 13208 is the best representative if one must be chosen: it is a coherent, self-contained feature addition with docs, pipeline/model code, loaders, and test integration. The rest are mostly smaller docs/typo edits or narrower follow-up fixes.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 13208 is the strongest overall artifact because it introduces a full Helios video-generation feature rather than a narrow patch, and it has the broadest implementation surface and integration coverage.", "soft_edge_verdicts": [ - { - "left": "pull_request:8992", - "right": "pull_request:9423", - "accept": false, - "reason": "Same general idea (differential diffusion) but different models/pipelines and different code paths; not the same concrete change." - }, - { - "left": "pull_request:12490", - "right": "pull_request:13275", - "accept": false, - "reason": "Both are test-only config fixes, but for different pipelines/models and unrelated failures." - }, - { - "left": "pull_request:3546", - "right": "pull_request:3632", - "accept": false, - "reason": "Both touch the panorama pipeline, but one is scheduler support and the other is view batching; distinct changes." - }, - { - "left": "pull_request:11739", - "right": "pull_request:11744", - "accept": false, - "reason": "Different DreamBooth example scripts and different issues; same area but not the same bug or patch." - }, - { - "left": "pull_request:12490", - "right": "pull_request:12782", - "accept": false, - "reason": "Unrelated test fixes for different model families." - }, - { - "left": "pull_request:12490", - "right": "pull_request:13039", - "accept": false, - "reason": "Different tests and different model code; no shared underlying defect." - }, - { - "left": "pull_request:13039", - "right": "pull_request:13055", - "accept": false, - "reason": "One fixes CPU upcasting in a transformer, the other fixes pipeline behavior when a transformer is missing; separate problems." - }, { "left": "pull_request:1508", "right": "pull_request:2339", "accept": false, - "reason": "Both are DreamBooth docs, but they address different topics; not the same documentation fix." + "reason": "Both touch DreamBooth docs/train script, but one is about `num_class_images` clarification and the other is checkpointing docs/tests; different user problems and different changes." }, { "left": "pull_request:11997", "right": "pull_request:12611", "accept": false, - "reason": "Both are Wan modular-pipeline related, but one adds I2V/FLF2V support and the other is a broader modular refactor; not the same change." + "reason": "Both are Wan modular-pipeline work, but 11997 adds Wan I2V/FLF2V blocks while 12611 is a broader modular refactor with guider and pipeline plumbing; not the same concrete change." }, { "left": "pull_request:10539", "right": "pull_request:10810", "accept": false, - "reason": "Flux true-CFG logic and LoRA support are unrelated fixes." + "reason": "One fixes Flux true-CFG gating; the other improves LoRA conversion support for Flux. Same subsystem, different bug." }, { "left": "pull_request:1136", "right": "pull_request:2001", "accept": false, - "reason": "Different docs/example cleanup PRs with no shared bug or code path." + "reason": "Both are small docs/example edits, but one fixes README links and the other fixes a ColossalAI example typo; unrelated." }, { "left": "pull_request:1136", "right": "pull_request:2693", "accept": false, - "reason": "Both are small docs/example fixes, but for different files and issues." + "reason": "Both are link/doc cleanups, but they target different files and different broken links; not a duplicate change." }, { "left": "pull_request:11704", "right": "pull_request:11856", "accept": false, - "reason": "Same Wan/LoRA area, but one changes conversion heuristics and the other changes fuse_lora behavior; related but not duplicate." + "reason": "Both concern Wan LoRA handling, but 11704 adjusts conversion thresholds for AccVideo support while 11856 changes fuse_lora logic for AccVideo/CausVid; related area, not the same fix." }, { "left": "pull_request:5407", "right": "pull_request:6346", "accept": false, - "reason": "Different training-example precision/LoRA-related fixes, not the same underlying bug." + "reason": "One fixes mixed-precision behavior in an unconditional training example; the other updates LoRA state-dict conversion in training examples. Different code paths and symptoms." }, { "left": "pull_request:7068", "right": "pull_request:8571", "accept": false, - "reason": "Both are typo/style cleanup PRs, but they are not the same change." + "reason": "Both are style/typo cleanup PRs, but they touch different files and different text; no shared bug or change." }, { "left": "pull_request:1982", "right": "pull_request:774", "accept": false, - "reason": "Different test adjustments in different eras; no shared concrete defect." + "reason": "Both are test-related, but one fixes an example test path and the other adjusts pipeline test tolerances/usage; not the same underlying issue." }, { "left": "pull_request:10983", "right": "pull_request:11066", "accept": false, - "reason": "Both concern HunyuanVideo I2V, but 11066 updates the model variant/name and does not look like the same concrete fix as 10983." + "reason": "Both are Hunyuan I2V docs/pipeline updates, but they introduce different model variants and distinct implementation changes." }, { "left": "pull_request:12006", "right": "pull_request:12523", "accept": false, - "reason": "Wan 2.2 pipeline support vs AutoencoderKLWan skip-key handling are separate changes." + "reason": "Wan i2v shape mismatch vs AutoencoderKLWan skip-key handling are separate bugs in different components." }, { "left": "pull_request:1525", "right": "pull_request:3607", "accept": false, - "reason": "Batch-size handling in upscaling is unrelated to the attention/temb fix." + "reason": "One fixes upscale batch sizing; the other fixes attention behavior and slow tests. Different problems." }, { "left": "pull_request:6994", "right": "pull_request:8631", "accept": false, - "reason": "Both are single-file loader fixes, but they target different loader paths and different bugs." + "reason": "Both affect single-file loaders, but one passes `torch_dtype` through loaders while the other returns a missing T5 model object; separate loader bugs." }, { "left": "pull_request:13208", "right": "pull_request:13223", "accept": false, - "reason": "Helios pipeline addition vs Helios context-parallelism fix are different changes." + "reason": "13208 adds Helios pipelines and docs; 13223 changes Helios context-parallel execution. Same model family, but not the same change." }, { "left": "pull_request:11635", "right": "pull_request:11897", "accept": false, - "reason": "A Flux Kontext feature PR and a broad test-merge PR are not the same underlying change." + "reason": "11635 adds Flux Kontext functionality; 11897 is a workflow/docs merge. No overlap in concrete bug or feature." }, { "left": "pull_request:2322", "right": "pull_request:433", "accept": false, - "reason": "One is a textual inversion/example update, the other is a dependency/formatting update." + "reason": "One is an inpaint example/update bundle; the other is a black version bump and formatting cleanup. Unrelated." }, { "left": "pull_request:2691", "right": "pull_request:4294", "accept": false, - "reason": "Attention rename and SDXL naming updates are unrelated refactors." + "reason": "Both rename/adjust docs and APIs, but they target different model families and different rename tasks." }, { "left": "pull_request:391", "right": "pull_request:416", "accept": false, - "reason": "PNDM docs and model API docs are unrelated documentation PRs." + "reason": "PNDM docs and model API docs are separate documentation updates with no shared underlying fix." }, { "left": "pull_request:12982", "right": "pull_request:13002", "accept": false, - "reason": "Flux2 Klein example training support and modular pipeline support are different code paths and not mergeable as one duplicate fix." + "reason": "Both are Flux2/Klein support, but 12982 adds training/pipeline support and 13002 adds modular-pipeline support; related feature area, not one duplicate PR." + }, + { + "left": "pull_request:11571", + "right": "pull_request:11572", + "accept": false, + "reason": "One adds LTX 0.9.7-distilled model/pipeline docs; the other adds non-diffusers LTX LoRA conversion support. Same product area, different changes." + }, + { + "left": "pull_request:12496", + "right": "pull_request:12523", + "accept": false, + "reason": "Wan I2V condition shape fix vs AutoencoderKLWan skip-key handling; unrelated fixes." + }, + { + "left": "pull_request:10105", + "right": "pull_request:10704", + "accept": false, + "reason": "Broken README link cleanup and image-to-image docs correction are different documentation edits." + }, + { + "left": "pull_request:1338", + "right": "pull_request:689", + "accept": false, + "reason": "Onnx inpainting cast-order fix and attention performance change are unrelated." + }, + { + "left": "pull_request:1128", + "right": "pull_request:1926", + "accept": false, + "reason": "Tensor-input inpaint support and a separate Stable Diffusion OneFlow support PR are different features." + }, + { + "left": "pull_request:11366", + "right": "pull_request:11384", + "accept": false, + "reason": "Both touch HiDream code, but one changes transformer outputs and the other moves deprecation warnings; different concerns." } ] }, @@ -187151,38 +187465,35 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 268, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 269, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:10105", "pull_request:10200", "pull_request:10579", - "pull_request:10704", - "pull_request:1128", - "pull_request:11366", - "pull_request:11384", - "pull_request:11571", - "pull_request:11572", "pull_request:11726", + "pull_request:11916", + "pull_request:12006", "pull_request:12315", "pull_request:12324", "pull_request:12496", "pull_request:12522", - "pull_request:12523", + "pull_request:12530", + "pull_request:12549", "pull_request:13150", - "pull_request:1338", "pull_request:13454", "pull_request:1926", "pull_request:1966", + "pull_request:2464", "pull_request:2470", "pull_request:2693", + "pull_request:2892", "pull_request:2959", "pull_request:2968", "pull_request:327", @@ -187190,15 +187501,19 @@ "pull_request:344", "pull_request:3586", "pull_request:382", + "pull_request:3912", "pull_request:396", + "pull_request:4098", "pull_request:416", "pull_request:4242", + "pull_request:4408", "pull_request:4412", + "pull_request:4780", "pull_request:5098", + "pull_request:5151", "pull_request:5384", "pull_request:6489", "pull_request:6490", - "pull_request:689", "pull_request:6961", "pull_request:6962", "pull_request:7247", @@ -187210,12 +187525,6 @@ "pull_request:9065" ], "soft_pairs": [ - "pull_request:11571|pull_request:11572", - "pull_request:12496|pull_request:12523", - "pull_request:10105|pull_request:10704", - "pull_request:1338|pull_request:689", - "pull_request:1128|pull_request:1926", - "pull_request:11366|pull_request:11384", "pull_request:10579|pull_request:9065", "pull_request:2693|pull_request:4412", "pull_request:2968|pull_request:4412", @@ -187234,186 +187543,199 @@ "pull_request:382|pull_request:396", "pull_request:382|pull_request:416", "pull_request:1926|pull_request:1966", - "pull_request:6961|pull_request:8452" + "pull_request:6961|pull_request:8452", + "pull_request:4098|pull_request:4408", + "pull_request:11916|pull_request:12549", + "pull_request:12530|pull_request:13454", + "pull_request:2892|pull_request:4412", + "pull_request:4780|pull_request:5151", + "pull_request:2464|pull_request:3912", + "pull_request:12006|pull_request:12496" ], - "prepared_review_unit_hash": "aaccddd59e8034fed4ffa8aed1f6b498d8933b039402db74230bb8a7c8ce50cf", + "prepared_review_unit_hash": "9240c5295d807147d3c7d65dd3ac1a1a5c987af8f9cb6c551e243258168acf15", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 25, - "serialized_chars": 98269, - "estimated_input_tokens": 24568, - "estimated_eval_tokens": 49392 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 105343, + "estimated_input_tokens": 26336, + "estimated_eval_tokens": 52928 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated docs, tests, and feature PRs. None of the soft pairs look like the same underlying bug or change, so I rejected all of them.", - "confidence": 0.96, + "summary": "The cluster is heterogeneous: it mixes unrelated docs, tests, model refactors, and feature PRs. None of the soft edges look like true duplicates of the same concrete change, so no canonical artifact stands out.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a true duplicate anchor here; the candidates span unrelated fixes, docs edits, tests, and feature work.", + "canonical_pr_reason": "No single canonical PR: the apparent similarities are only broad subsystem/topic overlap (Wan/VACE, PEFT, attention backends, docs/tests) rather than the same underlying fix or feature.", "best_issue_reason": null, - "best_pr_reason": "No PR is a safe global representative because the closest-looking pairs still target different code paths or different kinds of changes.", + "best_pr_reason": "No global best PR for deduplication: the set is too mixed, and the strongest overlaps still target different code paths or distinct feature additions.", "soft_edge_verdicts": [ - { - "left": "pull_request:11571", - "right": "pull_request:11572", - "accept": false, - "reason": "LTX docs/model update vs LTX LoRA support; different features and code paths." - }, - { - "left": "pull_request:12496", - "right": "pull_request:12523", - "accept": false, - "reason": "Wan I2V shape fix vs AutoencoderKLWan skip-key fix; separate bugs in different layers." - }, - { - "left": "pull_request:10105", - "right": "pull_request:10704", - "accept": false, - "reason": "Broken optimization-doc link fix vs img2img doc/example cleanup; unrelated documentation changes." - }, - { - "left": "pull_request:1338", - "right": "pull_request:689", - "accept": false, - "reason": "ONNX inpaint cast-order fix vs attention performance test change; unrelated subsystems." - }, - { - "left": "pull_request:1128", - "right": "pull_request:1926", - "accept": false, - "reason": "Tensor input support in inpaint vs OneFlow dev support for inpainting; different implementations and goals." - }, - { - "left": "pull_request:11366", - "right": "pull_request:11384", - "accept": false, - "reason": "Same file, but one changes transformer outputs while the other only moves deprecation versions; not the same change." - }, { "left": "pull_request:10579", "right": "pull_request:9065", "accept": false, - "reason": "Community pipeline addition vs sentencepiece dependency support; unrelated changes." + "reason": "Community pipeline addition vs soft-dependency packaging change; unrelated changes." }, { "left": "pull_request:2693", "right": "pull_request:4412", "accept": false, - "reason": "Doc image-link fix vs float16 inference test fix; different artifact types and issues." + "reason": "Doc image-link fix vs float16 test harness fix; different artifacts and code paths." }, { "left": "pull_request:2968", "right": "pull_request:4412", "accept": false, - "reason": "Img2img post-processing bug fix vs float16 inference test fix; unrelated." + "reason": "Img2img post-processing bugfix vs test-only adjustment; not the same change." }, { "left": "pull_request:5098", "right": "pull_request:6962", "accept": false, - "reason": "Kandinsky precision test updates vs PixArt slow-test cleanup; different pipelines and problems." + "reason": "Different pipelines/models and different test issues; only both are test-related." }, { "left": "pull_request:12522", "right": "pull_request:13454", "accept": false, - "reason": "Toctree styling cleanup vs CLIP-related xfail markings; unrelated docs/test edits." + "reason": "Docs TOC styling cleanup vs xfail for CLIP-related tests; unrelated." }, { "left": "pull_request:11726", "right": "pull_request:12324", "accept": false, - "reason": "Wan LoRA conversion support vs adding Wan2.2 VACE support; related family, but distinct features and code paths." + "reason": "Wan VACE LoRA conversion support vs new Wan2.2 VACE feature/pipeline; related theme, but different concrete work." }, { "left": "pull_request:12315", "right": "pull_request:13150", "accept": false, - "reason": "Scheduler simplification in LoRA tests vs user-configurable recompile limit in compile tests; different test scaffolding." + "reason": "Scheduler test simplification vs compile-test API change; separate test maintenance." }, { "left": "pull_request:3298", "right": "pull_request:4242", "accept": false, - "reason": "IF super-resolution aspect-ratio support vs single-file VAE loading support; unrelated functionality." + "reason": "Pipeline aspect-ratio support vs from_single_file VAE loading support; not the same bug/change." }, { "left": "pull_request:6489", "right": "pull_request:6490", "accept": false, - "reason": "StyleAligned community pipeline vs RAVE video editing pipeline; different community additions." + "reason": "Different community pipelines, only sharing README placement." }, { "left": "pull_request:8322", "right": "pull_request:9008", "accept": false, - "reason": "Broad errata/docs sweep vs typo/whitespace cleanup; same general hygiene theme but not the same change." + "reason": "Broad errata sweep vs typo/whitespace cleanup; not one underlying issue." }, { "left": "pull_request:7247", "right": "pull_request:7941", "accept": false, - "reason": "Config-check test fix vs slow marker on single-file tests; unrelated test maintenance." + "reason": "Single-file config test fixes vs marking a different slow test; unrelated test changes." }, { "left": "pull_request:10200", "right": "pull_request:8761", "accept": false, - "reason": "HiDream controlnet refactor vs Hunyuan embedding refactor; unrelated model code." + "reason": "Different model refactors in unrelated components." }, { "left": "pull_request:327", "right": "pull_request:344", "accept": false, - "reason": "PNDM pipeline type hints vs VAE model type hints; different files and changes." + "reason": "Separate type-hint PRs for different modules; no shared bug or feature." }, { "left": "pull_request:3586", "right": "pull_request:5384", "accept": false, - "reason": "Community tiling pipeline vs hypernetwork support; unrelated features." + "reason": "Community tiling pipeline vs hypernetwork loader support; completely different changes." }, { "left": "pull_request:2470", "right": "pull_request:2959", "accept": false, - "reason": "MPS test fixes vs UNet3D norm-group test fix; different test targets." + "reason": "Different test fixes for different models/pipelines." }, { "left": "pull_request:382", "right": "pull_request:396", "accept": false, - "reason": "DDPM docs vs DDIM docs; separate pipeline documentation." + "reason": "DDPM docs vs DDIM docs; adjacent topics but distinct additions." }, { "left": "pull_request:382", "right": "pull_request:416", "accept": false, - "reason": "DDPM docs vs model docs; not the same artifact or change." + "reason": "Pipeline docs vs model docs; no shared underlying change." }, { "left": "pull_request:1926", "right": "pull_request:1966", "accept": false, - "reason": "OneFlow inpainting support vs Flax inpainting implementation; different frameworks and implementations." + "reason": "Both add inpainting support, but for different backends/implementations; not mergeable as one change." }, { "left": "pull_request:6961", "right": "pull_request:8452", "accept": false, - "reason": "Single-file loader test additions vs a strict=False loading fix; one is tests, the other is behavior change." + "reason": "Test additions for single-file loaders vs loader error-handling fix; different scopes." + }, + { + "left": "pull_request:4098", + "right": "pull_request:4408", + "accept": false, + "reason": "Adding SDXL inpainting vs enabling single-file loading for SDXL inpainting; related feature area, but different code paths." + }, + { + "left": "pull_request:11916", + "right": "pull_request:12549", + "accept": false, + "reason": "Attention-dispatch refactor for Flux/Chroma vs adding the AITER backend; different changes despite shared files." + }, + { + "left": "pull_request:12530", + "right": "pull_request:13454", + "accept": false, + "reason": "Different xfail markers for different failing tests; no same defect." + }, + { + "left": "pull_request:2892", + "right": "pull_request:4412", + "accept": false, + "reason": "Upscaler input-validation change vs float16 test setup fix; unrelated." + }, + { + "left": "pull_request:4780", + "right": "pull_request:5151", + "accept": false, + "reason": "Broad draft PEFT integration work vs a later Unet-specific PEFT integration PR; overlapping area, but not the same concrete change." + }, + { + "left": "pull_request:2464", + "right": "pull_request:3912", + "accept": false, + "reason": "Generic script cleanup vs a feature to finetune the text encoder; different intents and diffs." + }, + { + "left": "pull_request:12006", + "right": "pull_request:12496", + "accept": false, + "reason": "Wan2.2 i2v feature addition vs a separate shape-mismatch bugfix in the Wan i2v pipeline." } ] }, @@ -187427,15 +187749,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 269, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 270, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ "pull_request:10330", "pull_request:10431", @@ -187445,12 +187767,10 @@ "pull_request:11556", "pull_request:11916", "pull_request:11986", - "pull_request:12006", + "pull_request:11995", "pull_request:12092", "pull_request:12387", - "pull_request:12496", - "pull_request:12530", - "pull_request:12549", + "pull_request:12454", "pull_request:12593", "pull_request:12647", "pull_request:12679", @@ -187458,41 +187778,36 @@ "pull_request:12961", "pull_request:13039", "pull_request:13331", - "pull_request:13454", "pull_request:1788", + "pull_request:1913", "pull_request:1982", + "pull_request:2327", "pull_request:2367", - "pull_request:2464", "pull_request:2593", - "pull_request:2892", + "pull_request:2706", + "pull_request:2919", + "pull_request:2959", + "pull_request:3292", "pull_request:3607", "pull_request:3657", - "pull_request:3912", - "pull_request:4098", + "pull_request:3806", "pull_request:4187", - "pull_request:4408", - "pull_request:4412", - "pull_request:4780", - "pull_request:5151", + "pull_request:5665", "pull_request:6426", "pull_request:6633", "pull_request:6759", "pull_request:6961", + "pull_request:6994", "pull_request:7116", + "pull_request:7246", "pull_request:7825", + "pull_request:7941", "pull_request:802", "pull_request:8937", "pull_request:9676", "pull_request:9696" ], "soft_pairs": [ - "pull_request:4098|pull_request:4408", - "pull_request:11916|pull_request:12549", - "pull_request:12530|pull_request:13454", - "pull_request:2892|pull_request:4412", - "pull_request:4780|pull_request:5151", - "pull_request:2464|pull_request:3912", - "pull_request:12006|pull_request:12496", "pull_request:10330|pull_request:10815", "pull_request:10431|pull_request:10537", "pull_request:11556|pull_request:12092", @@ -187510,186 +187825,193 @@ "pull_request:2367|pull_request:4187", "pull_request:6759|pull_request:8937", "pull_request:12593|pull_request:12679", - "pull_request:7825|pull_request:9676" + "pull_request:7825|pull_request:9676", + "pull_request:1913|pull_request:3292", + "pull_request:2327|pull_request:2706", + "pull_request:2593|pull_request:3806", + "pull_request:5665|pull_request:6994", + "pull_request:2919|pull_request:2959", + "pull_request:7246|pull_request:7941", + "pull_request:11995|pull_request:12454" ], - "prepared_review_unit_hash": "3fb7467ed8cb740c76427b0a2cf2a665d55b238a55eca5e573971a853468a44f", + "prepared_review_unit_hash": "d7f93deca492c4953298f64e9346c3c69d4d265bf6aaf0f607b8c3cc00153af2", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 99578, - "estimated_input_tokens": 24895, - "estimated_eval_tokens": 50046 + "serialized_chars": 98298, + "estimated_input_tokens": 24575, + "estimated_eval_tokens": 49406 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a noisy, heterogeneous cluster of mostly unrelated PRs. Several pairs are in the same subsystem, but they are follow-up features, docs, or separate bug fixes rather than the same duplicate change.", - "confidence": 0.22, + "summary": "This cluster is mostly a grab bag of unrelated PRs across different models, pipelines, docs, workflows, and tests. None of the soft-edge pairs looks like the same concrete bug or change under a strict duplicate standard.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 5151 is the broadest foundational code change in the cluster, with the highest downstream reuse and many inbound references, so it is the best single representative even though the cluster is not truly cohesive.", + "canonical_pr_reason": "No single PR is a good canonical for the cluster: the items span unrelated subsystems and model families, so collapsing them would be misleading.", "best_issue_reason": null, - "best_pr_reason": "PR 5151 is the strongest cluster anchor: it is a large core integration change, touched many shared model/loader files, and has the most evidence of downstream dependence.", + "best_pr_reason": "No PR stands out as a global representative duplicate target; the overlap is mostly superficial (shared docs/files or similar model areas) rather than the same fix.", "soft_edge_verdicts": [ - { - "left": "pull_request:4098", - "right": "pull_request:4408", - "accept": false, - "reason": "Both are about SDXL inpainting, but one adds the feature and the other adds from_single_file support; related, not the same underlying change." - }, - { - "left": "pull_request:11916", - "right": "pull_request:12549", - "accept": false, - "reason": "Shared attention backend area, but 11916 is a dispatcher/refactor and 12549 adds a new ROCm backend; different concrete changes." - }, - { - "left": "pull_request:12530", - "right": "pull_request:13454", - "accept": false, - "reason": "Both xfail tests, but they cover different failures and different code paths; not duplicates." - }, - { - "left": "pull_request:2892", - "right": "pull_request:4412", - "accept": false, - "reason": "Unrelated fixes: upscaler input validation vs. a float16 test setup issue." - }, - { - "left": "pull_request:4780", - "right": "pull_request:5151", - "accept": false, - "reason": "Both involve PEFT, but 5151 is a later broader integration cleanup rather than the same change as the draft PEFT integration." - }, - { - "left": "pull_request:2464", - "right": "pull_request:3912", - "accept": false, - "reason": "Same training script, but different goals: one removes xformers logic, the other adds text-encoder finetuning." - }, - { - "left": "pull_request:12006", - "right": "pull_request:12496", - "accept": false, - "reason": "Same Wan I2V pipeline, but one adds a model variant and the other fixes a latent shape bug; not the same bug/change." - }, { "left": "pull_request:10330", "right": "pull_request:10815", "accept": false, - "reason": "Different features in the LTX/Enhance-A-Video space; not the same underlying implementation." + "reason": "Different video features for different projects; same broad domain but not the same bug or change." }, { "left": "pull_request:10431", "right": "pull_request:10537", "accept": false, - "reason": "Both Sana-related, but one fixes positional embeddings and the other targets 4K pipeline behavior; separate changes." + "reason": "Both are Sana-related, but one fixes positional encoding while the other changes 4K pipeline behavior; not the same underlying change." }, { "left": "pull_request:11556", "right": "pull_request:12092", "accept": false, - "reason": "Docs for regional compilation vs. GGUF checkpoint docs; completely different topics." + "reason": "Both touch docs only, but they document unrelated topics and features." }, { "left": "pull_request:11986", "right": "pull_request:12763", "accept": false, - "reason": "Both modular pipeline work, but for different models (LTX vs Flux2) and different code paths." + "reason": "Different modular pipelines for different model families; not a duplicate change." }, { "left": "pull_request:12647", "right": "pull_request:13039", "accept": false, - "reason": "Both touch layerwise casting/upcasting tests, but they fix different model/test cases." + "reason": "Separate test/model fixes for different architectures and CPU issues." }, { "left": "pull_request:12961", "right": "pull_request:13331", "accept": false, - "reason": "Unrelated pipeline additions for different models." + "reason": "Unrelated additions: a community PhotoDoodle README entry versus a CogVideoX inpaint pipeline." }, { "left": "pull_request:1982", "right": "pull_request:802", "accept": false, - "reason": "One updates example tests, the other fixes documentation indentation; not duplicates." + "reason": "One updates example tests, the other fixes code indentation in a tutorial example; not the same change." }, { "left": "pull_request:2367", "right": "pull_request:3657", "accept": false, - "reason": "Same controlnet conversion area, but 3657 is a follow-up CLI parsing tweak, not the same conversion feature." + "reason": "Training-script checkpoint limit support is unrelated to controlnet conversion-script argument parsing." }, { "left": "pull_request:2593", "right": "pull_request:3657", "accept": false, - "reason": "Related controlnet conversion script changes, but 3657 is incremental argument parsing on top of 2593's converter work." + "reason": "Same script area, but one adds the controlnet conversion script and the other tweaks parsing options; related, not duplicate." }, { "left": "pull_request:6633", "right": "pull_request:6961", "accept": false, - "reason": "Both touch checkpoint loading, but one fixes YAML reading and the other adds fast tests; not the same change." + "reason": "Single-file YAML loading fix versus fast tests for loaders; different objectives and code paths." }, { "left": "pull_request:11252", "right": "pull_request:9696", "accept": false, - "reason": "Workflow timeout tweak vs. PR test workflow input handling; different operational fixes." + "reason": "Unrelated workflow changes: timeout constant cleanup versus PR test workflow inputs/validation." }, { "left": "pull_request:11916", "right": "pull_request:12387", "accept": false, - "reason": "Both affect attention backends, but one is the dispatcher refactor and the other adds a kernels-backed FlashAttention option." + "reason": "A broad attention refactor versus adding a flash-attention backend through kernels; same subsystem, different change." }, { "left": "pull_request:6426", "right": "pull_request:7116", "accept": false, - "reason": "PEFT deprecation cleanup vs. CI workflow tooling; unrelated." + "reason": "LoRA deprecation cleanup and CI workflow packaging changes are unrelated." }, { "left": "pull_request:1788", "right": "pull_request:3607", "accept": false, - "reason": "Different scheduler and attention fixes; no shared underlying bug." + "reason": "Different bug fixes in unrelated code paths: DDIM scheduler logic versus attention temb handling." }, { "left": "pull_request:2367", "right": "pull_request:4187", "accept": false, - "reason": "Training-script checkpoint limits vs. DPMSolver scheduler indexing; unrelated." + "reason": "Checkpoint retention in training scripts is unrelated to DPMSolver timestep indexing." }, { "left": "pull_request:6759", "right": "pull_request:8937", "accept": false, - "reason": "Different pipeline bug fixes in different models; not duplicates." + "reason": "Separate example/pipeline fixes with no shared concrete bug." }, { "left": "pull_request:12593", "right": "pull_request:12679", "accept": false, - "reason": "ChronoEdit core pipeline vs. multiple-LoRA support; related feature area, but separate concrete changes." + "reason": "ChronoEdit model/pipeline addition versus multi-LoRA support; distinct features." }, { "left": "pull_request:7825", "right": "pull_request:9676", "accept": false, - "reason": "Device-map test guard vs. import path cleanup; unrelated." + "reason": "Device-map test guards and an import-path fix are unrelated." + }, + { + "left": "pull_request:1913", + "right": "pull_request:3292", + "accept": false, + "reason": "Input-type validation and input perturbation are different training/pipeline behaviors." + }, + { + "left": "pull_request:2327", + "right": "pull_request:2706", + "accept": false, + "reason": "UNet shape validation versus EMA save/restore in training; not the same fix." + }, + { + "left": "pull_request:2593", + "right": "pull_request:3806", + "accept": false, + "reason": "ControlNet conversion tooling and a README note about checkpoint loading are not the same change." + }, + { + "left": "pull_request:5665", + "right": "pull_request:6994", + "accept": false, + "reason": "Image preprocessing sizing and torch_dtype propagation in from_single_file are separate bugs." + }, + { + "left": "pull_request:2919", + "right": "pull_request:2959", + "accept": false, + "reason": "Both modify the same test file, but one speeds it up and the other fixes a norm-group-specific test; not duplicates." + }, + { + "left": "pull_request:7246", + "right": "pull_request:7941", + "accept": false, + "reason": "VAE tiling device handling and marking a slow single-file test are unrelated." + }, + { + "left": "pull_request:11995", + "right": "pull_request:12454", + "accept": false, + "reason": "Both are modular-pipeline work, but for different model families and distinct feature sets." } ] }, @@ -187703,24 +188025,24 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 270, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 271, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ + "pull_request:10021", "pull_request:10330", "pull_request:10537", "pull_request:10538", "pull_request:10547", + "pull_request:10815", "pull_request:11174", - "pull_request:11995", "pull_request:12387", - "pull_request:12454", "pull_request:12549", "pull_request:12644", "pull_request:12934", @@ -187729,14 +188051,13 @@ "pull_request:13208", "pull_request:13216", "pull_request:13223", + "pull_request:13338", + "pull_request:13365", "pull_request:1878", - "pull_request:1913", - "pull_request:2327", "pull_request:2593", - "pull_request:2706", - "pull_request:2919", - "pull_request:2959", - "pull_request:3292", + "pull_request:326", + "pull_request:344", + "pull_request:3471", "pull_request:3806", "pull_request:382", "pull_request:386", @@ -187747,29 +188068,23 @@ "pull_request:417", "pull_request:4242", "pull_request:4262", + "pull_request:4395", + "pull_request:4572", "pull_request:4963", + "pull_request:5053", + "pull_request:5393", "pull_request:5506", "pull_request:5615", - "pull_request:5665", "pull_request:5837", + "pull_request:6743", "pull_request:6764", "pull_request:6886", - "pull_request:6994", "pull_request:7200", - "pull_request:7246", - "pull_request:7941", "pull_request:8512", "pull_request:8652", "pull_request:9251" ], "soft_pairs": [ - "pull_request:1913|pull_request:3292", - "pull_request:2327|pull_request:2706", - "pull_request:2593|pull_request:3806", - "pull_request:5665|pull_request:6994", - "pull_request:2919|pull_request:2959", - "pull_request:7246|pull_request:7941", - "pull_request:11995|pull_request:12454", "pull_request:12934|pull_request:12983", "pull_request:13208|pull_request:13216", "pull_request:10330|pull_request:11174", @@ -187791,210 +188106,217 @@ "pull_request:4963|pull_request:5615", "pull_request:6764|pull_request:8652", "pull_request:6886|pull_request:8512", - "pull_request:12387|pull_request:12549" + "pull_request:12387|pull_request:12549", + "pull_request:10021|pull_request:10815", + "pull_request:13338|pull_request:13365", + "pull_request:326|pull_request:344", + "pull_request:3471|pull_request:3806", + "pull_request:3806|pull_request:4395", + "pull_request:4572|pull_request:5393", + "pull_request:5053|pull_request:6743" ], - "prepared_review_unit_hash": "d474e0fec59f85eb0ac8c86aa436b0d4cbad95ed33a88febc3c9e6932669bee9", + "prepared_review_unit_hash": "61d183a351ac6b9c93bb452ea9090b8cee5bc376893cee138f0d70b5e92346be", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 104580, - "estimated_input_tokens": 26145, - "estimated_eval_tokens": 52546 + "serialized_chars": 102719, + "estimated_input_tokens": 25680, + "estimated_eval_tokens": 51616 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All candidates are pull requests, and the apparent similarities are mostly broad subsystem overlap (docs, tests, attention backends, modular pipelines) rather than the same concrete bug or change. I rejected every soft edge because none look mergeable into a single PR without conflating distinct work.", - "confidence": 0.93, + "summary": "This cluster is heterogeneous: LTX/LTX2, Helios, Sana, CI workflow, docs, and assorted older utility PRs. The soft links are mostly filename or theme similarity, not the same underlying change, so they should be rejected as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #8652 is the strongest standalone canonical candidate: it is a large, self-contained feature addition with broad implementation and docs coverage, and it has very high review activity compared with the rest.", + "canonical_pr_reason": "No canonical PR: the items are unrelated across multiple subsystems and change types, so there isn\u2019t one underlying fix or feature to represent the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #8652 is the best global PR representative because it is a substantial end-to-end feature PR, well-scoped and broadly integrated across model, pipeline, scheduler, and documentation code paths.", + "best_pr_reason": "No global best PR; none of these artifacts is a clear representative of the whole set because the set does not share one concrete bug or change.", "soft_edge_verdicts": [ - { - "left": "pull_request:1913", - "right": "pull_request:3292", - "accept": false, - "reason": "Different changes: one validates img2img input types, the other adds input perturbation to a training script." - }, - { - "left": "pull_request:2327", - "right": "pull_request:2706", - "accept": false, - "reason": "Unrelated test speedup vs EMA save/restore in training; not the same underlying change." - }, - { - "left": "pull_request:2593", - "right": "pull_request:3806", - "accept": false, - "reason": "ControlNet conversion support and a README checkpoint note are separate changes." - }, - { - "left": "pull_request:5665", - "right": "pull_request:6994", - "accept": false, - "reason": "Different code paths: ControlNet img2img preprocessing vs single-file torch_dtype propagation." - }, - { - "left": "pull_request:2919", - "right": "pull_request:2959", - "accept": false, - "reason": "Both touch the same test file, but one speeds up the test and the other changes norm-group coverage; distinct fixes." - }, - { - "left": "pull_request:7246", - "right": "pull_request:7941", - "accept": false, - "reason": "VAE tiling device handling and a slow-test decorator are unrelated." - }, - { - "left": "pull_request:11995", - "right": "pull_request:12454", - "accept": false, - "reason": "Both are modular-pipeline work, but they add different features for different models." - }, { "left": "pull_request:12934", "right": "pull_request:12983", "accept": false, - "reason": "LTX2 distilled checkpoint support and LTX2 single-file loading are separate feature tracks." + "reason": "Both are LTX2-related, but one adds distilled checkpoint support and the other adds single-file conversion support; different layers of the stack." }, { "left": "pull_request:13208", "right": "pull_request:13216", "accept": false, - "reason": "Helios regular pipelines and Helios modular pipelines are distinct implementations, not one concrete change." - }, - { - "left": "pull_request:13216", - "right": "pull_request:13223", - "accept": false, - "reason": "Modular Helios feature work vs a context-parallelism fix; different underlying changes." + "reason": "Helios-related, but one adds the video generation pipelines/docs and the other adds the modular helios implementation; not the same change." }, { "left": "pull_request:10330", "right": "pull_request:11174", "accept": false, - "reason": "Different LTX versions and different pipeline changes; not the same bug or change." + "reason": "Both touch LTX docs, but 10330 is a 0.9.1 update while 11174 refactors the text-only conditioning pipeline; different underlying work." }, { "left": "pull_request:12644", "right": "pull_request:13158", "accept": false, - "reason": "Unrelated docs additions for AutoModel and QwenImageLayeredPipeline." + "reason": "Unrelated docs PRs for AutoModel and QwenImage layered pipeline; same broad docs area only." }, { "left": "pull_request:382", "right": "pull_request:391", "accept": false, - "reason": "DDPM and PNDM docs are separate pipeline pages, not a duplicate change." + "reason": "Both are early docs PRs, but DDPM and PNDM are different pipelines and different content." }, { "left": "pull_request:386", "right": "pull_request:392", "accept": false, - "reason": "Stable Diffusion docs and contribution docs are entirely different documentation work." + "reason": "Stable Diffusion docs versus contribution docs; no shared bug or feature." }, { "left": "pull_request:386", "right": "pull_request:404", "accept": false, - "reason": "Both involve docs, but they target different guides and different code edits." + "reason": "Stable Diffusion pipeline docs are unrelated to fp16 optimization docs and pipeline tweaks." }, { "left": "pull_request:386", "right": "pull_request:417", "accept": false, - "reason": "Stable Diffusion docs vs general inference guide; unrelated content." + "reason": "Stable Diffusion docs versus conditional-image-generation docs; different pages and purposes." }, { "left": "pull_request:390", "right": "pull_request:392", "accept": false, - "reason": "Apple Silicon MPS docs and contribution docs are unrelated." + "reason": "MPS optimization docs and contribution docs are unrelated." }, { "left": "pull_request:390", "right": "pull_request:404", "accept": false, - "reason": "MPS optimization docs and fp16 memory/speed docs are different optimization topics." + "reason": "MPS hardware docs and fp16 optimization docs are adjacent topics but not the same change." }, { "left": "pull_request:390", "right": "pull_request:417", "accept": false, - "reason": "MPS hardware guide and general pipeline docs are not the same change." + "reason": "Different documentation guides; no common underlying bug or feature." }, { "left": "pull_request:5506", "right": "pull_request:7200", "accept": false, - "reason": "PEFT/xformers attention fix and Transformers2D layernorm validation are different bug fixes." + "reason": "Both are model/attention fixes, but one is a PEFT+xFormers attention call fix and the other is a transformer norm-type validation change." + }, + { + "left": "pull_request:13216", + "right": "pull_request:13223", + "accept": false, + "reason": "Helios modular pipeline addition versus Helios context-parallelism fix; separate code paths and problems." }, { "left": "pull_request:10537", "right": "pull_request:10538", "accept": false, - "reason": "Sana-4K pipeline adjustments and adding Sana to auto-pipeline are related feature work but not the same change." + "reason": "Sana-4K pipeline tweaks and adding Sana to auto-pipeline registration are related, but not the same concrete fix." }, { "left": "pull_request:10547", "right": "pull_request:9251", "accept": false, - "reason": "Offload test tweaks and CI trigger changes are unrelated." + "reason": "Test offload adjustments for model tests versus CI trigger changes on patch branches; unrelated." }, { "left": "pull_request:1878", "right": "pull_request:2593", "accept": false, - "reason": "Stable Diffusion checkpoint parsing fix and ControlNet conversion support are separate converter changes." + "reason": "Stable-diffusion checkpoint loader guard versus ControlNet checkpoint conversion script; different conversion paths." }, { "left": "pull_request:4242", "right": "pull_request:5837", "accept": false, - "reason": "Single-file VAE loading and multi-token textual inversion are unrelated loader features." + "reason": "Allowing VAE loading from single-file checkpoints is unrelated to textual inversion multi-token support." }, { "left": "pull_request:4262", "right": "pull_request:5837", "accept": false, - "reason": "SDXL DreamBooth LoRA fixes and textual inversion token support are not the same underlying issue." + "reason": "SDXL DreamBooth LoRA fixes and textual inversion multi-token support address different features." }, { "left": "pull_request:4963", "right": "pull_request:5615", "accept": false, - "reason": "CI/accelerate install changes and SDXL adapter LoRA revert are unrelated." + "reason": "Installing accelerate main in CI and reverting SDXL adapter LoRA loading are unrelated changes." }, { "left": "pull_request:6764", "right": "pull_request:8652", "accept": false, - "reason": "PEFT serialization guidance and the Lumina-T2X feature PR are different scopes." + "reason": "PEFT serialization docs versus Lumina-T2X model/pipeline support; different domains." }, { "left": "pull_request:6886", "right": "pull_request:8512", "accept": false, - "reason": "Deprecation cleanup in to() calls and removal of a deprecated inpaint helper are separate refactors." + "reason": "Both are cleanup/revert-style changes, but one removes torch_dtype deprecation usage and the other removes a deprecated helper function." }, { "left": "pull_request:12387", "right": "pull_request:12549", "accept": false, - "reason": "Both touch attention backends, but they add different backends with different implementations." + "reason": "Both concern attention backends, but one adds flash attention via kernels and the other adds AITER support; distinct backends and implementations." + }, + { + "left": "pull_request:10021", + "right": "pull_request:10815", + "accept": false, + "reason": "LTX Video core support and Enhance-A-Video hooks are unrelated features." + }, + { + "left": "pull_request:13338", + "right": "pull_request:13365", + "accept": false, + "reason": "Same workflow file, but one adds id-token permission and the other changes fork-review execution; different workflow fixes." + }, + { + "left": "pull_request:326", + "right": "pull_request:344", + "accept": false, + "reason": "PNDM pipeline type-hint work and VAE model type-hint work are separate refactors." + }, + { + "left": "pull_request:3471", + "right": "pull_request:3806", + "accept": false, + "reason": "Dreambooth torch.compile docs note versus checkpoint-loading guidance for text-to-image training; different documentation changes." + }, + { + "left": "pull_request:3806", + "right": "pull_request:4395", + "accept": false, + "reason": "Checkpoint-loading note and DreamBooth class-prompt pre-encoding fix do not address the same issue." + }, + { + "left": "pull_request:4572", + "right": "pull_request:5393", + "accept": false, + "reason": "LoRA network_alpha naming fix in training code versus HFApi-based docs/example updates; not the same bug." + }, + { + "left": "pull_request:5053", + "right": "pull_request:6743", + "accept": false, + "reason": "Validation image argument handling in T2I Adapter training versus hflip flag correction in Diffusion DPO training; unrelated example fixes." } ] }, @@ -188008,52 +188330,52 @@ { "label": "pull_request", "component_index": 1, - "component_count": 265, - "review_unit_index": 271, - "review_unit_count": 272, + "component_count": 266, + "review_unit_index": 272, + "review_unit_count": 273, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", + "cluster_id": "cluster-1-3019", "nodes": [ - "pull_request:10021", "pull_request:10063", "pull_request:10105", "pull_request:10136", "pull_request:10148", "pull_request:10245", "pull_request:10326", - "pull_request:10815", + "pull_request:10431", "pull_request:10983", "pull_request:11001", "pull_request:11058", + "pull_request:11142", "pull_request:11231", "pull_request:11269", "pull_request:11613", "pull_request:11614", "pull_request:11660", + "pull_request:12450", "pull_request:12490", - "pull_request:13338", - "pull_request:13365", + "pull_request:12491", "pull_request:13454", + "pull_request:1878", + "pull_request:2892", "pull_request:2915", "pull_request:3160", - "pull_request:326", + "pull_request:3298", "pull_request:3351", - "pull_request:344", - "pull_request:3471", + "pull_request:3586", + "pull_request:3589", "pull_request:3806", - "pull_request:4395", "pull_request:4412", - "pull_request:4572", - "pull_request:5053", - "pull_request:5393", + "pull_request:4749", "pull_request:5665", + "pull_request:5672", "pull_request:5788", "pull_request:6426", - "pull_request:6743", + "pull_request:6450", "pull_request:6752", "pull_request:7113", "pull_request:7200", @@ -188067,13 +188389,6 @@ "pull_request:9159" ], "soft_pairs": [ - "pull_request:10021|pull_request:10815", - "pull_request:13338|pull_request:13365", - "pull_request:326|pull_request:344", - "pull_request:3471|pull_request:3806", - "pull_request:3806|pull_request:4395", - "pull_request:4572|pull_request:5393", - "pull_request:5053|pull_request:6743", "pull_request:5665|pull_request:7627", "pull_request:5788|pull_request:7200", "pull_request:6426|pull_request:8512", @@ -188090,314 +188405,253 @@ "pull_request:11231|pull_request:11660", "pull_request:9049|pull_request:9159", "pull_request:6752|pull_request:7359", - "pull_request:10148|pull_request:11269" + "pull_request:10148|pull_request:11269", + "pull_request:10431|pull_request:11142", + "pull_request:12450|pull_request:12491", + "pull_request:1878|pull_request:3806", + "pull_request:2892|pull_request:3298", + "pull_request:3586|pull_request:3589", + "pull_request:3586|pull_request:5672", + "pull_request:4749|pull_request:6450" ], - "prepared_review_unit_hash": "9041fbce2db5fbf72e3360aa35456bf9345590e5245113fb7fa6f240c5677dd7", + "prepared_review_unit_hash": "255b1d8cc2effbc5d37136201df4e63697aa16220655e6b9ff4bde4026c64292", "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 98709, - "estimated_input_tokens": 24678, - "estimated_eval_tokens": 49612 + "serialized_chars": 99222, + "estimated_input_tokens": 24806, + "estimated_eval_tokens": 49868 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of mostly unrelated PRs across features, docs, tests, and CI. None of the soft-edge pairs look like the same underlying bug/change closely enough to merge as duplicates.", - "confidence": 0.9, + "summary": "This cluster is heterogeneous: it mixes unrelated docs cleanups, CI tweaks, feature additions, and test-only changes. I don\u2019t see any soft-edge pair that represents the same underlying bug or change, so I reject all pairings and treat one broad feature PR as the best representative only by coverage/centrality, not as a duplicate match.", + "confidence": 0.16, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue artifacts are present; among the PRs, #10136 is the strongest standalone canonical candidate because it is a substantial, self-contained feature addition with docs, code, and tests.", + "canonical_pr_reason": "No pair looks like a true duplicate. If one PR must represent the cluster, #10136 is the broadest and most central feature PR (largest scope, highest discussion/review activity) among the candidates.", "best_issue_reason": null, - "best_pr_reason": "#10136 is the best overall representative PR in this set: it is a broad, coherent feature implementation rather than a narrow doc/test/CI tweak.", + "best_pr_reason": "#10136 is the best global representative because it is the most substantial core feature PR in the set and has the strongest activity signal, but it is not a duplicate of the others.", "soft_edge_verdicts": [ - { - "left": "pull_request:10021", - "right": "pull_request:10815", - "accept": false, - "reason": "Both are video-related, but one adds LTX Video and the other adds Enhance-A-Video hooks; different code paths and different features." - }, - { - "left": "pull_request:13338", - "right": "pull_request:13365", - "accept": false, - "reason": "Same workflow file, but different fixes: one adds id-token permission, the other changes fork-review behavior and checkout/token handling." - }, - { - "left": "pull_request:326", - "right": "pull_request:344", - "accept": false, - "reason": "Both are type-hint cleanups, but they touch different model families and unrelated files." - }, - { - "left": "pull_request:3471", - "right": "pull_request:3806", - "accept": false, - "reason": "Both are README/doc updates, but they cover different tutorials and different guidance." - }, - { - "left": "pull_request:3806", - "right": "pull_request:4395", - "accept": false, - "reason": "Unrelated example documentation versus a training-script bug fix; not the same underlying change." - }, - { - "left": "pull_request:4572", - "right": "pull_request:5393", - "accept": false, - "reason": "One renames LoRA parameters in an example script; the other updates tutorial code for HFApi. Different changes." - }, - { - "left": "pull_request:5053", - "right": "pull_request:6743", - "accept": false, - "reason": "Different training-script argument bugs in different example projects." - }, { "left": "pull_request:5665", "right": "pull_request:7627", "accept": false, - "reason": "Both affect img2img-related code, but one passes height/width to preprocessing while the other adds Playground-specific latent normalization handling." + "reason": "Both touch img2img-related code, but they fix different problems in different pipelines: ControlNet height/width preprocessing vs Playground latents handling." }, { "left": "pull_request:5788", "right": "pull_request:7200", "accept": false, - "reason": "Different scheduler/model validation fixes; not the same bug or code path." + "reason": "Both add validation/error handling, but they target different subsystems and failure modes: scheduler step sizing vs Transformer2D patch-input/layernorm validation." }, { "left": "pull_request:6426", "right": "pull_request:8512", "accept": false, - "reason": "Both are deprecation cleanup-related, but they affect different deprecated APIs and subsystems." + "reason": "These are unrelated refactors in different areas: LoRA deprecation cleanup vs removing a deprecated mask helper." }, { "left": "pull_request:10063", "right": "pull_request:10105", "accept": false, - "reason": "Both are docs nits, but they fix different documentation pages and different issues." + "reason": "Both are docs-only fixes, but they address different files and different issues: evaluation doc nits vs a broken README link." }, { "left": "pull_request:10245", "right": "pull_request:8684", "accept": false, - "reason": "Different doc-only fixes in unrelated areas; not a duplicate change." + "reason": "Unrelated documentation changes: PEFT adapter method naming vs fixing a Pillow import in a ControlNet XL docs example." }, { "left": "pull_request:3160", "right": "pull_request:3351", "accept": false, - "reason": "Both add Karras sigmas support, but to different schedulers; they are parallel feature ports, not the same PR." + "reason": "Both add Karras sigmas, but they are separate scheduler implementations and not the same concrete bug/change." }, { "left": "pull_request:10326", "right": "pull_request:8797", "accept": false, - "reason": "CI workflow fix versus test sharding fix; unrelated changes." + "reason": "Different scopes entirely: MPS workflow quoting fix vs test sharding determinism fixes." }, { "left": "pull_request:7113", "right": "pull_request:7938", "accept": false, - "reason": "Both touch Docker CI notifications, but one adds Slack reporting and the other swaps in hf-workflows; different fixes." + "reason": "Both modify Docker CI notifications, but one adds Slack reporting while the other swaps the notification implementation; not the same underlying change." }, { "left": "pull_request:11613", "right": "pull_request:11614", "accept": false, - "reason": "A revert of torch.compile CI changes is unrelated to a Docker CI security fix." + "reason": "A CI/test revert and a Docker CI security fix are unrelated." }, { "left": "pull_request:12490", "right": "pull_request:13454", "accept": false, - "reason": "A test-only ClapConfig fix and CLIP-related xfails are unrelated test adjustments." + "reason": "Audioldm2 ClapConfig test setup and CLIP-related xfails are different test issues." }, { "left": "pull_request:10136", "right": "pull_request:10983", "accept": false, - "reason": "Same Hunyuan Video family, but one introduces the base pipeline and the other adds I2V support; distinct feature PRs." + "reason": "Both are Hunyuan-related, but one adds the core Hunyuan Video pipeline while the other adds the I2V variant and related docs/converters; distinct changes." }, { "left": "pull_request:11001", "right": "pull_request:11058", "accept": false, - "reason": "Both adjust testing infrastructure, but one enables xpu bnb tests and the other makes CUDA-only tests device-agnostic." + "reason": "Both concern hardware/testing portability, but one enables bnb tests on XPU and the other makes CUDA-only tests device-agnostic; different code paths." }, { "left": "pull_request:2915", "right": "pull_request:4412", "accept": false, - "reason": "Different test fixes in different areas; no shared underlying bug." + "reason": "A relaxed golden-image tolerance in one test is unrelated to fixing float16 inference test setup." }, { "left": "pull_request:11231", "right": "pull_request:11660", "accept": false, - "reason": "A full HiDream image feature PR versus a WIP HiDream LoRA support PR are separate efforts." + "reason": "Core HiDream model/pipeline addition vs HiDream LoRA support; related ecosystem, but not the same concrete fix." }, { "left": "pull_request:9049", "right": "pull_request:9159", "accept": false, - "reason": "One fixes Flux prompt encoding when called separately; the other enables sharding of the Flux transformer. Different problems." + "reason": "Different Flux issues: prompt-encoding dtype handling vs making the transformer shardable during inference." }, { "left": "pull_request:6752", "right": "pull_request:7359", "accept": false, - "reason": "Two unrelated community example additions: PromptDiffusion versus ResAdapter." + "reason": "PromptDiffusion pipeline addition and ResAdapter training-script work are separate research-project integrations." }, { "left": "pull_request:10148", "right": "pull_request:11269", "accept": false, - "reason": "OmniGen feature addition versus ONNX runtime package availability changes are unrelated." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 1, - "component_count": 265, - "review_unit_index": 272, - "review_unit_count": 272, - "status": "reviewed", - "reason": null, - "source": "cache", - "cache_hit": true, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-1-3016", - "nodes": [ - "pull_request:10431", - "pull_request:11142", - "pull_request:12450", - "pull_request:12491", - "pull_request:1878", - "pull_request:2892", - "pull_request:3298", - "pull_request:3586", - "pull_request:3589", - "pull_request:3806", - "pull_request:4749", - "pull_request:5672", - "pull_request:6450", - "pull_request:6886", - "pull_request:7116", - "pull_request:8386", - "pull_request:8719" - ], - "soft_pairs": [ - "pull_request:10431|pull_request:11142", - "pull_request:12450|pull_request:12491", - "pull_request:1878|pull_request:3806", - "pull_request:2892|pull_request:3298", - "pull_request:3586|pull_request:3589", - "pull_request:3586|pull_request:5672", - "pull_request:4749|pull_request:6450", - "pull_request:6886|pull_request:8719", - "pull_request:7116|pull_request:8386" - ], - "prepared_review_unit_hash": "3c7022aac81aed87d5a1ffc9c8ec29ce6d35f735b92dfb883ab59bc39c9c067d", - "component_budget": { - "node_count": 3016, - "item_count": 3016, - "soft_pair_count": 7643, - "serialized_chars": 8717915, - "estimated_input_tokens": 2179479, - "estimated_eval_tokens": 4359214 - }, - "budget": { - "node_count": 17, - "item_count": 17, - "soft_pair_count": 9, - "serialized_chars": 36174, - "estimated_input_tokens": 9044, - "estimated_eval_tokens": 18344 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster does not contain a true duplicate set. The suggested soft pairs are mostly broad topical matches (CI, Sana, checkpointing, LoRA, docs) but each pair changes a different code path or documentation area, so they should stay separate.", - "confidence": 0.97, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": null, - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "OmniGen implementation vs ONNX runtime backend availability detection are unrelated." + }, { "left": "pull_request:10431", "right": "pull_request:11142", "accept": false, - "reason": "Both are Sana-related, but one fixes 1k positional embedding behavior in `sana_transformer.py` while the other updates the Sana-Sprint conversion script and scheduler config. Different bug/change." + "reason": "Sana transformer positional-embedding fix and Sana-Sprint converter/script changes do not address the same bug." }, { "left": "pull_request:12450", "right": "pull_request:12491", "accept": false, - "reason": "Both touch CI workflows, but one revisits dependency installation across many jobs and Dockerfiles, while the other adds a documentation link-check job. Not the same underlying fix." + "reason": "CI dependency-installation cleanup and documentation link checking are separate workflow changes." }, { "left": "pull_request:1878", "right": "pull_request:3806", "accept": false, - "reason": "The first fixes checkpoint loading logic in a conversion script; the second only adds a README note about loading from training checkpoints. Documentation vs code-path fix." + "reason": "Checkpoint-loading robustness in a conversion script is unrelated to documentation guidance for loading from checkpoints." }, { "left": "pull_request:2892", "right": "pull_request:3298", "accept": false, - "reason": "Different pipelines and different problems: upscaler input/embed validation versus DeepFloyd IF arbitrary aspect ratio support. Not mergeable as one PR." + "reason": "Different upscaler issues: allowing prompt/image embeds in inputs vs supporting arbitrary aspect ratios." }, { "left": "pull_request:3586", "right": "pull_request:3589", "accept": false, - "reason": "Both are community/example-related, but one adds a new tiling pipeline example and the other updates README text for reference tricks. Separate changes." - }, - { - "left": "pull_request:3586", - "right": "pull_request:5672", - "accept": false, - "reason": "A new community pipeline example is unrelated to PixArt non-square image support in core transformer logic and tests." + "reason": "One adds a community pipeline; the other only updates README references to reference-trick examples." }, { "left": "pull_request:4749", "right": "pull_request:6450", "accept": false, - "reason": "LoRA checkpoint-loading behavior for SDXL training is unrelated to a test refactor/deprecation cleanup in old LoRA backend tests." - }, + "reason": "Both touch LoRA training/testing, but one fixes SDXL checkpointing while the other is broader LoRA deprecation cleanup." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 273, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:6886", + "pull_request:7116", + "pull_request:8386", + "pull_request:8719" + ], + "soft_pairs": [ + "pull_request:6886|pull_request:8719", + "pull_request:7116|pull_request:8386" + ], + "prepared_review_unit_hash": "db95eb152695d733ac7e91e284ab34e0608ceba583bedac41c298b35fbf444c7", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 2, + "serialized_chars": 9952, + "estimated_input_tokens": 2488, + "estimated_eval_tokens": 5232 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a single duplicate group: it contains two unrelated PR pairs. One pair is about deprecation cleanup in `to()`/VQ docs, the other is about workflow/install changes versus test helper refactors. The soft links are too loose to merge.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR cleanly represents the whole cluster because the items split into two unrelated change topics; if one representative must be chosen, PR #6886 is the strongest candidate since it is a merged code-path deprecation fix with accompanying test updates.", + "best_issue_reason": null, + "best_pr_reason": "PR #6886 is the best overall representative: it fixes a concrete API deprecation across real conversion/pipeline code and is more substantive than the doc-only or CI/test-only changes in the other PRs.", + "soft_edge_verdicts": [ { "left": "pull_request:6886", "right": "pull_request:8719", "accept": false, - "reason": "Both mention deprecation cleanup, but they target different APIs and files: `to(dtype=...)` churn across conversion/pipeline code versus VQModelOutput doc deprecation. Not the same bug/change." + "reason": "Both relate to deprecation wording, but they touch different classes and different code paths (`pipe.to(dtype=...)` vs VQ output docs). They are not the same underlying bug/change and would not be merged as one PR." }, { "left": "pull_request:7116", "right": "pull_request:8386", "accept": false, - "reason": "Workflow dependency installation with uv is unrelated to model test helper changes for output shapes. Different subsystem and purpose." + "reason": "These are unrelated: one changes workflow dependency installation to use `uv`, while the other refactors test dummy-input shape helpers. Same broad repo area, but not the same fix." } ] }, @@ -188411,7 +188665,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -188511,7 +188765,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -188574,7 +188828,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -188856,13 +189110,13 @@ { "label": "pull_request", "component_index": 5, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10044-3", "nodes": [ @@ -188875,7 +189129,7 @@ "pull_request:10051|pull_request:10053", "pull_request:10044|pull_request:10053" ], - "prepared_review_unit_hash": "7fb622b74a7fca230af825e04cd2b5d9a869e7dfe1eeab3fca0ac5e127a3f08c", + "prepared_review_unit_hash": "e3c9351d48ea9ea03f2aeabf9217f4dbb90a8b6fbc0c77ee179454d2be7acf84", "component_budget": { "node_count": 3, "item_count": 3, @@ -188897,53 +189151,50 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are closely related to enabling attention-mask support in Flux attention code paths, with 10051 and 10053 appearing to be near-duplicates of the same SDPA mask plumbing, and 10044 covering the companion mask-preparation helper.", - "confidence": 0.76, + "summary": "This cluster is centered on Flux/SD3 attention-mask support. PR 10044 is the broadest implementation, while 10051 and 10053 are narrower variants focused on wiring an attention mask into Flux attention.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 10051 is the best representative of the cluster: it applies attention-mask plumbing in the main Flux attention path and also updates the related Flux/img2img, SDXL img2img, and scheduler code paths, making it the most complete end-to-end implementation among the three.", + "canonical_pr_reason": "PR 10044 is the most comprehensive and representative fix: it adds joint attention-mask preparation in the core attention processor and also touches Flux/SD3-related pipeline paths. The other two PRs are narrower variants of Flux attention-mask wiring.", "best_issue_reason": null, - "best_pr_reason": "PR 10051 is the strongest single PR for this cluster because it covers the broadest concrete fix path, while 10044 is more of a supporting helper change and 10053 is a narrower variant of the same attention-mask application.", + "best_pr_reason": "PR 10044 best captures the full underlying change set for this cluster, rather than only the narrower SDPA attn_mask hookup seen in 10051/10053.", "soft_edge_verdicts": [ { "left": "pull_request:10044", "right": "pull_request:10051", - "accept": true, - "reason": "Both target attention-mask support for Flux/SD3 and touch the same attention-processing path; 10044 adds joint-mask preparation while 10051 plumbs the mask into SDPA and related Flux code, which fits one combined feature fix." + "accept": false, + "reason": "Related but not the same concrete fix: 10044 introduces a new joint-mask preparation path for Flux/SD3, while 10051 mainly threads an existing mask into scaled_dot_product_attention and adjusts Flux pipeline/scheduler code." }, { "left": "pull_request:10051", "right": "pull_request:10053", "accept": true, - "reason": "These are very close variants of the same Flux attention-mask change: both patch the SDPA attention call to accept an attention mask and both share the same explicit issue target." + "reason": "These are near-duplicate implementations of the same Flux attention-mask wiring change, sharing the same core attention_processor edit and issue target, with 10053 looking like a reduced subset of 10051." }, { "left": "pull_request:10044", "right": "pull_request:10053", - "accept": true, - "reason": "10053 is a narrower attention-mask plumbing change in the same Flux attention code path, while 10044 adds the supporting joint-mask preparation; together they address the same underlying masking feature." + "accept": false, + "reason": "They overlap in the same file and issue target, but the fixes are materially different: 10044 builds/normalizes a joint attention mask, while 10053 only passes attn_mask through to SDPA." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The clustering is grounded in the packet: all three PRs concern Flux attention-mask support, 10051 and 10053 share the same core SDPA mask-plumbing change, and 10044 adds the complementary joint-mask preparation helper. The pairwise soft-edge accepts are conservative and the changes look mergeable as one bugfix family." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 6, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-916-36", "nodes": [ @@ -189330,13 +189581,13 @@ { "label": "pull_request", "component_index": 6, - "component_count": 265, + "component_count": 266, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-916-36", "nodes": [ @@ -189471,7 +189722,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -189542,7 +189793,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -189605,7 +189856,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -189668,7 +189919,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -189739,7 +189990,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -189802,7 +190053,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -189865,7 +190116,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -190026,7 +190277,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -190097,7 +190348,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -190235,7 +190486,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -190298,7 +190549,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -190361,7 +190612,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -190439,7 +190690,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -190502,7 +190753,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -190580,7 +190831,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -190643,7 +190894,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -191052,7 +191303,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -191115,7 +191366,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -191178,7 +191429,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -191241,7 +191492,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -191304,7 +191555,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -191367,7 +191618,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -191430,7 +191681,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -191493,7 +191744,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -191571,7 +191822,7 @@ { "label": "pull_request", "component_index": 31, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -191642,7 +191893,7 @@ { "label": "pull_request", "component_index": 32, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -191713,7 +191964,7 @@ { "label": "pull_request", "component_index": 33, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -191792,7 +192043,7 @@ { "label": "pull_request", "component_index": 34, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -191870,7 +192121,7 @@ { "label": "pull_request", "component_index": 35, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -191949,7 +192200,7 @@ { "label": "pull_request", "component_index": 36, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -192028,7 +192279,7 @@ { "label": "pull_request", "component_index": 37, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -192114,7 +192365,7 @@ { "label": "pull_request", "component_index": 38, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -192177,7 +192428,7 @@ { "label": "pull_request", "component_index": 39, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -192240,7 +192491,7 @@ { "label": "pull_request", "component_index": 40, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -192303,7 +192554,7 @@ { "label": "pull_request", "component_index": 41, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -192381,7 +192632,7 @@ { "label": "pull_request", "component_index": 42, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -192444,7 +192695,7 @@ { "label": "pull_request", "component_index": 43, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -192507,7 +192758,7 @@ { "label": "pull_request", "component_index": 44, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -192570,7 +192821,7 @@ { "label": "pull_request", "component_index": 45, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -192636,7 +192887,7 @@ { "label": "pull_request", "component_index": 46, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -192699,7 +192950,7 @@ { "label": "pull_request", "component_index": 47, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -192762,7 +193013,7 @@ { "label": "pull_request", "component_index": 48, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -192812,166 +193063,166 @@ "pull_request:12842|pull_request:13270", "pull_request:13270|pull_request:13535" ], - "prepared_review_unit_hash": "f16a567d07b2e685ba57776d555ea9f459ee64c8bef141638198e39e45735882", + "prepared_review_unit_hash": "f0fb87b45db6cf21431e38131db8569f4857eb0c1efc04897ce7ac8319630b63", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 22, - "serialized_chars": 35732, - "estimated_input_tokens": 8933, - "estimated_eval_tokens": 18122 + "serialized_chars": 35734, + "estimated_input_tokens": 8934, + "estimated_eval_tokens": 18124 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 22, - "serialized_chars": 35732, - "estimated_input_tokens": 8933, - "estimated_eval_tokens": 18122 + "serialized_chars": 35734, + "estimated_input_tokens": 8934, + "estimated_eval_tokens": 18124 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "A loose XPU-focused cluster of mostly test-only PRs, plus a few broader runtime fixes; the shared theme is backend portability, but the items are not duplicates of the same bug/change.", - "confidence": 0.81, + "summary": "Mostly a loose XPU-related test-fix set rather than true duplicates: many PRs update different failing tests with backend-specific expectations or device helpers, while 11404 and 13535 are separate code-path fixes in quantization/LoRA loading.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 11404 is the strongest representative: it includes actual runtime code changes in LoRA/GGUF handling plus XPU test enablement, so it is more substantive than the many one-off expectation tweaks.", + "canonical_pr_reason": "11264 is the cleanest representative of the dominant pattern in this cluster: a focused XPU test-failure adjustment using backend-specific expected values.", "best_issue_reason": null, - "best_pr_reason": "PR 11404 is the best overall representative because it fixes a concrete code path and spans multiple GGUF/XPU failures, whereas most other PRs only adjust test expectations for different pipelines.", + "best_pr_reason": "11264 best captures the cluster\u2019s main theme without being overly broad: one concrete pipeline test updated for XPU-specific numeric drift.", "soft_edge_verdicts": [ { "left": "pull_request:11219", "right": "pull_request:12350", "accept": false, - "reason": "Both are XPU-related test fixes, but they target different tests and models; no evidence of the same underlying bug or change." + "reason": "Different failing tests in unrelated areas (bnb mixed-int8 training vs. Marigold depth); same backend target is not enough." }, { "left": "pull_request:11219", "right": "pull_request:11458", "accept": false, - "reason": "One is a single mixed-int8 test tweak, the other is safe diffusion test setup changes; same platform theme, different failures." + "reason": "Separate test suites and different failure modes; one is quantization training, the other is Stable Diffusion Safe test setup." }, { "left": "pull_request:11245", "right": "pull_request:11263", "accept": false, - "reason": "Both adjust XPU test expectations, but they cover different pipelines and failure modes, so they are not the same change." + "reason": "Both are XPU-related, but they fix different pipeline tests in different subsystems (Flux Redux vs. LoRA SD)." }, { "left": "pull_request:11245", "right": "pull_request:11264", "accept": false, - "reason": "Different pipelines and expected outputs; this looks like separate XPU test stabilization work, not one duplicate fix." + "reason": "Different pipeline tests and different expected outputs; not the same underlying bug." }, { "left": "pull_request:11245", "right": "pull_request:11266", "accept": false, - "reason": "Same general XPU testing theme, but the affected pipeline/test case is different." + "reason": "Different test cases in different pipelines; same backend adaptation theme only." }, { "left": "pull_request:11245", "right": "pull_request:11310", "accept": false, - "reason": "These are distinct pipeline tests with different expected slices; no shared concrete bug." + "reason": "Distinct Stable Diffusion/Flux test failures; no shared concrete code-path bug." }, { "left": "pull_request:11264", "right": "pull_request:11266", "accept": false, - "reason": "Both are stable-diffusion-family XPU expectation updates, but for different tests and code paths." + "reason": "Both adjust XPU expectations, but they are separate tests with separate outputs and can be merged independently." }, { "left": "pull_request:11264", "right": "pull_request:11310", "accept": false, - "reason": "Different stable diffusion test cases; the similarity is only that both needed XPU tolerance/expectation updates." + "reason": "Same general test-maintenance pattern, but different Stable Diffusion test cases and failure points." }, { "left": "pull_request:11264", "right": "pull_request:11458", "accept": false, - "reason": "One is a single inpaint test expectation change, the other updates safe-diffusion test infrastructure and multiple cases." + "reason": "Different test modules and distinct failures; not a single duplicate fix." }, { "left": "pull_request:11264", "right": "pull_request:11404", "accept": false, - "reason": "One is a pipeline test expectation tweak, the other changes LoRA/GGUF runtime code; they do not fix the same concrete issue." + "reason": "One is a test expectation tweak; the other changes LoRA/GGUF device handling in runtime code." }, { "left": "pull_request:11265", "right": "pull_request:11459", "accept": false, - "reason": "Both are XPU test stabilizations, but they target different pipeline suites and different assertions." + "reason": "Different tests and different pipelines; both are XPU portability fixes, not duplicates." }, { "left": "pull_request:11265", "right": "pull_request:12350", "accept": false, - "reason": "Distinct test cases in different model families; no indication of a shared underlying bug." + "reason": "Unrelated failures: i2vgen_xl output tolerance vs. Marigold depth test naming/expectations." }, { "left": "pull_request:11266", "right": "pull_request:11310", "accept": false, - "reason": "Both are XPU image-output expectation updates, but they are for different pipelines and not mergeable as one fix." + "reason": "Both use XPU-specific expectations, but they target separate Stable Diffusion tests with different code paths." }, { "left": "pull_request:11266", "right": "pull_request:11458", "accept": false, - "reason": "Different test files and failures; same backend theme only." + "reason": "Different test suites and different failure semantics; not mergeable as one fix." }, { "left": "pull_request:11266", "right": "pull_request:11444", "accept": false, - "reason": "An IP-adapter expectation update and a unidiffuser test enablement are unrelated concrete changes." + "reason": "Different pipelines and different test infrastructure changes; no single underlying bug." }, { "left": "pull_request:11444", "right": "pull_request:11458", "accept": false, - "reason": "Both touch shared test utilities, but they fix different pipeline failures and are not the same bug." + "reason": "Both are XPU-enablement test PRs, but they cover different pipelines and helper behavior." }, { "left": "pull_request:11458", "right": "pull_request:12350", "accept": false, - "reason": "Safe-diffusion and marigold are separate pipelines with separate XPU issues." + "reason": "Unrelated test failures in different domains; no common concrete bug." }, { "left": "pull_request:11264", "right": "pull_request:12350", "accept": false, - "reason": "Different pipelines, different test slices, different failures; only the XPU backend is shared." + "reason": "Separate pipeline tests with different expected-output mismatches; not duplicates." }, { "left": "pull_request:11266", "right": "pull_request:12350", "accept": false, - "reason": "These are unrelated pipeline test updates despite both being XPU-specific." + "reason": "Different pipelines and different failure points; only the accelerator theme overlaps." }, { "left": "pull_request:12350", "right": "pull_request:12842", "accept": false, - "reason": "Marigold and PixArt are different models with independent test expectations." + "reason": "Marigold depth test fix and PixArt test fix are unrelated changes." }, { "left": "pull_request:12842", "right": "pull_request:13270", "accept": false, - "reason": "PixArt test expectation changes and parallelism infrastructure changes are unrelated code paths." + "reason": "One adjusts image expectation values; the other changes distributed parallelism test backend/device handling." }, { "left": "pull_request:13270", "right": "pull_request:13535", "accept": false, - "reason": "Both mention XPU, but one is parallelism test plumbing and the other is PEFT hotswap behavior; not the same fix." + "reason": "Different layers entirely: model parallelism test support vs. PEFT hotswap runtime behavior." } ] }, @@ -192985,7 +193236,7 @@ { "label": "pull_request", "component_index": 49, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -193056,7 +193307,7 @@ { "label": "pull_request", "component_index": 50, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -193504,7 +193755,7 @@ { "label": "pull_request", "component_index": 51, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -193567,7 +193818,7 @@ { "label": "pull_request", "component_index": 52, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -193630,7 +193881,7 @@ { "label": "pull_request", "component_index": 53, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -193701,7 +193952,7 @@ { "label": "pull_request", "component_index": 54, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -193764,7 +194015,7 @@ { "label": "pull_request", "component_index": 55, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -193827,7 +194078,7 @@ { "label": "pull_request", "component_index": 56, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -193890,7 +194141,7 @@ { "label": "pull_request", "component_index": 57, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -193953,7 +194204,7 @@ { "label": "pull_request", "component_index": 58, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -194053,7 +194304,7 @@ { "label": "pull_request", "component_index": 59, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -194116,7 +194367,7 @@ { "label": "pull_request", "component_index": 60, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -194179,7 +194430,7 @@ { "label": "pull_request", "component_index": 61, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -194242,7 +194493,7 @@ { "label": "pull_request", "component_index": 62, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -194313,7 +194564,7 @@ { "label": "pull_request", "component_index": 63, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -194376,7 +194627,7 @@ { "label": "pull_request", "component_index": 64, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -194439,7 +194690,7 @@ { "label": "pull_request", "component_index": 65, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -194502,7 +194753,7 @@ { "label": "pull_request", "component_index": 66, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -194565,7 +194816,7 @@ { "label": "pull_request", "component_index": 67, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -194628,7 +194879,7 @@ { "label": "pull_request", "component_index": 68, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -194691,13 +194942,13 @@ { "label": "pull_request", "component_index": 69, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-12206-4", "nodes": [ @@ -194780,7 +195031,7 @@ { "label": "pull_request", "component_index": 70, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -194843,7 +195094,7 @@ { "label": "pull_request", "component_index": 71, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -194921,7 +195172,7 @@ { "label": "pull_request", "component_index": 72, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -194984,7 +195235,7 @@ { "label": "pull_request", "component_index": 73, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -195047,7 +195298,7 @@ { "label": "pull_request", "component_index": 74, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -195110,7 +195361,7 @@ { "label": "pull_request", "component_index": 75, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -195181,7 +195432,7 @@ { "label": "pull_request", "component_index": 76, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -195244,13 +195495,13 @@ { "label": "pull_request", "component_index": 77, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-12382-5", "nodes": [ @@ -195266,12 +195517,12 @@ "pull_request:13234|pull_request:13242", "pull_request:13234|pull_request:13491" ], - "prepared_review_unit_hash": "c4cc9d1667e774afaa595ff98028e00fa8c06945c0dac16fbb07921d94b3c948", + "prepared_review_unit_hash": "c49fdcb900520ab99e689428046357671d0ff63eb4b553d4c19f628b871973ea", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 4, - "serialized_chars": 10393, + "serialized_chars": 10394, "estimated_input_tokens": 2599, "estimated_eval_tokens": 5454 }, @@ -195279,7 +195530,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 4, - "serialized_chars": 10393, + "serialized_chars": 10394, "estimated_input_tokens": 2599, "estimated_eval_tokens": 5454 }, @@ -195288,36 +195539,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are only loosely related by group-offloading/testing keywords, but they do not look like duplicates of the same concrete bug or change. The cluster is a mix of a test-skip removal, a PEFT adapter cleanup fix, pytest migrations, and a separate group-offloading test adjustment.", - "confidence": 0.82, + "summary": "These PRs cluster loosely around group offloading and test maintenance, but they do not share the same concrete bug or change. The only close pair is the group-offloading test work, yet the edits target different code paths and test files.", + "confidence": 0.56, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 13491 is the most directly about the concrete group-offloading-with-disk test failure and contains the most specific fix, so it best represents the cluster if one PR must be chosen.", + "canonical_pr_reason": "PR 13491 is the most concrete fix in the cluster: it adjusts the group-offloading disk test path to pass the model\u2019s block modules, which directly addresses a failing behavior rather than just refactoring tests or removing a skip.", "best_issue_reason": null, - "best_pr_reason": "PR 13491 is the strongest representative of the actual group-offloading-with-disk test problem; the others are either unrelated fixes or broader test-framework refactors.", + "best_pr_reason": "PR 13491 is the strongest overall candidate because it makes the specific group-offloading-with-disk test logic work, whereas the others are either test migrations, a skip removal, or a different adapter/offloading bug fix.", "soft_edge_verdicts": [ { "left": "pull_request:12382", "right": "pull_request:13234", "accept": false, - "reason": "Both touch group-offloading tests, but one only removes a Qwen-specific skip while the other is a broader pytest migration. Different changes and not the same concrete bug." + "reason": "One removes a Qwen-specific skip; the other is only a pytest migration for group offloading tests. Same broad area, but not the same underlying change or bug." }, { "left": "pull_request:12639", "right": "pull_request:13491", "accept": false, - "reason": "12639 fixes leaf-level offloading after delete_adapters, while 13491 adjusts group-offloading disk tests. Different code paths and bugs." + "reason": "12639 fixes adapter deletion reapplying group offloading; 13491 fixes a test helper for disk offloading. Different code paths and different failure modes." }, { "left": "pull_request:13234", "right": "pull_request:13242", "accept": false, - "reason": "Both are pytest migrations, but for different test files and subsystems. Same style of refactor, not the same change." + "reason": "Both are pytest migrations, but for different test modules and hooks vs group-offloading tests. Refactor similarity is not enough to treat them as duplicates." }, { "left": "pull_request:13234", "right": "pull_request:13491", "accept": false, - "reason": "13234 is a test-framework migration; 13491 is a targeted group-offloading test fix. They are not the same underlying bug or mergeable single PR." + "reason": "13234 is a test-framework migration, while 13491 is a targeted functional fix for group-offloading disk tests. They are not the same concrete change." } ] }, @@ -195331,7 +195582,7 @@ { "label": "pull_request", "component_index": 78, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -195394,7 +195645,7 @@ { "label": "pull_request", "component_index": 79, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -195465,7 +195716,7 @@ { "label": "pull_request", "component_index": 80, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -195528,13 +195779,13 @@ { "label": "pull_request", "component_index": 81, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-12555-2", "nodes": [ @@ -195591,7 +195842,7 @@ { "label": "pull_request", "component_index": 82, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -195654,7 +195905,7 @@ { "label": "pull_request", "component_index": 83, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -195672,12 +195923,12 @@ "pull_request:12617|pull_request:12671", "pull_request:12617|pull_request:13481" ], - "prepared_review_unit_hash": "7be3e68fcd815f821114c3205cd005c5e84d95d2132c175bfa6fd5470d75ed62", + "prepared_review_unit_hash": "486a95f599e55ac6fe51ad463714ea3aec4797b1e3e116a2f4071fc5397b16ef", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6757, + "serialized_chars": 6758, "estimated_input_tokens": 1690, "estimated_eval_tokens": 3636 }, @@ -195685,7 +195936,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6757, + "serialized_chars": 6758, "estimated_input_tokens": 1690, "estimated_eval_tokens": 3636 }, @@ -195694,38 +195945,41 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No PR duplicates here. Two PRs are loosely related CI dependency pin/unpin fixes, but they target different workflows and should stay separate; the BnB model fix is unrelated.", - "confidence": 0.86, + "summary": "Two PRs are closely related CI environment fixes for installing prerelease transformers in workflow tests; the third is a separate model code fix. The CI PRs are similar enough to merge conceptually, but the model fix is unrelated.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #12671 is the broadest and most representative CI fix in the set, updating the nightly/release workflow to install prerelease transformers and handle huggingface_hub/accelerate compatibility.", + "canonical_pr_reason": "pull_request:12671 is the best representative of the shared CI dependency-install workaround because it targets the broader nightly/release workflow coverage and shows the same fix pattern across multiple jobs.", "best_issue_reason": null, - "best_pr_reason": "PR #12671 best fits the cluster as the clearest representative CI dependency workaround, and it covers multiple jobs in one workflow.", + "best_pr_reason": "pull_request:12671 is the strongest canonical PR candidate for the CI install issue; pull_request:12617 is narrower and already merged, while pull_request:13481 addresses a different runtime bug in model attention code.", "soft_edge_verdicts": [ { "left": "pull_request:12617", "right": "pull_request:12671", - "accept": false, - "reason": "Both are CI workflow dependency fixes, but they affect different workflow files and jobs (push tests vs nightly/release tests). They share a similar root cause but are not the same concrete change and would not naturally merge into one PR." + "accept": true, + "reason": "Both PRs address the same underlying CI failure mode: test workflows needing a prerelease transformers install to work with the updated dependency stack. They modify the same kind of workflow setup and could plausibly be combined into one PR." }, { "left": "pull_request:12617", "right": "pull_request:13481", "accept": false, - "reason": "These are unrelated changes: one is a CI workflow dependency update, the other is a model code fix for BnB int8 tensor shape handling." + "reason": "These fix different problems in different code paths: one is a GitHub Actions workflow dependency install workaround, the other is a BnB attention/model tensor-shape fix in source code and tests." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 12617 and 12671 both patch CI workflow dependency setup to install prerelease transformers, and 13481 is a separate model-code fix. The soft-edge accept between the two CI PRs is reasonable because they could be combined into one workflow-fix PR, and the non-accept for 12617 vs 13481 is appropriately conservative." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 84, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -196311,7 +196565,7 @@ { "label": "pull_request", "component_index": 84, - "component_count": 265, + "component_count": 266, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -196548,7 +196802,7 @@ { "label": "pull_request", "component_index": 85, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -196634,7 +196888,7 @@ { "label": "pull_request", "component_index": 86, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -196908,7 +197162,7 @@ { "label": "pull_request", "component_index": 87, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -196971,7 +197225,7 @@ { "label": "pull_request", "component_index": 88, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -197034,7 +197288,7 @@ { "label": "pull_request", "component_index": 89, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -197100,13 +197354,13 @@ { "label": "pull_request", "component_index": 90, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-12784-5", "nodes": [ @@ -197187,7 +197441,7 @@ { "label": "pull_request", "component_index": 91, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -197268,7 +197522,7 @@ { "label": "pull_request", "component_index": 92, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -197331,7 +197585,7 @@ { "label": "pull_request", "component_index": 93, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -197394,7 +197648,7 @@ { "label": "pull_request", "component_index": 94, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -197457,7 +197711,7 @@ { "label": "pull_request", "component_index": 95, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -197520,7 +197774,7 @@ { "label": "pull_request", "component_index": 96, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -197583,7 +197837,7 @@ { "label": "pull_request", "component_index": 97, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -197646,7 +197900,7 @@ { "label": "pull_request", "component_index": 98, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -197727,7 +197981,7 @@ { "label": "pull_request", "component_index": 99, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -197790,13 +198044,13 @@ { "label": "pull_request", "component_index": 100, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13109-2", "nodes": [ @@ -197853,13 +198107,13 @@ { "label": "pull_request", "component_index": 101, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13110-2", "nodes": [ @@ -197916,7 +198170,7 @@ { "label": "pull_request", "component_index": 102, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -197994,13 +198248,13 @@ { "label": "pull_request", "component_index": 103, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13182-2", "nodes": [ @@ -198010,12 +198264,12 @@ "soft_pairs": [ "pull_request:13182|pull_request:13457" ], - "prepared_review_unit_hash": "ccffb500636e5030c41b0c453647a4047e7038b9f539d03a573ea8e9265b7267", + "prepared_review_unit_hash": "675c6c3b2dde9c57eeb917a722a6fee9587b7741f0808947607caff6e750461a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4457, + "serialized_chars": 4458, "estimated_input_tokens": 1115, "estimated_eval_tokens": 2486 }, @@ -198023,7 +198277,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4457, + "serialized_chars": 4458, "estimated_input_tokens": 1115, "estimated_eval_tokens": 2486 }, @@ -198032,18 +198286,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests target unrelated problems: one fixes attention backend shape handling in core diffusion code, while the other patches a PyTorch/XLA Flux inference example for TPU execution. They do not look like the same underlying change.", - "confidence": 0.97, + "summary": "These are not duplicates: one PR fixes attention-backend LSE broadcasting for flash/flash-3 ring CP, while the other fixes Flux PyTorch/XLA TPU inference timesteps and step marking. Different code paths, backends, and failure modes.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No duplicate PR pair is present here; if a single PR must be chosen as the cluster representative, PR #13182 is the stronger canonical candidate because it is a core library bugfix rather than an example-script workaround.", + "canonical_pr_reason": "PR 13182 is the stronger canonical PR because it is merged and fixes a concrete backend bug in `src/diffusers/models/attention_dispatch.py` with a targeted broadcast-handling change.", "best_issue_reason": null, - "best_pr_reason": "PR #13182 is the better global representative because it addresses a concrete production code-path in attention dispatch, whereas PR #13457 is a TPU example-specific workaround.", + "best_pr_reason": "PR 13182 is the best representative of the cluster: it is merged, more directly about a specific bug fix, and its diff is tightly scoped to the failing attention backend behavior.", "soft_edge_verdicts": [ { "left": "pull_request:13182", "right": "pull_request:13457", "accept": false, - "reason": "Reject: they fix different issues in different code paths. #13182 changes attention_dispatch lse broadcasting for flash/flash3 backends; #13457 changes a Flux XLA example and pipeline flag handling for TPU inference. They are not plausibly mergeable into one PR." + "reason": "Different underlying problems: 13182 adjusts LSE dimensionality in attention dispatch for flash/flash-3 ring CP, while 13457 changes Flux XLA inference behavior to keep timesteps on XLA and restore `xm.mark_step()`. They do not appear mergeable into one fix." } ] }, @@ -198057,7 +198311,7 @@ { "label": "pull_request", "component_index": 104, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -198135,7 +198389,7 @@ { "label": "pull_request", "component_index": 105, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -198198,13 +198452,13 @@ { "label": "pull_request", "component_index": 106, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13246-2", "nodes": [ @@ -198264,7 +198518,7 @@ { "label": "pull_request", "component_index": 107, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -198327,13 +198581,13 @@ { "label": "pull_request", "component_index": 108, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13272-2", "nodes": [ @@ -198390,13 +198644,13 @@ { "label": "pull_request", "component_index": 109, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13273-2", "nodes": [ @@ -198453,13 +198707,13 @@ { "label": "pull_request", "component_index": 110, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13289-2", "nodes": [ @@ -198469,12 +198723,12 @@ "soft_pairs": [ "pull_request:13289|pull_request:13485" ], - "prepared_review_unit_hash": "f6e6d277457d07f4911ec8a718402a5763f6335d51aca1aa17d2bd832917e14d", + "prepared_review_unit_hash": "89b635b7200fead473031d06fab7f7c60554b3fa918e03068936fdee4a2978e7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6150, + "serialized_chars": 6149, "estimated_input_tokens": 1538, "estimated_eval_tokens": 3332 }, @@ -198482,7 +198736,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6150, + "serialized_chars": 6149, "estimated_input_tokens": 1538, "estimated_eval_tokens": 3332 }, @@ -198491,18 +198745,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target AWS Neuron support in diffusers, but they address different aspects: PR #13289 is the broader foundational device-support work, while PR #13485 is a narrower follow-up focused on torch.compile compatibility. They overlap in subsystem and files, but not in the same concrete bug/change.", - "confidence": 0.86, + "summary": "Both PRs are Neuron-related infrastructure changes with heavy file overlap, but they target different goals: general AWS Neuron device support vs. torch.compile compatibility on Neuron. Related, but not the same duplicate change.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #13289 is the better canonical representative because it is the broader, earlier device-support change and appears to contain the main Neuron enablement work that the follow-up builds on.", + "canonical_pr_reason": "PR 13289 is the broader umbrella change for official Neuron device support and is the better representative of the shared cluster topic.", "best_issue_reason": null, - "best_pr_reason": "PR #13289 is the best overall representative of the cluster since it covers the larger official Neuron support effort rather than only the compile-compatibility slice.", + "best_pr_reason": "PR 13289 is the best representative because it covers the wider Neuron enablement effort, while 13485 reads like a narrower follow-up focused on torch.compile compatibility.", "soft_edge_verdicts": [ { "left": "pull_request:13289", "right": "pull_request:13485", "accept": false, - "reason": "Reject: the PRs are related but not the same underlying change. #13289 is about officially supporting AWS Neuron as a device; #13485 is specifically about torch.compile compatibility on Neuron. Shared files alone are not enough to treat them as duplicates or mergeable into one PR." + "reason": "Do not merge: the titles indicate different concrete objectives, and the shared files suggest related Neuron plumbing rather than the same exact bug or change." } ] }, @@ -198516,7 +198770,7 @@ { "label": "pull_request", "component_index": 111, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -198597,7 +198851,7 @@ { "label": "pull_request", "component_index": 112, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -198660,7 +198914,7 @@ { "label": "pull_request", "component_index": 113, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -198723,7 +198977,7 @@ { "label": "pull_request", "component_index": 114, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -198786,13 +199040,13 @@ { "label": "pull_request", "component_index": 115, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13379-2", "nodes": [ @@ -198849,13 +199103,13 @@ { "label": "pull_request", "component_index": 116, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13390-2", "nodes": [ @@ -198912,13 +199166,13 @@ { "label": "pull_request", "component_index": 117, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13402-6", "nodes": [ @@ -199028,7 +199282,7 @@ { "label": "pull_request", "component_index": 118, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -199091,7 +199345,7 @@ { "label": "pull_request", "component_index": 119, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -199154,7 +199408,7 @@ { "label": "pull_request", "component_index": 120, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -199217,13 +199471,13 @@ { "label": "pull_request", "component_index": 121, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13455-2", "nodes": [ @@ -199280,7 +199534,7 @@ { "label": "pull_request", "component_index": 122, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -199343,13 +199597,13 @@ { "label": "pull_request", "component_index": 123, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13467-2", "nodes": [ @@ -199359,7 +199613,7 @@ "soft_pairs": [ "pull_request:13467|pull_request:13497" ], - "prepared_review_unit_hash": "b6d8b81360a1d94e0b829216b80a16f020c29313972c1d6ca366883d198d9e30", + "prepared_review_unit_hash": "0ec3a40426b14cbd948e4a077a5cb106677f2ff1c34ec07d8d79c3f1d8764943", "component_budget": { "node_count": 2, "item_count": 2, @@ -199381,18 +199635,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs change the same cache/compute logic in `pyramid_attention_broadcast.py`, centered on removing the `iteration == 0` special-case and handling stale cache when outside the timestep range. They look like overlapping fixes for the same underlying behavior, with 13497 being the cleaner, narrower version.", - "confidence": 0.89, + "summary": "Both PRs target the same hook path in `src/diffusers/hooks/pyramid_attention_broadcast.py` and implement the same concrete fix: drop the redundant `iteration == 0` guard and invalidate cached attention outside the timestep window. They are near-duplicates of the same bugfix.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 13497 is the better canonical representative: it directly targets the cache invalidation bug by removing the redundant `iteration == 0` guard and clearing `state.cache` outside the timestep window, without the broader/less focused framing of 13467.", + "canonical_pr_reason": "PR #13467 is the better canonical PR because it most explicitly covers the full bugfix in its title and diff intent: removing the redundant iteration-0 recompute path and clearing stale cache outside the timestep range.", "best_issue_reason": null, - "best_pr_reason": "PR 13497 is the strongest single PR to keep: it fixes the same concrete code path, reads as the more precise implementation, and is easier to merge as a standalone change than 13467.", + "best_pr_reason": "PR #13467 is the strongest representative of the cluster: it addresses the same code path and the broader cache-staleness behavior, making it the clearest standalone fix for this issue.", "soft_edge_verdicts": [ { "left": "pull_request:13467", "right": "pull_request:13497", "accept": true, - "reason": "Both PRs patch the same `pyramid_attention_broadcast.py` cache decision path and address the same underlying stale-cache / redundant recompute behavior, so they are close enough to treat as duplicate overlap." + "reason": "Same file, same function, same underlying bugfix. Both remove the iteration-0 special case and address stale cache invalidation outside the timestep range, so they are effectively the same change with minor wording/diff differences." } ] }, @@ -199406,13 +199660,13 @@ { "label": "pull_request", "component_index": 124, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13468-2", "nodes": [ @@ -199422,12 +199676,12 @@ "soft_pairs": [ "pull_request:13468|pull_request:13471" ], - "prepared_review_unit_hash": "947f7d2d4b03878d5c4391d452029ef317f4f2e553245a12a92a5cd597f9aa0b", + "prepared_review_unit_hash": "4d5004b596d674f64b889e19bca8ddc584d69884cce50ad6b95ee29d0a945811", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4152, + "serialized_chars": 4149, "estimated_input_tokens": 1038, "estimated_eval_tokens": 2332 }, @@ -199435,7 +199689,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4152, + "serialized_chars": 4149, "estimated_input_tokens": 1038, "estimated_eval_tokens": 2332 }, @@ -199444,18 +199698,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs modify `examples/profiling/profiling_utils.py` to address the profiling wrapper problem on copied sub-components, but they implement different fixes: 13468 uses a broad class-level patch, while 13471 applies an LTX2-only bound-method workaround. Related, but not the same concrete change.", - "confidence": 0.92, + "summary": "Both PRs target the same profiling decorator bug in `examples/profiling/profiling_utils.py` and the same tracking issue, but they use different fixes: #13468 applies a broad class-level rebinding, while #13471 is a later merged LTX2-specific workaround. They are related, but not the same concrete change.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #13471 is the stronger representative: it is merged, explicitly scoped to the affected LTX2 path, and appears to reflect the resolved fix for the instance-isolation bug in `annotate_pipeline`.", + "canonical_pr_reason": "#13471 is the merged fix and the narrower, final implementation for the profiling instance-isolation bug.", "best_issue_reason": null, - "best_pr_reason": "PR #13471 is the best single PR to keep because it was merged and directly targets the concrete profiling bug with a narrower, more actionable implementation.", + "best_pr_reason": "#13471 is the strongest representative because it is merged and directly addresses the bug in the same code path.", "soft_edge_verdicts": [ { "left": "pull_request:13468", "right": "pull_request:13471", "accept": false, - "reason": "Same subsystem and same target file, but different fix strategies and scope. 13468 is a general class-level patch; 13471 is an LTX2-specific bound-method workaround. They are related, not duplicate enough to merge as one PR." + "reason": "Same general bug area and tracking issue, but the diffs implement different fixes: a broad class-level patch versus an LTX2-only conditional workaround. They are competing alternatives, not one combined duplicate change." } ] }, @@ -199469,56 +199723,71 @@ { "label": "pull_request", "component_index": 125, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-13476-2", + "cluster_id": "cluster-13476-3", "nodes": [ "pull_request:13476", - "pull_request:13493" + "pull_request:13493", + "pull_request:13555" ], "soft_pairs": [ - "pull_request:13476|pull_request:13493" + "pull_request:13476|pull_request:13493", + "pull_request:13476|pull_request:13555", + "pull_request:13493|pull_request:13555" ], - "prepared_review_unit_hash": "4894dc589ffd235354406198752fee8d8012738017c48a90eaa5b716e43ba8bf", + "prepared_review_unit_hash": "a83784478f05ccb157a10690ab0d93aeb01f327cd94f3792ee00a3ce16875935", "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 2971, - "estimated_input_tokens": 743, - "estimated_eval_tokens": 1742 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 5029, + "estimated_input_tokens": 1258, + "estimated_eval_tokens": 2772 }, "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 2971, - "estimated_input_tokens": 743, - "estimated_eval_tokens": 1742 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 5029, + "estimated_input_tokens": 1258, + "estimated_eval_tokens": 2772 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are workflow-only doc-builder SHA bumps to the same upstream revision, but they target different documentation pipelines (.github/workflows/upload_pr_documentation.yml vs .github/workflows/build_documentation.yml), so they are related maintenance changes rather than duplicates.", + "summary": "Two PRs are effectively the same maintenance change to the main documentation build workflow; the upload-doc workflow bump is related but not the same concrete change.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #13476 is the better representative because it is merged and completes the PR-upload documentation workflow bump; #13493 is a separate, draft change for the main documentation build workflow.", + "canonical_pr_reason": "PR 13555 is the strongest representative: it is merged, directly updates the main documentation build workflow, and matches the most clearly duplicated change among the candidates.", "best_issue_reason": null, - "best_pr_reason": "PR #13476 is the strongest standalone representative of the cluster: it is merged, concrete, and fully resolved, whereas #13493 is still draft and addresses a different workflow path.", + "best_pr_reason": "PR 13555 is the best overall choice because it is merged, concrete, and the cleanest example of the shared doc-builder SHA bump pattern in the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:13476", "right": "pull_request:13493", "accept": false, - "reason": "Reject: both bump the same doc-builder SHA, but they modify different workflows with different purposes and code paths, so they are not the same underlying PR change." + "reason": "Both bump doc-builder SHAs, but they touch different workflow paths (`upload_pr_documentation.yml` vs `build_documentation.yml`) and are not the same concrete change." + }, + { + "left": "pull_request:13476", + "right": "pull_request:13555", + "accept": false, + "reason": "These update different documentation workflows with different behavior, so they are related maintenance changes rather than the same underlying fix/change." + }, + { + "left": "pull_request:13493", + "right": "pull_request:13555", + "accept": true, + "reason": "Both PRs make the same concrete change in the same file and workflow path: bumping the doc-builder SHA for `build_documentation.yml`." } ] }, @@ -199532,13 +199801,13 @@ { "label": "pull_request", "component_index": 126, - "component_count": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13529-2", "nodes": [ @@ -199595,7 +199864,70 @@ { "label": "pull_request", "component_index": 127, - "component_count": 265, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13530-2", + "nodes": [ + "pull_request:13530", + "pull_request:13541" + ], + "soft_pairs": [ + "pull_request:13530|pull_request:13541" + ], + "prepared_review_unit_hash": "824d7eb0631ea0b1adf2bf737a36c7b02bc6fb2c5f746dac0a0d36372a1e9c52", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4434, + "estimated_input_tokens": 1109, + "estimated_eval_tokens": 2474 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4434, + "estimated_input_tokens": 1109, + "estimated_eval_tokens": 2474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are not duplicates: one adds TorchAO dequantization/XPU-related quantization support and broader test coverage, while the other only shrinks WanAnimate test inputs to avoid OOM. They touch one overlapping test file but fix different problems.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #13530 is the more substantive and central change: it modifies the TorchAO quantizer itself and expands coverage/support, whereas #13541 is a narrow test-only size reduction.", + "best_issue_reason": null, + "best_pr_reason": "#13530 best represents the cluster because it addresses the underlying TorchAO quantization behavior rather than only adjusting a test fixture.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13530", + "right": "pull_request:13541", + "accept": false, + "reason": "Do not merge: they address different concerns. #13530 adds dequantization/XPU quantization support, while #13541 only reduces WanAnimate test tensor sizes to prevent OOM. Shared test-file overlap is incidental." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 128, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -199657,8 +199989,8 @@ }, { "label": "pull_request", - "component_index": 128, - "component_count": 265, + "component_index": 129, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -199735,8 +200067,8 @@ }, { "label": "pull_request", - "component_index": 129, - "component_count": 265, + "component_index": 130, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -199806,8 +200138,8 @@ }, { "label": "pull_request", - "component_index": 130, - "component_count": 265, + "component_index": 131, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -199869,8 +200201,8 @@ }, { "label": "pull_request", - "component_index": 131, - "component_count": 265, + "component_index": 132, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -199932,8 +200264,8 @@ }, { "label": "pull_request", - "component_index": 132, - "component_count": 265, + "component_index": 133, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -199995,8 +200327,8 @@ }, { "label": "pull_request", - "component_index": 133, - "component_count": 265, + "component_index": 134, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -200073,8 +200405,8 @@ }, { "label": "pull_request", - "component_index": 134, - "component_count": 265, + "component_index": 135, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -200144,8 +200476,8 @@ }, { "label": "pull_request", - "component_index": 135, - "component_count": 265, + "component_index": 136, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -200207,8 +200539,8 @@ }, { "label": "pull_request", - "component_index": 136, - "component_count": 265, + "component_index": 137, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -200270,8 +200602,8 @@ }, { "label": "pull_request", - "component_index": 137, - "component_count": 265, + "component_index": 138, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -200333,8 +200665,8 @@ }, { "label": "pull_request", - "component_index": 138, - "component_count": 265, + "component_index": 139, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -200396,8 +200728,8 @@ }, { "label": "pull_request", - "component_index": 139, - "component_count": 265, + "component_index": 140, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -200459,14 +200791,14 @@ }, { "label": "pull_request", - "component_index": 140, - "component_count": 265, + "component_index": 141, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-2067-3", "nodes": [ @@ -200479,7 +200811,7 @@ "pull_request:2067|pull_request:2147", "pull_request:2096|pull_request:2147" ], - "prepared_review_unit_hash": "82935e60182d57dabd2f2815ebf7f72eade0be9ac1efd565f421e03d0be4bafa", + "prepared_review_unit_hash": "4b269ce556d1ad28cdb8a80db9d2f03d99dad3485ae49d8cead2a87b65c0d9e5", "component_budget": { "node_count": 3, "item_count": 3, @@ -200501,36 +200833,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests target the same legacy Stable Diffusion inpaint bug/fix set: resizing the mask tensor to latent size and preventing extra noise from being added to the final latents. PR 2147 appears to be the finalized, merged version with tests; 2067 and 2096 are earlier overlapping attempts.", - "confidence": 0.96, + "summary": "All three PRs target the same legacy Stable Diffusion inpaint bug: mask tensors were being handled at the wrong shape/scale and the final latents were incorrectly noised. PR #2147 is the merged, most complete fix with tests, so it is the best canonical PR.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 2147 is the canonical PR: it is merged, covers the same concrete legacy inpaint code path, and looks like the most complete/finalized fix with accompanying tests.", + "canonical_pr_reason": "PR #2147 is the merged, most complete implementation of the legacy inpaint fix and includes tests; it covers the same concrete mask-resize/noise bug as the other two PRs.", "best_issue_reason": null, - "best_pr_reason": "PR 2147 is the best representative overall because it is merged and most fully addresses the underlying bug, while the other two are earlier overlapping iterations.", + "best_pr_reason": "#2147 is the strongest representative because it is merged, addresses the full legacy inpaint bug path, and adds regression tests. The other PRs are earlier partial/alternative implementations of the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:2067", "right": "pull_request:2096", "accept": true, - "reason": "Same legacy inpaint bug/fix set in the same file: both address scaling the mask tensor to latent size and avoiding noise on final latents, so they look like overlapping iterations of one fix." + "reason": "Same concrete bug in the same pipeline: resizing/formatting the mask tensor for legacy inpainting and preventing noise from being added to final latents. The changes are overlapping enough to plausibly merge into one PR." }, { "left": "pull_request:2067", "right": "pull_request:2147", "accept": true, - "reason": "Same concrete bug in the same code path; PR 2147 is a later, more complete version of the same legacy inpaint mask-resize/noise fix." + "reason": "Both PRs fix the same legacy inpaint code path: mask tensor resizing/handling and final-latent noise behavior. #2147 is a cleaner final form, but the underlying change is the same." }, { "left": "pull_request:2096", "right": "pull_request:2147", "accept": true, - "reason": "Both target the same underlying legacy inpaint correction, and PR 2147 clearly refines the same fix into the merged final form." + "reason": "These are clearly the same bug fix in the same file and code path, with essentially the same goal of correcting mask tensor scaling and latent noise handling." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: all three PRs target the same legacy inpaint code path and the same mask-resize / final-latents noise fix, and PR 2147 is the only merged one with a test file. The pairwise overlap verdicts are conservative enough based on the shared file and closely related diffs." + "feedback": "The summary is grounded in the packet and stays reasonably conservative. All three PRs clearly target the same legacy inpaint code path, and the canonical choice of #2147 is supported by it being merged and including tests. The soft-edge accepts are also plausible because the diffs overlap on the same file and same bugfix theme, so they look mergeable into a single PR." }, "evaluator_used": true, "retried": false, @@ -200540,8 +200872,8 @@ }, { "label": "pull_request", - "component_index": 141, - "component_count": 265, + "component_index": 142, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -200603,8 +200935,8 @@ }, { "label": "pull_request", - "component_index": 142, - "component_count": 265, + "component_index": 143, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -200666,8 +200998,8 @@ }, { "label": "pull_request", - "component_index": 143, - "component_count": 265, + "component_index": 144, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -200737,8 +201069,8 @@ }, { "label": "pull_request", - "component_index": 144, - "component_count": 265, + "component_index": 145, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -200826,8 +201158,8 @@ }, { "label": "pull_request", - "component_index": 145, - "component_count": 265, + "component_index": 146, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -200889,8 +201221,8 @@ }, { "label": "pull_request", - "component_index": 146, - "component_count": 265, + "component_index": 147, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -200952,8 +201284,8 @@ }, { "label": "pull_request", - "component_index": 147, - "component_count": 265, + "component_index": 148, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -201015,8 +201347,8 @@ }, { "label": "pull_request", - "component_index": 148, - "component_count": 265, + "component_index": 149, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -201081,8 +201413,8 @@ }, { "label": "pull_request", - "component_index": 149, - "component_count": 265, + "component_index": 150, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -201144,8 +201476,8 @@ }, { "label": "pull_request", - "component_index": 150, - "component_count": 265, + "component_index": 151, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -201207,8 +201539,8 @@ }, { "label": "pull_request", - "component_index": 151, - "component_count": 265, + "component_index": 152, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -201278,8 +201610,8 @@ }, { "label": "pull_request", - "component_index": 152, - "component_count": 265, + "component_index": 153, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -201373,8 +201705,8 @@ }, { "label": "pull_request", - "component_index": 153, - "component_count": 265, + "component_index": 154, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -201436,8 +201768,8 @@ }, { "label": "pull_request", - "component_index": 154, - "component_count": 265, + "component_index": 155, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -201499,8 +201831,8 @@ }, { "label": "pull_request", - "component_index": 155, - "component_count": 265, + "component_index": 156, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -201562,8 +201894,8 @@ }, { "label": "pull_request", - "component_index": 156, - "component_count": 265, + "component_index": 157, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -201633,8 +201965,8 @@ }, { "label": "pull_request", - "component_index": 157, - "component_count": 265, + "component_index": 158, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -201696,8 +202028,8 @@ }, { "label": "pull_request", - "component_index": 158, - "component_count": 265, + "component_index": 159, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -201759,8 +202091,8 @@ }, { "label": "pull_request", - "component_index": 159, - "component_count": 265, + "component_index": 160, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -201822,8 +202154,8 @@ }, { "label": "pull_request", - "component_index": 160, - "component_count": 265, + "component_index": 161, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -201900,8 +202232,8 @@ }, { "label": "pull_request", - "component_index": 161, - "component_count": 265, + "component_index": 162, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -201971,8 +202303,8 @@ }, { "label": "pull_request", - "component_index": 162, - "component_count": 265, + "component_index": 163, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -202034,8 +202366,8 @@ }, { "label": "pull_request", - "component_index": 163, - "component_count": 265, + "component_index": 164, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -202097,8 +202429,8 @@ }, { "label": "pull_request", - "component_index": 164, - "component_count": 265, + "component_index": 165, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -202160,8 +202492,8 @@ }, { "label": "pull_request", - "component_index": 165, - "component_count": 265, + "component_index": 166, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -202223,8 +202555,8 @@ }, { "label": "pull_request", - "component_index": 166, - "component_count": 265, + "component_index": 167, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -202286,8 +202618,8 @@ }, { "label": "pull_request", - "component_index": 167, - "component_count": 265, + "component_index": 168, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -202349,8 +202681,8 @@ }, { "label": "pull_request", - "component_index": 168, - "component_count": 265, + "component_index": 169, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -202412,8 +202744,8 @@ }, { "label": "pull_request", - "component_index": 169, - "component_count": 265, + "component_index": 170, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -202483,8 +202815,8 @@ }, { "label": "pull_request", - 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"component_index": 205, - "component_count": 265, + "component_index": 206, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -205048,8 +205380,8 @@ }, { "label": "pull_request", - "component_index": 206, - "component_count": 265, + "component_index": 207, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -205111,8 +205443,8 @@ }, { "label": "pull_request", - "component_index": 207, - "component_count": 265, + "component_index": 208, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -205174,8 +205506,8 @@ }, { "label": "pull_request", - "component_index": 208, - "component_count": 265, + "component_index": 209, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -205237,8 +205569,8 @@ }, { "label": "pull_request", - "component_index": 209, - "component_count": 265, + "component_index": 210, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -205300,8 +205632,8 @@ }, { "label": "pull_request", - "component_index": 210, - "component_count": 265, + "component_index": 211, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -205363,8 +205695,8 @@ }, { "label": "pull_request", - "component_index": 211, - "component_count": 265, + "component_index": 212, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -205434,8 +205766,8 @@ }, { "label": "pull_request", - "component_index": 212, - "component_count": 265, + "component_index": 213, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -205497,8 +205829,8 @@ }, { "label": "pull_request", - "component_index": 213, - "component_count": 265, + "component_index": 214, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -205563,8 +205895,8 @@ }, { "label": "pull_request", - "component_index": 214, - "component_count": 265, + "component_index": 215, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -205634,8 +205966,8 @@ }, { "label": "pull_request", - "component_index": 215, - "component_count": 265, + "component_index": 216, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -205697,8 +206029,8 @@ }, { "label": "pull_request", - "component_index": 216, - "component_count": 265, + "component_index": 217, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -205760,8 +206092,8 @@ }, { "label": "pull_request", - "component_index": 217, - "component_count": 265, + "component_index": 218, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -205838,8 +206170,8 @@ }, { "label": "pull_request", - "component_index": 218, - "component_count": 265, + "component_index": 219, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -205917,8 +206249,8 @@ }, { "label": "pull_request", - "component_index": 219, - "component_count": 265, + "component_index": 220, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -205980,8 +206312,8 @@ }, { "label": "pull_request", - "component_index": 220, - "component_count": 265, + "component_index": 221, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -206043,8 +206375,8 @@ }, { "label": "pull_request", - "component_index": 221, - "component_count": 265, + "component_index": 222, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -206138,8 +206470,8 @@ }, { "label": "pull_request", - "component_index": 222, - "component_count": 265, + "component_index": 223, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -206351,8 +206683,8 @@ }, { "label": "pull_request", - "component_index": 223, - "component_count": 265, + "component_index": 224, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -206417,8 +206749,8 @@ }, { "label": "pull_request", - "component_index": 224, - "component_count": 265, + "component_index": 225, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -206527,8 +206859,8 @@ }, { "label": "pull_request", - "component_index": 225, - "component_count": 265, + "component_index": 226, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -206590,8 +206922,8 @@ }, { "label": "pull_request", - "component_index": 226, - "component_count": 265, + "component_index": 227, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -206653,8 +206985,8 @@ }, { "label": "pull_request", - "component_index": 227, - "component_count": 265, + "component_index": 228, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -206716,8 +207048,8 @@ }, { "label": "pull_request", - "component_index": 228, - "component_count": 265, + "component_index": 229, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -206779,8 +207111,8 @@ }, { "label": "pull_request", - "component_index": 229, - "component_count": 265, + "component_index": 230, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -206842,8 +207174,8 @@ }, { "label": "pull_request", - "component_index": 230, - "component_count": 265, + "component_index": 231, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -206905,8 +207237,8 @@ }, { "label": "pull_request", - "component_index": 231, - "component_count": 265, + "component_index": 232, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -206983,8 +207315,8 @@ }, { "label": "pull_request", - "component_index": 232, - "component_count": 265, + "component_index": 233, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -207046,14 +207378,14 @@ }, { "label": "pull_request", - "component_index": 233, - "component_count": 265, + "component_index": 234, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-6933-3", "nodes": [ @@ -207065,7 +207397,7 @@ "pull_request:6933|pull_request:8183", "pull_request:8183|pull_request:9288" ], - "prepared_review_unit_hash": "987a43768fbc61d97b880a2a56eecb706d7035cb656ace2f30e9730b7fb539d9", + "prepared_review_unit_hash": "b9b4024c0dad7049fb11e67a9f114391bce71da34fd40ebee5dffc14a5991e8f", "component_budget": { "node_count": 3, "item_count": 3, @@ -207087,24 +207419,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three pull requests are not duplicates of one another: one is a broad SD conversion cleanup, one fixes a logger typo in single-file loading, and one fixes FreeNoise behavior for AnimateDiff V3. The shared filename between the first two is not enough to indicate the same underlying bug, so both soft edges should be rejected.", - "confidence": 0.96, + "summary": "These PRs are not duplicates: 6933 is a conversion-script cleanup, 8183 fixes a logger typo in single_file_utils.py, and 9288 adapts FreeNoise for AnimateDiff V3. The shared file between 6933 and 8183 is incidental; 8183 and 9288 do not share a concrete code path.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #8183 is the clearest narrow bug fix in the set: it addresses a specific logger attribute typo in one code path and even links an explicit issue, whereas the other PRs are broader or about different subsystems.", + "canonical_pr_reason": "No single canonical PR for this cluster; the three PRs fix unrelated bugs, so none should be treated as the duplicate representative.", "best_issue_reason": null, - "best_pr_reason": "PR #8183 is the best representative PR if one must be chosen: it is the most self-contained, concrete fix and is least likely to overlap with unrelated changes.", + "best_pr_reason": "PR 8183 is the most self-contained concrete bug fix with an explicit linked issue, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:6933", "right": "pull_request:8183", "accept": false, - "reason": "Both touch single_file_utils, but #6933 is a broader conversion-script cleanup while #8183 fixes a specific logger.warning typo; they do not appear to fix the same bug." + "reason": "Shared filename only; 6933 changes conversion logic across scripts, while 8183 is a narrow logger.warning typo fix in a different bug path." }, { "left": "pull_request:8183", "right": "pull_request:9288", "accept": false, - "reason": "These target different problems and code paths: logger handling in single_file_utils vs FreeNoise support for AnimateDiff V3 in free_noise_utils." + "reason": "Different features and code paths: 8183 fixes a logging attribute error, while 9288 changes FreeNoise block handling for AnimateDiff V3." } ] }, @@ -207117,8 +207449,8 @@ }, { "label": "pull_request", - "component_index": 234, - "component_count": 265, + "component_index": 235, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -207180,8 +207512,8 @@ }, { "label": "pull_request", - "component_index": 235, - "component_count": 265, + "component_index": 236, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -207280,8 +207612,8 @@ }, { "label": "pull_request", - "component_index": 236, - "component_count": 265, + "component_index": 237, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -207351,8 +207683,8 @@ }, { "label": "pull_request", - "component_index": 237, - "component_count": 265, + "component_index": 238, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -207414,8 +207746,8 @@ }, { "label": "pull_request", - "component_index": 238, - "component_count": 265, + "component_index": 239, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -207477,8 +207809,8 @@ }, { "label": "pull_request", - "component_index": 239, - "component_count": 265, + "component_index": 240, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -207540,8 +207872,8 @@ }, { "label": "pull_request", - "component_index": 240, - "component_count": 265, + "component_index": 241, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -207603,8 +207935,8 @@ }, { "label": "pull_request", - "component_index": 241, - "component_count": 265, + "component_index": 242, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -207674,8 +208006,8 @@ }, { "label": "pull_request", - "component_index": 242, - "component_count": 265, + "component_index": 243, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -207737,8 +208069,8 @@ }, { "label": "pull_request", - "component_index": 243, - "component_count": 265, + "component_index": 244, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -207800,8 +208132,8 @@ }, { "label": "pull_request", - "component_index": 244, - "component_count": 265, + "component_index": 245, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -207863,8 +208195,8 @@ }, { "label": "pull_request", - "component_index": 245, - "component_count": 265, + "component_index": 246, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -207926,8 +208258,8 @@ }, { "label": "pull_request", - "component_index": 246, - "component_count": 265, + "component_index": 247, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -207989,8 +208321,8 @@ }, { "label": "pull_request", - "component_index": 247, - "component_count": 265, + "component_index": 248, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -208052,8 +208384,8 @@ }, { "label": "pull_request", - "component_index": 248, - "component_count": 265, + "component_index": 249, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -208115,8 +208447,8 @@ }, { "label": "pull_request", - "component_index": 249, - "component_count": 265, + "component_index": 250, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -208194,8 +208526,8 @@ }, { "label": "pull_request", - "component_index": 250, - "component_count": 265, + "component_index": 251, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -208257,8 +208589,8 @@ }, { "label": "pull_request", - "component_index": 251, - "component_count": 265, + "component_index": 252, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -208335,8 +208667,8 @@ }, { "label": "pull_request", - "component_index": 252, - "component_count": 265, + "component_index": 253, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -208398,8 +208730,8 @@ }, { "label": "pull_request", - "component_index": 253, - "component_count": 265, + "component_index": 254, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -208461,8 +208793,8 @@ }, { "label": "pull_request", - "component_index": 254, - "component_count": 265, + "component_index": 255, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -208524,8 +208856,8 @@ }, { "label": "pull_request", - "component_index": 255, - "component_count": 265, + "component_index": 256, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -208595,8 +208927,8 @@ }, { "label": "pull_request", - "component_index": 256, - "component_count": 265, + "component_index": 257, + 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"status": "reviewed", @@ -208913,8 +209245,8 @@ }, { "label": "pull_request", - "component_index": 261, - "component_count": 265, + "component_index": 262, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -208976,8 +209308,8 @@ }, { "label": "pull_request", - "component_index": 262, - "component_count": 265, + "component_index": 263, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -209057,8 +209389,8 @@ }, { "label": "pull_request", - "component_index": 263, - "component_count": 265, + "component_index": 264, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -209120,8 +209452,8 @@ }, { "label": "pull_request", - "component_index": 264, - "component_count": 265, + "component_index": 265, + "component_count": 266, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -209183,8 +209515,8 @@ }, { "label": "pull_request", - 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"snapshots/20260427T112541Z/analysis-runs/hybrid-model-20260427t112541z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-04-21T18:55:28Z", + "published_at": "2026-04-27T11:44:48Z", "repo": "huggingface/diffusers", "schema_version": 1, - "snapshot_id": "20260421T173535Z", + "snapshot_id": "20260427T112541Z", "variant": "hybrid" } diff --git a/snapshots/20260427T112541Z/analysis-runs/hybrid-model-20260427t112541z/analysis-report-hybrid.json b/snapshots/20260427T112541Z/analysis-runs/hybrid-model-20260427t112541z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..a24520474b268c77deb9b72d0106ea2e4764c386 --- /dev/null +++ b/snapshots/20260427T112541Z/analysis-runs/hybrid-model-20260427t112541z/analysis-report-hybrid.json @@ -0,0 +1,19456 @@ +{ + "schema_version": "1.0", + "repo": 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cluster-12617-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-12656-3", + "canonical_pr_number": 13110, + "duplicate_pr_numbers": [ + 13516 + ], + "target_issue_number": 12656, + "reason": "PRs in cluster-12656-3 are treated as duplicates because they converge on issue #12656 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-12754-3", + "canonical_pr_number": 12762, + "duplicate_pr_numbers": [ + 13103 + ], + "target_issue_number": 12754, + "reason": "PRs in cluster-12754-3 are treated as duplicates because they converge on issue #12754 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-12771-4", + "canonical_pr_number": 12788, + "duplicate_pr_numbers": [ + 13239, + 13240 + ], + "target_issue_number": 12771, + "reason": "PRs in cluster-12771-4 are treated as duplicates because they converge on issue #12771 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-12869-2", + "canonical_pr_number": 12870, + "duplicate_pr_numbers": [ + 12869 + ], + "target_issue_number": null, + "reason": "PRs in cluster-12869-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-12905-3", + "canonical_pr_number": 13183, + "duplicate_pr_numbers": [ + 13094 + ], + "target_issue_number": 12905, + "reason": "PRs in cluster-12905-3 are treated as duplicates because they converge on issue #12905 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-12913-3", + "canonical_pr_number": 13513, + "duplicate_pr_numbers": [ + 13272 + ], + "target_issue_number": 12913, + "reason": "PRs in cluster-12913-3 are treated as duplicates because they converge on issue #12913 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-13069-2", + "canonical_pr_number": 13071, + "duplicate_pr_numbers": [ + 13069 + ], + "target_issue_number": null, + "reason": "PRs in cluster-13069-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-13074-4", + "canonical_pr_number": 13075, + "duplicate_pr_numbers": [ + 13093, + 13514 + ], + "target_issue_number": 13074, + "reason": "PRs in cluster-13074-4 are treated as duplicates because they converge on issue #13074 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-13077-4", + "canonical_pr_number": 13136, + "duplicate_pr_numbers": [ + 13102, + 13128 + ], + "target_issue_number": 13077, + "reason": "PRs in cluster-13077-4 are treated as duplicates because they converge on issue #13077 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-13118-2", + "canonical_pr_number": 13189, + "duplicate_pr_numbers": [ + 13118 + ], + "target_issue_number": null, + "reason": "PRs in cluster-13118-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-13243-3", + "canonical_pr_number": 13512, + "duplicate_pr_numbers": [ + 13246 + ], + "target_issue_number": 13243, + "reason": "PRs in cluster-13243-3 are treated as duplicates because they converge on issue #13243 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-13292-3", + "canonical_pr_number": 13415, + "duplicate_pr_numbers": [ + 13307 + ], + "target_issue_number": 13292, + "reason": "PRs in cluster-13292-3 are treated as duplicates because they converge on issue #13292 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-1334-2", + "canonical_pr_number": 1426, + "duplicate_pr_numbers": [ + 1334 + ], + "target_issue_number": null, + "reason": "PRs in cluster-1334-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-13377-3", + "canonical_pr_number": 13379, + "duplicate_pr_numbers": [ + 13449 + ], + "target_issue_number": 13377, + "reason": "PRs in cluster-13377-3 are treated as duplicates because they converge on issue #13377 with closing_reference evidence." + }, + { + "cluster_id": "cluster-13411-3", + "canonical_pr_number": 13466, + "duplicate_pr_numbers": [ + 13412 + ], + "target_issue_number": 13411, + "reason": "PRs in cluster-13411-3 are treated as duplicates because they converge on issue #13411 with closing_reference evidence." + }, + { + "cluster_id": "cluster-13445-3", + "canonical_pr_number": 13455, + "duplicate_pr_numbers": [ + 13509 + ], + "target_issue_number": 13445, + "reason": "PRs in cluster-13445-3 are treated as duplicates because they converge on issue #13445 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-13462-3", + "canonical_pr_number": 13471, + "duplicate_pr_numbers": [ + 13468 + ], + "target_issue_number": 13462, + "reason": "PRs in cluster-13462-3 are treated as duplicates because they converge on issue #13462 with closing_reference evidence." + }, + { + "cluster_id": "cluster-13467-2", + "canonical_pr_number": 13497, + "duplicate_pr_numbers": [ + 13467 + ], + "target_issue_number": null, + "reason": "PRs in cluster-13467-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-13493-2", + "canonical_pr_number": 13555, + "duplicate_pr_numbers": [ + 13493 + ], + "target_issue_number": null, + "reason": "PRs in cluster-13493-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-1407-4", + "canonical_pr_number": 1416, + "duplicate_pr_numbers": [ + 1796 + ], + "target_issue_number": 1792, + "reason": "PRs in cluster-1407-4 are treated as duplicates because they converge on issue #1792 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-1466-4", + "canonical_pr_number": 2070, + "duplicate_pr_numbers": [ + 1547 + ], + "target_issue_number": 1466, + "reason": "PRs in cluster-1466-4 are treated as duplicates because they converge on issue #1466 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-1513-2", + "canonical_pr_number": 1513, + "duplicate_pr_numbers": [ + 1564 + ], + "target_issue_number": null, + "reason": "PRs in cluster-1513-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-1567-2", + "canonical_pr_number": 1618, + "duplicate_pr_numbers": [ + 1567 + ], + "target_issue_number": null, + "reason": "PRs in cluster-1567-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-1711-2", + "canonical_pr_number": 1714, + "duplicate_pr_numbers": [ + 1711 + ], + "target_issue_number": null, + "reason": "PRs in cluster-1711-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-1788-2", + "canonical_pr_number": 2094, + "duplicate_pr_numbers": [ + 1788 + ], + "target_issue_number": null, + "reason": "PRs in cluster-1788-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-2067-3", + "canonical_pr_number": 2147, + "duplicate_pr_numbers": [ + 2067, + 2096 + ], + "target_issue_number": null, + "reason": "PRs in cluster-2067-3 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-2206-2", + "canonical_pr_number": 2206, + "duplicate_pr_numbers": [ + 2260 + ], + "target_issue_number": null, + "reason": "PRs in cluster-2206-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-2217-2", + "canonical_pr_number": 2259, + "duplicate_pr_numbers": [ + 2217 + ], + "target_issue_number": null, + "reason": "PRs in cluster-2217-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-2383-2", + "canonical_pr_number": 2383, + "duplicate_pr_numbers": [ + 2384 + ], + "target_issue_number": null, + "reason": "PRs in cluster-2383-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-2388-2", + "canonical_pr_number": 2388, + "duplicate_pr_numbers": [ + 2406 + ], + "target_issue_number": null, + "reason": "PRs in cluster-2388-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-2417-2", + "canonical_pr_number": 2418, + "duplicate_pr_numbers": [ + 2417 + ], + "target_issue_number": null, + "reason": "PRs in cluster-2417-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-2450-2", + "canonical_pr_number": 2451, + "duplicate_pr_numbers": [ + 2450 + ], + "target_issue_number": null, + "reason": "PRs in cluster-2450-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-2479-2", + "canonical_pr_number": 3912, + "duplicate_pr_numbers": [ + 2479 + ], + "target_issue_number": null, + "reason": "PRs in cluster-2479-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-2541-2", + "canonical_pr_number": 2566, + "duplicate_pr_numbers": [ + 2541 + ], + "target_issue_number": null, + "reason": "PRs in cluster-2541-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-2637-2", + "canonical_pr_number": 2637, + "duplicate_pr_numbers": [ + 3825 + ], + "target_issue_number": null, + "reason": "PRs in cluster-2637-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-2642-4", + "canonical_pr_number": 2684, + "duplicate_pr_numbers": [ + 2642, + 2647, + 2748 + ], + "target_issue_number": null, + "reason": "PRs in cluster-2642-4 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-2741-2", + "canonical_pr_number": 2751, + "duplicate_pr_numbers": [ + 2741 + ], + "target_issue_number": null, + "reason": "PRs in cluster-2741-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-2812-3", + "canonical_pr_number": 2815, + "duplicate_pr_numbers": [ + 2812, + 2813 + ], + "target_issue_number": null, + "reason": "PRs in cluster-2812-3 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-2825-2", + "canonical_pr_number": 2826, + "duplicate_pr_numbers": [ + 2825 + ], + "target_issue_number": null, + "reason": "PRs in cluster-2825-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-2842-2", + "canonical_pr_number": 2962, + "duplicate_pr_numbers": [ + 2842 + ], + "target_issue_number": null, + "reason": "PRs in cluster-2842-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-2915-2", + "canonical_pr_number": 3850, + "duplicate_pr_numbers": [ + 2915 + ], + "target_issue_number": null, + "reason": "PRs in cluster-2915-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-3084-2", + "canonical_pr_number": 3459, + "duplicate_pr_numbers": [ + 3084 + ], + "target_issue_number": null, + "reason": "PRs in cluster-3084-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-3168-3", + "canonical_pr_number": 3168, + "duplicate_pr_numbers": [ + 3676, + 3687 + ], + "target_issue_number": null, + "reason": "PRs in cluster-3168-3 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-3201-2", + "canonical_pr_number": 3265, + "duplicate_pr_numbers": [ + 3201 + ], + "target_issue_number": null, + "reason": "PRs in cluster-3201-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-3237-2", + "canonical_pr_number": 3285, + "duplicate_pr_numbers": [ + 3237 + ], + "target_issue_number": null, + "reason": "PRs in cluster-3237-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-3414-2", + "canonical_pr_number": 3414, + "duplicate_pr_numbers": [ + 3415 + ], + "target_issue_number": null, + "reason": "PRs in cluster-3414-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-3458-2", + "canonical_pr_number": 3460, + "duplicate_pr_numbers": [ + 3458 + ], + "target_issue_number": null, + "reason": "PRs in cluster-3458-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-3470-2", + "canonical_pr_number": 3470, + "duplicate_pr_numbers": [ + 3472 + ], + "target_issue_number": null, + "reason": "PRs in cluster-3470-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-3554-2", + "canonical_pr_number": 3555, + "duplicate_pr_numbers": [ + 3554 + ], + "target_issue_number": null, + "reason": "PRs in cluster-3554-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-3586-2", + "canonical_pr_number": 5672, + "duplicate_pr_numbers": [ + 3586 + ], + "target_issue_number": null, + "reason": "PRs in cluster-3586-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-3690-3", + "canonical_pr_number": 3695, + "duplicate_pr_numbers": [ + 3690 + ], + "target_issue_number": 3693, + "reason": "PRs in cluster-3690-3 are treated as duplicates because they converge on issue #3693 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-3709-2", + "canonical_pr_number": 3710, + "duplicate_pr_numbers": [ + 3709 + ], + "target_issue_number": null, + "reason": "PRs in cluster-3709-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-3880-4", + "canonical_pr_number": 4536, + "duplicate_pr_numbers": [ + 3921 + ], + "target_issue_number": 3880, + "reason": "PRs in cluster-3880-4 are treated as duplicates because they converge on issue #3880 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-3896-3", + "canonical_pr_number": 4097, + "duplicate_pr_numbers": [ + 3896, + 4016 + ], + "target_issue_number": null, + "reason": "PRs in cluster-3896-3 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-4076-2", + "canonical_pr_number": 4079, + "duplicate_pr_numbers": [ + 4076 + ], + "target_issue_number": null, + "reason": "PRs in cluster-4076-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-4131-2", + "canonical_pr_number": 4138, + "duplicate_pr_numbers": [ + 4131 + ], + "target_issue_number": null, + "reason": "PRs in cluster-4131-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-4475-2", + "canonical_pr_number": 4493, + "duplicate_pr_numbers": [ + 4475 + ], + "target_issue_number": null, + "reason": "PRs in cluster-4475-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-4478-9", + "canonical_pr_number": 4796, + "duplicate_pr_numbers": [ + 4632, + 7858 + ], + "target_issue_number": 4619, + "reason": "PRs in cluster-4478-9 are treated as duplicates because they converge on issue #4619 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-4485-2", + "canonical_pr_number": 4486, + "duplicate_pr_numbers": [ + 4485 + ], + "target_issue_number": null, + "reason": "PRs in cluster-4485-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-4498-5", + "canonical_pr_number": 4502, + "duplicate_pr_numbers": [ + 4498, + 4499, + 4500, + 4501 + ], + "target_issue_number": null, + "reason": "PRs in cluster-4498-5 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-4544-2", + "canonical_pr_number": 4590, + "duplicate_pr_numbers": [ + 4544 + ], + "target_issue_number": null, + "reason": "PRs in cluster-4544-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-4553-3", + "canonical_pr_number": 4558, + "duplicate_pr_numbers": [ + 4603 + ], + "target_issue_number": 4553, + "reason": "PRs in cluster-4553-3 are treated as duplicates because they converge on issue #4553 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-4595-2", + "canonical_pr_number": 4596, + "duplicate_pr_numbers": [ + 4595 + ], + "target_issue_number": null, + "reason": "PRs in cluster-4595-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-4629-3", + "canonical_pr_number": 4661, + "duplicate_pr_numbers": [ + 4629, + 4659 + ], + "target_issue_number": null, + "reason": "PRs in cluster-4629-3 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-4655-2", + "canonical_pr_number": 5747, + "duplicate_pr_numbers": [ + 4655 + ], + "target_issue_number": null, + "reason": "PRs in cluster-4655-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-4704-3", + "canonical_pr_number": 4926, + "duplicate_pr_numbers": [ + 4707 + ], + "target_issue_number": 4704, + "reason": "PRs in cluster-4704-3 are treated as duplicates because they converge on issue #4704 with closing_reference evidence." + }, + { + "cluster_id": "cluster-4810-2", + "canonical_pr_number": 4810, + "duplicate_pr_numbers": [ + 4891 + ], + "target_issue_number": null, + "reason": "PRs in cluster-4810-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-4833-2", + "canonical_pr_number": 4833, + "duplicate_pr_numbers": [ + 5003 + ], + "target_issue_number": null, + "reason": "PRs in cluster-4833-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-4899-3", + "canonical_pr_number": 5938, + "duplicate_pr_numbers": [ + 4899 + ], + "target_issue_number": 5800, + "reason": "PRs in cluster-4899-3 are treated as duplicates because they converge on issue #5800 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-4944-2", + "canonical_pr_number": 5713, + "duplicate_pr_numbers": [ + 4944 + ], + "target_issue_number": null, + "reason": "PRs in cluster-4944-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-4947-2", + "canonical_pr_number": 4947, + "duplicate_pr_numbers": [ + 5188 + ], + "target_issue_number": null, + "reason": "PRs in cluster-4947-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-5062-3", + "canonical_pr_number": 5066, + "duplicate_pr_numbers": [ + 5065 + ], + "target_issue_number": 5062, + "reason": "PRs in cluster-5062-3 are treated as duplicates because they converge on issue #5062 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-5214-3", + "canonical_pr_number": 5305, + "duplicate_pr_numbers": [ + 5214 + ], + "target_issue_number": 5216, + "reason": "PRs in cluster-5214-3 are treated as duplicates because they converge on issue #5216 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-5243-2", + "canonical_pr_number": 5255, + "duplicate_pr_numbers": [ + 5243 + ], + "target_issue_number": null, + "reason": "PRs in cluster-5243-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-5249-4", + "canonical_pr_number": 5293, + "duplicate_pr_numbers": [ + 5299, + 5312 + ], + "target_issue_number": 5249, + "reason": "PRs in cluster-5249-4 are treated as duplicates because they converge on issue #5249 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-5262-4", + "canonical_pr_number": 5370, + "duplicate_pr_numbers": [ + 5288, + 5366 + ], + "target_issue_number": 5262, + "reason": "PRs in cluster-5262-4 are treated as duplicates because they converge on issue #5262 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-5264-3", + "canonical_pr_number": 5535, + "duplicate_pr_numbers": [ + 5280 + ], + "target_issue_number": 5264, + "reason": "PRs in cluster-5264-3 are treated as duplicates because they converge on issue #5264 with closing_reference evidence." + }, + { + "cluster_id": "cluster-5285-3", + "canonical_pr_number": 5478, + "duplicate_pr_numbers": [ + 5286 + ], + "target_issue_number": 5285, + "reason": "PRs in cluster-5285-3 are treated as duplicates because they converge on issue #5285 with closing_reference evidence." + }, + { + "cluster_id": "cluster-5302-3", + "canonical_pr_number": 5304, + "duplicate_pr_numbers": [ + 5303 + ], + "target_issue_number": 5302, + "reason": "PRs in cluster-5302-3 are treated as duplicates because they converge on issue #5302 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-5347-2", + "canonical_pr_number": 5349, + "duplicate_pr_numbers": [ + 5347 + ], + "target_issue_number": null, + "reason": "PRs in cluster-5347-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-5504-3", + "canonical_pr_number": 5697, + "duplicate_pr_numbers": [ + 5506 + ], + "target_issue_number": 5504, + "reason": "PRs in cluster-5504-3 are treated as duplicates because they converge on issue #5504 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-5524-3", + "canonical_pr_number": 5704, + "duplicate_pr_numbers": [ + 5696 + ], + "target_issue_number": 5524, + "reason": "PRs in cluster-5524-3 are treated as duplicates because they converge on issue #5524 with closing_reference evidence." + }, + { + "cluster_id": "cluster-5626-3", + "canonical_pr_number": 5626, + "duplicate_pr_numbers": [ + 7544, + 7868 + ], + "target_issue_number": null, + "reason": "PRs in cluster-5626-3 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-5712-3", + "canonical_pr_number": 6438, + "duplicate_pr_numbers": [ + 6342 + ], + "target_issue_number": 5712, + "reason": "PRs in cluster-5712-3 are treated as duplicates because they converge on issue #5712 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-5725-3", + "canonical_pr_number": 5748, + "duplicate_pr_numbers": [ + 5725, + 5744 + ], + "target_issue_number": null, + "reason": "PRs in cluster-5725-3 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-5828-2", + "canonical_pr_number": 5828, + "duplicate_pr_numbers": [ + 7746 + ], + "target_issue_number": null, + "reason": "PRs in cluster-5828-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-5833-2", + "canonical_pr_number": 5834, + "duplicate_pr_numbers": [ + 5833 + ], + "target_issue_number": null, + "reason": "PRs in cluster-5833-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-5878-2", + "canonical_pr_number": 5878, + "duplicate_pr_numbers": [ + 5879 + ], + "target_issue_number": null, + "reason": "PRs in cluster-5878-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-5886-3", + "canonical_pr_number": 5911, + "duplicate_pr_numbers": [ + 5910 + ], + "target_issue_number": 5886, + "reason": "PRs in cluster-5886-3 are treated as duplicates because they converge on issue #5886 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-5906-2", + "canonical_pr_number": 5914, + "duplicate_pr_numbers": [ + 5906 + ], + "target_issue_number": null, + "reason": "PRs in cluster-5906-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-5970-2", + "canonical_pr_number": 5971, + "duplicate_pr_numbers": [ + 5970 + ], + "target_issue_number": null, + "reason": "PRs in cluster-5970-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-5983-2", + "canonical_pr_number": 6466, + "duplicate_pr_numbers": [ + 5983 + ], + "target_issue_number": null, + "reason": "PRs in cluster-5983-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-6119-2", + "canonical_pr_number": 6119, + "duplicate_pr_numbers": [ + 6231 + ], + "target_issue_number": null, + "reason": "PRs in cluster-6119-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-6123-3", + "canonical_pr_number": 6328, + "duplicate_pr_numbers": [ + 6509 + ], + "target_issue_number": 6123, + "reason": "PRs in cluster-6123-3 are treated as duplicates because they converge on issue #6123 with closing_reference evidence." + }, + { + "cluster_id": "cluster-6137-4", + "canonical_pr_number": 8312, + "duplicate_pr_numbers": [ + 6143 + ], + "target_issue_number": 8236, + "reason": "PRs in cluster-6137-4 are treated as duplicates because they converge on issue #8236 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-6158-3", + "canonical_pr_number": 6721, + "duplicate_pr_numbers": [ + 6195 + ], + "target_issue_number": 6158, + "reason": "PRs in cluster-6158-3 are treated as duplicates because they converge on issue #6158 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-6207-2", + "canonical_pr_number": 6266, + "duplicate_pr_numbers": [ + 6207 + ], + "target_issue_number": null, + "reason": "PRs in cluster-6207-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-6208-2", + "canonical_pr_number": 6208, + "duplicate_pr_numbers": [ + 6241 + ], + "target_issue_number": null, + "reason": "PRs in cluster-6208-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-6226-4", + "canonical_pr_number": 12964, + "duplicate_pr_numbers": [ + 11306 + ], + "target_issue_number": 11285, + "reason": "PRs in cluster-6226-4 are treated as duplicates because they converge on issue #11285 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-6299-3", + "canonical_pr_number": 6299, + "duplicate_pr_numbers": [ + 6300, + 6301 + ], + "target_issue_number": null, + "reason": "PRs in cluster-6299-3 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-643-3", + "canonical_pr_number": 645, + "duplicate_pr_numbers": [ + 643, + 644 + ], + "target_issue_number": null, + "reason": "PRs in cluster-643-3 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-6453-2", + "canonical_pr_number": 6453, + "duplicate_pr_numbers": [ + 6462 + ], + "target_issue_number": null, + "reason": "PRs in cluster-6453-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-6503-8", + "canonical_pr_number": 6532, + "duplicate_pr_numbers": [ + 6525, + 6526, + 6534, + 6550, 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"reason": "PRs in cluster-6587-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-6627-2", + "canonical_pr_number": 6849, + "duplicate_pr_numbers": [ + 6627 + ], + "target_issue_number": null, + "reason": "PRs in cluster-6627-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-6688-3", + "canonical_pr_number": 7005, + "duplicate_pr_numbers": [ + 6844 + ], + "target_issue_number": 6688, + "reason": "PRs in cluster-6688-3 are treated as duplicates because they converge on issue #6688 with closing_reference evidence." + }, + { + "cluster_id": "cluster-6690-2", + "canonical_pr_number": 6692, + "duplicate_pr_numbers": [ + 6690 + ], + "target_issue_number": null, + "reason": "PRs in cluster-6690-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-6866-4", + "canonical_pr_number": 6941, + "duplicate_pr_numbers": [ + 7030, + 7031 + ], + "target_issue_number": 6866, + "reason": "PRs in cluster-6866-4 are treated as duplicates because they converge on issue #6866 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-6891-3", + "canonical_pr_number": 7615, + "duplicate_pr_numbers": [ + 7613 + ], + "target_issue_number": 6891, + "reason": "PRs in cluster-6891-3 are treated as duplicates because they converge on issue #6891 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-6980-2", + "canonical_pr_number": 6983, + "duplicate_pr_numbers": [ + 6980 + ], + "target_issue_number": null, + "reason": "PRs in cluster-6980-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-6984-7", + "canonical_pr_number": 7071, + "duplicate_pr_numbers": [ + 7052, + 7211, + 7307, + 8376, + 8387 + ], + "target_issue_number": 6984, + "reason": "PRs in cluster-6984-7 are treated as duplicates because they converge on issue #6984 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-70-2", + "canonical_pr_number": 78, + "duplicate_pr_numbers": [ + 70 + ], + "target_issue_number": null, + "reason": "PRs in cluster-70-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-7038-3", + "canonical_pr_number": 7550, + "duplicate_pr_numbers": [ + 7442 + ], + "target_issue_number": 7038, + "reason": "PRs in cluster-7038-3 are treated as duplicates because they converge on issue #7038 with closing_reference evidence." + }, + { + "cluster_id": "cluster-7068-2", + "canonical_pr_number": 8572, + "duplicate_pr_numbers": [ + 7068 + ], + "target_issue_number": null, + "reason": "PRs in cluster-7068-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-7092-2", + "canonical_pr_number": 7092, + "duplicate_pr_numbers": [ + 8687 + ], + "target_issue_number": null, + "reason": "PRs in cluster-7092-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-7233-2", + "canonical_pr_number": 7235, + "duplicate_pr_numbers": [ + 7233 + ], + "target_issue_number": null, + "reason": "PRs in cluster-7233-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-7677-3", + "canonical_pr_number": 7865, + "duplicate_pr_numbers": [ + 7898 + ], + "target_issue_number": 7677, + "reason": "PRs in cluster-7677-3 are treated as duplicates because they converge on issue #7677 with closing_reference evidence." + }, + { + "cluster_id": "cluster-7692-2", + "canonical_pr_number": 7876, + "duplicate_pr_numbers": [ + 7692 + ], + "target_issue_number": null, + "reason": "PRs in cluster-7692-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-7709-2", 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soft_similarity evidence." + }, + { + "cluster_id": "cluster-8308-2", + "canonical_pr_number": 8310, + "duplicate_pr_numbers": [ + 8308 + ], + "target_issue_number": null, + "reason": "PRs in cluster-8308-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-8384-4", + "canonical_pr_number": 11239, + "duplicate_pr_numbers": [ + 10973, + 11240 + ], + "target_issue_number": 8384, + "reason": "PRs in cluster-8384-4 are treated as duplicates because they converge on issue #8384 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-8446-5", + "canonical_pr_number": 8461, + "duplicate_pr_numbers": [ + 8446, + 8476, + 9308, + 9316 + ], + "target_issue_number": null, + "reason": "PRs in cluster-8446-5 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-8478-2", + "canonical_pr_number": 8478, + "duplicate_pr_numbers": [ + 8479 + ], + "target_issue_number": null, + "reason": "PRs in cluster-8478-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-8607-2", + "canonical_pr_number": 8607, + "duplicate_pr_numbers": [ + 8618 + ], + "target_issue_number": null, + "reason": "PRs in cluster-8607-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-8710-3", + "canonical_pr_number": 9386, + "duplicate_pr_numbers": [ + 8725 + ], + "target_issue_number": 8710, + "reason": "PRs in cluster-8710-3 are treated as duplicates because they converge on issue #8710 with closing_reference evidence." + }, + { + "cluster_id": "cluster-8773-2", + "canonical_pr_number": 8773, + "duplicate_pr_numbers": [ + 8976 + ], + "target_issue_number": null, + "reason": "PRs in cluster-8773-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-8775-2", + "canonical_pr_number": 8775, + "duplicate_pr_numbers": [ + 9760 + ], + "target_issue_number": null, + "reason": "PRs in cluster-8775-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-8798-2", + "canonical_pr_number": 8798, + "duplicate_pr_numbers": [ + 8913 + ], + "target_issue_number": null, + "reason": "PRs in cluster-8798-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-8810-4", + "canonical_pr_number": 8864, + "duplicate_pr_numbers": [ + 8810, + 9917 + ], + "target_issue_number": 9886, + "reason": "PRs in cluster-8810-4 are treated as duplicates because they converge on issue #9886 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-8814-2", + "canonical_pr_number": 8815, + "duplicate_pr_numbers": [ + 8814 + ], + "target_issue_number": null, + "reason": "PRs in cluster-8814-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-8816-2", + "canonical_pr_number": 8820, + "duplicate_pr_numbers": [ + 8816 + ], + "target_issue_number": null, + "reason": "PRs in cluster-8816-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-8899-2", + "canonical_pr_number": 8899, + "duplicate_pr_numbers": [ + 9037 + ], + "target_issue_number": null, + "reason": "PRs in cluster-8899-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-8949-2", + "canonical_pr_number": 8949, + "duplicate_pr_numbers": [ + 8980 + ], + "target_issue_number": null, + "reason": "PRs in cluster-8949-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-8960-3", + "canonical_pr_number": 8966, + "duplicate_pr_numbers": [ + 8961 + ], + "target_issue_number": 8960, + "reason": "PRs in cluster-8960-3 are treated as duplicates because they converge on issue #8960 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-8973-2", + "canonical_pr_number": 8985, + "duplicate_pr_numbers": [ + 8973 + ], + "target_issue_number": null, + "reason": "PRs in cluster-8973-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-8992-2", + "canonical_pr_number": 9040, + "duplicate_pr_numbers": [ + 8992 + ], + "target_issue_number": null, + "reason": "PRs in cluster-8992-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-9080-2", + "canonical_pr_number": 9082, + "duplicate_pr_numbers": [ + 9080 + ], + "target_issue_number": null, + "reason": "PRs in cluster-9080-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-916-4", + "canonical_pr_number": 1110, + "duplicate_pr_numbers": [ + 916, + 1007, + 1225 + ], + "target_issue_number": null, + "reason": "PRs in cluster-916-4 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-9237-4", + "canonical_pr_number": 9419, + "duplicate_pr_numbers": [ + 9549 + ], + "target_issue_number": 9237, + "reason": "PRs in cluster-9237-4 are treated as duplicates because they converge on issue #9237 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-9403-4", + "canonical_pr_number": 10261, + "duplicate_pr_numbers": [ + 9787 + ], + "target_issue_number": 9403, + "reason": "PRs in cluster-9403-4 are treated as duplicates because they converge on issue #9403 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-9514-5", + "canonical_pr_number": 10990, + "duplicate_pr_numbers": [ + 10338 + ], + "target_issue_number": 10989, + "reason": "PRs in cluster-9514-5 are treated as duplicates because they converge on issue #10989 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-9564-3", + "canonical_pr_number": 9564, + "duplicate_pr_numbers": [ + 9854, + 9855 + ], + "target_issue_number": null, + "reason": "PRs in cluster-9564-3 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-9567-8", + "canonical_pr_number": 9608, + "duplicate_pr_numbers": [ + 9579, + 9582, + 9583, + 9606, + 9724, + 9815 + ], + "target_issue_number": 9567, + "reason": "PRs in cluster-9567-8 are treated as duplicates because they converge on issue #9567 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-9591-5", + "canonical_pr_number": 9591, + "duplicate_pr_numbers": [ + 9706, + 9707, + 9714, + 9715 + ], + "target_issue_number": null, + "reason": "PRs in cluster-9591-5 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-9610-3", + "canonical_pr_number": 9659, + "duplicate_pr_numbers": [ + 9843 + ], + "target_issue_number": 9610, + "reason": "PRs in cluster-9610-3 are treated as duplicates because they converge on issue #9610 with closing_reference evidence." + }, + { + "cluster_id": "cluster-9631-2", + "canonical_pr_number": 9642, + "duplicate_pr_numbers": [ + 9631 + ], + "target_issue_number": null, + "reason": "PRs in cluster-9631-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-9772-3", + "canonical_pr_number": 10131, + "duplicate_pr_numbers": [ + 9776 + ], + "target_issue_number": 9772, + "reason": "PRs in cluster-9772-3 are treated as duplicates because they converge on issue #9772 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-9841-3", + "canonical_pr_number": 9879, + "duplicate_pr_numbers": [ + 9842 + ], + "target_issue_number": 9841, + "reason": "PRs in cluster-9841-3 are treated as duplicates because they converge on issue #9841 with closing_reference, shared_issue_target evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-1246-22", + "issue_number": 13124, + "reason": "Issue #13124 is the strongest global issue candidate because it is open, belongs to a cluster with 22 artifacts, and carries 2 discussion comments plus 6 inbound references.", + "score": 330.0 + }, + "best_pr": { + "cluster_id": "cluster-13074-4", + "pr_number": 13075, + "reason": "PR #13075 is the strongest global PR candidate because it is open, belongs to a cluster with 4 artifacts, links to 1 issues, and carries 12 review/discussion events.", + "score": 188.98 + } +} diff --git a/snapshots/20260427T112541Z/analysis-runs/hybrid-model-20260427t112541z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260427T112541Z/analysis-runs/hybrid-model-20260427t112541z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..57e235bbcb831bf893d71fb449e656a451ce9995 --- /dev/null +++ b/snapshots/20260427T112541Z/analysis-runs/hybrid-model-20260427t112541z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,209583 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/diffusers", + "snapshot_id": "20260427T112541Z", + "generated_at": "2026-04-27T11:44:46Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10035", + "issue:10091", + "issue:10343", + "issue:10804", + "issue:10954", + "issue:11083", + "issue:11169", + "issue:11225", + "issue:11417", + "issue:12044", + "issue:12436", + "issue:12480", + "issue:12481", + "issue:2044", + "issue:2780", + "issue:2819", + "issue:2995", + "issue:3809", + "issue:3954", + "issue:4104", + "issue:4325", + "issue:4557", + "issue:4649", + "issue:4754", + "issue:4868", + "issue:5082", + "issue:5259", + "issue:5295", + "issue:5475", + "issue:5510", + "issue:5805", + "issue:6324", + "issue:6363", + "issue:6517", + "issue:6594", + "issue:6727", + "issue:6812", + "issue:6815", + "issue:6996", + "issue:7330", + "issue:7854", + "issue:8236", + "issue:8759", + "issue:9293", + "issue:9298", + "issue:9546", + "issue:9726", + "issue:9727" + ], + "soft_pairs": [ + "issue:12480|issue:12481", + "issue:5295|issue:5475", + "issue:10035|issue:10091", + "issue:5510|issue:7854", + "issue:3954|issue:8236", + "issue:12436|issue:12480", + "issue:12436|issue:12481", + "issue:6815|issue:8759", + "issue:5805|issue:7854", + "issue:10804|issue:10954", + "issue:4325|issue:8759", + "issue:4754|issue:5259", + "issue:6727|issue:6812", + "issue:4649|issue:6996", + "issue:11083|issue:3809", + "issue:12044|issue:6324", + "issue:10343|issue:6815", + "issue:2995|issue:5082", + "issue:2819|issue:6594", + "issue:9293|issue:9298", + "issue:4557|issue:4868", + "issue:11225|issue:9546", + "issue:9726|issue:9727", + "issue:6363|issue:7330", + "issue:2780|issue:6363", + "issue:4104|issue:6815", + "issue:11169|issue:6517", + "issue:11417|issue:2044" + ], + "prepared_review_unit_hash": "0133da4827865cc18ff504a8d40a95b1bf43e4a1d70288f3555e8f0c674ee8d9", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36481, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The strongest duplicate clusters are the exact-title or near-exact error repeats, especially the CLIPTextModel/offload_state_dict reports. I kept broader symptom matches conservative when the titles point to different model or pipeline contexts and the packet lacks body text or traces to prove a shared root cause.", + "confidence": 0.76, + "canonical_issue_reason": "issue:12480 is the cleanest anchor for the offload_state_dict/CLIPTextModel cluster: it has the most complete wording, and 12481 plus 12436 are very close variants of the same report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:12480 is the best overall issue anchor because it is the clearest, most detailed representative of the strongest duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:12480", + "right": "issue:12481", + "accept": true, + "reason": "Near-identical titles and the same CLIPTextModel/offload_state_dict TypeError; same bug." + }, + { + "left": "issue:5295", + "right": "issue:5475", + "accept": true, + "reason": "Same LaVie/LaVIE project title with only capitalization variation; duplicate report." + }, + { + "left": "issue:10035", + "right": "issue:10091", + "accept": true, + "reason": "Exact same CogvideoX VAE decoder memory issue title; duplicate." + }, + { + "left": "issue:5510", + "right": "issue:7854", + "accept": false, + "reason": "Both mention dtype mismatches, but the pipeline/context differs and the packet does not show one concrete shared code path." + }, + { + "left": "issue:3954", + "right": "issue:8236", + "accept": false, + "reason": "Same broad scheduler step-count symptom, but not enough shared evidence here to confirm the same underlying bug." + }, + { + "left": "issue:12436", + "right": "issue:12480", + "accept": true, + "reason": "Same offload_state_dict / CLIPTextModel TypeError family; clearly overlapping reports." + }, + { + "left": "issue:12436", + "right": "issue:12481", + "accept": true, + "reason": "Same offload_state_dict / CLIPTextModel TypeError family; duplicate variant." + }, + { + "left": "issue:6815", + "right": "issue:8759", + "accept": false, + "reason": "Both are black-image / invalid-cast symptom reports, but the model context differs and the packet does not prove the same root cause." + }, + { + "left": "issue:5805", + "right": "issue:7854", + "accept": false, + "reason": "Related dtype mismatch wording, but the specific failing path and context differ too much to merge them confidently." + }, + { + "left": "issue:10804", + "right": "issue:10954", + "accept": true, + "reason": "Same FLUX1.dev LoRA load-failure report, just reworded." + }, + { + "left": "issue:4325", + "right": "issue:8759", + "accept": false, + "reason": "The error text is similar, but this is still only a broad black-image symptom match across different model contexts." + }, + { + "left": "issue:4754", + "right": "issue:5259", + "accept": true, + "reason": "Same missing model_index.json / textual inversion loading error; duplicate." + }, + { + "left": "issue:6727", + "right": "issue:6812", + "accept": true, + "reason": "Same Query/Key/Value dtype mismatch during LoRA training; same bug family." + }, + { + "left": "issue:4649", + "right": "issue:6996", + "accept": true, + "reason": "Same NoneType / added_cond_kwargs text_embeds error; duplicate." + }, + { + "left": "issue:11083", + "right": "issue:3809", + "accept": true, + "reason": "Same torch-DDP stride mismatch warning; near-exact duplicate wording." + }, + { + "left": "issue:12044", + "right": "issue:6324", + "accept": true, + "reason": "Exact same AttributeError about bool.__module__; duplicate." + }, + { + "left": "issue:10343", + "right": "issue:6815", + "accept": false, + "reason": "Both mention black output / invalid-cast symptoms, but they are model-specific reports and not clearly the same bug." + }, + { + "left": "issue:2995", + "right": "issue:5082", + "accept": true, + "reason": "Same mat1/mat2 shape-mismatch error; duplicate." + }, + { + "left": "issue:2819", + "right": "issue:6594", + "accept": false, + "reason": "Both are raw.githubusercontent.com download failures, but the target files and underlying cause are not shown to be the same." + }, + { + "left": "issue:9293", + "right": "issue:9298", + "accept": true, + "reason": "Exact same Float8_e4m3fnStorage lookup failure; duplicate." + }, + { + "left": "issue:4557", + "right": "issue:4868", + "accept": true, + "reason": "Same super object __getattr__ AttributeError; duplicate." + }, + { + "left": "issue:11225", + "right": "issue:9546", + "accept": false, + "reason": "Both are validation-step OOM reports, but they are model-family-specific and only symptom-level similar here." + }, + { + "left": "issue:9726", + "right": "issue:9727", + "accept": false, + "reason": "Related FLUX.1-dev multi-GPU reports, but one is a training problem and the other a save problem; not the same bug." + }, + { + "left": "issue:6363", + "right": "issue:7330", + "accept": true, + "reason": "Same Attempting to unscale FP16 gradients error in the LoRA training script family; duplicate." + }, + { + "left": "issue:2780", + "right": "issue:6363", + "accept": true, + "reason": "Same FP16 unscale failure in text-to-image LoRA training; duplicate." + }, + { + "left": "issue:4104", + "right": "issue:6815", + "accept": false, + "reason": "Same broad black-image/invalid-cast symptom, but not enough evidence of one shared root cause across the different reports." + }, + { + "left": "issue:11169", + "right": "issue:6517", + "accept": false, + "reason": "Both are import failures, but the reported errors differ and do not indicate the same bug." + }, + { + "left": "issue:11417", + "right": "issue:2044", + "accept": true, + "reason": "Exact same DistributedDataParallel has no dtype AttributeError; duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice is reasonably grounded, and several exact-title or near-exact duplicate pairs are fine. However, the soft-edge section is too assertive in a few places given the packet only provides titles/body sizes, not body text or code traces. In particular, pairs like issue:11225 vs issue:9546, issue:6815 vs issue:8759, issue:10343 vs issue:6815, and issue:3954 vs issue:8236 read like symptom-level similarity rather than clearly the same bug. For this task, those should stay conservative unless the packet shows stronger shared evidence. The summary should also avoid implying direct proof of sameness for broad symptom matches when the model/pipeline context differs." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 2, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10520", + "issue:10575", + "issue:10650", + "issue:10673", + "issue:10958", + "issue:11413", + "issue:11436", + "issue:12009", + "issue:12104", + "issue:12559", + "issue:1433", + "issue:1875", + "issue:2500", + "issue:2780", + "issue:3489", + "issue:5110", + "issue:5510", + "issue:5607", + "issue:5749", + "issue:5805", + "issue:5897", + "issue:6086", + "issue:6363", + "issue:6368", + "issue:6445", + "issue:6517", + "issue:6570", + "issue:6821", + "issue:6832", + "issue:6879", + "issue:7261", + "issue:7286", + "issue:7330", + "issue:736", + "issue:7681", + "issue:7708", + "issue:7854", + "issue:7891", + "issue:7935", + "issue:7978", + "issue:8465", + "issue:8581", + "issue:8833", + "issue:8863", + "issue:9362", + "issue:9448", + "issue:9476" + ], + "soft_pairs": [ + "issue:6517|issue:7681", + "issue:5749|issue:9362", + "issue:12559|issue:7978", + "issue:5607|issue:6570", + "issue:7935|issue:8833", + "issue:12104|issue:9362", + "issue:1875|issue:5510", + "issue:10650|issue:10673", + "issue:7854|issue:9476", + "issue:11413|issue:6517", + "issue:7708|issue:7935", + "issue:5110|issue:736", + "issue:5897|issue:7891", + "issue:6086|issue:6363", + "issue:7261|issue:7286", + "issue:1875|issue:7854", + "issue:11436|issue:6879", + "issue:10958|issue:12009", + "issue:10958|issue:2500", + "issue:8863|issue:9448", + "issue:1875|issue:5805", + "issue:6445|issue:6821", + "issue:2780|issue:7330", + "issue:6832|issue:8863", + "issue:7935|issue:8465", + "issue:10520|issue:7891", + "issue:6368|issue:8581", + "issue:10575|issue:5749", + "issue:1433|issue:3489" + ], + "prepared_review_unit_hash": "85ad060b999b6dfe4d5e443055781096e05483f557cb1d6f1af4713b8d076769", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36851, + "estimated_input_tokens": 9213, + "estimated_eval_tokens": 18682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster still breaks into a few well-supported duplicate subgroups, especially the LoRA FP16 unscale reports and a handful of exact-message matches. However, several tuple.shape links are too weakly grounded to treat as confirmed duplicates, so I\u2019d keep the triage conservative and not collapse the broader cluster too aggressively.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 6086 is the strongest canonical anchor for the accepted duplicate subgroup: it has the richest discussion, a clear repro, and matches the same FP16-gradient unscale failure seen in 6363 and 7330.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 6086 is the best overall issue to anchor the confirmed subgroup because it is detailed, well-scoped, and explicitly captures the shared LoRA training failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:6517", + "right": "issue:7681", + "accept": false, + "reason": "Both are import-time failures, but they involve different modules and different underlying causes." + }, + { + "left": "issue:5749", + "right": "issue:9362", + "accept": false, + "reason": "Both are IndexErrors, but the reported sizes differ and there is no clear shared failing code path." + }, + { + "left": "issue:12559", + "right": "issue:7978", + "accept": true, + "reason": "Same concrete torchvision::nms missing-operator failure; the later report is just a more specific instance of the same bug." + }, + { + "left": "issue:5607", + "right": "issue:6570", + "accept": true, + "reason": "Both report the same tensor-size mismatch in the StableDiffusionXLInstructPix2Pix pipeline family." + }, + { + "left": "issue:7935", + "right": "issue:8833", + "accept": false, + "reason": "Both mention missing config.json, but they point to different models and loader contexts." + }, + { + "left": "issue:12104", + "right": "issue:9362", + "accept": false, + "reason": "Same broad IndexError wording, but the tensor sizes and failure context are clearly different." + }, + { + "left": "issue:1875", + "right": "issue:5510", + "accept": false, + "reason": "Both are dtype mismatch errors, but the pipeline context and concrete failure mode are not the same." + }, + { + "left": "issue:10650", + "right": "issue:10673", + "accept": false, + "reason": "The shape text matches, but the pipelines/models differ enough that this is not clearly the same underlying bug." + }, + { + "left": "issue:7854", + "right": "issue:9476", + "accept": false, + "reason": "Both are dtype mismatch reports, but they arise in different training/validation contexts and are too generic to merge." + }, + { + "left": "issue:11413", + "right": "issue:6517", + "accept": false, + "reason": "Both are import failures, but the traceback targets different pipelines and does not indicate a shared root cause." + }, + { + "left": "issue:7708", + "right": "issue:7935", + "accept": false, + "reason": "Both involve missing config.json, but the model/path context differs and the evidence is too weak for duplication." + }, + { + "left": "issue:5110", + "right": "issue:736", + "accept": true, + "reason": "Same HFValidationError about invalid repo IDs; the second report is the same validation bug in another form." + }, + { + "left": "issue:5897", + "right": "issue:7891", + "accept": false, + "reason": "The device-mismatch wording is similar, but the reports are too context-poor to prove the same concrete bug." + }, + { + "left": "issue:6086", + "right": "issue:6363", + "accept": true, + "reason": "Same exact FP16 unscale failure in the LoRA text-to-image training script family." + }, + { + "left": "issue:7261", + "right": "issue:7286", + "accept": true, + "reason": "Both are unsuccessful cross-attention weight loading reports for Custom Diffusion, with the second adding a pipeline variant." + }, + { + "left": "issue:1875", + "right": "issue:7854", + "accept": false, + "reason": "Both are half/float mismatch reports, but the surrounding pipelines differ and the bug is not concretely the same." + }, + { + "left": "issue:11436", + "right": "issue:6879", + "accept": false, + "reason": "Both are mat1/mat2 dtype mismatch errors, but one is half vs bfloat16 and the other is half vs float." + }, + { + "left": "issue:10958", + "right": "issue:12009", + "accept": false, + "reason": "Both mention meta-tensor loading problems, but the model format and loader path differ enough to keep them separate." + }, + { + "left": "issue:10958", + "right": "issue:2500", + "accept": false, + "reason": "Same meta-tensor symptom, but one is a specific pipeline loader report and the other is test failures; too broad to merge." + }, + { + "left": "issue:8863", + "right": "issue:9448", + "accept": false, + "reason": "The tuple.shape symptom is similar, but the evidence is only a generic exception string plus a broad pipeline family, so this is not confirmed duplicate-level evidence." + }, + { + "left": "issue:1875", + "right": "issue:5805", + "accept": false, + "reason": "Both are dtype-related, but the titles do not show the same concrete failure path." + }, + { + "left": "issue:6445", + "right": "issue:6821", + "accept": false, + "reason": "Both are caption_column validation issues, but the accepted values and dataset-schema contexts differ." + }, + { + "left": "issue:2780", + "right": "issue:7330", + "accept": true, + "reason": "Same exact Attempting to unscale FP16 gradients failure in the LoRA text-to-image training script family." + }, + { + "left": "issue:6832", + "right": "issue:8863", + "accept": false, + "reason": "This is only supported by a generic tuple.shape exception and broad pipeline-family similarity, which is not enough to confirm a duplicate." + }, + { + "left": "issue:7935", + "right": "issue:8465", + "accept": false, + "reason": "Both mention missing config.json, but they involve different pipelines and model-loading paths." + }, + { + "left": "issue:10520", + "right": "issue:7891", + "accept": false, + "reason": "Same device-mismatch wording, but the reports are too vague to prove the same code path." + }, + { + "left": "issue:6368", + "right": "issue:8581", + "accept": false, + "reason": "Both are unsupported-lora-layer errors, but they reference different layers and are not the same concrete bug." + }, + { + "left": "issue:10575", + "right": "issue:5749", + "accept": false, + "reason": "Both are index-out-of-bounds errors, but the dimensions and sizes differ and there is no clear shared failure path." + }, + { + "left": "issue:1433", + "right": "issue:3489", + "accept": true, + "reason": "Same OnnxRuntimeModel has no attribute config error; the second is a pipeline-specific duplicate of the first." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but a few soft-edge accepts are too strong for the evidence in the packet. In particular, the tuple.shape links (issue:6832 \u2194 issue:8863 and issue:8863 \u2194 issue:9448) are only supported by a generic exception string plus a broad pipeline family, so treating them as confirmed duplicates overstates the packet. The LoRA FP16-unscale subgroup and the exact-message pairs (e.g. HFValidationError, torchvision::nms, OnnxRuntimeModel.config) are better supported. Because the output accepts some weakly grounded merges, I\u2019d reject for precision." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 3, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10520", + "issue:10722", + "issue:10896", + "issue:10897", + "issue:10952", + "issue:11436", + "issue:12436", + "issue:13261", + "issue:13311", + "issue:3357", + "issue:3651", + "issue:4410", + "issue:4752", + "issue:4932", + "issue:4933", + "issue:5022", + "issue:5025", + "issue:5399", + "issue:5510", + "issue:5603", + "issue:5661", + "issue:6124", + "issue:6278", + "issue:6363", + "issue:6482", + "issue:7003", + "issue:7330", + "issue:7708", + "issue:7978", + "issue:8518", + "issue:859", + "issue:8833", + "issue:9063", + "issue:9109", + "issue:9291", + "issue:9292", + "issue:9443", + "issue:9448", + "issue:9602", + "issue:9628", + "issue:9726", + "issue:9727", + "issue:9790", + "issue:9799", + "issue:9895", + "issue:9901", + "issue:9973" + ], + "soft_pairs": [ + "issue:10896|issue:10897", + "issue:9063|issue:9443", + "issue:4932|issue:4933", + "issue:3651|issue:6278", + "issue:9291|issue:9292", + "issue:5022|issue:5661", + "issue:10722|issue:9799", + "issue:9727|issue:9790", + "issue:6363|issue:6482", + "issue:10952|issue:9602", + "issue:9726|issue:9790", + "issue:3357|issue:8518", + "issue:7330|issue:9628", + "issue:6124|issue:7330", + "issue:9628|issue:9973", + "issue:9448|issue:9901", + "issue:7708|issue:8833", + "issue:10520|issue:9895", + "issue:13261|issue:13311", + "issue:11436|issue:5399", + "issue:7978|issue:9109", + "issue:5025|issue:5603", + "issue:12436|issue:859", + "issue:4752|issue:5510", + "issue:4410|issue:7003" + ], + "prepared_review_unit_hash": "607f7cefb8a8b1a8a7a41bf1917a6d6b32b91415c039c9b64fcb91cb7e765f87", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34728, + "estimated_input_tokens": 8682, + "estimated_eval_tokens": 17620 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous overall, but many pairs are clear duplicate issues around the same error or request. I accepted only pairs that appear to describe the same underlying bug/feature and rejected pairs that merely share a subsystem or broad error class.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue covers the full set because the items split into many unrelated subclusters. The cleanest duplicate anchor is issue 10897, which is an exact same-title match to 10896 and remains open.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 10897 is the best issue to keep as the canonical representative for its subcluster: it is an exact duplicate of 10896, has the same request text, and is open.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10896", + "right": "issue:10897", + "accept": true, + "reason": "Exact same title and same feature request; these are duplicates." + }, + { + "left": "issue:9063", + "right": "issue:9443", + "accept": false, + "reason": "Same error string, but different pipelines/models; likely separate tokenizer-loading cases." + }, + { + "left": "issue:4932", + "right": "issue:4933", + "accept": true, + "reason": "Same DreamBooth output complaint with near-identical wording; duplicate reports." + }, + { + "left": "issue:3651", + "right": "issue:6278", + "accept": false, + "reason": "Both mention multi-GPU, but they affect different training scripts and likely different failure points." + }, + { + "left": "issue:9291", + "right": "issue:9292", + "accept": true, + "reason": "Both report FLUX LoRA key incompatibility with diffusers loaders; same underlying compatibility bug." + }, + { + "left": "issue:5022", + "right": "issue:5661", + "accept": true, + "reason": "Both are the same missing PreTrainedTokenizer import/name error in diffusers." + }, + { + "left": "issue:10722", + "right": "issue:9799", + "accept": false, + "reason": "Both are tensor-size mismatches, but the actual dimensions and training contexts differ." + }, + { + "left": "issue:9727", + "right": "issue:9790", + "accept": false, + "reason": "One is a save problem and the other is a training problem; not clearly the same bug." + }, + { + "left": "issue:6363", + "right": "issue:6482", + "accept": true, + "reason": "Same FP16 unscale error in closely related DreamBooth/LoRA training paths." + }, + { + "left": "issue:10952", + "right": "issue:9602", + "accept": true, + "reason": "Both are adapter-name lookup failures during LoRA loading; same adapter handling issue." + }, + { + "left": "issue:9726", + "right": "issue:9790", + "accept": true, + "reason": "Same FLUX.1-dev DreamBooth multigpu training failure theme and likely same code path." + }, + { + "left": "issue:3357", + "right": "issue:8518", + "accept": false, + "reason": "Both are torch.compile errors, but they are different unsupported operations and different stack paths." + }, + { + "left": "issue:7330", + "right": "issue:9628", + "accept": true, + "reason": "Same \"Attempting to unscale FP16 gradients\" training failure across related scripts." + }, + { + "left": "issue:6124", + "right": "issue:7330", + "accept": true, + "reason": "Same FP16 gradient unscale error in DreamBooth/LoRA training flows." + }, + { + "left": "issue:9628", + "right": "issue:9973", + "accept": true, + "reason": "Both report the same FP16 unscale failure in DreamBooth LoRA SD3 training." + }, + { + "left": "issue:9448", + "right": "issue:9901", + "accept": true, + "reason": "Both describe the same tuple-vs-shape attention/processor bug path." + }, + { + "left": "issue:7708", + "right": "issue:8833", + "accept": false, + "reason": "Both are missing-file model loading errors, but they concern different repos and different missing files." + }, + { + "left": "issue:10520", + "right": "issue:9895", + "accept": false, + "reason": "Same device-mismatch symptom, but different models and no evidence they share the same fix." + }, + { + "left": "issue:13261", + "right": "issue:13311", + "accept": true, + "reason": "Both are FLUX.2-klein-9B LoRA compatibility failures in the same transformer/LoRA loading path." + }, + { + "left": "issue:11436", + "right": "issue:5399", + "accept": false, + "reason": "Both are dtype mismatches, but they involve different pipelines and are too generic to merge confidently." + }, + { + "left": "issue:7978", + "right": "issue:9109", + "accept": true, + "reason": "Exact same torchvision::nms missing-operator error." + }, + { + "left": "issue:5025", + "right": "issue:5603", + "accept": false, + "reason": "Both are import errors from diffusers.utils, but they are different missing symbols and likely separate breakages." + }, + { + "left": "issue:12436", + "right": "issue:859", + "accept": false, + "reason": "Both are unexpected-argument constructor errors, but for different classes and different arguments." + }, + { + "left": "issue:4752", + "right": "issue:5510", + "accept": false, + "reason": "Both are dtype mismatches in SDXL-family pipelines, but the concrete pipelines and fixes are different." + }, + { + "left": "issue:4410", + "right": "issue:7003", + "accept": false, + "reason": "Both involve weight-shape mismatches, but they are different in/out channel expectations and different loading scenarios." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The canonical anchor choice is supported by the identical SkyReels-A1 titles and open state on 10897, and the accepted soft-edge pairs all have reasonably close title/body alignment rather than just broad subsystem similarity. The rejected pairs are also appropriately cautious. No clear overstatement of evidence stood out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 4, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10154", + "issue:10343", + "issue:10467", + "issue:10928", + "issue:11218", + "issue:11410", + "issue:11417", + "issue:11702", + "issue:11709", + "issue:11849", + "issue:11865", + "issue:11901", + "issue:12104", + "issue:12174", + "issue:12778", + "issue:13261", + "issue:13350", + "issue:1925", + "issue:1931", + "issue:1946", + "issue:1976", + "issue:2100", + "issue:2947", + "issue:3325", + "issue:3481", + "issue:3829", + "issue:4265", + "issue:4752", + "issue:4868", + "issue:5259", + "issue:5510", + "issue:5805", + "issue:6139", + "issue:6363", + "issue:6821", + "issue:6914", + "issue:7049", + "issue:720", + "issue:7210", + "issue:7708", + "issue:7851", + "issue:7854", + "issue:8759", + "issue:8975", + "issue:9210", + "issue:9628", + "issue:9690", + "issue:9901" + ], + "soft_pairs": [ + "issue:10154|issue:7210", + "issue:1931|issue:720", + "issue:4752|issue:7854", + "issue:11417|issue:12778", + "issue:1946|issue:3325", + "issue:6363|issue:9628", + "issue:6914|issue:9901", + "issue:13261|issue:13350", + "issue:1925|issue:1931", + "issue:2947|issue:6139", + "issue:10928|issue:5259", + "issue:10343|issue:8759", + "issue:5510|issue:5805", + "issue:4752|issue:5805", + "issue:12104|issue:7851", + "issue:10467|issue:9690", + "issue:6821|issue:9210", + "issue:12174|issue:4868", + "issue:3481|issue:3829", + "issue:11417|issue:11865", + "issue:11218|issue:8975", + "issue:11702|issue:11709", + "issue:1976|issue:7708", + "issue:2100|issue:4265", + "issue:11410|issue:7049", + "issue:11849|issue:11901" + ], + "prepared_review_unit_hash": "73578b402a4ad4b2104ce6c628216c4a575d394ab066dcd47fccc3a7c973f6e2", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35606, + "estimated_input_tokens": 8902, + "estimated_eval_tokens": 18060 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not one tight duplicate cluster; it contains several separate bug families. Clear duplicate-like pairs mostly involve repeated dtype-mismatch errors, repeated missing-file/import lookups, repeated attribute errors, and repeated LoRA key-loading failures. Several other soft pairs are only broadly similar and should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue covers the whole set; the items split into multiple unrelated bug families. If one representative must be chosen, issue 1931 best captures the recurring half-precision dtype-mismatch subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 1931 is the strongest overall representative because it is a clear, recurring half-precision/float dtype-mismatch report and aligns with other near-duplicate reports in that subgroup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10154", + "right": "issue:7210", + "accept": false, + "reason": "Both are AttributeError reports, but they hit different APIs and code paths: load_lora_weights vs accelerate.load_checkpoint_and_dispatch. Not the same bug." + }, + { + "left": "issue:1931", + "right": "issue:720", + "accept": true, + "reason": "Same underlying float16/Half vs Float mismatch during Stable Diffusion inference; the symptom and fix path are effectively the same." + }, + { + "left": "issue:4752", + "right": "issue:7854", + "accept": true, + "reason": "These are the same input/bias dtype mismatch error in SDXL code, with nearly identical wording and likely the same fix." + }, + { + "left": "issue:11417", + "right": "issue:12778", + "accept": false, + "reason": "Both are missing-attribute errors, but on different objects and different failures. Too little evidence of one concrete shared bug." + }, + { + "left": "issue:1946", + "right": "issue:3325", + "accept": false, + "reason": "Both mention CUDA invalid argument, but one is xformers-related and the other is train_dreambooth.py. Same broad symptom, not the same bug." + }, + { + "left": "issue:6363", + "right": "issue:9628", + "accept": false, + "reason": "Same error text, but different training scripts and model setups. Insufficient evidence that one code-path fix would address both." + }, + { + "left": "issue:6914", + "right": "issue:9901", + "accept": false, + "reason": "Both are tuple/shape-related AttributeErrors, but they occur in different contexts (IP-Adapter/cpu offload vs AttnProcessor) and do not clearly share one root cause." + }, + { + "left": "issue:13261", + "right": "issue:13350", + "accept": false, + "reason": "One is a LoRA/lokr loading failure; the other is a batch inference usage question. Not the same underlying bug." + }, + { + "left": "issue:1925", + "right": "issue:1931", + "accept": true, + "reason": "Both describe the same half-precision/float mismatch class of bug in Stable Diffusion inference." + }, + { + "left": "issue:2947", + "right": "issue:6139", + "accept": false, + "reason": "These are different missing attributes on UNet2DConditionModel, so they are not the same concrete defect." + }, + { + "left": "issue:10928", + "right": "issue:5259", + "accept": false, + "reason": "Different missing-file errors: fp16 weight file vs model_index.json. Separate problems." + }, + { + "left": "issue:10343", + "right": "issue:8759", + "accept": true, + "reason": "Same invalid-cast warning in image postprocessing leading to black images; the symptom and code area match closely." + }, + { + "left": "issue:5510", + "right": "issue:5805", + "accept": false, + "reason": "Both are dtype mismatch errors, but they occur in different pipelines/platforms and the exact failure context differs too much to merge confidently." + }, + { + "left": "issue:4752", + "right": "issue:5805", + "accept": false, + "reason": "Same broad dtype mismatch theme, but one is an SDXL pipeline bug and the other is an XLA-specific issue with opposite type ordering. Not a clean duplicate." + }, + { + "left": "issue:12104", + "right": "issue:7851", + "accept": false, + "reason": "Both are index-out-of-bounds errors, but one is size 0 and the other is a concurrency-related size 11 case. Different bugs." + }, + { + "left": "issue:10467", + "right": "issue:9690", + "accept": false, + "reason": "One is about a generated temp filename in FP8 example output; the other is a cleanup request. Not the same issue." + }, + { + "left": "issue:6821", + "right": "issue:9210", + "accept": false, + "reason": "These are opposite dataset-column validation errors (caption_column vs image_column) and do not indicate the same defect." + }, + { + "left": "issue:12174", + "right": "issue:4868", + "accept": true, + "reason": "Same AttributeError on __getattr__ with the same underlying failure signature." + }, + { + "left": "issue:3481", + "right": "issue:3829", + "accept": false, + "reason": "Both discuss image differences across inference settings, but they involve different schedulers/pipelines and are too broad to treat as one bug." + }, + { + "left": "issue:11417", + "right": "issue:11865", + "accept": false, + "reason": "Completely different attribute errors on different objects; no shared code-path is apparent." + }, + { + "left": "issue:11218", + "right": "issue:8975", + "accept": false, + "reason": "Both are import errors from diffusers.loaders, but they concern different symbols and likely different missing exports." + }, + { + "left": "issue:11702", + "right": "issue:11709", + "accept": true, + "reason": "Both are LoRA key-loading failures in diffusers for closely related video-model use cases; a single loader fix could plausibly address both." + }, + { + "left": "issue:1976", + "right": "issue:7708", + "accept": true, + "reason": "Same incorrect tokenizer/config.json file lookup against a model repo that does not provide it." + }, + { + "left": "issue:2100", + "right": "issue:4265", + "accept": false, + "reason": "Different missing imports for different pipelines/classes; same category, but not the same concrete bug." + }, + { + "left": "issue:11410", + "right": "issue:7049", + "accept": true, + "reason": "Exact same too-many-values-to-unpack error in the attention/IP-adapter code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft-edge pairs are mostly supported by near-identical error signatures/titles, and the rejected pairs avoid overclaiming when only broad symptom overlap is present. No clear overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 5, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10154", + "issue:10472", + "issue:11218", + "issue:12174", + "issue:12436", + "issue:12480", + "issue:12481", + "issue:12482", + "issue:12719", + "issue:12722", + "issue:12895", + "issue:1709", + "issue:2044", + "issue:2402", + "issue:246", + "issue:2696", + "issue:3816", + "issue:4104", + "issue:4198", + "issue:4325", + "issue:4456", + "issue:4478", + "issue:4557", + "issue:4619", + "issue:4752", + "issue:5171", + "issue:5399", + "issue:5510", + "issue:5518", + "issue:5596", + "issue:5805", + "issue:6444", + "issue:6734", + "issue:6832", + "issue:6858", + "issue:6879", + "issue:7506", + "issue:7516", + "issue:7572", + "issue:7854", + "issue:7922", + "issue:8463", + "issue:8556", + "issue:8578", + "issue:9112", + "issue:9448", + "issue:9645", + "issue:9799" + ], + "soft_pairs": [ + "issue:2402|issue:2696", + "issue:12174|issue:4557", + "issue:246|issue:3816", + "issue:4619|issue:7854", + "issue:1709|issue:2044", + "issue:4198|issue:5399", + "issue:5399|issue:6879", + "issue:4104|issue:4325", + "issue:9112|issue:9799", + "issue:4619|issue:5510", + "issue:6734|issue:8463", + "issue:7516|issue:7922", + "issue:11218|issue:9645", + "issue:8556|issue:8578", + "issue:7506|issue:8578", + "issue:4456|issue:5518", + "issue:5596|issue:6858", + "issue:4478|issue:5805", + "issue:4752|issue:7572", + "issue:12895|issue:8463", + "issue:10472|issue:12436", + "issue:10154|issue:6444", + "issue:12436|issue:5171", + "issue:6832|issue:9448", + "issue:12719|issue:12722", + "issue:12481|issue:12482", + "issue:12480|issue:12482" + ], + "prepared_review_unit_hash": "69f6c3b012e089969579c58875f2c9d8070b05eafba8e2ed3f84f646c5061c15", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36285, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, but there are a few clear duplicate mini-clusters: CUDA-not-enabled, super.__getattr__, black-image/cast warning, NoneType.tokenize, meta-tensor copy, dtype mismatch in SDXL, and the offload_state_dict CLIPTextModel reports. The strongest duplicate group is the offload_state_dict trio.", + "confidence": 0.82, + "canonical_issue_reason": "issue:12482 has the cleanest, most direct title for the CLIPTextModel offload_state_dict bug, while 12480/12481 are near-identical noisy variants of the same report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:12482 is the best representative issue in this set because it captures the core error succinctly and sits in the tightest duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2402", + "right": "issue:2696", + "accept": true, + "reason": "Same underlying runtime failure: Torch was built without CUDA support." + }, + { + "left": "issue:12174", + "right": "issue:4557", + "accept": true, + "reason": "Exact same AttributeError on super.__getattr__; clearly the same bug report." + }, + { + "left": "issue:246", + "right": "issue:3816", + "accept": false, + "reason": "Both are missing-transformers-symbol errors, but they involve different attributes and likely different breakages." + }, + { + "left": "issue:4619", + "right": "issue:7854", + "accept": true, + "reason": "Same concrete dtype mismatch error in the diffusion model path; likely duplicate reports of the same bug." + }, + { + "left": "issue:1709", + "right": "issue:2044", + "accept": false, + "reason": "Different AttributeErrors in different code paths; only superficially similar." + }, + { + "left": "issue:4198", + "right": "issue:5399", + "accept": false, + "reason": "Both mention mat1/mat2 dtype issues, but the described scenarios and code paths are too different to treat as one bug." + }, + { + "left": "issue:5399", + "right": "issue:6879", + "accept": false, + "reason": "Same broad dtype-mismatch theme, but different scenarios and no evidence of the same concrete defect." + }, + { + "left": "issue:4104", + "right": "issue:4325", + "accept": true, + "reason": "Black-image output with invalid-value-encountered-in-cast is the same failure mode." + }, + { + "left": "issue:9112", + "right": "issue:9799", + "accept": false, + "reason": "Both are tensor-size mismatch errors, but the shapes differ substantially and suggest different underlying bugs." + }, + { + "left": "issue:4619", + "right": "issue:5510", + "accept": false, + "reason": "Same class of dtype mismatch, but different pipelines/code paths and not enough evidence of one shared bug." + }, + { + "left": "issue:6734", + "right": "issue:8463", + "accept": true, + "reason": "Same NoneType.tokenize failure in the InstructP2P/SDXL path; this looks like the same bug." + }, + { + "left": "issue:7516", + "right": "issue:7922", + "accept": false, + "reason": "Both are missing diffusers attributes, but they concern different pipelines and likely different version-gated symbols." + }, + { + "left": "issue:11218", + "right": "issue:9645", + "accept": false, + "reason": "Both are import failures from diffusers.loaders, but the missing mixins are different and not clearly the same defect." + }, + { + "left": "issue:8556", + "right": "issue:8578", + "accept": true, + "reason": "Same meta-tensor copy failure during model loading; the model names differ, but the code-path problem is the same." + }, + { + "left": "issue:7506", + "right": "issue:8578", + "accept": false, + "reason": "Both mention meta tensors, but the reported loading contexts are different enough that this is not clearly the same bug." + }, + { + "left": "issue:4456", + "right": "issue:5518", + "accept": false, + "reason": "Both involve LoRA and ModuleList, but the failing attribute access differs and the underlying bugs are not clearly the same." + }, + { + "left": "issue:5596", + "right": "issue:6858", + "accept": false, + "reason": "Both are convert() type errors, but the wrong input types and training contexts differ." + }, + { + "left": "issue:4478", + "right": "issue:5805", + "accept": false, + "reason": "Same general dtype mismatch theme, but one is SDXL from_pretrained and the other is XLA LCM-SDXL; not the same concrete bug." + }, + { + "left": "issue:4752", + "right": "issue:7572", + "accept": true, + "reason": "Same exact input/bias dtype mismatch error in Stable Diffusion XL; these look like duplicate reports." + }, + { + "left": "issue:12895", + "right": "issue:8463", + "accept": false, + "reason": "Both have AttributeError wording, but the failure modes and contexts are unrelated." + }, + { + "left": "issue:12481", + "right": "issue:12482", + "accept": true, + "reason": "Near-exact duplicate offload_state_dict CLIPTextModel TypeError report." + }, + { + "left": "issue:12480", + "right": "issue:12482", + "accept": true, + "reason": "Same offload_state_dict CLIPTextModel TypeError; 12480 is just a noisier variant of 12482." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the canonical/best-issue choice for the offload_state_dict trio is well supported by the near-identical titles. The accepted soft-edge pairs are conservative enough based on the issue titles alone, and the rejected pairs avoid overclaiming where the evidence is only thematic." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 6, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10453", + "issue:10542", + "issue:10910", + "issue:11218", + "issue:11435", + "issue:12147", + "issue:12535", + "issue:12609", + "issue:12612", + "issue:12778", + "issue:12779", + "issue:13311", + "issue:13350", + "issue:1399", + "issue:2294", + "issue:2780", + "issue:3010", + "issue:3017", + "issue:3140", + "issue:4224", + "issue:4409", + "issue:4529", + "issue:4615", + "issue:4837", + "issue:4868", + "issue:5054", + "issue:539", + "issue:5737", + "issue:5992", + "issue:5998", + "issue:6079", + "issue:6082", + "issue:6098", + "issue:6124", + "issue:6324", + "issue:6363", + "issue:6442", + "issue:6454", + "issue:6482", + "issue:6832", + "issue:6914", + "issue:7210", + "issue:8182", + "issue:8975", + "issue:9237", + "issue:9548", + "issue:9970", + "issue:9973" + ], + "soft_pairs": [ + "issue:12609|issue:12612", + "issue:10453|issue:10542", + "issue:4224|issue:4409", + "issue:10910|issue:6454", + "issue:12778|issue:12779", + "issue:6363|issue:6454", + "issue:9237|issue:9548", + "issue:3010|issue:3017", + "issue:4529|issue:539", + "issue:9970|issue:9973", + "issue:11435|issue:4615", + "issue:4837|issue:5737", + "issue:10910|issue:6363", + "issue:11435|issue:8975", + "issue:2780|issue:6454", + "issue:6079|issue:6082", + "issue:2294|issue:4615", + "issue:13311|issue:13350", + "issue:6832|issue:6914", + "issue:5054|issue:7210", + "issue:3140|issue:4615", + "issue:11218|issue:4615", + "issue:6098|issue:6482", + "issue:6124|issue:6442", + "issue:1399|issue:5998", + "issue:12147|issue:12535", + "issue:4868|issue:6324", + "issue:4868|issue:8182", + "issue:5992|issue:6324" + ], + "prepared_review_unit_hash": "3956d44b6e51cf614bf31430d31769dbd7ca253143c224f3ff7755b21c5f9a25", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35765, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Use issue:6454 as the canonical anchor for the recurring FP16-unscale reports, but apply a strict title-only policy for soft edges. Most proposed duplicate links are too weakly evidenced and should be rejected; only the 9237/9548 pair has explicit duplicate-style evidence.", + "confidence": 0.79, + "canonical_issue_reason": "issue:6454 is the most generic FP16-unscale report in the set and is the best anchor for that recurring family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:6454 is the best single issue representative because it is the broadest, least script-specific FP16-unscale report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:12609", + "right": "issue:12612", + "accept": false, + "reason": "Same broad WAN NaN wording, but the packet provides only title similarity and no concrete shared repro/root-cause evidence." + }, + { + "left": "issue:10453", + "right": "issue:10542", + "accept": false, + "reason": "Both are Hunyuan Video batch-size complaints, but the recurrence claim is only in the title and is not enough to mark a duplicate." + }, + { + "left": "issue:4224", + "right": "issue:4409", + "accept": false, + "reason": "Different missing attributes (`control_model` vs `alphas_cumprod`); related area, not the same bug." + }, + { + "left": "issue:10910", + "right": "issue:6454", + "accept": false, + "reason": "FP16-unscale title match alone is too broad; no body-level evidence that these are the same concrete failure." + }, + { + "left": "issue:12778", + "right": "issue:12779", + "accept": false, + "reason": "Different Flux2 failures in different code paths, not the same underlying issue." + }, + { + "left": "issue:6363", + "right": "issue:6454", + "accept": false, + "reason": "Both mention FP16-unscale, but the packet gives no direct evidence they are the same bug beyond the shared error text." + }, + { + "left": "issue:9237", + "right": "issue:9548", + "accept": true, + "reason": "Accept: #9548 explicitly says it is still the issue on #9237, which is direct duplicate-style evidence." + }, + { + "left": "issue:3010", + "right": "issue:3017", + "accept": false, + "reason": "Both are docs requests about multi-GPU inference, but there is no explicit link or enough evidence to treat them as the same request." + }, + { + "left": "issue:4529", + "right": "issue:539", + "accept": false, + "reason": "Unrelated keyword-argument failures in different APIs." + }, + { + "left": "issue:9970", + "right": "issue:9973", + "accept": false, + "reason": "Same general DreamBooth SDXL LoRA area, but only title similarity is available and that is not enough for a duplicate call." + }, + { + "left": "issue:11435", + "right": "issue:4615", + "accept": false, + "reason": "Different missing imports/symbols; not the same code-path failure." + }, + { + "left": "issue:4837", + "right": "issue:5737", + "accept": false, + "reason": "Both concern SDXL conversion, but the packet does not show enough shared evidence to confirm the same bug." + }, + { + "left": "issue:10910", + "right": "issue:6363", + "accept": false, + "reason": "FP16-unscale phrasing alone is insufficient to conclude the same underlying defect." + }, + { + "left": "issue:11435", + "right": "issue:8975", + "accept": false, + "reason": "Different missing import targets, so not duplicates." + }, + { + "left": "issue:2780", + "right": "issue:6454", + "accept": false, + "reason": "Specific training script report vs generic issue, but no concrete evidence they are the same failure." + }, + { + "left": "issue:6079", + "right": "issue:6082", + "accept": false, + "reason": "Very similar half/float error wording, but no body evidence that the two reports share the same root cause." + }, + { + "left": "issue:2294", + "right": "issue:4615", + "accept": false, + "reason": "Different import targets in different pipelines; too different to merge." + }, + { + "left": "issue:13311", + "right": "issue:13350", + "accept": false, + "reason": "One is about missing LoRA keys, the other about batch inference usage; not the same bug." + }, + { + "left": "issue:6832", + "right": "issue:6914", + "accept": false, + "reason": "Both are IP-Adapter-FaceID shape-related, but the packet does not provide enough shared reproduction detail to confirm a duplicate." + }, + { + "left": "issue:5054", + "right": "issue:7210", + "accept": false, + "reason": "Different attribute errors in different offload/load paths; related subsystem, not the same bug." + }, + { + "left": "issue:3140", + "right": "issue:4615", + "accept": false, + "reason": "Import-related, but the packet does not establish that these are the same concrete missing-symbol breakage." + }, + { + "left": "issue:11218", + "right": "issue:4615", + "accept": false, + "reason": "Different missing imports; not the same issue." + }, + { + "left": "issue:6098", + "right": "issue:6482", + "accept": false, + "reason": "Both mention FP16-unscale, but the resume-from-checkpoint trigger is not enough evidence to merge them." + }, + { + "left": "issue:6124", + "right": "issue:6442", + "accept": false, + "reason": "Same generic error text, but no direct evidence beyond title similarity." + }, + { + "left": "issue:1399", + "right": "issue:5998", + "accept": false, + "reason": "Both are VersatileDiffusion signature mismatches, but the differing kwargs mean the packet does not prove the same bug." + }, + { + "left": "issue:12147", + "right": "issue:12535", + "accept": false, + "reason": "Similar Wan2.2 Lightning LoRA loading complaints, but no explicit duplicate evidence and different contexts in the titles." + }, + { + "left": "issue:4868", + "right": "issue:6324", + "accept": false, + "reason": "Different attribute errors with different missing members." + }, + { + "left": "issue:4868", + "right": "issue:8182", + "accept": false, + "reason": "Completely different error messages; not duplicates." + }, + { + "left": "issue:5992", + "right": "issue:6324", + "accept": false, + "reason": "Different root causes and different failing symbols; not the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical anchor around issue:6454 for the recurring FP16-unscale family is plausible, but the soft-edge handling is not conservative enough. Several verdicts are asserted as same-bug duplicates based only on title similarity, while the packet provides no direct evidence beyond that. In particular, claims like issue:10453/issue:10542 being \"clearly a recurrence,\" or multiple FP16-unscale pairs being the same bug, overstate certainty. Given the evaluator\u2019s conservative standard, this should be rejected." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 7, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10281", + "issue:10594", + "issue:10910", + "issue:11417", + "issue:11435", + "issue:11464", + "issue:1466", + "issue:1544", + "issue:1709", + "issue:1817", + "issue:1866", + "issue:1867", + "issue:2041", + "issue:2044", + "issue:2294", + "issue:2780", + "issue:384", + "issue:3973", + "issue:4186", + "issue:4478", + "issue:4529", + "issue:4615", + "issue:4724", + "issue:4868", + "issue:4969", + "issue:5025", + "issue:539", + "issue:5510", + "issue:5572", + "issue:5576", + "issue:5578", + "issue:6098", + "issue:6124", + "issue:6363", + "issue:6454", + "issue:6482", + "issue:6561", + "issue:6636", + "issue:6842", + "issue:7330", + "issue:8182", + "issue:8637", + "issue:8871", + "issue:8975", + "issue:9628", + "issue:9645", + "issue:9973" + ], + "soft_pairs": [ + "issue:3973|issue:4529", + "issue:4969|issue:8637", + "issue:10281|issue:5576", + "issue:10594|issue:11464", + "issue:1866|issue:1867", + "issue:6842|issue:8637", + "issue:4615|issue:8975", + "issue:8637|issue:9645", + "issue:10910|issue:6098", + "issue:1709|issue:4868", + "issue:11435|issue:2294", + "issue:4478|issue:5510", + "issue:1544|issue:2044", + "issue:6124|issue:9628", + "issue:6098|issue:6454", + "issue:384|issue:5572", + "issue:1466|issue:2041", + "issue:5025|issue:8637", + "issue:5578|issue:6561", + "issue:7330|issue:8871", + "issue:1817|issue:4529", + "issue:10910|issue:6482", + "issue:4969|issue:5025", + "issue:4186|issue:4724", + "issue:10910|issue:2780", + "issue:6098|issue:6363", + "issue:6124|issue:9973", + "issue:5025|issue:6636", + "issue:1817|issue:539", + "issue:11417|issue:8182", + "issue:6098|issue:6124" + ], + "prepared_review_unit_hash": "6c7c3989b5921fff2a044b0dc4e3d97b5c61abb4b24ed3fd34ff8c984ac20528", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36268, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed issue cluster with one dominant duplicate family around \"ValueError: Attempting to unscale FP16 gradients\" in LoRA/DreamBooth training, plus a smaller img2img low-strength pair. Several other pairs are only superficially similar (same subsystem/error class) and should not be merged.", + "confidence": 0.88, + "canonical_issue_reason": "issue:6363 is the most representative FP16-unscale report: exact error title, substantial discussion, inbound references, and an explicit duplicate reference to issue:8871; it best anchors the repeated LoRA/DreamBooth training bug reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:6363 has the clearest, most central description of the recurring training failure and appears to be the main hub for related reports across scripts and variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3973", + "right": "issue:4529", + "accept": false, + "reason": "Both are import/signature errors, but they affect different functions ('download_from_original_stable_diffusion_ckpt' vs 'load_lora_into_unet') and are not the same bug." + }, + { + "left": "issue:4969", + "right": "issue:8637", + "accept": false, + "reason": "Different missing symbols from different areas ('CrossAttention' vs 'PixArtSigmaPipeline'); same error class, not the same underlying issue." + }, + { + "left": "issue:10281", + "right": "issue:5576", + "accept": false, + "reason": "Both are scheduler feature requests, but FreeScale and FreeNoise are distinct proposals and should not be merged." + }, + { + "left": "issue:10594", + "right": "issue:11464", + "accept": false, + "reason": "Both involve FLUX controls/LoRA, but one is about multiple controls on FLUX.1-dev and the other about loading a specific FLUX Canny LoRA; too different to treat as duplicates." + }, + { + "left": "issue:1866", + "right": "issue:1867", + "accept": true, + "reason": "Both describe img2img failing at very low strength values; one names a scheduler-specific manifestation, the other generalizes the same low-strength pipeline bug." + }, + { + "left": "issue:6842", + "right": "issue:8637", + "accept": false, + "reason": "Both are import errors, but for different pipelines ('Prompt2PromptPipeline' vs 'PixArtSigmaPipeline'); not the same change or bug." + }, + { + "left": "issue:4615", + "right": "issue:8975", + "accept": false, + "reason": "These are separate missing-import reports for different loader/pipeline classes and do not share the same code-path failure." + }, + { + "left": "issue:8637", + "right": "issue:9645", + "accept": false, + "reason": "Different missing imports from different modules; they are not the same underlying issue." + }, + { + "left": "issue:10910", + "right": "issue:6098", + "accept": true, + "reason": "Same exact FP16-unscale training error; these are duplicate reports of the same bug." + }, + { + "left": "issue:1709", + "right": "issue:4868", + "accept": false, + "reason": "Both are AttributeErrors, but in different pipelines and with unrelated missing attributes ('astype' vs '__getattr__')." + }, + { + "left": "issue:11435", + "right": "issue:2294", + "accept": false, + "reason": "Both are import errors, but for different pipeline names and unrelated missing symbols." + }, + { + "left": "issue:4478", + "right": "issue:5510", + "accept": true, + "reason": "Both report the same SDXL dtype mismatch error ('Input type and bias type should be the same') across closely related pipelines, so they likely share the same fix." + }, + { + "left": "issue:1544", + "right": "issue:2044", + "accept": false, + "reason": "Different training/runtime failures: missing 'get_velocity' on the scheduler vs DDP wrapper missing 'dtype'." + }, + { + "left": "issue:6124", + "right": "issue:9628", + "accept": true, + "reason": "Same FP16-unscale error in DreamBooth/LoRA training variants; these are the same underlying bug." + }, + { + "left": "issue:6098", + "right": "issue:6454", + "accept": true, + "reason": "Exact same error message and training failure; clear duplicate." + }, + { + "left": "issue:384", + "right": "issue:5572", + "accept": false, + "reason": "Both involve missing VAE-related attributes, but the missing fields and contexts differ enough that they are not the same bug." + }, + { + "left": "issue:1466", + "right": "issue:2041", + "accept": true, + "reason": "Both report the Dreambooth example being incompatible with Windows/Mac; the later issue is a narrower version of the same cross-platform problem." + }, + { + "left": "issue:5025", + "right": "issue:8637", + "accept": false, + "reason": "Different missing imports ('randn_tensor' vs 'PixArtSigmaPipeline'); same import-error family, not duplicate." + }, + { + "left": "issue:5578", + "right": "issue:6561", + "accept": false, + "reason": "Both are model-loading OSErrors, but they point to different missing files in different models, so they are not the same issue." + }, + { + "left": "issue:7330", + "right": "issue:8871", + "accept": true, + "reason": "Same FP16-unscale failure in LoRA training; one is a specific example script, the other a broader follow-up." + }, + { + "left": "issue:1817", + "right": "issue:4529", + "accept": false, + "reason": "Unrelated API-signature issues in different utilities/mixins; not the same underlying change." + }, + { + "left": "issue:10910", + "right": "issue:6482", + "accept": true, + "reason": "Same FP16-unscale bug, with 6482 being a DreamBooth LoRA SDXL variant of the same training failure." + }, + { + "left": "issue:4969", + "right": "issue:5025", + "accept": false, + "reason": "Both are import problems, but they concern different symbols and unrelated code paths." + }, + { + "left": "issue:4186", + "right": "issue:4724", + "accept": false, + "reason": "Both are SDXL pipeline behavior reports, but one is about inpaint+refiner and the other about img2img with a base checkpoint; too different to merge." + }, + { + "left": "issue:10910", + "right": "issue:2780", + "accept": true, + "reason": "Same FP16-unscale training bug; 2780 is just another script-specific report." + }, + { + "left": "issue:6098", + "right": "issue:6363", + "accept": true, + "reason": "Same recurring FP16-unscale error; 6363 is essentially the same bug in a more specific script context." + }, + { + "left": "issue:6124", + "right": "issue:9973", + "accept": true, + "reason": "Same FP16-unscale failure in SDXL DreamBooth/LoRA training scripts." + }, + { + "left": "issue:5025", + "right": "issue:6636", + "accept": false, + "reason": "Different missing imports from different modules; they are not the same bug." + }, + { + "left": "issue:1817", + "right": "issue:539", + "accept": false, + "reason": "Different API signature regressions in unrelated helper functions." + }, + { + "left": "issue:11417", + "right": "issue:8182", + "accept": false, + "reason": "Completely different AttributeErrors in unrelated objects ('DistributedDataParallel.dtype' vs logger typo), so not duplicates." + }, + { + "left": "issue:6098", + "right": "issue:6124", + "accept": true, + "reason": "Same FP16-unscale training failure, just reported through a different notebook/script." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The dominant FP16-unscale family is supported by the titles and the one explicit duplicate reference (6363 \u2194 8871), and the smaller img2img pair is also defensible. The rejected soft pairs are generally framed by clear title-level differences, so I don\u2019t see overstatement that would justify rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 8, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10722", + "issue:12436", + "issue:12482", + "issue:13137", + "issue:13261", + "issue:2044", + "issue:2132", + "issue:2294", + "issue:2669", + "issue:2780", + "issue:2947", + "issue:3040", + "issue:3787", + "issue:4118", + "issue:4232", + "issue:4234", + "issue:4265", + "issue:4557", + "issue:4615", + "issue:4619", + "issue:4969", + "issue:5012", + "issue:5016", + "issue:5029", + "issue:5075", + "issue:5572", + "issue:5603", + "issue:5712", + "issue:5992", + "issue:6124", + "issue:6126", + "issue:6324", + "issue:6353", + "issue:6371", + "issue:6442", + "issue:6482", + "issue:6636", + "issue:7239", + "issue:7516", + "issue:7681", + "issue:8182", + "issue:8320", + "issue:858", + "issue:8871", + "issue:8915", + "issue:9112", + "issue:9248", + "issue:9476" + ], + "soft_pairs": [ + "issue:5075|issue:7239", + "issue:6442|issue:8871", + "issue:4557|issue:5029", + "issue:6353|issue:6371", + "issue:4232|issue:4234", + "issue:13137|issue:13261", + "issue:12436|issue:12482", + "issue:5712|issue:9248", + "issue:2294|issue:3787", + "issue:4615|issue:5603", + "issue:10722|issue:9112", + "issue:4619|issue:9476", + "issue:3040|issue:5992", + "issue:4557|issue:858", + "issue:2044|issue:2669", + "issue:2780|issue:6482", + "issue:5012|issue:5016", + "issue:7516|issue:7681", + "issue:6124|issue:8871", + "issue:2044|issue:5572", + "issue:6324|issue:8182", + "issue:2132|issue:2669", + "issue:4265|issue:8915", + "issue:4118|issue:8320", + "issue:5603|issue:6636", + "issue:4969|issue:5603", + "issue:2947|issue:6126" + ], + "prepared_review_unit_hash": "47e9b2c76d107d685e3e0503811621195cae0c6ba28adef8017000913a377e5c", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35818, + "estimated_input_tokens": 8955, + "estimated_eval_tokens": 18166 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated diffusers issues, with only a few true duplicate families. The strongest duplicate thread is the repeated \"Attempting to unscale FP16 gradients\" LoRA training failures; a separate exact kwarg regression around `offload_state_dict` also matches cleanly.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 6442 is the best anchor for the recurring FP16-unscale LoRA training bug: it has the exact error text, is broadly framed, and matches the same failure reported in 6124 and 8871.", + "canonical_pr_reason": null, + "best_issue_reason": "6442 is the cleanest representative of a real duplicate family in this cluster, with a precise title and enough context to subsume the same training error reports; it is better as the canonical issue than the more one-off, script-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5075", + "right": "issue:7239", + "accept": false, + "reason": "Both are SDXL shape-mismatch reports, but they involve different dimensions and workflows (prompt embeddings/refiner vs DreamBooth LoRA); not the same concrete bug." + }, + { + "left": "issue:6442", + "right": "issue:8871", + "accept": true, + "reason": "Same exact training error (`Attempting to unscale FP16 gradients`) in the same LoRA training family; these look like duplicate reports of the same bug." + }, + { + "left": "issue:4557", + "right": "issue:5029", + "accept": false, + "reason": "Different attribute errors on different objects; no shared underlying failure." + }, + { + "left": "issue:6353", + "right": "issue:6371", + "accept": false, + "reason": "Both mention controlnet examples, but the failures differ (training example issue vs controlnet_xs assert) and do not look mergeable into one fix." + }, + { + "left": "issue:4232", + "right": "issue:4234", + "accept": false, + "reason": "These are related feature requests/questions about instruct-pix2pix/controlnet, but they are not the same concrete bug or change request." + }, + { + "left": "issue:13137", + "right": "issue:13261", + "accept": true, + "reason": "Both describe the same FLUX.2-klein LoRA/LoKr loading problem; the titles differ slightly but point to the same underlying failure." + }, + { + "left": "issue:12436", + "right": "issue:12482", + "accept": true, + "reason": "Same `offload_state_dict` kwarg being passed into `CLIPTextModel`; this is the same bug stated with slightly different wording." + }, + { + "left": "issue:5712", + "right": "issue:9248", + "accept": false, + "reason": "Both are install/upgrade complaints, but the first is explicitly Windows/Python 3.12-specific while the second is generic; not enough to treat as the same bug." + }, + { + "left": "issue:2294", + "right": "issue:3787", + "accept": false, + "reason": "Different import errors for different symbols and different failure modes." + }, + { + "left": "issue:4615", + "right": "issue:5603", + "accept": false, + "reason": "Different missing imports (`StableDiffusionControlnetPipeline` vs `is_safetensors_available`); these are separate API breakages." + }, + { + "left": "issue:10722", + "right": "issue:9112", + "accept": false, + "reason": "Both are tensor-size mismatch errors, but they occur in different models/workflows with different shapes; too broad to merge." + }, + { + "left": "issue:4619", + "right": "issue:9476", + "accept": false, + "reason": "Both are dtype mismatch reports during LoRA training, but they involve different scripts, models, and dtype combinations." + }, + { + "left": "issue:3040", + "right": "issue:5992", + "accept": false, + "reason": "Both mention `__module__`-style attribute errors, but the actual failing objects and contexts differ; not the same bug." + }, + { + "left": "issue:4557", + "right": "issue:858", + "accept": false, + "reason": "Unrelated attribute errors on different objects (`super` getattr vs `Parameter.named_children`)." + }, + { + "left": "issue:2044", + "right": "issue:2669", + "accept": false, + "reason": "No shared concrete failure: DDP `dtype` access vs `NoneType.replace`." + }, + { + "left": "issue:2780", + "right": "issue:6482", + "accept": true, + "reason": "Same exact `Attempting to unscale FP16 gradients` failure in LoRA training, with the second being a variant of the same mixed-precision checkpoint/resume problem." + }, + { + "left": "issue:5012", + "right": "issue:5016", + "accept": false, + "reason": "Both concern text-encoder training in SDXL LoRA scripts, but they are separate script-specific reports and not clearly the same concrete bug/change." + }, + { + "left": "issue:7516", + "right": "issue:7681", + "accept": false, + "reason": "Completely unrelated failures: missing pipeline attribute vs OpenSSL import-chain error." + }, + { + "left": "issue:6124", + "right": "issue:8871", + "accept": true, + "reason": "Both report the exact same FP16 unscale error in LoRA/DreamBooth training; clear duplicate family." + }, + { + "left": "issue:2044", + "right": "issue:5572", + "accept": false, + "reason": "Different failures and different objects; no duplicate signal." + }, + { + "left": "issue:6324", + "right": "issue:8182", + "accept": false, + "reason": "`bool.__module__` attribute error and logger typo are unrelated." + }, + { + "left": "issue:2132", + "right": "issue:2669", + "accept": false, + "reason": "Different runtime errors in different code paths; no same underlying bug." + }, + { + "left": "issue:4265", + "right": "issue:8915", + "accept": false, + "reason": "Both are import errors, but for different pipeline symbols and unrelated API surfaces." + }, + { + "left": "issue:4118", + "right": "issue:8320", + "accept": false, + "reason": "Different attribute errors involving `AutoencoderKL`; not the same bug." + }, + { + "left": "issue:5603", + "right": "issue:6636", + "accept": false, + "reason": "Both are import-name failures from `diffusers.utils`, but they affect different exported symbols and are not clearly the same issue." + }, + { + "left": "issue:4969", + "right": "issue:5603", + "accept": false, + "reason": "Different missing imports with different symbols; not the same failure." + }, + { + "left": "issue:2947", + "right": "issue:6126", + "accept": false, + "reason": "Unrelated model attribute errors (`load_attn_procs` vs `tile_sample_min_size`)." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The chosen canonical issue 6442 is a conservative and supported anchor for the repeated FP16-unscale LoRA training failures, and the other accepted soft edges are limited to close textual matches. The rejected pairs are generally handled cautiously, without overstating duplication from similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 9, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10062", + "issue:10752", + "issue:11149", + "issue:11218", + "issue:11417", + "issue:1249", + "issue:12779", + "issue:1709", + "issue:1988", + "issue:2089", + "issue:2132", + "issue:2947", + "issue:3094", + "issue:3211", + "issue:3382", + "issue:3787", + "issue:3816", + "issue:3973", + "issue:4086", + "issue:4186", + "issue:4265", + "issue:4478", + "issue:4529", + "issue:4557", + "issue:4615", + "issue:4868", + "issue:4969", + "issue:5025", + "issue:5029", + "issue:5054", + "issue:539", + "issue:5518", + "issue:5919", + "issue:6086", + "issue:6098", + "issue:6126", + "issue:6324", + "issue:6442", + "issue:6444", + "issue:6741", + "issue:6842", + "issue:7330", + "issue:7854", + "issue:8307", + "issue:858", + "issue:8871", + "issue:9026" + ], + "soft_pairs": [ + "issue:1709|issue:6324", + "issue:11149|issue:9026", + "issue:11218|issue:4265", + "issue:1249|issue:2947", + "issue:11417|issue:12779", + "issue:6098|issue:6442", + "issue:2089|issue:3382", + "issue:3973|issue:539", + "issue:4529|issue:9026", + "issue:6086|issue:7330", + "issue:4868|issue:5029", + "issue:4557|issue:6126", + "issue:2947|issue:3211", + "issue:3787|issue:4615", + "issue:4478|issue:7854", + "issue:2947|issue:5518", + "issue:10062|issue:6444", + "issue:1988|issue:4478", + "issue:5054|issue:858", + "issue:2132|issue:5919", + "issue:2947|issue:858", + "issue:12779|issue:6741", + "issue:2947|issue:5029", + "issue:3816|issue:8307", + "issue:5025|issue:6842", + "issue:3094|issue:3382", + "issue:10752|issue:8871", + "issue:4086|issue:4186", + "issue:4969|issue:6842", + "issue:5029|issue:5054" + ], + "prepared_review_unit_hash": "e6af63249f54c248fc5f968d8763bc15874c65dd9677237d3c48bedb53b861f1", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36069, + "estimated_input_tokens": 9018, + "estimated_eval_tokens": 18292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated diffusers issues. The clear duplicate families are the FP16 gradient unscale bug, the half/float input-bias type mismatch runtime error, and the LoRA/PEFT peft_config AttributeError family only where the evidence is explicit enough.", + "confidence": 0.82, + "canonical_issue_reason": "issue:6442 is the most representative of the FP16 unscale failure cluster: it uses the exact shared error text and is the cleanest generic report among the variants.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:6442 is the best global issue representative because it captures the recurring FP16 gradient unscale bug in the most generic form, without extra script-specific noise.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1709", + "right": "issue:6324", + "accept": false, + "reason": "Both are AttributeErrors, but they involve different missing attributes on different object types and do not look like the same bug." + }, + { + "left": "issue:11149", + "right": "issue:9026", + "accept": false, + "reason": "Both are unexpected-kwarg failures, but in different functions and with different signatures; same theme, not same defect." + }, + { + "left": "issue:11218", + "right": "issue:4265", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols in different modules." + }, + { + "left": "issue:1249", + "right": "issue:2947", + "accept": false, + "reason": "Different failures: ONNX numpy/device handling versus missing UNet load_attn_procs support." + }, + { + "left": "issue:11417", + "right": "issue:12779", + "accept": false, + "reason": "Different AttributeErrors in unrelated contexts: DDP dtype access versus a missing CLI argument." + }, + { + "left": "issue:6098", + "right": "issue:6442", + "accept": true, + "reason": "Same FP16 gradient unscale failure; the titles and reported error text align closely." + }, + { + "left": "issue:2089", + "right": "issue:3382", + "accept": false, + "reason": "Both mention OOM, but they are different training scripts and do not clearly share the same underlying bug." + }, + { + "left": "issue:3973", + "right": "issue:539", + "accept": false, + "reason": "Different unexpected keyword arguments on different APIs; not the same underlying change." + }, + { + "left": "issue:4529", + "right": "issue:9026", + "accept": false, + "reason": "Different kwarg regressions in different loader functions." + }, + { + "left": "issue:6086", + "right": "issue:7330", + "accept": true, + "reason": "Same FP16 unscale gradients failure, reported in another training script." + }, + { + "left": "issue:4868", + "right": "issue:5029", + "accept": false, + "reason": "Both are AttributeErrors, but on different objects with unrelated missing fields." + }, + { + "left": "issue:4557", + "right": "issue:6126", + "accept": false, + "reason": "Different missing-attribute problems in unrelated model code paths." + }, + { + "left": "issue:2947", + "right": "issue:3211", + "accept": false, + "reason": "Different missing attributes in different model classes; no shared bug is evident." + }, + { + "left": "issue:3787", + "right": "issue:4615", + "accept": false, + "reason": "Separate import issues for different pipeline symbols." + }, + { + "left": "issue:4478", + "right": "issue:7854", + "accept": true, + "reason": "Same half/float input-bias type mismatch runtime error; the failure text matches closely." + }, + { + "left": "issue:2947", + "right": "issue:5518", + "accept": false, + "reason": "Different missing attributes in different model components." + }, + { + "left": "issue:10062", + "right": "issue:6444", + "accept": false, + "reason": "The titles both mention peft_config, but the packet does not establish that they are the same DreamBooth SDXL/checkpointing code path, so this is too weak to merge." + }, + { + "left": "issue:12779", + "right": "issue:6741", + "accept": false, + "reason": "Different missing CLI arguments in different scripts." + }, + { + "left": "issue:2947", + "right": "issue:5029", + "accept": false, + "reason": "Different missing attributes on different model objects with no clear shared path." + }, + { + "left": "issue:3816", + "right": "issue:8307", + "accept": false, + "reason": "Different import errors for unrelated classes." + }, + { + "left": "issue:5025", + "right": "issue:6842", + "accept": false, + "reason": "Different missing imports from different modules." + }, + { + "left": "issue:3094", + "right": "issue:3382", + "accept": false, + "reason": "Both are OOM reports, but they describe different training setups and do not clearly share the same bug." + }, + { + "left": "issue:10752", + "right": "issue:8871", + "accept": true, + "reason": "Same FP16 gradient unscale failure, described as the same bug in another LoRA training report." + }, + { + "left": "issue:4086", + "right": "issue:4186", + "accept": false, + "reason": "Different SDXL/controlnet/inpaint training problems; not the same defect." + }, + { + "left": "issue:4969", + "right": "issue:6842", + "accept": false, + "reason": "Different import errors involving different missing symbols." + }, + { + "left": "issue:5029", + "right": "issue:5054", + "accept": false, + "reason": "Different missing attributes on different model objects." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Mostly grounded, but one soft-edge accept is too strong: issue:10062 vs issue:6444 only share the peft_config AttributeError in the titles. The packet does not establish that they are the same DreamBooth SDXL/checkpointing code path, so that verdict is more assertive than the evidence supports. The other pair calls look conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 10, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10062", + "issue:10337", + "issue:10472", + "issue:10989", + "issue:11149", + "issue:11435", + "issue:11973", + "issue:12492", + "issue:12547", + "issue:1544", + "issue:170", + "issue:1709", + "issue:1842", + "issue:2132", + "issue:2669", + "issue:3015", + "issue:3202", + "issue:3569", + "issue:3728", + "issue:3787", + "issue:3816", + "issue:384", + "issue:3973", + "issue:409", + "issue:4410", + "issue:4615", + "issue:4868", + "issue:4969", + "issue:5054", + "issue:5466", + "issue:6086", + "issue:6124", + "issue:6139", + "issue:6363", + "issue:6442", + "issue:6482", + "issue:672", + "issue:6858", + "issue:7516", + "issue:7593", + "issue:8182", + "issue:8463", + "issue:859", + "issue:8915", + "issue:9026", + "issue:9645", + "issue:9973" + ], + "soft_pairs": [ + "issue:4410|issue:5466", + "issue:1709|issue:5054", + "issue:6124|issue:6482", + "issue:10337|issue:10989", + "issue:6442|issue:9973", + "issue:6124|issue:6363", + "issue:3816|issue:7516", + "issue:10472|issue:11149", + "issue:1544|issue:2669", + "issue:4969|issue:9645", + "issue:10062|issue:6139", + "issue:3973|issue:9026", + "issue:859|issue:9026", + "issue:7593|issue:8463", + "issue:4615|issue:4969", + "issue:1544|issue:2132", + "issue:11973|issue:12547", + "issue:11435|issue:3787", + "issue:4615|issue:8915", + "issue:4868|issue:6139", + "issue:170|issue:1842", + "issue:3569|issue:3728", + "issue:1709|issue:8182", + "issue:384|issue:6858", + "issue:12492|issue:3816", + "issue:1709|issue:409", + "issue:3202|issue:5054", + "issue:6086|issue:6124", + "issue:3015|issue:672" + ], + "prepared_review_unit_hash": "4c67400215ebeffbcda3220ae12ccf18d91aaa5fd9ad3f21999b3782ccc5c424", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35857, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose similarity cluster, not a single duplicate set. The only clear duplicate families are the repeated \"Attempting to unscale FP16 gradients\" reports, the repeated \"--instance_prompt\" Flux Kontext reports, and the FLUX quantized-transformers loading failures.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 6442 is the cleanest umbrella for the repeated \"Attempting to unscale FP16 gradients.\" failures and is the most generic, reusable representative of that bug family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 6442 best represents the most recurring concrete bug pattern in this cluster: the FP16 gradient unscale failure appearing across multiple training-script variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4410", + "right": "issue:5466", + "accept": false, + "reason": "Different failures: UNet shape mismatch vs LoRA weight loading shape mismatch; same broad area but not the same bug." + }, + { + "left": "issue:1709", + "right": "issue:5054", + "accept": false, + "reason": "Unrelated attribute errors on different objects/methods; no shared concrete code path." + }, + { + "left": "issue:6124", + "right": "issue:6482", + "accept": true, + "reason": "Same FP16 gradient-unscale error in closely related DreamBooth/LoRA SDXL training flows." + }, + { + "left": "issue:10337", + "right": "issue:10989", + "accept": true, + "reason": "Both describe FLUX adapter loading failing when transformers are quantized; same underlying quantized-load bug." + }, + { + "left": "issue:6442", + "right": "issue:9973", + "accept": true, + "reason": "Exact same \"Attempting to unscale FP16 gradients\" bug family in training scripts." + }, + { + "left": "issue:6124", + "right": "issue:6363", + "accept": true, + "reason": "Same exact FP16 gradient-unscale failure, just reported from a different LoRA training entry point." + }, + { + "left": "issue:3816", + "right": "issue:7516", + "accept": false, + "reason": "Different missing-transformers-attribute failures (CLIPImageProcessor vs DepthNormalEstimationPipeline)." + }, + { + "left": "issue:10472", + "right": "issue:11149", + "accept": false, + "reason": "Different bugs: unexpected lora_bias kwarg vs unexpected dtype kwarg in quantizer code." + }, + { + "left": "issue:1544", + "right": "issue:2669", + "accept": false, + "reason": "Both are generic attribute errors, but the missing attributes and code paths are unrelated." + }, + { + "left": "issue:4969", + "right": "issue:9645", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and different failure causes." + }, + { + "left": "issue:10062", + "right": "issue:6139", + "accept": false, + "reason": "Different UNet attribute failures: missing peft_config vs missing attn_processors." + }, + { + "left": "issue:3973", + "right": "issue:9026", + "accept": false, + "reason": "Different unexpected-kwarg problems in different functions." + }, + { + "left": "issue:859", + "right": "issue:9026", + "accept": false, + "reason": "Different constructor/load kwargs; same error shape but not the same bug." + }, + { + "left": "issue:7593", + "right": "issue:8463", + "accept": false, + "reason": "Both are NoneType attribute errors, but on different objects and unrelated code paths." + }, + { + "left": "issue:4615", + "right": "issue:4969", + "accept": false, + "reason": "Different import targets from diffusers; not the same missing symbol." + }, + { + "left": "issue:1544", + "right": "issue:2132", + "accept": false, + "reason": "Completely different failures: scheduler API mismatch vs Accelerator trackers attribute." + }, + { + "left": "issue:11973", + "right": "issue:12547", + "accept": true, + "reason": "Same Flux Kontext issue: the script requires --instance_prompt in both reports." + }, + { + "left": "issue:11435", + "right": "issue:3787", + "accept": false, + "reason": "Both are import errors, but they reference different modules/symbols and different root causes." + }, + { + "left": "issue:4615", + "right": "issue:8915", + "accept": false, + "reason": "Both are import errors, but one is ControlNet pipeline and the other is AutoPipelineForText2Image; not the same bug." + }, + { + "left": "issue:4868", + "right": "issue:6139", + "accept": false, + "reason": "Different attribute errors on different objects; no evidence of a shared fix." + }, + { + "left": "issue:170", + "right": "issue:1842", + "accept": true, + "reason": "Same unexpected-eta error in the Stable Diffusion step call." + }, + { + "left": "issue:3569", + "right": "issue:3728", + "accept": false, + "reason": "Two separate new-pipeline requests, not duplicates." + }, + { + "left": "issue:1709", + "right": "issue:8182", + "accept": false, + "reason": "Unrelated attribute errors on Tensor vs Logger." + }, + { + "left": "issue:384", + "right": "issue:6858", + "accept": false, + "reason": "Both mention attribute errors, but the failing objects and contexts are unrelated." + }, + { + "left": "issue:12492", + "right": "issue:3816", + "accept": false, + "reason": "Both are transformers attribute issues, but they are different missing names and not clearly the same code-path problem." + }, + { + "left": "issue:1709", + "right": "issue:409", + "accept": false, + "reason": "Different missing-method failures in different APIs." + }, + { + "left": "issue:3202", + "right": "issue:5054", + "accept": false, + "reason": "Different pipeline attribute gaps; no shared underlying bug." + }, + { + "left": "issue:6086", + "right": "issue:6124", + "accept": true, + "reason": "Same FP16 gradient-unscale error across LoRA training examples; plausibly one fix covers both." + }, + { + "left": "issue:3015", + "right": "issue:672", + "accept": false, + "reason": "Related conversion topics, but one is ControlNet-specific and the other is a broader ckpt conversion request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The rejected pairs are mostly justified by different concrete error signatures or unrelated code paths, and the accepted pairs are limited to clearly recurring families in the packet (FP16 unscale failures, --instance_prompt, eta keyword, and quantized-transformer load failures)." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 11, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10062", + "issue:10180", + "issue:10512", + "issue:11435", + "issue:11978", + "issue:1249", + "issue:13015", + "issue:1544", + "issue:1817", + "issue:1991", + "issue:2044", + "issue:2294", + "issue:2669", + "issue:2947", + "issue:3040", + "issue:3202", + "issue:3211", + "issue:3638", + "issue:3728", + "issue:3973", + "issue:409", + "issue:4265", + "issue:4557", + "issue:4615", + "issue:5025", + "issue:5246", + "issue:5518", + "issue:5572", + "issue:5578", + "issue:5603", + "issue:5897", + "issue:5919", + "issue:6086", + "issue:6098", + "issue:6139", + "issue:6842", + "issue:7891", + "issue:7931", + "issue:8307", + "issue:858", + "issue:8833", + "issue:8975", + "issue:9187", + "issue:9628", + "issue:9645", + "issue:9873", + "issue:9895" + ], + "soft_pairs": [ + "issue:2294|issue:8975", + "issue:1991|issue:5897", + "issue:5025|issue:9645", + "issue:6098|issue:9628", + "issue:2044|issue:5919", + "issue:5578|issue:8833", + "issue:6086|issue:9628", + "issue:7931|issue:9187", + "issue:11435|issue:5603", + "issue:13015|issue:9895", + "issue:1817|issue:3973", + "issue:5246|issue:8307", + "issue:1249|issue:4557", + "issue:3638|issue:3728", + "issue:6842|issue:9645", + "issue:10180|issue:10512", + "issue:1544|issue:5572", + "issue:10062|issue:2947", + "issue:1544|issue:2947", + "issue:2669|issue:2947", + "issue:4265|issue:4615", + "issue:13015|issue:7891", + "issue:3040|issue:3211", + "issue:2947|issue:409", + "issue:4557|issue:6139", + "issue:11978|issue:9873", + "issue:2947|issue:3202", + "issue:5518|issue:858" + ], + "prepared_review_unit_hash": "095f40d9ea6986d0cd036195504f536c04230a5e954a0907ebe4607637b15e79", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35372, + "estimated_input_tokens": 8843, + "estimated_eval_tokens": 17942 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of similar-looking diffusers issues rather than true duplicates. No soft-edge pair is supported strongly enough to accept; the IP-Adapter pair (#7931/#9187) in particular has different failure surfaces and lacks evidence of a shared root cause.", + "confidence": 0.84, + "canonical_issue_reason": "No single issue is a perfect canonical for the whole cluster; #2947 is the closest representative of the recurring UNet/LoRA attribute-error subgroup and is the earliest central report in that smaller theme.", + "canonical_pr_reason": null, + "best_issue_reason": "#2947 is the best global representative among these issues because it anchors the common UNet/LoRA API-compatibility pattern more clearly than the other items, which are mostly separate import/config/device problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2294", + "right": "issue:8975", + "accept": false, + "reason": "Both are import errors, but they fail on different missing symbols in different modules." + }, + { + "left": "issue:1991", + "right": "issue:5897", + "accept": false, + "reason": "Both mention device mismatches, but they involve different workflows and likely different root causes." + }, + { + "left": "issue:5025", + "right": "issue:9645", + "accept": false, + "reason": "Different missing exports from different namespaces; no shared concrete fix." + }, + { + "left": "issue:6098", + "right": "issue:9628", + "accept": false, + "reason": "Same broad FP16 unscale message, but different scripts/model setups and no evidence of one fix." + }, + { + "left": "issue:2044", + "right": "issue:5919", + "accept": false, + "reason": "Different missing attributes on different object types; not the same bug." + }, + { + "left": "issue:5578", + "right": "issue:8833", + "accept": false, + "reason": "Both are missing file errors, but for different files and different model/package contexts." + }, + { + "left": "issue:6086", + "right": "issue:9628", + "accept": false, + "reason": "Shared error text, but the training setups differ enough that the same fix is not established." + }, + { + "left": "issue:7931", + "right": "issue:9187", + "accept": false, + "reason": "Both involve IP-Adapter, but the titles point to different failure surfaces and there is no packet evidence they share the same root cause or fix." + }, + { + "left": "issue:11435", + "right": "issue:5603", + "accept": false, + "reason": "Different missing imports from different parts of diffusers; unrelated symbols." + }, + { + "left": "issue:13015", + "right": "issue:9895", + "accept": false, + "reason": "Both are device mismatch errors, but on different models/hardware paths and not clearly the same bug." + }, + { + "left": "issue:1817", + "right": "issue:3973", + "accept": false, + "reason": "Both are unexpected keyword errors, but in different helper functions and code paths." + }, + { + "left": "issue:5246", + "right": "issue:8307", + "accept": false, + "reason": "Different missing attributes on the diffusers module; not the same issue." + }, + { + "left": "issue:1249", + "right": "issue:4557", + "accept": false, + "reason": "Completely different failures: ndarray `.device` versus `super().__getattr__`." + }, + { + "left": "issue:3638", + "right": "issue:3728", + "accept": false, + "reason": "Both are new-pipeline proposals, but for different models and different changes." + }, + { + "left": "issue:6842", + "right": "issue:9645", + "accept": false, + "reason": "Different missing pipeline/import symbols; same package, not the same fix." + }, + { + "left": "issue:10180", + "right": "issue:10512", + "accept": false, + "reason": "Both concern Flux LoRA loading, but the reported scenarios are different enough to avoid merging." + }, + { + "left": "issue:1544", + "right": "issue:5572", + "accept": false, + "reason": "Different missing attributes on different components." + }, + { + "left": "issue:10062", + "right": "issue:2947", + "accept": false, + "reason": "Both are UNet/LoRA-related attribute errors, but they fail on different methods and likely need different fixes." + }, + { + "left": "issue:1544", + "right": "issue:2947", + "accept": false, + "reason": "Scheduler `get_velocity` and UNet `load_attn_procs` are different components and different failures." + }, + { + "left": "issue:2669", + "right": "issue:2947", + "accept": false, + "reason": "`NoneType.replace` is unrelated to UNet attention-processor loading." + }, + { + "left": "issue:4265", + "right": "issue:4615", + "accept": false, + "reason": "Both are ControlNet-related import errors, but they reference different pipeline symbols and exports." + }, + { + "left": "issue:4557", + "right": "issue:6139", + "accept": false, + "reason": "Different attribute errors on different object types; no shared code path." + }, + { + "left": "issue:11978", + "right": "issue:9873", + "accept": false, + "reason": "Different pipeline feature requests for different models." + }, + { + "left": "issue:2947", + "right": "issue:3202", + "accept": false, + "reason": "`load_attn_procs` and `enable_vae_tiling` are unrelated missing methods on different pipeline classes." + }, + { + "left": "issue:5518", + "right": "issue:858", + "accept": false, + "reason": "Different attribute errors in different module types; not the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The writeup is mostly conservative, but it overstates the only accepted soft-edge pair. From the packet, issue:7931 and issue:9187 both involve IP-Adapter, yet the titles point to different failure surfaces (`ip_adapter_image_embeds` in SDXL ControlNet InpaintPipeline vs `image_encoder_folder=None` after a Kolors update), and there is no explicit evidence in the packet that they share the same root cause or fix. That makes the accept verdict too strong. The rest of the pair judgments look appropriately cautious, but this one unsupported accept is enough to reject." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 12, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10010", + "issue:10472", + "issue:11214", + "issue:11417", + "issue:11865", + "issue:12044", + "issue:1249", + "issue:12630", + "issue:1315", + "issue:1433", + "issue:1817", + "issue:2044", + "issue:2098", + "issue:2669", + "issue:2904", + "issue:2947", + "issue:3008", + "issue:3211", + "issue:3325", + "issue:384", + "issue:409", + "issue:4557", + "issue:4615", + "issue:4868", + "issue:5025", + "issue:5054", + "issue:5125", + "issue:5510", + "issue:5522", + "issue:5572", + "issue:6086", + "issue:6098", + "issue:6176", + "issue:6351", + "issue:6363", + "issue:6382", + "issue:6442", + "issue:6636", + "issue:6811", + "issue:7228", + "issue:7593", + "issue:8463", + "issue:858", + "issue:9278", + "issue:9476", + "issue:9790", + "issue:9973" + ], + "soft_pairs": [ + "issue:3325|issue:5125", + "issue:3211|issue:4557", + "issue:11417|issue:4868", + "issue:6176|issue:6382", + "issue:12630|issue:2904", + "issue:9278|issue:9790", + "issue:1315|issue:6636", + "issue:12044|issue:1433", + "issue:409|issue:858", + "issue:6363|issue:6442", + "issue:1249|issue:5054", + "issue:10472|issue:1817", + "issue:2669|issue:5572", + "issue:10010|issue:6811", + "issue:2044|issue:6351", + "issue:2044|issue:384", + "issue:11214|issue:5522", + "issue:6098|issue:9973", + "issue:1249|issue:8463", + "issue:2098|issue:3008", + "issue:4615|issue:5025", + "issue:11865|issue:2947", + "issue:6086|issue:6098", + "issue:409|issue:5054", + "issue:7228|issue:7593", + "issue:5510|issue:9476" + ], + "prepared_review_unit_hash": "12a59477cb507f962dabf77c3435a9c97764dc5c891bd90cf48261590398c71b", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35150, + "estimated_input_tokens": 8788, + "estimated_eval_tokens": 17832 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of diffusers issues with a few clear duplicate mini-clusters. I accepted only the exact same-error pairs or very close same-script duplicates; the rest are too broad or point to different code paths.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 6363 is the strongest representative of the FP16-gradient duplicate set: it has the clearest problem statement and the richest discussion around the same exact failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 6363 is the best overall issue to anchor this cluster because it matches multiple accepted duplicates and describes the core error cleanly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3325", + "right": "issue:5125", + "accept": false, + "reason": "Both are CUDA failures, but they involve different scripts and different error conditions; not the same concrete bug." + }, + { + "left": "issue:3211", + "right": "issue:4557", + "accept": false, + "reason": "Different missing-attribute errors on different objects; only superficial similarity." + }, + { + "left": "issue:11417", + "right": "issue:4868", + "accept": false, + "reason": "Unrelated attribute errors in different code paths." + }, + { + "left": "issue:6176", + "right": "issue:6382", + "accept": false, + "reason": "One is LoRA weight loading after training, the other is an IP-adapter key error during SDXL/LCM use; not the same issue." + }, + { + "left": "issue:12630", + "right": "issue:2904", + "accept": false, + "reason": "Different AudioLDM-related failures with different missing attributes and root causes." + }, + { + "left": "issue:9278", + "right": "issue:9790", + "accept": true, + "reason": "Both describe the same FLUX.1-dev DreamBooth multigpu training problem and appear to be duplicate reports of the same workflow failure." + }, + { + "left": "issue:1315", + "right": "issue:6636", + "accept": false, + "reason": "Both are import errors from diffusers.utils, but they are different missing symbols and likely different breakages." + }, + { + "left": "issue:12044", + "right": "issue:1433", + "accept": false, + "reason": "Different attribute errors on different types; not the same bug." + }, + { + "left": "issue:409", + "right": "issue:858", + "accept": false, + "reason": "These failures are unrelated and arise from different objects and APIs." + }, + { + "left": "issue:6363", + "right": "issue:6442", + "accept": true, + "reason": "Same exact FP16 gradient unscale error; clearly duplicate reports of the same training problem." + }, + { + "left": "issue:1249", + "right": "issue:5054", + "accept": false, + "reason": "Different pipeline attribute failures with no shared concrete code path." + }, + { + "left": "issue:10472", + "right": "issue:1817", + "accept": false, + "reason": "Both are TypeErrors, but they concern different unexpected arguments and different workflows." + }, + { + "left": "issue:2669", + "right": "issue:5572", + "accept": false, + "reason": "Different AttributeErrors with different failing objects and causes." + }, + { + "left": "issue:10010", + "right": "issue:6811", + "accept": false, + "reason": "Both are 404s for model_index.json, but for different models/examples; same symptom, not the same underlying issue." + }, + { + "left": "issue:2044", + "right": "issue:6351", + "accept": false, + "reason": "Both involve DDP-wrapped models, but they fail on different missing attributes and code paths." + }, + { + "left": "issue:2044", + "right": "issue:384", + "accept": false, + "reason": "Completely different attribute errors; not duplicates." + }, + { + "left": "issue:11214", + "right": "issue:5522", + "accept": false, + "reason": "Different TypeErrors from different APIs and subsystems." + }, + { + "left": "issue:6098", + "right": "issue:9973", + "accept": true, + "reason": "Exact same FP16 gradient unscale failure; duplicate training error report." + }, + { + "left": "issue:1249", + "right": "issue:8463", + "accept": false, + "reason": "Different runtime failures in different pipelines; no shared concrete bug." + }, + { + "left": "issue:2098", + "right": "issue:3008", + "accept": true, + "reason": "Both report the same invalid torch.randn argument combination in the community pipeline path." + }, + { + "left": "issue:4615", + "right": "issue:5025", + "accept": false, + "reason": "Different import errors involving different symbols; not the same bug." + }, + { + "left": "issue:11865", + "right": "issue:2947", + "accept": false, + "reason": "Both are missing-method errors on model classes, but they are different methods and different feature paths." + }, + { + "left": "issue:6086", + "right": "issue:6098", + "accept": true, + "reason": "Same FP16-gradient unscale error, with one issue giving extra training-script context." + }, + { + "left": "issue:409", + "right": "issue:5054", + "accept": false, + "reason": "Different missing-attribute failures on different pipeline classes." + }, + { + "left": "issue:7228", + "right": "issue:7593", + "accept": false, + "reason": "Different model-loading/runtime errors on different pipelines; not the same underlying issue." + }, + { + "left": "issue:5510", + "right": "issue:9476", + "accept": false, + "reason": "Both are dtype mismatch errors, but they occur in different pipelines and likely different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and the conservative stance is appropriate. The accepted duplicate mini-clusters are well supported by the titles and activity in the packet: the repeated FP16-gradient reports, the FLUX.1-dev multigpu DreamBooth pair, and the torch.randn invalid-arguments pair. The rejected pairs are phrased cautiously and do not overclaim sameness from superficial symptom overlap. No mergeability issue appears here since this is an issue cluster, not a PR pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 13, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:11218", + "issue:11435", + "issue:1249", + "issue:12778", + "issue:13015", + "issue:1315", + "issue:1544", + "issue:1552", + "issue:1817", + "issue:1875", + "issue:1976", + "issue:1991", + "issue:2044", + "issue:2669", + "issue:2904", + "issue:2947", + "issue:3124", + "issue:3787", + "issue:384", + "issue:409", + "issue:4229", + "issue:4456", + "issue:4478", + "issue:4557", + "issue:4969", + "issue:5259", + "issue:5578", + "issue:5603", + "issue:5805", + "issue:5919", + "issue:6124", + "issue:6126", + "issue:6139", + "issue:6146", + "issue:6442", + "issue:6444", + "issue:6454", + "issue:6482", + "issue:6858", + "issue:7593", + "issue:7891", + "issue:8871", + "issue:8915", + "issue:8975", + "issue:9026", + "issue:9430", + "issue:9476" + ], + "soft_pairs": [ + "issue:6124|issue:6454", + "issue:1817|issue:9026", + "issue:4456|issue:6139", + "issue:5805|issue:9476", + "issue:4969|issue:8915", + "issue:1544|issue:5919", + "issue:2904|issue:7593", + "issue:5603|issue:8915", + "issue:6442|issue:6482", + "issue:3787|issue:8975", + "issue:1552|issue:3124", + "issue:1976|issue:5578", + "issue:4229|issue:6146", + "issue:2669|issue:6858", + "issue:1544|issue:4557", + "issue:409|issue:4557", + "issue:1991|issue:7891", + "issue:13015|issue:1991", + "issue:5259|issue:5578", + "issue:12778|issue:6444", + "issue:1875|issue:4478", + "issue:11435|issue:8915", + "issue:2947|issue:9430", + "issue:11218|issue:1315", + "issue:2044|issue:6126", + "issue:6454|issue:8871", + "issue:1249|issue:409", + "issue:2669|issue:384" + ], + "prepared_review_unit_hash": "fcb9b3e8dc5f6c5005491f093528b68cefd94f2670fdde432bd199b40a5813e2", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35476, + "estimated_input_tokens": 8869, + "estimated_eval_tokens": 17994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated import, attribute, or device/dtype errors. A small FP16-gradient subcluster appears to be genuine duplicates; the rest of the soft pairs are only title-similar and should stay separate.", + "confidence": 0.82, + "canonical_issue_reason": "issue:6442 is the clearest representative of the recurring \"Attempting to unscale FP16 gradients.\" bug; it matches multiple later reports with the same failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:6442 is the strongest global representative because it is the most generic, high-signal report for the repeated FP16-unscale training failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:6124", + "right": "issue:6454", + "accept": true, + "reason": "Same exact FP16 unscale-gradient error in the same SDXL/DreamBooth LoRA training area; looks like a duplicate report." + }, + { + "left": "issue:1817", + "right": "issue:9026", + "accept": false, + "reason": "Different failures: scheduler argument mismatch vs. checkpoint dispatch keyword mismatch." + }, + { + "left": "issue:4456", + "right": "issue:6139", + "accept": false, + "reason": "Both are LoRA-related attribute errors, but they hit different missing attributes in different code paths." + }, + { + "left": "issue:5805", + "right": "issue:9476", + "accept": false, + "reason": "Both are dtype mismatch reports, but they involve different pipelines/devices and are not clearly the same bug." + }, + { + "left": "issue:4969", + "right": "issue:8915", + "accept": false, + "reason": "Different missing imports from different diffusers symbols." + }, + { + "left": "issue:1544", + "right": "issue:5919", + "accept": false, + "reason": "Unrelated attribute errors: scheduler get_velocity vs. Linear set_lora_layer." + }, + { + "left": "issue:2904", + "right": "issue:7593", + "accept": false, + "reason": "Different NoneType failures in different pipelines and code paths." + }, + { + "left": "issue:5603", + "right": "issue:8915", + "accept": false, + "reason": "Different import symbols and likely different version-compatibility issues." + }, + { + "left": "issue:6442", + "right": "issue:6482", + "accept": true, + "reason": "Same exact FP16 unscale-gradient error; 6482 is just the resume-from-checkpoint variant of the same bug." + }, + { + "left": "issue:3787", + "right": "issue:8975", + "accept": false, + "reason": "Both are import errors, but they concern different classes and submodules." + }, + { + "left": "issue:1552", + "right": "issue:3124", + "accept": false, + "reason": "Attention slicing on SD2 is a different issue from model conversion failures." + }, + { + "left": "issue:1976", + "right": "issue:5578", + "accept": false, + "reason": "Both are OSError model_index.json complaints, but the reported contexts indicate different inputs and failure setups." + }, + { + "left": "issue:4229", + "right": "issue:6146", + "accept": false, + "reason": "Both mention multi-GPU training, but the titles do not identify the same concrete failure." + }, + { + "left": "issue:2669", + "right": "issue:6858", + "accept": false, + "reason": "Different attribute failures: NoneType.replace vs. string.convert." + }, + { + "left": "issue:1544", + "right": "issue:4557", + "accept": false, + "reason": "Completely different missing-attribute errors." + }, + { + "left": "issue:409", + "right": "issue:4557", + "accept": false, + "reason": "StableDiffusionPipeline attention slicing vs. a generic __getattr__ error are not the same bug." + }, + { + "left": "issue:1991", + "right": "issue:7891", + "accept": false, + "reason": "Both mention device mismatches, but one is checkpoint-merger specific and the other is a generic runtime exception." + }, + { + "left": "issue:13015", + "right": "issue:1991", + "accept": false, + "reason": "Different device-mismatch contexts and different pipelines." + }, + { + "left": "issue:5259", + "right": "issue:5578", + "accept": false, + "reason": "Closely similar OSError wording, but not enough to confirm the same underlying bug." + }, + { + "left": "issue:12778", + "right": "issue:6444", + "accept": false, + "reason": "Different missing attributes in unrelated model components." + }, + { + "left": "issue:1875", + "right": "issue:4478", + "accept": false, + "reason": "Both are type/device mismatch symptoms, but the pipelines and reported failure modes differ." + }, + { + "left": "issue:11435", + "right": "issue:8915", + "accept": false, + "reason": "Different missing imports from diffusers; no concrete shared code path." + }, + { + "left": "issue:2947", + "right": "issue:9430", + "accept": false, + "reason": "Different attribute errors with no evidence of the same underlying defect." + }, + { + "left": "issue:11218", + "right": "issue:1315", + "accept": false, + "reason": "Both are import errors after API changes, but they involve different symbols and modules." + }, + { + "left": "issue:2044", + "right": "issue:6126", + "accept": false, + "reason": "Different missing attributes on unrelated objects." + }, + { + "left": "issue:6454", + "right": "issue:8871", + "accept": true, + "reason": "Same exact FP16 unscale-gradient failure repeated in later LoRA training; clearly the same bug family." + }, + { + "left": "issue:1249", + "right": "issue:409", + "accept": false, + "reason": "Different subsystems: ONNX pipeline ndarray device handling vs. attention slicing." + }, + { + "left": "issue:2669", + "right": "issue:384", + "accept": false, + "reason": "Different NoneType/latent attribute failures with no shared concrete code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft pairs are conservative because they share the same exact failure text or an obviously narrow variant. The rejected pairs stay appropriately cautious about title similarity without stronger evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 14, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:11865", + "issue:12126", + "issue:12195", + "issue:12494", + "issue:12779", + "issue:13015", + "issue:1709", + "issue:1991", + "issue:2132", + "issue:2669", + "issue:2904", + "issue:2995", + "issue:3202", + "issue:3211", + "issue:3290", + "issue:3382", + "issue:4086", + "issue:409", + "issue:4265", + "issue:4551", + "issue:4557", + "issue:5025", + "issue:5054", + "issue:5081", + "issue:539", + "issue:5518", + "issue:5572", + "issue:5603", + "issue:5919", + "issue:6363", + "issue:6444", + "issue:6697", + "issue:6858", + "issue:7239", + "issue:7593", + "issue:8463", + "issue:8537", + "issue:858", + "issue:8637", + "issue:8863", + "issue:8915", + "issue:9026", + "issue:9055", + "issue:9278", + "issue:9450", + "issue:9726", + "issue:9727", + "issue:9973" + ], + "soft_pairs": [ + "issue:12195|issue:8537", + "issue:539|issue:9026", + "issue:5603|issue:8637", + "issue:6363|issue:9973", + "issue:12126|issue:8463", + "issue:3382|issue:6697", + "issue:12494|issue:7239", + "issue:5025|issue:8915", + "issue:409|issue:7593", + "issue:3290|issue:5054", + "issue:4265|issue:9055", + "issue:4086|issue:4551", + "issue:1709|issue:858", + "issue:5572|issue:6858", + "issue:1991|issue:9450", + "issue:11865|issue:4557", + "issue:2669|issue:3211", + "issue:1709|issue:3211", + "issue:9278|issue:9727", + "issue:2995|issue:5081", + "issue:12779|issue:6444", + "issue:3202|issue:5518", + "issue:2132|issue:5572", + "issue:3290|issue:409", + "issue:4265|issue:5603", + "issue:8637|issue:8915", + "issue:8463|issue:8863", + "issue:9278|issue:9726", + "issue:2904|issue:5919", + "issue:13015|issue:9450" + ], + "prepared_review_unit_hash": "5f1b445255407c2ce8e2a3cc917ae04c41b863a9a9faa09a8a0519d3ca21a06e", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36608, + "estimated_input_tokens": 9152, + "estimated_eval_tokens": 18560 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated diffusers bug reports and API breakages. None of the proposed soft pairs look like the same underlying issue closely enough to merge; they share only broad subsystem keywords or generic error shapes.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 9278 is the best anchor only by breadth and discussion volume: it is the most prominent of the FLUX multi-GPU dreambooth reports and has the strongest cluster visibility, though the cluster overall is not truly cohesive.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 9278 is the strongest single representative for the largest visible subtheme in this set, but it still only covers one FLUX dreambooth/multi-GPU problem and does not generalize to the many unrelated API/import/shape/device errors in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:12195", + "right": "issue:8537", + "accept": false, + "reason": "Both are version/compatibility errors, but one is torch.library.custom_op in AutoencoderKL and the other is torch.float8_e4m3fn in StableDiffusion3 from_single_file; different missing APIs and code paths." + }, + { + "left": "issue:539", + "right": "issue:9026", + "accept": false, + "reason": "Both mention unexpected keyword arguments in loading utilities, but snapshot_download(allow_patterns) and load_checkpoint_and_dispatch(force_hook) are unrelated functions and failures." + }, + { + "left": "issue:5603", + "right": "issue:8637", + "accept": false, + "reason": "Both are import errors, but they concern different symbols in different modules: is_safetensors_available vs PixArtSigmaPipeline." + }, + { + "left": "issue:6363", + "right": "issue:9973", + "accept": false, + "reason": "Same general FP16/unscale wording, but one is a training-script gradient scaling failure and the other is a dreambooth LoRA script report; no evidence of the same bug." + }, + { + "left": "issue:12126", + "right": "issue:8463", + "accept": false, + "reason": "Both are NoneType attribute errors, but cache_context while switching WAN transformers and tokenize in InstructP2P-SDXL are different pipelines and failure points." + }, + { + "left": "issue:3382", + "right": "issue:6697", + "accept": false, + "reason": "Both are OOM/training complaints, but one is multi-GPU text-to-image training and the other is SDXL LoRA OOM; too broad to be the same defect." + }, + { + "left": "issue:12494", + "right": "issue:7239", + "accept": false, + "reason": "Both are matmul shape mismatch reports, but the tensor dimensions and training contexts differ; no clear shared code-path." + }, + { + "left": "issue:5025", + "right": "issue:8915", + "accept": false, + "reason": "Both are import errors from diffusers.utils/diffusers, but they are for different helpers: randn_tensor vs AutoPipelineForText2Image." + }, + { + "left": "issue:409", + "right": "issue:7593", + "accept": false, + "reason": "Both are pipeline attribute errors, but enable_attention_slicing in StableDiffusionPipeline and image_projection_layers in prepare_ip_adapter_image_embeds are unrelated features." + }, + { + "left": "issue:3290", + "right": "issue:5054", + "accept": false, + "reason": "Both involve missing attributes, but NoneType.flush and StableDiffusionXLPipeline.final_offload_hook are different objects and code paths." + }, + { + "left": "issue:4265", + "right": "issue:9055", + "accept": false, + "reason": "Both are import errors for pipeline/loaders symbols, but StableDiffusionXLControlNetPipeline and StableDiffusionLoraLoaderMixin are unrelated APIs." + }, + { + "left": "issue:4086", + "right": "issue:4551", + "accept": false, + "reason": "Both concern training with SDXL-ish models, but one is ControlNet training on SDXL base-0.9 and the other is a DreamBooth crash on SDXL base-1.0; not the same bug." + }, + { + "left": "issue:1709", + "right": "issue:858", + "accept": false, + "reason": "Both are AttributeError reports, but astype on Tensor in ONNX img2img and named_children on Parameter are different mistakes in different layers." + }, + { + "left": "issue:5572", + "right": "issue:6858", + "accept": false, + "reason": "Both are attribute failures, but scaling_factor on FrozenDict and convert on str arise in different model/pipeline setup paths." + }, + { + "left": "issue:1991", + "right": "issue:9450", + "accept": false, + "reason": "Both mention tensors on different devices, but checkpoint-merger and FluxPipeline transformer-device placement are separate subsystems and problems." + }, + { + "left": "issue:11865", + "right": "issue:4557", + "accept": false, + "reason": "Both are AttributeError on model objects, but from_single_file on CosmosTransformer3DModel and super().__getattr__ are unrelated failures." + }, + { + "left": "issue:2669", + "right": "issue:3211", + "accept": false, + "reason": "Both are NoneType/object attribute issues, but replace on NoneType and requires_safety_checker on StableDiffusionMegaPipeline are different pipeline behaviors." + }, + { + "left": "issue:1709", + "right": "issue:3211", + "accept": false, + "reason": "Different attribute errors in different pipelines: Tensor.astype in ONNX img2img vs StableDiffusionMegaPipeline.requires_safety_checker." + }, + { + "left": "issue:9278", + "right": "issue:9727", + "accept": false, + "reason": "Both are FLUX.1-dev dreambooth multigpu reports, but one is training on multigpu and the other is a save problem after multigpu training; not the same concrete bug." + }, + { + "left": "issue:2995", + "right": "issue:5081", + "accept": false, + "reason": "Both are shape mismatch errors, but the dimensions and model contexts differ; no evidence they share the same faulty interface." + }, + { + "left": "issue:12779", + "right": "issue:6444", + "accept": false, + "reason": "Both are training-script argument/attribute issues in dreambooth LoRA, but validation_image_path missing and peft_config missing under checkpointing are distinct bugs." + }, + { + "left": "issue:3202", + "right": "issue:5518", + "accept": false, + "reason": "Both are missing-attribute reports, but enable_vae_tiling on StableDiffusionControlNetPipeline and time on ModuleList are different APIs." + }, + { + "left": "issue:2132", + "right": "issue:5572", + "accept": false, + "reason": "Different missing attributes in different contexts: Accelerator.trackers versus FrozenDict.scaling_factor." + }, + { + "left": "issue:3290", + "right": "issue:409", + "accept": false, + "reason": "Both are attribute-related pipeline errors, but NoneType.flush and enable_attention_slicing are not the same bug or code path." + }, + { + "left": "issue:4265", + "right": "issue:5603", + "accept": false, + "reason": "Both are import errors, but the missing symbols are different utility/pipeline APIs and do not indicate one shared regression." + }, + { + "left": "issue:8637", + "right": "issue:8915", + "accept": false, + "reason": "Both are import errors, but PixArtSigmaPipeline and AutoPipelineForText2Image are separate exports with no shared failure evidence." + }, + { + "left": "issue:8463", + "right": "issue:8863", + "accept": false, + "reason": "Both are runtime errors in model usage, but tokenize on NoneType and tuple.shape are unrelated failure modes." + }, + { + "left": "issue:9278", + "right": "issue:9726", + "accept": false, + "reason": "Same broad FLUX dreambooth/multigpu area, but one is the general training issue and the other is a later problem report; titles do not point to the same concrete failure." + }, + { + "left": "issue:2904", + "right": "issue:5919", + "accept": false, + "reason": "Both are attribute errors, but AudioLDM scheduler access and LoRA set_lora_layer on Linear are unrelated pipeline/model components." + }, + { + "left": "issue:13015", + "right": "issue:9450", + "accept": false, + "reason": "Both mention device placement, but the NPU tensor-device mismatch in QwenImageEditPlus and FluxPipeline transformer device mismatch are different models and setups." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 15, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10154", + "issue:10180", + "issue:10472", + "issue:11651", + "issue:11732", + "issue:11865", + "issue:1249", + "issue:13015", + "issue:13300", + "issue:1433", + "issue:170", + "issue:2044", + "issue:2669", + "issue:2856", + "issue:2904", + "issue:3040", + "issue:3202", + "issue:3290", + "issue:3382", + "issue:3973", + "issue:409", + "issue:4456", + "issue:4529", + "issue:4557", + "issue:4868", + "issue:5029", + "issue:5054", + "issue:5081", + "issue:5082", + "issue:5171", + "issue:5518", + "issue:5897", + "issue:5919", + "issue:6086", + "issue:6126", + "issue:6351", + "issue:6454", + "issue:6482", + "issue:6869", + "issue:7114", + "issue:7228", + "issue:858", + "issue:859", + "issue:861", + "issue:8863", + "issue:8871", + "issue:9227", + "issue:9430" + ], + "soft_pairs": [ + "issue:10472|issue:4529", + "issue:13300|issue:9227", + "issue:2856|issue:861", + "issue:11865|issue:2904", + "issue:3290|issue:4557", + "issue:5081|issue:5082", + "issue:11732|issue:6869", + "issue:10154|issue:7228", + "issue:11865|issue:4868", + "issue:3040|issue:5518", + "issue:2044|issue:858", + "issue:3202|issue:409", + "issue:6086|issue:6454", + "issue:13015|issue:5897", + "issue:1433|issue:4557", + "issue:3290|issue:4868", + "issue:5054|issue:9430", + "issue:3382|issue:7114", + "issue:2044|issue:5029", + "issue:1249|issue:6126", + "issue:10154|issue:6351", + "issue:170|issue:859", + "issue:1249|issue:858", + "issue:5029|issue:8863", + "issue:6482|issue:8871", + "issue:10180|issue:11651", + "issue:3973|issue:5171", + "issue:4456|issue:6126", + "issue:2669|issue:5919" + ], + "prepared_review_unit_hash": "f60bf3fd5d4786bdce866babc7115723d1e67cdcdf738f20cc85ace54a5ba534", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36354, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of superficially similar error-report issues, with only a few true duplicates among the soft pairs. The strongest duplication signals are the ckpt-to-diffusers conversion reports and the FP16-gradient unscale LoRA-training reports; most other pairs share only a broad error pattern or subsystem.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 10154 is the most generic, cluster-central LoRA-loading report and best represents the recurring `load_lora_weights` attribute-error symptom in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "10154 is the clearest representative for triage because its title is broad, directly reflects the shared LoRA-loading failure mode, and can anchor related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10472", + "right": "issue:4529", + "accept": false, + "reason": "Different missing kwargs in different LoRA APIs (`lora_bias` vs `network_alpha`); same general area, but not the same bug." + }, + { + "left": "issue:13300", + "right": "issue:9227", + "accept": false, + "reason": "Both mention FLUX, but one is CPU inference and the other is a Flux LoRA training/loading problem; different concrete code paths." + }, + { + "left": "issue:2856", + "right": "issue:861", + "accept": true, + "reason": "Both are about converting Stable Diffusion checkpoints/models to Diffusers with the same converter path; this looks like the same underlying conversion bug." + }, + { + "left": "issue:11865", + "right": "issue:2904", + "accept": false, + "reason": "Completely different failures (`from_single_file` on CosmosTransformer3DModel vs AudioLDM scheduler NoneType)." + }, + { + "left": "issue:3290", + "right": "issue:4557", + "accept": false, + "reason": "Different errors on unrelated objects (`flush` vs `__getattr__`); no shared code-path evidence." + }, + { + "left": "issue:5081", + "right": "issue:5082", + "accept": false, + "reason": "Both are matmul shape mismatches, but the dimensions and reported context differ; not enough to call them the same bug." + }, + { + "left": "issue:11732", + "right": "issue:6869", + "accept": false, + "reason": "Same general unpacking error class, but different functions and stack contexts; too broad to merge." + }, + { + "left": "issue:10154", + "right": "issue:7228", + "accept": false, + "reason": "Both are attribute errors, but one is about `load_lora_weights` and the other about traced model `dtype`; unrelated failures." + }, + { + "left": "issue:11865", + "right": "issue:4868", + "accept": false, + "reason": "Different missing attributes in different objects; no indication of a shared underlying defect." + }, + { + "left": "issue:3040", + "right": "issue:5518", + "accept": false, + "reason": "Different attribute failures in different loader/model paths (`__module__` vs `time`)." + }, + { + "left": "issue:2044", + "right": "issue:858", + "accept": false, + "reason": "Both are PyTorch object attribute errors, but the objects and failure modes are unrelated (`dtype` vs `named_children`)." + }, + { + "left": "issue:3202", + "right": "issue:409", + "accept": false, + "reason": "Different missing pipeline methods (`enable_vae_tiling` vs `enable_attention_slicing`); version-skew style issue, not the same bug." + }, + { + "left": "issue:6086", + "right": "issue:6454", + "accept": true, + "reason": "Same LoRA-training FP16 gradient unscale failure; the titles point to the same concrete bug." + }, + { + "left": "issue:13015", + "right": "issue:5897", + "accept": false, + "reason": "Both are device-mismatch errors, but on different models/hardware and different code paths; too broad to merge." + }, + { + "left": "issue:1433", + "right": "issue:4557", + "accept": false, + "reason": "Different objects and different missing attribute symptoms (`config` vs `__getattr__`)." + }, + { + "left": "issue:3290", + "right": "issue:4868", + "accept": false, + "reason": "Different NoneType/super attribute errors with no shared implementation path." + }, + { + "left": "issue:5054", + "right": "issue:9430", + "accept": false, + "reason": "Unrelated attribute errors in different components (`final_offload_hook` vs `NoneType.get`)." + }, + { + "left": "issue:3382", + "right": "issue:7114", + "accept": false, + "reason": "Both are OOM reports, but they involve different training scripts and settings; not the same concrete bug." + }, + { + "left": "issue:2044", + "right": "issue:5029", + "accept": false, + "reason": "Different missing attributes on different object types; not a duplicate." + }, + { + "left": "issue:1249", + "right": "issue:6126", + "accept": false, + "reason": "Different runtime failures in different subsystems (`numpy.ndarray.device` vs VAE tiling attribute)." + }, + { + "left": "issue:10154", + "right": "issue:6351", + "accept": false, + "reason": "Both mention missing attributes, but one is LoRA loading and the other is DDP adapter disabling; unrelated code paths." + }, + { + "left": "issue:170", + "right": "issue:859", + "accept": false, + "reason": "Different API signature mismatches (`eta` vs `device_map`) in different functions." + }, + { + "left": "issue:1249", + "right": "issue:858", + "accept": false, + "reason": "Different object types and missing attributes; only the broad error pattern matches." + }, + { + "left": "issue:5029", + "right": "issue:8863", + "accept": false, + "reason": "Different failures (`latent_dist` missing vs tuple shape access); no shared bug evidence." + }, + { + "left": "issue:6482", + "right": "issue:8871", + "accept": true, + "reason": "Same `Attempting to unscale FP16 gradients` LoRA-training failure, with the second issue clearly describing the same bug." + }, + { + "left": "issue:10180", + "right": "issue:11651", + "accept": false, + "reason": "Both are FluxControl LoRA load problems, but one is about multiple LoRAs and the other a specific flux-fill LoRA case; not enough to assert one bug." + }, + { + "left": "issue:3973", + "right": "issue:5171", + "accept": false, + "reason": "Different unexpected-argument errors in different functions (`vae_path` vs `safety_checker`)." + }, + { + "left": "issue:4456", + "right": "issue:6126", + "accept": false, + "reason": "Different attribute errors in different parts of the LoRA/VAE stack (`ModuleList[4]` vs `tile_sample_min_size`)." + }, + { + "left": "issue:2669", + "right": "issue:5919", + "accept": false, + "reason": "Both are `AttributeError`s, but the missing attributes and object types differ completely (`replace` vs `set_lora_layer`)." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The issue summary is grounded in the packet, and the soft-edge calls are conservative overall. The three accepted pairs have strong title-level duplication signals, while the rejected pairs mostly differ by concrete API, object, or code path rather than just sharing a broad error class." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 16, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10722", + "issue:11117", + "issue:11435", + "issue:11436", + "issue:11464", + "issue:1255", + "issue:12609", + "issue:12612", + "issue:12613", + "issue:1263", + "issue:12666", + "issue:13162", + "issue:13203", + "issue:13221", + "issue:13311", + "issue:1377", + "issue:1444", + "issue:1500", + "issue:1616", + "issue:1991", + "issue:2661", + "issue:2662", + "issue:3576", + "issue:3580", + "issue:3627", + "issue:4557", + "issue:4868", + "issue:5022", + "issue:5023", + "issue:5075", + "issue:5399", + "issue:6086", + "issue:6442", + "issue:6454", + "issue:6549", + "issue:6880", + "issue:7033", + "issue:7185", + "issue:7799", + "issue:7922", + "issue:7931", + "issue:8589", + "issue:9062", + "issue:9378", + "issue:9403", + "issue:9430", + "issue:9514", + "issue:9895" + ], + "soft_pairs": [ + "issue:1991|issue:9895", + "issue:6086|issue:6442", + "issue:11464|issue:9514", + "issue:4557|issue:9430", + "issue:4868|issue:7922", + "issue:6442|issue:6454", + "issue:2661|issue:2662", + "issue:12609|issue:12613", + "issue:12612|issue:12613", + "issue:3576|issue:3580", + "issue:13203|issue:13221", + "issue:13162|issue:13311", + "issue:5022|issue:5023", + "issue:11117|issue:11436", + "issue:1500|issue:1616", + "issue:7799|issue:7931", + "issue:1377|issue:1444", + "issue:3627|issue:6880", + "issue:12666|issue:7185", + "issue:9378|issue:9403", + "issue:10722|issue:8589", + "issue:11435|issue:9062", + "issue:6549|issue:7033", + "issue:5075|issue:5399", + "issue:1255|issue:1263" + ], + "prepared_review_unit_hash": "74f3f67064eed847ecf9def9f7fda1519d271344509796da2856c29f1e12883e", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34491, + "estimated_input_tokens": 8623, + "estimated_eval_tokens": 17502 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of superficially similar issue reports rather than proven duplicates. The clearest anchor is the active Wan 2.2 i2v NaN-latents report, but the soft-edge pairs mostly do not have enough evidence beyond title overlap to justify collapse/merge conclusions. No PRs were present.", + "confidence": 0.66, + "canonical_issue_reason": "issue:12613 is the strongest cluster anchor because it is the most active open Wan 2.2/i2v NaN-latents report and the most actionable focal point for related discussion, while still leaving room for nearby reports to remain separate without stronger evidence.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:12613 is the best overall issue candidate for cluster navigation: it is open, specific, and has the most discussion/inbound attention among the Wan latent-NaN reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1991", + "right": "issue:9895", + "accept": false, + "reason": "Both mention device-mismatch style failures, but they occur in different pipelines and contexts (checkpoint merger vs Flux inference), so this is too broad to treat as the same bug." + }, + { + "left": "issue:6086", + "right": "issue:6442", + "accept": false, + "reason": "The titles are similar, but the available evidence here is only symptom-level AMP/GradScaler overlap; that is not enough to confirm a single underlying bug." + }, + { + "left": "issue:11464", + "right": "issue:9514", + "accept": false, + "reason": "Both are Flux/LoRA-related, but one is a pipeline loading problem and the other is an fp8 quantization weight-loading issue; different code paths." + }, + { + "left": "issue:4557", + "right": "issue:9430", + "accept": false, + "reason": "Different exceptions and different failure points; the shared AttributeError wording is not enough to call them duplicates." + }, + { + "left": "issue:4868", + "right": "issue:7922", + "accept": false, + "reason": "Both are generic attribute/import errors, but they refer to different missing symbols in different subsystems, so the evidence is too weak for a merge." + }, + { + "left": "issue:6442", + "right": "issue:6454", + "accept": false, + "reason": "The titles match exactly, but the packet provides no concrete code-path evidence; treat as related reports rather than a confirmed duplicate pair." + }, + { + "left": "issue:2661", + "right": "issue:2662", + "accept": false, + "reason": "The write-error wording is close, but one report is step-specific and the other is broader; the shown evidence does not prove the same bug." + }, + { + "left": "issue:12609", + "right": "issue:12613", + "accept": false, + "reason": "Both mention Wan latent NaNs, but the model/version and i2v context differ; title similarity alone is not enough to merge them." + }, + { + "left": "issue:12612", + "right": "issue:12613", + "accept": false, + "reason": "These are related Wan NaN reports, but they target different model/version contexts (2.1 vs 2.2 i2v), so they should stay separate without stronger evidence." + }, + { + "left": "issue:3576", + "right": "issue:3580", + "accept": false, + "reason": "Both are XFormers TypeError reports, but one is tied to Textual Inversion and the other is a generic XFormers failure; not clearly the same defect." + }, + { + "left": "issue:13203", + "right": "issue:13221", + "accept": false, + "reason": "The titles are very close, but the packet only shows another similarly named ZImage LoRA support issue; that is not enough to confidently treat them as one change/bug." + }, + { + "left": "issue:13162", + "right": "issue:13311", + "accept": false, + "reason": "Both concern Flux.2-klein LoRA support, but one is a general support request and the other is a specific loading error for a different model size; not the same underlying issue." + }, + { + "left": "issue:5022", + "right": "issue:5023", + "accept": false, + "reason": "Both are import errors in the same release, but they are for different symbols and pipelines, so they do not look like one concrete defect." + }, + { + "left": "issue:11117", + "right": "issue:11436", + "accept": false, + "reason": "Both involve dtype mismatches, but the failing operations and pipelines differ, so this is not strong enough evidence for duplication." + }, + { + "left": "issue:1500", + "right": "issue:1616", + "accept": false, + "reason": "These are both LPW community pipeline compatibility reports, but they target different Diffusers versions and different descriptions of the breakage." + }, + { + "left": "issue:7799", + "right": "issue:7931", + "accept": false, + "reason": "Both involve IP-Adapter, but one is a matmul size mismatch and the other is an inpaint/embed-parameter issue; different concrete failures." + }, + { + "left": "issue:1377", + "right": "issue:1444", + "accept": false, + "reason": "Two different missing-class import errors; the common import-error pattern is too generic to merge them." + }, + { + "left": "issue:3627", + "right": "issue:6880", + "accept": false, + "reason": "Both reference Custom Diffusion retrieve.py, but the packet does not provide enough concrete shared failure detail to safely call them the same bug." + }, + { + "left": "issue:12666", + "right": "issue:7185", + "accept": false, + "reason": "Completely different topics: a missing Kandinsky pipeline versus a general PyTorch support question." + }, + { + "left": "issue:9378", + "right": "issue:9403", + "accept": false, + "reason": "These are separate Xlabs support requests for different components (ControlNet vs IP-Adapter), so they should not be merged as one change." + }, + { + "left": "issue:10722", + "right": "issue:8589", + "accept": false, + "reason": "The reports are in the same DreamBooth/prior-preservation area, but one is a concrete tensor-shape mismatch and the other is a broader training inability report; not enough to confirm identity." + }, + { + "left": "issue:11435", + "right": "issue:9062", + "accept": false, + "reason": "Different missing pipeline imports with different symbols and paths; no evidence of the same underlying issue." + }, + { + "left": "issue:6549", + "right": "issue:7033", + "accept": false, + "reason": "Both are IP-Adapter warnings, but the observed behaviors are different (LoRA weight logging vs attention masking), so they are not clearly duplicates." + }, + { + "left": "issue:5075", + "right": "issue:5399", + "accept": false, + "reason": "A shape-mismatch in SDXL Refiner prompt embeddings is not the same as a dtype mismatch in custom inpainting inference." + }, + { + "left": "issue:1255", + "right": "issue:1263", + "accept": false, + "reason": "Both are import errors, but for different classes/modules; the shared symptom is too generic to justify a duplicate call." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The issue-level summary is mostly grounded, but the soft-edge handling is not conservative enough. Several pairs are marked accept even though the packet only gives title-level similarity and the packet\u2019s deterministic label is false for those pairs. The strongest overstatements are 6086/6442, 6442/6454, 2661/2662, 10722/8589, 12609/12613, 13203/13221, and 3627/6880. These may be related, but the evidence shown here does not justify confidently treating them as the same bug. The writeup should stay softer on duplicate/merge conclusions." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 17, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10026", + "issue:10180", + "issue:10752", + "issue:10848", + "issue:10963", + "issue:10989", + "issue:11199", + "issue:11283", + "issue:11581", + "issue:11827", + "issue:1255", + "issue:12826", + "issue:13124", + "issue:1444", + "issue:1538", + "issue:1611", + "issue:2294", + "issue:2780", + "issue:2908", + "issue:2947", + "issue:2984", + "issue:2991", + "issue:3140", + "issue:3279", + "issue:3569", + "issue:3638", + "issue:4052", + "issue:4063", + "issue:4069", + "issue:4118", + "issue:4754", + "issue:4969", + "issue:5025", + "issue:5757", + "issue:579", + "issue:6044", + "issue:6098", + "issue:6112", + "issue:6734", + "issue:7221", + "issue:7223", + "issue:7681", + "issue:8320", + "issue:8482", + "issue:8615", + "issue:9527", + "issue:9630", + "issue:9911" + ], + "soft_pairs": [ + "issue:10963|issue:1255", + "issue:10963|issue:4969", + "issue:2908|issue:2991", + "issue:13124|issue:2780", + "issue:10026|issue:9630", + "issue:6112|issue:7221", + "issue:4754|issue:579", + "issue:8482|issue:8615", + "issue:2294|issue:3140", + "issue:12826|issue:4969", + "issue:11199|issue:7681", + "issue:11283|issue:11827", + "issue:12826|issue:5025", + "issue:3569|issue:3638", + "issue:10848|issue:11581", + "issue:10180|issue:10989", + "issue:1444|issue:4969", + "issue:1538|issue:1611", + "issue:2984|issue:7223", + "issue:4063|issue:4069", + "issue:4052|issue:4118", + "issue:9527|issue:9911", + "issue:10752|issue:6098", + "issue:4052|issue:8320", + "issue:6044|issue:6734", + "issue:3279|issue:5757", + "issue:2947|issue:6044" + ], + "prepared_review_unit_hash": "7f40a94b37c2715112e66bf1b0d0d27fffcf6a9b315a9e0575c4bc93b2609656", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35239, + "estimated_input_tokens": 8810, + "estimated_eval_tokens": 17876 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose mix of diffusers issues around imports, training, and Flux/IP-Adapter loading; only a few pairs are clear duplicates, chiefly the ControlNet mixed-precision and textual-inversion/from_single_file reports.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 2908 is the best canonical anchor because it is a concrete, script-specific bug report and has a near-identical duplicate in 2991.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 2908 is the most actionable issue in the cluster: it names the exact example script and failure mode, making it the strongest duplicate target among the accepted pairs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10963", + "right": "issue:1255", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different code paths." + }, + { + "left": "issue:10963", + "right": "issue:4969", + "accept": false, + "reason": "Different missing imports (`AutoencoderKLWan` vs `CrossAttention`), so not the same bug." + }, + { + "left": "issue:2908", + "right": "issue:2991", + "accept": true, + "reason": "Both report ControlNet PyTorch training/example mixed-precision failures in the same training script family." + }, + { + "left": "issue:13124", + "right": "issue:2780", + "accept": false, + "reason": "Same error phrase, but different training scripts and no clear evidence of the same underlying fix." + }, + { + "left": "issue:10026", + "right": "issue:9630", + "accept": false, + "reason": "Both involve Flux ControlNet multi-GPU/single-GPU setups, but one is about memory scaling and the other a specific configuration error." + }, + { + "left": "issue:6112", + "right": "issue:7221", + "accept": false, + "reason": "Both describe noisy outputs, but they are different models and likely different inference/setup issues." + }, + { + "left": "issue:4754", + "right": "issue:579", + "accept": false, + "reason": "Both are textual inversion loading problems, but the missing file and failure mode differ." + }, + { + "left": "issue:8482", + "right": "issue:8615", + "accept": false, + "reason": "These are different feature requests for Stable Diffusion 3, not the same change." + }, + { + "left": "issue:2294", + "right": "issue:3140", + "accept": false, + "reason": "Different missing pipeline imports (`VideoInpaint` vs `ControlNet`) with no shared concrete bug." + }, + { + "left": "issue:12826", + "right": "issue:4969", + "accept": false, + "reason": "Different missing imports (`export_to_video` vs `CrossAttention`)." + }, + { + "left": "issue:11199", + "right": "issue:7681", + "accept": false, + "reason": "Both are import/runtime failures, but one is on `onnx_utils` and the other is an OpenSSL/`lib` dependency error." + }, + { + "left": "issue:11283", + "right": "issue:11827", + "accept": false, + "reason": "Both mention safetensors header deserialization, but they are on different model families and likely different file/data issues." + }, + { + "left": "issue:12826", + "right": "issue:5025", + "accept": false, + "reason": "Different import symbols and unrelated code paths." + }, + { + "left": "issue:3569", + "right": "issue:3638", + "accept": false, + "reason": "These are separate new-pipeline feature requests for different models." + }, + { + "left": "issue:10848", + "right": "issue:11581", + "accept": false, + "reason": "Both concern IP-Adapter loading in FLUX, but the reported constructor kwarg errors differ (`device` vs `dtype`)." + }, + { + "left": "issue:10180", + "right": "issue:10989", + "accept": false, + "reason": "Both are Flux Control LoRA issues, but one is about multiple LoRAs and the other about quantized transformers." + }, + { + "left": "issue:1444", + "right": "issue:4969", + "accept": false, + "reason": "Different import failures for different classes." + }, + { + "left": "issue:1538", + "right": "issue:1611", + "accept": false, + "reason": "Same pipeline name, but different base models and likely different compatibility regressions." + }, + { + "left": "issue:2984", + "right": "issue:7223", + "accept": false, + "reason": "One is a research paper/model request and the other is a new pipeline request; not duplicates." + }, + { + "left": "issue:4063", + "right": "issue:4069", + "accept": true, + "reason": "Near-identical textual inversion unload issues; same underlying pipeline cleanup behavior." + }, + { + "left": "issue:4052", + "right": "issue:4118", + "accept": true, + "reason": "Both are the same from_single_file regression around `AutoencoderKL`, with one being the class-specific variant of the other." + }, + { + "left": "issue:9527", + "right": "issue:9911", + "accept": false, + "reason": "Both are dtype/controlnet-related errors, but the scenarios are different: mixed precision mismatch vs multiple ControlNet layer lengths." + }, + { + "left": "issue:10752", + "right": "issue:6098", + "accept": false, + "reason": "The error text is similar, but there is no evidence they arise from the same training code path or fix." + }, + { + "left": "issue:4052", + "right": "issue:8320", + "accept": false, + "reason": "Same feature area, but `from_single_file` with `__name__` is a distinct error manifestation and likely a different regression." + }, + { + "left": "issue:6044", + "right": "issue:6734", + "accept": false, + "reason": "Different failures: missing `do_classifier_free_guidance` vs tokenizer being `None`." + }, + { + "left": "issue:3279", + "right": "issue:5757", + "accept": false, + "reason": "Both are resume-from-checkpoint problems, but they affect different scripts/models and are not clearly the same bug." + }, + { + "left": "issue:2947", + "right": "issue:6044", + "accept": false, + "reason": "Different missing attributes on different pipeline classes; not the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge decisions are appropriately conservative. The accepted duplicate pairs are all reasonably supported by the titles/body descriptions, and the rejected pairs avoid overstating similarity where the bug paths differ. Canonicalizing around issue 2908 is defensible given the script-specific ControlNet mixed-precision report and its close match with 2991." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 18, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10066", + "issue:10591", + "issue:10752", + "issue:1082", + "issue:1100", + "issue:11014", + "issue:11410", + "issue:12047", + "issue:12097", + "issue:12147", + "issue:1255", + "issue:1260", + "issue:1263", + "issue:13087", + "issue:13124", + "issue:13258", + "issue:1444", + "issue:1478", + "issue:1572", + "issue:1842", + "issue:1946", + "issue:2044", + "issue:2132", + "issue:2294", + "issue:2780", + "issue:3420", + "issue:3728", + "issue:3884", + "issue:4483", + "issue:4542", + "issue:4619", + "issue:4724", + "issue:4872", + "issue:5897", + "issue:6363", + "issue:6454", + "issue:6697", + "issue:6879", + "issue:7133", + "issue:7210", + "issue:8414", + "issue:852", + "issue:8534", + "issue:859", + "issue:8975", + "issue:9062", + "issue:9841" + ], + "soft_pairs": [ + "issue:4619|issue:6879", + "issue:12047|issue:12147", + "issue:12097|issue:13258", + "issue:1478|issue:4542", + "issue:8975|issue:9062", + "issue:11014|issue:4872", + "issue:3884|issue:5897", + "issue:10752|issue:2780", + "issue:13124|issue:6454", + "issue:1842|issue:859", + "issue:1100|issue:7210", + "issue:852|issue:859", + "issue:1263|issue:1444", + "issue:7133|issue:9841", + "issue:4483|issue:4724", + "issue:1255|issue:13087", + "issue:10066|issue:11410", + "issue:1082|issue:1946", + "issue:1260|issue:9062", + "issue:10591|issue:8534", + "issue:2044|issue:2132", + "issue:13124|issue:6363", + "issue:4872|issue:6697", + "issue:3728|issue:8414", + "issue:1260|issue:2294", + "issue:1572|issue:3420" + ], + "prepared_review_unit_hash": "cfc781f3b34e6c28466d63d9db766ad180309eca3ec31a5f8083fe671b4ffb53", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34477, + "estimated_input_tokens": 8620, + "estimated_eval_tokens": 17496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "A small set of true duplicates is present around FP16-unscale and import-signature regressions; most other pairs are only loosely similar symptoms across different models, scripts, or pipelines and should remain separate.", + "confidence": 0.74, + "canonical_issue_reason": "Issue #6454 is the broadest, most generic report of the recurring \"Attempting to unscale FP16 gradients\" failure, so it best represents the duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #6454 is the best representative because it states the core error cleanly without tying it to one narrow script-specific trigger.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4619", + "right": "issue:6879", + "accept": false, + "reason": "Both are dtype-mismatch runtime errors, but they affect different training paths (SDXL LoRA vs Custom Diffusion) and are not clearly the same bug." + }, + { + "left": "issue:12047", + "right": "issue:12147", + "accept": false, + "reason": "Both mention Wan2.2 LoRA problems, but one is fusion and the other loading; different code paths and not clearly one concrete defect." + }, + { + "left": "issue:12097", + "right": "issue:13258", + "accept": false, + "reason": "One is VRAM OOM, the other is a missing Image-to-Video model; these are different problems." + }, + { + "left": "issue:1478", + "right": "issue:4542", + "accept": false, + "reason": "Both are multi-image output limitations, but they hit different pipeline classes and are not clearly the same underlying defect." + }, + { + "left": "issue:8975", + "right": "issue:9062", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and unrelated modules." + }, + { + "left": "issue:11014", + "right": "issue:4872", + "accept": false, + "reason": "Both are OOM reports, but one is generic high-RAM A100 training and the other is SDXL T4 finetuning; too broad to treat as one bug." + }, + { + "left": "issue:3884", + "right": "issue:5897", + "accept": false, + "reason": "Same script family, but the titles do not identify the same concrete failure; #5897 is a device mismatch while #3884 is generic." + }, + { + "left": "issue:10752", + "right": "issue:2780", + "accept": true, + "reason": "Same FP16-gradient unscale ValueError in LoRA training; #2780 is the exact script-specific report of the same bug." + }, + { + "left": "issue:13124", + "right": "issue:6454", + "accept": false, + "reason": "Both mention the FP16-unscale error, but one is DreamBooth LoRA with a validation_prompt trigger and the other is a broader/general report; not clearly one concrete code path." + }, + { + "left": "issue:1842", + "right": "issue:859", + "accept": false, + "reason": "Both are unexpected-kwarg TypeErrors, but the kwargs differ (eta vs device_map) and point to different incompatibilities." + }, + { + "left": "issue:1100", + "right": "issue:7210", + "accept": false, + "reason": "Different attribute errors in different wrappers/paths; not the same bug." + }, + { + "left": "issue:852", + "right": "issue:859", + "accept": true, + "reason": "Both report the same device_map unexpected-keyword regression in initialization; same underlying API mismatch." + }, + { + "left": "issue:1263", + "right": "issue:1444", + "accept": true, + "reason": "These are the same missing StableDiffusionSafetyChecker import error, phrased slightly differently." + }, + { + "left": "issue:7133", + "right": "issue:9841", + "accept": false, + "reason": "Different DreamBooth SDXL LoRA problems: checkpoint resume size mismatch vs use_dora TypeError." + }, + { + "left": "issue:4483", + "right": "issue:4724", + "accept": false, + "reason": "Both involve SDXL pipelines, but the reported bugs are different (determinism vs checkpoint/pipeline behavior)." + }, + { + "left": "issue:1255", + "right": "issue:13087", + "accept": false, + "reason": "Both are missing-import errors, but they are different symbols and unrelated fixes." + }, + { + "left": "issue:10066", + "right": "issue:11410", + "accept": false, + "reason": "Both are attention-related unpacking errors, but the expected arity and failing call sites differ, so they are not clearly the same bug." + }, + { + "left": "issue:1082", + "right": "issue:1946", + "accept": false, + "reason": "Different low-level CUDA failures in different contexts; too generic to merge." + }, + { + "left": "issue:1260", + "right": "issue:9062", + "accept": false, + "reason": "Different missing import symbols; not the same issue." + }, + { + "left": "issue:10591", + "right": "issue:8534", + "accept": false, + "reason": "Both are SD3 training-script complaints, but they describe different problems in different scripts." + }, + { + "left": "issue:2044", + "right": "issue:2132", + "accept": false, + "reason": "Different attribute errors on different objects; unrelated failures." + }, + { + "left": "issue:13124", + "right": "issue:6363", + "accept": false, + "reason": "Same broad error family, but the scripts and trigger differ; not enough evidence of one identical underlying bug." + }, + { + "left": "issue:4872", + "right": "issue:6697", + "accept": false, + "reason": "Both are OOMs in SDXL finetuning, but the reports are too general and context-specific to be the same concrete bug." + }, + { + "left": "issue:3728", + "right": "issue:8414", + "accept": false, + "reason": "Completely different model domains and feature requests; not duplicates." + }, + { + "left": "issue:1260", + "right": "issue:2294", + "accept": false, + "reason": "Both are import errors, but they concern different pipeline classes and different missing names." + }, + { + "left": "issue:1572", + "right": "issue:3420", + "accept": false, + "reason": "Both mention pipeline incompatibilities, but the affected pipelines and failure modes differ." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the soft-edge decisions are conservative overall. The accepted pairs are well-supported duplicates (same FP16-unscale error, same device_map init regression, same SafetyChecker import error), while the rejections stay cautious where the packet only shows shared symptoms or related but distinct code paths. The chosen canonical issue #6454 is also a reasonable generic representative of the FP16-unscale cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 19, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10066", + "issue:10453", + "issue:10860", + "issue:10963", + "issue:11790", + "issue:12096", + "issue:12141", + "issue:12492", + "issue:1255", + "issue:1260", + "issue:1263", + "issue:13124", + "issue:1614", + "issue:1734", + "issue:1946", + "issue:1976", + "issue:2296", + "issue:246", + "issue:2947", + "issue:2984", + "issue:3382", + "issue:3812", + "issue:409", + "issue:4241", + "issue:4446", + "issue:4615", + "issue:4911", + "issue:5016", + "issue:5197", + "issue:5594", + "issue:6435", + "issue:6446", + "issue:6482", + "issue:6636", + "issue:6894", + "issue:7041", + "issue:7049", + "issue:7333", + "issue:7516", + "issue:7766", + "issue:7940", + "issue:8817", + "issue:9051", + "issue:9062", + "issue:9396", + "issue:9534", + "issue:9889" + ], + "soft_pairs": [ + "issue:10963|issue:4615", + "issue:246|issue:409", + "issue:10963|issue:1263", + "issue:10066|issue:7049", + "issue:1255|issue:6636", + "issue:7766|issue:8817", + "issue:3812|issue:6435", + "issue:12096|issue:12141", + "issue:10453|issue:9051", + "issue:1260|issue:4615", + "issue:4446|issue:4911", + "issue:7940|issue:9396", + "issue:12492|issue:7516", + "issue:1976|issue:2296", + "issue:5016|issue:6894", + "issue:2984|issue:7333", + "issue:13124|issue:6482", + "issue:4241|issue:5594", + "issue:7041|issue:9889", + "issue:10860|issue:11790", + "issue:2947|issue:9534", + "issue:1734|issue:5197", + "issue:1614|issue:6446", + "issue:4615|issue:9062", + "issue:1946|issue:3382" + ], + "prepared_review_unit_hash": "e303f34fa6daec21415633e668d593403af0ddc737a420d74d37847688d7dec0", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 33895, + "estimated_input_tokens": 8474, + "estimated_eval_tokens": 17204 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a loose lexical cluster, not one coherent duplicate group. I found only two true duplicate pairs; the rest are related only at a broad subsystem or symptom level and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits the whole cluster: most items are unrelated import errors, training bugs, pipeline limitations, or feature requests. If forced to anchor the only exact duplicate pair, issue 1255 is the cleanest representative of that narrow import-error duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 1255 is the strongest issue candidate for a canonical anchor because it is a clear, specific import-error report with a near-verbatim duplicate (1260). It is still not a good representative of the full set, which is too heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10963", + "right": "issue:4615", + "accept": false, + "reason": "Both are import errors from diffusers, but they concern different missing symbols ('AutoencoderKLWan' vs 'StableDiffusionControlnetPipeline') and likely different code paths." + }, + { + "left": "issue:246", + "right": "issue:409", + "accept": false, + "reason": "Both mention missing transformers-era APIs, but the actual failures are unrelated attributes ('FeatureExtractionMixin' vs 'enable_attention_slicing')." + }, + { + "left": "issue:10963", + "right": "issue:1263", + "accept": false, + "reason": "Same broad theme of missing imports, but different classes/modules and no evidence of the same underlying bug." + }, + { + "left": "issue:10066", + "right": "issue:7049", + "accept": false, + "reason": "Both are unpacking errors, but the expected tuple arity differs and the contexts are different enough to suggest separate bugs." + }, + { + "left": "issue:1255", + "right": "issue:6636", + "accept": false, + "reason": "Both are import-related, but one is a scheduler symbol and the other is a utils constant; not the same underlying issue." + }, + { + "left": "issue:7766", + "right": "issue:8817", + "accept": false, + "reason": "Both concern IP-Adapter FaceID usage, but one is a how-to/question thread and the other is a concrete failure report; too little evidence they share one bug." + }, + { + "left": "issue:3812", + "right": "issue:6435", + "accept": false, + "reason": "Both are default/config initialization problems, but they refer to different fields and different models." + }, + { + "left": "issue:12096", + "right": "issue:12141", + "accept": false, + "reason": "Both are WanVACEPipeline complaints, but one is about group offloading and the other is about bf16/fp16 VAE handling; different failures." + }, + { + "left": "issue:10453", + "right": "issue:9051", + "accept": false, + "reason": "Both are batch-size limitations, but they are for different pipelines/models and do not look like one concrete bug." + }, + { + "left": "issue:1260", + "right": "issue:4615", + "accept": false, + "reason": "Both are import errors, but for different public classes; not the same missing-export bug." + }, + { + "left": "issue:4446", + "right": "issue:4911", + "accept": true, + "reason": "Same StableDiffusionPipeline.from_single_file custom text_encoder loading failure, described with nearly identical wording." + }, + { + "left": "issue:7940", + "right": "issue:9396", + "accept": false, + "reason": "Both are Korean translation tracking issues, not the same bug or change request." + }, + { + "left": "issue:12492", + "right": "issue:7516", + "accept": false, + "reason": "Different missing attributes in different objects/modules; same general API-version theme, but not the same bug." + }, + { + "left": "issue:1976", + "right": "issue:2296", + "accept": false, + "reason": "One is a bad file lookup during loading, the other is xformers behavior on T4; unrelated root causes." + }, + { + "left": "issue:5016", + "right": "issue:6894", + "accept": false, + "reason": "Both involve LoRA/dreambooth scripts, but one is about SDXL text-encoder training and the other about LoRA compatibility in A1111; not the same fix." + }, + { + "left": "issue:2984", + "right": "issue:7333", + "accept": false, + "reason": "Different video-generation research/feature threads with no concrete shared bug or change." + }, + { + "left": "issue:13124", + "right": "issue:6482", + "accept": false, + "reason": "Both mention FP16 unscale errors, but the triggering conditions differ and one is specifically tied to validation prompt handling while the other is resume-from-checkpoint." + }, + { + "left": "issue:4241", + "right": "issue:5594", + "accept": false, + "reason": "Both mention LoRA, but one asks about unidiffusers fine-tuning support and the other is about SDXL memory usage; unrelated." + }, + { + "left": "issue:7041", + "right": "issue:9889", + "accept": false, + "reason": "Both are segfaults, but on different inference setups and with no shared code-path evidence." + }, + { + "left": "issue:10860", + "right": "issue:11790", + "accept": false, + "reason": "Both are LoRA weight-loading problems, but one is specific to ComfyUI incompatibility and the other is a generic load failure in a different training script." + }, + { + "left": "issue:2947", + "right": "issue:9534", + "accept": false, + "reason": "Different missing attributes on different model classes; not the same underlying API regression." + }, + { + "left": "issue:1734", + "right": "issue:5197", + "accept": false, + "reason": "Both concern multi-GPU performance, but they describe different training scripts and one is slowdown while the other is OOM; too broad to merge." + }, + { + "left": "issue:1614", + "right": "issue:6446", + "accept": false, + "reason": "Different symptoms in stable diffusion loading/inference; one is blank output under autocast, the other is model loading on Colab." + }, + { + "left": "issue:4615", + "right": "issue:9062", + "accept": false, + "reason": "Both are missing imports from diffusers, but they are for different pipelines/classes and are not the same export issue." + }, + { + "left": "issue:1946", + "right": "issue:3382", + "accept": false, + "reason": "One is an xformers CUDA invalid-argument crash, the other is multi-GPU OOM; different failure modes and fixes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The cluster does look heterogeneous, and the two near-duplicate issue pairs you singled out are well supported by the packet: 1255/1260 and 4446/4911. The remaining soft-edge rejections are conservative and do not overclaim equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 20, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1013", + "issue:10436", + "issue:10752", + "issue:1100", + "issue:11033", + "issue:11853", + "issue:12195", + "issue:1246", + "issue:12529", + "issue:1255", + "issue:1315", + "issue:13258", + "issue:1377", + "issue:1611", + "issue:1925", + "issue:1988", + "issue:2947", + "issue:3094", + "issue:3140", + "issue:3382", + "issue:4186", + "issue:4213", + "issue:4615", + "issue:4724", + "issue:4736", + "issue:4969", + "issue:5246", + "issue:5510", + "issue:5563", + "issue:5873", + "issue:6124", + "issue:6146", + "issue:6298", + "issue:6454", + "issue:6697", + "issue:7114", + "issue:7146", + "issue:7185", + "issue:7210", + "issue:7228", + "issue:7854", + "issue:858", + "issue:9421", + "issue:9497", + "issue:9534", + "issue:9790", + "issue:9841", + "issue:9970" + ], + "soft_pairs": [ + "issue:5563|issue:9841", + "issue:10436|issue:9421", + "issue:1925|issue:4186", + "issue:3382|issue:6146", + "issue:1013|issue:1611", + "issue:9497|issue:9790", + "issue:5563|issue:9970", + "issue:1255|issue:4615", + "issue:1988|issue:7854", + "issue:5873|issue:7185", + "issue:3094|issue:4736", + "issue:11033|issue:4213", + "issue:2947|issue:7228", + "issue:1377|issue:4969", + "issue:6298|issue:7210", + "issue:1100|issue:9534", + "issue:12195|issue:5246", + "issue:12529|issue:13258", + "issue:3094|issue:6697", + "issue:11853|issue:4724", + "issue:1315|issue:3140", + "issue:7210|issue:858", + "issue:1246|issue:6454", + "issue:10752|issue:6124", + "issue:7114|issue:7146", + "issue:1988|issue:5510" + ], + "prepared_review_unit_hash": "15d5746fc52be98ddaaa0894bd21db42991798336a148bf0d50ed56056135fed", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35100, + "estimated_input_tokens": 8775, + "estimated_eval_tokens": 17806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose similarity cluster spanning several unrelated Diffusers issues, with one clear subcluster around the DreamBooth/LoRA FP16 unscale error and a smaller pair around StableDiffusionMegaPipeline / stable-diffusion-inpainting loading.", + "confidence": 0.72, + "canonical_issue_reason": "issue:6454 is the cleanest representative of the recurring FP16-unscale bug family: it has the generic error title, aligns with the accepted DreamBooth/LoRA duplicates, and is less script-specific than the older example reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:6454 is the best cluster representative because it names the core failure directly and captures the broadest version of the shared training bug without tying it to one notebook or example.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5563", + "right": "issue:9841", + "accept": false, + "reason": "Same broad DreamBooth/SDXL LoRA area, but 9841 is a specific use_dora TypeError while 5563 is only a generic umbrella report; not clearly the same bug." + }, + { + "left": "issue:10436", + "right": "issue:9421", + "accept": true, + "reason": "Both report the same model repo, runwayml/stable-diffusion-inpainting, failing to load/access; this looks like the same underlying availability/loading problem." + }, + { + "left": "issue:1925", + "right": "issue:4186", + "accept": false, + "reason": "Both mention inpainting, but one is SD 2 inpainting half-precision and the other is SDXL inpaint with refiner; different model paths and failure modes." + }, + { + "left": "issue:3382", + "right": "issue:6146", + "accept": false, + "reason": "Both involve multi-GPU training, but one is an OOM in train_text_to_image and the other is a general accelerate-based multi-GPU training question; not the same concrete bug." + }, + { + "left": "issue:1013", + "right": "issue:1611", + "accept": true, + "reason": "These are essentially the same StableDiffusionMegaPipeline regression with runwayml/stable-diffusion-v1-5 after v0.6.0; same pipeline and same breakage." + }, + { + "left": "issue:9497", + "right": "issue:9790", + "accept": false, + "reason": "Both are Flux DreamBooth training reports, but the concrete failures differ (mat2 1-D tensor vs general multi-GPU training problem)." + }, + { + "left": "issue:5563", + "right": "issue:9970", + "accept": false, + "reason": "Both are generic SDXL DreamBooth LoRA training failures, but the reports are too broad to show the same underlying code-path bug." + }, + { + "left": "issue:1255", + "right": "issue:4615", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols (DPMSolverMultistepScheduler vs StableDiffusionControlnetPipeline) and are not the same issue." + }, + { + "left": "issue:1988", + "right": "issue:7854", + "accept": false, + "reason": "Same high-level dtype mismatch symptom, but they occur in different contexts/pipelines; not enough evidence of one shared bug." + }, + { + "left": "issue:5873", + "right": "issue:7185", + "accept": false, + "reason": "ONNX export of scaled_dot_product_attention and general PyTorch 2.2 compatibility are different problems." + }, + { + "left": "issue:3094", + "right": "issue:4736", + "accept": false, + "reason": "Both mention memory/instability during training, but they are different scripts and one includes an additional invalid-cast symptom; too broad to merge." + }, + { + "left": "issue:11033", + "right": "issue:4213", + "accept": false, + "reason": "Both are from_single_file loading problems, but one is SD1.5 UNet loading and the other is SDXL without accelerate; different code paths." + }, + { + "left": "issue:2947", + "right": "issue:7228", + "accept": false, + "reason": "Different attribute errors on different objects ('load_attn_procs' vs 'dtype'); not the same underlying bug." + }, + { + "left": "issue:1377", + "right": "issue:4969", + "accept": false, + "reason": "Different missing imports from different packages/classes; only similar by being ImportErrors." + }, + { + "left": "issue:6298", + "right": "issue:7210", + "accept": false, + "reason": "CLIPImageProjection missing in GLIGEN and named_parameters missing with accelerate dispatch are unrelated failures." + }, + { + "left": "issue:1100", + "right": "issue:9534", + "accept": false, + "reason": "A CLIPTextTransformer device attribute issue and a FluxMultiControlNetModel config issue are unrelated." + }, + { + "left": "issue:12195", + "right": "issue:5246", + "accept": false, + "reason": "One is a torch.library.custom_op compatibility failure in AutoencoderKL; the other is a missing CLIPImageProjection attribute. Different bugs." + }, + { + "left": "issue:12529", + "right": "issue:13258", + "accept": false, + "reason": "Same model family, but one is a tiled VAE tensor size mismatch and the other is a missing image-to-video model; not the same change or bug." + }, + { + "left": "issue:3094", + "right": "issue:6697", + "accept": false, + "reason": "Both are OOM reports during training, but on different training scripts and settings; memory pressure alone is too broad." + }, + { + "left": "issue:11853", + "right": "issue:4724", + "accept": false, + "reason": "Different SDXL composition problems: controlnet+IP-Adapter size conflict versus img2img with the base checkpoint." + }, + { + "left": "issue:1315", + "right": "issue:3140", + "accept": false, + "reason": "Different missing imports affecting different symbols and pipelines; not a duplicate pair." + }, + { + "left": "issue:7210", + "right": "issue:858", + "accept": false, + "reason": "AttributeError on named_parameters during accelerate dispatch and named_children on Parameter are unrelated failures." + }, + { + "left": "issue:1246", + "right": "issue:6454", + "accept": true, + "reason": "Both are the same FP16 unscale error in Dreambooth training/example code; this is the same underlying bug resurfacing in a newer report." + }, + { + "left": "issue:10752", + "right": "issue:6124", + "accept": true, + "reason": "Exact same FP16 gradient unscale error in DreamBooth/LoRA training, just reported in different wording and notebook/script contexts." + }, + { + "left": "issue:7114", + "right": "issue:7146", + "accept": false, + "reason": "Both are SDXL training OOM reports, but they are separate scripts and likely separate tuning situations rather than one concrete bug." + }, + { + "left": "issue:1988", + "right": "issue:5510", + "accept": false, + "reason": "Same runtime error string, but the reports are from different pipelines and contexts; not enough to treat as one fixable bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The representative choice and canonicalization are grounded in the packet, and the accepted soft-edge pairs are conservative matches. The only notable cluster is the FP16 unscale DreamBooth/LoRA family, with a couple of separate loading/regression pairs elsewhere; no verdict looks overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 21, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10436", + "issue:10722", + "issue:10969", + "issue:1100", + "issue:11033", + "issue:11104", + "issue:11143", + "issue:12009", + "issue:12195", + "issue:1255", + "issue:12826", + "issue:13087", + "issue:1444", + "issue:3816", + "issue:4052", + "issue:4086", + "issue:4118", + "issue:4448", + "issue:4615", + "issue:4724", + "issue:4736", + "issue:4848", + "issue:5029", + "issue:5565", + "issue:5603", + "issue:5607", + "issue:5960", + "issue:6044", + "issue:6101", + "issue:6131", + "issue:6415", + "issue:6446", + "issue:6570", + "issue:6598", + "issue:6734", + "issue:7432", + "issue:7506", + "issue:7666", + "issue:7681", + "issue:7708", + "issue:8537", + "issue:8826", + "issue:9111", + "issue:9171", + "issue:9841", + "issue:989", + "issue:993", + "issue:9970" + ], + "soft_pairs": [ + "issue:1100|issue:9111", + "issue:11104|issue:11143", + "issue:10722|issue:6570", + "issue:9841|issue:9970", + "issue:1444|issue:4615", + "issue:3816|issue:7681", + "issue:12009|issue:7506", + "issue:6598|issue:7432", + "issue:4052|issue:8537", + "issue:10969|issue:989", + "issue:12195|issue:4118", + "issue:4086|issue:7708", + "issue:5607|issue:8826", + "issue:5565|issue:9970", + "issue:6131|issue:6415", + "issue:11033|issue:9171", + "issue:4448|issue:6101", + "issue:1255|issue:12826", + "issue:13087|issue:5603", + "issue:10436|issue:6446", + "issue:1100|issue:6044", + "issue:4736|issue:5960", + "issue:4848|issue:7666", + "issue:4724|issue:993", + "issue:5029|issue:6734" + ], + "prepared_review_unit_hash": "35e5abdeab95fc3796c97765b0a133ae52f3c35982bcc3f92e856e6a792e06fb", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35003, + "estimated_input_tokens": 8751, + "estimated_eval_tokens": 17758 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated diffusers loading/training/import issues. None of the soft pairs look like true duplicates or the same fixable code-path bug, so I would not merge any of them into a single canonical artifact. There are no PRs in the set.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1100", + "right": "issue:9111", + "accept": false, + "reason": "Both are runtime complaints, but one is a CLIPTextTransformer device attribute error and the other is BitDiffusion missing a scheduler. Different components and failures." + }, + { + "left": "issue:11104", + "right": "issue:11143", + "accept": false, + "reason": "Offload-method breakage and poor generated video quality are different problems; same model family, not the same bug." + }, + { + "left": "issue:10722", + "right": "issue:6570", + "accept": false, + "reason": "Both are tensor-size mismatch errors, but they occur in different pipelines/workflows (DreamBooth prior preservation vs SDXL InstructPix2Pix). Too broad to be the same bug." + }, + { + "left": "issue:9841", + "right": "issue:9970", + "accept": false, + "reason": "Both involve SDXL DreamBooth/LoRA training, but the reported failures differ (use_dora TypeError vs generic script failure). Not enough evidence of one underlying defect." + }, + { + "left": "issue:1444", + "right": "issue:4615", + "accept": false, + "reason": "Both are import errors, but for different symbols and different code paths. Not the same missing-export issue." + }, + { + "left": "issue:3816", + "right": "issue:7681", + "accept": false, + "reason": "CLIPImageProcessor missing from transformers and an OpenSSL/lib import failure are unrelated." + }, + { + "left": "issue:12009", + "right": "issue:7506", + "accept": false, + "reason": "Both mention meta tensors, but they affect different models and loaders (Wan GGUF vs CLIPTextModelWithProjection). Not the same bug." + }, + { + "left": "issue:6598", + "right": "issue:7432", + "accept": false, + "reason": "Both discuss image quality differences versus WebUI, but they are subjective output comparisons rather than one concrete defect." + }, + { + "left": "issue:4052", + "right": "issue:8537", + "accept": false, + "reason": "Missing from_single_file and missing torch.float8_e4m3fn are unrelated compatibility problems." + }, + { + "left": "issue:10969", + "right": "issue:989", + "accept": false, + "reason": "Both say 'weight must be 2-D', but one is FLUX-controlnet zero3 training and the other is a different generic runtime error. Too little evidence they are the same code-path failure." + }, + { + "left": "issue:12195", + "right": "issue:4118", + "accept": false, + "reason": "Torch custom_op missing and AutoencoderKL lacking from_single_file are different API/version issues." + }, + { + "left": "issue:4086", + "right": "issue:7708", + "accept": false, + "reason": "ControlNet training failure and missing tokenizer/config.json for an SDXL checkpoint are different problems." + }, + { + "left": "issue:5607", + "right": "issue:8826", + "accept": false, + "reason": "Tensor-size mismatch and torch.cat on an empty list are different runtime failures." + }, + { + "left": "issue:5565", + "right": "issue:9970", + "accept": false, + "reason": "Both are DreamBooth SDXL LoRA training related, but one is an example script usability issue and the other is a training failure. Not the same bug." + }, + { + "left": "issue:6131", + "right": "issue:6415", + "accept": false, + "reason": "IP-Adapter Plus support issues are related, but one is a general 'not working' report and the other is a FaceID/FaceID Plus support request. Different concrete artifacts." + }, + { + "left": "issue:11033", + "right": "issue:9171", + "accept": false, + "reason": "Both touch from_single_file loading for SD1.5, but 9171 is a specific v_prediction regression while 11033 is a broader UNet loading failure. Not clearly the same fix." + }, + { + "left": "issue:4448", + "right": "issue:6101", + "accept": false, + "reason": "Both compare diffusers output quality to A1111/controlnet, but one is outpainting quality and the other is inpaint pipeline performance. Different issues." + }, + { + "left": "issue:1255", + "right": "issue:12826", + "accept": false, + "reason": "Missing DPMSolverMultistepScheduler and missing export_to_video are unrelated import/export problems." + }, + { + "left": "issue:13087", + "right": "issue:5603", + "accept": false, + "reason": "Missing Flux2KleinPipeline and missing is_safetensors_available are unrelated API surface issues." + }, + { + "left": "issue:10436", + "right": "issue:6446", + "accept": false, + "reason": "Both are model loading failures, but for different checkpoints and symptoms. Not the same underlying load bug." + }, + { + "left": "issue:1100", + "right": "issue:6044", + "accept": false, + "reason": "A device attribute error on CLIPTextTransformer is unrelated to StableDiffusionImg2ImgPipeline missing do_classifier_free_guidance." + }, + { + "left": "issue:4736", + "right": "issue:5960", + "accept": false, + "reason": "Both mention invalid casts during training, but one also includes OOM and the other is specifically ControlNet SDXL image casting. Not the same concrete defect." + }, + { + "left": "issue:4848", + "right": "issue:7666", + "accept": false, + "reason": "A custom pipeline not working and that same pipeline not working with from_single_file are related, but the reports are too broad to confirm one identical bug." + }, + { + "left": "issue:4724", + "right": "issue:993", + "accept": false, + "reason": "SDXL img2img behavior and fp16 dtype mismatch are different issues." + }, + { + "left": "issue:5029", + "right": "issue:6734", + "accept": false, + "reason": "AutoencoderTinyOutput missing latent_dist and a NoneType tokenize error are unrelated failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 22, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10472", + "issue:10839", + "issue:1260", + "issue:13087", + "issue:1315", + "issue:1444", + "issue:1500", + "issue:1604", + "issue:1709", + "issue:2044", + "issue:2294", + "issue:2548", + "issue:2780", + "issue:3140", + "issue:3325", + "issue:3565", + "issue:3639", + "issue:3728", + "issue:3787", + "issue:3788", + "issue:3973", + "issue:4186", + "issue:4206", + "issue:4529", + "issue:4615", + "issue:5374", + "issue:5563", + "issue:5661", + "issue:5894", + "issue:5897", + "issue:5972", + "issue:6044", + "issue:6230", + "issue:6277", + "issue:6967", + "issue:7002", + "issue:7146", + "issue:7483", + "issue:7708", + "issue:861", + "issue:9062", + "issue:9111", + "issue:9237", + "issue:945", + "issue:9962", + "issue:9970", + "issue:9973" + ], + "soft_pairs": [ + "issue:5563|issue:9973", + "issue:1709|issue:6044", + "issue:3325|issue:7146", + "issue:2294|issue:9062", + "issue:3639|issue:3728", + "issue:1260|issue:3787", + "issue:5894|issue:7002", + "issue:6967|issue:9970", + "issue:1315|issue:1444", + "issue:1500|issue:1604", + "issue:10472|issue:2548", + "issue:2780|issue:6277", + "issue:4529|issue:9962", + "issue:13087|issue:4615", + "issue:2044|issue:9111", + "issue:861|issue:945", + "issue:5661|issue:7483", + "issue:3973|issue:5374", + "issue:4206|issue:5972", + "issue:3639|issue:3788", + "issue:3325|issue:5897", + "issue:10839|issue:9237", + "issue:4186|issue:7708", + "issue:3565|issue:6230", + "issue:3140|issue:3787" + ], + "prepared_review_unit_hash": "a989c457dab79a77c996acfa09dff927fb61d3be5cb97ab082c4df17536be373", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34078, + "estimated_input_tokens": 8520, + "estimated_eval_tokens": 17296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: import errors, OOMs, pipeline requests, and several unrelated training bugs. Only one soft pair looks like a strong duplicate candidate (the LoRA gradient issue around train_text_to_image_lora.py).", + "confidence": 0.91, + "canonical_issue_reason": "If a canonical issue must be chosen, issue 2780 is the most concrete and actionable bug report: it names the exact script and exact failure (`Attempting to unscale FP16 gradients`), and it has the clearest duplicate-looking counterpart (6277).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 2780 is the best representative because it is specific, reproducible, and tightly scoped to a single code path; most other issues here are either generic, version-specific import errors, or separate feature requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5563", + "right": "issue:9973", + "accept": false, + "reason": "Both are SDXL/DreamBooth/LoRA training reports, but they describe different failures: generic training errors vs an FP16 unscale error at the last step." + }, + { + "left": "issue:1709", + "right": "issue:6044", + "accept": false, + "reason": "Different pipelines and different exceptions (`astype` on Tensor vs missing `do_classifier_free_guidance`)." + }, + { + "left": "issue:3325", + "right": "issue:7146", + "accept": false, + "reason": "Same broad training area, but one is CUDA invalid-argument in DreamBooth and the other is a clear OOM in SDXL text-to-image." + }, + { + "left": "issue:2294", + "right": "issue:9062", + "accept": false, + "reason": "Both are missing-import issues, but they are for different symbols and different pipelines (`StableDiffusionVideoInpaintPipeline` vs `StableAudioPipeline`)." + }, + { + "left": "issue:3639", + "right": "issue:3728", + "accept": false, + "reason": "Different new pipelines/model proposals; no shared bug or code path." + }, + { + "left": "issue:1260", + "right": "issue:3787", + "accept": false, + "reason": "Both are import failures, but one is a missing top-level symbol and the other is a partially initialized-module import cycle." + }, + { + "left": "issue:5894", + "right": "issue:7002", + "accept": false, + "reason": "Similar error wording, but 7002 is specifically an img2img pipeline buffer-size failure while 5894 is a generic invalid-buffer-size report without enough evidence of the same root cause." + }, + { + "left": "issue:6967", + "right": "issue:9970", + "accept": false, + "reason": "Both concern SDXL DreamBooth LoRA training, but one is a prior-preservation shape mismatch and the other is a vague training failure; not enough to treat as the same bug." + }, + { + "left": "issue:1315", + "right": "issue:1444", + "accept": false, + "reason": "Different missing imports (`PIL_INTERPOLATION` vs `StableDiffusionSafetyChecker`)." + }, + { + "left": "issue:1500", + "right": "issue:1604", + "accept": false, + "reason": "Same file, but the reports are tied to different Diffusers versions and do not clearly describe the same concrete regression." + }, + { + "left": "issue:10472", + "right": "issue:2548", + "accept": false, + "reason": "Both are LoRA-related, but one is an inference-time unexpected kwarg (`lora_bias`) and the other is a saving-time finetuning error." + }, + { + "left": "issue:2780", + "right": "issue:6277", + "accept": true, + "reason": "Same example script and same gradient-related failure domain; the titles strongly indicate the same underlying LoRA training bug." + }, + { + "left": "issue:4529", + "right": "issue:9962", + "accept": false, + "reason": "Different unexpected keyword arguments in different code paths (`network_alpha` vs `use_cuda_graph`)." + }, + { + "left": "issue:13087", + "right": "issue:4615", + "accept": false, + "reason": "Different missing imports for different pipeline classes." + }, + { + "left": "issue:2044", + "right": "issue:9111", + "accept": false, + "reason": "Unrelated failures: DDP has no `dtype` vs BitDiffusion missing `scheduler`." + }, + { + "left": "issue:861", + "right": "issue:945", + "accept": false, + "reason": "Both are model-conversion related, but one is ckpt-to-diffusers and the other is ckpt-to-ONNX; different tools and failure modes." + }, + { + "left": "issue:5661", + "right": "issue:7483", + "accept": false, + "reason": "Different problems: a missing tokenizer type in 0.22.1 vs SDXL LoRA-to-Diffusers conversion failure." + }, + { + "left": "issue:3973", + "right": "issue:5374", + "accept": false, + "reason": "Both are unexpected-kwarg errors in conversion utilities, but they involve different functions and different parameters." + }, + { + "left": "issue:4206", + "right": "issue:5972", + "accept": false, + "reason": "One is a broken SDXL controlnet training path; the other is documentation for Min-SNR weighting." + }, + { + "left": "issue:3639", + "right": "issue:3788", + "accept": false, + "reason": "Both are new pipeline proposals, but they are for different models and not the same change." + }, + { + "left": "issue:3325", + "right": "issue:5897", + "accept": false, + "reason": "Different training failures: CUDA invalid argument vs device mismatch between CPU and CUDA." + }, + { + "left": "issue:10839", + "right": "issue:9237", + "accept": false, + "reason": "Both mention Flux DreamBooth LoRA training, but the reports are too generic to confirm the same concrete bug." + }, + { + "left": "issue:4186", + "right": "issue:7708", + "accept": false, + "reason": "Completely different issues: SDXL inpaint/refiner behavior vs missing tokenizer config for a base model." + }, + { + "left": "issue:3565", + "right": "issue:6230", + "accept": false, + "reason": "Both are OOM reports, but they concern different training scripts/models and do not look like one mergeable bug." + }, + { + "left": "issue:3140", + "right": "issue:3787", + "accept": false, + "reason": "Different import failures with different root causes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge pairs. The one accepted pair (issue:2780 / issue:6277) is well supported by the shared example script and gradient-failure wording, and the rejected pairs are generally justified by clear differences in symbols, pipelines, error types, or issue scope. No obvious overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 23, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10436", + "issue:10453", + "issue:10612", + "issue:10752", + "issue:10928", + "issue:10963", + "issue:11214", + "issue:12195", + "issue:1246", + "issue:1249", + "issue:12778", + "issue:13073", + "issue:1315", + "issue:1444", + "issue:1544", + "issue:1946", + "issue:1976", + "issue:246", + "issue:255", + "issue:3140", + "issue:4224", + "issue:4356", + "issue:4409", + "issue:4488", + "issue:4566", + "issue:4840", + "issue:5374", + "issue:539", + "issue:5595", + "issue:5840", + "issue:6126", + "issue:6363", + "issue:6741", + "issue:7146", + "issue:7210", + "issue:7228", + "issue:7644", + "issue:7716", + "issue:7784", + "issue:8307", + "issue:8534", + "issue:8788", + "issue:8887", + "issue:9067", + "issue:9450", + "issue:9895", + "issue:9914", + "issue:9962" + ], + "soft_pairs": [ + "issue:8534|issue:8887", + "issue:10612|issue:9914", + "issue:12195|issue:8307", + "issue:4356|issue:9067", + "issue:4488|issue:4840", + "issue:1946|issue:7146", + "issue:255|issue:5595", + "issue:1249|issue:246", + "issue:10928|issue:7716", + "issue:10453|issue:13073", + "issue:1544|issue:7210", + "issue:10436|issue:1976", + "issue:7228|issue:7784", + "issue:7644|issue:8788", + "issue:4566|issue:5840", + "issue:10963|issue:1315", + "issue:12778|issue:6741", + "issue:1249|issue:7210", + "issue:1444|issue:3140", + "issue:4409|issue:6126", + "issue:539|issue:9962", + "issue:4224|issue:6126", + "issue:1246|issue:6363", + "issue:10752|issue:1246", + "issue:11214|issue:5374", + "issue:9450|issue:9895" + ], + "prepared_review_unit_hash": "1e8114d3be6be3050f2e26cea6d9b8ca93875b84ce65341a25b6a5a1ab0ed90d", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35105, + "estimated_input_tokens": 8777, + "estimated_eval_tokens": 17810 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only loosely related and should stay separate. I accepted only clear same-bug duplicates around FP16 unscale failures, SDXL checkpoint-resume, and Flux device-placement regression.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 6363 is the strongest duplicate anchor: it has the exact FP16 unscale error and specific training-script context, making it the most representative of the accepted duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Best overall issue because it is precise, reproducible, and clearly shared by multiple near-duplicate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:8534", + "right": "issue:8887", + "accept": false, + "reason": "Both are SD3 training-script problems, but they describe different bugs: logit-normal weighting vs. VAE encode." + }, + { + "left": "issue:10612", + "right": "issue:9914", + "accept": false, + "reason": "Both involve Flux LoRA loading, but one is NF4 fill-pipeline loading and the other is Xlabs-trained LoRA loading; not the same code path." + }, + { + "left": "issue:12195", + "right": "issue:8307", + "accept": false, + "reason": "Unrelated failures: a PyTorch custom_op compatibility error vs. a missing StableCascadeUNet export." + }, + { + "left": "issue:4356", + "right": "issue:9067", + "accept": false, + "reason": "Both are import/module errors, but they refer to different missing modules and likely different breakages." + }, + { + "left": "issue:4488", + "right": "issue:4840", + "accept": false, + "reason": "Different loading bugs in different pipelines/models; not a single concrete duplicate." + }, + { + "left": "issue:1946", + "right": "issue:7146", + "accept": false, + "reason": "xformers CUDA invalid-argument and SDXL fine-tuning OOM are different failure modes." + }, + { + "left": "issue:255", + "right": "issue:5595", + "accept": false, + "reason": "These are about image size validation, but one reports an error on valid divisible-by-8 sizes while the other reports an expected error for non-divisible dimensions." + }, + { + "left": "issue:1249", + "right": "issue:246", + "accept": false, + "reason": "Completely different problems: an ONNX pipeline ndarray/device issue vs. a missing transformers mixin import." + }, + { + "left": "issue:10928", + "right": "issue:7716", + "accept": false, + "reason": "Both are missing-file OSErrors, but the missing files and model directories are different." + }, + { + "left": "issue:10453", + "right": "issue:13073", + "accept": false, + "reason": "Both are unsupported-parameter complaints, but one is batch size and the other is guidance_scale; unrelated bugs." + }, + { + "left": "issue:1544", + "right": "issue:7210", + "accept": false, + "reason": "Different components and different missing attributes: scheduler get_velocity vs. pipeline named_parameters." + }, + { + "left": "issue:10436", + "right": "issue:1976", + "accept": false, + "reason": "Both involve loading models from Hugging Face, but the failing models and incorrect paths/files are different." + }, + { + "left": "issue:7228", + "right": "issue:7784", + "accept": false, + "reason": "Different missing attributes on different pipeline classes; not the same underlying bug." + }, + { + "left": "issue:7644", + "right": "issue:8788", + "accept": false, + "reason": "Both mention non-power-of-2 images, but they affect different pipelines and appear to be different limitations." + }, + { + "left": "issue:4566", + "right": "issue:5840", + "accept": true, + "reason": "Same underlying SDXL LoRA checkpoint-resume bug, both centered on training resuming from checkpoint." + }, + { + "left": "issue:10963", + "right": "issue:1315", + "accept": false, + "reason": "Both are import errors, but they are for unrelated symbols and modules." + }, + { + "left": "issue:12778", + "right": "issue:6741", + "accept": false, + "reason": "FluxImageProcessor attribute error and Diffusion DPO argparse failure are unrelated." + }, + { + "left": "issue:1249", + "right": "issue:7210", + "accept": false, + "reason": "Unrelated errors in different areas: ONNX pipeline ndarray handling vs. pipeline checkpoint dispatch." + }, + { + "left": "issue:1444", + "right": "issue:3140", + "accept": false, + "reason": "Both are missing imports, but they are different pipeline classes with no clear shared bug." + }, + { + "left": "issue:4409", + "right": "issue:6126", + "accept": false, + "reason": "Different model classes and different missing attributes; not a single duplicate." + }, + { + "left": "issue:539", + "right": "issue:9962", + "accept": false, + "reason": "Both are unexpected keyword-argument errors, but the APIs and arguments are unrelated." + }, + { + "left": "issue:4224", + "right": "issue:6126", + "accept": false, + "reason": "Different attribute errors on different model types; no shared concrete failure." + }, + { + "left": "issue:1246", + "right": "issue:6363", + "accept": true, + "reason": "Same FP16 unscale gradient error, with the same underlying training bug." + }, + { + "left": "issue:10752", + "right": "issue:1246", + "accept": true, + "reason": "Same exact FP16 gradient unscale failure, just described at different levels of specificity." + }, + { + "left": "issue:11214", + "right": "issue:5374", + "accept": false, + "reason": "Different signatures and different errors: attention forward kwarg handling vs. checkpoint_path argument parsing." + }, + { + "left": "issue:9450", + "right": "issue:9895", + "accept": true, + "reason": "Both describe the same FluxPipeline device-placement regression leading to tensors on CPU and CUDA at the same time." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst output is conservative and grounded in the packet. The accepted pairs are plausible same-bug duplicates (FP16 unscale, SDXL checkpoint-resume, Flux device mismatch), and the rejected soft-edge pairs are generally separated by different error modes or different code paths. I don\u2019t see an overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 24, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10928", + "issue:11014", + "issue:11362", + "issue:12157", + "issue:12174", + "issue:1246", + "issue:12492", + "issue:12529", + "issue:1263", + "issue:12826", + "issue:13087", + "issue:13124", + "issue:1552", + "issue:1709", + "issue:1925", + "issue:2089", + "issue:2132", + "issue:2947", + "issue:3040", + "issue:3279", + "issue:3420", + "issue:3794", + "issue:4073", + "issue:4086", + "issue:4186", + "issue:4304", + "issue:4409", + "issue:4483", + "issue:4733", + "issue:5054", + "issue:5374", + "issue:5518", + "issue:5857", + "issue:6028", + "issue:6353", + "issue:6382", + "issue:6427", + "issue:6482", + "issue:6636", + "issue:6697", + "issue:6955", + "issue:7178", + "issue:7330", + "issue:7784", + "issue:8182", + "issue:8667", + "issue:9044", + "issue:9901" + ], + "soft_pairs": [ + "issue:4409|issue:5518", + "issue:11014|issue:6028", + "issue:13124|issue:7330", + "issue:5857|issue:6382", + "issue:12157|issue:6353", + "issue:3040|issue:9901", + "issue:3794|issue:4304", + "issue:12529|issue:8667", + "issue:6427|issue:7178", + "issue:10928|issue:9044", + "issue:11362|issue:5374", + "issue:1709|issue:4073", + "issue:2089|issue:6697", + "issue:1246|issue:6482", + "issue:1925|issue:4086", + "issue:12174|issue:8182", + "issue:12492|issue:6955", + "issue:3279|issue:4733", + "issue:12826|issue:6636", + "issue:1552|issue:3420", + "issue:4186|issue:4483", + "issue:5054|issue:7784", + "issue:2132|issue:2947", + "issue:1263|issue:13087" + ], + "prepared_review_unit_hash": "5f5a308e8a393ad072ba352ce20eca79efc5a411d02f796f68a4c07d5e1c157f", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34684, + "estimated_input_tokens": 8671, + "estimated_eval_tokens": 17598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy and unrelated. The only strong duplicate subgroup is the recurring \"Attempting to unscale FP16 gradients\" training-script failures; the rest of the soft pairs are not the same underlying bug/change.", + "confidence": 0.64, + "canonical_issue_reason": "issue:7330 is the clearest representative of the recurring FP16 unscale-gradient bug: the title states the exact error and it matches multiple near-duplicate training reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:7330 is the best issue to keep as the representative report for the FP16 gradient-unscale problem because it is specific, explicit, and directly matches the repeated failure signature across scripts.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4409", + "right": "issue:5518", + "accept": false, + "reason": "Both are AttributeErrors, but they involve different missing attributes in different code paths ('alphas_cumprod' vs 'time')." + }, + { + "left": "issue:11014", + "right": "issue:6028", + "accept": false, + "reason": "Both mention CUDA OOM, but they are different models/workflows and do not indicate the same bug." + }, + { + "left": "issue:13124", + "right": "issue:7330", + "accept": true, + "reason": "Same concrete failure signature: \"Attempting to unscale FP16 gradients\" in DreamBooth/text-to-image training scripts; the validation_prompt mention looks like a trigger of the same bug." + }, + { + "left": "issue:5857", + "right": "issue:6382", + "accept": false, + "reason": "Different problems: LCM LoRA/AnimateDiff behavior versus an IP-adapter key error." + }, + { + "left": "issue:12157", + "right": "issue:6353", + "accept": false, + "reason": "Different failures in different training setups: bnb quantization config iteration error vs SDXL controlnet example failure." + }, + { + "left": "issue:3040", + "right": "issue:9901", + "accept": false, + "reason": "Unrelated AttributeErrors with different objects and code paths." + }, + { + "left": "issue:3794", + "right": "issue:4304", + "accept": false, + "reason": "These are feature requests about LoRA/SDXL support, not the same bug." + }, + { + "left": "issue:12529", + "right": "issue:8667", + "accept": false, + "reason": "Both are tensor-shape mismatch reports, but they affect different models/pipelines and likely different shape-handling code." + }, + { + "left": "issue:6427", + "right": "issue:7178", + "accept": false, + "reason": "Different functionality entirely: model conversion to .ckpt versus export_to_video." + }, + { + "left": "issue:10928", + "right": "issue:9044", + "accept": false, + "reason": "Both are missing-file OSErrors, but they refer to different filenames and model directories, so they are not clearly the same bug." + }, + { + "left": "issue:11362", + "right": "issue:5374", + "accept": false, + "reason": "Different unexpected-keyword-argument errors in different classes; no shared concrete code path is evident." + }, + { + "left": "issue:1709", + "right": "issue:4073", + "accept": false, + "reason": "Same symptom class ('astype' on Tensor) but in different pipelines/code paths; not enough to treat as the same bug." + }, + { + "left": "issue:2089", + "right": "issue:6697", + "accept": false, + "reason": "Both are CUDA OOM reports, but they concern different training setups and models." + }, + { + "left": "issue:1246", + "right": "issue:6482", + "accept": true, + "reason": "Same exact FP16 unscale-gradient error, with the SDXL advanced report describing the same training-time failure under resume_from_checkpoint." + }, + { + "left": "issue:1925", + "right": "issue:4086", + "accept": false, + "reason": "Different model/pipeline failures: half-precision in SD2 inpainting versus SDXL ControlNet training behavior." + }, + { + "left": "issue:12174", + "right": "issue:8182", + "accept": false, + "reason": "Unrelated AttributeErrors on different classes ('super' __getattr__ vs Logger.warninging)." + }, + { + "left": "issue:12492", + "right": "issue:6955", + "accept": false, + "reason": "Different import/version compatibility issues involving different symbols and modules." + }, + { + "left": "issue:3279", + "right": "issue:4733", + "accept": false, + "reason": "Both mention checkpoint resume problems, but the reported failures are not the same concrete bug or error signature." + }, + { + "left": "issue:12826", + "right": "issue:6636", + "accept": false, + "reason": "Different import errors for different symbols; not the same issue." + }, + { + "left": "issue:1552", + "right": "issue:3420", + "accept": false, + "reason": "Different pipeline/model behavior complaints; no shared bug." + }, + { + "left": "issue:4186", + "right": "issue:4483", + "accept": false, + "reason": "Different topics entirely: SDXL inpaint/refiner behavior versus generator determinism." + }, + { + "left": "issue:5054", + "right": "issue:7784", + "accept": false, + "reason": "Both are missing-attribute pipeline errors, but they affect different pipeline classes and methods." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs are well-supported by the shared exact FP16 unscale-gradient error signature, while the rejections generally avoid over-calling similarity on only generic symptom overlap. No PR-pair issue is present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 25, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10226", + "issue:10839", + "issue:11005", + "issue:11045", + "issue:11581", + "issue:12436", + "issue:1246", + "issue:12492", + "issue:1709", + "issue:1976", + "issue:1988", + "issue:2044", + "issue:246", + "issue:2571", + "issue:2616", + "issue:3382", + "issue:3565", + "issue:4137", + "issue:4308", + "issue:4324", + "issue:4492", + "issue:4649", + "issue:4736", + "issue:4868", + "issue:4925", + "issue:5016", + "issue:5259", + "issue:5805", + "issue:6044", + "issue:6098", + "issue:6142", + "issue:6281", + "issue:646", + "issue:6697", + "issue:7114", + "issue:7133", + "issue:7146", + "issue:7228", + "issue:7432", + "issue:7516", + "issue:7681", + "issue:8307", + "issue:858", + "issue:8613", + "issue:9227", + "issue:9393", + "issue:9548", + "issue:9901" + ], + "soft_pairs": [ + "issue:7228|issue:9901", + "issue:10226|issue:7133", + "issue:2616|issue:646", + "issue:4925|issue:6697", + "issue:11005|issue:4308", + "issue:246|issue:858", + "issue:2571|issue:6281", + "issue:1246|issue:6098", + "issue:4324|issue:4649", + "issue:7146|issue:8613", + "issue:1709|issue:8307", + "issue:3382|issue:3565", + "issue:4736|issue:7114", + "issue:10839|issue:9548", + "issue:11045|issue:9227", + "issue:4868|issue:9901", + "issue:5016|issue:9393", + "issue:4137|issue:7432", + "issue:7516|issue:858", + "issue:1976|issue:5259", + "issue:4492|issue:6142", + "issue:12492|issue:7681", + "issue:11581|issue:12436", + "issue:1988|issue:5805", + "issue:2044|issue:6044" + ], + "prepared_review_unit_hash": "8cd08451bcbb6ff7c9c0318d6ffcf2e4b5906fc1f322346ebac87f23e6ffd576", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35073, + "estimated_input_tokens": 8769, + "estimated_eval_tokens": 17794 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a mix of unrelated issues. Two soft-edge pairs look like true duplicates: the FP16 unscale-gradients reports, and the NoneType/added_cond_kwargs error in UNet forward. The Flux/Dreambooth items are related in topic but not clearly the same underlying bug.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #1246 is the strongest canonical representative: it is older, has much more discussion/inbound references, and matches #6098\u2019s exact FP16 unscale-gradients error.", + "canonical_pr_reason": null, + "best_issue_reason": "#1246 is the best overall issue candidate because it is the clearest established duplicate target among the provided items and has the most evidence/history.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:7228", + "right": "issue:9901", + "accept": false, + "reason": "Different failure modes: traced-model dtype access vs AttnProcessor returning a tuple/shape error." + }, + { + "left": "issue:10226", + "right": "issue:7133", + "accept": false, + "reason": "Both mention size mismatch, but one is Flux Dreambooth LoRA and the other is SDXL resuming from checkpoint; not the same bug." + }, + { + "left": "issue:2616", + "right": "issue:646", + "accept": false, + "reason": "Unrelated errors: save_attn_procs NoneType.replace vs PNDMScheduler set_format missing." + }, + { + "left": "issue:4925", + "right": "issue:6697", + "accept": false, + "reason": "Both are OOM reports, but the training setups and symptoms are not the same concrete bug." + }, + { + "left": "issue:11005", + "right": "issue:4308", + "accept": false, + "reason": "Docstring/default mismatch in different pipeline code; not a duplicate bug report." + }, + { + "left": "issue:246", + "right": "issue:858", + "accept": false, + "reason": "Different missing-attribute problems in transformers vs a Parameter.named_children error." + }, + { + "left": "issue:2571", + "right": "issue:6281", + "accept": false, + "reason": "Different import errors for different classes; no shared underlying issue." + }, + { + "left": "issue:1246", + "right": "issue:6098", + "accept": true, + "reason": "Same FP16 gradient unscale error; #6098 is essentially the same bug wording as the older Dreambooth report." + }, + { + "left": "issue:4324", + "right": "issue:4649", + "accept": true, + "reason": "Same underlying NoneType/added_cond_kwargs problem in UNet forward; the error wording and code path align closely." + }, + { + "left": "issue:7146", + "right": "issue:8613", + "accept": false, + "reason": "Both are memory-related, but one is SDXL fine-tuning OOM and the other is caption_column-triggered OOM." + }, + { + "left": "issue:1709", + "right": "issue:8307", + "accept": false, + "reason": "Completely different errors: ONNX Tensor.astype vs missing StableCascadeUNet attribute." + }, + { + "left": "issue:3382", + "right": "issue:3565", + "accept": false, + "reason": "Both mention CUDA OOM in text-to-image training, but they are not the same concrete failure path." + }, + { + "left": "issue:4736", + "right": "issue:7114", + "accept": false, + "reason": "Related SDXL OOM theme, but one also has invalid cast issues and they are separate reports." + }, + { + "left": "issue:10839", + "right": "issue:9548", + "accept": false, + "reason": "Both are Flux Dreambooth LoRA complaints, but the titles indicate different symptoms and no clear identical bug." + }, + { + "left": "issue:11045", + "right": "issue:9227", + "accept": false, + "reason": "Different Flux Dreambooth LoRA reports with different models/symptoms; not enough to treat as the same bug." + }, + { + "left": "issue:4868", + "right": "issue:9901", + "accept": false, + "reason": "Different attribute/type errors with no shared code-path evidence." + }, + { + "left": "issue:5016", + "right": "issue:9393", + "accept": false, + "reason": "Different training problems: text_encoder training failure vs model save failure in deepspeed Flux training." + }, + { + "left": "issue:4137", + "right": "issue:7432", + "accept": false, + "reason": "Both compare diffusers to WebUI, but they are broad result-difference complaints, not the same bug." + }, + { + "left": "issue:7516", + "right": "issue:858", + "accept": false, + "reason": "Different missing attribute errors in different subsystems." + }, + { + "left": "issue:1976", + "right": "issue:5259", + "accept": false, + "reason": "Different file/path resolution problems: tokenizer/config.json vs model_index.json." + }, + { + "left": "issue:4492", + "right": "issue:6142", + "accept": false, + "reason": "Different NameError causes; one is lowercase false, the other is undefined start_training." + }, + { + "left": "issue:12492", + "right": "issue:7681", + "accept": false, + "reason": "Different failures: missing CLIPFeatureExtractor vs import failure due to an OpenSSL/lib issue." + }, + { + "left": "issue:11581", + "right": "issue:12436", + "accept": false, + "reason": "Both are constructor-argument incompatibilities, but for different classes and different kwargs." + }, + { + "left": "issue:1988", + "right": "issue:5805", + "accept": false, + "reason": "Same broad dtype mismatch theme, but not the same model/training path or concrete bug." + }, + { + "left": "issue:2044", + "right": "issue:6044", + "accept": false, + "reason": "Different attribute errors in different parts of the pipeline/runtime." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge judgments are conservative. The two accepted pairs are plausible duplicates from the titles, while the rejected pairs are appropriately cautious rather than overstated. Canonical choice #1246 is also well supported by age/activity and the exact FP16 wording match with #6098." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 26, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10062", + "issue:10154", + "issue:10500", + "issue:10591", + "issue:1249", + "issue:1255", + "issue:1260", + "issue:13087", + "issue:1377", + "issue:1544", + "issue:1709", + "issue:1925", + "issue:234", + "issue:2556", + "issue:2947", + "issue:3026", + "issue:3140", + "issue:3202", + "issue:3489", + "issue:4086", + "issue:4104", + "issue:4224", + "issue:4265", + "issue:4282", + "issue:4724", + "issue:5518", + "issue:6028", + "issue:6324", + "issue:6371", + "issue:646", + "issue:7114", + "issue:7276", + "issue:7483", + "issue:7516", + "issue:7574", + "issue:7681", + "issue:7728", + "issue:8320", + "issue:8537", + "issue:8759", + "issue:8887", + "issue:8975", + "issue:9111", + "issue:9450", + "issue:9505", + "issue:9527", + "issue:9630" + ], + "soft_pairs": [ + "issue:3026|issue:7728", + "issue:4104|issue:8759", + "issue:10062|issue:1544", + "issue:646|issue:8320", + "issue:4086|issue:4724", + "issue:3489|issue:6324", + "issue:1925|issue:234", + "issue:1260|issue:8975", + "issue:10500|issue:9450", + "issue:2556|issue:4282", + "issue:4224|issue:5518", + "issue:9527|issue:9630", + "issue:1255|issue:4265", + "issue:1377|issue:3140", + "issue:3202|issue:7516", + "issue:10591|issue:8887", + "issue:13087|issue:4265", + "issue:2947|issue:3489", + "issue:10154|issue:1709", + "issue:6371|issue:7276", + "issue:7681|issue:8537", + "issue:7574|issue:9505", + "issue:1249|issue:9111", + "issue:4724|issue:7483", + "issue:6028|issue:7114" + ], + "prepared_review_unit_hash": "b36d41ed75d9e31e7385b0c50d20c313cf8f5c1b4395c34826aff3f12a5e64e1", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34464, + "estimated_input_tokens": 8616, + "estimated_eval_tokens": 17488 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of diffusers bug reports: many missing-attribute/import failures, plus a few training/runtime regression reports. Only a few pairs are true duplicates; most are merely similar symptoms in different code paths.", + "confidence": 0.78, + "canonical_issue_reason": "issue:10062 is the most representative open bug: a concrete core-model attribute error tied to LoRA/PEFT, which matches the cluster\u2019s recurring missing-attribute theme better than the more niche or version-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10062 is the best single issue to keep as the cluster representative because it is specific enough to be actionable yet broad enough to stand in for the repeated attribute-missing failures in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3026", + "right": "issue:7728", + "accept": false, + "reason": "Both are training-related errors, but they affect different examples and failure modes; not the same underlying bug." + }, + { + "left": "issue:4104", + "right": "issue:8759", + "accept": true, + "reason": "Same SD3 image-postprocessing symptom: black/invalid cast output and the same runtime warning in the image processor code path." + }, + { + "left": "issue:10062", + "right": "issue:1544", + "accept": false, + "reason": "Both are AttributeErrors, but on different objects and methods; no clear shared code-path bug." + }, + { + "left": "issue:646", + "right": "issue:8320", + "accept": false, + "reason": "These are unrelated attribute errors on different components; same broad pattern only." + }, + { + "left": "issue:4086", + "right": "issue:4724", + "accept": false, + "reason": "Both mention SDXL/control-related problems, but they are different pipelines and different failure descriptions." + }, + { + "left": "issue:3489", + "right": "issue:6324", + "accept": false, + "reason": "Different errors in different components; only generic runtime failure similarity." + }, + { + "left": "issue:1925", + "right": "issue:234", + "accept": false, + "reason": "Both mention half precision, but they are different reports and not clearly the same concrete bug." + }, + { + "left": "issue:1260", + "right": "issue:8975", + "accept": false, + "reason": "Different import failures for different symbols; same general import-error class only." + }, + { + "left": "issue:10500", + "right": "issue:9450", + "accept": false, + "reason": "Both are device-mismatch errors, but they occur in different pipelines and setups." + }, + { + "left": "issue:2556", + "right": "issue:4282", + "accept": true, + "reason": "Identical feature request title and same underlying change request: adding Multi-ControlNet support." + }, + { + "left": "issue:4224", + "right": "issue:5518", + "accept": false, + "reason": "Both are attribute errors involving models, but they concern different subsystems and different missing members." + }, + { + "left": "issue:9527", + "right": "issue:9630", + "accept": false, + "reason": "Both are Flux/controlnet training issues, but one is a dtype mismatch and the other is a single-layer/GPU configuration problem." + }, + { + "left": "issue:1255", + "right": "issue:4265", + "accept": false, + "reason": "Both are import errors, but for different pipeline classes and different missing names." + }, + { + "left": "issue:1377", + "right": "issue:3140", + "accept": false, + "reason": "Both are ImportErrors, but one is from transformers and the other is from diffusers; different missing symbols." + }, + { + "left": "issue:3202", + "right": "issue:7516", + "accept": false, + "reason": "Different attribute/module errors in different code paths; not the same bug." + }, + { + "left": "issue:10591", + "right": "issue:8887", + "accept": false, + "reason": "Both concern SD3 training scripts, but the titles point to different concrete problems; too little evidence they are the same bug." + }, + { + "left": "issue:13087", + "right": "issue:4265", + "accept": false, + "reason": "Different missing pipeline names and different models; same import-error theme only." + }, + { + "left": "issue:2947", + "right": "issue:3489", + "accept": false, + "reason": "Different missing-attribute failures in different components (UNet vs ONNX runtime model)." + }, + { + "left": "issue:10154", + "right": "issue:1709", + "accept": false, + "reason": "Both mention attribute-style errors during loading/conversion, but the objects and failing methods differ." + }, + { + "left": "issue:6371", + "right": "issue:7276", + "accept": false, + "reason": "An assertion failure in a ControlNet-XS example is not the same as a DreamBooth network-fetch issue." + }, + { + "left": "issue:7681", + "right": "issue:8537", + "accept": false, + "reason": "These are environment/import failures with different root causes and different missing capabilities." + }, + { + "left": "issue:7574", + "right": "issue:9505", + "accept": true, + "reason": "Same KeyError on 'middle_block_out.0.weight' with the same upscaling-related failure mode." + }, + { + "left": "issue:1249", + "right": "issue:9111", + "accept": false, + "reason": "Different failures on different objects; one is a NumPy device attribute error, the other a missing scheduler attribute." + }, + { + "left": "issue:4724", + "right": "issue:7483", + "accept": false, + "reason": "Both relate to SDXL, but one is an img2img pipeline behavior issue and the other is a LoRA conversion script problem." + }, + { + "left": "issue:6028", + "right": "issue:7114", + "accept": false, + "reason": "Both are OOM reports, but on different models/scripts and not the same concrete issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The representative issue choice is defensible given the cluster\u2019s broad mix of missing-attribute/import/runtime reports, and the accepted soft edges are well supported by the titles (notably the duplicate Multi-ControlNet requests, the shared SD3 image_processor warning/black-output pair, and the identical middle_block_out.0.weight KeyError pair). The rejected pairs are also phrased cautiously without overstating equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 27, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10472", + "issue:10594", + "issue:11199", + "issue:11436", + "issue:11581", + "issue:12459", + "issue:1263", + "issue:1264", + "issue:12689", + "issue:12826", + "issue:1315", + "issue:13300", + "issue:1377", + "issue:1544", + "issue:1875", + "issue:1925", + "issue:1988", + "issue:3211", + "issue:3489", + "issue:3648", + "issue:4118", + "issue:4409", + "issue:4557", + "issue:4724", + "issue:5246", + "issue:5603", + "issue:5757", + "issue:5840", + "issue:6044", + "issue:6252", + "issue:6298", + "issue:6415", + "issue:6517", + "issue:7228", + "issue:7311", + "issue:7708", + "issue:7766", + "issue:851", + "issue:8537", + "issue:858", + "issue:8659", + "issue:8863", + "issue:9111", + "issue:9630", + "issue:9780", + "issue:9911", + "issue:993" + ], + "soft_pairs": [ + "issue:7228|issue:858", + "issue:7311|issue:8659", + "issue:6415|issue:7766", + "issue:3211|issue:4409", + "issue:5757|issue:5840", + "issue:1263|issue:1315", + "issue:4118|issue:8537", + "issue:3489|issue:4557", + "issue:10594|issue:12459", + "issue:12826|issue:5603", + "issue:1875|issue:1988", + "issue:13300|issue:993", + "issue:1264|issue:3648", + "issue:6298|issue:9780", + "issue:12689|issue:6252", + "issue:5246|issue:8537", + "issue:1544|issue:9111", + "issue:11199|issue:6517", + "issue:9630|issue:9911", + "issue:1925|issue:4724", + "issue:1315|issue:1377", + "issue:10472|issue:11581", + "issue:11436|issue:851", + "issue:4724|issue:7708", + "issue:6044|issue:8863" + ], + "prepared_review_unit_hash": "18e437a9e1d73e80ccbe37cc0c48d6b38b49cadebe656b60ee4ed49ef4213a22", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34548, + "estimated_input_tokens": 8637, + "estimated_eval_tokens": 17530 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous, but there are two clear duplicate pairs: the LoRA checkpoint-loading reports and the DreamBooth LoRA SDXL checkpoint-resume reports. The rest only share broad themes like import errors, dtype mismatches, or checkpoint handling and should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "issue:12689 is the clearest representative for the LoRA checkpoint-loading bug: it is concise, specific, and has an exact duplicate in issue:6252.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:12689 is the strongest global issue candidate because it cleanly captures a concrete, recurring bug with an exact duplicate and a clear symptom statement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:7228", + "right": "issue:858", + "accept": false, + "reason": "Both are generic attribute errors, but they affect different objects and code paths; not the same underlying bug." + }, + { + "left": "issue:7311", + "right": "issue:8659", + "accept": false, + "reason": "Both mention checkpoint/resume, but one is about saving at checkpoint and the other about resuming/loading for inference; too broad to merge as the same bug without stronger evidence." + }, + { + "left": "issue:6415", + "right": "issue:7766", + "accept": false, + "reason": "Both are IP-Adapter FaceID-related, but one is a support/availability complaint and the other is a usage question; not duplicate bug reports." + }, + { + "left": "issue:3211", + "right": "issue:4409", + "accept": false, + "reason": "Different missing attributes on different pipeline/model objects; same symptom class, but not the same concrete defect." + }, + { + "left": "issue:5757", + "right": "issue:5840", + "accept": true, + "reason": "Same script, same resume-from-checkpoint problem, and near-identical titles; these look like the same underlying bug." + }, + { + "left": "issue:1263", + "right": "issue:1315", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different modules; likely separate compatibility issues." + }, + { + "left": "issue:4118", + "right": "issue:8537", + "accept": false, + "reason": "Both are from single-file/model-loading workflows, but the missing attributes differ completely; not the same bug." + }, + { + "left": "issue:3489", + "right": "issue:4557", + "accept": false, + "reason": "Different failure modes in ONNX/pipeline code; the shared shape is only a generic AttributeError." + }, + { + "left": "issue:10594", + "right": "issue:12459", + "accept": false, + "reason": "One is a multiple-controls-with-LoRA issue, the other is batch inference throughput; not the same bug." + }, + { + "left": "issue:12826", + "right": "issue:5603", + "accept": false, + "reason": "Both are import-name errors, but they refer to different exports and likely different version skew cases." + }, + { + "left": "issue:1875", + "right": "issue:1988", + "accept": false, + "reason": "Both are fp16/bf16 dtype problems, but they occur in different training examples and error contexts." + }, + { + "left": "issue:13300", + "right": "issue:993", + "accept": false, + "reason": "Both involve precision/device mismatch, but one is CPU generation on modern models and the other is an fp16 stable-diffusion mismatch; not the same bug." + }, + { + "left": "issue:1264", + "right": "issue:3648", + "accept": false, + "reason": "No real overlap beyond stable-diffusion training references; one is about a hard-coded scheduler checkpoint, the other about VRAM requirements." + }, + { + "left": "issue:6298", + "right": "issue:9780", + "accept": false, + "reason": "Different missing attributes in different pipelines/models; not the same concrete code path." + }, + { + "left": "issue:12689", + "right": "issue:6252", + "accept": true, + "reason": "These are essentially the same bug: LoRA weights/adapters not being loaded from checkpoints, with near-identical titles." + }, + { + "left": "issue:5246", + "right": "issue:8537", + "accept": false, + "reason": "Different missing symbol vs torch-version error; both import/model-compatibility issues but not the same defect." + }, + { + "left": "issue:1544", + "right": "issue:9111", + "accept": false, + "reason": "Different missing attributes in unrelated model classes; not a duplicate." + }, + { + "left": "issue:11199", + "right": "issue:6517", + "accept": false, + "reason": "Both are import failures, but one is about onnx_utils specifically and the other about a ControlNet SDXL import traceback; too different." + }, + { + "left": "issue:9630", + "right": "issue:9911", + "accept": false, + "reason": "Both are FLUX multi-GPU/controlnet-related, but one is a num_single_layers setting error and the other is a two-ControlNet layer-length mismatch; separate bugs." + }, + { + "left": "issue:1925", + "right": "issue:4724", + "accept": false, + "reason": "Different SDXL/inpainting pipeline issues; the shared theme is only that a pipeline behaves incorrectly." + }, + { + "left": "issue:1315", + "right": "issue:1377", + "accept": false, + "reason": "Both are import errors, but they concern different missing names from different packages and are not the same fix." + }, + { + "left": "issue:10472", + "right": "issue:11581", + "accept": false, + "reason": "Different adapter/component errors: one is LoRA bias arg handling, the other is IP Adapter dtype handling; not the same bug." + }, + { + "left": "issue:11436", + "right": "issue:851", + "accept": false, + "reason": "Both are dtype mismatches, but the models, symptoms, and likely fixes differ." + }, + { + "left": "issue:4724", + "right": "issue:7708", + "accept": false, + "reason": "Both concern SDXL pipeline setup, but one is about expected behavior and the other about a missing tokenizer file; not the same issue." + }, + { + "left": "issue:6044", + "right": "issue:8863", + "accept": false, + "reason": "Different missing-attribute failures in different pipelines; no evidence they share a single root cause." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted soft pairs are well-supported by near-identical titles and the same checkpoint/resume or LoRA-loading failure mode. The rejected pairs are also phrased cautiously, avoiding overclaiming duplicates from only broad symptom similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 28, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10062", + "issue:1100", + "issue:11447", + "issue:11978", + "issue:1249", + "issue:1255", + "issue:1572", + "issue:1709", + "issue:1717", + "issue:1842", + "issue:2044", + "issue:2100", + "issue:2234", + "issue:2984", + "issue:3094", + "issue:3211", + "issue:3382", + "issue:3728", + "issue:4194", + "issue:4224", + "issue:4316", + "issue:4331", + "issue:4409", + "issue:4667", + "issue:4969", + "issue:499", + "issue:5016", + "issue:5509", + "issue:5565", + "issue:5619", + "issue:5760", + "issue:5992", + "issue:6028", + "issue:6044", + "issue:6154", + "issue:6362", + "issue:6382", + "issue:6536", + "issue:7114", + "issue:7214", + "issue:7228", + "issue:7660", + "issue:8307", + "issue:8939", + "issue:9026", + "issue:9115", + "issue:9534", + "issue:9973" + ], + "soft_pairs": [ + "issue:1842|issue:9026", + "issue:2984|issue:5760", + "issue:10062|issue:1100", + "issue:5509|issue:7214", + "issue:6362|issue:6536", + "issue:2044|issue:8307", + "issue:3211|issue:4224", + "issue:1249|issue:9534", + "issue:1709|issue:9534", + "issue:1255|issue:2100", + "issue:1249|issue:7228", + "issue:3382|issue:6028", + "issue:11978|issue:3728", + "issue:1572|issue:5619", + "issue:1255|issue:4969", + "issue:2234|issue:8939", + "issue:4409|issue:5992", + "issue:499|issue:7660", + "issue:5016|issue:6154", + "issue:1249|issue:6044", + "issue:3094|issue:7114", + "issue:4316|issue:4331", + "issue:11447|issue:1717", + "issue:5565|issue:9973", + "issue:6382|issue:9115", + "issue:4194|issue:4667" + ], + "prepared_review_unit_hash": "3733e3f243bce438bed9dc5e7a31adc697f994c9840ae64ce19a86038711f6a9", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35383, + "estimated_input_tokens": 8846, + "estimated_eval_tokens": 17948 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is over-broad: it mixes many unrelated diffusers issues (missing attrs, import errors, OOMs, example regressions, and new-pipeline requests). I only see two plausible duplicate pairs: the HF_HUB_OFFLINE loading failures and the StableDiffusionPipeline.from_single_file regression.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole cluster; the strongest duplicate-like subgroup is the offline-cache bug, where issue 1717 is the broader, more canonical wording compared with 11447.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 1717 is the best issue representative because it states the broad offline-cache loading failure and also matches 11447\u2019s shard-loading symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1842", + "right": "issue:9026", + "accept": false, + "reason": "Both are TypeErrors, but they come from different code paths and different kwargs; not the same underlying bug." + }, + { + "left": "issue:2984", + "right": "issue:5760", + "accept": false, + "reason": "Completely unrelated research/model announcement issues, not duplicates." + }, + { + "left": "issue:10062", + "right": "issue:1100", + "accept": false, + "reason": "Both mention missing attributes, but the models, attributes, and failure contexts differ." + }, + { + "left": "issue:5509", + "right": "issue:7214", + "accept": false, + "reason": "Different failures: image batch-size validation vs scheduler karras_sigma behavior." + }, + { + "left": "issue:6362", + "right": "issue:6536", + "accept": false, + "reason": "Both are OOM reports, but for different models and training paths; too broad to merge." + }, + { + "left": "issue:2044", + "right": "issue:8307", + "accept": false, + "reason": "Missing dtype on DDP vs missing StableCascadeUNet export are unrelated attribute errors." + }, + { + "left": "issue:3211", + "right": "issue:4224", + "accept": false, + "reason": "Both are missing pipeline attrs, but they affect different attributes and different pipeline features." + }, + { + "left": "issue:1249", + "right": "issue:9534", + "accept": false, + "reason": "Different pipeline/model attribute errors with no clear shared code path." + }, + { + "left": "issue:1709", + "right": "issue:9534", + "accept": false, + "reason": "ONNX Tensor astype error and FluxMultiControlNetModel config error are unrelated." + }, + { + "left": "issue:1255", + "right": "issue:2100", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export gaps." + }, + { + "left": "issue:1249", + "right": "issue:7228", + "accept": false, + "reason": "Different missing-attribute failures in different loading/tracing paths." + }, + { + "left": "issue:3382", + "right": "issue:6028", + "accept": false, + "reason": "Both involve OOM, but in different scripts and models; not the same bug." + }, + { + "left": "issue:11978", + "right": "issue:3728", + "accept": false, + "reason": "A pipeline feature request and a different new-pipeline request are not duplicates." + }, + { + "left": "issue:1572", + "right": "issue:5619", + "accept": false, + "reason": "Both concern img2img-like behavior, but they target different pipelines and symptoms." + }, + { + "left": "issue:1255", + "right": "issue:4969", + "accept": false, + "reason": "Separate import failures for different classes; no shared concrete bug." + }, + { + "left": "issue:2234", + "right": "issue:8939", + "accept": false, + "reason": "Training/xformers issue vs tokenizer loading issue for a different model release." + }, + { + "left": "issue:4409", + "right": "issue:5992", + "accept": false, + "reason": "Different attribute/error classes in unrelated code paths." + }, + { + "left": "issue:499", + "right": "issue:7660", + "accept": false, + "reason": "Both mention examples, but they are different examples with different failures." + }, + { + "left": "issue:5016", + "right": "issue:6154", + "accept": false, + "reason": "Both are SDXL LoRA training reports, but one is about text encoder training and the other about M2 Mac compatibility." + }, + { + "left": "issue:1249", + "right": "issue:6044", + "accept": false, + "reason": "Different missing-attribute errors in different pipeline behaviors." + }, + { + "left": "issue:3094", + "right": "issue:7114", + "accept": false, + "reason": "Both are training OOMs, but in different scripts and setups; too broad to be the same bug." + }, + { + "left": "issue:4316", + "right": "issue:4331", + "accept": false, + "reason": "Validation-option error and differing DreamBooth outputs are not the same underlying issue." + }, + { + "left": "issue:11447", + "right": "issue:1717", + "accept": true, + "reason": "Both describe the same HF_HUB_OFFLINE loading failure: cached/sharded checkpoint files are not loaded correctly offline." + }, + { + "left": "issue:5565", + "right": "issue:9973", + "accept": false, + "reason": "Different DreamBooth LoRA training failures with no shared concrete code path." + }, + { + "left": "issue:6382", + "right": "issue:9115", + "accept": false, + "reason": "Different adapter/model combination errors; not the same bug." + }, + { + "left": "issue:4194", + "right": "issue:4667", + "accept": true, + "reason": "Both point to the same from_single_file regression in StableDiffusionPipeline; 4194 is a specific VAE symptom of the broader API break." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the cluster being over-broad. The two accepted soft pairs, 11447\u21941717 and 4194\u21944667, are plausibly the same bugfix class; the rest are appropriately rejected as too broad or clearly unrelated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 29, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10029", + "issue:10169", + "issue:12174", + "issue:1263", + "issue:1444", + "issue:1565", + "issue:1709", + "issue:1866", + "issue:2044", + "issue:246", + "issue:3290", + "issue:3489", + "issue:3886", + "issue:4086", + "issue:4137", + "issue:4255", + "issue:4324", + "issue:4483", + "issue:4615", + "issue:4648", + "issue:4868", + "issue:490", + "issue:5374", + "issue:5565", + "issue:5919", + "issue:6218", + "issue:6324", + "issue:646", + "issue:6536", + "issue:6570", + "issue:6842", + "issue:6967", + "issue:6996", + "issue:7210", + "issue:7708", + "issue:7784", + "issue:8307", + "issue:8320", + "issue:852", + "issue:8552", + "issue:867", + "issue:9044", + "issue:9111", + "issue:9534", + "issue:9799", + "issue:9889", + "issue:9936", + "issue:9962" + ], + "soft_pairs": [ + "issue:5374|issue:852", + "issue:8552|issue:9889", + "issue:12174|issue:7210", + "issue:5374|issue:9962", + "issue:7784|issue:8320", + "issue:4324|issue:6996", + "issue:4137|issue:4255", + "issue:6570|issue:9799", + "issue:1263|issue:4615", + "issue:1444|issue:6842", + "issue:12174|issue:6324", + "issue:490|issue:867", + "issue:3489|issue:4868", + "issue:3290|issue:8307", + "issue:5565|issue:6967", + "issue:5919|issue:646", + "issue:1709|issue:9111", + "issue:10169|issue:4648", + "issue:1709|issue:246", + "issue:4483|issue:9044", + "issue:4086|issue:4483", + "issue:2044|issue:9534", + "issue:1565|issue:6536", + "issue:3886|issue:9936", + "issue:4483|issue:7708", + "issue:10029|issue:12174", + "issue:1866|issue:6218" + ], + "prepared_review_unit_hash": "7ff83e33041923527703caf93b96ae2e1b5e100dadf3c46504b58f4e607b5f04", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35394, + "estimated_input_tokens": 8849, + "estimated_eval_tokens": 17954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated attribute/import/runtime errors that only match at a very broad textual level. The only clear duplicate is the missing `config.json` report between issues 10169 and 4648.", + "confidence": 0.9, + "canonical_issue_reason": "issue:4648 is the most concrete version of the `config.json`-missing problem, with the explicit failing path and error text; issue:10169 is the same bug but stated more generically.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:4648 is the best representative of the true duplicate pair because it names the exact missing file and directory, making the underlying issue clearest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5374", + "right": "issue:852", + "accept": false, + "reason": "Both mention unexpected keyword arguments, but they refer to different arguments and likely different call sites." + }, + { + "left": "issue:8552", + "right": "issue:9889", + "accept": false, + "reason": "Both are segfault reports, but they involve different pipelines and different runtime setups; not the same concrete bug." + }, + { + "left": "issue:12174", + "right": "issue:7210", + "accept": false, + "reason": "Both are AttributeErrors, but on different missing methods in different code paths." + }, + { + "left": "issue:5374", + "right": "issue:9962", + "accept": false, + "reason": "Different unexpected keyword arguments; same error shape but not the same underlying defect." + }, + { + "left": "issue:7784", + "right": "issue:8320", + "accept": false, + "reason": "Different missing attributes in unrelated code paths." + }, + { + "left": "issue:4324", + "right": "issue:6996", + "accept": false, + "reason": "Both are NoneType-related errors, but the failing expressions and contexts are different." + }, + { + "left": "issue:4137", + "right": "issue:4255", + "accept": false, + "reason": "Both complain about output quality versus another implementation, but they are not the same bug or fix." + }, + { + "left": "issue:6570", + "right": "issue:9799", + "accept": false, + "reason": "Both are tensor size mismatches, but the shapes and pipelines differ; no clear shared root cause." + }, + { + "left": "issue:1263", + "right": "issue:4615", + "accept": false, + "reason": "Different missing import symbols; likely separate compatibility issues." + }, + { + "left": "issue:1444", + "right": "issue:6842", + "accept": false, + "reason": "Different missing imports for different pipeline classes." + }, + { + "left": "issue:12174", + "right": "issue:6324", + "accept": false, + "reason": "Different AttributeErrors with different objects and failure modes." + }, + { + "left": "issue:490", + "right": "issue:867", + "accept": false, + "reason": "Both concern memory, but one is general GPU memory use and the other is memory not being released in FastAPI; not the same bug." + }, + { + "left": "issue:3489", + "right": "issue:4868", + "accept": false, + "reason": "Different missing attributes on different objects and in different pipelines." + }, + { + "left": "issue:3290", + "right": "issue:8307", + "accept": false, + "reason": "A file flush NoneType error is unrelated to a missing exported class attribute." + }, + { + "left": "issue:5565", + "right": "issue:6967", + "accept": false, + "reason": "Both are dreambooth/LoRA script issues, but one is script startup and the other is a prior-preservation shape mismatch." + }, + { + "left": "issue:5919", + "right": "issue:646", + "accept": false, + "reason": "Both are missing-attribute errors, but on unrelated classes and code paths." + }, + { + "left": "issue:1709", + "right": "issue:9111", + "accept": false, + "reason": "ONNX tensor dtype conversion error versus a missing scheduler attribute; unrelated." + }, + { + "left": "issue:10169", + "right": "issue:4648", + "accept": true, + "reason": "Same underlying missing `config.json` problem; 4648 is the concrete report and 10169 is the generic duplicate." + }, + { + "left": "issue:1709", + "right": "issue:246", + "accept": false, + "reason": "Different errors in different components: ONNX tensor conversion versus missing transformer mixin import." + }, + { + "left": "issue:4483", + "right": "issue:9044", + "accept": false, + "reason": "Different SDXL-related failures: nondeterministic generation versus missing model file." + }, + { + "left": "issue:4086", + "right": "issue:4483", + "accept": false, + "reason": "Both are SDXL training/inference complaints, but one is controlnet training not working and the other is generator nondeterminism." + }, + { + "left": "issue:2044", + "right": "issue:9534", + "accept": false, + "reason": "Different missing attributes on different wrapper/model classes." + }, + { + "left": "issue:1565", + "right": "issue:6536", + "accept": false, + "reason": "Both mention OOM, but one is GPU selection behavior and the other is UNet3D training memory exhaustion." + }, + { + "left": "issue:3886", + "right": "issue:9936", + "accept": false, + "reason": "Both involve distributed training timeouts, but the scripts, models, and likely root causes differ." + }, + { + "left": "issue:4483", + "right": "issue:7708", + "accept": false, + "reason": "Nondeterminism versus missing tokenizer config file; unrelated." + }, + { + "left": "issue:10029", + "right": "issue:12174", + "accept": false, + "reason": "Both are attribute errors, but they concern different missing attributes and are not clearly the same bug." + }, + { + "left": "issue:1866", + "right": "issue:6218", + "accept": false, + "reason": "Both are pipeline behavior issues, but one is scheduler strength behavior and the other is batched seed handling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:10169 and issue:4648 both describe the same missing `config.json` problem, and the other soft-edge rejections stay conservative by relying on clearly different error contexts. No overstatement of evidence is apparent." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 30, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10436", + "issue:10612", + "issue:10933", + "issue:10989", + "issue:11062", + "issue:11178", + "issue:11209", + "issue:11224", + "issue:12499", + "issue:1260", + "issue:1263", + "issue:12896", + "issue:13429", + "issue:13430", + "issue:1495", + "issue:1925", + "issue:1962", + "issue:2390", + "issue:2437", + "issue:2635", + "issue:2676", + "issue:2830", + "issue:2838", + "issue:2904", + "issue:2984", + "issue:3432", + "issue:3453", + "issue:3728", + "issue:3788", + "issue:4094", + "issue:4241", + "issue:4779", + "issue:4945", + "issue:5455", + "issue:5630", + "issue:5689", + "issue:6149", + "issue:6636", + "issue:7228", + "issue:7513", + "issue:7593", + "issue:858", + "issue:9161", + "issue:9163", + "issue:9208", + "issue:9497", + "issue:9500", + "issue:9501" + ], + "soft_pairs": [ + "issue:10436|issue:1925", + "issue:10933|issue:6149", + "issue:1260|issue:6636", + "issue:1263|issue:1495", + "issue:2904|issue:7228", + "issue:4094|issue:4945", + "issue:7593|issue:858", + "issue:11209|issue:11224", + "issue:13429|issue:13430", + "issue:11062|issue:11209", + "issue:11062|issue:11224", + "issue:9500|issue:9501", + "issue:5455|issue:7513", + "issue:3728|issue:3788", + "issue:9161|issue:9163", + "issue:2830|issue:4779", + "issue:1962|issue:2984", + "issue:10612|issue:10989", + "issue:5630|issue:5689", + "issue:2838|issue:4241", + "issue:2390|issue:2437", + "issue:9497|issue:9500", + "issue:2635|issue:2676", + "issue:11178|issue:9208", + "issue:3432|issue:3453", + "issue:12499|issue:12896" + ], + "prepared_review_unit_hash": "d53e39062b6007f22d0486a8154c726d0bf5aa2b0346e07a7ea9f1098c169cb4", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 34244, + "estimated_input_tokens": 8561, + "estimated_eval_tokens": 17378 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly several small duplicate candidates, not one single tight cluster. The clearest duplicate families are the generic LoRA-loading failures, T2I-Adapter support/pipeline requests, ControlNet from_single_file loading, and the two DPM++ scheduler-name questions.", + "confidence": 0.81, + "canonical_issue_reason": "issue:11224 is the broadest and cleanest umbrella for the LoRA-loading failure family: it is generic, open, and aligns with the more specific report in issue:11062 as well as the exact duplicate-like issue:11209.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:11224 is the best overall issue candidate because its title is the most general and reusable for deduplicating related LoRA load failures without being tied to one specific model.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10436", + "right": "issue:1925", + "accept": false, + "reason": "Both are inpainting-loading complaints, but they involve different models and different failure modes (runwayml/stable-diffusion-inpainting vs SD2 half-precision)." + }, + { + "left": "issue:10933", + "right": "issue:6149", + "accept": false, + "reason": "Both mention IP-Adapter load errors, but they are for different model variants and likely different code paths." + }, + { + "left": "issue:1260", + "right": "issue:6636", + "accept": false, + "reason": "Both are import errors, but they concern unrelated symbols and unrelated breakages." + }, + { + "left": "issue:1263", + "right": "issue:1495", + "accept": false, + "reason": "Different missing imports with no clear shared bug or code path." + }, + { + "left": "issue:2904", + "right": "issue:7228", + "accept": false, + "reason": "AudioLDM scheduler failure and traced-model dtype attribute error are unrelated." + }, + { + "left": "issue:4094", + "right": "issue:4945", + "accept": false, + "reason": "One is a feature request, the other is a test request; not the same underlying change." + }, + { + "left": "issue:7593", + "right": "issue:858", + "accept": false, + "reason": "Different subsystems and different errors; no shared concrete bug." + }, + { + "left": "issue:11209", + "right": "issue:11224", + "accept": true, + "reason": "Near-identical generic LoRA loading failure titles; these look like the same underlying bug." + }, + { + "left": "issue:13429", + "right": "issue:13430", + "accept": true, + "reason": "Both are the same JoyAI-Image-Edit support request, phrased as add/support." + }, + { + "left": "issue:11062", + "right": "issue:11209", + "accept": true, + "reason": "Specific LoRA load failure report vs the generic LoRA loading error; same family and likely same bug." + }, + { + "left": "issue:11062", + "right": "issue:11224", + "accept": true, + "reason": "Same LoRA loading failure family; the specific CivitAI model report fits the broader generic issue." + }, + { + "left": "issue:9500", + "right": "issue:9501", + "accept": false, + "reason": "Both are Dreambooth Flux save-related, but one is a checkpoint failure and the other is a long delay; not clearly the same bug." + }, + { + "left": "issue:5455", + "right": "issue:7513", + "accept": false, + "reason": "Both involve training problems, but one is a notebook subprocess failure and the other is a GPU/memory training issue." + }, + { + "left": "issue:3728", + "right": "issue:3788", + "accept": false, + "reason": "Both are new pipeline feature requests, but for different pipelines/models." + }, + { + "left": "issue:9161", + "right": "issue:9163", + "accept": false, + "reason": "Same script, but the issues describe different bug classes (distributed bugs vs tensor bugs) rather than one concrete defect." + }, + { + "left": "issue:2830", + "right": "issue:4779", + "accept": false, + "reason": "Both reference ModelScope video ideas, but one is a capability question and the other is a pipeline request; not the same change." + }, + { + "left": "issue:1962", + "right": "issue:2984", + "accept": false, + "reason": "Generic video-generation interest vs a specific latent video diffusion paper/model request; not the same issue." + }, + { + "left": "issue:10612", + "right": "issue:10989", + "accept": false, + "reason": "Both mention quantized Flux + LoRA loading, but they target different pipelines/components and are not clearly the same bug." + }, + { + "left": "issue:5630", + "right": "issue:5689", + "accept": false, + "reason": "Similar symptom, but different schedulers and different issue scopes; too broad to treat as one bug." + }, + { + "left": "issue:2838", + "right": "issue:4241", + "accept": false, + "reason": "Unrelated ControlNet pipeline behavior question vs unidiffusers LoRA fine-tuning support request." + }, + { + "left": "issue:2390", + "right": "issue:2437", + "accept": true, + "reason": "Same T2I-Adapter feature area; one asks for support, the other for the pipeline addition." + }, + { + "left": "issue:2635", + "right": "issue:2676", + "accept": true, + "reason": "Both ask what diffusers scheduler names correspond to DPM++ Karras variants." + }, + { + "left": "issue:11178", + "right": "issue:9208", + "accept": true, + "reason": "Both are about ControlNet models failing to load with from_single_file(); one is specific, the other general." + }, + { + "left": "issue:9497", + "right": "issue:9500", + "accept": false, + "reason": "Both are Flux Dreambooth training issues, but one is a matmul shape error and the other is a checkpoint-saving problem." + }, + { + "left": "issue:12499", + "right": "issue:12896", + "accept": false, + "reason": "Same Wan 2.2 I2V area, but the failures are described differently and are not clearly the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The judgments are conservative and supported by the packet. The summary correctly frames this as several small duplicate/support families rather than one tight cluster, and the accepted soft-edge pairs all have clear title-level similarity. No pair seems overclaimed beyond the evidence provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 31, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10144", + "issue:10343", + "issue:11062", + "issue:11209", + "issue:11224", + "issue:11286", + "issue:11374", + "issue:11569", + "issue:11657", + "issue:12047", + "issue:12052", + "issue:1214", + "issue:12458", + "issue:12459", + "issue:13311", + "issue:1925", + "issue:1962", + "issue:197", + "issue:199", + "issue:2462", + "issue:2838", + "issue:2941", + "issue:3061", + "issue:3094", + "issue:3284", + "issue:3363", + "issue:3451", + "issue:3884", + "issue:4680", + "issue:4708", + "issue:5118", + "issue:5594", + "issue:5603", + "issue:5633", + "issue:5889", + "issue:6418", + "issue:6584", + "issue:6636", + "issue:6689", + "issue:7330", + "issue:7418", + "issue:9042", + "issue:9148", + "issue:9237", + "issue:9497", + "issue:9551", + "issue:9692" + ], + "soft_pairs": [ + "issue:12458|issue:12459", + "issue:3284|issue:3363", + "issue:11209|issue:11286", + "issue:11224|issue:11286", + "issue:3094|issue:3451", + "issue:1962|issue:5889", + "issue:4680|issue:5594", + "issue:6584|issue:6689", + "issue:9042|issue:9148", + "issue:12047|issue:12052", + "issue:3884|issue:7330", + "issue:4708|issue:5603", + "issue:4708|issue:6636", + "issue:2462|issue:2838", + "issue:2941|issue:3061", + "issue:5118|issue:9551", + "issue:11374|issue:11569", + "issue:10144|issue:6418", + "issue:11062|issue:11286", + "issue:10343|issue:9692", + "issue:197|issue:199", + "issue:9237|issue:9497", + "issue:5633|issue:7418", + "issue:11657|issue:13311", + "issue:1214|issue:1925" + ], + "prepared_review_unit_hash": "a6f9e9840246a0acc5af535d32210fc9ad5e5cfaa348aaaf05510d27217e9d65", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 33404, + "estimated_input_tokens": 8351, + "estimated_eval_tokens": 16958 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The only strong duplicate cluster here is the trio of generic LoRA-loading reports (11209/11224/11286). Most other pairs are broad topical neighbors but describe different models, pipelines, or symptoms, so they should stay separate.", + "confidence": 0.68, + "canonical_issue_reason": "issue:11224 is the best representative of the LoRA-loading error cluster: it has the same generic failure theme as 11209 and 11286, is open, and has the most discussion among the near-identical reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:11224 is the most suitable global issue to keep as the canonical LoRA-loading problem report because it is the most central and actively discussed instance of that duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:12458", + "right": "issue:12459", + "accept": false, + "reason": "Both mention batch inference, but one is a Qwen-image-edit feature/issue and the other is a FLUX.1-Kontext-dev throughput problem; different concrete use cases and likely different fixes." + }, + { + "left": "issue:3284", + "right": "issue:3363", + "accept": false, + "reason": "Both involve train_dreambooth_lora.py failures, but the reports point to different runtime contexts ('accelerate' vs 'two machines') and no evidence shows the same underlying bug." + }, + { + "left": "issue:11209", + "right": "issue:11286", + "accept": true, + "reason": "Same generic LoRA loading failure report with near-identical titles and very similar problem framing; likely duplicate reports of the same bug." + }, + { + "left": "issue:11224", + "right": "issue:11286", + "accept": true, + "reason": "Same generic LoRA loading failure report with near-identical titles and very similar problem framing; likely duplicate reports of the same bug." + }, + { + "left": "issue:3094", + "right": "issue:3451", + "accept": false, + "reason": "Both are training/memory related, but one is a CUDA OOM during a finetuning example and the other is fp16 using more memory than fp32; these are different issues." + }, + { + "left": "issue:1962", + "right": "issue:5889", + "accept": false, + "reason": "One is a general video-generation feature request, the other is the Stable Video Diffusion project/topic; they are related in area but not the same issue." + }, + { + "left": "issue:4680", + "right": "issue:5594", + "accept": false, + "reason": "Both mention SDXL fine-tuning, but one is about inpainting fine-tuning and the other is about memory savings with LoRA; different requests." + }, + { + "left": "issue:6584", + "right": "issue:6689", + "accept": false, + "reason": "Both are conversion-to-Diffusers problems, but for different source models (DreamShaper v8 Inpaint vs SSD-1B); not the same bug." + }, + { + "left": "issue:9042", + "right": "issue:9148", + "accept": false, + "reason": "These are separate feature requests: a Flux pipeline and a Flux inpainting pipeline; related, but not the same concrete change." + }, + { + "left": "issue:12047", + "right": "issue:12052", + "accept": false, + "reason": "One is a LoRA fusion failure on Wan2.2 GGUF, the other is an offloading device-mismatch runtime error; different code paths and symptoms." + }, + { + "left": "issue:3884", + "right": "issue:7330", + "accept": false, + "reason": "Both reference train_text_to_image_lora.py, but the reported failures are different and the titles do not establish the same underlying defect." + }, + { + "left": "issue:4708", + "right": "issue:5603", + "accept": false, + "reason": "Both are import-related, but one is a generic diffusers.utils import error and the other is a missing specific symbol; insufficient evidence they are the same bug." + }, + { + "left": "issue:4708", + "right": "issue:6636", + "accept": false, + "reason": "Same as above: both are import problems, but the exact missing names/problems differ and could stem from separate compatibility issues." + }, + { + "left": "issue:2462", + "right": "issue:2838", + "accept": false, + "reason": "One requests IterableDataset support for finetuning, the other asks for a controlnet_pipeline behavior change; unrelated." + }, + { + "left": "issue:2941", + "right": "issue:3061", + "accept": false, + "reason": "Both concern Stable Diffusion behavior, but one is a scheduler quality issue and the other is a reproducibility issue; not the same defect." + }, + { + "left": "issue:5118", + "right": "issue:9551", + "accept": false, + "reason": "Both mention ControlNet usage, but one is about reference_only in diffusers and the other about x-labs Flux controlnet models; different models and integrations." + }, + { + "left": "issue:11374", + "right": "issue:11569", + "accept": false, + "reason": "Separate feature requests for different model families (SkyReels-V2 vs ltxv-13b-0.9.7-distilled); not duplicates." + }, + { + "left": "issue:10144", + "right": "issue:6418", + "accept": false, + "reason": "Both involve video diffusion, but one is a quality comparison against official Mochi code and the other is stable video diffusion frames collapsing to the first frame; distinct problems." + }, + { + "left": "issue:11062", + "right": "issue:11286", + "accept": false, + "reason": "Both are LoRA loading issues, but they target different model families and one is a concrete CivitAI LoRA error while the other is a generic loading failure." + }, + { + "left": "issue:10343", + "right": "issue:9692", + "accept": false, + "reason": "Both mention CogView3-Plus-3B, but one is a black-image runtime warning and the other is a startup error; not enough evidence they are the same bug." + }, + { + "left": "issue:197", + "right": "issue:199", + "accept": false, + "reason": "Both are dead-code cleanup requests in different modules (ResNet vs Attention), not duplicates." + }, + { + "left": "issue:9237", + "right": "issue:9497", + "accept": false, + "reason": "Both are about Flux training, but one is a general dreambooth LoRA issue and the other is a specific mat2 dimensionality runtime error; different defects." + }, + { + "left": "issue:5633", + "right": "issue:7418", + "accept": false, + "reason": "Both involve transformer-related bugs, but they are in different files/components and describe different failures." + }, + { + "left": "issue:11657", + "right": "issue:13311", + "accept": false, + "reason": "Both are LoRA-key-mismatch reports, but they affect different model architectures (WanTransformer3DModel vs Flux2Transformer2DModel) and are not the same code path." + }, + { + "left": "issue:1214", + "right": "issue:1925", + "accept": false, + "reason": "Both concern half precision, but one is CLIPTextModel-specific and the other is a stable-diffusion-2-inpainting pipeline issue; not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the duplicate judgments are conservative overall. The canonical LoRA-loading cluster around 11209/11224/11286 is well supported by the near-identical titles and higher discussion on 11224, and the false pairs are mostly justified by distinct models, pipelines, or symptoms." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 32, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10226", + "issue:10282", + "issue:10749", + "issue:10848", + "issue:10869", + "issue:10872", + "issue:10958", + "issue:11315", + "issue:11824", + "issue:11839", + "issue:11865", + "issue:12216", + "issue:12645", + "issue:12653", + "issue:2830", + "issue:2966", + "issue:3019", + "issue:3026", + "issue:3420", + "issue:3774", + "issue:3885", + "issue:4185", + "issue:4398", + "issue:4520", + "issue:4708", + "issue:4733", + "issue:4736", + "issue:4872", + "issue:5226", + "issue:5227", + "issue:5757", + "issue:6794", + "issue:7168", + "issue:7263", + "issue:7306", + "issue:7492", + "issue:7513", + "issue:7621", + "issue:8359", + "issue:8939", + "issue:9026", + "issue:9141", + "issue:9237", + "issue:9448", + "issue:9497", + "issue:9548", + "issue:9857" + ], + "soft_pairs": [ + "issue:11315|issue:12653", + "issue:4708|issue:6794", + "issue:7168|issue:7306", + "issue:2966|issue:3026", + "issue:7621|issue:8359", + "issue:4736|issue:4872", + "issue:10749|issue:10872", + "issue:7263|issue:9448", + "issue:5226|issue:5227", + "issue:3420|issue:4520", + "issue:7513|issue:9237", + "issue:10226|issue:9857", + "issue:11824|issue:11839", + "issue:10848|issue:9026", + "issue:4733|issue:5757", + "issue:10869|issue:10958", + "issue:7492|issue:8939", + "issue:12216|issue:12645", + "issue:3774|issue:3885", + "issue:11865|issue:9141", + "issue:2830|issue:3019", + "issue:10282|issue:11839", + "issue:9497|issue:9548", + "issue:4185|issue:4398" + ], + "prepared_review_unit_hash": "7f539a42fa98424d88fdbb802043cf22c45e52da1c8c75d5bc3d077d6f9c0108", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33890, + "estimated_input_tokens": 8473, + "estimated_eval_tokens": 17202 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous, but there is one clear duplicate pair around the HiDream RoPE float64/MPS regression. Most other soft pairs look like related symptom families, not the same concrete bug.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 11315 is the cleanest canonical anchor: it states the concrete failure (RoPE float64 on MPS) clearly, and 12653 is effectively the same bug with the same root symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "11315 is the most specific and actionable issue in the only strong duplicate pair, making it the best representative for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11315", + "right": "issue:12653", + "accept": true, + "reason": "Same RoPE float64 regression causing MPS breakage; 12653 is a near-direct restatement of the same bug on related hardware." + }, + { + "left": "issue:4708", + "right": "issue:6794", + "accept": false, + "reason": "Both are import errors, but they point to different missing symbols/modules and do not look like the same underlying defect." + }, + { + "left": "issue:7168", + "right": "issue:7306", + "accept": false, + "reason": "Both involve tensor-shape/type complaints, but they are different pipelines and different failure modes." + }, + { + "left": "issue:2966", + "right": "issue:3026", + "accept": false, + "reason": "Same example script family, but one is multi-GPU training and the other is a single-GPU launch error; not the same bug." + }, + { + "left": "issue:7621", + "right": "issue:8359", + "accept": false, + "reason": "Different features: one is an InstructPix2Pix/cosxl_edit incompatibility, the other is from_single_file/custom checkpoint loading." + }, + { + "left": "issue:4736", + "right": "issue:4872", + "accept": false, + "reason": "Both mention SDXL finetuning instability/OOM, but one is a specific training-script crash with invalid casts and the other is generic low-VRAM OOM." + }, + { + "left": "issue:10749", + "right": "issue:10872", + "accept": false, + "reason": "Completely different requests: GGUF support for Lumina2 versus from_single_file support for SanaTransformer2DModel." + }, + { + "left": "issue:7263", + "right": "issue:9448", + "accept": false, + "reason": "Both are IP-Adapter-related, but the errors and pipelines differ; this is not the same concrete code-path problem." + }, + { + "left": "issue:5226", + "right": "issue:5227", + "accept": false, + "reason": "One is about load_lora_weights on SDXL AdapterPipeline, the other about load_lora_weight with torch.compile; related area, different bugs." + }, + { + "left": "issue:3420", + "right": "issue:4520", + "accept": false, + "reason": "Different functionality: ControlNet/inpaint pipeline failure versus LoRA scale with attention slicing." + }, + { + "left": "issue:7513", + "right": "issue:9237", + "accept": false, + "reason": "Both involve training, but they are different pipelines (SDXL DreamBooth vs Flux DreamBooth LoRA) and different issue reports." + }, + { + "left": "issue:10226", + "right": "issue:9857", + "accept": false, + "reason": "Both are FLUX training shape mismatches, but one is DreamBooth LoRA and the other is ControlNet embedding mismatch; not clearly the same bug." + }, + { + "left": "issue:11824", + "right": "issue:11839", + "accept": false, + "reason": "Same pipeline family, but one is multi-image input handling and the other is GGUF invalid input sizing; different problems." + }, + { + "left": "issue:10848", + "right": "issue:9026", + "accept": false, + "reason": "Both are signature-mismatch errors in loading helpers, but they involve different functions and different kwargs." + }, + { + "left": "issue:4733", + "right": "issue:5757", + "accept": false, + "reason": "Both mention checkpoint resume in DreamBooth LoRA scripts, but they are separate reports with no evidence of the same root cause." + }, + { + "left": "issue:10869", + "right": "issue:10958", + "accept": false, + "reason": "Both involve meta tensors, but the exact errors and affected pipelines differ; too broad to treat as the same bug." + }, + { + "left": "issue:7492", + "right": "issue:8939", + "accept": false, + "reason": "Unrelated loading failures: one is a missing repository, the other is a tokenizer loading error for a different model." + }, + { + "left": "issue:12216", + "right": "issue:12645", + "accept": false, + "reason": "Both are Qwen-Image-related, but one is quality regression and the other is performance; not the same issue." + }, + { + "left": "issue:3774", + "right": "issue:3885", + "accept": false, + "reason": "Both concern VRAM/ZeRO memory, but one is a specific zero3 training observation and the other is a general memory-reduction question." + }, + { + "left": "issue:11865", + "right": "issue:9141", + "accept": false, + "reason": "Both ask for from_single_file support, but for different model classes and different pipelines." + }, + { + "left": "issue:2830", + "right": "issue:3019", + "accept": false, + "reason": "Completely different feature requests with no shared bug/change." + }, + { + "left": "issue:10282", + "right": "issue:11839", + "accept": false, + "reason": "Shape mismatch while loading x_embedder versus invalid input size for GGUF; different failures." + }, + { + "left": "issue:9497", + "right": "issue:9548", + "accept": false, + "reason": "Related FLUX DreamBooth/LoRA area, but 9548 is a follow-up to a different issue chain and does not clearly match the mat2/1-D tensor failure." + }, + { + "left": "issue:4185", + "right": "issue:4398", + "accept": false, + "reason": "Both are black-image reports, but one is SDXL ControlNet inference and the other is SDXL LoRA DreamBooth training; different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is well grounded in the packet and stays conservative. The 11315/12653 pair is clearly the strongest match from the titles/body, while the other soft pairs are appropriately treated as related-symptom or feature-adjacent rather than definite duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 33, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10937", + "issue:11464", + "issue:11630", + "issue:11674", + "issue:11864", + "issue:12009", + "issue:12047", + "issue:12459", + "issue:2052", + "issue:2089", + "issue:2244", + "issue:2250", + "issue:2636", + "issue:2883", + "issue:3289", + "issue:3391", + "issue:3728", + "issue:3788", + "issue:3826", + "issue:4213", + "issue:4733", + "issue:4779", + "issue:4872", + "issue:5005", + "issue:5226", + "issue:5412", + "issue:5840", + "issue:6201", + "issue:6274", + "issue:6275", + "issue:6277", + "issue:6363", + "issue:7057", + "issue:7142", + "issue:7355", + "issue:7432", + "issue:7644", + "issue:771", + "issue:8645", + "issue:8723", + "issue:9012", + "issue:9115", + "issue:9187", + "issue:9343", + "issue:9667", + "issue:9873", + "issue:9914" + ], + "soft_pairs": [ + "issue:2636|issue:5005", + "issue:8723|issue:9012", + "issue:6274|issue:6275", + "issue:11464|issue:12459", + "issue:10937|issue:11864", + "issue:6277|issue:6363", + "issue:3728|issue:9873", + "issue:9343|issue:9667", + "issue:7142|issue:7432", + "issue:7355|issue:7644", + "issue:3788|issue:9873", + "issue:9115|issue:9187", + "issue:2052|issue:4733", + "issue:3289|issue:3391", + "issue:11630|issue:11674", + "issue:2244|issue:2250", + "issue:9343|issue:9914", + "issue:7057|issue:771", + "issue:6201|issue:8645", + "issue:2089|issue:4872", + "issue:3788|issue:3826", + "issue:5412|issue:5840", + "issue:4213|issue:5226", + "issue:12009|issue:12047", + "issue:2883|issue:4779" + ], + "prepared_review_unit_hash": "a4211212ed4f6adec3b0e07b021d947af007803cf3df869fe092745bd94ffeea", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 33766, + "estimated_input_tokens": 8442, + "estimated_eval_tokens": 17140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of training, loading, and feature-request issues. The only clear duplicates are a few checkpoint-resume, SD3ControlNet from_transformer, and Stable Cascade resolution pairs; most other soft pairs are just same-subsystem similarity, not the same bug.", + "confidence": 0.74, + "canonical_issue_reason": "If a single issue must anchor this mixed set, #9343 is the best representative because it is a concrete, active FLUX loading bug rather than a feature request or a vague symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "#9343 is the strongest global issue candidate: specific, open, and central to the cluster\u2019s recurring model-loading failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2636", + "right": "issue:5005", + "accept": true, + "reason": "Both describe the same checkpoint-resume progress bar miscount/truncation behavior in training scripts." + }, + { + "left": "issue:8723", + "right": "issue:9012", + "accept": true, + "reason": "Same SD3ControlNetModel.from_transformer initialization/load-weights failure." + }, + { + "left": "issue:6274", + "right": "issue:6275", + "accept": false, + "reason": "Related adapter area, but one is about multiple adapters breaking and the other about unsupported adapter models; not the same concrete bug." + }, + { + "left": "issue:11464", + "right": "issue:12459", + "accept": false, + "reason": "Different FLUX problems: one is LoRA loading into FluxControlPipeline, the other is batch inference throughput." + }, + { + "left": "issue:10937", + "right": "issue:11864", + "accept": false, + "reason": "Both mention torch.compile, but they involve different encode paths and different failures, so not the same bug." + }, + { + "left": "issue:6277", + "right": "issue:6363", + "accept": false, + "reason": "One is a vague gradient issue; the other is a specific FP16 unscale error in a training script." + }, + { + "left": "issue:3728", + "right": "issue:9873", + "accept": false, + "reason": "Both are pipeline requests, but for different models/features and not the same change." + }, + { + "left": "issue:9343", + "right": "issue:9667", + "accept": false, + "reason": "Both are FLUX loading issues, but they hit different code paths and failure modes." + }, + { + "left": "issue:7142", + "right": "issue:7432", + "accept": false, + "reason": "Both compare Diffusers to WebUI output, but they are different inference-quality complaints and not a duplicate bug." + }, + { + "left": "issue:7355", + "right": "issue:7644", + "accept": true, + "reason": "Both target Stable Cascade failures on non-standard image sizes / arbitrary resolutions." + }, + { + "left": "issue:3788", + "right": "issue:9873", + "accept": false, + "reason": "Different new-pipeline requests for different models." + }, + { + "left": "issue:9115", + "right": "issue:9187", + "accept": false, + "reason": "Different adapters and different failure modes; not the same underlying bug." + }, + { + "left": "issue:2052", + "right": "issue:4733", + "accept": false, + "reason": "Both are resume-related training issues, but for different scripts and errors." + }, + { + "left": "issue:3289", + "right": "issue:3391", + "accept": false, + "reason": "Same DeepFloyd SR area, but the reported symptoms and triggers are not clearly the same bug." + }, + { + "left": "issue:11630", + "right": "issue:11674", + "accept": false, + "reason": "Separate feature requests: single-file loading versus extra ref-image/multi-video support." + }, + { + "left": "issue:2244", + "right": "issue:2250", + "accept": false, + "reason": "Both are DreamBooth inference bugs, but one is a CPU/half-precision runtime error and the other is a prompt-generation failure." + }, + { + "left": "issue:9343", + "right": "issue:9914", + "accept": false, + "reason": "Both are FLUX-related loading problems, but one is a mismatched-size loading bug and the other is a LoRA loading issue." + }, + { + "left": "issue:7057", + "right": "issue:771", + "accept": false, + "reason": "Both concern checkpoint/model compatibility, but they are unrelated model/training failures." + }, + { + "left": "issue:6201", + "right": "issue:8645", + "accept": false, + "reason": "Prompt-encoding bug versus a missing helper function; unrelated issues." + }, + { + "left": "issue:2089", + "right": "issue:4872", + "accept": false, + "reason": "Both are OOM training reports, but they involve different models and setups." + }, + { + "left": "issue:3788", + "right": "issue:3826", + "accept": false, + "reason": "Different new pipeline requests." + }, + { + "left": "issue:5412", + "right": "issue:5840", + "accept": true, + "reason": "Same train_dreambooth_lora_sdxl.py resume-from-checkpoint failure." + }, + { + "left": "issue:4213", + "right": "issue:5226", + "accept": false, + "reason": "Different feature/compatibility problems: from_single_file without accelerate versus LoRA loading on AdapterPipeline." + }, + { + "left": "issue:12009", + "right": "issue:12047", + "accept": false, + "reason": "Same Wan2.2 GGUF area, but one is model loading from single file and the other is LoRA fusion; different code paths." + }, + { + "left": "issue:2883", + "right": "issue:4779", + "accept": false, + "reason": "Both are image-to-video related, but one is a generic pipeline request and the other is a specific ModelScope pipeline request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the ambiguous pairs. The accepted soft edges are defensible duplicates or near-duplicates based on the issue titles and described failure modes, and the rejected pairs are appropriately treated as same-subsystem similarity rather than clear duplicates. The canonical issue choice is also reasonable for this mixed cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 34, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10350", + "issue:10472", + "issue:10653", + "issue:10848", + "issue:11948", + "issue:12082", + "issue:12195", + "issue:12458", + "issue:12645", + "issue:1495", + "issue:2089", + "issue:2294", + "issue:2392", + "issue:2459", + "issue:2560", + "issue:2772", + "issue:2774", + "issue:2891", + "issue:3008", + "issue:3094", + "issue:3112", + "issue:3184", + "issue:3569", + "issue:3631", + "issue:3639", + "issue:4000", + "issue:4580", + "issue:5314", + "issue:5433", + "issue:5465", + "issue:5577", + "issue:5661", + "issue:5846", + "issue:5917", + "issue:6073", + "issue:6183", + "issue:6295", + "issue:7147", + "issue:7185", + "issue:7209", + "issue:7210", + "issue:7267", + "issue:771", + "issue:8494", + "issue:852", + "issue:9501", + "issue:9727", + "issue:9953" + ], + "soft_pairs": [ + "issue:10653|issue:9953", + "issue:10350|issue:12082", + "issue:3569|issue:3639", + "issue:5433|issue:6295", + "issue:2772|issue:7267", + "issue:5577|issue:6183", + "issue:9501|issue:9727", + "issue:2089|issue:3094", + "issue:1495|issue:7147", + "issue:3008|issue:3184", + "issue:12195|issue:7185", + "issue:5661|issue:5917", + "issue:2774|issue:4000", + "issue:11948|issue:7209", + "issue:12458|issue:12645", + "issue:3631|issue:4580", + "issue:5846|issue:6073", + "issue:2392|issue:2560", + "issue:2459|issue:771", + "issue:2891|issue:5465", + "issue:10472|issue:10848", + "issue:8494|issue:852", + "issue:2294|issue:7147", + "issue:6183|issue:7210", + "issue:3112|issue:5314" + ], + "prepared_review_unit_hash": "b30b36c82858c05d5fa132dcdb183e92720e72d2e897f606125b7f52a862459a", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34789, + "estimated_input_tokens": 8698, + "estimated_eval_tokens": 17652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly noisy, but there are two credible duplicate-like issue pairs: `train_controlnet.py` local data loading (`2772`/`7267`) and `lpw_stable_diffusion` generator handling (`3008`/`3184`). The rest are broad-similarity or clearly distinct bugs/features.", + "confidence": 0.8, + "canonical_issue_reason": "issue:2772 is the best issue anchor because it gives the clearest, most concrete description of the `train_controlnet.py` local dataset loading failure. It reads like the most substantive report in that thread, while issue:7267 is also similar but not clearly a subordinate follow-up from the packet alone.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:2772 is the strongest representative issue because it targets a specific code path (`train_controlnet.py` local data loading) and has the most actionable bug framing. The cluster also contains another likely duplicate-like pair (`3008`/`3184`), so `2772` is the best anchor rather than the only duplicate-like thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10653", + "right": "issue:9953", + "accept": false, + "reason": "Both are quantized/model device-movement complaints, but one is about `.to(cpu)` after 8bit load and the other about `.to(cuda)` on a quantized component; similar symptom, different bug path." + }, + { + "left": "issue:10350", + "right": "issue:12082", + "accept": false, + "reason": "Both mention high VAE memory use, but they concern different models and scenarios (`SD2.1` decoder vs `wan2.1` VAE after compile)." + }, + { + "left": "issue:3569", + "right": "issue:3639", + "accept": false, + "reason": "These are separate new-pipeline requests (`Uni-ControlNet` vs `GlyphControl`), not the same underlying change." + }, + { + "left": "issue:5433", + "right": "issue:6295", + "accept": false, + "reason": "Both discuss scheduler artifacts, but the concrete settings and failure modes differ enough that they do not look like one fixable bug." + }, + { + "left": "issue:2772", + "right": "issue:7267", + "accept": true, + "reason": "Both report `train_controlnet.py` failing on valid local dataset loading, and the second is a much shorter restatement of the same underlying bug." + }, + { + "left": "issue:5577", + "right": "issue:6183", + "accept": false, + "reason": "Both are conversion/loading issues, but one is a `ControlNetModel.from_single_file` KeyError and the other is an SDXL shape mismatch; different failures." + }, + { + "left": "issue:9501", + "right": "issue:9727", + "accept": false, + "reason": "Both involve FLUX DreamBooth saving, but one is a delayed save and the other is a multigpu save problem; not clearly the same code-path bug." + }, + { + "left": "issue:2089", + "right": "issue:3094", + "accept": false, + "reason": "Both are OOM training reports, but they are for different scripts and contexts; the shared symptom is too broad to treat as a duplicate." + }, + { + "left": "issue:1495", + "right": "issue:7147", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different modules." + }, + { + "left": "issue:3008", + "right": "issue:3184", + "accept": true, + "reason": "Both point to `lpw_stable_diffusion` mishandling generator inputs on the same pipeline/code path, so they look like the same bug." + }, + { + "left": "issue:12195", + "right": "issue:7185", + "accept": false, + "reason": "`torch.library.custom_op` missing in PyTorch 2.3.1 is a specific compatibility break, while the other issue is a broad question about PyTorch 2.2.0 support." + }, + { + "left": "issue:5661", + "right": "issue:5917", + "accept": false, + "reason": "These are different import/version failures in different parts of the library." + }, + { + "left": "issue:2774", + "right": "issue:4000", + "accept": false, + "reason": "Both are conversion-related, but one is ControlNet safetensors conversion and the other is Stable Diffusion 2.0 ckpt conversion; too broad to merge." + }, + { + "left": "issue:11948", + "right": "issue:7209", + "accept": false, + "reason": "Both involve offline loading, but one is `from_pretrained` on WanTransformer3DModel and the other is `from_single_file` on a local safetensor; different API paths." + }, + { + "left": "issue:12458", + "right": "issue:12645", + "accept": false, + "reason": "Batch inference/feature-request discussion is not the same as a slowdown comparison against ComfyUI." + }, + { + "left": "issue:3631", + "right": "issue:4580", + "accept": false, + "reason": "Different pipelines and failures: latents in inpainting vs `use_karras_sigmas` in UniPC scheduling." + }, + { + "left": "issue:5846", + "right": "issue:6073", + "accept": false, + "reason": "A specific `resume_from_checkpoint` error in SDXL LoRA training is unrelated to a beginner help/setup request." + }, + { + "left": "issue:2392", + "right": "issue:2560", + "accept": false, + "reason": "One is a prompt_embeds validation bug; the other is differing outputs with generator lists. They do not share the same failure mode." + }, + { + "left": "issue:2459", + "right": "issue:771", + "accept": false, + "reason": "Different training-time compatibility issues (`xformers` enablement vs BF16 support) with no shared bug path." + }, + { + "left": "issue:2891", + "right": "issue:5465", + "accept": false, + "reason": "Docs/support mismatch for embeds in an upscale pipeline is unrelated to DPM++ artifact issues." + }, + { + "left": "issue:10472", + "right": "issue:10848", + "accept": false, + "reason": "One is a LoRA `lora_bias` constructor argument error; the other is a `load_model_dict_into_meta` `device` keyword error. Different APIs and failures." + }, + { + "left": "issue:8494", + "right": "issue:852", + "accept": false, + "reason": "Both are unexpected keyword-argument errors, but for different options (`force_hooks` vs `device_map`) and different versions/platforms." + }, + { + "left": "issue:2294", + "right": "issue:7147", + "accept": false, + "reason": "Different missing imports (`StableDiffusionVideoInpaintPipeline` vs `StableCascadeDecoderPipeline`) and not the same underlying issue." + }, + { + "left": "issue:6183", + "right": "issue:7210", + "accept": false, + "reason": "`from_single_file` shape mismatch and `named_parameters` missing during accelerate dispatch are separate pipeline/model integration bugs." + }, + { + "left": "issue:3112", + "right": "issue:5314", + "accept": false, + "reason": "Both are ControlNet-related, but they are different pipeline features rather than the same change." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The core anchor choice is reasonable, but the reasoning is a bit too strong for the packet. In particular, calling issue:2772 the cluster\u2019s \"only clear duplicate-like thread\" overstates the evidence because the packet also supports another accepted duplicate-like pair (issue:3008 / issue:3184). Also, describing issue:7267 as a \"follow-up\" is not directly grounded in the provided data. The rest of the soft-edge calls look appropriately conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 35, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1013", + "issue:10994", + "issue:11045", + "issue:11127", + "issue:1181", + "issue:1214", + "issue:12195", + "issue:12666", + "issue:13277", + "issue:13319", + "issue:1538", + "issue:1614", + "issue:1962", + "issue:2163", + "issue:2371", + "issue:2480", + "issue:3221", + "issue:3450", + "issue:3694", + "issue:4210", + "issue:4480", + "issue:4566", + "issue:4616", + "issue:4708", + "issue:4724", + "issue:5025", + "issue:5128", + "issue:5226", + "issue:5442", + "issue:5633", + "issue:579", + "issue:5931", + "issue:6574", + "issue:6791", + "issue:692", + "issue:7223", + "issue:7239", + "issue:7243", + "issue:7483", + "issue:7708", + "issue:7871", + "issue:8659", + "issue:9343", + "issue:9525", + "issue:9803", + "issue:9914", + "issue:993", + "issue:9971" + ], + "soft_pairs": [ + "issue:12195|issue:12666", + "issue:1013|issue:1538", + "issue:2371|issue:2480", + "issue:4708|issue:5025", + "issue:9803|issue:9914", + "issue:1181|issue:692", + "issue:4480|issue:5931", + "issue:10994|issue:11045", + "issue:4566|issue:7239", + "issue:11127|issue:9971", + "issue:5442|issue:7243", + "issue:4724|issue:6574", + "issue:3221|issue:3450", + "issue:579|issue:7708", + "issue:4616|issue:7483", + "issue:5128|issue:7871", + "issue:1214|issue:5226", + "issue:1962|issue:7223", + "issue:4210|issue:5633", + "issue:9343|issue:9525", + "issue:1614|issue:993", + "issue:13277|issue:13319", + "issue:2163|issue:3694", + "issue:6791|issue:8659" + ], + "prepared_review_unit_hash": "288343a31a244270d462d2ea8d4d26be16ea93cc94abac4086d205d6b96b2006", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34034, + "estimated_input_tokens": 8509, + "estimated_eval_tokens": 17274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and not a true duplicate set. The only likely duplicate pair is the SDXL LoRA conversion-script reports (4616/7483); the rest look like distinct bugs, feature requests, or unrelated failure modes.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 7483 is the clearest, most specific report of the SDXL LoRA conversion-script failure, and it matches the only plausible duplicate pair in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "7483 is the best duplicate target here because it describes a concrete, actionable SDXL LoRA conversion problem with the most precise scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:12195", + "right": "issue:12666", + "accept": false, + "reason": "Different problems: PyTorch custom_op incompatibility vs a missing pipeline feature." + }, + { + "left": "issue:1013", + "right": "issue:1538", + "accept": false, + "reason": "Both mention StableDiffusionMegaPipeline, but one is a version incompatibility and the other is a model-specific failure." + }, + { + "left": "issue:2371", + "right": "issue:2480", + "accept": false, + "reason": "Dreambooth-related, but the symptoms differ: missing outputs vs checkpoint directory structure." + }, + { + "left": "issue:4708", + "right": "issue:5025", + "accept": false, + "reason": "Both are import issues, but one is a generic diffusers.utils import error and the other is a specific randn_tensor import failure." + }, + { + "left": "issue:9803", + "right": "issue:9914", + "accept": false, + "reason": "Both involve Flux LoRA loading, but they appear to be different code paths and failure modes." + }, + { + "left": "issue:1181", + "right": "issue:692", + "accept": false, + "reason": "Training from scratch is not the same as asking for a fine-tuning example." + }, + { + "left": "issue:4480", + "right": "issue:5931", + "accept": false, + "reason": "One is an MPS fp16 kernel crash; the other is nondeterministic generation." + }, + { + "left": "issue:10994", + "right": "issue:11045", + "accept": false, + "reason": "Same script family, but batch-size crash and model-loading crash are different bugs." + }, + { + "left": "issue:4566", + "right": "issue:7239", + "accept": false, + "reason": "Checkpoint resume failure vs SDXL LoRA shape mismatch are distinct issues." + }, + { + "left": "issue:11127", + "right": "issue:9971", + "accept": false, + "reason": "Different components: QwenImage/Ulysses batch-input failure vs Flux scheduler behavior." + }, + { + "left": "issue:5442", + "right": "issue:7243", + "accept": false, + "reason": "Different pipelines/features; only a broad diffusion-model similarity." + }, + { + "left": "issue:4724", + "right": "issue:6574", + "accept": false, + "reason": "Img2Img checkpoint behavior and SVD tensor warning are unrelated." + }, + { + "left": "issue:3221", + "right": "issue:3450", + "accept": false, + "reason": "Both are loading-related, but they target different APIs and failures." + }, + { + "left": "issue:579", + "right": "issue:7708", + "accept": false, + "reason": "Both mention config.json, but one is textual inversion and the other is an SDXL model packaging issue." + }, + { + "left": "issue:4616", + "right": "issue:7483", + "accept": true, + "reason": "Same underlying bug family: the LoRA-to-Diffusers conversion script failing for SDXL base models." + }, + { + "left": "issue:5128", + "right": "issue:7871", + "accept": false, + "reason": "Single-file loading error vs blockwise-scale LoRA error are different problems." + }, + { + "left": "issue:1214", + "right": "issue:5226", + "accept": false, + "reason": "Half-precision CLIPTextModel issue is unrelated to LoRA loading in StableDiffusionXLAdapterPipeline." + }, + { + "left": "issue:1962", + "right": "issue:7223", + "accept": false, + "reason": "One is a generic video-generation request; the other is a specific Latte feature proposal." + }, + { + "left": "issue:4210", + "right": "issue:5633", + "accept": false, + "reason": "UNet attention_mask usage question is unrelated to a transformer_temporal.py bug." + }, + { + "left": "issue:9343", + "right": "issue:9525", + "accept": false, + "reason": "Both are Flux-related, but model-loading flags and lora_scale behavior are different code paths." + }, + { + "left": "issue:1614", + "right": "issue:993", + "accept": false, + "reason": "Both involve precision, but one is black outputs and the other is a dtype mismatch error." + }, + { + "left": "issue:13277", + "right": "issue:13319", + "accept": false, + "reason": "Same model family, but forward batch-input failure and backward-pass failure are not the same bug." + }, + { + "left": "issue:2163", + "right": "issue:3694", + "accept": false, + "reason": "Training script dtype mismatch vs missing model files are different setup/runtime problems." + }, + { + "left": "issue:6791", + "right": "issue:8659", + "accept": false, + "reason": "Same example script, but a general run failure is not the same as resume/inference-loading problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted 4616/7483 pair is plausibly the same SDXL LoRA conversion-script bug from the titles alone, and the other soft-edge rejections are reasonable given the differing failure modes or feature requests." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 36, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10169", + "issue:10591", + "issue:10671", + "issue:10722", + "issue:11314", + "issue:11417", + "issue:1214", + "issue:1976", + "issue:2132", + "issue:2459", + "issue:2941", + "issue:3094", + "issue:3325", + "issue:3706", + "issue:3884", + "issue:4389", + "issue:4492", + "issue:4593", + "issue:4697", + "issue:4872", + "issue:5963", + "issue:6028", + "issue:6137", + "issue:6176", + "issue:6383", + "issue:6415", + "issue:6548", + "issue:6741", + "issue:6914", + "issue:7057", + "issue:7185", + "issue:7405", + "issue:7513", + "issue:7589", + "issue:8236", + "issue:8307", + "issue:8534", + "issue:861", + "issue:8613", + "issue:8708", + "issue:8839", + "issue:8909", + "issue:9141", + "issue:9343", + "issue:9450", + "issue:9548", + "issue:9799", + "issue:9857" + ], + "soft_pairs": [ + "issue:5963|issue:6028", + "issue:4593|issue:4697", + "issue:6383|issue:7185", + "issue:6176|issue:8839", + "issue:7513|issue:9548", + "issue:3094|issue:4872", + "issue:1214|issue:7589", + "issue:9799|issue:9857", + "issue:10671|issue:9450", + "issue:7057|issue:861", + "issue:2132|issue:6741", + "issue:3706|issue:7405", + "issue:4389|issue:9343", + "issue:4697|issue:6176", + "issue:6137|issue:8236", + "issue:10722|issue:9857", + "issue:6415|issue:6914", + "issue:8613|issue:8909", + "issue:2941|issue:6548", + "issue:10591|issue:11314", + "issue:10169|issue:1976", + "issue:3325|issue:3884", + "issue:11417|issue:4492", + "issue:2459|issue:7057", + "issue:8307|issue:9141", + "issue:8534|issue:8708" + ], + "prepared_review_unit_hash": "966490c542651aeb8a3b5f57448c152f626c680d23b0f2b86f5d3631e1ade51f", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 34795, + "estimated_input_tokens": 8699, + "estimated_eval_tokens": 17654 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only broadly similar (same model family or same kind of error) and should not be merged. The only clear duplicate-like match is the multi-GPU LR scheduler step-count bug: #6137 and #8236.", + "confidence": 0.93, + "canonical_issue_reason": "#6137 is the broader, more general report of the underlying scheduler step-count bug in multi-GPU training, so it is the best canonical issue for the duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#6137 best represents the shared issue because it states the core bug directly, while #8236 is a later, more specific manifestation tied to `--num_train_epochs` in examples.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5963", + "right": "issue:6028", + "accept": false, + "reason": "Both are Kandinsky 3.0, but one is about embeds-vs-prompts behavior and the other is CUDA OOM; different bugs." + }, + { + "left": "issue:4593", + "right": "issue:4697", + "accept": false, + "reason": "Both concern LoRA loading, but one is a rank mismatch with an A1111 LoRA and the other is a specific LoRA failing after an update; not the same concrete failure." + }, + { + "left": "issue:6383", + "right": "issue:7185", + "accept": false, + "reason": "Multi-stage learning rates vs PyTorch 2.2 compatibility are unrelated topics." + }, + { + "left": "issue:6176", + "right": "issue:8839", + "accept": false, + "reason": "Both mention LoRA weights, but one is post-training DreamBooth LoRA loading and the other is an SD3 LoRA weight error; different code paths." + }, + { + "left": "issue:7513", + "right": "issue:9548", + "accept": false, + "reason": "Different models and symptoms: SDXL DreamBooth resource issues vs FLUX DreamBooth LoRA training issues." + }, + { + "left": "issue:3094", + "right": "issue:4872", + "accept": false, + "reason": "Both are OOM reports, but they affect different training scripts/models and likely different causes." + }, + { + "left": "issue:1214", + "right": "issue:7589", + "accept": false, + "reason": "Half-precision CLIPTextModel failure is unrelated to GLIGEN not working." + }, + { + "left": "issue:9799", + "right": "issue:9857", + "accept": false, + "reason": "Both are tensor-size mismatch errors, but the model, script, and failure context differ; too generic to treat as the same bug." + }, + { + "left": "issue:10671", + "right": "issue:9450", + "accept": false, + "reason": "One is a deterministic dtype/device lookup issue in DiffusionPipeline; the other is a multi-GPU device placement problem in FluxPipeline." + }, + { + "left": "issue:7057", + "right": "issue:861", + "accept": false, + "reason": "A checkpoint loading failure is not the same as a ckpt-to-diffusers conversion problem." + }, + { + "left": "issue:2132", + "right": "issue:6741", + "accept": false, + "reason": "Different script-specific errors: missing `trackers` on Accelerator vs missing `no_flip` on Namespace." + }, + { + "left": "issue:3706", + "right": "issue:7405", + "accept": false, + "reason": "They are both model announcements, not the same bug or change." + }, + { + "left": "issue:4389", + "right": "issue:9343", + "accept": false, + "reason": "ControlNet loading failure vs FLUX loading with `low_cpu_mem_usage=False` and `ignore_mismatched_sizes=True` are different problems." + }, + { + "left": "issue:4697", + "right": "issue:6176", + "accept": false, + "reason": "Both involve LoRA-related loading, but they describe different workflows and failure modes." + }, + { + "left": "issue:6137", + "right": "issue:8236", + "accept": true, + "reason": "These describe the same underlying LR scheduler step-count bug under multi-GPU training; #8236 is a later, more specific report of the same issue." + }, + { + "left": "issue:10722", + "right": "issue:9857", + "accept": false, + "reason": "Both are tensor mismatch errors, but they occur in different FLUX training scenarios with different shapes and contexts." + }, + { + "left": "issue:6415", + "right": "issue:6914", + "accept": false, + "reason": "One is about unsupported IP-Adapter-FaceID/FaceID plus, the other is an AttributeError from `enable_model_cpu_offload()`." + }, + { + "left": "issue:8613", + "right": "issue:8909", + "accept": false, + "reason": "OOM while using `caption_column` is unrelated to problems saving `text_encoder_ti` in a DreamBooth LoRA script." + }, + { + "left": "issue:2941", + "right": "issue:6548", + "accept": false, + "reason": "Scheduler quality issue vs img2img RGBA latent misclassification are unrelated." + }, + { + "left": "issue:10591", + "right": "issue:11314", + "accept": false, + "reason": "Both are training-script complaints, but they target different models and different bugs." + }, + { + "left": "issue:10169", + "right": "issue:1976", + "accept": false, + "reason": "Missing `config.json` is too generic here; #1976 is specifically about an incorrect `tokenizer/config.json` lookup, not the same reported failure." + }, + { + "left": "issue:3325", + "right": "issue:3884", + "accept": false, + "reason": "CUDA invalid argument in DreamBooth is not the same as an error using `train_text_to_image_lora.py`." + }, + { + "left": "issue:11417", + "right": "issue:4492", + "accept": false, + "reason": "DistributedDataParallel missing `dtype` and a `false` NameError are unrelated." + }, + { + "left": "issue:2459", + "right": "issue:7057", + "accept": false, + "reason": "xFormers attention not working in a LoRA training script is unrelated to a checkpoint loading issue." + }, + { + "left": "issue:8307", + "right": "issue:9141", + "accept": false, + "reason": "Missing `StableCascadeUNet` and missing `FluxPipeline.from_single_file()` are different API gaps." + }, + { + "left": "issue:8534", + "right": "issue:8708", + "accept": false, + "reason": "Both are SD3 training-script issues, but one is logit-normal weighting and the other is a missing `vae.config.shift_factor`; different concrete bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The #6137/#8236 match is well supported by the titles, and the other pairs are reasonably rejected as different bugs rather than over-merged on superficial similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 37, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10128", + "issue:10381", + "issue:10798", + "issue:10928", + "issue:11117", + "issue:11396", + "issue:1166", + "issue:12657", + "issue:13249", + "issue:1398", + "issue:1475", + "issue:1552", + "issue:1614", + "issue:1976", + "issue:2089", + "issue:2299", + "issue:2857", + "issue:3032", + "issue:3325", + "issue:3497", + "issue:3706", + "issue:3764", + "issue:4000", + "issue:4229", + "issue:4453", + "issue:4566", + "issue:4648", + "issue:4701", + "issue:4708", + "issue:4736", + "issue:4969", + "issue:5578", + "issue:5919", + "issue:5934", + "issue:6444", + "issue:6794", + "issue:7133", + "issue:7681", + "issue:7728", + "issue:7757", + "issue:7854", + "issue:8414", + "issue:8500", + "issue:8557", + "issue:8614", + "issue:8833", + "issue:8939", + "issue:9421" + ], + "soft_pairs": [ + "issue:6444|issue:7728", + "issue:8500|issue:8557", + "issue:1398|issue:1552", + "issue:3706|issue:8414", + "issue:10381|issue:10798", + "issue:1166|issue:1475", + "issue:3325|issue:4701", + "issue:10128|issue:2857", + "issue:11396|issue:4453", + "issue:4648|issue:5578", + "issue:4708|issue:4969", + "issue:3764|issue:5934", + "issue:10928|issue:8939", + "issue:6794|issue:7681", + "issue:8614|issue:8833", + "issue:11117|issue:7854", + "issue:2299|issue:4000", + "issue:1976|issue:9421", + "issue:2089|issue:4736", + "issue:1398|issue:1614", + "issue:4566|issue:7133", + "issue:12657|issue:13249", + "issue:4229|issue:7757", + "issue:3032|issue:3497", + "issue:3497|issue:5919" + ], + "prepared_review_unit_hash": "00021578414f3cc04c550e40b5eef149bd3d779357e1a0397e9cc8b3e2055362", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34988, + "estimated_input_tokens": 8747, + "estimated_eval_tokens": 17750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of support/issues around model loading, training, precision, and quantization. Only the SD3 token-limit pair looks like a true duplicate; the rest are related only at a broad subsystem level and should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": "issue:8557 is the clearest, most specific representative of the only true duplicate pair (SD3 token limit in training).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:8557 is the best global issue candidate because it is the most precise statement of the shared SD3 training token-limit bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:6444", + "right": "issue:7728", + "accept": false, + "reason": "Both are SDXL LoRA/accelerate training failures, but the reported errors differ (peft_config/checkpointing vs accelerate error) and do not look like one concrete bug." + }, + { + "left": "issue:8500", + "right": "issue:8557", + "accept": true, + "reason": "Same underlying SD3 training token-limit problem; titles and scope match closely enough to treat as duplicates." + }, + { + "left": "issue:1398", + "right": "issue:1552", + "accept": false, + "reason": "Both mention Stable Diffusion 2 on Apple/MPS-related settings, but one is a platform compatibility issue and the other is attention slicing behavior; not the same bug." + }, + { + "left": "issue:3706", + "right": "issue:8414", + "accept": false, + "reason": "Both are model-related announcements/requests, but Wuerstchen and ConsistencyTTA are different models and changes." + }, + { + "left": "issue:10381", + "right": "issue:10798", + "accept": false, + "reason": "Both involve Flux quantization, but one is inference with quantization+LoRA/Quanto and the other is a bitsandbytes device-combination bug; too different to merge." + }, + { + "left": "issue:1166", + "right": "issue:1475", + "accept": false, + "reason": "Different training scenarios and failures; one is TPU textual inversion saving hang, the other is mixed class-image DreamBooth/textual inversion training." + }, + { + "left": "issue:3325", + "right": "issue:4701", + "accept": false, + "reason": "Different runtime errors in different paths (CUDA invalid argument during DreamBooth vs AutoencoderKL CUDA error when differentiating)." + }, + { + "left": "issue:10128", + "right": "issue:2857", + "accept": false, + "reason": "Both are feature-support questions, but fastercache and UniDiffuser are unrelated requests." + }, + { + "left": "issue:11396", + "right": "issue:4453", + "accept": false, + "reason": "Both ask about LoRA conversion, but they target different ecosystems and formats (ComfyUI vs AUTO1111) and are not the same change." + }, + { + "left": "issue:4648", + "right": "issue:5578", + "accept": false, + "reason": "Both are missing-file loading errors, but they reference different expected files/configs and different model-loading failures." + }, + { + "left": "issue:4708", + "right": "issue:4969", + "accept": false, + "reason": "Import errors in the same library area, but the missing symbols/modules differ and do not point to one specific defect." + }, + { + "left": "issue:3764", + "right": "issue:5934", + "accept": false, + "reason": "Both involve torch.compile, but one is an interpreter-shutdown backend failure and the other is a general compile error; not the same bug." + }, + { + "left": "issue:10928", + "right": "issue:8939", + "accept": false, + "reason": "Both are model-loading issues, but one is a missing fp16 weight file and the other is a tokenizer loading failure for SD3; different root causes." + }, + { + "left": "issue:6794", + "right": "issue:7681", + "accept": false, + "reason": "Both are import-time failures, but they come from unrelated modules and error causes." + }, + { + "left": "issue:8614", + "right": "issue:8833", + "accept": false, + "reason": "Both complain about config.json missing, but they involve different models and loading contexts; too broad to unify." + }, + { + "left": "issue:11117", + "right": "issue:7854", + "accept": false, + "reason": "Both are dtype mismatch runtime errors, but the exact mismatch and affected pipeline differ." + }, + { + "left": "issue:2299", + "right": "issue:4000", + "accept": false, + "reason": "One asks about fine-tuned checkpoints in Diffusers; the other asks about converting SD2 ckpt to Diffusers format. Related topic, not same bug/change." + }, + { + "left": "issue:1976", + "right": "issue:9421", + "accept": false, + "reason": "Both are tokenizer/path loading errors, but they concern different model identifiers and likely different missing artifacts." + }, + { + "left": "issue:2089", + "right": "issue:4736", + "accept": false, + "reason": "Both are memory-related training issues, but they affect different scripts/models and one includes an invalid-value cast error; not the same defect." + }, + { + "left": "issue:1398", + "right": "issue:1614", + "accept": false, + "reason": "Different Stable Diffusion 2/MPS vs autocast-black-image failures; no clear shared underlying bug." + }, + { + "left": "issue:4566", + "right": "issue:7133", + "accept": false, + "reason": "Both involve resuming SDXL LoRA training from checkpoints, but the evidence is insufficient to say they are the same concrete failure." + }, + { + "left": "issue:12657", + "right": "issue:13249", + "accept": false, + "reason": "Different model-specific regressions: quantized Qwen Image Edit vs Z-Image LoRA support." + }, + { + "left": "issue:4229", + "right": "issue:7757", + "accept": false, + "reason": "Both are multi-GPU training problems, but one is an accelerated DreamBooth error and the other is ControlNet OOM; not one bug." + }, + { + "left": "issue:3032", + "right": "issue:3497", + "accept": false, + "reason": "Both are missing pipeline methods, but they are different methods/classes and separate API issues." + }, + { + "left": "issue:3497", + "right": "issue:5919", + "accept": false, + "reason": "Different API breakages: missing from_ckpt on a pipeline vs missing set_lora_layer on Linear." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, issue:8500 / issue:8557, is well supported by the SD3 token-limit titles, and the rest of the soft-edge verdicts appropriately avoid overclaiming duplication from broad topical similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 38, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10453", + "issue:10650", + "issue:10760", + "issue:11417", + "issue:11839", + "issue:12009", + "issue:1214", + "issue:1925", + "issue:2091", + "issue:3061", + "issue:3325", + "issue:3382", + "issue:3454", + "issue:3774", + "issue:4213", + "issue:4325", + "issue:4375", + "issue:5314", + "issue:5455", + "issue:5465", + "issue:5474", + "issue:5502", + "issue:5811", + "issue:5884", + "issue:5897", + "issue:6096", + "issue:6131", + "issue:6159", + "issue:6226", + "issue:6351", + "issue:6446", + "issue:6492", + "issue:6548", + "issue:6561", + "issue:6821", + "issue:7418", + "issue:7619", + "issue:7681", + "issue:7735", + "issue:7848", + "issue:8871", + "issue:9208", + "issue:9497", + "issue:9548", + "issue:964", + "issue:9643", + "issue:9727", + "issue:9799" + ], + "soft_pairs": [ + "issue:4325|issue:6492", + "issue:5811|issue:5884", + "issue:3325|issue:7619", + "issue:1925|issue:964", + "issue:6226|issue:6446", + "issue:11417|issue:6351", + "issue:5314|issue:5474", + "issue:3454|issue:5502", + "issue:5465|issue:6159", + "issue:1214|issue:4213", + "issue:6131|issue:6561", + "issue:2091|issue:3382", + "issue:10453|issue:9643", + "issue:4375|issue:6096", + "issue:10650|issue:11839", + "issue:2091|issue:3774", + "issue:9497|issue:9727", + "issue:3061|issue:6548", + "issue:6821|issue:7735", + "issue:9497|issue:9799", + "issue:5455|issue:5897", + "issue:10760|issue:7681", + "issue:7418|issue:7848", + "issue:8871|issue:9548", + "issue:12009|issue:9208" + ], + "prepared_review_unit_hash": "bc55ddf53b56ff5edb778c7a748964f2ec886125a6cee8c286b441907ea0cb0f", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35013, + "estimated_input_tokens": 8754, + "estimated_eval_tokens": 17764 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed set of superficially similar issues. The only likely duplicate pair is the two black-image generation reports; the rest are distinct bugs, model-loading failures, or training/config errors that just share broad subsystem keywords.", + "confidence": 0.61, + "canonical_issue_reason": "issue:6492 is the clearest canonical target for the black-image symptom: it is broader and more general than issue:4325, which includes a more specific SDXL warning but the same visible failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:6492 is the best representative issue overall because it matches the only strong duplicate pair and is phrased as the general user-facing symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4325", + "right": "issue:6492", + "accept": true, + "reason": "Both report black images during generation; 4325 adds a warning, but the core symptom and likely fix area are the same." + }, + { + "left": "issue:5811", + "right": "issue:5884", + "accept": false, + "reason": "One is about callback_on_step_end support, the other about IP-Adapter support; different features and different code paths." + }, + { + "left": "issue:3325", + "right": "issue:7619", + "accept": false, + "reason": "Both are Dreambooth-related, but one is a CUDA invalid-argument crash and the other is a channel-shape error; not the same bug." + }, + { + "left": "issue:1925", + "right": "issue:964", + "accept": false, + "reason": "Both mention inpainting, but 1925 is specifically half-precision failure while 964 is a general inpainting example failure." + }, + { + "left": "issue:6226", + "right": "issue:6446", + "accept": false, + "reason": "These describe unrelated loading problems in different contexts; shared diffusion-model loading is too broad to merge." + }, + { + "left": "issue:11417", + "right": "issue:6351", + "accept": false, + "reason": "Both involve DDP wrapper attribute access, but one is missing dtype and the other is missing disable_adapters; different concrete failures." + }, + { + "left": "issue:5314", + "right": "issue:5474", + "accept": false, + "reason": "A new pipeline request and a different reference-only pipeline proposal are not the same bug or change." + }, + { + "left": "issue:3454", + "right": "issue:5502", + "accept": false, + "reason": "Different training scripts and different failures; one is a latest-version runtime issue, the other is fp16 support in custom diffusion training." + }, + { + "left": "issue:5465", + "right": "issue:6159", + "accept": false, + "reason": "Both are parameter-support gaps, but for different pipelines and different arguments; not one underlying defect." + }, + { + "left": "issue:1214", + "right": "issue:4213", + "accept": false, + "reason": "Half-precision CLIPTextModel failure and missing-accelerate from_single_file loading are unrelated." + }, + { + "left": "issue:6131", + "right": "issue:6561", + "accept": false, + "reason": "One is an IP-Adapter feature not working, the other is a missing config file for a model repo; different root causes." + }, + { + "left": "issue:2091", + "right": "issue:3382", + "accept": false, + "reason": "Checkpoint resume/multi-GPU behavior and multi-GPU OOM are different training issues." + }, + { + "left": "issue:10453", + "right": "issue:9643", + "accept": false, + "reason": "Both are model capability limitations, but batch-size >1 for Hunyuan Video is unrelated to multiple ControlNets in Flux." + }, + { + "left": "issue:4375", + "right": "issue:6096", + "accept": false, + "reason": "Both involve torch.compile crashes, but the model paths and exceptions differ; too broad to treat as one bug." + }, + { + "left": "issue:10650", + "right": "issue:11839", + "accept": false, + "reason": "Both are invalid-size errors, but they affect different models/pipelines and likely different shape assumptions." + }, + { + "left": "issue:2091", + "right": "issue:3774", + "accept": false, + "reason": "Checkpoint resumption and ZeRO3 memory savings are separate training concerns, not the same bug." + }, + { + "left": "issue:9497", + "right": "issue:9727", + "accept": false, + "reason": "Both are Flux dreambooth issues, but one is a matmul shape error and the other is a multigpu save problem." + }, + { + "left": "issue:3061", + "right": "issue:6548", + "accept": false, + "reason": "A reproducibility complaint is not the same as an RGBA latents-handling bug in img2img." + }, + { + "left": "issue:6821", + "right": "issue:7735", + "accept": false, + "reason": "Both mention caption_column, but one is about an invalid allowed value and the other about a missing column; different validation failures." + }, + { + "left": "issue:9497", + "right": "issue:9799", + "accept": false, + "reason": "Different runtime shape mismatches in different Flux-related contexts; no clear shared code-path." + }, + { + "left": "issue:5455", + "right": "issue:5897", + "accept": false, + "reason": "A notebook subprocess failure and a device-mismatch LoRA training error are unrelated." + }, + { + "left": "issue:10760", + "right": "issue:7681", + "accept": false, + "reason": "Importing a removed class and an OpenSSL/X509 import failure are unrelated import-time errors." + }, + { + "left": "issue:7418", + "right": "issue:7848", + "accept": false, + "reason": "These are different community pipelines with different decoding/implementation issues." + }, + { + "left": "issue:8871", + "right": "issue:9548", + "accept": false, + "reason": "An fp16 gradient unscale failure and a Flux Dreambooth multigpu save issue are distinct training bugs." + }, + { + "left": "issue:12009", + "right": "issue:9208", + "accept": false, + "reason": "Both are from_single_file loading failures, but they concern different models and formats; not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative overall. The only accepted soft pair, issue:4325 \u2194 issue:6492, is supported by the shared black-image symptom, and the rest of the rejections avoid overclaiming duplicate status from broad subsystem similarity. The summary matches the evidence without overstating it." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 39, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1082", + "issue:11247", + "issue:11410", + "issue:12587", + "issue:1260", + "issue:12699", + "issue:12720", + "issue:13073", + "issue:1672", + "issue:1976", + "issue:222", + "issue:2299", + "issue:2331", + "issue:2437", + "issue:2578", + "issue:281", + "issue:3061", + "issue:3152", + "issue:4213", + "issue:4483", + "issue:4566", + "issue:4911", + "issue:4969", + "issue:5128", + "issue:579", + "issue:5897", + "issue:6146", + "issue:6154", + "issue:6203", + "issue:6218", + "issue:6353", + "issue:6415", + "issue:6561", + "issue:684", + "issue:6964", + "issue:6967", + "issue:7146", + "issue:7147", + "issue:725", + "issue:7757", + "issue:8686", + "issue:8939", + "issue:8956", + "issue:9051", + "issue:9527", + "issue:9667", + "issue:9841" + ], + "soft_pairs": [ + "issue:1672|issue:2299", + "issue:3152|issue:4969", + "issue:1260|issue:7147", + "issue:12699|issue:12720", + "issue:4911|issue:5128", + "issue:2578|issue:4213", + "issue:6353|issue:7146", + "issue:6154|issue:6967", + "issue:6415|issue:6561", + "issue:11247|issue:9527", + "issue:2331|issue:2437", + "issue:222|issue:684", + "issue:1082|issue:5897", + "issue:12587|issue:6203", + "issue:4566|issue:9841", + "issue:1976|issue:579", + "issue:6146|issue:7757", + "issue:6218|issue:6964", + "issue:11410|issue:9667", + "issue:281|issue:725", + "issue:8939|issue:8956", + "issue:13073|issue:9051", + "issue:3061|issue:4483", + "issue:6964|issue:8686" + ], + "prepared_review_unit_hash": "fd99d15f6d3508c1c6e6c5af9e00f5202ed36bd812da6a18df2b0419fb824159", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33950, + "estimated_input_tokens": 8488, + "estimated_eval_tokens": 17232 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly thematically related diffusers issues, but the proposed soft pairs do not describe the same concrete bug/change. They span different models, pipelines, training scripts, and failure modes, so none should be merged as duplicates from the available evidence.", + "confidence": 0.81, + "canonical_issue_reason": "Issue #2331 is the broadest, most central ControlNet feature request in the set and has the strongest discussion/inbound-reference signal, making it the best representative issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #2331 is the most suitable global issue representative because it anchors the ControlNet pipeline area that several other issues touch, while still being a distinct, well-scoped canonical discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1672", + "right": "issue:2299", + "accept": false, + "reason": "Both concern converted Stable Diffusion checkpoints, but one is about output image size after ckpt-to-diffusers conversion and the other is about loading fast-stable-diffusion fine-tuned checkpoints; different failure modes." + }, + { + "left": "issue:3152", + "right": "issue:4969", + "accept": false, + "reason": "Both are import errors, but they involve unrelated TensorFlow and diffusers symbols/modules, so they are not the same bug." + }, + { + "left": "issue:1260", + "right": "issue:7147", + "accept": false, + "reason": "Both are import-name problems, but they target different missing pipeline classes and different releases/features." + }, + { + "left": "issue:12699", + "right": "issue:12720", + "accept": false, + "reason": "One is about video quality degrading after repeated prompt calls, the other about quantizing Wan 2.2 VACE after loading LoRA; different behavior and code path." + }, + { + "left": "issue:4911", + "right": "issue:5128", + "accept": false, + "reason": "Both involve from_single_file loading, but one is a custom text encoder loading problem and the other is a local safetensors model loading issue." + }, + { + "left": "issue:2578", + "right": "issue:4213", + "accept": false, + "reason": "Editable install failure vs. SDXL from_single_file requiring accelerate; related packaging/loading area, but not the same underlying defect." + }, + { + "left": "issue:6353", + "right": "issue:7146", + "accept": false, + "reason": "Both mention SDXL training and errors, but one is a controlnet training example failure while the other is a CUDA OOM during text-to-image fine-tuning." + }, + { + "left": "issue:6154", + "right": "issue:6967", + "accept": false, + "reason": "Both are SDXL training issues, but one is on M2 Mac LoRA training and the other is a prior-preservation shape mismatch in an advanced DreamBooth LoRA script." + }, + { + "left": "issue:6415", + "right": "issue:6561", + "accept": false, + "reason": "Both are about IP-Adapter-related support/loading, but one is FaceID feature support and the other is a missing image_encoder config file." + }, + { + "left": "issue:11247", + "right": "issue:9527", + "accept": false, + "reason": "Both mention multi-GPU/controlnet/Flux-style distribution, but one is about distributing FluxTransformer2DModel with controlnet and the other is a dtype mismatch between controlnet and main pipeline." + }, + { + "left": "issue:2331", + "right": "issue:2437", + "accept": false, + "reason": "Different feature requests: ControlNet pipeline versus T2I-Adapter pipeline. Same ecosystem, not the same change." + }, + { + "left": "issue:222", + "right": "issue:684", + "accept": false, + "reason": "Training runtime error on generic setup vs. AMD-specific memory optimization failure; different environments and causes." + }, + { + "left": "issue:1082", + "right": "issue:5897", + "accept": false, + "reason": "Both are training runtime failures, but one is a CUDA cublas execution error during DreamBooth and the other is a device-mismatch error in LoRA training." + }, + { + "left": "issue:12587", + "right": "issue:6203", + "accept": false, + "reason": "One is a question about context_pre_only usage, the other is about SDXL ControlNet image-size conditioning; not the same bug." + }, + { + "left": "issue:4566", + "right": "issue:9841", + "accept": false, + "reason": "Both are LoRA training issues, but one is resume-from-checkpoint and the other is a TypeError when use_dora is False; different code paths." + }, + { + "left": "issue:1976", + "right": "issue:579", + "accept": false, + "reason": "Both are missing-config/file lookup errors, but they concern different components and assets (tokenizer config vs textual inversion config)." + }, + { + "left": "issue:6146", + "right": "issue:7757", + "accept": false, + "reason": "Both relate to multi-GPU training, but they are different scripts and problems: DreamBooth LoRA multi-GPU vs ControlNet SDXL OOM." + }, + { + "left": "issue:6218", + "right": "issue:6964", + "accept": false, + "reason": "Both involve ControlNet pipelines, but one is batched seeds behavior and the other is 4-channel UNet support; not the same defect." + }, + { + "left": "issue:11410", + "right": "issue:9667", + "accept": false, + "reason": "Both reference attention/transformer code, but one is an unpacking error in attention_processor and the other is loading a flux fp8 model with a local transformer file." + }, + { + "left": "issue:281", + "right": "issue:725", + "accept": false, + "reason": "Both concern memory/loading optimizations, but one asks to natively use Accelerate and the other is about adding device map and accelerate to DiffusionPipeline; overlapping area, not duplicate." + }, + { + "left": "issue:8939", + "right": "issue:8956", + "accept": false, + "reason": "Both are model-loading errors for diffusion models, but they affect different model families and tokenizer/model asset layouts." + }, + { + "left": "issue:13073", + "right": "issue:9051", + "accept": false, + "reason": "Both are pipeline capability limitations, but one is ZImageControlNet guidance_scale behavior and the other is FluxPipeline batch inference support." + }, + { + "left": "issue:3061", + "right": "issue:4483", + "accept": false, + "reason": "Both are reproducibility-related, but one is general Stable Diffusion pipeline reproducibility and the other is SDXL generator determinism; similar class of issue, not the same bug." + }, + { + "left": "issue:6964", + "right": "issue:8686", + "accept": false, + "reason": "Both are ControlNet pipeline issues, but one is 4-channel UNet compatibility and the other is SDXLCFGCutoffCallback support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 40, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10026", + "issue:10226", + "issue:10350", + "issue:10569", + "issue:10920", + "issue:11023", + "issue:1305", + "issue:13079", + "issue:1486", + "issue:2185", + "issue:2210", + "issue:2774", + "issue:2875", + "issue:2904", + "issue:2941", + "issue:2947", + "issue:3019", + "issue:3451", + "issue:3565", + "issue:4137", + "issue:4213", + "issue:4483", + "issue:5510", + "issue:5846", + "issue:6082", + "issue:6224", + "issue:6280", + "issue:6481", + "issue:7142", + "issue:7146", + "issue:7178", + "issue:7185", + "issue:7221", + "issue:730", + "issue:7330", + "issue:761", + "issue:7629", + "issue:7782", + "issue:8504", + "issue:852", + "issue:9026", + "issue:9141", + "issue:9270", + "issue:9497", + "issue:9514", + "issue:9810", + "issue:9911" + ], + "soft_pairs": [ + "issue:2904|issue:2947", + "issue:10920|issue:1486", + "issue:5510|issue:6082", + "issue:2941|issue:4483", + "issue:6224|issue:7146", + "issue:10350|issue:10569", + "issue:6481|issue:761", + "issue:7185|issue:9810", + "issue:4213|issue:7178", + "issue:9270|issue:9514", + "issue:1305|issue:3019", + "issue:13079|issue:7629", + "issue:5846|issue:7330", + "issue:2210|issue:8504", + "issue:2774|issue:7782", + "issue:11023|issue:7221", + "issue:4137|issue:7142", + "issue:852|issue:9026", + "issue:10226|issue:9497", + "issue:6280|issue:9141", + "issue:10026|issue:9911", + "issue:6481|issue:730", + "issue:3451|issue:3565", + "issue:2185|issue:2875" + ], + "prepared_review_unit_hash": "304da58e4e207a97290f3551cbc301a3d6f995dab02f2163b60d681c98e6b1e0", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33599, + "estimated_input_tokens": 8400, + "estimated_eval_tokens": 17056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues with superficial title similarity only; none of the soft pairs look like true duplicates or the same fix path.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out: the cluster is heterogeneous (training, schedulers, conversion, memory, LoRA, and pipeline bugs) and the soft pairs are only broad topical overlaps.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 9497 is the most concrete and well-scoped Flux training failure in the set, but it still should not be treated as the umbrella for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2904", + "right": "issue:2947", + "accept": false, + "reason": "Different failures in different components: AudioLDM pipeline scheduler NoneType vs UNet attention-proc attribute missing." + }, + { + "left": "issue:10920", + "right": "issue:1486", + "accept": false, + "reason": "Both involve sample-mode scheduler math, but one is DDIMInverseScheduler first-iteration infs and the other is DDIMScheduler behavior; not the same bug." + }, + { + "left": "issue:5510", + "right": "issue:6082", + "accept": false, + "reason": "Both are dtype mismatch runtime errors, but in different pipelines and with no evidence of the same code path or fix." + }, + { + "left": "issue:2941", + "right": "issue:4483", + "accept": false, + "reason": "One is EulerAncestralDiscreteScheduler output quality, the other SDXL generator nondeterminism; different symptoms and causes." + }, + { + "left": "issue:6224", + "right": "issue:7146", + "accept": false, + "reason": "TorchDynamo fine-tuning issue vs SDXL CUDA OOM during training; same broad area, not the same defect." + }, + { + "left": "issue:10350", + "right": "issue:10569", + "accept": false, + "reason": "Both mention memory use, but for different models/components: SD2.1 VAE decoder vs HunyuanVideo on CPU." + }, + { + "left": "issue:6481", + "right": "issue:761", + "accept": false, + "reason": "DreamBooth batch-size failure and 8-bit Adam failure are distinct training problems with different triggers." + }, + { + "left": "issue:7185", + "right": "issue:9810", + "accept": false, + "reason": "PyTorch version support question vs LoRA module_to_save API gap; unrelated concerns." + }, + { + "left": "issue:4213", + "right": "issue:7178", + "accept": false, + "reason": "Missing from_single_file support for an SDXL pipeline vs export_to_video malfunction; unrelated code paths." + }, + { + "left": "issue:9270", + "right": "issue:9514", + "accept": false, + "reason": "Both concern Flux/LoRA, but one is SimpleTuner training support and the other is loading weights after fp8 quantization." + }, + { + "left": "issue:1305", + "right": "issue:3019", + "accept": false, + "reason": "Completely different feature requests/papers: Direct Inversion vs segment-anything text-guided editing." + }, + { + "left": "issue:13079", + "right": "issue:7629", + "accept": false, + "reason": "Both are OOM reports, but on different models and scenarios: FLUX.2-klein loop vs SVD on old PyTorch." + }, + { + "left": "issue:5846", + "right": "issue:7330", + "accept": false, + "reason": "Both are training-script errors, but one is resume/checkpoint handling and the other is FP16 gradient unscale during LoRA training." + }, + { + "left": "issue:2210", + "right": "issue:8504", + "accept": false, + "reason": "Both are LoRA/text-encoder related, but one requests training the text encoder and the other asks for selecting which encoders to train in SD3-Medium." + }, + { + "left": "issue:2774", + "right": "issue:7782", + "accept": false, + "reason": "Both are conversion/unpickling problems, but they involve different failure modes and file handling paths." + }, + { + "left": "issue:11023", + "right": "issue:7221", + "accept": false, + "reason": "Blurred output in a custom pipeline and noisy output from a model checkpoint are too vague to be the same underlying bug." + }, + { + "left": "issue:4137", + "right": "issue:7142", + "accept": false, + "reason": "Inference mismatch with WebUI in two different contexts; no concrete shared code path or identical defect." + }, + { + "left": "issue:852", + "right": "issue:9026", + "accept": false, + "reason": "Both are API incompatibilities, but against different functions and kwargs; not the same issue." + }, + { + "left": "issue:10226", + "right": "issue:9497", + "accept": false, + "reason": "Both are Flux Dreambooth training errors, but one is tensor size mismatch and the other is mat2 dimensionality; distinct failure points." + }, + { + "left": "issue:6280", + "right": "issue:9141", + "accept": false, + "reason": "Same missing-from_single_file theme, but for different pipeline classes; separate support gaps rather than one duplicate bug." + }, + { + "left": "issue:10026", + "right": "issue:9911", + "accept": false, + "reason": "Both mention Flux controlnet training, but one is memory scaling under DeepSpeed and the other is a multi-controlnet shape mismatch." + }, + { + "left": "issue:6481", + "right": "issue:730", + "accept": false, + "reason": "DreamBooth batch-size >1 failure vs local-vs-Colab training behavior; different underlying problems." + }, + { + "left": "issue:3451", + "right": "issue:3565", + "accept": false, + "reason": "fp16 higher memory than fp32 in a training script vs generic text-to-image OOM; related theme, but not the same bug." + }, + { + "left": "issue:2185", + "right": "issue:2875", + "accept": false, + "reason": "Missing config files for a naive text-to-image example vs training loss becoming NaN; unrelated issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 41, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10226", + "issue:10392", + "issue:10848", + "issue:11117", + "issue:11853", + "issue:11922", + "issue:12047", + "issue:12459", + "issue:12535", + "issue:1540", + "issue:1541", + "issue:1672", + "issue:1988", + "issue:3284", + "issue:3454", + "issue:4086", + "issue:4094", + "issue:4125", + "issue:4398", + "issue:4405", + "issue:4875", + "issue:5016", + "issue:5178", + "issue:5510", + "issue:5565", + "issue:5791", + "issue:5798", + "issue:5956", + "issue:5966", + "issue:6117", + "issue:6154", + "issue:6232", + "issue:6297", + "issue:6382", + "issue:6967", + "issue:7589", + "issue:7658", + "issue:8589", + "issue:9278", + "issue:9420", + "issue:9476", + "issue:9497", + "issue:9546", + "issue:9667", + "issue:9841", + "issue:9857", + "issue:9914", + "issue:993" + ], + "soft_pairs": [ + "issue:4125|issue:5956", + "issue:11853|issue:6382", + "issue:11117|issue:5510", + "issue:1672|issue:993", + "issue:1988|issue:9476", + "issue:10226|issue:6967", + "issue:5791|issue:8589", + "issue:4398|issue:9841", + "issue:3284|issue:3454", + "issue:9667|issue:9914", + "issue:4086|issue:7589", + "issue:9278|issue:9497", + "issue:9546|issue:9857", + "issue:4875|issue:5178", + "issue:5565|issue:6154", + "issue:11922|issue:12459", + "issue:4094|issue:4405", + "issue:10848|issue:5798", + "issue:12047|issue:12535", + "issue:10392|issue:9420", + "issue:5016|issue:6297", + "issue:1540|issue:1541", + "issue:6117|issue:6232", + "issue:5966|issue:7658" + ], + "prepared_review_unit_hash": "64c563357038b673ea22b8478f2eee4fd42e769760bb8d2d7264d65dce647605", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34274, + "estimated_input_tokens": 8569, + "estimated_eval_tokens": 17394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous and dominated by title similarity rather than true duplicates. Only the Dreambooth MODEL_TYPE pair looks like a real duplicate; the rest should stay separate.", + "confidence": 0.71, + "canonical_issue_reason": "issue:1541 is the clearest concrete bug report and best matches the only obvious duplicate pair about Dreambooth MODEL_TYPE / CKPT loading.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:1541 is the most specific and actionable issue in the cluster; it names the actual failure mode more clearly than 1540.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4125", + "right": "issue:5956", + "accept": false, + "reason": "Both are training-quality complaints, but they concern different models and symptoms, not the same bug." + }, + { + "left": "issue:11853", + "right": "issue:6382", + "accept": false, + "reason": "Both mention IP-Adapter, but one is a load-time key error and the other is a controlnet/IP-adapter conflict; different failure paths." + }, + { + "left": "issue:11117", + "right": "issue:5510", + "accept": false, + "reason": "Both are dtype mismatch errors, but in different pipelines and code paths, so they are not clearly the same bug." + }, + { + "left": "issue:1672", + "right": "issue:993", + "accept": false, + "reason": "Image-size conversion failure vs fp16 dtype mismatch; unrelated issues." + }, + { + "left": "issue:1988", + "right": "issue:9476", + "accept": false, + "reason": "Both are type/bias mismatches, but they occur in different scripts and model families; not the same concrete defect." + }, + { + "left": "issue:10226", + "right": "issue:6967", + "accept": false, + "reason": "Both involve shape mismatches in Dreambooth/LoRA, but the model setups and reported failures differ too much to merge." + }, + { + "left": "issue:5791", + "right": "issue:8589", + "accept": false, + "reason": "Both mention prior preservation, but one is about interaction with SNR gamma and the other is a separate SD3 training issue." + }, + { + "left": "issue:4398", + "right": "issue:9841", + "accept": false, + "reason": "Black-image generation and a use_dora TypeError are different bugs." + }, + { + "left": "issue:3284", + "right": "issue:3454", + "accept": false, + "reason": "Same script family, but these read as broad compatibility complaints rather than one shared code-path bug." + }, + { + "left": "issue:9667", + "right": "issue:9914", + "accept": false, + "reason": "Both are Flux loading problems, but one is fp8 model loading and the other is LoRA loading; different defects." + }, + { + "left": "issue:4086", + "right": "issue:7589", + "accept": false, + "reason": "Different subsystems entirely: SDXL ControlNet training vs GLIGEN layout synthesis." + }, + { + "left": "issue:9278", + "right": "issue:9497", + "accept": false, + "reason": "One is multigpu training support and the other is a mat2 dimensionality error; not the same issue." + }, + { + "left": "issue:9546", + "right": "issue:9857", + "accept": false, + "reason": "OOM during validation and embedding size mismatch are different failures." + }, + { + "left": "issue:4875", + "right": "issue:5178", + "accept": false, + "reason": "Both are DPM-SDE-related crashes when inputs change shape, but the scheduler variants and reported triggers differ; too weak to treat as one bug." + }, + { + "left": "issue:5565", + "right": "issue:6154", + "accept": false, + "reason": "Both are SDXL LoRA training problems, but one is a script/run issue and the other is an M2 Mac failure." + }, + { + "left": "issue:11922", + "right": "issue:12459", + "accept": false, + "reason": "Different FLUX tasks: fill-dev running problem vs Kontext batch inference throughput." + }, + { + "left": "issue:4094", + "right": "issue:4405", + "accept": false, + "reason": "Both are feature requests for training scripts, but they target different techniques and are not duplicates." + }, + { + "left": "issue:10848", + "right": "issue:5798", + "accept": false, + "reason": "Both are unexpected keyword argument errors, but they involve different functions and unrelated APIs." + }, + { + "left": "issue:12047", + "right": "issue:12535", + "accept": false, + "reason": "Both concern Wan2.2 LoRAs, but one is fusion on GGUF and the other is loading a Lightning LoRA; not the same bug." + }, + { + "left": "issue:10392", + "right": "issue:9420", + "accept": false, + "reason": "Both are Flux/Hyper-SD-related, but one is an fp8 loading setup and the other is a saved LoRA load failure." + }, + { + "left": "issue:5016", + "right": "issue:6297", + "accept": false, + "reason": "Both are Dreambooth SDXL LoRA training complaints, but one is specifically about text encoder training and the other is a vague inability to train on photos." + }, + { + "left": "issue:1540", + "right": "issue:1541", + "accept": true, + "reason": "Both report the same Dreambooth MODEL_TYPE/CKPT loading failure; they are clearly the same underlying bug." + }, + { + "left": "issue:6117", + "right": "issue:6232", + "accept": false, + "reason": "Both are scheduler add_noise issues, but they affect different schedulers and settings." + }, + { + "left": "issue:5966", + "right": "issue:7658", + "accept": false, + "reason": "Feature/question about ControlNet support vs asking about multiple conditioning; not duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The canonical choice and summary are grounded in the packet. The Dreambooth MODEL_TYPE pair is the only clearly supported duplicate, and the soft-edge rejections are appropriately conservative given that the evidence is mostly title-level similarity. No PR-mergeability issue applies here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 42, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10833", + "issue:11023", + "issue:11117", + "issue:11127", + "issue:11133", + "issue:11285", + "issue:11352", + "issue:11432", + "issue:12216", + "issue:12458", + "issue:13043", + "issue:13105", + "issue:13258", + "issue:1552", + "issue:175", + "issue:2549", + "issue:2891", + "issue:3382", + "issue:3451", + "issue:3803", + "issue:4206", + "issue:4520", + "issue:4724", + "issue:4872", + "issue:4925", + "issue:5075", + "issue:5254", + "issue:5455", + "issue:5769", + "issue:5805", + "issue:6159", + "issue:6278", + "issue:6695", + "issue:6832", + "issue:7466", + "issue:7666", + "issue:771", + "issue:7799", + "issue:8405", + "issue:8414", + "issue:8667", + "issue:8939", + "issue:9112", + "issue:9237", + "issue:938", + "issue:9500", + "issue:9667", + "issue:9953" + ], + "soft_pairs": [ + "issue:11352|issue:9953", + "issue:6832|issue:7799", + "issue:3803|issue:6278", + "issue:4206|issue:4925", + "issue:11127|issue:9667", + "issue:12216|issue:12458", + "issue:3382|issue:4925", + "issue:8405|issue:9112", + "issue:8414|issue:938", + "issue:8667|issue:9112", + "issue:4872|issue:4925", + "issue:175|issue:5769", + "issue:13105|issue:13258", + "issue:1552|issue:771", + "issue:9237|issue:9500", + "issue:2891|issue:6159", + "issue:2549|issue:4520", + "issue:3382|issue:3451", + "issue:11117|issue:5805", + "issue:5254|issue:7466", + "issue:11432|issue:4724", + "issue:10833|issue:5075", + "issue:5455|issue:6695", + "issue:11023|issue:7666", + "issue:11133|issue:13043", + "issue:11285|issue:8939" + ], + "prepared_review_unit_hash": "dfd5587a9e57af423c12d206e8e454b65e5c04abf73b772c087e309ad0addd6b", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35161, + "estimated_input_tokens": 8791, + "estimated_eval_tokens": 17838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only superficially similar: they share broad vocabulary like shape mismatch, dtype mismatch, quantization, multi-GPU, or specific model names, but they point to different models, pipelines, or code paths. I would not merge any of the soft edges; the closest recurring theme is quantized-model device transfer, best represented by issue 9953.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 9953 is the broadest and most representative concrete bug in the set: moving a pipeline with quantized components to CUDA. It is more general than the nearby CPU-warning report, but still distinct enough that the pair should not be treated as duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 9953 is the best overall representative issue among these items because it is concrete, widely scoped, and closest to the strongest recurring subsystem theme in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11352", + "right": "issue:9953", + "accept": false, + "reason": "Same broad quantization/device-move area, but one is a missing CPU warning and the other is a CUDA transfer error; different symptom and likely different fix." + }, + { + "left": "issue:6832", + "right": "issue:7799", + "accept": false, + "reason": "Both mention matmul/shape mismatch, but they involve different pipelines and different adapter combinations, so they are not the same bug." + }, + { + "left": "issue:3803", + "right": "issue:6278", + "accept": false, + "reason": "Both are multi-GPU training problems, but one is LoRA model sharing and the other is LCM distillation startup; different failure modes." + }, + { + "left": "issue:4206", + "right": "issue:4925", + "accept": false, + "reason": "Both touch SDXL controlnet training, but one is a broken main-branch regression while the other is distributed OOM; not the same defect." + }, + { + "left": "issue:11127", + "right": "issue:9667", + "accept": false, + "reason": "Both are Flux single-file/loading complaints, but one is a CivitAI model not working and the other is a local transformer file loading error; too different to merge." + }, + { + "left": "issue:12216", + "right": "issue:12458", + "accept": false, + "reason": "Both are Qwen-image-edit reports, but one is output quality and the other is batch inference/feature request; not a duplicate bug." + }, + { + "left": "issue:3382", + "right": "issue:4925", + "accept": false, + "reason": "Both mention GPU memory, but one is a multi-GPU training OOM and the other is SDXL controlnet distributed OOM; different code paths and contexts." + }, + { + "left": "issue:8405", + "right": "issue:9112", + "accept": false, + "reason": "Both have tensor-size issues, but they are for different models and pipelines, so they do not appear to be the same underlying bug." + }, + { + "left": "issue:8414", + "right": "issue:938", + "accept": false, + "reason": "A new text-to-audio model request is unrelated to a human motion diffusion model issue." + }, + { + "left": "issue:8667", + "right": "issue:9112", + "accept": false, + "reason": "Both are dimension mismatch errors, but one is SD3ControlNetModel and the other is Auraflow inference; different model-specific bugs." + }, + { + "left": "issue:4872", + "right": "issue:4925", + "accept": false, + "reason": "Both are OOM reports, but one is SDXL finetuning on T4 and the other is distributed ControlNet training; not the same problem." + }, + { + "left": "issue:175", + "right": "issue:5769", + "accept": false, + "reason": "One is about example training seeding and the other is about mixed precision correctness; unrelated concerns." + }, + { + "left": "issue:13105", + "right": "issue:13258", + "accept": false, + "reason": "Both concern Wan models, but one is noisy output from T2V and the other is missing TI2V functionality; different issues." + }, + { + "left": "issue:1552", + "right": "issue:771", + "accept": false, + "reason": "Different feature bugs: attention slicing with SD2 versus BF16 with dreambooth." + }, + { + "left": "issue:9237", + "right": "issue:9500", + "accept": false, + "reason": "Both involve Flux training, but one is LoRA training and the other is checkpoint saving during dreambooth; not the same bug." + }, + { + "left": "issue:2891", + "right": "issue:6159", + "accept": false, + "reason": "Unsupported embeddings in one pipeline and unsupported denoising_end in another are separate API-support issues." + }, + { + "left": "issue:2549", + "right": "issue:4520", + "accept": false, + "reason": "One is SD2 UNet compatibility, the other is LoRA scale with attention slicing; different functionality." + }, + { + "left": "issue:3382", + "right": "issue:3451", + "accept": false, + "reason": "Both are training memory topics, but one is multi-GPU OOM and the other is fp16 using more memory than fp32; different root causes." + }, + { + "left": "issue:11117", + "right": "issue:5805", + "accept": false, + "reason": "Both are dtype mismatch errors, but they affect different pipelines and backends; too model-specific to treat as duplicates." + }, + { + "left": "issue:5254", + "right": "issue:7466", + "accept": false, + "reason": "A feature request for multi-ControlNet support is not the same as a torch.compile failure in multi-ControlNet inpaint." + }, + { + "left": "issue:11432", + "right": "issue:4724", + "accept": false, + "reason": "torch_dtype='auto' loading behavior and SDXL img2img quality/behavior are unrelated." + }, + { + "left": "issue:10833", + "right": "issue:5075", + "accept": false, + "reason": "Both are matrix-shape errors, but they happen in different pipelines and on different model families; not the same concrete bug." + }, + { + "left": "issue:5455", + "right": "issue:6695", + "accept": false, + "reason": "Both mention subprocess errors, but the underlying notebook/workflow failures are unrelated." + }, + { + "left": "issue:11023", + "right": "issue:7666", + "accept": false, + "reason": "Both mention lpw_stable_diffusion_xl, but one is blurry output on Playground v2.5 and the other is from_single_file incompatibility; different problems." + }, + { + "left": "issue:11133", + "right": "issue:13043", + "accept": false, + "reason": "A CogVideoX image-to-video bug is unrelated to a GPU kernel support issue on RTX 5090." + }, + { + "left": "issue:11285", + "right": "issue:8939", + "accept": false, + "reason": "A conversion/value-error report and a tokenizer-loading failure are different failure modes with no clear duplicate evidence." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 43, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10040", + "issue:1082", + "issue:10937", + "issue:1100", + "issue:11133", + "issue:12108", + "issue:12195", + "issue:12235", + "issue:1249", + "issue:12666", + "issue:13351", + "issue:1875", + "issue:2234", + "issue:2296", + "issue:2578", + "issue:2904", + "issue:3382", + "issue:3481", + "issue:3497", + "issue:4052", + "issue:4316", + "issue:4356", + "issue:4450", + "issue:4542", + "issue:4872", + "issue:5006", + "issue:539", + "issue:5455", + "issue:5607", + "issue:6239", + "issue:6280", + "issue:6761", + "issue:7133", + "issue:7146", + "issue:7147", + "issue:7178", + "issue:720", + "issue:7263", + "issue:7378", + "issue:758", + "issue:7644", + "issue:7735", + "issue:8613", + "issue:8667", + "issue:8817", + "issue:9112", + "issue:9187", + "issue:9202" + ], + "soft_pairs": [ + "issue:5455|issue:7133", + "issue:1082|issue:7146", + "issue:5006|issue:7146", + "issue:3382|issue:4872", + "issue:2578|issue:7178", + "issue:12235|issue:13351", + "issue:4450|issue:7735", + "issue:4542|issue:7378", + "issue:539|issue:6761", + "issue:7644|issue:8667", + "issue:8817|issue:9202", + "issue:10040|issue:3481", + "issue:1875|issue:720", + "issue:11133|issue:12108", + "issue:4052|issue:6280", + "issue:12666|issue:4356", + "issue:5607|issue:9112", + "issue:10937|issue:6239", + "issue:2904|issue:3497", + "issue:12195|issue:4356", + "issue:2234|issue:2296", + "issue:4316|issue:8613", + "issue:7263|issue:9187", + "issue:7147|issue:758", + "issue:1100|issue:1249" + ], + "prepared_review_unit_hash": "16cf077ca266ec3a8300b23713746c6bf24ae0dfe94deed0fffb0c9e8ba450dd", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34716, + "estimated_input_tokens": 8679, + "estimated_eval_tokens": 17614 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All candidate edges are weak title-level similarities; none look like the same concrete bug/change, so I rejected every soft pair. The issues span unrelated failures, model families, and code paths.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 7146 is the clearest, most concrete bug report in the set: a specific SDXL training OOM with script/version context. It is the best available representative only because there is no strong duplicate cluster here.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 7146 has a well-scoped reproduction target and specific failure mode, making it the most suitable single issue to anchor triage if one must be chosen from this mixed set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5455", + "right": "issue:7133", + "accept": false, + "reason": "Both involve Dreambooth/training, but one is a notebook subprocess failure and the other is a checkpoint-resume text-encoder size mismatch; different bugs." + }, + { + "left": "issue:1082", + "right": "issue:7146", + "accept": false, + "reason": "Both are CUDA failures during training, but the error types and contexts differ (CUBLAS matmul crash vs SDXL training OOM)." + }, + { + "left": "issue:5006", + "right": "issue:7146", + "accept": false, + "reason": "Both mention SDXL training memory issues, but one is end-of-training BF16 OOM and the other is a general training OOM; not the same concrete failure." + }, + { + "left": "issue:3382", + "right": "issue:4872", + "accept": false, + "reason": "Both are OOM reports, but one is multi-GPU text-to-image training and the other is T4 Colab SDXL finetuning; too broad to be the same bug." + }, + { + "left": "issue:2578", + "right": "issue:7178", + "accept": false, + "reason": "Editable install failure and export_to_video malfunction are unrelated code paths and different kinds of breakage." + }, + { + "left": "issue:12235", + "right": "issue:13351", + "accept": false, + "reason": "Both relate to Wan fun/control features, but one is a support request and the other is a specific model/controlnet combination; not clearly the same issue." + }, + { + "left": "issue:4450", + "right": "issue:7735", + "accept": false, + "reason": "Multi-text inversion not working is unrelated to a missing caption column in a training dataset." + }, + { + "left": "issue:4542", + "right": "issue:7378", + "accept": false, + "reason": "One is a pipeline output-count limitation; the other is a memory-cost complaint about latent decoding. Different symptoms and likely different fixes." + }, + { + "left": "issue:539", + "right": "issue:6761", + "accept": false, + "reason": "Both are API/keyword-argument errors, but they hit different functions with different missing parameters; not the same underlying bug." + }, + { + "left": "issue:7644", + "right": "issue:8667", + "accept": false, + "reason": "Both concern non-power-of-two image handling, but they affect different models/pipelines and the exact failure modes are not shown to be the same." + }, + { + "left": "issue:8817", + "right": "issue:9202", + "accept": false, + "reason": "Both involve IP-Adapter/FaceID, but one is a general FaceID problem and the other is a specific SDXL PAGPipeline incompatibility; too distinct." + }, + { + "left": "issue:10040", + "right": "issue:3481", + "accept": false, + "reason": "Grey-image generation is not the same as DDIM step-count changing image determinism; one is a rendering defect, the other is expected sampling behavior." + }, + { + "left": "issue:1875", + "right": "issue:720", + "accept": false, + "reason": "Both are mixed precision/type mismatch errors, but one is Imagic fp16 training and the other is traced UNet documentation code; different code paths." + }, + { + "left": "issue:11133", + "right": "issue:12108", + "accept": false, + "reason": "CogVideoX image-to-video and Qwen/Chroma flow-matching scheduler issues are separate pipeline/scheduler problems." + }, + { + "left": "issue:4052", + "right": "issue:6280", + "accept": false, + "reason": "Missing from_single_file on different pipeline classes is a shared API gap, but these are separate classes and not the same concrete bug." + }, + { + "left": "issue:12666", + "right": "issue:4356", + "accept": false, + "reason": "A missing Kandinsky 5.0 video pipeline and a missing dummy_torch_and_transformers module are unrelated release/package issues." + }, + { + "left": "issue:5607", + "right": "issue:9112", + "accept": false, + "reason": "Tensor size mismatch here appears in unrelated contexts: one during concatenation with 64 vs 512, the other in Auraflow with 264 vs 4096." + }, + { + "left": "issue:10937", + "right": "issue:6239", + "accept": false, + "reason": "Both touch torch.compile/FX around VAE encode, but one is an error on vae.encode and the other is a request to better support latent_dist.sample(); not the same bug." + }, + { + "left": "issue:2904", + "right": "issue:3497", + "accept": false, + "reason": "AudioLDM scheduler NoneType and StableDiffusionInpaintPipeline from_ckpt are unrelated pipeline API failures." + }, + { + "left": "issue:12195", + "right": "issue:4356", + "accept": false, + "reason": "A PyTorch 2.3.1 custom_op incompatibility is not the same as the missing dummy module import issue." + }, + { + "left": "issue:2234", + "right": "issue:2296", + "accept": false, + "reason": "Both concern xformers attention, but one is training fine-tuning failure and the other is a T4 inference/runtime issue; different manifestations and likely different root causes." + }, + { + "left": "issue:4316", + "right": "issue:8613", + "accept": false, + "reason": "Validation-option failure in dreambooth training is unrelated to an OOM from caption_column configuration." + }, + { + "left": "issue:7263", + "right": "issue:9187", + "accept": false, + "reason": "IP Adapter + attention slicing and IP Adapter + image_encoder_folder=None after Kolors update are different incompatibilities." + }, + { + "left": "issue:7147", + "right": "issue:758", + "accept": false, + "reason": "Missing StableCascadeDecoderPipeline import and urllib3 PROTOCOL_TLS import error are unrelated dependency/API breakages." + }, + { + "left": "issue:1100", + "right": "issue:1249", + "accept": false, + "reason": "Both mention missing .device attributes, but one is CLIPTextTransformer and the other is numpy.ndarray in OnnxPipeline; different objects and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 44, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10381", + "issue:10428", + "issue:10848", + "issue:10937", + "issue:11033", + "issue:11149", + "issue:11464", + "issue:11651", + "issue:1214", + "issue:13137", + "issue:13446", + "issue:13484", + "issue:1434", + "issue:1614", + "issue:2210", + "issue:2780", + "issue:2856", + "issue:3045", + "issue:3480", + "issue:3582", + "issue:4194", + "issue:4368", + "issue:4453", + "issue:4534", + "issue:4724", + "issue:4835", + "issue:4874", + "issue:4969", + "issue:5006", + "issue:5374", + "issue:5619", + "issue:5846", + "issue:6278", + "issue:6524", + "issue:6584", + "issue:6761", + "issue:6794", + "issue:6879", + "issue:7033", + "issue:7238", + "issue:7660", + "issue:8236", + "issue:8708", + "issue:8887", + "issue:9091", + "issue:9497", + "issue:9660", + "issue:9841" + ], + "soft_pairs": [ + "issue:10848|issue:11149", + "issue:10937|issue:9091", + "issue:6879|issue:9497", + "issue:10381|issue:10428", + "issue:1614|issue:4724", + "issue:11033|issue:1214", + "issue:4368|issue:5006", + "issue:1214|issue:7660", + "issue:13137|issue:13484", + "issue:13446|issue:9660", + "issue:2210|issue:3480", + "issue:2856|issue:6584", + "issue:3045|issue:4453", + "issue:4194|issue:6524", + "issue:4969|issue:6794", + "issue:5374|issue:6761", + "issue:7033|issue:7238", + "issue:8708|issue:8887", + "issue:11464|issue:11651", + "issue:4835|issue:4874", + "issue:2780|issue:5846", + "issue:1434|issue:4874", + "issue:6278|issue:8236", + "issue:4534|issue:9841", + "issue:3582|issue:5619" + ], + "prepared_review_unit_hash": "a54afc570cbad43d2248a298b78308bab1855f4edcb222e09ec39977622e8a7b", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34204, + "estimated_input_tokens": 8551, + "estimated_eval_tokens": 17358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy, weakly related cluster: most pairs only share a broad subsystem/theme (Flux, LoRA, VAE, training, etc.) but not the same concrete bug or fix path. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.23, + "canonical_issue_reason": "issue:10381 is the broadest and earliest Flux/LoRA-related report here, so it is the closest thing to a representative issue, but it still does not cover the rest of the heterogeneous set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10381 is the most usable umbrella entry if forced to pick one issue, because it is general and central to the Flux + LoRA subset; still, the cluster is too diverse for it to be a strong canonical for all items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10848", + "right": "issue:11149", + "accept": false, + "reason": "Different failures: IP-Adapter meta-loading keyword mismatch vs bitsandbytes quantizer dtype argument mismatch. Same general area, but not the same bug." + }, + { + "left": "issue:10937", + "right": "issue:9091", + "accept": false, + "reason": "Both mention torch.compile and VAE, but one is a vae.encode error and the other is VAE decoder compile support. Different code paths and fixes." + }, + { + "left": "issue:6879", + "right": "issue:9497", + "accept": false, + "reason": "Both are dtype/matmul training errors, but one is Custom Diffusion mixed-precision mismatch and the other is Flux Dreambooth mat2 shape error. Not the same issue." + }, + { + "left": "issue:10381", + "right": "issue:10428", + "accept": false, + "reason": "Flux LoRA/quantization inference error versus a Flux inference failure on Ascend NPU. Similar model family, but no evidence of the same underlying bug." + }, + { + "left": "issue:1614", + "right": "issue:4724", + "accept": false, + "reason": "Both are image-quality/behavior problems in diffusion pipelines, but one is blank output under autocast and the other is img2img mismatch with an SDXL checkpoint. Different symptoms and causes." + }, + { + "left": "issue:11033", + "right": "issue:1214", + "accept": false, + "reason": "From_single_file loading failure for SD1.5 UNet versus CLIPTextModel half-precision failure. Same broad model stack, different broken component." + }, + { + "left": "issue:4368", + "right": "issue:5006", + "accept": false, + "reason": "Both are OOM reports during LoRA/SDXL training, but one is general LoRA training OOM and the other is BF16-specific OOM at training end. Not the same bug." + }, + { + "left": "issue:1214", + "right": "issue:7660", + "accept": false, + "reason": "CLIP half-precision failure is unrelated to a trace example not working. No shared concrete code path." + }, + { + "left": "issue:13137", + "right": "issue:13484", + "accept": false, + "reason": "Both involve Flux 2 and LoRA loading, but one is a Klein/LoKr loading error and the other is FAL LoRA loading failure. Too model-variant-specific to assume one bug." + }, + { + "left": "issue:13446", + "right": "issue:9660", + "accept": false, + "reason": "Custom pipeline trust-check issue versus from_pretrained not setting eval mode. Different API behaviors and fixes." + }, + { + "left": "issue:2210", + "right": "issue:3480", + "accept": false, + "reason": "Training text encoder with LoRA is a feature request; adding a scale parameter for text-encoder LoRA layers is a separate API enhancement." + }, + { + "left": "issue:2856", + "right": "issue:6584", + "accept": false, + "reason": "Generic conversion failure versus a specific DreamShaper v8 inpaint model conversion problem. Related conversion domain, not the same bug." + }, + { + "left": "issue:3045", + "right": "issue:4453", + "accept": false, + "reason": "Both concern LoRA conversion/export, but one is general safetensors-to-diffusers conversion and the other is SDXL LoRA compatibility with A1111. Different targets." + }, + { + "left": "issue:4194", + "right": "issue:6524", + "accept": false, + "reason": "VAE not working in from_single_file versus reloading a LoRA a second time. Different pipelines and failure modes." + }, + { + "left": "issue:4969", + "right": "issue:6794", + "accept": false, + "reason": "ImportError for CrossAttention removal versus import error for cast_training_params. Both are import issues, but entirely different symbols." + }, + { + "left": "issue:5374", + "right": "issue:6761", + "accept": false, + "reason": "Both are unexpected-keyword-argument errors, but against different APIs: checkpoint_path vs VaeImageProcessor.preprocess. Not the same bug." + }, + { + "left": "issue:7033", + "right": "issue:7238", + "accept": false, + "reason": "IP-Adapter attention masking warning logs versus IP-Adapter masking behavior. Same subsystem, but one is logging/warning noise and the other is functional masking behavior." + }, + { + "left": "issue:8708", + "right": "issue:8887", + "accept": false, + "reason": "Missing shift_factor in SD3 dreambooth examples versus wrong VAE encode in SD3 training script. Both SD3 training issues, but distinct defects." + }, + { + "left": "issue:11464", + "right": "issue:11651", + "accept": false, + "reason": "Both are Flux Control LoRA loading failures, but they target different LoRA variants/models (FLUX.1-Canny-dev-lora vs flux-fill-lora). Not enough evidence of a single shared bug." + }, + { + "left": "issue:4835", + "right": "issue:4874", + "accept": false, + "reason": "ControlNet MultiControlNetModel bug versus UpscalePipeline low_res_scheduler bug. Same family of pipelines but different concrete errors." + }, + { + "left": "issue:2780", + "right": "issue:5846", + "accept": false, + "reason": "Both are LoRA training script errors, but one is FP16 gradient unscale and the other is resume_from_checkpoint. Different training flow issues." + }, + { + "left": "issue:1434", + "right": "issue:4874", + "accept": false, + "reason": "OOM during upscaling large images versus low_res_scheduler bug when loading locally. One is resource usage, the other is scheduler handling." + }, + { + "left": "issue:6278", + "right": "issue:8236", + "accept": false, + "reason": "Both involve multi-GPU training, but one is inability to run a distillation script and the other is wrong LR scheduler step count. Different bugs." + }, + { + "left": "issue:4534", + "right": "issue:9841", + "accept": false, + "reason": "MPS validation crash in SDXL dreambooth versus TypeError when use_dora is false. Same training area, but unrelated errors." + }, + { + "left": "issue:3582", + "right": "issue:5619", + "accept": false, + "reason": "ControlNet inpaint strength=1 bug versus AutoencodeTiny/img2img encode issue. Different pipelines and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 45, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10055", + "issue:10266", + "issue:10421", + "issue:10738", + "issue:10823", + "issue:10952", + "issue:11209", + "issue:11224", + "issue:11247", + "issue:11285", + "issue:11702", + "issue:1214", + "issue:13162", + "issue:13484", + "issue:1742", + "issue:1931", + "issue:1979", + "issue:234", + "issue:2856", + "issue:3382", + "issue:3481", + "issue:3619", + "issue:3774", + "issue:3910", + "issue:4073", + "issue:4086", + "issue:4340", + "issue:4468", + "issue:4476", + "issue:4736", + "issue:5259", + "issue:6130", + "issue:6176", + "issue:6226", + "issue:6536", + "issue:6761", + "issue:7056", + "issue:7178", + "issue:7310", + "issue:7483", + "issue:7708", + "issue:771", + "issue:8514", + "issue:9179", + "issue:9180", + "issue:9911", + "issue:9962" + ], + "soft_pairs": [ + "issue:3619|issue:771", + "issue:1979|issue:2856", + "issue:10055|issue:7310", + "issue:4340|issue:6176", + "issue:11285|issue:6226", + "issue:4073|issue:9180", + "issue:13162|issue:13484", + "issue:5259|issue:7708", + "issue:1214|issue:7178", + "issue:10421|issue:4468", + "issue:10952|issue:3910", + "issue:1742|issue:3481", + "issue:4086|issue:7483", + "issue:4476|issue:9179", + "issue:7056|issue:8514", + "issue:3382|issue:3774", + "issue:10823|issue:6536", + "issue:6761|issue:9962", + "issue:11209|issue:11702", + "issue:11209|issue:6130", + "issue:11224|issue:11702", + "issue:11224|issue:6130", + "issue:10266|issue:10738", + "issue:3382|issue:4736", + "issue:1931|issue:234", + "issue:11247|issue:9911" + ], + "prepared_review_unit_hash": "367e261684105b00f645bfa6923954135066cc7c77a13b16b66edf02e8203b73", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 33831, + "estimated_input_tokens": 8458, + "estimated_eval_tokens": 17172 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed cluster of unrelated issues, with a few clear duplicate-like pairs around SD/LoRA conversion, LoRA loading, and SDXL+ControlNet training results. No PRs are present.", + "confidence": 0.77, + "canonical_issue_reason": "issue:6130 is the best canonical target: it is the earliest and most-discussed generic \"Error while loading Lora\" report, and it matches the later exact-title reports more closely than the more specific LoRA failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:6130 is the strongest overall representative of the repeated LoRA-loading problem in this set; it is broad enough to anchor the duplicate reports and has the most discussion among the exact-match candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3619", + "right": "issue:771", + "accept": false, + "reason": "Different subsystems and failure modes: Text2Video-Zero attention vs DreamBooth bf16 precision." + }, + { + "left": "issue:1979", + "right": "issue:2856", + "accept": true, + "reason": "Same underlying conversion problem: both are about converting Stable Diffusion models to diffusers and failing during that path." + }, + { + "left": "issue:10055", + "right": "issue:7310", + "accept": false, + "reason": "Both are training-script problems, but for different models/scripts and different concrete failures." + }, + { + "left": "issue:4340", + "right": "issue:6176", + "accept": false, + "reason": "LoRA-related, but one is SDXL text-encoder training and the other is loading LoRA weights after dreambooth training; not the same bug." + }, + { + "left": "issue:11285", + "right": "issue:6226", + "accept": true, + "reason": "Both point to conversion-script compatibility issues that break downstream loading; likely the same stable-diffusion<->diffusers conversion bug." + }, + { + "left": "issue:4073", + "right": "issue:9180", + "accept": false, + "reason": "Unrelated runtime errors in different code paths: safety checker astype vs missing _execution_device." + }, + { + "left": "issue:13162", + "right": "issue:13484", + "accept": false, + "reason": "Both mention Flux LoRA support/loading, but they are different model variants and not clearly the same concrete defect." + }, + { + "left": "issue:5259", + "right": "issue:7708", + "accept": false, + "reason": "Both are missing-file errors, but for different expected files and different model assets." + }, + { + "left": "issue:1214", + "right": "issue:7178", + "accept": false, + "reason": "Completely different areas: half-precision CLIP text model vs video export behavior." + }, + { + "left": "issue:10421", + "right": "issue:4468", + "accept": false, + "reason": "Both involve multi-GPU behavior, but one is a CPU memory leak and the other is a performance difference; not the same bug." + }, + { + "left": "issue:10952", + "right": "issue:3910", + "accept": false, + "reason": "Both are LoRA loading failures, but one is a specific adapter-name mismatch and the other is a generic statement about certain LoRAs not loading." + }, + { + "left": "issue:1742", + "right": "issue:3481", + "accept": false, + "reason": "Different concerns: prompt-list inference speed vs image output differences across inference steps." + }, + { + "left": "issue:4086", + "right": "issue:7483", + "accept": false, + "reason": "Different operations and models: SDXL ControlNet training vs LoRA-to-diffusers conversion for SDXL." + }, + { + "left": "issue:4476", + "right": "issue:9179", + "accept": true, + "reason": "Both describe SDXL+ControlNet training producing poor/unexpected results on the same general setup, likely the same underlying training issue." + }, + { + "left": "issue:7056", + "right": "issue:8514", + "accept": false, + "reason": "Different errors in different fine-tuning scenarios; no clear shared code-path." + }, + { + "left": "issue:3382", + "right": "issue:3774", + "accept": false, + "reason": "Both are distributed-training memory complaints, but one is multi-GPU OOM and the other is zero3 not saving memory; not the same concrete issue." + }, + { + "left": "issue:10823", + "right": "issue:6536", + "accept": false, + "reason": "Different symptoms and workflows: missing inference files vs UNet3DConditionModel OOM during fine-tuning." + }, + { + "left": "issue:6761", + "right": "issue:9962", + "accept": false, + "reason": "Both are unexpected keyword-argument errors, but against different APIs and unrelated call sites." + }, + { + "left": "issue:11209", + "right": "issue:11702", + "accept": false, + "reason": "Both are LoRA loading errors, but 11702 is a specific AccVid key error and 11209 is a generic loading failure." + }, + { + "left": "issue:11209", + "right": "issue:6130", + "accept": true, + "reason": "Same generic LoRA-loading failure; the titles are effectively the same and 6130 is the clearest duplicate target." + }, + { + "left": "issue:11224", + "right": "issue:11702", + "accept": false, + "reason": "Generic LoRA load error vs specific AccVid LoRA key error; not clearly the same bug." + }, + { + "left": "issue:11224", + "right": "issue:6130", + "accept": true, + "reason": "Same generic LoRA-loading failure; 11224 reads like a later duplicate of the 6130 report." + }, + { + "left": "issue:10266", + "right": "issue:10738", + "accept": false, + "reason": "Both mention index out-of-bounds, but one is UniPC+FlowMatch and the other is a scheduler sigma issue; too little evidence they are the same defect." + }, + { + "left": "issue:3382", + "right": "issue:4736", + "accept": false, + "reason": "Both are training-related OOM-style reports, but one is multi-GPU memory use and the other includes invalid-value casting in a different script." + }, + { + "left": "issue:1931", + "right": "issue:234", + "accept": false, + "reason": "Related half-precision issues, but one is SD2 half/float mismatch and the other is a pipeline half-precision general failure." + }, + { + "left": "issue:11247", + "right": "issue:9911", + "accept": false, + "reason": "Both involve Flux/controlnet multi-GPU behavior, but one is a distribution attribute issue and the other is a multi-controlnet layer-length error." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The chosen canonical issue, issue:6130, is well supported by the repeated generic LoRA-loading reports, and the accepted soft pairs are plausible matches rather than overclaims. No PRs are present, and the cluster summary appropriately notes a mixed set with a few likely duplicate-like groups." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 46, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10040", + "issue:10169", + "issue:10436", + "issue:1070", + "issue:10860", + "issue:11160", + "issue:11396", + "issue:12108", + "issue:12141", + "issue:12359", + "issue:1251", + "issue:12771", + "issue:12896", + "issue:13300", + "issue:1565", + "issue:1988", + "issue:2495", + "issue:2578", + "issue:2991", + "issue:3191", + "issue:3235", + "issue:3812", + "issue:4478", + "issue:4551", + "issue:4619", + "issue:4768", + "issue:4885", + "issue:4911", + "issue:4936", + "issue:5226", + "issue:579", + "issue:5884", + "issue:5886", + "issue:6082", + "issue:7057", + "issue:7228", + "issue:7666", + "issue:7854", + "issue:7974", + "issue:817", + "issue:8668", + "issue:8833", + "issue:8922", + "issue:9343", + "issue:9476", + "issue:9500", + "issue:9548", + "issue:9970" + ], + "soft_pairs": [ + "issue:11160|issue:12896", + "issue:4911|issue:7228", + "issue:1988|issue:4619", + "issue:2578|issue:5226", + "issue:10169|issue:3812", + "issue:4768|issue:5884", + "issue:4478|issue:9476", + "issue:12141|issue:7057", + "issue:7057|issue:7666", + "issue:13300|issue:8668", + "issue:9500|issue:9970", + "issue:2991|issue:817", + "issue:12771|issue:9343", + "issue:3235|issue:4885", + "issue:6082|issue:7854", + "issue:12108|issue:12359", + "issue:10040|issue:8922", + "issue:3191|issue:4936", + "issue:1565|issue:4551", + "issue:9500|issue:9548", + "issue:579|issue:8833", + "issue:10436|issue:1070", + "issue:1251|issue:2495", + "issue:10860|issue:11396", + "issue:5886|issue:7974" + ], + "prepared_review_unit_hash": "16246af649ec749cd3f91429ff8ae469df78658be913815ac49d76acaaf0e9ba", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34484, + "estimated_input_tokens": 8621, + "estimated_eval_tokens": 17498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly separate bug reports that only overlap at a high level (black/grey images, dtype mismatches, config/load failures, training issues). I do not see any strong duplicate pairs among the soft edges, so the cluster should not be collapsed aggressively.", + "confidence": 0.82, + "canonical_issue_reason": "issue:9500 is the most detailed and discussion-heavy report here, and it best serves as a representative anchor for the repeated DreamBooth/Flux training-failure theme among the training-related issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:9500 has the richest repro/context and the highest activity, so it is the most useful single issue to keep as the representative bug report in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11160", + "right": "issue:12896", + "accept": false, + "reason": "Both mention WAN 2.1/2.2 I2V, but one is about inconsistent inference results and the other is a CUDA-vs-MPS failure; different bug modes and likely different causes." + }, + { + "left": "issue:4911", + "right": "issue:7228", + "accept": false, + "reason": "Both are load-time errors, but one is about custom text_encoder loading from_single_file and the other is a traced-model dtype attribute error; not the same failure." + }, + { + "left": "issue:1988", + "right": "issue:4619", + "accept": false, + "reason": "Both are mixed-precision type-mismatch errors, but they affect different training scripts and model variants; too broad to treat as one concrete bug." + }, + { + "left": "issue:2578", + "right": "issue:5226", + "accept": false, + "reason": "Editable install problems and LoRA-loading failure in SDXL adapter pipeline are unrelated issues." + }, + { + "left": "issue:10169", + "right": "issue:3812", + "accept": false, + "reason": "Missing config.json and missing {'controlnet'} config entry are different configuration-loading problems." + }, + { + "left": "issue:4768", + "right": "issue:5884", + "accept": false, + "reason": "One is a checkpoint-saving feature request for multiple T2I adapters, the other is adding IP-Adapter support across pipelines; not the same change." + }, + { + "left": "issue:4478", + "right": "issue:9476", + "accept": false, + "reason": "Both involve dtype/loading problems, but SDXL inference bias-type mismatch and FLUX loading with ignore_mismatched_sizes are distinct failures." + }, + { + "left": "issue:12141", + "right": "issue:7057", + "accept": false, + "reason": "WanVACEPipeline VAE dtype incompatibility and a generic checkpoint loading failure are not the same bug." + }, + { + "left": "issue:7057", + "right": "issue:7666", + "accept": false, + "reason": "A checkpoint load failure and a custom pipeline from_single_file failure are separate issues with different code paths." + }, + { + "left": "issue:13300", + "right": "issue:8668", + "accept": false, + "reason": "CPU generation failures on SD3.5/FLUX and an image-size alignment bug in SD3 img2img are unrelated." + }, + { + "left": "issue:9500", + "right": "issue:9970", + "accept": false, + "reason": "Both are DreamBooth training reports, but one is about checkpoint saving in FLUX and the other is an SDXL LoRA training failure; different code paths." + }, + { + "left": "issue:2991", + "right": "issue:817", + "accept": false, + "reason": "Both are mixed-precision example bugs, but they affect different examples and likely different call sites." + }, + { + "left": "issue:12771", + "right": "issue:9343", + "accept": false, + "reason": "A scheduler out-of-bounds error and a FLUX loading/mismatched-sizes error are unrelated." + }, + { + "left": "issue:3235", + "right": "issue:4885", + "accept": false, + "reason": "Custom Diffusion weights with biases failing to load and SDXL ControlNet Img2Img LoRA loading are different loading features." + }, + { + "left": "issue:6082", + "right": "issue:7854", + "accept": false, + "reason": "Both are Half/Float runtime mismatches, but the titles indicate different contexts and not a clearly shared concrete bug." + }, + { + "left": "issue:12108", + "right": "issue:12359", + "accept": false, + "reason": "A scheduler/flow-matching pipeline break and a documentation bug about guidance_scale are not duplicates." + }, + { + "left": "issue:10040", + "right": "issue:8922", + "accept": false, + "reason": "Grey-image generation in Stable Diffusion 3 and black-image output from a quantized SD3 single-file setup are similar symptoms but not the same underlying issue." + }, + { + "left": "issue:3191", + "right": "issue:4936", + "accept": false, + "reason": "Dreambooth+LoRA broken and Dreambooth LoRA resume broken since 0.19.0 are different bugs in the same area." + }, + { + "left": "issue:1565", + "right": "issue:4551", + "accept": false, + "reason": "GPU selection/OOM behavior and a DreamBooth crash on SDXL are unrelated." + }, + { + "left": "issue:9500", + "right": "issue:9548", + "accept": false, + "reason": "These are both Flux DreamBooth reports, but one is checkpoint saving and the other is a broader follow-up issue; not enough to merge as the same bug." + }, + { + "left": "issue:579", + "right": "issue:8833", + "accept": false, + "reason": "Textual Inversion config.json missing and SD3 medium model missing config.json are different model-loading cases." + }, + { + "left": "issue:10436", + "right": "issue:1070", + "accept": false, + "reason": "An inpainting model failing to load and a Stable Diffusion inpainting bug are too different in scope and symptom." + }, + { + "left": "issue:1251", + "right": "issue:2495", + "accept": false, + "reason": "Both produce black images on MPS, but they are different pipelines (RePaint vs Upscale) and there is no evidence of the same code-path." + }, + { + "left": "issue:10860", + "right": "issue:11396", + "accept": false, + "reason": "Both mention LoRA compatibility with ComfyUI, but they concern different model families and different conversion/loading questions." + }, + { + "left": "issue:5886", + "right": "issue:7974", + "accept": false, + "reason": "IP-Adapter face-model support and inpaint-with-IP-Adapter behavior are separate feature/bug reports." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 47, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10180", + "issue:10223", + "issue:10436", + "issue:11062", + "issue:11214", + "issue:11362", + "issue:11374", + "issue:11422", + "issue:11702", + "issue:11777", + "issue:11989", + "issue:12126", + "issue:12329", + "issue:1444", + "issue:1552", + "issue:1708", + "issue:1944", + "issue:2296", + "issue:2947", + "issue:3152", + "issue:3619", + "issue:4213", + "issue:4450", + "issue:5246", + "issue:5465", + "issue:5607", + "issue:5661", + "issue:6159", + "issue:6226", + "issue:646", + "issue:6574", + "issue:6584", + "issue:6594", + "issue:668", + "issue:6758", + "issue:696", + "issue:6964", + "issue:7057", + "issue:7168", + "issue:7293", + "issue:7432", + "issue:7660", + "issue:7708", + "issue:817", + "issue:861", + "issue:8939", + "issue:9180", + "issue:9643" + ], + "soft_pairs": [ + "issue:5607|issue:6574", + "issue:668|issue:696", + "issue:4213|issue:6964", + "issue:4213|issue:7660", + "issue:10436|issue:6226", + "issue:10180|issue:8939", + "issue:12126|issue:12329", + "issue:7168|issue:7432", + "issue:1708|issue:1944", + "issue:11422|issue:11777", + "issue:6584|issue:861", + "issue:11214|issue:11362", + "issue:11374|issue:7293", + "issue:11062|issue:11702", + "issue:5465|issue:9643", + "issue:2947|issue:9180", + "issue:5246|issue:646", + "issue:1552|issue:7057", + "issue:4450|issue:817", + "issue:5661|issue:7708", + "issue:10223|issue:11989", + "issue:6159|issue:6758", + "issue:1552|issue:3619", + "issue:2296|issue:6594", + "issue:1444|issue:3152" + ], + "prepared_review_unit_hash": "70d23bc9f223654ea9fb32ed0897a20237bf54b30a635dc9102994638c8d5ff4", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34969, + "estimated_input_tokens": 8743, + "estimated_eval_tokens": 17742 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly a loose mix of unrelated model-loading, LoRA, pipeline-argument, and training questions/bugs. None of the soft pairs look like true duplicates of the same underlying defect, so I would not merge any of them.", + "confidence": 0.88, + "canonical_issue_reason": "issue:10180 is the clearest concrete bug report in the set: a reproducible Flux Control LoRA loading failure with real discussion and references, making it the strongest single issue to anchor triage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10180 is the best representative issue for the dominant theme here (LoRA/model-loading failures), but the overall set is too heterogeneous to imply one duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5607", + "right": "issue:6574", + "accept": false, + "reason": "One is a tensor shape mismatch runtime error; the other is a warning about SVD pipeline input range. Different failure modes." + }, + { + "left": "issue:668", + "right": "issue:696", + "accept": false, + "reason": "Both mention DreamBooth training, but one is a T4 runtime failure and the other is plain CUDA OOM. Not the same bug." + }, + { + "left": "issue:4213", + "right": "issue:6964", + "accept": false, + "reason": "from_single_file/accelerate loading issue vs 4-channel UNet incompatibility. Different code paths and root causes." + }, + { + "left": "issue:4213", + "right": "issue:7660", + "accept": false, + "reason": "Both are example/loading complaints, but one is about from_single_file() and the other about a trace example. Too generic to be duplicates." + }, + { + "left": "issue:10436", + "right": "issue:6226", + "accept": false, + "reason": "One is a model-specific loading failure; the other is a conversion script causing webui loading errors. Related area, but not the same defect." + }, + { + "left": "issue:10180", + "right": "issue:8939", + "accept": false, + "reason": "Flux Control LoRA multi-load bug vs SD3 tokenizer load error. Different models and different failure layers." + }, + { + "left": "issue:12126", + "right": "issue:12329", + "accept": false, + "reason": "Wan2.2 cache_context inference error vs pipeline misclassifying a single-file transformer as Wan2.1. Related subsystem, distinct bugs." + }, + { + "left": "issue:7168", + "right": "issue:7432", + "accept": false, + "reason": "IP-Adapter embedding tensor-shape problem vs general output quality mismatch with WebUI. Not the same issue." + }, + { + "left": "issue:1708", + "right": "issue:1944", + "accept": false, + "reason": "One asks how to pass a YAML config; the other reports random dreambooth results. Question vs training quality bug." + }, + { + "left": "issue:11422", + "right": "issue:11777", + "accept": false, + "reason": "A concrete HiDream LoRA validation-prompt crash vs a general question about training HiDream-I1 LoRAs. Not duplicates." + }, + { + "left": "issue:6584", + "right": "issue:861", + "accept": false, + "reason": "Specific DreamShaper inpaint conversion failure vs generic ckpt-to-diffusers conversion complaint. Same broad area, different bug." + }, + { + "left": "issue:11214", + "right": "issue:11362", + "accept": false, + "reason": "Similar 'unexpected keyword argument' pattern, but different model classes and arguments; not clearly the same code path." + }, + { + "left": "issue:11374", + "right": "issue:7293", + "accept": false, + "reason": "SkyReels-V2 integration request and AudioLDM2 integration request are unrelated feature requests." + }, + { + "left": "issue:11062", + "right": "issue:11702", + "accept": false, + "reason": "Both are LoRA loading problems, but they involve different models and different errors (CivitAI load error vs key error)." + }, + { + "left": "issue:5465", + "right": "issue:9643", + "accept": false, + "reason": "DiffEdit inpaint_strength support vs Flux multiple ControlNets. Different pipelines and unrelated bugs." + }, + { + "left": "issue:2947", + "right": "issue:9180", + "accept": false, + "reason": "Missing load_attn_procs attribute vs missing _execution_device attribute. Both attribute errors, but on different objects and code paths." + }, + { + "left": "issue:5246", + "right": "issue:646", + "accept": false, + "reason": "CLIPImageProjection import issue vs PNDMScheduler set_format issue. Completely different components." + }, + { + "left": "issue:1552", + "right": "issue:7057", + "accept": false, + "reason": "Attention slicing regression vs an unspecified model checkpoint failure. No clear shared defect." + }, + { + "left": "issue:4450", + "right": "issue:817", + "accept": false, + "reason": "Multi-textual-inversion support bug vs mixed-precision DreamBooth issue. Same training umbrella only, not same bug." + }, + { + "left": "issue:5661", + "right": "issue:7708", + "accept": false, + "reason": "Tokenizer symbol missing vs tokenizer/config.json missing. Both tokenizer-related, but one is an import issue and the other is a model repo layout issue." + }, + { + "left": "issue:10223", + "right": "issue:11989", + "accept": false, + "reason": "A question about where to obtain a LoRA ID vs a black-image inference bug. Not duplicates." + }, + { + "left": "issue:6159", + "right": "issue:6758", + "accept": false, + "reason": "Both are unsupported pipeline kwargs, but for different arguments and different pipelines. Too broad to merge." + }, + { + "left": "issue:1552", + "right": "issue:3619", + "accept": false, + "reason": "Attention slicing on Stable Diffusion 2 vs CrossFrameAttention in Text2Video-Zero. Different features and failures." + }, + { + "left": "issue:2296", + "right": "issue:6594", + "accept": false, + "reason": "xformers behavior on T4 vs a network error fetching a YAML config. Entirely unrelated." + }, + { + "left": "issue:1444", + "right": "issue:3152", + "accept": false, + "reason": "StableDiffusionSafetyChecker import error vs TensorFlow Lite analyzer wrapper import error. Different ecosystems and bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 48, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10169", + "issue:11045", + "issue:11702", + "issue:13035", + "issue:1552", + "issue:1572", + "issue:1709", + "issue:1909", + "issue:1974", + "issue:2089", + "issue:2161", + "issue:2185", + "issue:2941", + "issue:3451", + "issue:3487", + "issue:3651", + "issue:3761", + "issue:3774", + "issue:3803", + "issue:3811", + "issue:4213", + "issue:4265", + "issue:4925", + "issue:5014", + "issue:5197", + "issue:5226", + "issue:5259", + "issue:5605", + "issue:5619", + "issue:5860", + "issue:5923", + "issue:5992", + "issue:6130", + "issue:6158", + "issue:6218", + "issue:6224", + "issue:6284", + "issue:6427", + "issue:6967", + "issue:7133", + "issue:746", + "issue:761", + "issue:8236", + "issue:9500", + "issue:9525", + "issue:9790", + "issue:9841" + ], + "soft_pairs": [ + "issue:3761|issue:746", + "issue:2185|issue:5197", + "issue:5014|issue:6284", + "issue:5619|issue:5860", + "issue:3651|issue:8236", + "issue:5226|issue:6218", + "issue:761|issue:9841", + "issue:9500|issue:9790", + "issue:5923|issue:6224", + "issue:1552|issue:1572", + "issue:3451|issue:3774", + "issue:4213|issue:6427", + "issue:10169|issue:5259", + "issue:2089|issue:4925", + "issue:11045|issue:9525", + "issue:2161|issue:3803", + "issue:1709|issue:5992", + "issue:2941|issue:3487", + "issue:3811|issue:9525", + "issue:11702|issue:6130", + "issue:13035|issue:4265", + "issue:1909|issue:1974", + "issue:5605|issue:6158", + "issue:6967|issue:7133" + ], + "prepared_review_unit_hash": "82752a503da4f0484f877432c820aecbc9ee4d7d9c6ba873d1288c470a2c2afe", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33490, + "estimated_input_tokens": 8373, + "estimated_eval_tokens": 17002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad false-positive grouping: the items span unrelated loading, training, and pipeline bugs rather than one underlying defect. None of the soft-edge pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 6130 is the most general and representative user-facing problem in the set ('Error while loading Lora'), but the cluster is too heterogeneous to have a true single canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 6130 is the best representative issue only in the sense that it is a broad, concrete loading problem with substantial discussion; it is not a strong canonical for the whole cluster because the rest of the items are mostly different bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3761", + "right": "issue:746", + "accept": false, + "reason": "Different failures: community pipeline process-loading vs ONNX revision import in img2img." + }, + { + "left": "issue:2185", + "right": "issue:5197", + "accept": false, + "reason": "Training config-file omission is unrelated to multi-GPU slowdown/performance behavior." + }, + { + "left": "issue:5014", + "right": "issue:6284", + "accept": false, + "reason": "Dreambooth LoRA output quality issue is distinct from SDXL LoRA validation/test result mismatch." + }, + { + "left": "issue:5619", + "right": "issue:5860", + "accept": false, + "reason": "AutoencodeTiny img2img encode bug is a different code path from Tiny Autoencoder + ControlNet pipeline failure." + }, + { + "left": "issue:3651", + "right": "issue:8236", + "accept": false, + "reason": "Multi-GPU DreamBooth execution failure is not the same as incorrect LR scheduler step counting." + }, + { + "left": "issue:5226", + "right": "issue:6218", + "accept": false, + "reason": "Both involve batching/LoRA-like generation behavior, but one is AdapterPipeline load_lora_weights and the other is batched seeds in ControlNet/img2img; different bugs." + }, + { + "left": "issue:761", + "right": "issue:9841", + "accept": false, + "reason": "Old DreamBooth 8-bit Adam training failure is unrelated to SDXL DreamBooth LoRA TypeError with use_dora=False." + }, + { + "left": "issue:9500", + "right": "issue:9790", + "accept": false, + "reason": "Checkpoint save failure during Flux Dreambooth training is distinct from multi-GPU training problems." + }, + { + "left": "issue:5923", + "right": "issue:6224", + "accept": false, + "reason": "Both concern training instability, but one is stuck execution in multi-GPU fine-tuning and the other is a TorchDynamo error in text-to-image training." + }, + { + "left": "issue:1552", + "right": "issue:1572", + "accept": false, + "reason": "Attention slicing on SD2 and stable_diffusion_mega img2img/inpainting are separate pipeline issues." + }, + { + "left": "issue:3451", + "right": "issue:3774", + "accept": false, + "reason": "fp16 memory regression in a training script is not the same as zero3 not saving memory in another script." + }, + { + "left": "issue:4213", + "right": "issue:6427", + "accept": false, + "reason": "SDXL from_single_file accelerate dependency issue is unrelated to broken diffusers-to-ckpt conversion." + }, + { + "left": "issue:10169", + "right": "issue:5259", + "accept": false, + "reason": "Both are missing-file load errors, but config.json missing and model_index.json missing are different concrete problems." + }, + { + "left": "issue:2089", + "right": "issue:4925", + "accept": false, + "reason": "AltDiffusion DreamBooth OOM and SDXL ControlNet distributed OOM are different models/training setups, not the same bug." + }, + { + "left": "issue:11045", + "right": "issue:9525", + "accept": false, + "reason": "Flux Schnell loading crash during Dreambooth LoRA training is distinct from lora_scale having no effect in Flux loading." + }, + { + "left": "issue:2161", + "right": "issue:3803", + "accept": false, + "reason": "LoRA training on an inpainting model and multi-GPU LoRA model sharing are different training issues." + }, + { + "left": "issue:1709", + "right": "issue:5992", + "accept": false, + "reason": "ONNX img2img Tensor.astype AttributeError is unrelated to llm_guided_diffusion bool/__module__ error." + }, + { + "left": "issue:2941", + "right": "issue:3487", + "accept": false, + "reason": "EulerAncestralDiscreteScheduler result quality in standard SD vs inpaint-with-strength poor results are related scheduler names but different code paths and symptoms." + }, + { + "left": "issue:3811", + "right": "issue:9525", + "accept": false, + "reason": "Both involve LoRA loading in Flux-like contexts, but 'no effect on generation' and 'lora_scale has no effect' are not clearly the same defect." + }, + { + "left": "issue:11702", + "right": "issue:6130", + "accept": false, + "reason": "AccVid LoRA key error when loading with diffusers is a different loading failure than the generic 'Error while loading Lora' report." + }, + { + "left": "issue:13035", + "right": "issue:4265", + "accept": false, + "reason": "Missing MT5Tokenizer import from transformers is unrelated to missing StableDiffusionXLControlNetPipeline import from diffusers." + }, + { + "left": "issue:1909", + "right": "issue:1974", + "accept": false, + "reason": "Generic scheduler-generator API mismatch and Euler-specific reproducibility failure are related only by generators, not the same bug." + }, + { + "left": "issue:5605", + "right": "issue:6158", + "accept": false, + "reason": "Per-image caption support request for SDXL dreambooth is a feature request, not the same as adding SDXL support to animatediff." + }, + { + "left": "issue:6967", + "right": "issue:7133", + "accept": false, + "reason": "Both are SDXL Dreambooth LoRA training problems, but one is prior-preservation shape mismatch and the other is checkpoint resume size mismatch; different failure points." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 49, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10382", + "issue:10472", + "issue:10512", + "issue:10653", + "issue:11169", + "issue:11410", + "issue:11464", + "issue:11907", + "issue:11922", + "issue:12436", + "issue:12728", + "issue:13035", + "issue:13286", + "issue:1377", + "issue:1439", + "issue:1538", + "issue:1717", + "issue:1985", + "issue:2324", + "issue:2371", + "issue:2480", + "issue:3152", + "issue:3223", + "issue:3296", + "issue:3357", + "issue:4139", + "issue:4256", + "issue:4534", + "issue:4885", + "issue:490", + "issue:499", + "issue:5178", + "issue:5226", + "issue:5633", + "issue:6069", + "issue:6218", + "issue:6295", + "issue:6382", + "issue:646", + "issue:6536", + "issue:6964", + "issue:7082", + "issue:7178", + "issue:7286", + "issue:7882", + "issue:852", + "issue:9200", + "issue:9556" + ], + "soft_pairs": [ + "issue:11169|issue:9200", + "issue:499|issue:5226", + "issue:11410|issue:5633", + "issue:2324|issue:2480", + "issue:1717|issue:3296", + "issue:5226|issue:6964", + "issue:6069|issue:6295", + "issue:1439|issue:646", + "issue:4256|issue:4534", + "issue:2324|issue:2371", + "issue:5178|issue:6069", + "issue:6382|issue:9556", + "issue:499|issue:7178", + "issue:10472|issue:6536", + "issue:1985|issue:7882", + "issue:10382|issue:5633", + "issue:1538|issue:3223", + "issue:12436|issue:852", + "issue:11907|issue:6218", + "issue:12728|issue:3357", + "issue:10512|issue:4885", + "issue:11464|issue:11922", + "issue:490|issue:6536", + "issue:10653|issue:13286", + "issue:13035|issue:7082", + "issue:1377|issue:3152", + "issue:4139|issue:7286" + ], + "prepared_review_unit_hash": "333f4665592bed45b7c019df73c043c69b5e533e7fc642bfdfcbf0550fbc9c33", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35688, + "estimated_input_tokens": 8922, + "estimated_eval_tokens": 18100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: it mixes LoRA-loading bugs, scheduler/runtime errors, import failures, training-script issues, and torch.compile problems. I found no soft pair that looks like the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 10512 is the best anchor only in a loose sense: it is a concrete, user-facing Flux/LoRA loading failure and has the most discussion among the similar-looking subset. It is still not a true duplicate of the rest of the cluster, which spans many unrelated subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "10512 is the most central representative of the nearest theme in this noisy cluster, but it is not a good global canonical for all items because the cluster is too broad and mixed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11169", + "right": "issue:9200", + "accept": false, + "reason": "Different failure classes: numpy ABI/binary incompatibility during import vs a dtype error in StableDiffusionXLControlNetPipeline." + }, + { + "left": "issue:499", + "right": "issue:5226", + "accept": false, + "reason": "Both are pipeline-related, but one is an example unconditional training script failure and the other is LoRA loading for SDXL Adapter; different code paths." + }, + { + "left": "issue:11410", + "right": "issue:5633", + "accept": false, + "reason": "Attention unpacking ValueError in a processor call is unrelated to a bug in transformer_temporal.py." + }, + { + "left": "issue:2324", + "right": "issue:2480", + "accept": false, + "reason": "Both concern Dreambooth training, but one is about instance data reading and the other about checkpoint directory structure; not the same bug." + }, + { + "left": "issue:1717", + "right": "issue:3296", + "accept": false, + "reason": "Offline model-cache loading and Dreambooth checkpoint saving/loading are different mechanisms and failure modes." + }, + { + "left": "issue:5226", + "right": "issue:6964", + "accept": false, + "reason": "Both are load-related pipeline issues, but one is about LoRA weights on an SDXL adapter pipeline and the other is 4-channel UNet support in ControlNet inpaint." + }, + { + "left": "issue:6069", + "right": "issue:6295", + "accept": false, + "reason": "Different scheduler bugs: add_noise at t=0 vs artifacts with DPM++ 2M SDE Karras/use_lu_lambdas." + }, + { + "left": "issue:1439", + "right": "issue:646", + "accept": false, + "reason": "Different import/API regressions: FeatureExtractionMixin missing vs PNDMScheduler lacking set_format." + }, + { + "left": "issue:4256", + "right": "issue:4534", + "accept": false, + "reason": "Both are Dreambooth-related, but one is a generic training error and the other is an MPS validation crash." + }, + { + "left": "issue:2324", + "right": "issue:2371", + "accept": false, + "reason": "Same training area, but one is about reading instance data and the other is about generated objects not appearing in output; not a duplicate." + }, + { + "left": "issue:5178", + "right": "issue:6069", + "accept": false, + "reason": "Different scheduler issues: resolution changes after first run vs add_noise failing at t=0." + }, + { + "left": "issue:6382", + "right": "issue:9556", + "accept": false, + "reason": "Both mention LoRA-related workflows, but one is an IP-adapter key error during SDXL training/use and the other is problems with saved LoRA models under rslora." + }, + { + "left": "issue:499", + "right": "issue:7178", + "accept": false, + "reason": "Training script failure vs export_to_video behavior; unrelated code paths." + }, + { + "left": "issue:10472", + "right": "issue:6536", + "accept": false, + "reason": "Different issues entirely: unexpected lora_bias argument in inference vs out-of-memory during UNet3DConditionModel fine-tuning." + }, + { + "left": "issue:1985", + "right": "issue:7882", + "accept": false, + "reason": "Both relate to adding/loading capabilities, but embeddings on Stable Diffusion vs missing from_single_file on a T2I adapter pipeline are not the same bug." + }, + { + "left": "issue:10382", + "right": "issue:5633", + "accept": false, + "reason": "VAE forward return-type mismatch causing AttributeError is unrelated to a bug in transformer_temporal.py." + }, + { + "left": "issue:1538", + "right": "issue:3223", + "accept": false, + "reason": "Different runtime problems: StableDiffusionMegaPipeline model compatibility vs memory not clearing after moving pipeline to cuda." + }, + { + "left": "issue:12436", + "right": "issue:852", + "accept": false, + "reason": "Both are constructor keyword regressions, but offload_state_dict in CLIPTextModel is different from device_map on MPS in diffusers 0.5.1." + }, + { + "left": "issue:11907", + "right": "issue:6218", + "accept": false, + "reason": "Scheduler compatibility bug in FLUX vs batched seeds behavior in ControlNet/img2img; not the same underlying issue." + }, + { + "left": "issue:12728", + "right": "issue:3357", + "accept": false, + "reason": "Both involve torch.compile/Dynamo, but one is a channels_last + Wan 2.2 runtime/unsupported behavior problem and the other is a hasattr TensorVariable compile error." + }, + { + "left": "issue:10512", + "right": "issue:4885", + "accept": false, + "reason": "Both are LoRA-related, but one is unable to load Quanto Flux LoRA and the other is SDXL ControlNet Img2Img not loading LoRA weights; different pipelines and failure modes." + }, + { + "left": "issue:11464", + "right": "issue:11922", + "accept": false, + "reason": "Both are FLUX model issues, but one is loading a Canny-dev LoRA into FluxControlPipeline and the other is a generic FLUX.1-Fill-dev runtime problem." + }, + { + "left": "issue:490", + "right": "issue:6536", + "accept": false, + "reason": "Memory pressure in diffusion pipelines vs out-of-memory while fine-tuning UNet3DConditionModel; too broad and different contexts." + }, + { + "left": "issue:10653", + "right": "issue:13286", + "accept": false, + "reason": "8-bit .to(cpu) limitation for HunyuanVideoTransformer3DModel is unrelated to torchao quantization support in general." + }, + { + "left": "issue:13035", + "right": "issue:7082", + "accept": false, + "reason": "Import errors from different dependency packages: transformers MT5Tokenizer vs accelerate.hooks CpuOffload." + }, + { + "left": "issue:1377", + "right": "issue:3152", + "accept": false, + "reason": "Different external import failures: CLIPVisionModelWithProjection from transformers vs a TensorFlow Lite analyzer wrapper symbol." + }, + { + "left": "issue:4139", + "right": "issue:7286", + "accept": false, + "reason": "Both involve attention/custom diffusion, but one is precision casting for a custom attention processor and the other is cross-attention weight loading in Attend-and-Excite; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 50, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10010", + "issue:10180", + "issue:10450", + "issue:10612", + "issue:10653", + "issue:10989", + "issue:11225", + "issue:11241", + "issue:11352", + "issue:11408", + "issue:11464", + "issue:11585", + "issue:1643", + "issue:1842", + "issue:2482", + "issue:2560", + "issue:2819", + "issue:2875", + "issue:3094", + "issue:3450", + "issue:3565", + "issue:3595", + "issue:3604", + "issue:3884", + "issue:4052", + "issue:4213", + "issue:4483", + "issue:4885", + "issue:499", + "issue:5014", + "issue:5016", + "issue:5197", + "issue:5621", + "issue:5628", + "issue:5798", + "issue:6069", + "issue:6362", + "issue:646", + "issue:7276", + "issue:7378", + "issue:7418", + "issue:9170", + "issue:9171", + "issue:9343", + "issue:9370", + "issue:9546", + "issue:9841", + "issue:9911" + ], + "soft_pairs": [ + "issue:5014|issue:9841", + "issue:3450|issue:3595", + "issue:5014|issue:5016", + "issue:10989|issue:11464", + "issue:3884|issue:7276", + "issue:4213|issue:499", + "issue:10180|issue:4885", + "issue:4213|issue:9171", + "issue:3565|issue:6362", + "issue:4052|issue:646", + "issue:10612|issue:9343", + "issue:1842|issue:5798", + "issue:10653|issue:11352", + "issue:1643|issue:9370", + "issue:11585|issue:4483", + "issue:2482|issue:3604", + "issue:11225|issue:3094", + "issue:2875|issue:5197", + "issue:7378|issue:9170", + "issue:10010|issue:10450", + "issue:2819|issue:7418", + "issue:5628|issue:6069", + "issue:11241|issue:9546", + "issue:11408|issue:5621", + "issue:2560|issue:9911" + ], + "prepared_review_unit_hash": "3c124435ad4ec2cbb77478f8f1864611b0eb78ac9e9008ed81275472e309148f", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34781, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly groups Flux/LoRA/ControlNet/model-loading issues by lexical similarity. Only one pair looks like a true duplicate; the rest are related only at a broad subsystem level or describe different failure modes.", + "confidence": 0.73, + "canonical_issue_reason": "issue:10989 is the clearest representative of the main Flux LoRA loading problem, with a concrete failure mode (quantized transformers) and the strongest overlap with other Flux/LoRA loader reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10989 is the best issue to anchor this cluster because it states the core Flux ControlNet LoRA loading bug most concretely and broadly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5014", + "right": "issue:9841", + "accept": false, + "reason": "Both are DreamBooth/LoRA-related, but one is a vague poor-results report and the other is a specific TypeError when use_dora=False; different bugs." + }, + { + "left": "issue:3450", + "right": "issue:3595", + "accept": true, + "reason": "Both report the same from_ckpt loading failure, with nearly identical wording and same code path." + }, + { + "left": "issue:5014", + "right": "issue:5016", + "accept": false, + "reason": "General bad LoRA training results vs a specific SDXL text-encoder training limitation; not the same concrete defect." + }, + { + "left": "issue:10989", + "right": "issue:11464", + "accept": false, + "reason": "Both mention Flux/LoRA loading, but one is quantization-specific and the other is a model/pipeline loading failure for a Canny LoRA; too different to merge." + }, + { + "left": "issue:3884", + "right": "issue:7276", + "accept": false, + "reason": "Different examples and different failure classes: LoRA script error vs dreambooth pretrained_model network errors." + }, + { + "left": "issue:4213", + "right": "issue:499", + "accept": false, + "reason": "from_single_file accelerate dependency issue vs an unrelated unconditional training script problem." + }, + { + "left": "issue:10180", + "right": "issue:4885", + "accept": false, + "reason": "Both involve LoRA loading, but they affect different pipelines and describe different adapter-loading behavior." + }, + { + "left": "issue:4213", + "right": "issue:9171", + "accept": false, + "reason": "from_single_file without accelerate is unrelated to the SD1.5 v_prediction regression." + }, + { + "left": "issue:3565", + "right": "issue:6362", + "accept": false, + "reason": "Both are OOM reports, but they occur in different training stages and scripts; not the same bug." + }, + { + "left": "issue:4052", + "right": "issue:646", + "accept": false, + "reason": "Missing from_single_file method vs scheduler.set_format attribute error; unrelated API issues." + }, + { + "left": "issue:10612", + "right": "issue:9343", + "accept": false, + "reason": "Both are FLUX load issues, but one is NF4/LoRA loading and the other is low_cpu_mem_usage/ignore_mismatched_sizes; different code paths." + }, + { + "left": "issue:1842", + "right": "issue:5798", + "accept": false, + "reason": "Different missing-argument API errors (`eta` vs `callback_on_step_end`) in different pipelines." + }, + { + "left": "issue:10653", + "right": "issue:11352", + "accept": false, + "reason": "Both concern bitsandbytes 8bit/CPU movement, but one is a hard `.to()` error and the other is about missing warning behavior; not same concrete bug." + }, + { + "left": "issue:1643", + "right": "issue:9370", + "accept": false, + "reason": "Completely different model API errors: xformers attention signature vs missing pooled_projection." + }, + { + "left": "issue:11585", + "right": "issue:4483", + "accept": false, + "reason": "A subjective output-quality complaint is not the same as a determinism bug." + }, + { + "left": "issue:2482", + "right": "issue:3604", + "accept": false, + "reason": "Both discuss weak LoRA training, but one is non-convergence and the other is loss not decreasing; too vague to treat as duplicates." + }, + { + "left": "issue:11225", + "right": "issue:3094", + "accept": false, + "reason": "Both are OOM during training, but on different models/examples and different phases." + }, + { + "left": "issue:2875", + "right": "issue:5197", + "accept": false, + "reason": "Training loss NaN and multi-GPU performance regression are unrelated issues." + }, + { + "left": "issue:7378", + "right": "issue:9170", + "accept": false, + "reason": "Different memory problems in different pipelines; one is latent decoding, the other SDXL/ControlNet training memory size." + }, + { + "left": "issue:10010", + "right": "issue:10450", + "accept": false, + "reason": "Missing model_index.json for FLUX Fill example is unrelated to an architectural difference between transformer blocks." + }, + { + "left": "issue:2819", + "right": "issue:7418", + "accept": false, + "reason": "A broken raw.githubusercontent example URL and a bug in a specific community pipeline are unrelated." + }, + { + "left": "issue:5628", + "right": "issue:6069", + "accept": false, + "reason": "Both are scheduler bugs, but they affect different schedulers and different numerical edge cases." + }, + { + "left": "issue:11241", + "right": "issue:9546", + "accept": false, + "reason": "Floating point exception during Flux ControlNet training vs validation-step OOM; different failure modes." + }, + { + "left": "issue:11408", + "right": "issue:5621", + "accept": false, + "reason": "Compiled-model adapter support and SDXL ControlNet encoder_hid_proj support are unrelated feature gaps." + }, + { + "left": "issue:2560", + "right": "issue:9911", + "accept": false, + "reason": "Determinism with a list of generators vs multi-ControlNet layer-length incompatibility are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The one accepted pair, issue:3450 vs issue:3595, is well supported by the nearly identical from_ckpt failure descriptions. The other pair judgments are appropriately cautious given the titles/bodies available. The only slightly broad phrasing is the claim that issue:10989 is the cluster anchor, since it is quantization-specific, but it still works as a representative Flux LoRA loading issue." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 51, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1070", + "issue:10804", + "issue:1082", + "issue:11062", + "issue:11464", + "issue:11585", + "issue:11700", + "issue:1188", + "issue:1614", + "issue:1617", + "issue:1672", + "issue:2288", + "issue:2296", + "issue:3788", + "issue:4006", + "issue:4061", + "issue:4094", + "issue:4256", + "issue:4529", + "issue:4530", + "issue:460", + "issue:490", + "issue:4916", + "issue:4925", + "issue:5006", + "issue:5012", + "issue:5225", + "issue:5412", + "issue:5433", + "issue:5442", + "issue:5474", + "issue:6130", + "issue:6159", + "issue:6176", + "issue:6353", + "issue:6385", + "issue:6761", + "issue:6894", + "issue:7146", + "issue:725", + "issue:7322", + "issue:7619", + "issue:8514", + "issue:8939", + "issue:9421", + "issue:9643", + "issue:9732", + "issue:9804" + ], + "soft_pairs": [ + "issue:4006|issue:4916", + "issue:1082|issue:4256", + "issue:3788|issue:5442", + "issue:4529|issue:6761", + "issue:4925|issue:6353", + "issue:1614|issue:1672", + "issue:1070|issue:9421", + "issue:4530|issue:5433", + "issue:2288|issue:4094", + "issue:11585|issue:2296", + "issue:10804|issue:11464", + "issue:1617|issue:7619", + "issue:5012|issue:6894", + "issue:11062|issue:6130", + "issue:1188|issue:5474", + "issue:1672|issue:490", + "issue:11700|issue:725", + "issue:7146|issue:8514", + "issue:5412|issue:7322", + "issue:8939|issue:9804", + "issue:6159|issue:9643", + "issue:1070|issue:460", + "issue:4061|issue:6176", + "issue:5225|issue:6385", + "issue:5006|issue:9732" + ], + "prepared_review_unit_hash": "cbd696c0f32312decf3ce21663d7e0e80826c294848e77b60919c9041f529da6", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34720, + "estimated_input_tokens": 8680, + "estimated_eval_tokens": 17616 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes many unrelated training, OOM, pipeline, and LoRA-loading reports. The soft-similarity pairs mostly reflect broad thematic overlap rather than the same underlying bug, so none should be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "issue:6130 is the broadest and most central report in the LoRA-loading subset ('Error while loading Lora'); it can serve as an umbrella reference, but it is not a true duplicate of the other issue-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:6130 is the best representative issue because it is the most generic and closest to a catch-all for the repeated LoRA-loading complaints in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4006", + "right": "issue:4916", + "accept": false, + "reason": "Both are training-related and mention gradient checkpointing/DeepSpeed, but they describe different failure modes and contexts; not the same concrete bug." + }, + { + "left": "issue:1082", + "right": "issue:4256", + "accept": false, + "reason": "Both are training errors, but one is a CUDA cublas failure in Dreambooth and the other is a generic SDXL-Dreambooth training error; too little evidence they share one root cause." + }, + { + "left": "issue:3788", + "right": "issue:5442", + "accept": false, + "reason": "Different new-pipeline feature requests (UniControl vs ScaleCrafter); no indication of the same change or bug." + }, + { + "left": "issue:4529", + "right": "issue:6761", + "accept": false, + "reason": "Both are API/compatibility errors, but one is a LoRA loader keyword mismatch and the other is a VaeImageProcessor.preprocess argument issue; different code paths." + }, + { + "left": "issue:4925", + "right": "issue:6353", + "accept": false, + "reason": "Both concern SDXL training examples, but one is distributed ControlNet OOM and the other is an example-command failure; not the same underlying issue." + }, + { + "left": "issue:1614", + "right": "issue:1672", + "accept": false, + "reason": "Both relate to incorrect image outputs after conversion/autocast, but the symptoms and workflows differ enough that they do not look like one bug." + }, + { + "left": "issue:1070", + "right": "issue:9421", + "accept": false, + "reason": "Both mention inpainting models, but one is a bug in a new inpainting version and the other is inability to access a specific model repository; different problems." + }, + { + "left": "issue:4530", + "right": "issue:5433", + "accept": false, + "reason": "Both involve SDXL artifacts, but one is a refiner artifact issue and the other is DPM++ scheduler artifacts without refiner; not the same concrete defect." + }, + { + "left": "issue:2288", + "right": "issue:4094", + "accept": false, + "reason": "These are separate feature requests for different training scripts (InstructPix2Pix vs T2I adapters)." + }, + { + "left": "issue:11585", + "right": "issue:2296", + "accept": false, + "reason": "A generic poor-result report is not the same as xformers failing on T4; too broad to be duplicates." + }, + { + "left": "issue:10804", + "right": "issue:11464", + "accept": false, + "reason": "Both are LoRA loading problems, but one is FLUX1.dev LoRA loading and the other is FLUX.1-Canny-dev-lora into FluxControlPipeline; similar area, different concrete failure." + }, + { + "left": "issue:1617", + "right": "issue:7619", + "accept": false, + "reason": "Both are training-script errors, but one is missing required args for Dreambooth and the other is a channel-count mismatch; distinct bugs." + }, + { + "left": "issue:5012", + "right": "issue:6894", + "accept": false, + "reason": "Both concern SDXL LoRA text-encoder behavior, but one is inability to train the text encoder and the other is a LoRA not working in A1111; different manifestations and code paths." + }, + { + "left": "issue:11062", + "right": "issue:6130", + "accept": false, + "reason": "Both are LoRA loading complaints, but one is a specific CivitAI LoRA loading error and the other is a generic 'Error while loading Lora'; likely related only at a broad level, not clearly the same bug." + }, + { + "left": "issue:1188", + "right": "issue:5474", + "accept": false, + "reason": "Different feature requests for different pipelines (CLIPSeg+SD vs Stable Diffusion Reference Only)." + }, + { + "left": "issue:1672", + "right": "issue:490", + "accept": false, + "reason": "Both are model conversion/memory-related issues, but one is wrong output size after ckpt-to-diffusers conversion and the other is general memory problems; not the same defect." + }, + { + "left": "issue:11700", + "right": "issue:725", + "accept": false, + "reason": "Both concern loading pipelines/models with lower memory use, but one requests pruna integration and the other asks for device map/accelerate support; different changes." + }, + { + "left": "issue:7146", + "right": "issue:8514", + "accept": false, + "reason": "Both are training failures, but one is SDXL fine-tuning CUDA OOM and the other is an EMAModel parallel fine-tuning error; different root causes." + }, + { + "left": "issue:5412", + "right": "issue:7322", + "accept": false, + "reason": "Both mention SDXL Dreambooth LoRA training failures, but one is checkpoint resume failure and the other is SIGKILL/OOM with a newer diffusers version; not the same concrete bug." + }, + { + "left": "issue:8939", + "right": "issue:9804", + "accept": false, + "reason": "Both are model-loading errors, but one is a tokenizer load failure for SD3 and the other is local SDXL ControlNet model loading; unrelated." + }, + { + "left": "issue:6159", + "right": "issue:9643", + "accept": false, + "reason": "Both involve unsupported ControlNet/Flux-related API behavior, but one is a missing denoising_end argument on SDXL ControlNetXSPipeline and the other is multiple ControlNets on Flux; different features." + }, + { + "left": "issue:1070", + "right": "issue:460", + "accept": false, + "reason": "Inpainting model issue vs ONNX/CUDA runtime dependency issue; unrelated subsystems." + }, + { + "left": "issue:4061", + "right": "issue:6176", + "accept": false, + "reason": "Both are LoRA-loading errors, but one is an SDXL load-lora issue and the other is loading LoRA weights after Dreambooth training; similar area, not the same bug." + }, + { + "left": "issue:5225", + "right": "issue:6385", + "accept": false, + "reason": "Both are VRAM-heavy SDXL-related problems, but one is a training forward-pass OOM and the other is unexpectedly high VRAM in StableVideoDiffusionPipeline; different code paths." + }, + { + "left": "issue:5006", + "right": "issue:9732", + "accept": false, + "reason": "Both are SDXL training OOMs, but one is BF16-specific end-of-training CUDA OOM and the other is a Flux dreambooth guide OOM on 3090 Ti; not clearly the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 52, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10026", + "issue:10282", + "issue:10650", + "issue:11045", + "issue:1552", + "issue:1565", + "issue:1974", + "issue:2185", + "issue:2459", + "issue:3124", + "issue:3177", + "issue:3382", + "issue:3420", + "issue:3582", + "issue:3619", + "issue:3802", + "issue:3803", + "issue:3884", + "issue:4468", + "issue:5028", + "issue:5319", + "issue:5466", + "issue:5515", + "issue:5619", + "issue:5884", + "issue:6069", + "issue:6176", + "issue:6362", + "issue:6446", + "issue:6610", + "issue:6866", + "issue:7002", + "issue:7064", + "issue:7146", + "issue:7157", + "issue:7197", + "issue:7210", + "issue:7263", + "issue:771", + "issue:7728", + "issue:7799", + "issue:8578", + "issue:8909", + "issue:9026", + "issue:9141", + "issue:9343", + "issue:9525", + "issue:9556" + ], + "soft_pairs": [ + "issue:2459|issue:3802", + "issue:3803|issue:4468", + "issue:6610|issue:9141", + "issue:10282|issue:8578", + "issue:1552|issue:6446", + "issue:11045|issue:9343", + "issue:3420|issue:771", + "issue:5319|issue:7157", + "issue:5466|issue:6176", + "issue:2185|issue:7197", + "issue:2459|issue:3124", + "issue:5028|issue:9026", + "issue:5884|issue:6866", + "issue:8909|issue:9556", + "issue:3582|issue:3619", + "issue:3884|issue:7728", + "issue:10650|issue:7002", + "issue:6362|issue:7146", + "issue:1974|issue:5619", + "issue:2459|issue:3619", + "issue:10026|issue:3177", + "issue:7210|issue:9525", + "issue:6866|issue:7064", + "issue:5515|issue:6069", + "issue:1565|issue:3382", + "issue:7263|issue:7799" + ], + "prepared_review_unit_hash": "7699020fdb07eede8b06a675c0209b0d6b9281b74099c55ad05b38d47584a339", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 34844, + "estimated_input_tokens": 8711, + "estimated_eval_tokens": 17678 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose lexical grouping of many unrelated diffusers training/loading issues. None of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2459", + "right": "issue:3802", + "accept": false, + "reason": "Different bugs: xformers attention in one training script vs checkpoint retention limit not working in training examples." + }, + { + "left": "issue:3803", + "right": "issue:4468", + "accept": false, + "reason": "Both mention multi-GPU behavior, but one is about LoRA model sharing/state across GPUs and the other is about performance differences; not the same concrete failure." + }, + { + "left": "issue:6610", + "right": "issue:9141", + "accept": false, + "reason": "Different APIs and failure modes: SDXL inpaint `num_in_channels` ignored vs FluxPipeline missing `from_single_file()`." + }, + { + "left": "issue:10282", + "right": "issue:8578", + "accept": false, + "reason": "Both are loading/meta-tensor errors, but the model shapes and root causes differ; not the same bug." + }, + { + "left": "issue:1552", + "right": "issue:6446", + "accept": false, + "reason": "Stable Diffusion 2 attention slicing issue is unrelated to minimal-loading/Colab model loading failure." + }, + { + "left": "issue:11045", + "right": "issue:9343", + "accept": false, + "reason": "Both involve Flux loading/training, but one is a DreamBooth LoRA crash and the other is a parameter-loading mismatch with low_cpu_mem_usage/ignore_mismatched_sizes." + }, + { + "left": "issue:3420", + "right": "issue:771", + "accept": false, + "reason": "ControlNet inpaint pipeline integration issue vs BF16 dreambooth support; different code paths and symptoms." + }, + { + "left": "issue:5319", + "right": "issue:7157", + "accept": false, + "reason": "Both touch PEFT/LoRA, but one is about loading speed and the other about unexpected keys when loading an LCM LoRA; not the same defect." + }, + { + "left": "issue:5466", + "right": "issue:6176", + "accept": false, + "reason": "Different LoRA loading problems: SDXL shape mismatch on image-to-image load vs failure after training dreambooth_lora." + }, + { + "left": "issue:2185", + "right": "issue:7197", + "accept": false, + "reason": "Missing config files for naive text-to-image training is unrelated to the KeyError while resuming training from local SD 1.5." + }, + { + "left": "issue:2459", + "right": "issue:3124", + "accept": false, + "reason": "One is a training-script xformers issue; the other is a model conversion failure. No shared concrete bug." + }, + { + "left": "issue:5028", + "right": "issue:9026", + "accept": false, + "reason": "Unexpected keyword/forward signature problems in different components: reference pipeline forward hook vs accelerate dispatch argument mismatch." + }, + { + "left": "issue:5884", + "right": "issue:6866", + "accept": false, + "reason": "Both are IP-Adapter feature requests, but one is broad support across ControlNet/T2I pipelines and the other is specific to SDXL ControlNet Inpaint." + }, + { + "left": "issue:8909", + "right": "issue:9556", + "accept": false, + "reason": "Different LoRA-save problems: text_encoder_ti saving in an advanced DreamBooth script vs rslora save-format problems." + }, + { + "left": "issue:3582", + "right": "issue:3619", + "accept": false, + "reason": "Different pipelines and bugs: ControlNet inpaint strength handling vs Text2Video-Zero CrossFrameAttention." + }, + { + "left": "issue:3884", + "right": "issue:7728", + "accept": false, + "reason": "Both are training-script errors, but they involve different scripts and different failure conditions; not the same issue." + }, + { + "left": "issue:10650", + "right": "issue:7002", + "accept": false, + "reason": "Different shape/buffer failures in different pipelines and models; too generic to treat as one bug." + }, + { + "left": "issue:6362", + "right": "issue:7146", + "accept": false, + "reason": "Both mention SDXL OOM, but one is dataset mapping memory usage and the other is fine-tuning OOM; related theme, not same root cause." + }, + { + "left": "issue:1974", + "right": "issue:5619", + "accept": false, + "reason": "Euler scheduler generator-list reproducibility bug is unrelated to AutoencodeTiny/LCM image-encoding failure." + }, + { + "left": "issue:2459", + "right": "issue:3619", + "accept": false, + "reason": "xformers memory-efficient attention in a training script is unrelated to CrossFrameAttention not working in Text2Video-Zero." + }, + { + "left": "issue:10026", + "right": "issue:3177", + "accept": false, + "reason": "Both concern DeepSpeed stage 3 memory/offload behavior, but one is Flux ControlNet multi-GPU training and the other is DreamBooth stage-3 offloading; different code paths." + }, + { + "left": "issue:7210", + "right": "issue:9525", + "accept": false, + "reason": "Different Flux-related problems: missing `named_parameters` under checkpoint dispatch vs `lora_scale` having no effect when loading." + }, + { + "left": "issue:6866", + "right": "issue:7064", + "accept": false, + "reason": "Both are IP-Adapter support issues, but they target different pipelines and capabilities, so they are not the same bug/change." + }, + { + "left": "issue:5515", + "right": "issue:6069", + "accept": false, + "reason": "LCM pipeline initialization without a scheduler is unrelated to DPM++ Karras `add_noise` failing at `t=0`." + }, + { + "left": "issue:1565", + "right": "issue:3382", + "accept": false, + "reason": "GPU selection/placement complaint vs multi-GPU OOM in text-to-image training; similar theme, different underlying issue." + }, + { + "left": "issue:7263", + "right": "issue:7799", + "accept": false, + "reason": "IP-Adapter plus attention slicing vs IP-Adapter matmul size mismatch in a different pipeline; not the same concrete failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 53, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10154", + "issue:10337", + "issue:10542", + "issue:10952", + "issue:11006", + "issue:11127", + "issue:11145", + "issue:11436", + "issue:12104", + "issue:12141", + "issue:1261", + "issue:12656", + "issue:12689", + "issue:13300", + "issue:1478", + "issue:1552", + "issue:1614", + "issue:1672", + "issue:222", + "issue:2296", + "issue:2549", + "issue:2838", + "issue:2904", + "issue:3420", + "issue:3884", + "issue:4086", + "issue:4104", + "issue:4256", + "issue:4316", + "issue:4557", + "issue:5037", + "issue:5607", + "issue:5757", + "issue:6073", + "issue:6082", + "issue:6086", + "issue:6415", + "issue:6741", + "issue:684", + "issue:8482", + "issue:8556", + "issue:8659", + "issue:8667", + "issue:8817", + "issue:9443", + "issue:9525", + "issue:9599", + "issue:9861" + ], + "soft_pairs": [ + "issue:11145|issue:9599", + "issue:4557|issue:6741", + "issue:4256|issue:6073", + "issue:12104|issue:12656", + "issue:10154|issue:9525", + "issue:12141|issue:1552", + "issue:10952|issue:12689", + "issue:8556|issue:9443", + "issue:11436|issue:6082", + "issue:6415|issue:8817", + "issue:10337|issue:13300", + "issue:4086|issue:684", + "issue:1261|issue:222", + "issue:10542|issue:11006", + "issue:2838|issue:8482", + "issue:1614|issue:4104", + "issue:11127|issue:9861", + "issue:4316|issue:5037", + "issue:1478|issue:1614", + "issue:2549|issue:3420", + "issue:1672|issue:2296", + "issue:2904|issue:4557", + "issue:5607|issue:8667", + "issue:5757|issue:8659", + "issue:3884|issue:6086" + ], + "prepared_review_unit_hash": "794f3cca398046a0d53b2534f632a4a71917c9e0bc1dd2fd0660ee2ed54334e6", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34676, + "estimated_input_tokens": 8669, + "estimated_eval_tokens": 17594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Diffusers issues. Only a few pairs look like true duplicates: the train_dreambooth validation-image bug, the SD3ControlNetModel non-power-of-two size mismatch, and the IP-Adapter FaceID support issue.", + "confidence": 0.71, + "canonical_issue_reason": "issue:6415 is the clearest representative of one of the real duplicate-like subclusters: it is explicit about IP-Adapter FaceID/FaceID-plus support, broad enough to anchor the related reports, and has the most discussion context among that group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:6415 is the best overall issue in this set to keep as the canonical anchor because it is concrete, clearly scoped, and the most discussion-rich of the near-duplicate FaceID/IP-Adapter reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11145", + "right": "issue:9599", + "accept": false, + "reason": "Both mention FLUX LoRA, but one is a support request for Flux Fill LoRA/dreambooth finetuning and the other asks for a LoRA-only example; not the same bug or change." + }, + { + "left": "issue:4557", + "right": "issue:6741", + "accept": false, + "reason": "Both are generic AttributeError reports, but they are about different missing attributes in different code paths and do not look like one underlying defect." + }, + { + "left": "issue:4256", + "right": "issue:6073", + "accept": false, + "reason": "Both involve dreambooth training, but one is a specific SDXL training error and the other is a beginner\u2019s general error while following README instructions; too broad to merge." + }, + { + "left": "issue:12104", + "right": "issue:12656", + "accept": false, + "reason": "Both mention out-of-bounds indexing, but one is a generic IndexError and the other is a specific AuraFlow positional-embedding bug; likely different defects." + }, + { + "left": "issue:10154", + "right": "issue:9525", + "accept": false, + "reason": "Both concern Flux LoRA loading, but one is an attribute-error failure on load_lora_weights and the other is lora_scale having no effect; different symptoms and likely different fixes." + }, + { + "left": "issue:12141", + "right": "issue:1552", + "accept": false, + "reason": "These are unrelated dtype/precision and attention-slicing problems in different pipelines; not the same underlying bug." + }, + { + "left": "issue:10952", + "right": "issue:12689", + "accept": false, + "reason": "Both are LoRA-loading related, but one is an adapter-name mismatch in SDXL long-prompt weighting and the other is weights not being loaded from checkpoints; not the same concrete issue." + }, + { + "left": "issue:8556", + "right": "issue:9443", + "accept": false, + "reason": "One is a meta-tensor copy failure when loading SD3 from single file, the other is a tokenizer instantiation problem; different code paths." + }, + { + "left": "issue:11436", + "right": "issue:6082", + "accept": false, + "reason": "Both are dtype mismatch errors, but they occur in different models/pipelines and are not clearly the same bug." + }, + { + "left": "issue:6415", + "right": "issue:8817", + "accept": true, + "reason": "Both are about IP-Adapter FaceID not working / not being supported, so they appear to describe the same missing-feature bug." + }, + { + "left": "issue:10337", + "right": "issue:13300", + "accept": false, + "reason": "These are different model/runtime problems: quantized-transformer FLUX IPAdapter failure versus CPU generation failures for SD3/FLUX." + }, + { + "left": "issue:4086", + "right": "issue:684", + "accept": false, + "reason": "Both touch training or hardware compatibility, but one is SDXL ControlNet training and the other is AMD memory optimizations; unrelated." + }, + { + "left": "issue:1261", + "right": "issue:222", + "accept": false, + "reason": "The xformers backward assert is a specific attention-kernel bug, while the training runtime error report is too generic and not the same issue." + }, + { + "left": "issue:10542", + "right": "issue:11006", + "accept": false, + "reason": "Both are video-model issues, but they involve different pipelines and failure modes (batching vs quantized-transformer output corruption)." + }, + { + "left": "issue:2838", + "right": "issue:8482", + "accept": false, + "reason": "One requests ControlNet pipeline behavior, the other asks for SD3-medium model support; different feature requests." + }, + { + "left": "issue:1614", + "right": "issue:4104", + "accept": false, + "reason": "Both mention black output / casting, but the reported contexts and code paths differ enough that they do not clearly share one root cause." + }, + { + "left": "issue:11127", + "right": "issue:9861", + "accept": false, + "reason": "One is about single-file FLUX loading failure, the other about Flux training not updating the transformer; different stages and likely different fixes." + }, + { + "left": "issue:4316", + "right": "issue:5037", + "accept": true, + "reason": "Both are train_dreambooth.py validation-image failures, with the second validation image option triggering the same kind of error." + }, + { + "left": "issue:1478", + "right": "issue:1614", + "accept": false, + "reason": "One is an upscale pipeline multi-output limitation and the other is a black-image/autocast issue; not the same bug." + }, + { + "left": "issue:2549", + "right": "issue:3420", + "accept": false, + "reason": "These involve different pipelines and failures; the titles do not point to one shared underlying code-path problem." + }, + { + "left": "issue:1672", + "right": "issue:2296", + "accept": false, + "reason": "Image-size conversion errors and xformers memory-efficient attention failures are unrelated." + }, + { + "left": "issue:2904", + "right": "issue:4557", + "accept": false, + "reason": "Different AttributeError contexts in different pipelines; no sign of a shared underlying defect." + }, + { + "left": "issue:5607", + "right": "issue:8667", + "accept": true, + "reason": "The titles describe the same tensor-size-mismatch bug for non-power-of-two images in SD3ControlNetModel." + }, + { + "left": "issue:5757", + "right": "issue:8659", + "accept": false, + "reason": "Both mention checkpoint resume issues, but they are different scripts and 8659 also includes inference-loading problems; not clearly the same bug." + }, + { + "left": "issue:3884", + "right": "issue:6086", + "accept": false, + "reason": "Both concern train_text_to_image_lora.py, but one is a generic error report and the other is a specific FP16 gradient unscale issue; not enough to treat as duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The three accepted duplicate-like pairs are well supported by the issue titles, and the rejected soft pairs are mostly framed cautiously with reasonable distinctions. Canonical anchoring on issue:6415 is also defensible given the discussion activity and the FaceID/IP-Adapter subcluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 54, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10055", + "issue:10640", + "issue:11314", + "issue:11581", + "issue:11585", + "issue:1214", + "issue:1249", + "issue:1552", + "issue:1572", + "issue:1709", + "issue:1867", + "issue:1974", + "issue:1976", + "issue:2044", + "issue:2052", + "issue:2089", + "issue:2296", + "issue:2299", + "issue:2560", + "issue:259", + "issue:3032", + "issue:4125", + "issue:490", + "issue:499", + "issue:5577", + "issue:5603", + "issue:6444", + "issue:6610", + "issue:6741", + "issue:6865", + "issue:7079", + "issue:7197", + "issue:7431", + "issue:746", + "issue:7483", + "issue:7574", + "issue:7708", + "issue:776", + "issue:8317", + "issue:8494", + "issue:8511", + "issue:8534", + "issue:8589", + "issue:859", + "issue:8939", + "issue:9026", + "issue:9398" + ], + "soft_pairs": [ + "issue:10640|issue:7079", + "issue:2044|issue:6741", + "issue:7483|issue:7708", + "issue:8317|issue:9398", + "issue:8494|issue:859", + "issue:1572|issue:1867", + "issue:11581|issue:9026", + "issue:2299|issue:490", + "issue:11585|issue:1976", + "issue:6444|issue:6610", + "issue:259|issue:776", + "issue:1974|issue:2560", + "issue:10055|issue:2052", + "issue:1249|issue:3032", + "issue:5577|issue:7574", + "issue:1214|issue:499", + "issue:4125|issue:7197", + "issue:5603|issue:6865", + "issue:746|issue:8939", + "issue:8511|issue:8589", + "issue:1552|issue:2296", + "issue:1709|issue:3032", + "issue:2089|issue:7431", + "issue:11314|issue:8534" + ], + "prepared_review_unit_hash": "b64a33e49e6f3b3620aebd705cf0f3cde94908131be539fad2acb16d89023b11", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 34234, + "estimated_input_tokens": 8559, + "estimated_eval_tokens": 17374 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of training/inference issues around diffusion models; only one pair looks plausibly like the same underlying generator-list reproducibility bug. The rest are distinct failures in different pipelines, models, or error paths.", + "confidence": 0.77, + "canonical_issue_reason": "Issue #10055 is the most direct representative of the cluster\u2019s main theme: an SD3 ControlNet training script not working. It is specific enough to anchor the cluster, while several neighboring issues are narrower variants or unrelated training-script bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "#10055 is the strongest global issue choice because it is explicit about the broken training script and the SD3 ControlNet context, which matches the dominant topic better than the more model-specific or secondary training complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10640", + "right": "issue:7079", + "accept": false, + "reason": "Different bugs: a FluxInpaint/DataParallel multi-GPU error versus a Transformer2DModel patch/norm_type failure." + }, + { + "left": "issue:2044", + "right": "issue:6741", + "accept": false, + "reason": "Unrelated attribute errors in different code paths: DDP dtype access vs missing no_flip argument in a diffusion DPO script." + }, + { + "left": "issue:7483", + "right": "issue:7708", + "accept": false, + "reason": "Both involve SDXL-related loading/conversion, but one is LoRA-to-Diffusers conversion and the other is a tokenizer file lookup failure; not the same concrete bug." + }, + { + "left": "issue:8317", + "right": "issue:9398", + "accept": false, + "reason": "Both are missing-argument runtime errors, but they occur in different classes and call sites, so they do not appear to be the same underlying defect." + }, + { + "left": "issue:8494", + "right": "issue:859", + "accept": false, + "reason": "Different API breakages: SD3 force_hooks/force_hook mismatch versus a generic unexpected device_map constructor argument." + }, + { + "left": "issue:1572", + "right": "issue:1867", + "accept": false, + "reason": "Both are img2img-related, but one is a broad pipeline incompatibility while the other is a low-strength scheduler behavior issue." + }, + { + "left": "issue:11581", + "right": "issue:9026", + "accept": false, + "reason": "Different errors from different layers: IP-Adapter loading in FLUX with a dtype issue versus load_checkpoint_and_dispatch force_hook mismatch." + }, + { + "left": "issue:2299", + "right": "issue:490", + "accept": false, + "reason": "One is about loading fine-tuned checkpoints into Diffusers, the other is a memory-usage comparison issue." + }, + { + "left": "issue:11585", + "right": "issue:1976", + "accept": false, + "reason": "No shared underlying bug: Stable Diffusion Web UI output quality vs an incorrect tokenizer/config path error." + }, + { + "left": "issue:6444", + "right": "issue:6610", + "accept": false, + "reason": "Different training/inference problems: missing peft_config during checkpointing versus num_in_channels being ignored in from_single_file." + }, + { + "left": "issue:259", + "right": "issue:776", + "accept": false, + "reason": "Different issues in different areas: progress bar display versus img2img batch-size behavior." + }, + { + "left": "issue:1974", + "right": "issue:2560", + "accept": true, + "reason": "Both describe the same generator-list reproducibility problem in img2img/scheduler behavior: passing a list of generators yields incorrect or non-deterministic batch outputs." + }, + { + "left": "issue:5603", + "right": "issue:6865", + "accept": false, + "reason": "Different import/utility issues: one is a missing diffusers utility import, the other is a load_image Image-instance validation problem." + }, + { + "left": "issue:746", + "right": "issue:8939", + "accept": false, + "reason": "Both are loading-related, but one is an ONNX revision problem for img2img and the other is a tokenizer file resolution error for SD3." + }, + { + "left": "issue:8511", + "right": "issue:8589", + "accept": false, + "reason": "Both concern SD3 DreamBooth training, but one is about unloading text encoders and the other is prior-preservation support." + }, + { + "left": "issue:1552", + "right": "issue:2296", + "accept": false, + "reason": "Different attention/memory issues in different setups: attention slicing on SD2 versus xformers on T4." + }, + { + "left": "issue:1709", + "right": "issue:3032", + "accept": false, + "reason": "Different attribute errors in different pipelines: ONNX img2img astype misuse versus ControlNet img2img missing from_pretrained." + }, + { + "left": "issue:2089", + "right": "issue:7431", + "accept": false, + "reason": "Both are DreamBooth/training related, but one is OOM on AltDiffusion and the other is a DoRA/text-encoder training problem." + }, + { + "left": "issue:11314", + "right": "issue:8534", + "accept": false, + "reason": "Both are SD/FLUX/SD3 training-script complaints, but they concern different models and different defects: a ControlNet script mistake versus wrong logit-normal weighting." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The only accepted pair, 1974/2560, is plausibly the same generator-list reproducibility bug, and the other negative verdicts do not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 55, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10673", + "issue:1082", + "issue:11006", + "issue:11160", + "issue:11839", + "issue:1214", + "issue:12157", + "issue:12433", + "issue:12559", + "issue:12771", + "issue:1407", + "issue:1552", + "issue:1919", + "issue:1949", + "issue:2578", + "issue:2645", + "issue:337", + "issue:3382", + "issue:3432", + "issue:3582", + "issue:4213", + "issue:4386", + "issue:4453", + "issue:4480", + "issue:4580", + "issue:4677", + "issue:487", + "issue:4935", + "issue:5012", + "issue:5227", + "issue:5619", + "issue:5798", + "issue:6280", + "issue:6371", + "issue:6382", + "issue:6964", + "issue:7049", + "issue:7660", + "issue:771", + "issue:7751", + "issue:8320", + "issue:8494", + "issue:8551", + "issue:8668", + "issue:9187", + "issue:9497", + "issue:9726" + ], + "soft_pairs": [ + "issue:1949|issue:7751", + "issue:1552|issue:3582", + "issue:6382|issue:9187", + "issue:2578|issue:6964", + "issue:2578|issue:7660", + "issue:4386|issue:4453", + "issue:10673|issue:11839", + "issue:12433|issue:1919", + "issue:11006|issue:11160", + "issue:12559|issue:3432", + "issue:9497|issue:9726", + "issue:2645|issue:4480", + "issue:4213|issue:5227", + "issue:5798|issue:8494", + "issue:12771|issue:4580", + "issue:6280|issue:8320", + "issue:1407|issue:7049", + "issue:5619|issue:771", + "issue:1214|issue:487", + "issue:1082|issue:3382", + "issue:12157|issue:6371", + "issue:1214|issue:5227", + "issue:337|issue:4677", + "issue:4935|issue:5012", + "issue:8551|issue:8668" + ], + "prepared_review_unit_hash": "6262e8414168cba15c27fda93922fdc4e7b05d132f1652b9aefcf182e67f758d", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34484, + "estimated_input_tokens": 8621, + "estimated_eval_tokens": 17498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items cover unrelated bugs in training, pipelines, schedulers, docs, and platform-specific failures. None of the soft pairs look like the same underlying issue/change, so I would not merge any of them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the set does not form one duplicate family; the issues span different models, code paths, and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative for the cluster for the same reason: the topics are too unrelated to anchor on one issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1949", + "right": "issue:7751", + "accept": false, + "reason": "Different problems: Dreambooth tutorial/requirements setup vs an AnimateDiff conversion error." + }, + { + "left": "issue:1552", + "right": "issue:3582", + "accept": false, + "reason": "Both are pipeline behavior issues, but attention slicing and ControlNet inpaint strength are unrelated code paths." + }, + { + "left": "issue:6382", + "right": "issue:9187", + "accept": false, + "reason": "Both mention IP Adapter, but one is an LCM training/use key error and the other is an SDXL config regression after Kolors update." + }, + { + "left": "issue:2578", + "right": "issue:6964", + "accept": false, + "reason": "Editable install problems are unrelated to a ControlNet inpaint bug on 4-channel UNets." + }, + { + "left": "issue:2578", + "right": "issue:7660", + "accept": false, + "reason": "Editable install failure and a trace example failure are distinct issues with no shared code-path evidence." + }, + { + "left": "issue:4386", + "right": "issue:4453", + "accept": false, + "reason": "Both concern LoRA conversion, but one is a general question and the other is a specific A1111 compatibility question." + }, + { + "left": "issue:10673", + "right": "issue:11839", + "accept": false, + "reason": "Both report shape/input-size errors, but they are different pipelines/models (AuraFlow vs FluxKontext gguf)." + }, + { + "left": "issue:12433", + "right": "issue:1919", + "accept": false, + "reason": "Documentation version incompatibility is unrelated to missing datasets in a Dreambooth requirements file." + }, + { + "left": "issue:11006", + "right": "issue:11160", + "accept": false, + "reason": "Same Wan 2.1 family, but quantized-transformer video corruption and inconsistent inference are not the same concrete bug." + }, + { + "left": "issue:12559", + "right": "issue:3432", + "accept": false, + "reason": "Different backend errors: missing torchvision::nms on Windows vs half-precision CPU conv failure." + }, + { + "left": "issue:9497", + "right": "issue:9726", + "accept": false, + "reason": "Both are FLUX Dreambooth reports, but one is a mat2 shape error and the other is a multigpu training problem." + }, + { + "left": "issue:2645", + "right": "issue:4480", + "accept": false, + "reason": "Apple-silicon backend failures, but one is a CUDA-on-M1 assertion and the other is an MPS float16 crash." + }, + { + "left": "issue:4213", + "right": "issue:5227", + "accept": false, + "reason": "From_single_file loading without accelerate and load_lora_weight with torch.compile are unrelated issues." + }, + { + "left": "issue:5798", + "right": "issue:8494", + "accept": false, + "reason": "Both are unexpected-kwarg errors, but they affect different pipelines and different arguments." + }, + { + "left": "issue:12771", + "right": "issue:4580", + "accept": false, + "reason": "Both involve scheduler failures with karras sigmas, but they are different schedulers and failure points." + }, + { + "left": "issue:6280", + "right": "issue:8320", + "accept": false, + "reason": "Both touch from_single_file, but one lacks a pipeline method while the other is an AutoencoderKL type-handling bug." + }, + { + "left": "issue:1407", + "right": "issue:7049", + "accept": false, + "reason": "An ONNX feature_extractor mismatch and an IP Adapter unpacking error are unrelated." + }, + { + "left": "issue:5619", + "right": "issue:771", + "accept": false, + "reason": "LCM img2img autoencoder behavior and BF16 Dreambooth are separate backend/model issues." + }, + { + "left": "issue:1214", + "right": "issue:487", + "accept": false, + "reason": "Half-precision CLIPTextModel and Stable Diffusion on M1 CPU are different precision/backend problems." + }, + { + "left": "issue:1082", + "right": "issue:3382", + "accept": false, + "reason": "CUBLAS matmul execution failure and multi-GPU OOM are distinct Dreambooth training failures." + }, + { + "left": "issue:12157", + "right": "issue:6371", + "accept": false, + "reason": "A bnb quantization config iterable bug in Qwen-Image training is unrelated to a ControlNet XS assert error." + }, + { + "left": "issue:1214", + "right": "issue:5227", + "accept": false, + "reason": "Half-precision CLIPTextModel and torch.compile LoRA loading are unrelated code paths." + }, + { + "left": "issue:337", + "right": "issue:4677", + "accept": false, + "reason": "Both are inpainting-related, but one is a general feature/problem report and the other is a documentation example failure." + }, + { + "left": "issue:4935", + "right": "issue:5012", + "accept": false, + "reason": "Both mention the same LoRA SDXL training script, but one is a usage question and the other is a text-encoder training limitation." + }, + { + "left": "issue:8551", + "right": "issue:8668", + "accept": false, + "reason": "Both involve image latent handling, but one is a device-map transfer bug and the other is a size-alignment failure in SD3 img2img." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 56, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10266", + "issue:10453", + "issue:10591", + "issue:11006", + "issue:12034", + "issue:12547", + "issue:1552", + "issue:1976", + "issue:2091", + "issue:2459", + "issue:2668", + "issue:3354", + "issue:3454", + "issue:3582", + "issue:3613", + "issue:3774", + "issue:4134", + "issue:4137", + "issue:4728", + "issue:4733", + "issue:4880", + "issue:5054", + "issue:5259", + "issue:5395", + "issue:5465", + "issue:5524", + "issue:5619", + "issue:5749", + "issue:5860", + "issue:6492", + "issue:6536", + "issue:6570", + "issue:6598", + "issue:6661", + "issue:6809", + "issue:6815", + "issue:6914", + "issue:746", + "issue:7766", + "issue:8514", + "issue:8833", + "issue:8956", + "issue:9044", + "issue:9112", + "issue:9200", + "issue:945", + "issue:9613" + ], + "soft_pairs": [ + "issue:10266|issue:5749", + "issue:4134|issue:6661", + "issue:3582|issue:5860", + "issue:4137|issue:6598", + "issue:5395|issue:6809", + "issue:6570|issue:9112", + "issue:10453|issue:5465", + "issue:12547|issue:8514", + "issue:2091|issue:4728", + "issue:11006|issue:12034", + "issue:10591|issue:3354", + "issue:1552|issue:5619", + "issue:1976|issue:9044", + "issue:3613|issue:3774", + "issue:5259|issue:8833", + "issue:5054|issue:5524", + "issue:1552|issue:2459", + "issue:2668|issue:4880", + "issue:3454|issue:4733", + "issue:746|issue:8956", + "issue:6492|issue:6815", + "issue:746|issue:945", + "issue:4728|issue:6536", + "issue:6914|issue:7766", + "issue:9200|issue:9613" + ], + "prepared_review_unit_hash": "c697d7a1a594387a6129bbeca017eb9128f0a3e909d97a708883d62bb61bb1d1", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34341, + "estimated_input_tokens": 8586, + "estimated_eval_tokens": 17428 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly false-positive similarity matches: the set mixes unrelated bugs across model loading, training scripts, ControlNet, video pipelines, and OOM/runtime issues. Only the black-image pair looks like the same underlying defect; the rest should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": "issue:6815 is the most concrete/root-cause report in the only clear duplicate pair (black images caused by invalid value casting). The broader cluster is otherwise too heterogeneous to have a strong single canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:6815 is the best representative for the one real overlap here because it states the warning and symptom together; it is still only a local best fit, not a true cluster-wide anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10266", + "right": "issue:5749", + "accept": false, + "reason": "Both mention index errors, but UniPC+FlowMatch out-of-bounds is a specific scheduler bug, while 5749 is a generic tensor index OOB with no shared code path." + }, + { + "left": "issue:4134", + "right": "issue:6661", + "accept": false, + "reason": "ControlNet MPS tensor-shape mismatch is a model compatibility bug; 6661 is an OOM on certain image sizes, which is a different failure mode." + }, + { + "left": "issue:3582", + "right": "issue:5860", + "accept": false, + "reason": "These affect different pipelines and symptoms: inpaint strength handling vs Tiny Autoencoder + ControlNet pipeline failure." + }, + { + "left": "issue:4137", + "right": "issue:6598", + "accept": false, + "reason": "Both compare outputs, but one is LoRA-vs-WebUI divergence and the other is img2img mismatch; they do not point to the same concrete bug." + }, + { + "left": "issue:5395", + "right": "issue:6809", + "accept": false, + "reason": "PEFT LoRA merging problems and PEFT adapter loading failures are related, but these describe different operations and likely different bugs." + }, + { + "left": "issue:6570", + "right": "issue:9112", + "accept": false, + "reason": "Different model families and code paths: SDXL InstructPix2Pix tensor mismatch versus Auraflow inference tensor mismatch." + }, + { + "left": "issue:10453", + "right": "issue:5465", + "accept": false, + "reason": "Batch-size limitation in Hunyuan Video and DiffEdit inpaint_strength restriction are unrelated pipeline behaviors." + }, + { + "left": "issue:12547", + "right": "issue:8514", + "accept": false, + "reason": "Missing required CLI argument for Flux Dreambooth fine-tuning is not the same as EMAModel causing parallel fine-tuning errors." + }, + { + "left": "issue:2091", + "right": "issue:4728", + "accept": false, + "reason": "Both involve checkpoint resume, but one is a multi-GPU resume bug and the other is an OOM during resume; not the same underlying issue." + }, + { + "left": "issue:11006", + "right": "issue:12034", + "accept": false, + "reason": "Both are Wan I2V reports, but one is broken output with a quantized transformer and the other is poor quality versus an official space." + }, + { + "left": "issue:10591", + "right": "issue:3354", + "accept": false, + "reason": "These are different LoRA training-script bugs: a general problem in the SD3 script versus an fp16 casting issue in another script." + }, + { + "left": "issue:1552", + "right": "issue:5619", + "accept": false, + "reason": "Attention slicing on SD2 and AutoencodeTiny LCM img2img encode are separate features with unrelated failure points." + }, + { + "left": "issue:1976", + "right": "issue:9044", + "accept": false, + "reason": "Both are model/file lookup errors, but they reference different missing files, different models, and likely different packaging issues." + }, + { + "left": "issue:3613", + "right": "issue:3774", + "accept": false, + "reason": "Both mention training memory, but one is Dreambooth OOM on torch 2.0 and the other is zero3 not saving memory in text-to-image training." + }, + { + "left": "issue:5259", + "right": "issue:8833", + "accept": false, + "reason": "Missing model_index.json versus missing config.json are similar loading symptoms, but they are not the same artifact or code path." + }, + { + "left": "issue:5054", + "right": "issue:5524", + "accept": false, + "reason": "Missing final_offload_hook and missing lora_layer are distinct attribute errors in different subsystems." + }, + { + "left": "issue:1552", + "right": "issue:2459", + "accept": false, + "reason": "Both involve attention optimizations, but attention slicing and xformers memory-efficient attention failing are not the same bug." + }, + { + "left": "issue:2668", + "right": "issue:4880", + "accept": false, + "reason": "Both are ControlNet-related, but one misroutes ControlNet image input and the other raises a validation TypeError for missing/invalid image input." + }, + { + "left": "issue:3454", + "right": "issue:4733", + "accept": false, + "reason": "These are different training-script failures: one says the script does not run on latest, the other is a checkpoint-resume optimizer state error." + }, + { + "left": "issue:746", + "right": "issue:8956", + "accept": false, + "reason": "These are different load failures in different backends/models: ONNX img2img revision loading versus OpenVINO StableDiffusionXL pipeline model loading." + }, + { + "left": "issue:6492", + "right": "issue:6815", + "accept": true, + "reason": "Both describe black-image output, and 6815 adds the likely root cause: invalid values during image cast to uint8. This looks like the same bug." + }, + { + "left": "issue:746", + "right": "issue:945", + "accept": false, + "reason": "Both concern loading/ONNX-related behavior, but they target different model-conversion scenarios and do not clearly share one bug." + }, + { + "left": "issue:4728", + "right": "issue:6536", + "accept": false, + "reason": "Both are training/OOM reports, but one is a checkpoint-resume OOM and the other is generic fine-tuning out-of-memory for UNet3DConditionModel." + }, + { + "left": "issue:6914", + "right": "issue:7766", + "accept": false, + "reason": "AttributeError from enable_model_cpu_offload breaking IP-Adapter-FaceID is a concrete bug; 7766 is a usage/question thread, not the same issue." + }, + { + "left": "issue:9200", + "right": "issue:9613", + "accept": false, + "reason": "These are both 0.30.x compatibility complaints, but one is a ControlNet dtype error and the other is a Timesteps.scale attribute error; different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted overlap, issue:6492 with issue:6815, is well supported by the titles, and the other pair rejections do not overclaim shared bugs beyond vague surface similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 57, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10150", + "issue:10180", + "issue:10421", + "issue:10712", + "issue:1100", + "issue:11148", + "issue:11865", + "issue:12535", + "issue:1310", + "issue:1709", + "issue:2132", + "issue:2459", + "issue:2578", + "issue:2904", + "issue:2947", + "issue:3032", + "issue:3565", + "issue:3582", + "issue:3661", + "issue:4086", + "issue:4103", + "issue:4255", + "issue:4368", + "issue:4648", + "issue:4701", + "issue:4923", + "issue:5125", + "issue:5474", + "issue:5524", + "issue:5794", + "issue:5884", + "issue:5897", + "issue:6028", + "issue:6218", + "issue:6610", + "issue:696", + "issue:7053", + "issue:7064", + "issue:720", + "issue:7293", + "issue:7357", + "issue:7432", + "issue:746", + "issue:7799", + "issue:7854", + "issue:9051", + "issue:9643", + "issue:9673" + ], + "soft_pairs": [ + "issue:1709|issue:2904", + "issue:4648|issue:5794", + "issue:11148|issue:12535", + "issue:5125|issue:5897", + "issue:4923|issue:7293", + "issue:3565|issue:4368", + "issue:4255|issue:7432", + "issue:5884|issue:7064", + "issue:3661|issue:4086", + "issue:10150|issue:7357", + "issue:10712|issue:7799", + "issue:10421|issue:9673", + "issue:1310|issue:5474", + "issue:720|issue:7854", + "issue:2578|issue:6218", + "issue:9051|issue:9643", + "issue:11865|issue:6610", + "issue:2947|issue:5524", + "issue:6028|issue:696", + "issue:2459|issue:3582", + "issue:4701|issue:5897", + "issue:10180|issue:746", + "issue:1100|issue:3032", + "issue:2132|issue:3032", + "issue:4103|issue:7053" + ], + "prepared_review_unit_hash": "0e30def0ff333ba406688f1a9a7a8b778d1c095d07c490610778bbf8b72d2dac", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34809, + "estimated_input_tokens": 8703, + "estimated_eval_tokens": 17662 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of false-positive soft similarities across unrelated issues. The candidates share broad themes like pipelines, LoRAs, OOMs, or missing attributes, but not the same concrete bug or fix path. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "issue:10150 is the broadest umbrella-style report in the set: SDXL pipeline loading/inference slowness. It is the best representative issue if this cluster needs a single canonical issue, even though it is not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10150 is the most general and central issue among the listed items, covering the broad performance theme better than the more specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1709", + "right": "issue:2904", + "accept": false, + "reason": "Both are pipeline errors, but one is an ONNX Tensor.astype mismatch and the other is an AudioLDM scheduler NoneType error; different code paths." + }, + { + "left": "issue:4648", + "right": "issue:5794", + "accept": false, + "reason": "Both mention missing config files during loading, but they affect different models/artifacts and are not the same load failure." + }, + { + "left": "issue:11148", + "right": "issue:12535", + "accept": false, + "reason": "Both involve LoRA/adapter loading, but one is a PEFT state-flag bug and the other is a Wan2.2 Lightning LoRA loading issue." + }, + { + "left": "issue:5125", + "right": "issue:5897", + "accept": false, + "reason": "Both are runtime/CUDA-related, but one is an xformers kernel failure and the other is a device-placement mismatch during LoRA training." + }, + { + "left": "issue:4923", + "right": "issue:7293", + "accept": false, + "reason": "Both are AudioLDM feature requests, but they ask for different extensions and do not describe the same change." + }, + { + "left": "issue:3565", + "right": "issue:4368", + "accept": false, + "reason": "Both concern OOM during training, but they are different training setups and not the same underlying memory bug." + }, + { + "left": "issue:4255", + "right": "issue:7432", + "accept": false, + "reason": "Both compare Diffusers to WebUI quality, but one is a broad quality complaint and the other is about a specific image similarity workflow." + }, + { + "left": "issue:5884", + "right": "issue:7064", + "accept": false, + "reason": "Both are IP-Adapter support items, but one is a broad add-support request and the other is a narrow fix for SAG/panorama pipelines." + }, + { + "left": "issue:3661", + "right": "issue:4086", + "accept": false, + "reason": "Both involve model loading/training, but one is about from_ckpt on SD2.x weights and the other is about ControlNet training on SDXL 0.9." + }, + { + "left": "issue:10150", + "right": "issue:7357", + "accept": false, + "reason": "Both are SDXL performance complaints, but one is general slow loading/inference and the other is specifically slow inference despite compile/fuse_loras; not the same bug." + }, + { + "left": "issue:10712", + "right": "issue:7799", + "accept": false, + "reason": "Both report runtime errors, but one is about prompt_embeds in SD3 and the other is a matmul size mismatch with IP-Adapter in InstructPix2Pix." + }, + { + "left": "issue:10421", + "right": "issue:9673", + "accept": false, + "reason": "Both mention multi-GPU/multi-LoRA overhead, but one is a CPU memory leak when moving pipelines and the other is high CPU usage while loading multiple LoRAs." + }, + { + "left": "issue:1310", + "right": "issue:5474", + "accept": false, + "reason": "These are different pipeline ideas: one is K-Diffusion + Stable Diffusion, the other is a new reference-only pipeline feature request." + }, + { + "left": "issue:720", + "right": "issue:7854", + "accept": false, + "reason": "Both are dtype mismatch errors, but they occur in different contexts and describe different failing operations." + }, + { + "left": "issue:2578", + "right": "issue:6218", + "accept": false, + "reason": "One is editable-install breakage and the other is a batch-seed pipeline bug; unrelated failures." + }, + { + "left": "issue:9051", + "right": "issue:9643", + "accept": false, + "reason": "Both concern Flux limitations, but one is batch inference and the other is multiple ControlNets; separate feature gaps." + }, + { + "left": "issue:11865", + "right": "issue:6610", + "accept": false, + "reason": "Both involve missing functionality around single-file loading, but one is a missing from_single_file attribute and the other is num_in_channels being ignored." + }, + { + "left": "issue:2947", + "right": "issue:5524", + "accept": false, + "reason": "Both relate to attention/LoRA loading, but one is a missing load_attn_procs attribute and the other is a missing lora_layer attribute on Linear." + }, + { + "left": "issue:6028", + "right": "issue:696", + "accept": false, + "reason": "Both are OOM reports, but they are separate models/workflows and not the same memory issue." + }, + { + "left": "issue:2459", + "right": "issue:3582", + "accept": false, + "reason": "Both say something doesn't work in training/inpaint workflows, but they are unrelated features with different failure modes." + }, + { + "left": "issue:4701", + "right": "issue:5897", + "accept": false, + "reason": "Both are CUDA/device-type problems, but one is a decoder backprop error at float32 and the other is a cross-device tensor placement issue in LoRA training." + }, + { + "left": "issue:10180", + "right": "issue:746", + "accept": false, + "reason": "Both mention loading behavior, but one is about multiple LoRAs with Flux Control LoRA and the other is an ONNX revision loading problem." + }, + { + "left": "issue:1100", + "right": "issue:3032", + "accept": false, + "reason": "Both are attribute errors in pipeline components, but they involve different missing attributes and different code paths." + }, + { + "left": "issue:2132", + "right": "issue:3032", + "accept": false, + "reason": "Both are attribute errors in examples/pipelines, but one is Accelerator.trackers and the other is a pipeline class missing from_pretrained." + }, + { + "left": "issue:4103", + "right": "issue:7053", + "accept": false, + "reason": "Both are model-behavior issues, but one is AutoencoderKL scaling_factor handling and the other is UNet3D class conditioning; unrelated fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 58, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10180", + "issue:10518", + "issue:10612", + "issue:1125", + "issue:12141", + "issue:1263", + "issue:1363", + "issue:1896", + "issue:2363", + "issue:2851", + "issue:2941", + "issue:2991", + "issue:3221", + "issue:3223", + "issue:3700", + "issue:3802", + "issue:4213", + "issue:4307", + "issue:4368", + "issue:4566", + "issue:4728", + "issue:499", + "issue:539", + "issue:5798", + "issue:5897", + "issue:5917", + "issue:6028", + "issue:6094", + "issue:6176", + "issue:6218", + "issue:6689", + "issue:6956", + "issue:7057", + "issue:7146", + "issue:7147", + "issue:7263", + "issue:7418", + "issue:7483", + "issue:7589", + "issue:7591", + "issue:7666", + "issue:7728", + "issue:7931", + "issue:8228", + "issue:8359", + "issue:8956", + "issue:9527", + "issue:9953" + ], + "soft_pairs": [ + "issue:3802|issue:7057", + "issue:4368|issue:4566", + "issue:4728|issue:7146", + "issue:10518|issue:7418", + "issue:1363|issue:6176", + "issue:2941|issue:3223", + "issue:1263|issue:7147", + "issue:10180|issue:8956", + "issue:10612|issue:9953", + "issue:5897|issue:7728", + "issue:12141|issue:7666", + "issue:7263|issue:7931", + "issue:4307|issue:7591", + "issue:6028|issue:6956", + "issue:1125|issue:1896", + "issue:499|issue:7589", + "issue:4213|issue:6218", + "issue:539|issue:5798", + "issue:2363|issue:6689", + "issue:8228|issue:8359", + "issue:2851|issue:3700", + "issue:3221|issue:7483", + "issue:5917|issue:6094", + "issue:2991|issue:9527" + ], + "prepared_review_unit_hash": "7e0ffae3caefff71bff55d6a6a26c70661f3cbf75cb76248f4a87075435de566", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34291, + "estimated_input_tokens": 8573, + "estimated_eval_tokens": 17402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft edges look like false positives. The items span different pipelines, scripts, versions, and failure modes, so there is no clear duplicate cluster or mergeable pair.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: this set is heterogeneous and does not center on one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 10180 is the closest thing to an anchor because it is a concrete, well-scoped Flux LoRA loading bug, but it still does not represent the rest of the set as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3802", + "right": "issue:7057", + "accept": false, + "reason": "Both mention checkpoints, but one is about a training argument not working and the other is a vague model checkpoint failure; different bugs." + }, + { + "left": "issue:4368", + "right": "issue:4566", + "accept": false, + "reason": "Both are SDXL LoRA training issues, but one is CUDA OOM and the other is checkpoint resume failure; not the same defect." + }, + { + "left": "issue:4728", + "right": "issue:7146", + "accept": false, + "reason": "Both involve OOM during SDXL training, but the contexts differ: resume_from_checkpoint on UNet fine-tuning vs a general SDXL fine-tuning OOM." + }, + { + "left": "issue:10518", + "right": "issue:7418", + "accept": false, + "reason": "Unrelated: one is a script problem in sd3_lora_colab, the other is a bug in a community upscale pipeline line." + }, + { + "left": "issue:1363", + "right": "issue:6176", + "accept": false, + "reason": "Different domains: ONNX scheduler error versus LoRA-weight loading after dreambooth training." + }, + { + "left": "issue:2941", + "right": "issue:3223", + "accept": false, + "reason": "Different failure modes: scheduler output quality issue versus RAM not being cleared after moving a pipeline to CUDA." + }, + { + "left": "issue:1263", + "right": "issue:7147", + "accept": false, + "reason": "Both are import errors, but they refer to different pipeline classes and different missing symbols." + }, + { + "left": "issue:10180", + "right": "issue:8956", + "accept": false, + "reason": "Different models and symptoms: Flux Control LoRA loading versus OVStableDiffusionXLPipeline model loading." + }, + { + "left": "issue:10612", + "right": "issue:9953", + "accept": false, + "reason": "Both involve quantization, but one is loading a LoRA into a quantized Flux Fill pipeline and the other is moving a pipeline with a quantized component to CUDA." + }, + { + "left": "issue:5897", + "right": "issue:7728", + "accept": false, + "reason": "Both are training-time errors, but the scripts and concrete device mismatch contexts differ; not the same bug." + }, + { + "left": "issue:12141", + "right": "issue:7666", + "accept": false, + "reason": "Unrelated: WanVACE VAE dtype incompatibility versus from_single_file custom pipeline loading." + }, + { + "left": "issue:7263", + "right": "issue:7931", + "accept": false, + "reason": "Both involve IP-Adapter, but they hit different pipelines and different parameter paths, so they are not the same issue." + }, + { + "left": "issue:4307", + "right": "issue:7591", + "accept": false, + "reason": "Both are loading-related, but one is from_pretrained(local_files_only=True) and the other is from_single_file(local_files_only=True); different code paths and errors." + }, + { + "left": "issue:6028", + "right": "issue:6956", + "accept": false, + "reason": "Both are CUDA OOM reports, but for different pipelines and environments; too broad to be duplicates." + }, + { + "left": "issue:1125", + "right": "issue:1896", + "accept": false, + "reason": "Different pipelines and different runtime errors; no shared underlying bug." + }, + { + "left": "issue:499", + "right": "issue:7589", + "accept": false, + "reason": "Different examples and different bug classes; not the same underlying change or defect." + }, + { + "left": "issue:4213", + "right": "issue:6218", + "accept": false, + "reason": "Different problems: from_single_file dependency behavior versus batched seeds handling in ControlNet/Img2Img." + }, + { + "left": "issue:539", + "right": "issue:5798", + "accept": false, + "reason": "Both are unexpected keyword-argument errors, but they concern different APIs and call sites." + }, + { + "left": "issue:2363", + "right": "issue:6689", + "accept": false, + "reason": "One is a general question about converting LoRA files; the other is a specific SSD-1B conversion failure." + }, + { + "left": "issue:8228", + "right": "issue:8359", + "accept": false, + "reason": "Both are from_single_file issues, but one is a specific CLIPTextModel load failure while the other is a broader custom-checkpoint incompatibility." + }, + { + "left": "issue:2851", + "right": "issue:3700", + "accept": false, + "reason": "Completely different training features: push_to_hub on TPU versus min_snr argument support." + }, + { + "left": "issue:3221", + "right": "issue:7483", + "accept": false, + "reason": "Different workflows: load_attn_procs regression versus LoRA-to-Diffusers conversion for SDXL-based models." + }, + { + "left": "issue:5917", + "right": "issue:6094", + "accept": false, + "reason": "Both are version regressions, but they affect different conversion/pipeline code paths and are not the same bug." + }, + { + "left": "issue:2991", + "right": "issue:9527", + "accept": false, + "reason": "Related to ControlNet precision, but one is a mixed-precision example failure and the other is an explicit dtype mismatch between controlnet fp32 and main pipe bf16; not identical." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 59, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10026", + "issue:10266", + "issue:10290", + "issue:10453", + "issue:10512", + "issue:10575", + "issue:1398", + "issue:1544", + "issue:1611", + "issue:170", + "issue:1717", + "issue:1925", + "issue:1931", + "issue:2163", + "issue:3015", + "issue:3537", + "issue:3585", + "issue:3802", + "issue:4213", + "issue:4368", + "issue:5128", + "issue:5465", + "issue:5798", + "issue:5846", + "issue:5857", + "issue:6092", + "issue:6159", + "issue:6218", + "issue:6230", + "issue:6382", + "issue:6602", + "issue:6741", + "issue:6858", + "issue:7229", + "issue:7263", + "issue:7483", + "issue:776", + "issue:7773", + "issue:7985", + "issue:8686", + "issue:9051", + "issue:9115", + "issue:9393", + "issue:9514", + "issue:9667", + "issue:9907", + "issue:993" + ], + "soft_pairs": [ + "issue:4213|issue:5857", + "issue:5465|issue:9051", + "issue:6382|issue:6602", + "issue:5128|issue:9667", + "issue:10512|issue:9514", + "issue:1931|issue:993", + "issue:776|issue:7773", + "issue:7263|issue:9115", + "issue:170|issue:5798", + "issue:6218|issue:8686", + "issue:10026|issue:9907", + "issue:1717|issue:7483", + "issue:3015|issue:3537", + "issue:4368|issue:6230", + "issue:6858|issue:7229", + "issue:10026|issue:3802", + "issue:1611|issue:3585", + "issue:6092|issue:9393", + "issue:2163|issue:5846", + "issue:1398|issue:1925", + "issue:1544|issue:6741", + "issue:10453|issue:6159", + "issue:10290|issue:7985", + "issue:10266|issue:10575" + ], + "prepared_review_unit_hash": "1111e93d49dff33abe159346e6c22eb2a47ea48c69f62b3de36c33462537253e", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33671, + "estimated_input_tokens": 8418, + "estimated_eval_tokens": 17092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of Diffusers issues; the proposed soft pairs are mostly superficial title matches rather than true duplicates. I do not see a single underlying bug/change that unifies the cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items span distinct bugs and features across Flux, ControlNet, schedulers, LoRA loading, batching, dtype, and conversion scripts. The soft pairs only share broad subsystem words, not the same concrete failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative because there is no single root cause or code path shared by the cluster. If forced, any choice would misrepresent several unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4213", + "right": "issue:5857", + "accept": false, + "reason": "Both mention SDXL/LoRA-ish workflows, but one is about from_single_file() needing accelerate and the other about LCM LoRA behavior in AnimateDiff SDXL. Different failures and code paths." + }, + { + "left": "issue:5465", + "right": "issue:9051", + "accept": false, + "reason": "Both are batching-related pipeline bugs, but DiffEdit inpaint_strength handling and FluxPipeline batch inference are different concrete issues." + }, + { + "left": "issue:6382", + "right": "issue:6602", + "accept": false, + "reason": "Both involve LoRA/IP-adapter-style model loading errors, but one is an IP adapter key mismatch after training and the other is loading a saved model after fuse_lora(). Not the same bug." + }, + { + "left": "issue:5128", + "right": "issue:9667", + "accept": false, + "reason": "Both concern loading Flux/XLPipeline local weights, but one is a safetensors load error and the other is a Flux fp8 transformer file issue. Different symptom and likely fix." + }, + { + "left": "issue:10512", + "right": "issue:9514", + "accept": false, + "reason": "LoRA loading in Quanto/Flux vs loading LoRA after fp8 quantization are related only at a high level; the quantization stack and failure modes differ." + }, + { + "left": "issue:1931", + "right": "issue:993", + "accept": false, + "reason": "Both are dtype/float16 mismatch reports, but one is Stable Diffusion 2 half precision and the other is a generic fp16 mismatch. Too broad to merge as one bug." + }, + { + "left": "issue:776", + "right": "issue:7773", + "accept": false, + "reason": "Both are batch-size>1 regressions, but one is image-to-image and the other is Stable Video Diffusion generation. Different pipelines and likely causes." + }, + { + "left": "issue:7263", + "right": "issue:9115", + "accept": false, + "reason": "Both mention IP Adapter/AnimateDiff-ish features, but one is an attention_slicing incompatibility and the other is SDXL motion adapter usage. Not the same concrete issue." + }, + { + "left": "issue:170", + "right": "issue:5798", + "accept": false, + "reason": "Both are callback/step-argument compatibility problems, but one is legacy eta support and the other is callback_on_step_end on ControlNet. Different API breakages." + }, + { + "left": "issue:6218", + "right": "issue:8686", + "accept": false, + "reason": "Both involve SDXL ControlNet pipeline behavior, but one is batched seeds and the other is SDXLCFGCutoffCallback. Different feature bugs, not one root cause." + }, + { + "left": "issue:10026", + "right": "issue:9907", + "accept": false, + "reason": "Both mention Flux ControlNet training, but one is DeepSpeed memory not reducing and the other is maximum sequence length warnings. Different runtime problems." + }, + { + "left": "issue:1717", + "right": "issue:7483", + "accept": false, + "reason": "Offline model caching vs LoRA-to-Diffusers conversion on SDXL 1.0 are unrelated." + }, + { + "left": "issue:3015", + "right": "issue:3537", + "accept": false, + "reason": "These are both ControlNet conversion requests, but one is a diffusers-to-CompVis/WebUI conversion and the other asks for a generic conversion script. Overlapping topic, not the same change." + }, + { + "left": "issue:4368", + "right": "issue:6230", + "accept": false, + "reason": "Both are OOM reports during training, but one is SDXL LoRA training and the other is train_text_to_image_sdxl.py. Generic memory pressure, not a shared bug." + }, + { + "left": "issue:6858", + "right": "issue:7229", + "accept": false, + "reason": "ControlNet training attribute error versus checkpoint-saving issue in advanced training. Different code paths and failures." + }, + { + "left": "issue:10026", + "right": "issue:3802", + "accept": false, + "reason": "Flux ControlNet DeepSpeed memory issue and --checkpoints_total_limit not working are unrelated training problems." + }, + { + "left": "issue:1611", + "right": "issue:3585", + "accept": false, + "reason": "Both are model-loading/training failures in SD pipelines, but one is a pipeline regression with v1-5 and the other is a LoRA synthesis/use failure. No common root cause shown." + }, + { + "left": "issue:6092", + "right": "issue:9393", + "accept": false, + "reason": "Both are LoRA training problems, but one says the LoRA example does not train anything while the other says a Flux dreambooth LoRA cannot save. Different failures." + }, + { + "left": "issue:2163", + "right": "issue:5846", + "accept": false, + "reason": "Both involve training scripts and errors, but one is UNet dtype mismatch during text-to-image training and the other is a resume_from_checkpoint issue in SDXL LoRA. Not the same bug." + }, + { + "left": "issue:1398", + "right": "issue:1925", + "accept": false, + "reason": "Both relate to Stable Diffusion 2 on Apple Silicon/half precision, but one is MPS support and the other is inpainting fp16 behavior. Too broad to treat as duplicates." + }, + { + "left": "issue:1544", + "right": "issue:6741", + "accept": false, + "reason": "Scheduler API attribute error vs Diffusion DPO script missing no_flip argument. Different script/version issues." + }, + { + "left": "issue:10453", + "right": "issue:6159", + "accept": false, + "reason": "Both are pipeline support gaps, but one is Hunyuan Video batch size >1 and the other is SDXL ControlNet XSPipeline denoising_end support. Different pipelines and fixes." + }, + { + "left": "issue:10290", + "right": "issue:7985", + "accept": false, + "reason": "Both mention torch.compile/Flux-related performance, but one is Flux ControlNet compilation failure and the other is IPAdapter compilation incompatibility. Not the same code path." + }, + { + "left": "issue:10266", + "right": "issue:10575", + "accept": false, + "reason": "Both are index-out-of-bounds style errors, but one is UniPC with FlowMatch and the other is DPMSolverMultistepScheduler. Different scheduler bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 60, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10026", + "issue:10470", + "issue:10612", + "issue:10743", + "issue:10989", + "issue:11127", + "issue:1214", + "issue:1925", + "issue:1946", + "issue:2288", + "issue:2363", + "issue:2459", + "issue:2578", + "issue:2806", + "issue:2856", + "issue:2904", + "issue:3124", + "issue:3224", + "issue:3420", + "issue:3631", + "issue:3651", + "issue:3803", + "issue:4101", + "issue:4134", + "issue:4405", + "issue:4880", + "issue:5226", + "issue:5621", + "issue:5963", + "issue:6069", + "issue:6093", + "issue:6548", + "issue:7056", + "issue:7057", + "issue:7082", + "issue:7146", + "issue:7589", + "issue:7891", + "issue:817", + "issue:8613", + "issue:8686", + "issue:8826", + "issue:9055", + "issue:9089", + "issue:9092", + "issue:9450", + "issue:9514", + "issue:9803" + ], + "soft_pairs": [ + "issue:3124|issue:7057", + "issue:3631|issue:6548", + "issue:7056|issue:7146", + "issue:2856|issue:4101", + "issue:3651|issue:3803", + "issue:1214|issue:2578", + "issue:7082|issue:9055", + "issue:1946|issue:8613", + "issue:10026|issue:10743", + "issue:5226|issue:8686", + "issue:2363|issue:2856", + "issue:2578|issue:7589", + "issue:10470|issue:11127", + "issue:10612|issue:9803", + "issue:2806|issue:2904", + "issue:4134|issue:5621", + "issue:10989|issue:9514", + "issue:2288|issue:4405", + "issue:3224|issue:6093", + "issue:9089|issue:9092", + "issue:7891|issue:9450", + "issue:5963|issue:6069", + "issue:4880|issue:8826", + "issue:1925|issue:817", + "issue:2459|issue:3420" + ], + "prepared_review_unit_hash": "0112d456267b49e7634e42d2fdc593744abf10f804715932271750f4e5faa6b7", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34340, + "estimated_input_tokens": 8585, + "estimated_eval_tokens": 17426 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a loose Flux/diffusers similarity cluster rather than true duplicates. The best representative is the broad Flux LoRA loading failure report; most other issues are about different pipelines, precision modes, or unrelated training/conversion errors.", + "confidence": 0.72, + "canonical_issue_reason": "issue:9803 is the broadest and most representative Flux LoRA-loading failure report, and it aligns with the main recurring theme across the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:9803 is the best global issue representative because it is open, recent, and phrased broadly enough to cover the quantized/Flux LoRA-loading variants without overfitting to one subcase.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3124", + "right": "issue:7057", + "accept": false, + "reason": "Both mention model conversion/loading failures, but one is a generic Stable Diffusion model conversion problem and the other is a checkpoint-specific issue; not the same bug." + }, + { + "left": "issue:3631", + "right": "issue:6548", + "accept": false, + "reason": "Both involve latents, but one is a generic inpainting exception and the other is a specific RGBA image-handling bug in prepare_latents; different failure paths." + }, + { + "left": "issue:7056", + "right": "issue:7146", + "accept": false, + "reason": "One is a LoRA fine-tuning/train_text_encoder error and the other is an SDXL OOM report; same area, different underlying problem." + }, + { + "left": "issue:2856", + "right": "issue:4101", + "accept": false, + "reason": "Both are conversion-related, but they target different model types and conversion flows (SD vs ControlNet)." + }, + { + "left": "issue:3651", + "right": "issue:3803", + "accept": false, + "reason": "Different multi-GPU training scripts and different reported symptoms; not the same concrete bug." + }, + { + "left": "issue:1214", + "right": "issue:2578", + "accept": false, + "reason": "Half-precision CLIP behavior and editable-install failure are unrelated." + }, + { + "left": "issue:7082", + "right": "issue:9055", + "accept": false, + "reason": "Both are import errors, but for different symbols and different modules; unrelated failures." + }, + { + "left": "issue:1946", + "right": "issue:8613", + "accept": false, + "reason": "CUDA/xformers runtime error versus data-column-driven OOM; no shared bug." + }, + { + "left": "issue:10026", + "right": "issue:10743", + "accept": false, + "reason": "Stage-3 memory reduction bug versus a request to support zero-3; related topic, but not the same change or defect." + }, + { + "left": "issue:5226", + "right": "issue:8686", + "accept": false, + "reason": "Different pipelines and different feature interactions; not the same underlying issue." + }, + { + "left": "issue:2363", + "right": "issue:2856", + "accept": false, + "reason": "Both concern conversion, but LoRA conversion and Stable Diffusion model conversion are distinct tasks." + }, + { + "left": "issue:2578", + "right": "issue:7589", + "accept": false, + "reason": "Editable install failure and GLIGEN pipeline failure are unrelated." + }, + { + "left": "issue:10470", + "right": "issue:11127", + "accept": false, + "reason": "TorchAO inference and a single-file Flux model loading problem are different bugs." + }, + { + "left": "issue:10612", + "right": "issue:9803", + "accept": false, + "reason": "Both are Flux LoRA-loading related, but 10612 is specifically NF4 quantized Flux Fill pipeline loading; too specific to safely treat as the same bug as the broad general failure report." + }, + { + "left": "issue:2806", + "right": "issue:2904", + "accept": false, + "reason": "Pipeline-printing customization and an AudioLDM scheduler NoneType error are unrelated." + }, + { + "left": "issue:4134", + "right": "issue:5621", + "accept": false, + "reason": "Both involve ControlNet, but one is an MPS tensor mismatch and the other is encoder_hid_proj support; different issues." + }, + { + "left": "issue:10989", + "right": "issue:9514", + "accept": true, + "reason": "Both describe Flux LoRA loading failing under quantization, and they plausibly share the same loader/code-path defect." + }, + { + "left": "issue:2288", + "right": "issue:4405", + "accept": false, + "reason": "These are both example-script requests, but they are for different training scripts and different model families." + }, + { + "left": "issue:3224", + "right": "issue:6093", + "accept": false, + "reason": "Learning-rate scaling duplication and push_to_hub repo-creation behavior are unrelated training-script issues." + }, + { + "left": "issue:9089", + "right": "issue:9092", + "accept": false, + "reason": "Both mention FluxPipeline, but one is missing the class while the other lacks model_index.json; different setup/load failures." + }, + { + "left": "issue:7891", + "right": "issue:9450", + "accept": false, + "reason": "Both are device-mismatch errors, but the specific contexts differ enough that they are not clearly the same bug." + }, + { + "left": "issue:5963", + "right": "issue:6069", + "accept": false, + "reason": "Kandinsky embed/prompt handling and a scheduler add_noise edge case are unrelated." + }, + { + "left": "issue:4880", + "right": "issue:8826", + "accept": false, + "reason": "ControlNet image input type error versus empty torch.cat tensor list are different runtime failures." + }, + { + "left": "issue:1925", + "right": "issue:817", + "accept": false, + "reason": "Both mention half precision, but they are different pipelines/scripts and not the same defect." + }, + { + "left": "issue:2459", + "right": "issue:3420", + "accept": false, + "reason": "xformers attention setup in a LoRA training script and a ControlNet inpaint pipeline compatibility issue are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The chosen representative issue is broad enough for the Flux LoRA-loading subset, and the single accepted soft pair is phrased cautiously as a plausible shared loader/code-path defect rather than a firm duplicate claim. No overstatement is evident." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 61, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10226", + "issue:10472", + "issue:10591", + "issue:10612", + "issue:11014", + "issue:11046", + "issue:11374", + "issue:11581", + "issue:12529", + "issue:12666", + "issue:13258", + "issue:2044", + "issue:2518", + "issue:2669", + "issue:2891", + "issue:3224", + "issue:3325", + "issue:3645", + "issue:4061", + "issue:4368", + "issue:4419", + "issue:4756", + "issue:4868", + "issue:4932", + "issue:5059", + "issue:5224", + "issue:5226", + "issue:5466", + "issue:5524", + "issue:5577", + "issue:5894", + "issue:5992", + "issue:6082", + "issue:6112", + "issue:6158", + "issue:6427", + "issue:6758", + "issue:7293", + "issue:7690", + "issue:771", + "issue:7891", + "issue:8465", + "issue:8614", + "issue:8708", + "issue:8726", + "issue:8956", + "issue:9505", + "issue:9667" + ], + "soft_pairs": [ + "issue:4419|issue:6112", + "issue:2044|issue:5992", + "issue:2669|issue:5992", + "issue:10472|issue:5224", + "issue:11374|issue:6158", + "issue:12666|issue:13258", + "issue:4061|issue:5466", + "issue:4932|issue:771", + "issue:5226|issue:6427", + "issue:7690|issue:8956", + "issue:8708|issue:8726", + "issue:10226|issue:12529", + "issue:11046|issue:11581", + "issue:5577|issue:9505", + "issue:2891|issue:6758", + "issue:8465|issue:8614", + "issue:6158|issue:7293", + "issue:3325|issue:5894", + "issue:6082|issue:7891", + "issue:4868|issue:5524", + "issue:11014|issue:4368", + "issue:10591|issue:3224", + "issue:2518|issue:4756", + "issue:10612|issue:9667", + "issue:3645|issue:5059" + ], + "prepared_review_unit_hash": "eebd36e65174c35c6fed23c8e7d4c7f74ef3f99b72702aa8c49eb176a47a79b3", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34423, + "estimated_input_tokens": 8606, + "estimated_eval_tokens": 17468 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft matches are mostly false positives: they share broad LoRA/pipeline/error vocabulary, but the concrete bugs, code paths, and model types differ. No pair looks safe to collapse as a duplicate or mergeable PR analogue.", + "confidence": 0.9, + "canonical_issue_reason": "No true canonical duplicate stands out; the set is too heterogeneous. If one issue must anchor the cluster, issue 11581 is the clearest self-contained bug report with a specific traceback and actionable scope.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 11581 is the strongest representative because it has a precise failure mode, explicit exception text, and a focused Flux/IP-Adapter code path, making it the most useful single issue in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4419", + "right": "issue:6112", + "accept": false, + "reason": "Both mention SDXL output problems, but one is about offset noise not being used at inference and the other is generic turbo noise; different bug mechanisms." + }, + { + "left": "issue:2044", + "right": "issue:5992", + "accept": false, + "reason": "Both are AttributeError-type failures, but one is DDP lacking dtype and the other is a bool object lacking __module__; unrelated code paths." + }, + { + "left": "issue:2669", + "right": "issue:5992", + "accept": false, + "reason": "Different exception targets and symptoms; NoneType.replace versus bool.__module__ indicate separate defects." + }, + { + "left": "issue:10472", + "right": "issue:5224", + "accept": false, + "reason": "Both involve LoRA loading, but one is lora_bias kwarg handling and the other is StableDiffusionXLAdapterPipeline load_lora_weights shape behavior; not the same bug." + }, + { + "left": "issue:11374", + "right": "issue:6158", + "accept": false, + "reason": "Feature requests for different models/pipelines (SkyReels-V2 vs animatediff SDXL); not the same change." + }, + { + "left": "issue:12666", + "right": "issue:13258", + "accept": false, + "reason": "Both are about Wan2.2 video support, but one is a missing pipeline in a release and the other is a missing image-to-video model; different requests." + }, + { + "left": "issue:4061", + "right": "issue:5466", + "accept": false, + "reason": "Both are LoRA load errors, but SDXL load_lora error and image-to-image expected shape mismatch are distinct failure modes." + }, + { + "left": "issue:4932", + "right": "issue:771", + "accept": false, + "reason": "Dreambooth output file omission is unrelated to BF16 training support." + }, + { + "left": "issue:5226", + "right": "issue:6427", + "accept": false, + "reason": "AdapterPipeline load_lora_weights incompatibility is unrelated to diffusers-to-ckpt conversion." + }, + { + "left": "issue:7690", + "right": "issue:8956", + "accept": false, + "reason": "Tokenizer loading failure and OVStableDiffusionXLPipeline model loading failure are different loader issues." + }, + { + "left": "issue:8708", + "right": "issue:8726", + "accept": false, + "reason": "Both are SD3 dreambooth-related, but one is missing vae.shift_factor and the other is text encoder errors; separate bugs." + }, + { + "left": "issue:10226", + "right": "issue:12529", + "accept": false, + "reason": "Both report tensor size mismatches, but one is Dreambooth Flux with LoRA and the other is Wan2.2 tiled VAE; different models and code paths." + }, + { + "left": "issue:11046", + "right": "issue:11581", + "accept": false, + "reason": "Different pipelines and errors: complex Flux inpainting/controlnet/IP-adapter inference versus Flux IP-Adapter dtype constructor error." + }, + { + "left": "issue:5577", + "right": "issue:9505", + "accept": false, + "reason": "Both are key mismatches, but one is ControlNet single-file time_embed and the other is upscaler middle_block_out; unrelated checkpoints." + }, + { + "left": "issue:2891", + "right": "issue:6758", + "accept": false, + "reason": "One is docs/functionality mismatch for StableDiffusionUpscalePipeline embeds, the other is num_images_per_prompt unsupported in a different pipeline." + }, + { + "left": "issue:8465", + "right": "issue:8614", + "accept": false, + "reason": "Both mention missing config.json, but they target different loaders/models and are not the same artifact." + }, + { + "left": "issue:6158", + "right": "issue:7293", + "accept": false, + "reason": "Different feature requests for different pipelines/models; no shared concrete change." + }, + { + "left": "issue:3325", + "right": "issue:5894", + "accept": false, + "reason": "CUDA invalid argument during Dreambooth training is not the same as invalid buffer size runtime errors." + }, + { + "left": "issue:6082", + "right": "issue:7891", + "accept": false, + "reason": "Half/Float dtype mismatch versus CPU/CUDA device mismatch are distinct runtime errors." + }, + { + "left": "issue:4868", + "right": "issue:5524", + "accept": false, + "reason": "Different attribute errors on different objects: super.__getattr__ versus Linear.lora_layer." + }, + { + "left": "issue:11014", + "right": "issue:4368", + "accept": false, + "reason": "Both involve memory pressure, but one is generic CUDA OOM and the other is SDXL LoRA training OOM; not the same specific bug." + }, + { + "left": "issue:10591", + "right": "issue:3224", + "accept": false, + "reason": "SD3 training script issues are unrelated to duplicated learning-rate scaling in a Dreambooth LoRA script." + }, + { + "left": "issue:2518", + "right": "issue:4756", + "accept": false, + "reason": "xformers support in unconditional image generation is unrelated to adding style-training support in SDXL Dreambooth examples." + }, + { + "left": "issue:10612", + "right": "issue:9667", + "accept": false, + "reason": "Flux Fill NF4 quantized LoRA loading error and local transformer_flux.py fp8 loading error are different Flux loader problems." + }, + { + "left": "issue:3645", + "right": "issue:5059", + "accept": false, + "reason": "ControlNet inpaint training help and SDXL multi-concept finetuning are different workflows, not one bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 62, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10055", + "issue:1033", + "issue:10573", + "issue:10705", + "issue:10866", + "issue:11088", + "issue:11160", + "issue:11169", + "issue:1125", + "issue:11436", + "issue:12085", + "issue:12499", + "issue:13249", + "issue:1572", + "issue:1604", + "issue:234", + "issue:2459", + "issue:2819", + "issue:304", + "issue:3582", + "issue:4000", + "issue:4104", + "issue:4118", + "issue:4198", + "issue:4229", + "issue:4557", + "issue:5016", + "issue:5447", + "issue:5524", + "issue:5563", + "issue:5619", + "issue:5749", + "issue:6107", + "issue:6280", + "issue:6353", + "issue:6446", + "issue:6697", + "issue:7681", + "issue:7728", + "issue:7960", + "issue:8405", + "issue:9044", + "issue:9156", + "issue:9237", + "issue:9239", + "issue:9501", + "issue:9630", + "issue:9895" + ], + "soft_pairs": [ + "issue:11088|issue:12085", + "issue:4000|issue:9044", + "issue:11436|issue:4198", + "issue:6353|issue:6697", + "issue:4104|issue:9239", + "issue:11169|issue:7681", + "issue:1125|issue:234", + "issue:10705|issue:9895", + "issue:10573|issue:8405", + "issue:10866|issue:13249", + "issue:11160|issue:12499", + "issue:1572|issue:234", + "issue:6107|issue:6446", + "issue:3582|issue:5447", + "issue:10055|issue:9501", + "issue:7960|issue:9630", + "issue:304|issue:7681", + "issue:5016|issue:5563", + "issue:4118|issue:6280", + "issue:1033|issue:5749", + "issue:4557|issue:5524", + "issue:9156|issue:9237", + "issue:4229|issue:7728", + "issue:1604|issue:2819", + "issue:2459|issue:5619" + ], + "prepared_review_unit_hash": "d01afacd7494aa78fd21b5da7ccaa9713c7e743075ebf4336b6a702f8eccfc1c", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34933, + "estimated_input_tokens": 8734, + "estimated_eval_tokens": 17724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of unrelated diffusion/training/inference/import bugs. None of the soft pairs look like true duplicates of the same underlying issue, so I rejected all of them. The best representative issue is the broad Flux training report, but the cluster does not really form a tight duplicate set.", + "confidence": 0.39, + "canonical_issue_reason": "issue:9237 is the broadest and most central report here, with strong discussion activity and inbound references, and its title covers a recurring Flux training area better than the narrower reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:9237 is the most suitable umbrella issue for this cluster because it is generic, well-discussed, and closest to the recurring training-related subset of items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11088", + "right": "issue:12085", + "accept": false, + "reason": "Both are gguf load errors, but they target different WAN model classes and lack evidence of the same failing code path." + }, + { + "left": "issue:4000", + "right": "issue:9044", + "accept": false, + "reason": "One is about converting an SD2 ckpt; the other is a missing file in the SDXL repo. Different problems entirely." + }, + { + "left": "issue:11436", + "right": "issue:4198", + "accept": false, + "reason": "Both mention dtype mismatch, but the model/pipeline context is different and there is no sign of the same bug." + }, + { + "left": "issue:6353", + "right": "issue:6697", + "accept": false, + "reason": "These are both SDXL-related, but one is a training example error and the other is CUDA OOM; not the same issue." + }, + { + "left": "issue:4104", + "right": "issue:9239", + "accept": false, + "reason": "Both mention black images, but the reports are too broad and do not show the same concrete code-path defect." + }, + { + "left": "issue:11169", + "right": "issue:7681", + "accept": false, + "reason": "These are distinct import failures with different underlying dependency problems." + }, + { + "left": "issue:1125", + "right": "issue:234", + "accept": false, + "reason": "Both are Stable Diffusion Mega-related, but one is an inpaint runtime error and the other is a half-precision failure." + }, + { + "left": "issue:10705", + "right": "issue:9895", + "accept": false, + "reason": "Inference slowdown and device-mismatch error are different symptoms with different root causes." + }, + { + "left": "issue:10573", + "right": "issue:8405", + "accept": false, + "reason": "Both involve multiple controlnets, but one is a padding_mask_crop limitation and the other is a tensor-size error." + }, + { + "left": "issue:10866", + "right": "issue:13249", + "accept": false, + "reason": "Different model families and different LoRA compatibility problems." + }, + { + "left": "issue:11160", + "right": "issue:12499", + "accept": false, + "reason": "Both are WAN I2V issues, but the reports point to different failures and versions, not a clearly shared bug." + }, + { + "left": "issue:1572", + "right": "issue:234", + "accept": false, + "reason": "Same general pipeline family, but one is img2img/inpainting support and the other is a half-precision runtime issue." + }, + { + "left": "issue:6107", + "right": "issue:6446", + "accept": false, + "reason": "An IP-Adapter EC2 deployment issue and an SD2-1 loading issue are unrelated." + }, + { + "left": "issue:3582", + "right": "issue:5447", + "accept": false, + "reason": "Both concern image-to-image/inpaint behavior, but the specific scheduler/strength failures differ." + }, + { + "left": "issue:10055", + "right": "issue:9501", + "accept": false, + "reason": "ControlNet SD3 training failure and Flux DreamBooth save delay are different training paths and failures." + }, + { + "left": "issue:7960", + "right": "issue:9630", + "accept": false, + "reason": "Both are multi-GPU training issues, but one is generic SDXL training and the other is a specific flux-controlnet single-GPU-on-multi-GPU-server error." + }, + { + "left": "issue:304", + "right": "issue:7681", + "accept": false, + "reason": "A transformers import error and an OpenSSL-related import error are not the same bug." + }, + { + "left": "issue:5016", + "right": "issue:5563", + "accept": false, + "reason": "Related SDXL DreamBooth/LoRA area, but one is specifically about text encoder training and the other is a broader error report." + }, + { + "left": "issue:4118", + "right": "issue:6280", + "accept": false, + "reason": "Both mention missing from_single_file support, but on different classes and code paths." + }, + { + "left": "issue:1033", + "right": "issue:5749", + "accept": false, + "reason": "Both are index errors, but the affected pipelines and failure details are unrelated." + }, + { + "left": "issue:4557", + "right": "issue:5524", + "accept": false, + "reason": "Different attribute errors in different components; not the same underlying defect." + }, + { + "left": "issue:9156", + "right": "issue:9237", + "accept": false, + "reason": "Both are Flux LoRA training reports, but one is CUDA OOM and the other is a broader training issue with different symptoms." + }, + { + "left": "issue:4229", + "right": "issue:7728", + "accept": false, + "reason": "Both involve training/accelerate, but the affected scripts and error contexts differ too much to merge as duplicates." + }, + { + "left": "issue:1604", + "right": "issue:2819", + "accept": false, + "reason": "A broken example file and a network download failure are unrelated." + }, + { + "left": "issue:2459", + "right": "issue:5619", + "accept": false, + "reason": "Different scripts and different failure modes; only a broad training/inference theme is shared." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 63, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:11117", + "issue:12157", + "issue:12195", + "issue:13053", + "issue:1363", + "issue:1434", + "issue:1572", + "issue:1604", + "issue:1875", + "issue:1931", + "issue:2185", + "issue:2616", + "issue:2806", + "issue:3032", + "issue:3174", + "issue:3411", + "issue:3420", + "issue:3450", + "issue:3574", + "issue:3660", + "issue:3816", + "issue:4256", + "issue:4398", + "issue:487", + "issue:5014", + "issue:5447", + "issue:5510", + "issue:5577", + "issue:5678", + "issue:5860", + "issue:6158", + "issue:6176", + "issue:6218", + "issue:6298", + "issue:639", + "issue:6879", + "issue:6967", + "issue:720", + "issue:7347", + "issue:7589", + "issue:7985", + "issue:8613", + "issue:8729", + "issue:9179", + "issue:9180", + "issue:9516", + "issue:9527", + "issue:9902" + ], + "soft_pairs": [ + "issue:2806|issue:3420", + "issue:5510|issue:720", + "issue:3174|issue:4398", + "issue:1572|issue:6218", + "issue:11117|issue:6879", + "issue:1363|issue:9527", + "issue:1604|issue:5577", + "issue:3411|issue:5014", + "issue:4256|issue:6967", + "issue:12195|issue:9902", + "issue:5447|issue:5860", + "issue:3816|issue:9180", + "issue:6176|issue:7347", + "issue:487|issue:7589", + "issue:5678|issue:6298", + "issue:3450|issue:3574", + "issue:3660|issue:7985", + "issue:12157|issue:2185", + "issue:1875|issue:1931", + "issue:13053|issue:6158", + "issue:1434|issue:8613", + "issue:2616|issue:3032", + "issue:639|issue:9516", + "issue:8729|issue:9179" + ], + "prepared_review_unit_hash": "715c63ec5d135ac9e40bcd8d4f9ec24b53ed36656a622e6bc0b9b279222b7583", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34240, + "estimated_input_tokens": 8560, + "estimated_eval_tokens": 17376 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs are false positives: they share generic error/pipeline keywords, but each issue points to a different model, feature, or failure mode. No duplicate cluster emerges, so there is no clear canonical issue or PR.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good representative; the set is too heterogeneous and the titles mostly overlap only on broad terms like dtype, training, or pipeline.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2806", + "right": "issue:3420", + "accept": false, + "reason": "Both involve pipelines, but one is a printing/customization bug and the other is a ControlNet diffusion-pipeline incompatibility." + }, + { + "left": "issue:5510", + "right": "issue:720", + "accept": false, + "reason": "Both are dtype mismatch errors, but they affect different pipelines and have different input/bias mismatch directions." + }, + { + "left": "issue:3174", + "right": "issue:4398", + "accept": false, + "reason": "Both mention LoRA/DreamBooth, but one is a model-loading regression and the other is black-image output from a different SDXL workflow." + }, + { + "left": "issue:1572", + "right": "issue:6218", + "accept": false, + "reason": "These are separate pipeline bugs: one is img2img/inpainting support in stable_diffusion_mega, the other is batched seeds in ControlNet/img2img." + }, + { + "left": "issue:11117", + "right": "issue:6879", + "accept": false, + "reason": "Both are dtype errors, but they occur in different code paths and models: StableDiffusion3Pipeline vs Custom Diffusion." + }, + { + "left": "issue:1363", + "right": "issue:9527", + "accept": false, + "reason": "One is an ONNX long-prompt/LMS scheduler issue; the other is a ControlNet fp32/bf16 dtype mismatch." + }, + { + "left": "issue:1604", + "right": "issue:5577", + "accept": false, + "reason": "One breaks a long-prompt SD script on a specific diffusers version; the other is a ControlNet single-file conversion KeyError." + }, + { + "left": "issue:3411", + "right": "issue:5014", + "accept": false, + "reason": "One is a test for DreamBooth+LoRA training with text encoder enabled; the other is a user report about poor training results." + }, + { + "left": "issue:4256", + "right": "issue:6967", + "accept": false, + "reason": "Both are SDXL DreamBooth training reports, but one is a general training failure and the other is a prior-preservation shape mismatch." + }, + { + "left": "issue:12195", + "right": "issue:9902", + "accept": false, + "reason": "These are unrelated: a PyTorch custom_op compatibility failure versus a conda version pinning issue." + }, + { + "left": "issue:5447", + "right": "issue:5860", + "accept": false, + "reason": "One is a scheduler denoising_start bug in SDXL img2img; the other is a broader Tiny Autoencoder + ControlNet pipeline failure." + }, + { + "left": "issue:3816", + "right": "issue:9180", + "accept": false, + "reason": "Different missing-attribute problems: transformers CLIPImageProcessor vs pipeline _execution_device." + }, + { + "left": "issue:6176", + "right": "issue:7347", + "accept": false, + "reason": "Both concern LoRA training/loading, but one is loading weights after DreamBooth-LoRA training and the other is a regression after an update." + }, + { + "left": "issue:487", + "right": "issue:7589", + "accept": false, + "reason": "A StableDiffusionPipeline M1 CPU problem is unrelated to a GLIGEN layout-to-image synthesis failure." + }, + { + "left": "issue:5678", + "right": "issue:6298", + "accept": false, + "reason": "One concerns higher-order autograd with scaled_dot_product_attention; the other is a CLIPImageProjection attribute error in GLIGEN." + }, + { + "left": "issue:3450", + "right": "issue:3574", + "accept": false, + "reason": "Both involve from_ckpt, but one is a dev-version regression and the other is a Windows-specific failure." + }, + { + "left": "issue:3660", + "right": "issue:7985", + "accept": false, + "reason": "Both mention torch.compile, but they are different adapters/code paths: LoRA/xformers versus IPAdapter." + }, + { + "left": "issue:12157", + "right": "issue:2185", + "accept": false, + "reason": "A bnb quantization config parsing error is unrelated to missing config files for naive text-to-image training." + }, + { + "left": "issue:1875", + "right": "issue:1931", + "accept": false, + "reason": "Both are float16/float dtype mismatches, but they are distinct pipelines and error contexts, not one concrete bug." + }, + { + "left": "issue:13053", + "right": "issue:6158", + "accept": false, + "reason": "These are separate feature requests for different pipelines: Unipic 3.0 support vs SDXL support in animatediff." + }, + { + "left": "issue:1434", + "right": "issue:8613", + "accept": false, + "reason": "One is an upscale-pipeline OOM at larger sizes; the other is an OOM triggered by caption_column usage in training." + }, + { + "left": "issue:2616", + "right": "issue:3032", + "accept": false, + "reason": "One is a NoneType replace failure during LoRA attention saving; the other is a missing from_pretrained attribute on a ControlNet pipeline." + }, + { + "left": "issue:639", + "right": "issue:9516", + "accept": false, + "reason": "These are unrelated model-initialization and FLUX transformer-argument issues." + }, + { + "left": "issue:8729", + "right": "issue:9179", + "accept": false, + "reason": "Both are SDXL ControlNet training complaints, but one is about validation-image selection and the other about bad training results." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 64, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10010", + "issue:10026", + "issue:10198", + "issue:10712", + "issue:11041", + "issue:11088", + "issue:11907", + "issue:12078", + "issue:12141", + "issue:1407", + "issue:1572", + "issue:1946", + "issue:1988", + "issue:2361", + "issue:3348", + "issue:3619", + "issue:4256", + "issue:4724", + "issue:4728", + "issue:4752", + "issue:5012", + "issue:5075", + "issue:5246", + "issue:5374", + "issue:5433", + "issue:5475", + "issue:5504", + "issue:5577", + "issue:5593", + "issue:5619", + "issue:5760", + "issue:579", + "issue:6351", + "issue:6610", + "issue:6869", + "issue:6894", + "issue:7133", + "issue:7735", + "issue:7935", + "issue:7960", + "issue:8494", + "issue:9047", + "issue:9067", + "issue:9112", + "issue:9546", + "issue:9556", + "issue:9576", + "issue:9857" + ], + "soft_pairs": [ + "issue:3348|issue:9556", + "issue:5593|issue:9576", + "issue:5504|issue:6894", + "issue:9112|issue:9857", + "issue:10026|issue:7960", + "issue:10010|issue:10198", + "issue:12078|issue:9546", + "issue:5075|issue:5433", + "issue:12141|issue:5619", + "issue:4724|issue:5577", + "issue:5012|issue:7735", + "issue:5246|issue:9067", + "issue:579|issue:7935", + "issue:5475|issue:5760", + "issue:6351|issue:6610", + "issue:5374|issue:8494", + "issue:11041|issue:11088", + "issue:1572|issue:3619", + "issue:4256|issue:7133", + "issue:2361|issue:4728", + "issue:11907|issue:9047", + "issue:1988|issue:4752", + "issue:10712|issue:1946", + "issue:1407|issue:6869" + ], + "prepared_review_unit_hash": "d959af8e30b50a4dbbf93c45a51626de6f2c6598b95b8ecb490b4a449e268186", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34392, + "estimated_input_tokens": 8598, + "estimated_eval_tokens": 17452 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy and not a true duplicate set: the issues span unrelated diffusion pipelines, training scripts, model-loading errors, scheduler bugs, and device-specific failures. None of the soft edges look like the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:11041 is the most concrete, well-scoped bug report in the set, with substantial discussion and an explicit failure mode, so it is the best anchor if one issue must represent this noisy cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:11041 has the clearest reproduction and impact signal among the issues here; the others are either different subsystems or more generic follow-ups/examples rather than the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3348", + "right": "issue:9556", + "accept": false, + "reason": "Both concern LoRA-related behavior, but one is about xformers scale handling and the other about saved rslora models; different bugs and code paths." + }, + { + "left": "issue:5593", + "right": "issue:9576", + "accept": false, + "reason": "Both involve pipeline composition/loading, but one is AutoPipeline with ControlNet and the other is use_safetensors propagation; not the same defect." + }, + { + "left": "issue:5504", + "right": "issue:6894", + "accept": false, + "reason": "Both mention LoRA and xformers/A1111 compatibility, but they report different symptoms in different integrations and are not the same change request." + }, + { + "left": "issue:9112", + "right": "issue:9857", + "accept": false, + "reason": "Both are tensor-shape mismatch reports, but they affect different models/pipelines (Auraflow vs FLUX ControlNet) and different failing dimensions." + }, + { + "left": "issue:10026", + "right": "issue:7960", + "accept": false, + "reason": "Both mention multi-GPU training memory behavior, but one is Flux ControlNet DeepSpeed Stage-3 and the other is generic SDXL training; not one bug." + }, + { + "left": "issue:10010", + "right": "issue:10198", + "accept": false, + "reason": "One is a missing model_index.json for FLUX Fill example; the other is a Flux.1-dev weight mismatch. Different load/fetch failures." + }, + { + "left": "issue:12078", + "right": "issue:9546", + "accept": false, + "reason": "Both are Flux Controlnet training example issues, but one is bad validation input and the other is validation OOM; different underlying problems." + }, + { + "left": "issue:5075", + "right": "issue:5433", + "accept": false, + "reason": "Both involve prompt/scheduler-related SDXL behavior, but one is a shape mismatch with prompt embeddings and the other is visual artifacts with DPM++ schedulers; not the same bug." + }, + { + "left": "issue:12141", + "right": "issue:5619", + "accept": false, + "reason": "Both are VAE/encoding-related runtime failures, but one is WanVACE bfloat16/float16 incompatibility and the other is AutoencodeTiny image encoding in LCM img2img." + }, + { + "left": "issue:4724", + "right": "issue:5577", + "accept": false, + "reason": "One is SDXL img2img checkpoint behavior; the other is ControlNetModel.from_single_file key lookup. Different pipeline components and failure modes." + }, + { + "left": "issue:5012", + "right": "issue:7735", + "accept": false, + "reason": "Both are training-script usability issues, but one is LoRA text encoder training support and the other is an invalid dataset caption column name." + }, + { + "left": "issue:5246", + "right": "issue:9067", + "accept": false, + "reason": "Both are missing-module/attribute style import problems, but one is CLIPImageProjection availability and the other is a missing diffusers.hub_utils module." + }, + { + "left": "issue:579", + "right": "issue:7935", + "accept": false, + "reason": "Both are config/file-not-found loader errors, but they target different models and missing files (textual inversion config.json vs stable-diffusion-2-1 config.json)." + }, + { + "left": "issue:5475", + "right": "issue:5760", + "accept": false, + "reason": "These are entirely different projects/models: LaVie video generation vs DIFF-FOLEY video-to-audio synthesis." + }, + { + "left": "issue:6351", + "right": "issue:6610", + "accept": false, + "reason": "Both are SDXL training/loading issues, but one is DDP missing disable_adapters during LCM distillation and the other is from_single_file ignoring num_in_channels." + }, + { + "left": "issue:5374", + "right": "issue:8494", + "accept": false, + "reason": "One is an unexpected checkpoint_path argument error in a training script; the other is SD3 force_hooks support. Different APIs and code paths." + }, + { + "left": "issue:11041", + "right": "issue:11088", + "accept": false, + "reason": "Both are WAN2.1-related, but one is apply_group_offloading returning an error and the other is a transformer gguf load failure; distinct defects." + }, + { + "left": "issue:1572", + "right": "issue:3619", + "accept": false, + "reason": "Both are legacy pipeline feature bugs, but one concerns stable_diffusion_mega img2img/inpainting and the other CrossFrameAttention in Text2Video-Zero." + }, + { + "left": "issue:4256", + "right": "issue:7133", + "accept": false, + "reason": "Both are training-time issues, but one is SDXL Dreambooth and the other is resuming SDXL Dreambooth LoRA with text-encoder size mismatch; not the same bug." + }, + { + "left": "issue:2361", + "right": "issue:4728", + "accept": false, + "reason": "Both mention training/resume and memory, but one is checkpoint saving crash and the other is OOM when resuming UNet finetuning. Different failure points." + }, + { + "left": "issue:11907", + "right": "issue:9047", + "accept": false, + "reason": "Both are Flux inference compatibility problems, but one is scheduler support in the pipeline and the other is MPS device support; separate issues." + }, + { + "left": "issue:1988", + "right": "issue:4752", + "accept": false, + "reason": "Both are fp16/bf16 type-mismatch errors, but one occurs in the text-to-image trainer example and the other in pipeline_stable_diffusion_xl. Different call sites." + }, + { + "left": "issue:10712", + "right": "issue:1946", + "accept": false, + "reason": "Both are runtime errors during generation, but one is prompt_embeds in StableDiffusion3 and the other is xformers CUDA invalid argument; unrelated root causes." + }, + { + "left": "issue:1407", + "right": "issue:6869", + "accept": false, + "reason": "Both are ValueError-style pipeline issues, but one is an ONNX pipeline feature_extractor expectation and the other is export_to_video unpacking. Not the same problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 65, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10282", + "issue:10689", + "issue:1070", + "issue:10712", + "issue:10738", + "issue:11285", + "issue:11474", + "issue:11585", + "issue:11864", + "issue:13043", + "issue:1363", + "issue:1709", + "issue:1925", + "issue:1944", + "issue:2036", + "issue:2250", + "issue:228", + "issue:2776", + "issue:3152", + "issue:3497", + "issue:4000", + "issue:4183", + "issue:490", + "issue:4925", + "issue:5054", + "issue:5504", + "issue:5522", + "issue:5563", + "issue:5603", + "issue:5661", + "issue:5884", + "issue:6761", + "issue:6914", + "issue:7003", + "issue:7056", + "issue:7333", + "issue:7483", + "issue:776", + "issue:7864", + "issue:8589", + "issue:8817", + "issue:8939", + "issue:8950", + "issue:9180", + "issue:9484", + "issue:9841", + "issue:9914", + "issue:9959" + ], + "soft_pairs": [ + "issue:7333|issue:7864", + "issue:6914|issue:8817", + "issue:1709|issue:9180", + "issue:1070|issue:1925", + "issue:10738|issue:11474", + "issue:10282|issue:7003", + "issue:4925|issue:5563", + "issue:10689|issue:5884", + "issue:7056|issue:9841", + "issue:8589|issue:8950", + "issue:2776|issue:9484", + "issue:3497|issue:5054", + "issue:11864|issue:5661", + "issue:10712|issue:1363", + "issue:1944|issue:2250", + "issue:13043|issue:4183", + "issue:5522|issue:6761", + "issue:5504|issue:7483", + "issue:2036|issue:8939", + "issue:11285|issue:4000", + "issue:9914|issue:9959", + "issue:11585|issue:490", + "issue:228|issue:776", + "issue:3152|issue:5603" + ], + "prepared_review_unit_hash": "d69af19c9591d8a80c79a684948dbfc109d07d2e24bebef5ac374c53ce58244b", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34488, + "estimated_input_tokens": 8622, + "estimated_eval_tokens": 17500 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated or only share a broad subsystem. The only clear duplicate-like pair is the Flux Xlabs LoRA loading error pair (#9914/#9959); the rest are distinct bugs or feature requests.", + "confidence": 0.58, + "canonical_issue_reason": "Issue #9914 is the best representative of the only strong duplicate pair: it is broader and more descriptive, while #9959 appears to be a narrower manifestation of the same Flux Xlabs LoRA-loading problem.", + "canonical_pr_reason": null, + "best_issue_reason": "#9914 is the clearest global issue to anchor the cluster because it names the concrete failure and includes a fix proposal, making it the most useful canonical issue among the provided items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:7333", + "right": "issue:7864", + "accept": false, + "reason": "Both are video-generation paper/feature topics, but they describe different methods and problems, not the same bug or change." + }, + { + "left": "issue:6914", + "right": "issue:8817", + "accept": false, + "reason": "Both mention IP-Adapter FaceID, but #6914 is specifically an offload-related AttributeError while #8817 is a generic usage failure; not enough evidence of the same concrete code path." + }, + { + "left": "issue:1709", + "right": "issue:9180", + "accept": false, + "reason": "Different failures in different paths: ONNX img2img astype conversion vs pipeline missing _execution_device." + }, + { + "left": "issue:1070", + "right": "issue:1925", + "accept": false, + "reason": "Both concern inpainting, but one is a generic inpainting bug and the other is a half-precision issue; too different to merge as duplicates." + }, + { + "left": "issue:10738", + "right": "issue:11474", + "accept": false, + "reason": "Both are out-of-bounds errors, but the titles indicate different indices and likely different root causes." + }, + { + "left": "issue:10282", + "right": "issue:7003", + "accept": false, + "reason": "Both are tensor shape mismatches, but they affect different layers and dimensions, so they are not the same bug." + }, + { + "left": "issue:4925", + "right": "issue:5563", + "accept": false, + "reason": "Both involve training instability, but one is an OOM in distributed ControlNet SDXL training and the other is an SDXL DreamBooth LoRA error." + }, + { + "left": "issue:10689", + "right": "issue:5884", + "accept": false, + "reason": "Both are IP-Adapter support requests, but one is Flux-specific and the other is about ControlNet/T2I pipelines; they are different feature scopes." + }, + { + "left": "issue:7056", + "right": "issue:9841", + "accept": false, + "reason": "Different DreamBooth/LoRA training errors with different parameters and code paths." + }, + { + "left": "issue:8589", + "right": "issue:8950", + "accept": false, + "reason": "Same model family, but one is prior-preservation handling and the other is a LoRA training bug; not the same underlying issue." + }, + { + "left": "issue:2776", + "right": "issue:9484", + "accept": false, + "reason": "Different training setups and failures: 8GB DreamBooth/DeepSpeed vs Flux multigpu DreamBooth." + }, + { + "left": "issue:3497", + "right": "issue:5054", + "accept": false, + "reason": "Unrelated API/attribute issues in different pipelines." + }, + { + "left": "issue:11864", + "right": "issue:5661", + "accept": false, + "reason": "Different import/compile failures in different modules; no shared code path indicated." + }, + { + "left": "issue:10712", + "right": "issue:1363", + "accept": false, + "reason": "Different pipeline families and errors: SD3 prompt_embeds runtime error vs ONNX long-prompt/LMS scheduler issue." + }, + { + "left": "issue:1944", + "right": "issue:2250", + "accept": false, + "reason": "Both mention DreamBooth inference, but one is random outputs and the other is failure to generate; not clearly the same bug." + }, + { + "left": "issue:13043", + "right": "issue:4183", + "accept": false, + "reason": "Different problems: GPU kernel incompatibility vs guidance-scale behavior in ControlNet." + }, + { + "left": "issue:5522", + "right": "issue:6761", + "accept": false, + "reason": "Different unexpected-argument errors in different APIs." + }, + { + "left": "issue:5504", + "right": "issue:7483", + "accept": false, + "reason": "Different LoRA-related problems: xformers interaction vs SDXL base conversion script failure." + }, + { + "left": "issue:2036", + "right": "issue:8939", + "accept": false, + "reason": "Different model-loading failures for different model families and components." + }, + { + "left": "issue:11285", + "right": "issue:4000", + "accept": false, + "reason": "Both concern conversion, but they target different model versions and error descriptions; not clearly the same defect." + }, + { + "left": "issue:9914", + "right": "issue:9959", + "accept": true, + "reason": "Both describe the same Flux Xlabs LoRA loading failure; #9959 is a narrower manifestation in single_blocks of the broader error in #9914." + }, + { + "left": "issue:11585", + "right": "issue:490", + "accept": false, + "reason": "Generic poor results vs a memory-usage comparison; not the same bug." + }, + { + "left": "issue:228", + "right": "issue:776", + "accept": false, + "reason": "Broken release link and batch-size image-to-image failure are unrelated." + }, + { + "left": "issue:3152", + "right": "issue:5603", + "accept": false, + "reason": "Completely different import errors in different libraries." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only accepted soft pair (#9914/#9959) is reasonably supported by the titles/body descriptions as the same Flux Xlabs LoRA-loading problem, and the rest of the pairs are appropriately rejected without overclaiming." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 66, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:11033", + "issue:11149", + "issue:11464", + "issue:11585", + "issue:13274", + "issue:1335", + "issue:1552", + "issue:1883", + "issue:1946", + "issue:1976", + "issue:234", + "issue:2471", + "issue:3235", + "issue:3296", + "issue:3401", + "issue:3573", + "issue:3761", + "issue:4000", + "issue:4030", + "issue:4186", + "issue:4304", + "issue:4697", + "issue:4701", + "issue:490", + "issue:5014", + "issue:5488", + "issue:5798", + "issue:6388", + "issue:7229", + "issue:7267", + "issue:7589", + "issue:7666", + "issue:7708", + "issue:817", + "issue:8482", + "issue:859", + "issue:8686", + "issue:8805", + "issue:8885", + "issue:8887", + "issue:8956", + "issue:8989", + "issue:9101", + "issue:9179", + "issue:964", + "issue:9667", + "issue:9913", + "issue:9941" + ], + "soft_pairs": [ + "issue:3761|issue:8956", + "issue:1335|issue:859", + "issue:1883|issue:8482", + "issue:8887|issue:9101", + "issue:234|issue:2471", + "issue:11585|issue:4186", + "issue:1552|issue:7666", + "issue:11033|issue:1976", + "issue:1976|issue:490", + "issue:4000|issue:7708", + "issue:4030|issue:9941", + "issue:3401|issue:3573", + "issue:7589|issue:8686", + "issue:13274|issue:8989", + "issue:11464|issue:4697", + "issue:1946|issue:4701", + "issue:3235|issue:8885", + "issue:4304|issue:6388", + "issue:5014|issue:9179", + "issue:8805|issue:9913", + "issue:5798|issue:859", + "issue:817|issue:964", + "issue:11149|issue:5798", + "issue:5488|issue:7589", + "issue:7267|issue:9667", + "issue:3296|issue:7229" + ], + "prepared_review_unit_hash": "9cac7a00a66d80b3ca4a5c02bf77250fc6bdcb5b2419c50b5c3b2499183a6283", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 34292, + "estimated_input_tokens": 8573, + "estimated_eval_tokens": 17402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues with one strong duplicate pair around the `class_labels` / `num_class_embeds` error. The other soft matches are broad title similarities, not the same concrete bug.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 3401 is the best canonical issue because it states the core bug generally (`class_labels should be provided when num_class_embeds > 0`), while 3573 is a narrower pipeline-specific report of the same error.", + "canonical_pr_reason": null, + "best_issue_reason": "3401 is the most suitable global issue to anchor the duplicate pair: it names the root condition directly and is broader than the local upscaler manifestation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3761", + "right": "issue:8956", + "accept": false, + "reason": "Different failures: multi-community pipeline loading in one process vs a model load failure in OVStableDiffusionXLPipeline." + }, + { + "left": "issue:1335", + "right": "issue:859", + "accept": false, + "reason": "Both are init/signature errors, but they involve different missing/unsupported arguments and different pipeline classes." + }, + { + "left": "issue:1883", + "right": "issue:8482", + "accept": false, + "reason": "VAE gradient-checkpointing support vs a request for SD3 model support; not the same bug." + }, + { + "left": "issue:8887", + "right": "issue:9101", + "accept": false, + "reason": "One is a wrong VAE encode bug in SD3 training; the other is a feature/support request for a different SD3 training script." + }, + { + "left": "issue:234", + "right": "issue:2471", + "accept": false, + "reason": "Half-precision runtime problems and a size-specific Attend-and-Excite issue are unrelated." + }, + { + "left": "issue:11585", + "right": "issue:4186", + "accept": false, + "reason": "Generic Web UI dissatisfaction vs a specific SDXL inpaint/refiner failure." + }, + { + "left": "issue:1552", + "right": "issue:7666", + "accept": false, + "reason": "Attention slicing on SD2 and `from_single_file` custom pipeline loading are different code paths and symptoms." + }, + { + "left": "issue:11033", + "right": "issue:1976", + "accept": false, + "reason": "Both mention loading, but one is SD1.5 `from_single_file` UNet loading and the other is a tokenizer path lookup error." + }, + { + "left": "issue:1976", + "right": "issue:490", + "accept": false, + "reason": "Tokenizer config lookup error vs a memory-usage complaint; no shared underlying bug." + }, + { + "left": "issue:4000", + "right": "issue:7708", + "accept": false, + "reason": "Checkpoint conversion to diffusers format is not the same as an SDXL tokenizer config missing-file error." + }, + { + "left": "issue:4030", + "right": "issue:9941", + "accept": false, + "reason": "A v2.1 embedding runtime error and a generic Colab failure are too different to be duplicates." + }, + { + "left": "issue:3401", + "right": "issue:3573", + "accept": true, + "reason": "Same underlying bug: both report the `class_labels should be provided when num_class_embeds > 0` error; 3573 is just the local upscaler manifestation." + }, + { + "left": "issue:7589", + "right": "issue:8686", + "accept": false, + "reason": "GLIGEN layout-to-image failure and SDXL ControlNet callback issues are separate problems." + }, + { + "left": "issue:13274", + "right": "issue:8989", + "accept": false, + "reason": "Both involve Stable Audio, but one is an AMD recursion error and the other is a sequential offloading bug; different failure modes." + }, + { + "left": "issue:11464", + "right": "issue:4697", + "accept": false, + "reason": "Both are LoRA loading complaints, but they concern different models/pipelines and likely different fixes." + }, + { + "left": "issue:1946", + "right": "issue:4701", + "accept": false, + "reason": "Different CUDA issues: xformers invalid-argument vs AutoencoderKL float32 differentiation error." + }, + { + "left": "issue:3235", + "right": "issue:8885", + "accept": false, + "reason": "Custom Diffusion weight-loading failure vs a Colab dependency/modifier-token setup problem." + }, + { + "left": "issue:4304", + "right": "issue:6388", + "accept": false, + "reason": "SDXL LoRA training support request vs gradient-checkpointing being ignored; not the same bug." + }, + { + "left": "issue:5014", + "right": "issue:9179", + "accept": false, + "reason": "Generic bad training results in Web UI vs sdxl+controlnet training correctness; too broad and different." + }, + { + "left": "issue:8805", + "right": "issue:9913", + "accept": false, + "reason": "A conversion script regression and a `set_lora_device` behavior report are unrelated." + }, + { + "left": "issue:5798", + "right": "issue:859", + "accept": false, + "reason": "Unexpected callback kwarg vs unexpected device_map kwarg are different API incompatibilities." + }, + { + "left": "issue:817", + "right": "issue:964", + "accept": false, + "reason": "Mixed-precision dreambooth vs inpainting example failure; no shared code-path evidence." + }, + { + "left": "issue:11149", + "right": "issue:5798", + "accept": false, + "reason": "Different unexpected-keyword errors in unrelated APIs." + }, + { + "left": "issue:5488", + "right": "issue:7589", + "accept": false, + "reason": "Demo image generation failure and GLIGEN layout-to-image failure are not the same defect." + }, + { + "left": "issue:7267", + "right": "issue:9667", + "accept": false, + "reason": "Local data loading in ControlNet training vs Flux fp8 loading failure are distinct issues." + }, + { + "left": "issue:3296", + "right": "issue:7229", + "accept": false, + "reason": "Both mention checkpoints, but one is DreamBooth text-encoder save/load and the other is a broader advanced-training checkpoint issue; not clearly the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The one accepted duplicate, issue:3401 vs issue:3573, is well supported by the shared `class_labels should be provided when num_class_embeds > 0` error. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 67, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1070", + "issue:10712", + "issue:11285", + "issue:11853", + "issue:12003", + "issue:12009", + "issue:1249", + "issue:13043", + "issue:1305", + "issue:13298", + "issue:1556", + "issue:1604", + "issue:1616", + "issue:1672", + "issue:2420", + "issue:2459", + "issue:2775", + "issue:2871", + "issue:2904", + "issue:3124", + "issue:4137", + "issue:4183", + "issue:4213", + "issue:4389", + "issue:4460", + "issue:4542", + "issue:490", + "issue:5465", + "issue:5524", + "issue:5606", + "issue:6280", + "issue:6298", + "issue:6427", + "issue:6594", + "issue:6610", + "issue:6879", + "issue:6964", + "issue:7228", + "issue:7483", + "issue:7509", + "issue:771", + "issue:858", + "issue:8686", + "issue:8826", + "issue:9476", + "issue:9525", + "issue:969" + ], + "soft_pairs": [ + "issue:1604|issue:7483", + "issue:13043|issue:5606", + "issue:5606|issue:9525", + "issue:12003|issue:12009", + "issue:1305|issue:7509", + "issue:13298|issue:1556", + "issue:490|issue:6594", + "issue:4542|issue:969", + "issue:2775|issue:8826", + "issue:5524|issue:858", + "issue:4389|issue:7228", + "issue:1070|issue:2871", + "issue:6280|issue:6610", + "issue:6427|issue:6964", + "issue:4137|issue:4460", + "issue:4213|issue:8686", + "issue:3124|issue:771", + "issue:11853|issue:4183", + "issue:11285|issue:1672", + "issue:1249|issue:2904", + "issue:2420|issue:2459", + "issue:6879|issue:9476", + "issue:10712|issue:6298", + "issue:1616|issue:5465" + ], + "prepared_review_unit_hash": "44e609b81163eb9707edf748386e8995dfed5f70daa29ab1fa616d6fe8fae3e6", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 34016, + "estimated_input_tokens": 8504, + "estimated_eval_tokens": 17264 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy: several unrelated issue pairs share broad topic words, but only two pairs look like true duplicates or near-duplicates with the same concrete failure mode.", + "confidence": 0.91, + "canonical_issue_reason": "issue:12003 is the best representative because it states the exact meta-tensor copy failure in a broad form, and issue:12009 reads like a specific instance of that same loader error.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:12003 is the strongest cluster anchor among the clearly matching bug reports; it is concrete, reusable as the umbrella report, and maps cleanly onto its specific duplicate-like counterpart.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1604", + "right": "issue:7483", + "accept": false, + "reason": "Both involve conversion-related scripts, but they describe different breakages, different models, and different code paths." + }, + { + "left": "issue:13043", + "right": "issue:5606", + "accept": false, + "reason": "One is a CUDA kernel-image compatibility error on RTX 5090; the other is a LoRA alpha-loading bug. Not the same bug." + }, + { + "left": "issue:5606", + "right": "issue:9525", + "accept": false, + "reason": "Both mention LoRA, but one is about missing alpha handling and the other about lora_scale behavior in Flux. Different defects." + }, + { + "left": "issue:12003", + "right": "issue:12009", + "accept": true, + "reason": "Both report the same meta-tensor copy failure during model loading; 12009 is a concrete case of the exact error in 12003." + }, + { + "left": "issue:1305", + "right": "issue:7509", + "accept": false, + "reason": "These are different pipeline features with different goals; no shared bug or code-path failure is indicated." + }, + { + "left": "issue:13298", + "right": "issue:1556", + "accept": false, + "reason": "Both are CUDA/device-related, but one says the generator device being cuda breaks generation and the other says images are black with an NSFW warning. Too different." + }, + { + "left": "issue:490", + "right": "issue:6594", + "accept": false, + "reason": "Memory usage and a network download failure are unrelated failure modes." + }, + { + "left": "issue:4542", + "right": "issue:969", + "accept": false, + "reason": "Image-count behavior in SDXL img2img is unrelated to multi-GPU test failures." + }, + { + "left": "issue:2775", + "right": "issue:8826", + "accept": false, + "reason": "TorchDynamo on a non-function object and torch.cat on an empty list are unrelated runtime errors." + }, + { + "left": "issue:5524", + "right": "issue:858", + "accept": false, + "reason": "A missing lora_layer attribute in Wurstchen loading is unrelated to a named_children AttributeError on Parameter." + }, + { + "left": "issue:4389", + "right": "issue:7228", + "accept": false, + "reason": "ControlNet loading failure and traced-model dtype attribute failure are different bugs." + }, + { + "left": "issue:1070", + "right": "issue:2871", + "accept": false, + "reason": "Both concern inpainting, but one is a vague version-specific bug report and the other is a specific latent-output handling bug." + }, + { + "left": "issue:6280", + "right": "issue:6610", + "accept": false, + "reason": "Both involve from_single_file on SDXL variants, but one is a missing method and the other is an in_channels conversion issue. Different concrete problems." + }, + { + "left": "issue:6427", + "right": "issue:6964", + "accept": false, + "reason": "Model-format conversion and a 4-channel UNet ControlNet inpaint issue are not the same defect." + }, + { + "left": "issue:4137", + "right": "issue:4460", + "accept": false, + "reason": "Both compare diffusers to other Stable Diffusion implementations, but they concern different result-mismatch scenarios with no shared concrete bug." + }, + { + "left": "issue:4213", + "right": "issue:8686", + "accept": false, + "reason": "One is about from_single_file requiring accelerate; the other is a callback incompatibility with ControlNet. No duplicate evidence." + }, + { + "left": "issue:3124", + "right": "issue:771", + "accept": false, + "reason": "Model conversion failure and BF16 dreambooth support are unrelated." + }, + { + "left": "issue:11853", + "right": "issue:4183", + "accept": false, + "reason": "ControlNet/IP-Adapter loading conflict and guidance_scale<=1 error are different ControlNet problems." + }, + { + "left": "issue:11285", + "right": "issue:1672", + "accept": false, + "reason": "Both touch conversion utilities, but one is a value-error during conversion and the other is an output-size bug. Not the same issue." + }, + { + "left": "issue:1249", + "right": "issue:2904", + "accept": false, + "reason": "An OnnxPipeline device attribute error and an AudioLDM missing scheduler error are unrelated." + }, + { + "left": "issue:2420", + "right": "issue:2459", + "accept": true, + "reason": "These are effectively the same training-script xformers bug: both say enable_xformers_memory_efficient_attention does not work in train_text_to_image_lora.py." + }, + { + "left": "issue:6879", + "right": "issue:9476", + "accept": false, + "reason": "Both are dtype mismatch errors, but they occur in different workflows with different triggers and code paths." + }, + { + "left": "issue:10712", + "right": "issue:6298", + "accept": false, + "reason": "StableDiffusion3 prompt_embeds runtime failure and GLIGEN CLIPImageProjection missing attribute are unrelated." + }, + { + "left": "issue:1616", + "right": "issue:5465", + "accept": false, + "reason": "LPW pipeline version compatibility and DiffEdit inpaint_strength handling are different pipeline bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: the two accepted pairs are clearly supported by the issue titles, and the rejected pairs are not overstated beyond the evidence available. The canonical issue choice for 12003 over 12009 is also reasonable and well-justified." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 68, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1013", + "issue:1084", + "issue:11033", + "issue:11396", + "issue:1214", + "issue:1398", + "issue:1495", + "issue:1572", + "issue:1931", + "issue:2645", + "issue:2769", + "issue:2806", + "issue:2875", + "issue:3045", + "issue:3124", + "issue:3140", + "issue:3348", + "issue:3379", + "issue:3619", + "issue:3803", + "issue:4302", + "issue:4340", + "issue:4460", + "issue:4724", + "issue:4726", + "issue:4885", + "issue:4925", + "issue:499", + "issue:5016", + "issue:5219", + "issue:5578", + "issue:639", + "issue:6427", + "issue:6584", + "issue:6699", + "issue:7057", + "issue:7197", + "issue:7283", + "issue:7293", + "issue:7432", + "issue:7466", + "issue:7681", + "issue:9067", + "issue:9092", + "issue:9179", + "issue:9841", + "issue:9861" + ], + "soft_pairs": [ + "issue:4340|issue:9841", + "issue:1398|issue:1931", + "issue:11396|issue:7283", + "issue:1214|issue:6427", + "issue:1495|issue:3140", + "issue:1572|issue:2806", + "issue:4925|issue:9179", + "issue:639|issue:7057", + "issue:5219|issue:6584", + "issue:1084|issue:7293", + "issue:2769|issue:3045", + "issue:3124|issue:3619", + "issue:4460|issue:7432", + "issue:7681|issue:9067", + "issue:2875|issue:7197", + "issue:11033|issue:499", + "issue:4726|issue:6699", + "issue:2645|issue:7466", + "issue:3348|issue:9841", + "issue:3379|issue:5016", + "issue:3803|issue:9861", + "issue:5578|issue:9092", + "issue:4302|issue:4885", + "issue:1013|issue:4724" + ], + "prepared_review_unit_hash": "ee680fe862e8fc4464e11401e71b80eb17cdb9280957c1c1121cfddadd90a5a9", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33569, + "estimated_input_tokens": 8393, + "estimated_eval_tokens": 17042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy and spans many unrelated Diffusers bugs/features. I don\u2019t see any true duplicate pairs among the soft edges; most are only loosely similar by subsystem (conversion, LoRA, training, pipeline typing).", + "confidence": 0.9, + "canonical_issue_reason": "#6427 is the broadest, most general issue in the set around model conversion failures, so it is the best anchor if this cluster must be represented by one issue.", + "canonical_pr_reason": null, + "best_issue_reason": "#6427 is the strongest global issue candidate because it is concrete, widely applicable to nearby conversion/loading reports, and better suited as a triage anchor than the more niche or symptom-specific issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4340", + "right": "issue:9841", + "accept": false, + "reason": "Both are SDXL LoRA training problems, but they describe different failure modes and different code paths (`train_text_encoder` vs `use_dora=False`)." + }, + { + "left": "issue:1398", + "right": "issue:1931", + "accept": false, + "reason": "One is an MPS/Apple Silicon compatibility issue; the other is a float16 dtype mismatch. Same broad area, not the same bug." + }, + { + "left": "issue:11396", + "right": "issue:7283", + "accept": false, + "reason": "Both mention LoRA/model handling, but one is about converting a HiDream LoRA for ComfyUI and the other is about loading a Stable Cascade LoRA. Different tasks and model families." + }, + { + "left": "issue:1214", + "right": "issue:6427", + "accept": false, + "reason": "Half-precision CLIPTextModel failure is unrelated to diffusers-to-ckpt conversion failures." + }, + { + "left": "issue:1495", + "right": "issue:3140", + "accept": false, + "reason": "Different import errors affecting different symbols (`init_git_repo` vs `StableDiffusionControlNetPipeline`)." + }, + { + "left": "issue:1572", + "right": "issue:2806", + "accept": false, + "reason": "`stable_diffusion_mega` img2img/inpainting failure is unrelated to pipeline printing not honoring customized pipelines." + }, + { + "left": "issue:4925", + "right": "issue:9179", + "accept": false, + "reason": "Both involve SDXL ControlNet training, but one is an OOM/distributed-memory problem and the other is a bad-results/training-quality complaint." + }, + { + "left": "issue:639", + "right": "issue:7057", + "accept": false, + "reason": "Parameter initialization mismatch is not the same as a checkpoint loading failure." + }, + { + "left": "issue:5219", + "right": "issue:6584", + "accept": false, + "reason": "These are opposite-direction conversion/load problems on different models; not the same concrete bug." + }, + { + "left": "issue:1084", + "right": "issue:7293", + "accept": false, + "reason": "A docs request about multiple pipelines reusing weights is unrelated to an AudioLDM2 feature request." + }, + { + "left": "issue:2769", + "right": "issue:3045", + "accept": false, + "reason": "Both are conversion-related, but one is about round-tripping ckpt/safetensors through diffusers and the other is LoRA .safetensors to diffusers. Different workflows and likely different fixes." + }, + { + "left": "issue:3124", + "right": "issue:3619", + "accept": false, + "reason": "Model conversion failure and Text2Video-Zero CrossFrameAttention failure are unrelated." + }, + { + "left": "issue:4460", + "right": "issue:7432", + "accept": false, + "reason": "Both compare Diffusers outputs to another implementation, but they are not the same specific discrepancy or code path." + }, + { + "left": "issue:7681", + "right": "issue:9067", + "accept": false, + "reason": "One is an OpenSSL/lib import failure; the other is a missing `diffusers.hub_utils` module. Different causes and fixes." + }, + { + "left": "issue:2875", + "right": "issue:7197", + "accept": false, + "reason": "Training loss NaN and resume-training KeyError are different training failures." + }, + { + "left": "issue:11033", + "right": "issue:499", + "accept": false, + "reason": "A broken `from_single_file` load for SD1.5 UNet is unrelated to the example unconditional training script." + }, + { + "left": "issue:4726", + "right": "issue:6699", + "accept": false, + "reason": "Both are type-hint complaints, but they target different callback parameters (`callback` vs `callback_on_step_end`) and are not the same bug." + }, + { + "left": "issue:2645", + "right": "issue:7466", + "accept": false, + "reason": "M1/CUDA assertion in ControlNet and torch.compile failure for SDXL multi-controlnet inpaint are different issues." + }, + { + "left": "issue:3348", + "right": "issue:9841", + "accept": false, + "reason": "LoRA scale behavior with xformers is unrelated to a DoRA-related TypeError in SDXL DreamBooth training." + }, + { + "left": "issue:3379", + "right": "issue:5016", + "accept": false, + "reason": "Both are DreamBooth-related, but one is about loading an intermediate checkpoint and the other is about training text encoders." + }, + { + "left": "issue:3803", + "right": "issue:9861", + "accept": false, + "reason": "Multi-GPU LoRA model sharing and Flux transformer not updating are different training bugs." + }, + { + "left": "issue:5578", + "right": "issue:9092", + "accept": false, + "reason": "Both mention `model_index.json`, but the contexts differ enough that they are not clearly the same underlying load bug." + }, + { + "left": "issue:4302", + "right": "issue:4885", + "accept": false, + "reason": "Both involve LoRA loading in SDXL, but one is a specific third-party SDXL LoRA weight-loading failure and the other is a ControlNet img2img pipeline not loading LoRA weights. Different concrete paths." + }, + { + "left": "issue:1013", + "right": "issue:4724", + "accept": false, + "reason": "StableDiffusionMegaPipeline breakage in Diffusers 6.0 is unrelated to an SDXL img2img mismatch with the base checkpoint." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 69, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1037", + "issue:10472", + "issue:10866", + "issue:11978", + "issue:1214", + "issue:12141", + "issue:122", + "issue:12535", + "issue:13035", + "issue:13043", + "issue:1463", + "issue:1817", + "issue:2774", + "issue:2830", + "issue:2973", + "issue:3045", + "issue:3224", + "issue:3481", + "issue:3487", + "issue:3497", + "issue:3816", + "issue:4080", + "issue:4086", + "issue:4183", + "issue:4279", + "issue:4399", + "issue:4701", + "issue:4835", + "issue:4852", + "issue:487", + "issue:5125", + "issue:5227", + "issue:5798", + "issue:6362", + "issue:6964", + "issue:7483", + "issue:7660", + "issue:771", + "issue:7962", + "issue:8534", + "issue:8556", + "issue:8649", + "issue:9044", + "issue:9055", + "issue:955", + "issue:9576", + "issue:9911", + "issue:9914" + ], + "soft_pairs": [ + "issue:12141|issue:771", + "issue:3497|issue:3816", + "issue:4183|issue:9911", + "issue:4701|issue:5125", + "issue:8556|issue:8649", + "issue:1037|issue:4080", + "issue:10866|issue:12535", + "issue:487|issue:7660", + "issue:4086|issue:4279", + "issue:122|issue:1463", + "issue:7962|issue:955", + "issue:13043|issue:4835", + "issue:1214|issue:6964", + "issue:3224|issue:8534", + "issue:4852|issue:9914", + "issue:3487|issue:9576", + "issue:7483|issue:9044", + "issue:1817|issue:5798", + "issue:2774|issue:3045", + "issue:11978|issue:2830", + "issue:2973|issue:3481", + "issue:10472|issue:6362", + "issue:4399|issue:5227", + "issue:13035|issue:9055" + ], + "prepared_review_unit_hash": "0f88e6547e1a861291b8f4fcfd82a9a5636a1d87c069f071e392de3c74c051ca", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34296, + "estimated_input_tokens": 8574, + "estimated_eval_tokens": 17404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are not true duplicates; they span many unrelated bugs, feature requests, and model/pipeline-specific errors. The soft pairs mostly share only broad vocabulary like LoRA, ControlNet, precision, or import/runtime errors, not the same concrete code path.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out: the set is heterogeneous and the overlaps are only superficial.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue for deduping; the list does not form one coherent bug cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:12141", + "right": "issue:771", + "accept": false, + "reason": "Both mention BF16/bfloat16, but one is a WanVACE VAE precision bug and the other is Dreambooth training; different code paths." + }, + { + "left": "issue:3497", + "right": "issue:3816", + "accept": false, + "reason": "An attribute error in an inpaint pipeline is unrelated to a missing transformers class import." + }, + { + "left": "issue:4183", + "right": "issue:9911", + "accept": false, + "reason": "Both involve ControlNet, but one is a guidance_scale edge case and the other is Flux multi-ControlNet layer-length mismatch." + }, + { + "left": "issue:4701", + "right": "issue:5125", + "accept": false, + "reason": "Both are CUDA errors, but they occur in different components: AutoencoderKL decoding vs XFormers attention processing." + }, + { + "left": "issue:8556", + "right": "issue:8649", + "accept": false, + "reason": "Both are SD3-related, but one is a meta-tensor copy failure and the other is a num_images_per_prompt regression." + }, + { + "left": "issue:1037", + "right": "issue:4080", + "accept": false, + "reason": "A community pipeline request and an SDXL inpainting pipeline request are different feature additions." + }, + { + "left": "issue:10866", + "right": "issue:12535", + "accept": false, + "reason": "Both are LoRA-loading complaints, but they target different models and failure modes." + }, + { + "left": "issue:487", + "right": "issue:7660", + "accept": false, + "reason": "M1 CPU support for StableDiffusionPipeline is unrelated to a trace example not working." + }, + { + "left": "issue:4086", + "right": "issue:4279", + "accept": false, + "reason": "SDXL controlnet training and SDXL LoRA loading are distinct problems, not one concrete bug." + }, + { + "left": "issue:122", + "right": "issue:1463", + "accept": false, + "reason": "Missing 'exceptions' and missing 'datasets' are unrelated dependency/import errors." + }, + { + "left": "issue:7962", + "right": "issue:955", + "accept": false, + "reason": "Both ask for extra call arguments, but they request different parameters and different pipeline behavior." + }, + { + "left": "issue:13043", + "right": "issue:4835", + "accept": false, + "reason": "An attention-backend kernel compatibility issue is not the same as a MultiControlNetModel bug." + }, + { + "left": "issue:1214", + "right": "issue:6964", + "accept": false, + "reason": "Half-precision CLIPTextModel and 4-channel U-Net/VAE support are different precision/model-shape issues." + }, + { + "left": "issue:3224", + "right": "issue:8534", + "accept": false, + "reason": "Training-script weighting bugs, but one is duplicated LR scaling and the other is logit-normal weighting." + }, + { + "left": "issue:4852", + "right": "issue:9914", + "accept": false, + "reason": "Both involve LoRA loading, but one is generic loading and the other is a Flux/Xlabs-specific fix proposal." + }, + { + "left": "issue:3487", + "right": "issue:9576", + "accept": false, + "reason": "Different inference behavior with steps is unrelated to safetensors being passed to submodules." + }, + { + "left": "issue:7483", + "right": "issue:9044", + "accept": false, + "reason": "LoRA conversion for SDXL 1.0 base and a missing diffusion_pytorch_model.bin are separate loading/conversion issues." + }, + { + "left": "issue:1817", + "right": "issue:5798", + "accept": false, + "reason": "Unexpected scheduler arguments in Dreambooth and unexpected callback arguments in ControlNet are different API mismatches." + }, + { + "left": "issue:2774", + "right": "issue:3045", + "accept": false, + "reason": "Both are conversion scripts, but ControlNet-to-diffusers and LoRA-to-diffusers are different conversion paths." + }, + { + "left": "issue:11978", + "right": "issue:2830", + "accept": false, + "reason": "A new Bria pipeline request is unrelated to a question about using a ModelScope video model." + }, + { + "left": "issue:2973", + "right": "issue:3481", + "accept": false, + "reason": "Non-deterministic outputs from offload vs scheduler-dependent differences are not the same bug." + }, + { + "left": "issue:10472", + "right": "issue:6362", + "accept": false, + "reason": "A lora_bias constructor error during inference is unrelated to OOM while mapping a fine-tuning dataset." + }, + { + "left": "issue:4399", + "right": "issue:5227", + "accept": false, + "reason": "Both mention torch.compile, but one is compile plus CPU offload and the other is LoRA loading under compile." + }, + { + "left": "issue:13035", + "right": "issue:9055", + "accept": false, + "reason": "Different import errors involving different symbols from different packages; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 70, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10169", + "issue:10382", + "issue:10472", + "issue:10722", + "issue:10848", + "issue:10869", + "issue:11864", + "issue:12009", + "issue:12492", + "issue:1255", + "issue:1500", + "issue:1534", + "issue:1536", + "issue:1572", + "issue:1842", + "issue:1905", + "issue:2276", + "issue:2578", + "issue:2984", + "issue:3152", + "issue:4210", + "issue:4324", + "issue:4368", + "issue:4492", + "issue:4520", + "issue:4932", + "issue:499", + "issue:5022", + "issue:5028", + "issue:5125", + "issue:5274", + "issue:5678", + "issue:6700", + "issue:7114", + "issue:730", + "issue:7708", + "issue:771", + "issue:7731", + "issue:7801", + "issue:7985", + "issue:8494", + "issue:858", + "issue:867", + "issue:9267", + "issue:9497", + "issue:9576", + "issue:9913" + ], + "soft_pairs": [ + "issue:1572|issue:4520", + "issue:2578|issue:499", + "issue:1255|issue:3152", + "issue:10382|issue:9267", + "issue:6700|issue:9576", + "issue:10472|issue:5028", + "issue:10848|issue:5028", + "issue:2984|issue:7731", + "issue:10169|issue:7708", + "issue:1905|issue:867", + "issue:4932|issue:730", + "issue:5274|issue:7801", + "issue:1500|issue:1536", + "issue:4368|issue:7114", + "issue:5125|issue:5678", + "issue:1842|issue:8494", + "issue:1534|issue:2276", + "issue:771|issue:9913", + "issue:10722|issue:9497", + "issue:11864|issue:7985", + "issue:10869|issue:12009", + "issue:4210|issue:4324", + "issue:4492|issue:5022", + "issue:12492|issue:858" + ], + "prepared_review_unit_hash": "966697e66ab25c93edb4216f3c3855918a5a79019e0376f2031819bc87762688", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33913, + "estimated_input_tokens": 8479, + "estimated_eval_tokens": 17214 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous bug reports with only a couple of clear duplicate-like pairs. Most soft edges are false positives because they share a broad subsystem or error family, not the same concrete bug.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 5274 is the cleanest duplicate anchor: it describes a specific fp16/mixed_precision training mismatch, and 7801 is nearly the same report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 5274 is the best representative issue overall because it is precise, reproducible, and has the strongest near-exact duplicate match in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1572", + "right": "issue:4520", + "accept": false, + "reason": "Same broad area (pipeline/training) but different bugs: img2img/inpainting support vs LoRA scale with attention slicing." + }, + { + "left": "issue:2578", + "right": "issue:499", + "accept": false, + "reason": "Unrelated failure modes: editable install problem vs unconditional training script issue." + }, + { + "left": "issue:1255", + "right": "issue:3152", + "accept": false, + "reason": "Different libraries and errors: diffusers scheduler import vs TensorFlow Lite import failure." + }, + { + "left": "issue:10382", + "right": "issue:9267", + "accept": false, + "reason": "Both are AttributeErrors, but on different objects/code paths: VAE forward return type vs missing rope attribute in Flux transformer." + }, + { + "left": "issue:6700", + "right": "issue:9576", + "accept": false, + "reason": "Both involve argument passing, but one is attention processor temb handling and the other is pipeline loading with use_safetensors." + }, + { + "left": "issue:10472", + "right": "issue:5028", + "accept": false, + "reason": "Both are unexpected-kwarg TypeErrors, but the kwargs and code paths differ (lora_bias vs scale)." + }, + { + "left": "issue:10848", + "right": "issue:5028", + "accept": false, + "reason": "Different loaders and parameters: load_model_dict_into_meta(device) vs a custom forward hook receiving scale." + }, + { + "left": "issue:2984", + "right": "issue:7731", + "accept": false, + "reason": "Both mention video generation, but they are different model/paper topics rather than the same bug." + }, + { + "left": "issue:10169", + "right": "issue:7708", + "accept": false, + "reason": "Both mention missing config.json, but the reports are too generic/specific mismatch to confirm the same underlying bug." + }, + { + "left": "issue:1905", + "right": "issue:867", + "accept": false, + "reason": "Both are memory-retention complaints, but one is a pipeline leak and the other is a FastAPI deployment context issue." + }, + { + "left": "issue:4932", + "right": "issue:730", + "accept": false, + "reason": "Different DreamBooth problems: missing output artifact vs training behavior differing by environment." + }, + { + "left": "issue:5274", + "right": "issue:7801", + "accept": true, + "reason": "Near-verbatim duplicate: both report mixed_precision/fp16 not matching the model dtype during training." + }, + { + "left": "issue:1500", + "right": "issue:1536", + "accept": true, + "reason": "Same lpw_stable_diffusion compatibility problem with newer diffusers versions." + }, + { + "left": "issue:4368", + "right": "issue:7114", + "accept": false, + "reason": "Both are OOM-related training reports, but they are different scripts and different failure contexts." + }, + { + "left": "issue:5125", + "right": "issue:5678", + "accept": false, + "reason": "Different failures in attention code: CUDA invalid configuration vs higher-order derivative issues with scaled_dot_product_attention." + }, + { + "left": "issue:1842", + "right": "issue:8494", + "accept": false, + "reason": "Both are unexpected keyword argument errors, but they concern different kwargs and likely different call sites." + }, + { + "left": "issue:1534", + "right": "issue:2276", + "accept": false, + "reason": "DreamBooth notebook issue vs xformers install problem; not the same underlying bug." + }, + { + "left": "issue:771", + "right": "issue:9913", + "accept": false, + "reason": "Different topics: BF16 support in DreamBooth vs set_lora_device behavior." + }, + { + "left": "issue:10722", + "right": "issue:9497", + "accept": false, + "reason": "Both are DreamBooth training errors, but the tensor shape mismatch and mat2 1-D tensor error are distinct." + }, + { + "left": "issue:11864", + "right": "issue:7985", + "accept": false, + "reason": "Both mention torch.compile, but the concrete failures differ: undefined torch in compiled encode vs IPAdapter incompatibility." + }, + { + "left": "issue:10869", + "right": "issue:12009", + "accept": false, + "reason": "Both mention meta tensors, but one is Tensor.item() on meta tensors and the other is copy-out during GGUF loading." + }, + { + "left": "issue:4210", + "right": "issue:4324", + "accept": false, + "reason": "Same UNet file, but different bugs: attention_mask usage question vs NoneType iteration error." + }, + { + "left": "issue:4492", + "right": "issue:5022", + "accept": false, + "reason": "Completely different import/name errors in unrelated packages and code paths." + }, + { + "left": "issue:12492", + "right": "issue:858", + "accept": false, + "reason": "Different AttributeErrors in different subsystems: transformers CLIPFeatureExtractor removal vs Parameter.named_children." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the two accepted soft-edge pairs are conservative and well-supported by the titles. The only clear duplicate-like pairs are indeed 5274\u21947801 and 1500\u21941536; the rest are appropriately rejected as broad similarity rather than the same concrete bug." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 71, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10154", + "issue:10594", + "issue:10650", + "issue:10940", + "issue:10969", + "issue:11464", + "issue:11581", + "issue:11922", + "issue:122", + "issue:12656", + "issue:1552", + "issue:1604", + "issue:1720", + "issue:1985", + "issue:2091", + "issue:2480", + "issue:2548", + "issue:259", + "issue:2871", + "issue:2891", + "issue:3382", + "issue:3565", + "issue:3774", + "issue:3811", + "issue:4080", + "issue:4593", + "issue:5006", + "issue:5227", + "issue:5565", + "issue:5621", + "issue:5846", + "issue:5860", + "issue:5894", + "issue:6146", + "issue:6366", + "issue:6894", + "issue:746", + "issue:7483", + "issue:7690", + "issue:7931", + "issue:7985", + "issue:861", + "issue:8939", + "issue:9362", + "issue:9448", + "issue:9643", + "issue:9911", + "issue:9973" + ], + "soft_pairs": [ + "issue:7931|issue:9448", + "issue:5621|issue:7483", + "issue:6366|issue:6894", + "issue:11464|issue:11581", + "issue:10650|issue:5894", + "issue:861|issue:8939", + "issue:10594|issue:11922", + "issue:10940|issue:122", + "issue:10969|issue:9911", + "issue:1985|issue:4080", + "issue:259|issue:2871", + "issue:2891|issue:9643", + "issue:11464|issue:4593", + "issue:3565|issue:5846", + "issue:5006|issue:9973", + "issue:10154|issue:3811", + "issue:1552|issue:5860", + "issue:746|issue:7690", + "issue:2480|issue:5565", + "issue:1720|issue:2548", + "issue:5227|issue:7985", + "issue:3382|issue:5006", + "issue:12656|issue:9362", + "issue:1604|issue:3774", + "issue:2091|issue:6146" + ], + "prepared_review_unit_hash": "15d6b9c8705174b6ab25fc6931135cd714fc0bebec47f8ce364de246ed5378d0", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34868, + "estimated_input_tokens": 8717, + "estimated_eval_tokens": 17690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated issues about LoRA loading, FLUX/ControlNet, training/checkpointing, tokenizer/import failures, and model-specific runtime errors. None of the soft pairs look like the same concrete bug or change, so all are rejected as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "No clear canonical issue: the items span several unrelated bug families rather than one duplicate thread.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:3811 is the strongest representative of the only recurring theme here (`load_lora_weights`/LoRA loading) and has a clear, concrete symptom compared with the vaguer nearby reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:7931", + "right": "issue:9448", + "accept": false, + "reason": "Both involve IP-Adapter/controlnet inpainting, but the failures differ: one is about `ip_adapter_image_embeds` compatibility, the other is a tuple/shape error. Not the same bug." + }, + { + "left": "issue:5621", + "right": "issue:7483", + "accept": false, + "reason": "Different subjects and code paths: SDXL ControlNet `encoder_hid_proj` support vs LoRA-to-Diffusers conversion for SDXL-base models." + }, + { + "left": "issue:6366", + "right": "issue:6894", + "accept": false, + "reason": "Both concern LoRA checkpoints, but one is about resuming/loading saved checkpoints in training scripts and the other is about LoRA output not working in A1111. Not the same underlying issue." + }, + { + "left": "issue:11464", + "right": "issue:11581", + "accept": false, + "reason": "Both mention FLUX, but one is a LoRA load failure in `FluxControlPipeline` and the other is an IP-Adapter constructor dtype error. Different problems." + }, + { + "left": "issue:10650", + "right": "issue:5894", + "accept": false, + "reason": "Unrelated runtime errors in different contexts: a Lumina shape reshape failure vs an invalid buffer size error." + }, + { + "left": "issue:861", + "right": "issue:8939", + "accept": false, + "reason": "One is about converting ckpt to diffusers; the other is about loading a tokenizer for SD3. Different subsystems and failure modes." + }, + { + "left": "issue:10594", + "right": "issue:11922", + "accept": false, + "reason": "Both are FLUX-related, but one is about multiple controls with LoRA and the other is a FLUX Fill pipeline problem. Not the same concrete bug." + }, + { + "left": "issue:10940", + "right": "issue:122", + "accept": false, + "reason": "Completely different import failures: missing `triton.ops` vs missing `exceptions`." + }, + { + "left": "issue:10969", + "right": "issue:9911", + "accept": false, + "reason": "Both touch FLUX/controlnet multi-control scenarios, but one is a training-time `'weight' must be 2-D` failure and the other is an inference/setup error with different layer lengths. Not mergeable as one bug." + }, + { + "left": "issue:1985", + "right": "issue:4080", + "accept": false, + "reason": "Loading embeddings on Stable Diffusion vs adding an SDXL inpainting pipeline; unrelated." + }, + { + "left": "issue:259", + "right": "issue:2871", + "accept": false, + "reason": "Progress bar behavior is unrelated to latent output handling in inpainting." + }, + { + "left": "issue:2891", + "right": "issue:9643", + "accept": false, + "reason": "A docs/feature mismatch for StableDiffusionUpscalePipeline is unrelated to Flux multi-ControlNet support." + }, + { + "left": "issue:11464", + "right": "issue:4593", + "accept": false, + "reason": "Different LoRA-related failures: FluxControlPipeline load failure vs Automatic1111 LoRA rank constraint." + }, + { + "left": "issue:3565", + "right": "issue:5846", + "accept": false, + "reason": "Training OOM vs checkpoint resume error; different failure classes and code paths." + }, + { + "left": "issue:5006", + "right": "issue:9973", + "accept": false, + "reason": "Both are training issues, but one is end-of-training OOM and the other is FP16 gradient unscale failure. Not the same bug." + }, + { + "left": "issue:10154", + "right": "issue:3811", + "accept": false, + "reason": "Both mention `load_lora_weights`, but one reports an attribute error during loading while the other says the LoRA loads but has no effect. Same area, different concrete failure." + }, + { + "left": "issue:1552", + "right": "issue:5860", + "accept": false, + "reason": "Stable Diffusion 2 attention slicing is unrelated to tiny autoencoder + ControlNet pipeline failures." + }, + { + "left": "issue:746", + "right": "issue:7690", + "accept": false, + "reason": "ONNX revision loading vs tokenizer path resolution; different issues." + }, + { + "left": "issue:2480", + "right": "issue:5565", + "accept": false, + "reason": "Checkpoint folder creation in DreamBooth training is unrelated to the LoRA SDXL example script failing to run." + }, + { + "left": "issue:1720", + "right": "issue:2548", + "accept": false, + "reason": "Both are training-related, but one is M1 finetuning errors and the other is LoRA save errors. Not the same underlying defect." + }, + { + "left": "issue:5227", + "right": "issue:7985", + "accept": false, + "reason": "Both involve `torch.compile`, but one is LoRA loading and the other is IP-Adapter compatibility. Too broad to merge." + }, + { + "left": "issue:1604", + "right": "issue:3774", + "accept": false, + "reason": "Version-specific LPW script breakage is unrelated to zero3 training memory behavior." + }, + { + "left": "issue:2091", + "right": "issue:6146", + "accept": false, + "reason": "Both are checkpoint/multi-GPU training issues, but they affect different scripts and report different failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 72, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10266", + "issue:10512", + "issue:10575", + "issue:10738", + "issue:10833", + "issue:1100", + "issue:11088", + "issue:11218", + "issue:11298", + "issue:11370", + "issue:11474", + "issue:12009", + "issue:12414", + "issue:1264", + "issue:13035", + "issue:13067", + "issue:1974", + "issue:2674", + "issue:2871", + "issue:2880", + "issue:2995", + "issue:3689", + "issue:4073", + "issue:4286", + "issue:4304", + "issue:4630", + "issue:5227", + "issue:5455", + "issue:5606", + "issue:5617", + "issue:5862", + "issue:5873", + "issue:6158", + "issue:6298", + "issue:6382", + "issue:639", + "issue:6607", + "issue:6996", + "issue:7185", + "issue:7228", + "issue:7276", + "issue:7418", + "issue:7483", + "issue:7485", + "issue:776", + "issue:7782", + "issue:9180", + "issue:9341" + ], + "soft_pairs": [ + "issue:5606|issue:7228", + "issue:5455|issue:7276", + "issue:1974|issue:2674", + "issue:4286|issue:7483", + "issue:6996|issue:7485", + "issue:11298|issue:6382", + "issue:5227|issue:5617", + "issue:11088|issue:12009", + "issue:10266|issue:11474", + "issue:10512|issue:9341", + "issue:10575|issue:10738", + "issue:10833|issue:2995", + "issue:1100|issue:9180", + "issue:11218|issue:13035", + "issue:11370|issue:7782", + "issue:12414|issue:4304", + "issue:1264|issue:6607", + "issue:13067|issue:6158", + "issue:2871|issue:776", + "issue:2880|issue:639", + "issue:3689|issue:4630", + "issue:4073|issue:6298", + "issue:5862|issue:7185", + "issue:5873|issue:7418" + ], + "prepared_review_unit_hash": "f756dd60a782333752f7a167b2d502b339ebe086912678784d0671cd4c011d16", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34253, + "estimated_input_tokens": 8564, + "estimated_eval_tokens": 17384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated issues. The only plausible duplicate pair in the provided soft edges is the scheduler index-out-of-bounds case: issue:10266 and issue:11474. No PRs are present.", + "confidence": 0.68, + "canonical_issue_reason": "issue:10738 is the best canonical issue because it states the broadest recurring failure mode: a scheduler sigma/index out-of-bounds bug, which best covers the duplicate-looking scheduler reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10738 is the strongest global representative for the cluster\u2019s only clear bug family, since its title is the most general version of the out-of-bounds scheduler problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5606", + "right": "issue:7228", + "accept": false, + "reason": "Different bugs: LoRA alpha handling vs a traced pipeline missing dtype." + }, + { + "left": "issue:5455", + "right": "issue:7276", + "accept": false, + "reason": "Both are notebook failures, but the concrete problems differ: CalledProcessError vs network errors." + }, + { + "left": "issue:1974", + "right": "issue:2674", + "accept": false, + "reason": "Unrelated scheduler-generator reproducibility bug vs missing safetensors dependency." + }, + { + "left": "issue:4286", + "right": "issue:7483", + "accept": false, + "reason": "Both involve LoRA/SDXL, but one is loading LoRA weights and the other is a conversion script issue." + }, + { + "left": "issue:6996", + "right": "issue:7485", + "accept": false, + "reason": "Different code paths and symptoms: NoneType in added_cond_kwargs vs safety_checker callable handling." + }, + { + "left": "issue:11298", + "right": "issue:6382", + "accept": false, + "reason": "Both mention key errors, but one is LoRA hotswapping/PEFT and the other is IP-Adapter during SDXL training." + }, + { + "left": "issue:5227", + "right": "issue:5617", + "accept": false, + "reason": "Shared torch.compile context, but the failures are different enough to not be the same concrete bug." + }, + { + "left": "issue:11088", + "right": "issue:12009", + "accept": false, + "reason": "Both are Wan GGUF load issues, but they describe different load failures and likely different root causes." + }, + { + "left": "issue:10266", + "right": "issue:11474", + "accept": true, + "reason": "Both report scheduler-related index out-of-bounds errors and look like the same off-by-one/sigma indexing bug." + }, + { + "left": "issue:10512", + "right": "issue:9341", + "accept": false, + "reason": "Both are Flux LoRA load issues, but one is quantization-related and the other is a text_model LoRA compatibility problem." + }, + { + "left": "issue:10833", + "right": "issue:2995", + "accept": false, + "reason": "Both are matmul shape errors, but they occur in different pipelines and do not clearly share one root cause." + }, + { + "left": "issue:1100", + "right": "issue:9180", + "accept": false, + "reason": "Different attribute errors on different objects; no clear shared bug." + }, + { + "left": "issue:11218", + "right": "issue:13035", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in unrelated modules." + }, + { + "left": "issue:11370", + "right": "issue:7782", + "accept": false, + "reason": "Different invalid-load-key failures on different conversion paths." + }, + { + "left": "issue:12414", + "right": "issue:4304", + "accept": false, + "reason": "A metrics-validation request is not the same as a feature request for SDXL LoRA support." + }, + { + "left": "issue:1264", + "right": "issue:6607", + "accept": false, + "reason": "Both mention scheduler settings, but they refer to different example scripts and different questions." + }, + { + "left": "issue:13067", + "right": "issue:6158", + "accept": false, + "reason": "Both are feature requests, but for different model/pipeline support and not the same change." + }, + { + "left": "issue:2871", + "right": "issue:776", + "accept": false, + "reason": "Different pipeline bugs: latent output handling vs batch-size behavior in img2img." + }, + { + "left": "issue:2880", + "right": "issue:639", + "accept": false, + "reason": "Completely different subjects: JAX Colab runtime failure vs latent diffusion parameter initialization." + }, + { + "left": "issue:3689", + "right": "issue:4630", + "accept": false, + "reason": "Both involve LoRA after loading, but unloading weights and modifying weights are distinct requests." + }, + { + "left": "issue:4073", + "right": "issue:6298", + "accept": false, + "reason": "Different component attribute errors in different pipelines." + }, + { + "left": "issue:5862", + "right": "issue:7185", + "accept": false, + "reason": "Gradient checkpointing support and PyTorch version compatibility are not the same issue." + }, + { + "left": "issue:5873", + "right": "issue:7418", + "accept": false, + "reason": "ONNX export limitation vs a community pipeline bug; unrelated failures." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Rejecting because one soft-edge verdict is not grounded in the packet: it discusses issue:10575 vs issue:10738, but that pair does not appear in the provided soft_pairs list. The rest of the judgments are mostly conservative, and the 10266\u201311474 acceptance is plausible, but the inclusion of a nonexistent pair makes the output imprecise." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 73, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10049", + "issue:1962", + "issue:200", + "issue:201", + "issue:2015", + "issue:202", + "issue:2272", + "issue:2838", + "issue:338", + "issue:339", + "issue:3580", + "issue:3593", + "issue:3728", + "issue:3970", + "issue:4109", + "issue:4241", + "issue:4312", + "issue:4375", + "issue:4399", + "issue:5227", + "issue:6096", + "issue:6331", + "issue:6382", + "issue:6423", + "issue:6549", + "issue:6811", + "issue:6818", + "issue:692", + "issue:7146", + "issue:7147", + "issue:7168", + "issue:7303", + "issue:7766", + "issue:7799", + "issue:8307", + "issue:8577", + "issue:8655", + "issue:8667", + "issue:8700", + "issue:8710", + "issue:8788", + "issue:8813", + "issue:9067", + "issue:9115", + "issue:9448", + "issue:945", + "issue:9497", + "issue:9501" + ], + "soft_pairs": [ + "issue:6382|issue:7799", + "issue:7146|issue:9115", + "issue:7168|issue:7766", + "issue:7799|issue:9448", + "issue:8307|issue:9067", + "issue:4312|issue:6331", + "issue:4241|issue:692", + "issue:338|issue:339", + "issue:200|issue:201", + "issue:4241|issue:7303", + "issue:4375|issue:4399", + "issue:3580|issue:3593", + "issue:201|issue:202", + "issue:2272|issue:945", + "issue:3970|issue:4109", + "issue:8577|issue:8813", + "issue:8700|issue:8710", + "issue:9497|issue:9501", + "issue:2015|issue:3728", + "issue:6549|issue:6818", + "issue:8667|issue:8788", + "issue:2838|issue:6423", + "issue:2838|issue:7303", + "issue:10049|issue:7147", + "issue:1962|issue:3728", + "issue:5227|issue:6096", + "issue:6811|issue:8655" + ], + "prepared_review_unit_hash": "5ab23896ffc83d5d08a8279a5d946454a69978a86e672698a5825fcaed7c6777", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 34182, + "estimated_input_tokens": 8546, + "estimated_eval_tokens": 17348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a loose thematic collection rather than one duplicate cluster. The only strong near-duplicate is the SAG inpainting request pair (4312/6331); the rest differ by concrete model, pipeline, or failure mode.", + "confidence": 0.41, + "canonical_issue_reason": "issue:4312 is the best representative because it is the broader, clearer feature request and subsumes issue:6331's narrower SAG-inpainting ask.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:4312 is the most suitable global issue representative among the near-related items; it is the only one that cleanly overlaps a soft duplicate candidate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:6382", + "right": "issue:7799", + "accept": false, + "reason": "Both are IP-Adapter-related, but one is a training key error and the other is an inference matmul shape mismatch in a different pipeline." + }, + { + "left": "issue:7146", + "right": "issue:9115", + "accept": false, + "reason": "Different problems: SDXL fine-tuning OOM versus AnimateDiff-Lightning / motion-adapter usage error." + }, + { + "left": "issue:7168", + "right": "issue:7766", + "accept": false, + "reason": "One asks how to handle IP-Adapter image embeddings, the other is about FaceID Plus usage; same area, not the same issue." + }, + { + "left": "issue:7799", + "right": "issue:9448", + "accept": false, + "reason": "Both mention IP-Adapter, but the failing pipelines and concrete errors are different." + }, + { + "left": "issue:8307", + "right": "issue:9067", + "accept": false, + "reason": "Unrelated missing-symbol problems: StableCascadeUNet versus diffusers.hub_utils." + }, + { + "left": "issue:4312", + "right": "issue:6331", + "accept": true, + "reason": "Same underlying feature request: support SAG for inpainting; 4312 is just broader by also mentioning img2img." + }, + { + "left": "issue:4241", + "right": "issue:692", + "accept": false, + "reason": "Both are about fine-tuning help, but one is a specific LoRA/unidiffusers request while the other is a general example request." + }, + { + "left": "issue:338", + "right": "issue:339", + "accept": false, + "reason": "Different scheduler test requests (LMS Discrete vs Karras VE), so not the same change." + }, + { + "left": "issue:200", + "right": "issue:201", + "accept": false, + "reason": "Different test targets: resnet class versus attention class." + }, + { + "left": "issue:4241", + "right": "issue:7303", + "accept": false, + "reason": "Fine-tuning support request versus scheduler zero-SNR question; not the same underlying change." + }, + { + "left": "issue:4375", + "right": "issue:4399", + "accept": false, + "reason": "Both involve torch 2 compile, but one is a crash during inference and the other is CPU offload compatibility; distinct bugs." + }, + { + "left": "issue:3580", + "right": "issue:3593", + "accept": false, + "reason": "Both involve xformers, but the reported failures are different and not clearly the same code path." + }, + { + "left": "issue:201", + "right": "issue:202", + "accept": false, + "reason": "Different test additions for different components (attention vs unet_blocks)." + }, + { + "left": "issue:2272", + "right": "issue:945", + "accept": false, + "reason": "Both are ONNX conversion-related, but one is a conversion script failing and the other is custom checkpoint conversion support." + }, + { + "left": "issue:3970", + "right": "issue:4109", + "accept": false, + "reason": "Different SDXL/IP-Adapter issues: prompt embeddings versus inpaint pipeline failure." + }, + { + "left": "issue:8577", + "right": "issue:8813", + "accept": false, + "reason": "Same feature family (differential diffusion), but they target different models and are not the same concrete request." + }, + { + "left": "issue:8700", + "right": "issue:8710", + "accept": false, + "reason": "PAG support requests, but one is a specific SDXL ControlNet img2img pipeline and the other is generic SD1.5 support." + }, + { + "left": "issue:9497", + "right": "issue:9501", + "accept": false, + "reason": "Both are Dreambooth Flux training topics, but the errors are different: save latency versus mat2 shape runtime error." + }, + { + "left": "issue:2015", + "right": "issue:3728", + "accept": false, + "reason": "Different pipeline requests: categorical diffusion versus shifted diffusion text-to-image." + }, + { + "left": "issue:6549", + "right": "issue:6818", + "accept": false, + "reason": "Both involve IP-Adapter and LoRA, but one is a warning-log issue and the other is an unload/constructor error." + }, + { + "left": "issue:8667", + "right": "issue:8788", + "accept": false, + "reason": "Both mention non-power-of-two image sizes, but one is SD3ControlNetModel shape mismatch and the other is VAE tiling support." + }, + { + "left": "issue:2838", + "right": "issue:6423", + "accept": false, + "reason": "One asks about ControlNet pipeline behavior, the other is about reproducing fill50k results; unrelated." + }, + { + "left": "issue:2838", + "right": "issue:7303", + "accept": false, + "reason": "Different requests: ControlNet pipeline behavior versus zero-SNR scheduler creation." + }, + { + "left": "issue:10049", + "right": "issue:7147", + "accept": false, + "reason": "Both are import errors, but for different symbols and different code paths." + }, + { + "left": "issue:1962", + "right": "issue:3728", + "accept": false, + "reason": "Video generation with stable diffusion is unrelated to shifted diffusion text-to-image generation." + }, + { + "left": "issue:5227", + "right": "issue:6096", + "accept": false, + "reason": "Both are torch.compile issues, but they fail in different scenarios and are not the same bug." + }, + { + "left": "issue:6811", + "right": "issue:8655", + "accept": false, + "reason": "Same model family (i2vgen-xl), but one is a missing model_index URL and the other is black GIF output." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge decisions stay conservative. The only accepted pair, issue:4312 / issue:6331, is strongly supported by near-identical SAG inpainting requests, with 4312 clearly broader. The rejections generally cite concrete differences in model, pipeline, or failure mode rather than overstating duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 74, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10049", + "issue:10940", + "issue:12412", + "issue:13232", + "issue:1572", + "issue:1677", + "issue:202", + "issue:2984", + "issue:3094", + "issue:337", + "issue:338", + "issue:339", + "issue:3432", + "issue:3453", + "issue:3706", + "issue:3728", + "issue:4042", + "issue:4185", + "issue:4206", + "issue:4305", + "issue:4356", + "issue:4731", + "issue:4779", + "issue:4828", + "issue:5227", + "issue:5314", + "issue:5433", + "issue:5689", + "issue:5889", + "issue:6069", + "issue:6232", + "issue:6914", + "issue:7209", + "issue:7243", + "issue:7330", + "issue:7681", + "issue:7690", + "issue:7716", + "issue:7931", + "issue:8493", + "issue:8589", + "issue:8723", + "issue:8827", + "issue:8828", + "issue:8975", + "issue:9148", + "issue:9202", + "issue:993" + ], + "soft_pairs": [ + "issue:10049|issue:8975", + "issue:7931|issue:9202", + "issue:5433|issue:5689", + "issue:4731|issue:5227", + "issue:5314|issue:9148", + "issue:8493|issue:8723", + "issue:4185|issue:4206", + "issue:7690|issue:7716", + "issue:1572|issue:337", + "issue:3706|issue:3728", + "issue:3728|issue:4779", + "issue:6914|issue:8827", + "issue:3094|issue:3453", + "issue:10940|issue:7681", + "issue:2984|issue:7243", + "issue:3432|issue:7330", + "issue:12412|issue:13232", + "issue:4305|issue:4356", + "issue:1677|issue:993", + "issue:4828|issue:7209", + "issue:4042|issue:5314", + "issue:202|issue:338", + "issue:202|issue:339", + "issue:8589|issue:8828", + "issue:2984|issue:5889", + "issue:6069|issue:6232" + ], + "prepared_review_unit_hash": "820b1e33f0b4fe99ce29adce1131eb7ac0bd74eccfabe9480c4b8f105facde47", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 34439, + "estimated_input_tokens": 8610, + "estimated_eval_tokens": 17476 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous: a few pairs are true near-duplicates, but most are only loosely related by subsystem or phrasing. The strongest duplicate clusters are DPM++/SDXL artifacts, img2img/inpainting breakage, and from_single_file offline loading errors.", + "confidence": 0.87, + "canonical_issue_reason": "issue:5689 is the clearest active report in the set and the best anchor for the DPM++/SDXL residual-noise/artifact duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:5689 is the most specific, actionable issue here and has the strongest duplicate-like counterpart among the provided items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10049", + "right": "issue:8975", + "accept": false, + "reason": "Both are import errors, but they fail on different symbols and likely different code paths." + }, + { + "left": "issue:7931", + "right": "issue:9202", + "accept": false, + "reason": "Both involve IP-Adapter/SDXL, but one is ControlNet inpaint with image_embeds and the other is PAG/FaceID Plus V2; too different to merge." + }, + { + "left": "issue:5433", + "right": "issue:5689", + "accept": true, + "reason": "Same underlying SDXL/DPM++ artifact problem: one reports visual artifacts without the refiner, the other residual noise from DPM++ schedulers." + }, + { + "left": "issue:4731", + "right": "issue:5227", + "accept": false, + "reason": "Both mention torch.compile, but one is multi-ControlNet SDXL and the other is LoRA loading; different failures." + }, + { + "left": "issue:5314", + "right": "issue:9148", + "accept": false, + "reason": "Both are inpainting-related feature requests, but they target different pipelines and models." + }, + { + "left": "issue:8493", + "right": "issue:8723", + "accept": false, + "reason": "Both are SD3 model-loading problems, but one is SD3Transformer2DModel state_dict loading and the other is SD3ControlNetModel initialization." + }, + { + "left": "issue:4185", + "right": "issue:4206", + "accept": false, + "reason": "Both are ControlNet/SDXL issues, but one is black-image inference and the other is training breakage; not the same bug." + }, + { + "left": "issue:7690", + "right": "issue:7716", + "accept": false, + "reason": "Both are model-loading errors, but one is missing tokenizer files and the other is missing config.json; different root causes." + }, + { + "left": "issue:1572", + "right": "issue:337", + "accept": true, + "reason": "Same img2img/inpainting malfunction in Stable Diffusion; the titles describe the same broken workflow." + }, + { + "left": "issue:3706", + "right": "issue:3728", + "accept": false, + "reason": "Different new-model/pipeline requests with no concrete shared bug or implementation." + }, + { + "left": "issue:3728", + "right": "issue:4779", + "accept": false, + "reason": "Both are new pipeline requests, but for unrelated tasks/models." + }, + { + "left": "issue:6914", + "right": "issue:8827", + "accept": false, + "reason": "Both involve IP-Adapter FaceID, but one is an offload-induced AttributeError and the other is a generic usage error; not enough to treat as the same bug." + }, + { + "left": "issue:3094", + "right": "issue:3453", + "accept": false, + "reason": "Both are training/runtime errors, but one is CUDA OOM and the other is a BFloat16 kernel limitation." + }, + { + "left": "issue:10940", + "right": "issue:7681", + "accept": false, + "reason": "Both are import failures, but they reference unrelated missing dependencies and unrelated traceback roots." + }, + { + "left": "issue:2984", + "right": "issue:7243", + "accept": false, + "reason": "Both are diffusion-model research/proposal issues, not the same bug or change." + }, + { + "left": "issue:3432", + "right": "issue:7330", + "accept": false, + "reason": "Both affect text-to-image training/examples, but one is CPU half-precision support and the other is FP16 gradient scaling." + }, + { + "left": "issue:12412", + "right": "issue:13232", + "accept": false, + "reason": "Both are support requests for different models, so they are not duplicates." + }, + { + "left": "issue:4305", + "right": "issue:4356", + "accept": false, + "reason": "One is a torch.compile graph-break regression; the other is a missing dummy module import error." + }, + { + "left": "issue:1677", + "right": "issue:993", + "accept": false, + "reason": "Both mention type mismatches, but one is wrong call data type and the other is fp16 dtype mismatch; too vague to merge." + }, + { + "left": "issue:4828", + "right": "issue:7209", + "accept": true, + "reason": "Same from_single_file loading failure path: both describe connection/HTTPS errors when loading a local model, especially offline." + }, + { + "left": "issue:4042", + "right": "issue:5314", + "accept": false, + "reason": "Related around reference/inpainting, but one asks how to combine features while the other proposes a new pipeline." + }, + { + "left": "issue:202", + "right": "issue:338", + "accept": false, + "reason": "Both are test-addition tasks, but for different files/features." + }, + { + "left": "issue:202", + "right": "issue:339", + "accept": false, + "reason": "Same as above: different test targets, not the same change." + }, + { + "left": "issue:8589", + "right": "issue:8828", + "accept": false, + "reason": "Both are SD3 training issues, but one is prior-preservation support and the other is a 16GB training error." + }, + { + "left": "issue:2984", + "right": "issue:5889", + "accept": false, + "reason": "Unrelated model/paper issue versus Stable Video Diffusion request." + }, + { + "left": "issue:6069", + "right": "issue:6232", + "accept": false, + "reason": "Both concern scheduler.add_noise, but the affected scheduler classes and failure descriptions differ." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are reasonably supported by the issue titles: DPM++/SDXL artifact reports, img2img/inpainting breakage, and from_single_file offline loading errors. The false verdicts are also appropriately conservative, mostly distinguishing different symbols, pipelines, or root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 75, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10321", + "issue:1062", + "issue:1076", + "issue:10798", + "issue:10833", + "issue:11258", + "issue:1185", + "issue:12348", + "issue:12369", + "issue:12529", + "issue:13351", + "issue:1962", + "issue:2674", + "issue:3124", + "issue:3357", + "issue:3638", + "issue:3639", + "issue:3698", + "issue:4631", + "issue:4731", + "issue:4912", + "issue:5075", + "issue:5227", + "issue:5628", + "issue:5687", + "issue:6149", + "issue:6415", + "issue:6561", + "issue:6794", + "issue:7021", + "issue:7219", + "issue:7330", + "issue:7417", + "issue:7569", + "issue:7646", + "issue:7799", + "issue:8503", + "issue:8827", + "issue:8839", + "issue:9025", + "issue:9038", + "issue:9148", + "issue:9171", + "issue:9202", + "issue:9264", + "issue:9303", + "issue:9332" + ], + "soft_pairs": [ + "issue:10798|issue:10833", + "issue:3638|issue:3639", + "issue:8503|issue:8839", + "issue:6149|issue:6415", + "issue:7330|issue:7646", + "issue:3357|issue:5227", + "issue:1076|issue:1962", + "issue:7799|issue:9202", + "issue:7219|issue:9303", + "issue:3357|issue:4731", + "issue:9171|issue:9332", + "issue:12369|issue:13351", + "issue:9148|issue:9264", + "issue:5628|issue:5687", + "issue:4631|issue:5075", + "issue:6561|issue:8827", + "issue:12348|issue:12529", + "issue:3698|issue:4912", + "issue:9025|issue:9038", + "issue:2674|issue:3124", + "issue:10321|issue:11258", + "issue:6794|issue:7021", + "issue:7417|issue:7569", + "issue:1062|issue:1185" + ], + "prepared_review_unit_hash": "7e7ab5c52a588ac02993f646d7cfc8e313cbce6983f86eb4b5ef135207c68c98", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33158, + "estimated_input_tokens": 8290, + "estimated_eval_tokens": 16836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated issues. The only clear duplicate-like pair is the Flux inpainting request. The rest are broader topic similarities at best, not the same concrete bug/change.", + "confidence": 0.84, + "canonical_issue_reason": "issue:9148 is the clearest, most general formulation of the only confirmed duplicate pair (Flux inpainting request), so it works best as the canonical issue anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:9148 is the best issue representative here: concise, explicit, and directly matches the duplicate request in issue:9264.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10798", + "right": "issue:10833", + "accept": false, + "reason": "Both involve Flux + bitsandbytes, but one is a general device-combination bug and the other is a specific FluxFill matmul shape error; not the same concrete bug." + }, + { + "left": "issue:3638", + "right": "issue:3639", + "accept": false, + "reason": "Different new pipeline requests with distinct functionality: Prompt-Free Diffusion vs GlyphControl." + }, + { + "left": "issue:8503", + "right": "issue:8839", + "accept": false, + "reason": "Both are SD3-related errors, but one is about gradient checkpointing crashes and the other is a LoRA weight error." + }, + { + "left": "issue:6149", + "right": "issue:6415", + "accept": false, + "reason": "Both mention IP-Adapter face variants, but one is a load error for a specific model and the other is lack of support for FaceID/FaceID Plus." + }, + { + "left": "issue:7330", + "right": "issue:7646", + "accept": false, + "reason": "Same training script, but different problems: FP16 unscale failure vs dataloader worker settings." + }, + { + "left": "issue:3357", + "right": "issue:5227", + "accept": false, + "reason": "Both touch torch.compile, but the failing code paths and concrete errors are different." + }, + { + "left": "issue:1076", + "right": "issue:1962", + "accept": false, + "reason": "Unrelated topics: Stable Diffusion model question vs video generation with Stable Diffusion." + }, + { + "left": "issue:7799", + "right": "issue:9202", + "accept": false, + "reason": "Both are IP-Adapter shape/mismatch issues, but they affect different pipelines and adapters." + }, + { + "left": "issue:7219", + "right": "issue:9303", + "accept": false, + "reason": "Both are upscaler-related feature requests, but for different models and use cases." + }, + { + "left": "issue:3357", + "right": "issue:4731", + "accept": false, + "reason": "Both are torch.compile issues, but one is a generic dynamo hasattr failure and the other is a multi-ControlNet SDXL compile failure." + }, + { + "left": "issue:9171", + "right": "issue:9332", + "accept": false, + "reason": "Both are loading regressions, but one is from_single_file SD1.5 v_prediction handling and the other is incorrect model loading to identical weights." + }, + { + "left": "issue:12369", + "right": "issue:13351", + "accept": false, + "reason": "Different feature requests in the Wan family, not the same pipeline or change." + }, + { + "left": "issue:9148", + "right": "issue:9264", + "accept": true, + "reason": "Same underlying request: adding a Flux inpainting pipeline/model support." + }, + { + "left": "issue:5628", + "right": "issue:5687", + "accept": false, + "reason": "Both involve Karras-sigma timestep behavior, but the reported bugs are different enough to keep separate." + }, + { + "left": "issue:4631", + "right": "issue:5075", + "accept": false, + "reason": "Different scheduler/model-path failures: one is a scalar conversion error, the other a refiner embedding matmul mismatch." + }, + { + "left": "issue:6561", + "right": "issue:8827", + "accept": false, + "reason": "One is a missing config file load error, the other is a usage error with ip-adapter-faceid_sdxl; not the same bug." + }, + { + "left": "issue:12348", + "right": "issue:12529", + "accept": false, + "reason": "Both are tensor-size mismatch reports in Wan pipelines, but they involve different models and likely different code paths." + }, + { + "left": "issue:3698", + "right": "issue:4912", + "accept": false, + "reason": "Both are about conversion to diffusers, but one targets an inpainting model and the other custom SDXL checkpoints." + }, + { + "left": "issue:9025", + "right": "issue:9038", + "accept": false, + "reason": "Same Flax pipeline family, but one asks about from_single_file on TPU and the other about prompt weighting." + }, + { + "left": "issue:2674", + "right": "issue:3124", + "accept": false, + "reason": "Different problems: missing safetensors requirement for LoRA vs model conversion failure." + }, + { + "left": "issue:10321", + "right": "issue:11258", + "accept": false, + "reason": "Both involve LTX loading, but one is an error report about missing model files and the other is a single-file support request; not clearly the same concrete bug." + }, + { + "left": "issue:6794", + "right": "issue:7021", + "accept": false, + "reason": "Both are import/environment errors, but they concern different symbols and root causes." + }, + { + "left": "issue:7417", + "right": "issue:7569", + "accept": false, + "reason": "Both are Mac test failures, but they fail in different tests and likely different code paths." + }, + { + "left": "issue:1062", + "right": "issue:1185", + "accept": false, + "reason": "Both are Dreambooth reproducibility complaints, but one is about repeating paper results and the other about general reproducibility; too broad to merge." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate-like pair, issue:9148/issue:9264, is well supported by the titles, and the other soft-edge rejections avoid overclaiming equivalence despite topical similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 76, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10026", + "issue:10518", + "issue:10591", + "issue:10893", + "issue:1101", + "issue:11104", + "issue:11258", + "issue:11374", + "issue:2163", + "issue:2471", + "issue:2531", + "issue:2603", + "issue:2780", + "issue:280", + "issue:2830", + "issue:2838", + "issue:2883", + "issue:3184", + "issue:3279", + "issue:3454", + "issue:3565", + "issue:3700", + "issue:3728", + "issue:3774", + "issue:4178", + "issue:4263", + "issue:4376", + "issue:4631", + "issue:4704", + "issue:5017", + "issue:5399", + "issue:5761", + "issue:5960", + "issue:5997", + "issue:6091", + "issue:6183", + "issue:6224", + "issue:6879", + "issue:7147", + "issue:7330", + "issue:8649", + "issue:9042", + "issue:938", + "issue:9410", + "issue:9443", + "issue:9551", + "issue:9665" + ], + "soft_pairs": [ + "issue:2163|issue:3565", + "issue:10893|issue:11374", + "issue:3728|issue:938", + "issue:5960|issue:5997", + "issue:6224|issue:7330", + "issue:4178|issue:4263", + "issue:10518|issue:10591", + "issue:3565|issue:3774", + "issue:4704|issue:6879", + "issue:8649|issue:9443", + "issue:7147|issue:9410", + "issue:4376|issue:6183", + "issue:11104|issue:11258", + "issue:3279|issue:3454", + "issue:10026|issue:9665", + "issue:2838|issue:5017", + "issue:2780|issue:3700", + "issue:5761|issue:6091", + "issue:2471|issue:2603", + "issue:1101|issue:280", + "issue:2830|issue:2883", + "issue:2531|issue:3184", + "issue:4631|issue:5399", + "issue:9042|issue:9551" + ], + "prepared_review_unit_hash": "bc8938b55d28108414e056db5f9bb4d923114ed42b1f40d6f9b114d37cedd421", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33395, + "estimated_input_tokens": 8349, + "estimated_eval_tokens": 16954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose similarity bucket of unrelated issues. Only a few pairs look like true duplicates or near-duplicates around the same concrete bug/feature request; the rest are broader topic overlaps only.", + "confidence": 0.41, + "canonical_issue_reason": "issue:4263 is the clearest representative of a real duplicate set: it is the broader, more canonical description of the LoRA unloading bug, and issue:4178 looks like a specific xformers-related manifestation of the same failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:4263 is the best overall issue to anchor the cluster because it states the underlying bug most generically and has the stronger discussion signal among the clearly related items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2163", + "right": "issue:3565", + "accept": false, + "reason": "Both are training-example problems, but one is a dtype mismatch and the other is OOM; different failure modes." + }, + { + "left": "issue:10893", + "right": "issue:11374", + "accept": false, + "reason": "Both are feature requests for model support, but for different models and different integrations." + }, + { + "left": "issue:3728", + "right": "issue:938", + "accept": false, + "reason": "Different requested pipelines: text-to-image shifted diffusion vs text-to-motion human motion diffusion." + }, + { + "left": "issue:5960", + "right": "issue:5997", + "accept": false, + "reason": "Different ControlNet SDXL problems: a runtime warning in training vs a tokenizer/model type mismatch in the tutorial." + }, + { + "left": "issue:6224", + "right": "issue:7330", + "accept": false, + "reason": "Both are training issues, but one is TorchDynamo-related and the other is FP16 gradient unscale handling." + }, + { + "left": "issue:4178", + "right": "issue:4263", + "accept": true, + "reason": "Same underlying LoRA unloading bug; 4178 is a specific xformers symptom of the broader broken-unloading issue." + }, + { + "left": "issue:10518", + "right": "issue:10591", + "accept": true, + "reason": "Near-identical SD3 LoRA training-script bug reports with the same vague failure description." + }, + { + "left": "issue:3565", + "right": "issue:3774", + "accept": false, + "reason": "Both mention memory, but one is plain OOM in text-to-image and the other is a zero3/DeepSpeed memory-sharding complaint." + }, + { + "left": "issue:4704", + "right": "issue:6879", + "accept": false, + "reason": "Both concern Custom Diffusion, but the titles point to different bugs: generic failure vs a specific dtype mismatch." + }, + { + "left": "issue:8649", + "right": "issue:9443", + "accept": false, + "reason": "SD3 issues, but one is about num_images_per_prompt behavior and the other about tokenizer instantiation from slow version." + }, + { + "left": "issue:7147", + "right": "issue:9410", + "accept": false, + "reason": "Both are import errors, but for different pipeline classes and different code paths." + }, + { + "left": "issue:4376", + "right": "issue:6183", + "accept": false, + "reason": "Different Stable Diffusion XL problems: textual inversion crash vs single-file shape mismatch." + }, + { + "left": "issue:11104", + "right": "issue:11258", + "accept": false, + "reason": "Both are LTX-Video related, but one is offload-method breakage and the other is a single-file loading topic." + }, + { + "left": "issue:3279", + "right": "issue:3454", + "accept": false, + "reason": "Both concern the same script family, but one is checkpoint resume and the other is a general latest-version regression." + }, + { + "left": "issue:10026", + "right": "issue:9665", + "accept": false, + "reason": "Both mention DeepSpeed/training, but they describe different problems and code paths." + }, + { + "left": "issue:2838", + "right": "issue:5017", + "accept": false, + "reason": "Both are ControlNet feature requests, but the requested change is not concrete enough to treat as the same bug/change." + }, + { + "left": "issue:2780", + "right": "issue:3700", + "accept": false, + "reason": "Different LoRA training-script issues: FP16 gradient scaling vs min_snr argument support." + }, + { + "left": "issue:5761", + "right": "issue:6091", + "accept": false, + "reason": "Both touch consistency decoder, but one is a cost/efficiency concern and the other is a size-argument memory issue." + }, + { + "left": "issue:2471", + "right": "issue:2603", + "accept": true, + "reason": "Same Attend-and-Excite size/shape limitation: both report failure away from the default square-image case." + }, + { + "left": "issue:1101", + "right": "issue:280", + "accept": false, + "reason": "Different scheduler feature requests: DPM-Solver vs DEIS." + }, + { + "left": "issue:2830", + "right": "issue:2883", + "accept": false, + "reason": "Both relate to video generation, but one asks about a specific model and the other requests a generic pipeline." + }, + { + "left": "issue:2531", + "right": "issue:3184", + "accept": false, + "reason": "Same community pipeline, but the bugs are different: meta-tensor offload failure vs generator-list handling." + }, + { + "left": "issue:4631", + "right": "issue:5399", + "accept": false, + "reason": "Unrelated concrete failures: scheduler scalar conversion error vs custom inpainting dtype mismatch." + }, + { + "left": "issue:9042", + "right": "issue:9551", + "accept": false, + "reason": "One requests a Flux pipeline; the other asks how to use Flux ControlNet models. Related topic, not the same change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative overall. The three accepted soft edges are the only ones that read like strong duplicate/near-duplicate matches from titles alone, and the rejected pairs are framed cautiously with appropriate distinctions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 77, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10150", + "issue:10302", + "issue:10334", + "issue:10462", + "issue:10674", + "issue:10797", + "issue:10914", + "issue:11229", + "issue:12037", + "issue:12047", + "issue:12358", + "issue:13311", + "issue:13547", + "issue:1594", + "issue:1962", + "issue:201", + "issue:228", + "issue:2689", + "issue:2722", + "issue:3382", + "issue:3406", + "issue:3453", + "issue:3468", + "issue:3694", + "issue:3728", + "issue:3826", + "issue:4305", + "issue:4686", + "issue:4731", + "issue:4874", + "issue:5061", + "issue:5219", + "issue:5374", + "issue:5886", + "issue:6008", + "issue:6096", + "issue:6427", + "issue:6561", + "issue:671", + "issue:7223", + "issue:8503", + "issue:8649", + "issue:8787", + "issue:8839", + "issue:9303", + "issue:9850", + "issue:9873" + ], + "soft_pairs": [ + "issue:228|issue:2689", + "issue:12037|issue:12047", + "issue:201|issue:3406", + "issue:5886|issue:6561", + "issue:10674|issue:10797", + "issue:3382|issue:3453", + "issue:4305|issue:6008", + "issue:5061|issue:5374", + "issue:1594|issue:1962", + "issue:5219|issue:6427", + "issue:8649|issue:8839", + "issue:3728|issue:7223", + "issue:8503|issue:9850", + "issue:12358|issue:9873", + "issue:10302|issue:10914", + "issue:3468|issue:3694", + "issue:10334|issue:11229", + "issue:10462|issue:9303", + "issue:3728|issue:3826", + "issue:4686|issue:4874", + "issue:10150|issue:8787", + "issue:4731|issue:6096", + "issue:13311|issue:13547", + "issue:2722|issue:671" + ], + "prepared_review_unit_hash": "c50ec72c72c5e5263446112c7beb882c98e5d13a3d4fb5cd258f942c08494221", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33142, + "estimated_input_tokens": 8286, + "estimated_eval_tokens": 16828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are loose text matches rather than true duplicates. I only see two plausible duplicate families: missing training metadata/config artifacts, and Flux2-klein LoRA adapter loading.", + "confidence": 0.48, + "canonical_issue_reason": "Issue 3694 is the clearest, most detailed report in the strongest duplicate pair: it names the missing artifacts explicitly (`model_index.json` and `config.json`) and includes the training-example context.", + "canonical_pr_reason": null, + "best_issue_reason": "3694 is the best canonical issue candidate because it gives the most complete failure description and a concrete reproduction path for the metadata/config generation bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:228", + "right": "issue:2689", + "accept": false, + "reason": "Both mention broken links, but one is a specific release asset and the other is a generic image-link report; not the same underlying bug." + }, + { + "left": "issue:12037", + "right": "issue:12047", + "accept": false, + "reason": "Same product family, but one is a model compatibility issue and the other is a GGUF LoRA-fusion failure." + }, + { + "left": "issue:201", + "right": "issue:3406", + "accept": false, + "reason": "One is a test item and the other is a real `only_cross_attention=True` runtime bug; not the same change/bug." + }, + { + "left": "issue:5886", + "right": "issue:6561", + "accept": false, + "reason": "Feature request for face-model support versus an IP-Adapter config-loading error." + }, + { + "left": "issue:10674", + "right": "issue:10797", + "accept": false, + "reason": "Different pipelines and different offloading/GGUF contexts; no shared concrete code-path." + }, + { + "left": "issue:3382", + "right": "issue:3453", + "accept": false, + "reason": "Both are training failures, but one is multi-GPU OOM and the other is a BFloat16 CUDA kernel limitation." + }, + { + "left": "issue:4305", + "right": "issue:6008", + "accept": false, + "reason": "Unrelated regressions: torch.compile graph breaks versus IP-Adapter/LCM-LoRA behavior." + }, + { + "left": "issue:5061", + "right": "issue:5374", + "accept": false, + "reason": "Both are CLI/config errors, but they point to different arguments and different failure modes." + }, + { + "left": "issue:1594", + "right": "issue:1962", + "accept": false, + "reason": "Both are video-generation requests, not the same underlying bug or change." + }, + { + "left": "issue:5219", + "right": "issue:6427", + "accept": false, + "reason": "Both involve conversion/loading, but they are opposite directions and different failure points." + }, + { + "left": "issue:8649", + "right": "issue:8839", + "accept": false, + "reason": "Different SD3 bugs: `num_images_per_prompt` handling versus LoRA weight loading." + }, + { + "left": "issue:3728", + "right": "issue:7223", + "accept": false, + "reason": "Separate new-pipeline requests for different models and tasks." + }, + { + "left": "issue:8503", + "right": "issue:9850", + "accept": false, + "reason": "Gradient-checkpointing is the common term, but one is a crash on SD3 and the other is a feature request for frozen models." + }, + { + "left": "issue:12358", + "right": "issue:9873", + "accept": false, + "reason": "Different pipeline proposals with no shared bug/change." + }, + { + "left": "issue:10302", + "right": "issue:10914", + "accept": false, + "reason": "Precision-noise during FP8 inference is not the same as unintended CPU offloading." + }, + { + "left": "issue:3468", + "right": "issue:3694", + "accept": true, + "reason": "Same underlying training-output metadata problem: both report missing `model_index.json`/config artifacts needed for inference or loading." + }, + { + "left": "issue:10334", + "right": "issue:11229", + "accept": false, + "reason": "Both mention NaNs on MPS, but they are different pipelines and likely different mechanisms." + }, + { + "left": "issue:10462", + "right": "issue:9303", + "accept": false, + "reason": "Same model family, but one is multi-ID customization and the other is an enhancer/upscaler feature request." + }, + { + "left": "issue:3728", + "right": "issue:3826", + "accept": false, + "reason": "Different new pipeline ideas: text-to-image versus audio generation." + }, + { + "left": "issue:4686", + "right": "issue:4874", + "accept": false, + "reason": "Both involve local loading of the upscale pipeline, but the specific failure descriptions differ enough to avoid merging." + }, + { + "left": "issue:10150", + "right": "issue:8787", + "accept": false, + "reason": "Both are slowdown reports, but 10150 adds SDXL inference slowdown and is not clearly the same bug as generic model-loading slowness." + }, + { + "left": "issue:4731", + "right": "issue:6096", + "accept": false, + "reason": "Different torch.compile failures on different models and error types." + }, + { + "left": "issue:13311", + "right": "issue:13547", + "accept": true, + "reason": "Same Flux2-klein LoRA adapter-loading failure: one gives the missing-key/prefix error, the other reports the same loading problem more generally." + }, + { + "left": "issue:2722", + "right": "issue:671", + "accept": false, + "reason": "Both are conversion fidelity complaints, but they target different models and different conversion workflows." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and the duplicate calls are conservative. The two accepted pairs are well-supported by the titles, and the remaining pairs are reasonably rejected rather than overstated. Summary does not overclaim beyond the evidence provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 78, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10202", + "issue:10594", + "issue:10639", + "issue:1082", + "issue:11010", + "issue:11182", + "issue:11408", + "issue:12037", + "issue:12052", + "issue:12367", + "issue:12412", + "issue:1280", + "issue:1305", + "issue:13065", + "issue:13162", + "issue:1350", + "issue:13547", + "issue:1594", + "issue:2132", + "issue:2390", + "issue:2412", + "issue:2596", + "issue:2984", + "issue:3422", + "issue:3564", + "issue:3728", + "issue:3884", + "issue:4427", + "issue:4584", + "issue:4708", + "issue:4753", + "issue:4754", + "issue:4849", + "issue:488", + "issue:5108", + "issue:5168", + "issue:5284", + "issue:5576", + "issue:5623", + "issue:5849", + "issue:7021", + "issue:7646", + "issue:8511", + "issue:8594", + "issue:9576", + "issue:9628", + "issue:9876" + ], + "soft_pairs": [ + "issue:4427|issue:5108", + "issue:4708|issue:7021", + "issue:1280|issue:488", + "issue:12367|issue:13065", + "issue:1594|issue:2984", + "issue:1305|issue:1350", + "issue:4584|issue:5849", + "issue:5168|issue:5284", + "issue:3728|issue:5576", + "issue:8511|issue:9876", + "issue:11182|issue:9576", + "issue:4754|issue:4849", + "issue:12037|issue:12052", + "issue:10639|issue:12412", + "issue:2596|issue:4708", + "issue:3422|issue:5623", + "issue:8594|issue:9628", + "issue:11010|issue:11408", + "issue:3884|issue:7646", + "issue:2132|issue:4753", + "issue:13162|issue:13547", + "issue:2390|issue:3564", + "issue:10202|issue:10594", + "issue:1082|issue:2412" + ], + "prepared_review_unit_hash": "2a1cb77d7e3e97cd12f27db54f57810a035d2c17885f7a13d7afc9c9c79e08d4", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 32912, + "estimated_input_tokens": 8228, + "estimated_eval_tokens": 16712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed cluster of unrelated diffusion/model-support issues. The grayscale/single-channel image pair (1280/488) looks like a true duplicate, but the Qwen-Image pair (12367/13065) should be treated conservatively as separate feature requests rather than a duplicate. The rest are same-area but different bugs or asks.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 488 is the clearest concrete bug report in the cluster: it directly names grayscale/single-channel image handling and points to the likely failing path (`numpy_to_pil`).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 488 is the best canonical issue candidate because it is the most specific and actionable report for the duplicate grayscale/single-channel failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4427", + "right": "issue:5108", + "accept": false, + "reason": "Both are T2I-MultiAdapter reports, but they describe different problems (example not working vs XL exceptions), not the same concrete bug." + }, + { + "left": "issue:4708", + "right": "issue:7021", + "accept": false, + "reason": "Different import issues: one is a `diffusers.utils` import failure, the other is an `HF_HOME` import error." + }, + { + "left": "issue:1280", + "right": "issue:488", + "accept": true, + "reason": "Same underlying bug: grayscale / single-channel image handling in diffusion pipelines; 488 is the more precise report of the failing path." + }, + { + "left": "issue:12367", + "right": "issue:13065", + "accept": false, + "reason": "Both are Qwen-Image feature requests, but they ask for different capabilities (Eligen LoRA support vs controlnet inpaint+canny), so the bodies are not clearly the same request." + }, + { + "left": "issue:1594", + "right": "issue:2984", + "accept": false, + "reason": "Both concern video generation, but they are different model/paper features rather than the same bug or change." + }, + { + "left": "issue:1305", + "right": "issue:1350", + "accept": false, + "reason": "Completely different topics: direct inversion image editing vs DiffusionDet object detection." + }, + { + "left": "issue:4584", + "right": "issue:5849", + "accept": false, + "reason": "Same training script family, but different failures (`--resume_from_checkpoint` handling vs missing `args` in accelerate launch)." + }, + { + "left": "issue:5168", + "right": "issue:5284", + "accept": false, + "reason": "Both are control-related extensions, but they target different features: ControlNet-XS vs ControlNet-LLLite." + }, + { + "left": "issue:3728", + "right": "issue:5576", + "accept": false, + "reason": "Different change requests: Shifted Diffusion pipeline vs FreeNoise scheduler." + }, + { + "left": "issue:8511", + "right": "issue:9876", + "accept": false, + "reason": "Related to LoRA training memory behavior, but one is about SD3 text encoders not unloading and the other is a broad VRAM-release complaint." + }, + { + "left": "issue:11182", + "right": "issue:9576", + "accept": false, + "reason": "Different pipeline loading bugs: unnecessary BF16 download vs `use_safetensors` not propagated to submodules." + }, + { + "left": "issue:4754", + "right": "issue:4849", + "accept": false, + "reason": "Textual inversion is the shared area, but one is a missing `model_index.json` after loading and the other is a multi-GPU training question." + }, + { + "left": "issue:12037", + "right": "issue:12052", + "accept": false, + "reason": "Both involve Wan 2.2 and LightX2V, but the concrete failures differ: LoRA compatibility vs offloading device-mismatch multiplication." + }, + { + "left": "issue:10639", + "right": "issue:12412", + "accept": false, + "reason": "Different model support requests: Lumina-Image 2.0 vs HunyuanImage-3.0." + }, + { + "left": "issue:2596", + "right": "issue:4708", + "accept": false, + "reason": "One is documentation pointing to a non-existing helper; the other is a runtime import error." + }, + { + "left": "issue:3422", + "right": "issue:5623", + "accept": false, + "reason": "Both mention safety checker, but one asks how to disable it and the other asks for enhanced functionality." + }, + { + "left": "issue:8594", + "right": "issue:9628", + "accept": false, + "reason": "Same script family, but different failures: tokenizer variable initialization vs FP16 unscale error." + }, + { + "left": "issue:11010", + "right": "issue:11408", + "accept": false, + "reason": "Different issues entirely: Chroma/Flux architecture support vs compiled-model `set_adapters` support." + }, + { + "left": "issue:3884", + "right": "issue:7646", + "accept": false, + "reason": "Same training script, but one is a generic error and the other is about `dataloader_num_workers`; not the same bug." + }, + { + "left": "issue:2132", + "right": "issue:4753", + "accept": false, + "reason": "Both are Dreambooth LoRA script problems, but the concrete errors are different (`Accelerator.trackers` vs a generic script issue)." + }, + { + "left": "issue:13162", + "right": "issue:13547", + "accept": false, + "reason": "Same model family, but one is a support request for Flux.2-klein-4b LoRA and the other is an adapter loading error; not clearly the same bug." + }, + { + "left": "issue:2390", + "right": "issue:3564", + "accept": false, + "reason": "Both are pipeline support requests, but for different adapter types: T2I-Adapter vs Uni-ControlNet." + }, + { + "left": "issue:10202", + "right": "issue:10594", + "accept": false, + "reason": "Both involve FLUX and LoRA/control usage, but one is about not unloading a control LoRA while the other is about multiple controls on FLUX.1-dev." + }, + { + "left": "issue:1082", + "right": "issue:2412", + "accept": false, + "reason": "Both are Dreambooth errors, but they are too broad and describe different failure modes." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but it overstates at least one soft-edge verdict. The 1280/488 grayscale/single-channel duplicate looks plausible from the titles. However, 12367/13065 is not supported well enough to call a true duplicate: one is a Qwen-Image Eligen LoRA request and the other is Qwen-Image controlnet inpaint + canny support, which are different feature asks on the same model family. That should stay conservative as a non-duplicate unless the bodies clearly show the same bug/request." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 79, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10321", + "issue:10460", + "issue:10760", + "issue:11010", + "issue:11024", + "issue:11104", + "issue:11363", + "issue:11432", + "issue:12221", + "issue:1574", + "issue:2177", + "issue:2321", + "issue:2412", + "issue:2466", + "issue:2728", + "issue:3613", + "issue:378", + "issue:4704", + "issue:4837", + "issue:4852", + "issue:4911", + "issue:4993", + "issue:5227", + "issue:579", + "issue:6069", + "issue:6073", + "issue:6162", + "issue:6503", + "issue:6520", + "issue:6527", + "issue:6545", + "issue:6565", + "issue:6709", + "issue:6741", + "issue:7159", + "issue:7210", + "issue:7355", + "issue:7538", + "issue:8307", + "issue:861", + "issue:8939", + "issue:9209", + "issue:9223", + "issue:9370", + "issue:9546", + "issue:9551", + "issue:9643", + "issue:9971" + ], + "soft_pairs": [ + "issue:11363|issue:9546", + "issue:2412|issue:6073", + "issue:11010|issue:9643", + "issue:6565|issue:6741", + "issue:10321|issue:11104", + "issue:10460|issue:9370", + "issue:12221|issue:9551", + "issue:2321|issue:2466", + "issue:10760|issue:7210", + "issue:11024|issue:8307", + "issue:11432|issue:9971", + "issue:6069|issue:6527", + "issue:5227|issue:7159", + "issue:4993|issue:9223", + "issue:378|issue:579", + "issue:4704|issue:6709", + "issue:6520|issue:7538", + "issue:8939|issue:9209", + "issue:1574|issue:3613", + "issue:4852|issue:4911", + "issue:2177|issue:2728", + "issue:6162|issue:7355", + "issue:4837|issue:861", + "issue:6503|issue:6545" + ], + "prepared_review_unit_hash": "a4953576e08a2b1abfe34f8dca38e095eaab44a933212b5c9f3028879b8f7bfd", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34355, + "estimated_input_tokens": 8589, + "estimated_eval_tokens": 17434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issues that only share broad keywords like training, loading, schedulers, or FLUX/LTX. I don\u2019t see any pair that clearly describes the same concrete bug or change, so all soft edges should be rejected.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:6503 is the closest thing to a cluster anchor because it is a broad tracker with the highest reference activity, but it is still an umbrella issue rather than a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11363", + "right": "issue:9546", + "accept": false, + "reason": "Both mention OOM during validation, but they are different workflows/models: ControlNet example vs Flux Controlnet training." + }, + { + "left": "issue:2412", + "right": "issue:6073", + "accept": false, + "reason": "Both are Dreambooth failures, but one is a generic error and the other is a beginner SDXL README issue; no shared concrete bug." + }, + { + "left": "issue:11010", + "right": "issue:9643", + "accept": false, + "reason": "One is a feature request for FLUX architecture changes, the other is a limitation question about multiple ControlNets." + }, + { + "left": "issue:6565", + "right": "issue:6741", + "accept": false, + "reason": "DPO training instability and a missing CLI arg are different problems in different code paths." + }, + { + "left": "issue:10321", + "right": "issue:11104", + "accept": false, + "reason": "Both are LTX-Video related, but one is a missing model file error and the other is broken offload methods." + }, + { + "left": "issue:10460", + "right": "issue:9370", + "accept": false, + "reason": "These describe different API/signature bugs in different classes, not the same underlying defect." + }, + { + "left": "issue:12221", + "right": "issue:9551", + "accept": false, + "reason": "One is a support request for DiffSynth ControlNet; the other is a question about using x-labs FLUX ControlNet models." + }, + { + "left": "issue:2321", + "right": "issue:2466", + "accept": false, + "reason": "EMA weight handling during inference and checkpoint retention limits are unrelated." + }, + { + "left": "issue:10760", + "right": "issue:7210", + "accept": false, + "reason": "Import/export exposure bug vs a missing attribute during checkpoint dispatch; different failure points." + }, + { + "left": "issue:11024", + "right": "issue:8307", + "accept": false, + "reason": "SiglipImageProcessor .to() and StableCascadeUNet missing from the package are different issues." + }, + { + "left": "issue:11432", + "right": "issue:9971", + "accept": false, + "reason": "A from_pretrained dtype parsing bug is unrelated to DEIS scheduler behavior on FLUX." + }, + { + "left": "issue:6069", + "right": "issue:6527", + "accept": false, + "reason": "Both involve add_noise, but they are different schedulers and likely different edge-case failures." + }, + { + "left": "issue:5227", + "right": "issue:7159", + "accept": false, + "reason": "Both mention torch.compile and LoRA, but one is loading weights and the other is compiling a fused LoRA path." + }, + { + "left": "issue:4993", + "right": "issue:9223", + "accept": false, + "reason": "An import-structure export bug is unrelated to a dependency version conflict." + }, + { + "left": "issue:378", + "right": "issue:579", + "accept": false, + "reason": "Both are textual inversion issues, but one is about DiagonalGaussianDistribution and the other is a missing config.json." + }, + { + "left": "issue:4704", + "right": "issue:6709", + "accept": false, + "reason": "Both are Custom Diffusion training issues, but the concrete failures and scripts differ." + }, + { + "left": "issue:6520", + "right": "issue:7538", + "accept": false, + "reason": "Blank validation output during adapter training is not the same as a dataset/style training issue." + }, + { + "left": "issue:8939", + "right": "issue:9209", + "accept": false, + "reason": "Tokenizer/model loading failure and inability to reach hf-mirror.com are different root causes." + }, + { + "left": "issue:1574", + "right": "issue:3613", + "accept": false, + "reason": "Both involve Dreambooth memory failures, but the environment and specific problem statements are different." + }, + { + "left": "issue:4852", + "right": "issue:4911", + "accept": false, + "reason": "LoRA loading and custom text_encoder loading in from_single_file are distinct load paths." + }, + { + "left": "issue:2177", + "right": "issue:2728", + "accept": false, + "reason": "AutoencoderKL loading and UNet2DConditionModel safetensors loading are different model-class issues." + }, + { + "left": "issue:6162", + "right": "issue:7355", + "accept": false, + "reason": "SDXL IP-Adapter shape mismatch and Stable Cascade resolution/bfloat16 errors are unrelated." + }, + { + "left": "issue:4837", + "right": "issue:861", + "accept": false, + "reason": "Both involve conversion scripts, but one is SDXL-specific and the other is generic ckpt conversion; not the same bug." + }, + { + "left": "issue:6503", + "right": "issue:6545", + "accept": false, + "reason": "A torch.compile compatibility tracker and an inferencing modularization tracker are different umbrella issues, not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 80, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10150", + "issue:10202", + "issue:10594", + "issue:10925", + "issue:11024", + "issue:11109", + "issue:11363", + "issue:11464", + "issue:11642", + "issue:12082", + "issue:12565", + "issue:12599", + "issue:12613", + "issue:12699", + "issue:1350", + "issue:1823", + "issue:228", + "issue:2984", + "issue:3019", + "issue:3728", + "issue:4061", + "issue:4194", + "issue:4303", + "issue:4305", + "issue:4354", + "issue:4376", + "issue:4492", + "issue:4885", + "issue:5412", + "issue:5558", + "issue:6418", + "issue:6482", + "issue:6598", + "issue:7049", + "issue:7142", + "issue:7348", + "issue:7773", + "issue:7985", + "issue:8182", + "issue:8626", + "issue:8787", + "issue:8828", + "issue:8839", + "issue:8939", + "issue:9237", + "issue:9448", + "issue:9525", + "issue:9732" + ], + "soft_pairs": [ + "issue:7049|issue:9448", + "issue:10925|issue:9237", + "issue:5558|issue:7348", + "issue:12613|issue:12699", + "issue:4305|issue:7985", + "issue:7049|issue:8626", + "issue:12082|issue:12565", + "issue:8828|issue:8839", + "issue:10150|issue:12599", + "issue:11642|issue:9525", + "issue:4303|issue:4376", + "issue:11024|issue:8182", + "issue:10202|issue:11464", + "issue:1823|issue:228", + "issue:3019|issue:3728", + "issue:8787|issue:9525", + "issue:11363|issue:9732", + "issue:4492|issue:8939", + "issue:1350|issue:2984", + "issue:6418|issue:7773", + "issue:6598|issue:7142", + "issue:4194|issue:4354", + "issue:10594|issue:11109", + "issue:4061|issue:4885", + "issue:5412|issue:6482" + ], + "prepared_review_unit_hash": "cc872a3ba161db0a707726691d41ccf1b05bb5f05d619896be02271f22d35b5f", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34377, + "estimated_input_tokens": 8595, + "estimated_eval_tokens": 17446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of loosely similar model-loading / LoRA / controlnet / training issues, but I don\u2019t see any pair that clearly describes the exact same underlying bug or change. Most soft links are broad-topic similarity rather than duplicates.", + "confidence": 0.68, + "canonical_issue_reason": "Issue #9237 is the most central representative of the repeated Flux/LoRA training theme and has substantial discussion, making it the best canonical issue for this cluster despite the lack of true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "#9237 best captures the dominant subtheme in this cluster (Flux Dreambooth/LoRA training) and is more representative than the narrower pipeline- or symptom-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:7049", + "right": "issue:9448", + "accept": false, + "reason": "Both are IP-Adapter-related, but one is a tuple/unpack error and the other is a tensor shape attribute error in a different controlnet/inpaint path." + }, + { + "left": "issue:10925", + "right": "issue:9237", + "accept": false, + "reason": "Both concern Flux Dreambooth/LoRA training, but they target different problems: CLIPTextModel finetuning vs a general Flux Dreambooth LoRA training issue." + }, + { + "left": "issue:5558", + "right": "issue:7348", + "accept": false, + "reason": "Both mention ControlNet/inpaint artifacts, but one is about multiple ControlNets and the other about scheduler behavior; not the same bug." + }, + { + "left": "issue:12613", + "right": "issue:12699", + "accept": false, + "reason": "Same Wan 2.2 area, but one reports NaNs in latent i2v and the other reports quality degradation after many prompts with a lighting LoRA." + }, + { + "left": "issue:4305", + "right": "issue:7985", + "accept": false, + "reason": "Both involve torch.compile, but one is a general graph-break regression and the other is an IP-Adapter-specific compile incompatibility." + }, + { + "left": "issue:7049", + "right": "issue:8626", + "accept": false, + "reason": "IP-Adapter is shared, but one is a runtime ValueError and the other is a documentation/guidance request, not the same defect." + }, + { + "left": "issue:12082", + "right": "issue:12565", + "accept": false, + "reason": "Both are Wan 2.1 issues, but one is a VAE memory regression after compile and the other is a broader i2v running problem." + }, + { + "left": "issue:8828", + "right": "issue:8839", + "accept": false, + "reason": "Both are SD3 training-related, but one is a 16GB training error and the other is a LoRA weight loading error." + }, + { + "left": "issue:10150", + "right": "issue:12599", + "accept": false, + "reason": "Both concern slowness, but one is SDXL pipeline loading/inference and the other is slow CUDA transfer after loading; different code paths." + }, + { + "left": "issue:11642", + "right": "issue:9525", + "accept": false, + "reason": "Both mention Flux scaling, but one is prompt_embeds_scale in FluxPriorReduxPipeline and the other is lora_scale during Flux loading; different mechanisms." + }, + { + "left": "issue:4303", + "right": "issue:4376", + "accept": false, + "reason": "Both are SDXL load crashes, but they hit different APIs and different failure modes." + }, + { + "left": "issue:11024", + "right": "issue:8182", + "accept": false, + "reason": "These are unrelated; one is an SD3 IP-Adapter processor issue, the other is a Logger typo." + }, + { + "left": "issue:10202", + "right": "issue:11464", + "accept": false, + "reason": "Both concern Flux Control LoRA, but one is unloading correctly and the other is loading into FluxControlPipeline; not the same bug." + }, + { + "left": "issue:1823", + "right": "issue:228", + "accept": false, + "reason": "Completely unrelated: a comment swap in depth2img versus a broken release link." + }, + { + "left": "issue:3019", + "right": "issue:3728", + "accept": false, + "reason": "Different models and different requests; no shared bug or change." + }, + { + "left": "issue:8787", + "right": "issue:9525", + "accept": false, + "reason": "One is a generic model-loading slowdown, the other is Flux LoRA scaling not taking effect." + }, + { + "left": "issue:11363", + "right": "issue:9732", + "accept": false, + "reason": "Both are OOM reports, but one is a controlnet inference example and the other is DreamBooth training; different workloads." + }, + { + "left": "issue:4492", + "right": "issue:8939", + "accept": false, + "reason": "Unrelated issues: a false/False NameError versus a tokenizer loading/path error." + }, + { + "left": "issue:1350", + "right": "issue:2984", + "accept": false, + "reason": "Different projects and different problem statements; not duplicates." + }, + { + "left": "issue:6418", + "right": "issue:7773", + "accept": false, + "reason": "Both are Stable Video Diffusion, but one is repeated-frame output and the other is a batch-size bug." + }, + { + "left": "issue:6598", + "right": "issue:7142", + "accept": false, + "reason": "Both compare diffusers output to other UIs, but they involve different pipelines/models and different behaviors." + }, + { + "left": "issue:4194", + "right": "issue:4354", + "accept": false, + "reason": "Both are from_single_file-related, but one is a VAE load problem and the other is an incorrect pipeline type return." + }, + { + "left": "issue:10594", + "right": "issue:11109", + "accept": false, + "reason": "Both involve FLUX + LoRA + controls, but one is about combining multiple controls and the other about transformer layer mismatch; different bugs." + }, + { + "left": "issue:4061", + "right": "issue:4885", + "accept": false, + "reason": "Both are SDXL LoRA loading issues, but they affect different pipelines and report different failure modes." + }, + { + "left": "issue:5412", + "right": "issue:6482", + "accept": false, + "reason": "Both are resume_from_checkpoint failures in SDXL LoRA training, but the scripts and error signatures differ enough that they are not clearly the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 81, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1005", + "issue:10596", + "issue:10673", + "issue:10674", + "issue:10795", + "issue:10833", + "issue:10914", + "issue:11023", + "issue:11143", + "issue:11258", + "issue:13043", + "issue:13298", + "issue:13484", + "issue:13487", + "issue:1367", + "issue:2560", + "issue:3382", + "issue:3428", + "issue:3717", + "issue:3774", + "issue:4141", + "issue:4354", + "issue:4418", + "issue:462", + "issue:4911", + "issue:5623", + "issue:5857", + "issue:5877", + "issue:5889", + "issue:5927", + "issue:6001", + "issue:6008", + "issue:6243", + "issue:6252", + "issue:6446", + "issue:6574", + "issue:7229", + "issue:7363", + "issue:7405", + "issue:7629", + "issue:7728", + "issue:7757", + "issue:8435", + "issue:8518", + "issue:8787", + "issue:941", + "issue:9664", + "issue:9971" + ], + "soft_pairs": [ + "issue:4141|issue:4418", + "issue:462|issue:941", + "issue:11143|issue:11258", + "issue:4354|issue:6001", + "issue:4911|issue:8435", + "issue:2560|issue:3428", + "issue:1005|issue:1367", + "issue:3382|issue:7757", + "issue:5623|issue:7363", + "issue:5927|issue:6243", + "issue:6574|issue:7629", + "issue:13043|issue:13298", + "issue:3717|issue:3774", + "issue:7229|issue:7728", + "issue:6252|issue:6446", + "issue:5857|issue:6008", + "issue:5889|issue:7405", + "issue:13484|issue:13487", + "issue:10674|issue:9971", + "issue:10914|issue:11023", + "issue:10596|issue:10673", + "issue:10833|issue:8787", + "issue:10795|issue:8518", + "issue:5877|issue:9664" + ], + "prepared_review_unit_hash": "33eeeb8a033e802ad9d67b7ea4d949e77e5a6869c98a5bb350526f455931a931", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33921, + "estimated_input_tokens": 8481, + "estimated_eval_tokens": 17218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports with two likely duplicate pairs: MPS img2img corruption and SDXL from_single_file returning the wrong pipeline type. The rest are only broadly similar by subsystem or symptom and should stay separate.", + "confidence": 0.72, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4141", + "right": "issue:4418", + "accept": false, + "reason": "Both are in inpaint/controlnet-adjacent areas, but one is about a second ControlNet being ignored and the other is about denoising_start behavior in SDXL inpaint; different bugs." + }, + { + "left": "issue:462", + "right": "issue:941", + "accept": true, + "reason": "Both describe StableDiffusionImg2ImgPipeline producing broken/noisy outputs on Apple MPS; 941 is a narrower repro of the same pipeline bug." + }, + { + "left": "issue:11143", + "right": "issue:11258", + "accept": false, + "reason": "Different LTX-Video problems: one is output quality, the other is a single-file loading topic." + }, + { + "left": "issue:4354", + "right": "issue:6001", + "accept": true, + "reason": "Both report from_single_file returning the wrong SDXL inpaint/refiner pipeline type; same loader return-path bug." + }, + { + "left": "issue:4911", + "right": "issue:8435", + "accept": false, + "reason": "Both involve from_single_file, but one is a custom text_encoder loading failure and the other is a generic runtime error; not the same concrete defect." + }, + { + "left": "issue:2560", + "right": "issue:3428", + "accept": false, + "reason": "Both mention StableDiffusionImg2ImgPipeline, but the titles point to different symptoms and no shared concrete failure mode." + }, + { + "left": "issue:1005", + "right": "issue:1367", + "accept": false, + "reason": "Scheduler timestep limits vs saving custom trained_betas configuration are unrelated scheduler issues." + }, + { + "left": "issue:3382", + "right": "issue:7757", + "accept": false, + "reason": "Both are multi-GPU OOM reports, but for different training scripts and likely different causes." + }, + { + "left": "issue:5623", + "right": "issue:7363", + "accept": false, + "reason": "General safety checker enhancement vs adding safety checker support for stable_diffusion_xl are related feature areas, not the same bug/change." + }, + { + "left": "issue:5927", + "right": "issue:6243", + "accept": false, + "reason": "Both involve IP-Adapter variants, but the feature combinations and failure modes differ." + }, + { + "left": "issue:6574", + "right": "issue:7629", + "accept": false, + "reason": "One is a warning in SVD preprocessing, the other is a PyTorch-version-specific OOM; not the same issue." + }, + { + "left": "issue:13043", + "right": "issue:13298", + "accept": false, + "reason": "Different CUDA/device problems: kernel-image support on RTX 5090 vs generator-device handling breaking image generation." + }, + { + "left": "issue:3717", + "right": "issue:3774", + "accept": false, + "reason": "Both concern memory, but one is multi-GPU OOM while the other is zero3 not saving memory in a training script." + }, + { + "left": "issue:7229", + "right": "issue:7728", + "accept": false, + "reason": "Both are advanced training script issues, but one centers on checkpoint saving and the other on an Accelerate error during training." + }, + { + "left": "issue:6252", + "right": "issue:6446", + "accept": false, + "reason": "A checkpointed LoRA weight-loading bug and a Colab loading failure are different problems." + }, + { + "left": "issue:5857", + "right": "issue:6008", + "accept": false, + "reason": "Both mention LCM LoRA, but one is AnimateDiff SDXL and the other is IP-Adapter FaceId; different code paths." + }, + { + "left": "issue:5889", + "right": "issue:7405", + "accept": false, + "reason": "A stable video diffusion topic and a DynamiCrafter new-model request are not duplicates." + }, + { + "left": "issue:13484", + "right": "issue:13487", + "accept": false, + "reason": "Both are LoRA-loading complaints in Flux/modular pipelines, but one is FAL LoRA loading on Flux 2 dev and the other is loading on text_pipe; not clearly the same bug." + }, + { + "left": "issue:10674", + "right": "issue:9971", + "accept": false, + "reason": "GGUF support failure in FluxPipeline vs DEIS scheduler not working on FLUX are separate issues." + }, + { + "left": "issue:10914", + "right": "issue:11023", + "accept": false, + "reason": "Unexpected CPU offload vs blurry outputs in a custom SDXL pipeline are unrelated." + }, + { + "left": "issue:10596", + "right": "issue:10673", + "accept": false, + "reason": "Both are invalid-shape errors, but they involve different pipelines/models and likely different reshape logic." + }, + { + "left": "issue:10833", + "right": "issue:8787", + "accept": false, + "reason": "A bitsandbytes matrix-shape bug in FluxFillPipeline and a general model-loading slowdown are not the same defect." + }, + { + "left": "issue:10795", + "right": "issue:8518", + "accept": false, + "reason": "Both involve torch.compile, but one is GGUF via from_single_file and the other is an SD3 compile Unsupported error; different failure points." + }, + { + "left": "issue:5877", + "right": "issue:9664", + "accept": false, + "reason": "Both are subprocess failures in training scripts, but the affected workflows and likely root causes are different." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted pairs are well-supported by the titles as likely duplicates, while the remaining pairs are mostly different subsystems or distinct failure modes. No soft-edge verdict looks overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 82, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10180", + "issue:10321", + "issue:10334", + "issue:10350", + "issue:1061", + "issue:10925", + "issue:11010", + "issue:11143", + "issue:11298", + "issue:11342", + "issue:11907", + "issue:12501", + "issue:1367", + "issue:1734", + "issue:2156", + "issue:228", + "issue:2299", + "issue:2674", + "issue:3026", + "issue:3250", + "issue:3357", + "issue:3717", + "issue:4134", + "issue:4236", + "issue:4480", + "issue:4483", + "issue:4993", + "issue:5075", + "issue:5604", + "issue:5753", + "issue:5917", + "issue:5931", + "issue:6096", + "issue:6124", + "issue:6709", + "issue:6818", + "issue:6879", + "issue:7033", + "issue:7377", + "issue:7513", + "issue:7889", + "issue:8645", + "issue:8649", + "issue:9227", + "issue:9643", + "issue:9667", + "issue:993" + ], + "soft_pairs": [ + "issue:4236|issue:5075", + "issue:1061|issue:228", + "issue:3026|issue:3717", + "issue:4483|issue:5931", + "issue:6818|issue:7033", + "issue:7377|issue:8649", + "issue:11907|issue:9643", + "issue:4134|issue:4480", + "issue:4993|issue:5917", + "issue:6124|issue:7513", + "issue:10334|issue:11342", + "issue:11010|issue:9667", + "issue:10350|issue:12501", + "issue:10321|issue:11143", + "issue:10180|issue:11298", + "issue:3357|issue:6096", + "issue:2674|issue:5753", + "issue:1734|issue:2156", + "issue:2299|issue:993", + "issue:6709|issue:6879", + "issue:2674|issue:5604", + "issue:7889|issue:8645", + "issue:1367|issue:3250", + "issue:10925|issue:9227" + ], + "prepared_review_unit_hash": "1e8ef735dcd1e3bad03d97632103d9826e19280b6ce9978fb885f9f4da1f5ed8", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33409, + "estimated_input_tokens": 8353, + "estimated_eval_tokens": 16962 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues grouped by superficial title similarity. The only close theme is multi-LoRA/Flux loading, but even \u0aa4\u0acd\u0aaf\u0abe\u0a82 the reports differ enough that none should be merged as duplicates. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:11298 is the clearest, most specific current report in the LoRA-loading subset (open, explicit PEFT key error), but it should not be treated as a true canonical duplicate for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4236", + "right": "issue:5075", + "accept": false, + "reason": "Both are SDXL refiner problems, but one is text-encoder registration and the other is prompt-embedding shape mismatch; different bugs." + }, + { + "left": "issue:1061", + "right": "issue:228", + "accept": false, + "reason": "Docs/link update for Textual Inversion is unrelated to a broken release download link." + }, + { + "left": "issue:3026", + "right": "issue:3717", + "accept": false, + "reason": "Both mention training on limited GPUs, but one is an accelerate launch/runtime error and the other is multi-GPU OOM; not the same bug." + }, + { + "left": "issue:4483", + "right": "issue:5931", + "accept": false, + "reason": "Both concern determinism, but they target different pipelines and likely different causes." + }, + { + "left": "issue:6818", + "right": "issue:7033", + "accept": false, + "reason": "Both involve IP-Adapter, but one is an unload/runtime error and the other is warning logging; different code paths." + }, + { + "left": "issue:7377", + "right": "issue:8649", + "accept": false, + "reason": "Both mention num_images_per_prompt, but they affect different pipelines/models and report different failure modes." + }, + { + "left": "issue:11907", + "right": "issue:9643", + "accept": false, + "reason": "Flux scheduler incompatibility is a different problem from Flux multi-ControlNet support." + }, + { + "left": "issue:4134", + "right": "issue:4480", + "accept": false, + "reason": "Both are MPS-related, but one is a tensor shape mismatch in ControlNet and the other is an fp16 kernel crash in StableDiffusionPipeline." + }, + { + "left": "issue:4993", + "right": "issue:5917", + "accept": false, + "reason": "Import-structure exposure of CLIPImageProjection is unrelated to checkpoint conversion failing after an upgrade." + }, + { + "left": "issue:6124", + "right": "issue:7513", + "accept": false, + "reason": "Both are DreamBooth LoRA reports, but one is an FP16 unscale error and the other is a GPU memory issue; not the same bug." + }, + { + "left": "issue:10334", + "right": "issue:11342", + "accept": false, + "reason": "Both involve Sana on Apple hardware, but one is output corruption/NaNs and the other is pipeline failure; insufficiently specific to merge." + }, + { + "left": "issue:11010", + "right": "issue:9667", + "accept": false, + "reason": "Both concern Flux model support/loading, but one is an architecture-change request and the other is a local fp8 loader bug." + }, + { + "left": "issue:10350", + "right": "issue:12501", + "accept": false, + "reason": "Both mention VAE decoder, but one is memory usage and the other is a graph break; different issues." + }, + { + "left": "issue:10321", + "right": "issue:11143", + "accept": false, + "reason": "Both reference LTX-Video, but one is a model-loading file error and the other is a video-quality complaint." + }, + { + "left": "issue:10180", + "right": "issue:11298", + "accept": false, + "reason": "Both are multi-LoRA/Flux-adjacent, but one is loading multiple LoRAs with Flux Control LoRA and the other is a PEFT key error during hotswapping; not clearly the same bug." + }, + { + "left": "issue:3357", + "right": "issue:6096", + "accept": false, + "reason": "Both are torch compile failures, but they are different exception types and likely different unsupported operations." + }, + { + "left": "issue:2674", + "right": "issue:5753", + "accept": false, + "reason": "One is about safetensors dependency/requirements, the other about SDXL ControlNet with load_lora_weights; unrelated." + }, + { + "left": "issue:1734", + "right": "issue:2156", + "accept": false, + "reason": "Both are Dreambooth training performance issues, but one is multi-GPU slowdown and the other is CPU-only training instead of GPU." + }, + { + "left": "issue:2299", + "right": "issue:993", + "accept": false, + "reason": "Fine-tuned checkpoint integration and fp16 dtype mismatch are different bugs." + }, + { + "left": "issue:6709", + "right": "issue:6879", + "accept": false, + "reason": "Both are Custom Diffusion training bugs, but one is about concept lists and the other is a dtype mismatch." + }, + { + "left": "issue:2674", + "right": "issue:5604", + "accept": false, + "reason": "Both mention LoRA, but one is safetensors availability and the other is unfusing multiple LoRA; different functionality." + }, + { + "left": "issue:7889", + "right": "issue:8645", + "accept": false, + "reason": "Both touch single_file_utils.py, but one reports loader bugs and the other a missing helper function; not the same concrete problem." + }, + { + "left": "issue:1367", + "right": "issue:3250", + "accept": false, + "reason": "Scheduler config serialization is unrelated to a pipeline failing to run." + }, + { + "left": "issue:10925", + "right": "issue:9227", + "accept": false, + "reason": "Both involve FLUX DreamBooth/LoRA training, but one targets CLIPTextModel finetuning and the other a runtime problem running the script; not enough evidence they are the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 83, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10186", + "issue:10639", + "issue:10833", + "issue:10893", + "issue:10937", + "issue:11014", + "issue:11023", + "issue:11033", + "issue:11225", + "issue:11408", + "issue:11569", + "issue:11907", + "issue:12082", + "issue:12120", + "issue:12358", + "issue:1367", + "issue:1565", + "issue:1617", + "issue:1823", + "issue:2089", + "issue:2371", + "issue:2444", + "issue:259", + "issue:3565", + "issue:3694", + "issue:4206", + "issue:4566", + "issue:4664", + "issue:4731", + "issue:5313", + "issue:5432", + "issue:5516", + "issue:5846", + "issue:6252", + "issue:6368", + "issue:6561", + "issue:6809", + "issue:6823", + "issue:6839", + "issue:7159", + "issue:761", + "issue:7982", + "issue:8469", + "issue:861", + "issue:8909", + "issue:9599", + "issue:9643", + "issue:9953" + ], + "soft_pairs": [ + "issue:1617|issue:2444", + "issue:10186|issue:10833", + "issue:4731|issue:7159", + "issue:11033|issue:11907", + "issue:11408|issue:9643", + "issue:3565|issue:3694", + "issue:1823|issue:259", + "issue:2371|issue:761", + "issue:5432|issue:5846", + "issue:7982|issue:9953", + "issue:10893|issue:11569", + "issue:6823|issue:6839", + "issue:11023|issue:8909", + "issue:1565|issue:2089", + "issue:5313|issue:6809", + "issue:6561|issue:8469", + "issue:10639|issue:12358", + "issue:11014|issue:11225", + "issue:10937|issue:12082", + "issue:4206|issue:4566", + "issue:12120|issue:9599", + "issue:4664|issue:5516", + "issue:1367|issue:861", + "issue:6252|issue:6368" + ], + "prepared_review_unit_hash": "68a061821407b0018af6439160d6ae7537a73e0930e0d90647ed14109368629b", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34014, + "estimated_input_tokens": 8504, + "estimated_eval_tokens": 17264 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is not a true duplicate cluster: the soft pairs mostly share only broad subsystem keywords (Flux, LoRA, torch.compile, OOM, ControlNet, etc.) but describe different failures, features, or pipelines. I would not merge any of the suggested pairs.", + "confidence": 0.95, + "canonical_issue_reason": "issue:10186 is the clearest self-contained bug report here: a concrete FluxFillPipeline import failure with an explicit exception and straightforward reproduction.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10186 is the strongest canonical candidate among the set because it is specific, reproducible, and actionable; however, the overall item set is heterogeneous, so it is only a weak representative of the group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1617", + "right": "issue:2444", + "accept": false, + "reason": "Both are DreamBooth-related, but one is a missing-args CLI error and the other is an inpaint script subprocess failure; different bugs and code paths." + }, + { + "left": "issue:10186", + "right": "issue:10833", + "accept": false, + "reason": "Same pipeline name, but one is an import/export issue and the other is a quantization matrix-shape runtime bug." + }, + { + "left": "issue:4731", + "right": "issue:7159", + "accept": false, + "reason": "Both mention torch.compile, but one is multi-ControlNet on SDXL and the other is fused LoRA; different failing paths." + }, + { + "left": "issue:11033", + "right": "issue:11907", + "accept": false, + "reason": "Unrelated problems: single-file SD1.5 loading versus Flux scheduler incompatibility." + }, + { + "left": "issue:11408", + "right": "issue:9643", + "accept": false, + "reason": "One is compiled-model adapter setting failure; the other is a feature/request about multiple ControlNets in Flux." + }, + { + "left": "issue:3565", + "right": "issue:3694", + "accept": false, + "reason": "OOM during training versus missing model/config files in an example run; not the same bug." + }, + { + "left": "issue:1823", + "right": "issue:259", + "accept": false, + "reason": "A UI/comment swap issue and a progress-bar fix are unrelated." + }, + { + "left": "issue:2371", + "right": "issue:761", + "accept": false, + "reason": "Different DreamBooth failures: output content issue versus 8-bit Adam optimizer training crash." + }, + { + "left": "issue:5432", + "right": "issue:5846", + "accept": false, + "reason": "Blank validation images and resume-from-checkpoint errors are distinct LoRA training issues." + }, + { + "left": "issue:7982", + "right": "issue:9953", + "accept": false, + "reason": "from_pipe with MultiControlNetModel is unrelated to moving a quantized component to CUDA." + }, + { + "left": "issue:10893", + "right": "issue:11569", + "accept": false, + "reason": "Different feature requests for different models and integrations; not a duplicate." + }, + { + "left": "issue:6823", + "right": "issue:6839", + "accept": false, + "reason": "Generic ControlNet support request versus from_single_file support for StableVideoDiffusionPipeline." + }, + { + "left": "issue:11023", + "right": "issue:8909", + "accept": false, + "reason": "Blurred outputs in a custom pipeline and saving text_encoder_ti checkpoints are separate issues." + }, + { + "left": "issue:1565", + "right": "issue:2089", + "accept": false, + "reason": "GPU selection/OOM on inference versus DreamBooth training OOM with AltDiffusion; different root causes." + }, + { + "left": "issue:5313", + "right": "issue:6809", + "accept": false, + "reason": "LoRA fuse reversibility and PEFT-based loading regressions are distinct adapter lifecycle problems." + }, + { + "left": "issue:6561", + "right": "issue:8469", + "accept": false, + "reason": "Missing IP-Adapter config file versus corrupt face outputs; file-loading and quality bugs differ." + }, + { + "left": "issue:10639", + "right": "issue:12358", + "accept": false, + "reason": "Support requests for different Lumina models; related theme but not the same artifact." + }, + { + "left": "issue:11014", + "right": "issue:11225", + "accept": false, + "reason": "Both are OOM reports, but one is general Colab inference memory and the other is SD3 controlnet validation-step memory." + }, + { + "left": "issue:10937", + "right": "issue:12082", + "accept": false, + "reason": "torch.compile VAE encode errors and post-compile VAE memory growth are different symptoms and likely different fixes." + }, + { + "left": "issue:4206", + "right": "issue:4566", + "accept": false, + "reason": "ControlNet training breakage in main versus SDXL LoRA checkpoint resume failure are unrelated." + }, + { + "left": "issue:12120", + "right": "issue:9599", + "accept": false, + "reason": "A training how-to for distilled Flux models is not the same as asking for a LoRA-only Flux example." + }, + { + "left": "issue:4664", + "right": "issue:5516", + "accept": false, + "reason": "Both involve LoRA, but one is SDXL pipeline class behavior and the other is t2i-adapter pipeline incompatibility." + }, + { + "left": "issue:1367", + "right": "issue:861", + "accept": false, + "reason": "Scheduler configuration persistence and ckpt-to-diffusers conversion are unrelated." + }, + { + "left": "issue:6252", + "right": "issue:6368", + "accept": false, + "reason": "Checkpoint loading failure and unsupported LoRA alpha metadata are different loading/format issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 84, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10016", + "issue:10315", + "issue:10428", + "issue:10863", + "issue:11225", + "issue:11584", + "issue:11791", + "issue:12175", + "issue:12216", + "issue:12359", + "issue:1305", + "issue:1500", + "issue:1611", + "issue:1889", + "issue:2676", + "issue:2772", + "issue:2878", + "issue:2883", + "issue:3061", + "issue:3706", + "issue:3728", + "issue:460", + "issue:4615", + "issue:4724", + "issue:4925", + "issue:4935", + "issue:5432", + "issue:5466", + "issue:5575", + "issue:5576", + "issue:5873", + "issue:6224", + "issue:6520", + "issue:6536", + "issue:6549", + "issue:6586", + "issue:6790", + "issue:6794", + "issue:6891", + "issue:7180", + "issue:7466", + "issue:7766", + "issue:7871", + "issue:9112", + "issue:9343", + "issue:938", + "issue:9497", + "issue:9576" + ], + "soft_pairs": [ + "issue:6586|issue:6891", + "issue:10016|issue:5466", + "issue:2772|issue:4935", + "issue:7180|issue:7466", + "issue:4724|issue:7871", + "issue:5575|issue:6790", + "issue:11225|issue:4925", + "issue:1889|issue:2676", + "issue:12175|issue:12216", + "issue:11584|issue:11791", + "issue:2878|issue:5873", + "issue:12359|issue:9576", + "issue:3061|issue:460", + "issue:10315|issue:9497", + "issue:4615|issue:6794", + "issue:5432|issue:6520", + "issue:1305|issue:938", + "issue:2883|issue:3728", + "issue:6224|issue:6536", + "issue:10428|issue:9112", + "issue:3706|issue:5576", + "issue:6549|issue:7766", + "issue:1500|issue:1611", + "issue:10863|issue:9343" + ], + "prepared_review_unit_hash": "6bebef1785c0d0cb6a87882f2200b0c560f054d0313fa2678b2fd5dcfacc06fa", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34299, + "estimated_input_tokens": 8575, + "estimated_eval_tokens": 17406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair appears to be the same underlying bug/change; most are only loosely related by subsystem or model family. I rejected all candidate duplicate edges.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:6586 is the strongest issue candidate overall because it is an open tracker with broad, central scope (`use micro-conditioning for the SDXL trainers`), but the set is too heterogeneous to form a real duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:6586", + "right": "issue:6891", + "accept": false, + "reason": "Different tracker topics: SDXL micro-conditioning vs new model card utilities; no shared failing code path." + }, + { + "left": "issue:10016", + "right": "issue:5466", + "accept": false, + "reason": "Both are loading/shape-mismatch reports, but on different models and paths (`from_single_file` pos_embed vs LoRA down.weight)." + }, + { + "left": "issue:2772", + "right": "issue:4935", + "accept": false, + "reason": "`train_controlnet.py` local dataset validation bug is unrelated to SDXL distributed OOM during controlnet training." + }, + { + "left": "issue:7180", + "right": "issue:7466", + "accept": false, + "reason": "Different concrete failures: cpu offload issue in SDXL controlnet img2img vs torch.compile failure with multi-controlnet inpaint." + }, + { + "left": "issue:4724", + "right": "issue:7871", + "accept": false, + "reason": "Img2Img checkpoint behavior issue vs blockwise scales with a specific LoRA file; not the same bug." + }, + { + "left": "issue:5575", + "right": "issue:6790", + "accept": false, + "reason": "Hidden-size configuration question in LoRA training is not the same as an unexpected key error in LCM example training." + }, + { + "left": "issue:11225", + "right": "issue:4925", + "accept": false, + "reason": "Both are OOMs, but on different models/training setups (SD3 validation vs SDXL distributed training)." + }, + { + "left": "issue:1889", + "right": "issue:2676", + "accept": false, + "reason": "Scheduler variant request/question is not the same as a broader scheduler-naming lookup; no concrete shared bug." + }, + { + "left": "issue:12175", + "right": "issue:12216", + "accept": false, + "reason": "Both mention Qwen image quality, but one is normal generation and the other image-edit inference; different issue surfaces." + }, + { + "left": "issue:11584", + "right": "issue:11791", + "accept": false, + "reason": "Both involve group offloading, but one is torch.compile incompatibility and the other LoRA loading failure; different code paths." + }, + { + "left": "issue:2878", + "right": "issue:5873", + "accept": false, + "reason": "General PyTorch/ONNX converter problem vs a specific unsupported `scaled_dot_product_attention` export error." + }, + { + "left": "issue:12359", + "right": "issue:9576", + "accept": false, + "reason": "Documentation bug for `guidance_scale` is unrelated to passing `use_safetensors` to submodules when loading pipelines." + }, + { + "left": "issue:3061", + "right": "issue:460", + "accept": false, + "reason": "Reproducibility issue and ONNX runtime dependency issue are unrelated." + }, + { + "left": "issue:10315", + "right": "issue:9497", + "accept": false, + "reason": "Different training failures on different models: cogvideo training error vs Flux Dreambooth matmul shape error." + }, + { + "left": "issue:4615", + "right": "issue:6794", + "accept": false, + "reason": "ImportError for `StableDiffusionControlnetPipeline` is unrelated to `cast_training_params` import failure." + }, + { + "left": "issue:5432", + "right": "issue:6520", + "accept": false, + "reason": "Both mention blank validation outputs, but they are different training scripts and likely different root causes." + }, + { + "left": "issue:1305", + "right": "issue:938", + "accept": false, + "reason": "Completely different model/pipeline feature requests; no duplicate relationship." + }, + { + "left": "issue:2883", + "right": "issue:3728", + "accept": false, + "reason": "Image-to-video pipeline request vs shifted diffusion pipeline request; different feature work." + }, + { + "left": "issue:6224", + "right": "issue:6536", + "accept": false, + "reason": "TorchDynamo fine-tuning issue and UNet3D out-of-memory are not the same failure mode." + }, + { + "left": "issue:10428", + "right": "issue:9112", + "accept": false, + "reason": "Different models and hardware contexts: Flux on Ascend NPU vs Auraflow tensor shape mismatch." + }, + { + "left": "issue:3706", + "right": "issue:5576", + "accept": false, + "reason": "A new model request (Wuerstchen) is unrelated to a scheduler feature request (FreeNoise)." + }, + { + "left": "issue:6549", + "right": "issue:7766", + "accept": false, + "reason": "Warning logs with IP-Adapter+LoRA are unrelated to a usage/how-to question for FaceID Plus." + }, + { + "left": "issue:1500", + "right": "issue:1611", + "accept": false, + "reason": "Library-version incompatibility for a community pipeline is unrelated to a model-specific pipeline regression." + }, + { + "left": "issue:10863", + "right": "issue:9343", + "accept": false, + "reason": "Both are loading-model complaints, but one is local safetensors loading and the other is FLUX with `low_cpu_mem_usage=False` and `ignore_mismatched_sizes=True`." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 85, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10671", + "issue:11023", + "issue:11674", + "issue:11779", + "issue:12175", + "issue:1556", + "issue:1614", + "issue:3198", + "issue:3279", + "issue:3284", + "issue:3357", + "issue:4305", + "issue:4375", + "issue:4724", + "issue:4935", + "issue:4936", + "issue:4954", + "issue:4985", + "issue:5227", + "issue:5432", + "issue:5563", + "issue:5889", + "issue:5931", + "issue:5934", + "issue:6095", + "issue:6124", + "issue:6232", + "issue:6415", + "issue:6527", + "issue:6574", + "issue:7041", + "issue:7159", + "issue:7185", + "issue:7223", + "issue:7347", + "issue:7538", + "issue:8507", + "issue:8511", + "issue:8552", + "issue:8649", + "issue:8732", + "issue:8759", + "issue:8827", + "issue:8828", + "issue:8839", + "issue:9515", + "issue:9904" + ], + "soft_pairs": [ + "issue:4375|issue:5934", + "issue:12175|issue:9904", + "issue:3357|issue:7159", + "issue:3198|issue:4954", + "issue:4724|issue:5931", + "issue:3279|issue:3284", + "issue:7041|issue:8552", + "issue:8649|issue:8828", + "issue:10671|issue:11023", + "issue:4935|issue:5432", + "issue:6232|issue:6527", + "issue:8507|issue:8759", + "issue:6095|issue:6574", + "issue:8511|issue:8839", + "issue:4375|issue:5227", + "issue:6124|issue:8732", + "issue:6415|issue:8827", + "issue:5563|issue:7347", + "issue:7185|issue:9515", + "issue:4985|issue:7538", + "issue:11674|issue:11779", + "issue:5889|issue:7223", + "issue:4305|issue:4936", + "issue:1556|issue:1614" + ], + "prepared_review_unit_hash": "581c21b32515a2e90025b1dc6213f5d02a291556aaf555879b60691cd9860aa9", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33055, + "estimated_input_tokens": 8264, + "estimated_eval_tokens": 16784 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: compile/inference crashes, training-script bugs, scheduler issues, and model-specific quality reports. The soft pairs mostly share only broad subsystem vocabulary, not the same concrete bug or change, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:5934 is the broadest and most central report in the set (general torch.compile failure) and has enough discussion to act as a fallback umbrella, though the cluster overall is not truly coherent.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:5934 is the most reusable anchor among these items because it is generic and discussion-rich; it\u2019s the closest thing to a cluster representative, but only as a loose umbrella, not a true duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4375", + "right": "issue:5934", + "accept": false, + "reason": "Both mention torch.compile, but one is a compile-time inference crash and the other is a generic compile error; different failure modes and code paths." + }, + { + "left": "issue:12175", + "right": "issue:9904", + "accept": false, + "reason": "One is a Qwen Image quality complaint, the other is Flux shape rounding; unrelated symptoms and pipelines." + }, + { + "left": "issue:3357", + "right": "issue:7159", + "accept": false, + "reason": "Both involve torch.compile, but the reported errors are different and tied to different LoRA/graph behavior." + }, + { + "left": "issue:3198", + "right": "issue:4954", + "accept": false, + "reason": "Different textual inversion load failures: safetensors loading vs pickle unpickling; not the same defect." + }, + { + "left": "issue:4724", + "right": "issue:5931", + "accept": false, + "reason": "Img2Img behavior with an SDXL checkpoint is unrelated to a StableDiffusionPipeline nondeterminism report." + }, + { + "left": "issue:3279", + "right": "issue:3284", + "accept": false, + "reason": "Both are DreamBooth LoRA training issues, but one is checkpoint-resume and the other is an accelerate launch failure; different bugs." + }, + { + "left": "issue:7041", + "right": "issue:8552", + "accept": false, + "reason": "Both are crashes, but on different pipelines and likely different low-level causes." + }, + { + "left": "issue:8649", + "right": "issue:8828", + "accept": false, + "reason": "One is an SD3 prompt/image-count API regression, the other is a training memory/error report; not the same issue." + }, + { + "left": "issue:10671", + "right": "issue:11023", + "accept": false, + "reason": "Deterministic dtype/device lookup in DiffusionPipeline is unrelated to blurred output in a custom LPW pipeline." + }, + { + "left": "issue:4935", + "right": "issue:5432", + "accept": false, + "reason": "One asks about using AttnProcsLayers in an SDXL LoRA script, the other reports blank validation images; different problems." + }, + { + "left": "issue:6232", + "right": "issue:6527", + "accept": false, + "reason": "Both concern add_noise, but they target different schedulers (DPMSolverSinglestep vs EulerDiscrete) and likely different bugs." + }, + { + "left": "issue:8507", + "right": "issue:8759", + "accept": false, + "reason": "Training text-encoder failure in SD3 is unrelated to an SD3 image-processor cast warning." + }, + { + "left": "issue:6095", + "right": "issue:6574", + "accept": false, + "reason": "Both are SVD pipeline reports, but one is an Euler-discrete index error and the other is a warning about expected input range; different code paths." + }, + { + "left": "issue:8511", + "right": "issue:8839", + "accept": false, + "reason": "Unloading SD3 text encoders and an SD3 LoRA weight error are different training issues." + }, + { + "left": "issue:4375", + "right": "issue:5227", + "accept": false, + "reason": "Both involve torch.compile, but one is an inference crash and the other is a LoRA weight-loading compile failure; not the same bug." + }, + { + "left": "issue:6124", + "right": "issue:8732", + "accept": false, + "reason": "An FP16 gradient unscale notebook error is unrelated to checkpoint-saving problems in advanced training." + }, + { + "left": "issue:6415", + "right": "issue:8827", + "accept": false, + "reason": "One requests support for FaceID variants, the other reports an error when using an existing FaceID adapter; feature request vs runtime bug." + }, + { + "left": "issue:5563", + "right": "issue:7347", + "accept": false, + "reason": "Both are training failures, but they describe different scripts, versions, and symptoms; too broad to treat as one bug." + }, + { + "left": "issue:7185", + "right": "issue:9515", + "accept": false, + "reason": "A general PyTorch version-compatibility question is not the same as a specific SD3 RMSNorm architecture omission." + }, + { + "left": "issue:4985", + "right": "issue:7538", + "accept": false, + "reason": "An SDXL InstructPix2Pix OOM report and a custom dataset training issue do not describe the same underlying failure." + }, + { + "left": "issue:11674", + "right": "issue:11779", + "accept": false, + "reason": "A Wan VACE feature request about ref images/control videos is unrelated to a mask-padding bug in the same pipeline family." + }, + { + "left": "issue:5889", + "right": "issue:7223", + "accept": false, + "reason": "General stable video diffusion discussion and a Latte model request are different change requests." + }, + { + "left": "issue:4305", + "right": "issue:4936", + "accept": false, + "reason": "A torch.compile graph-break report is not the same as DreamBooth LoRA resume being broken after 0.19.0." + }, + { + "left": "issue:1556", + "right": "issue:1614", + "accept": false, + "reason": "Both produce black images, but one is tied to an NSFW/GPU path and the other to autocast with SD 2.1; insufficiently specific to merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 86, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10421", + "issue:10569", + "issue:11088", + "issue:11182", + "issue:11222", + "issue:11223", + "issue:12575", + "issue:13105", + "issue:13176", + "issue:1704", + "issue:1823", + "issue:2015", + "issue:2364", + "issue:3250", + "issue:3422", + "issue:3674", + "issue:3700", + "issue:3816", + "issue:3826", + "issue:4000", + "issue:4213", + "issue:4356", + "issue:4488", + "issue:4566", + "issue:4708", + "issue:4985", + "issue:5466", + "issue:5540", + "issue:5565", + "issue:5892", + "issue:6028", + "issue:6112", + "issue:6252", + "issue:6749", + "issue:7003", + "issue:7159", + "issue:7306", + "issue:7363", + "issue:7392", + "issue:776", + "issue:7782", + "issue:7908", + "issue:8518", + "issue:8885", + "issue:929", + "issue:9525", + "issue:9889" + ], + "soft_pairs": [ + "issue:7392|issue:7908", + "issue:2364|issue:5565", + "issue:3250|issue:7306", + "issue:7159|issue:8518", + "issue:11088|issue:13105", + "issue:4213|issue:4488", + "issue:4566|issue:6252", + "issue:6112|issue:9889", + "issue:5466|issue:7003", + "issue:2015|issue:3826", + "issue:3816|issue:4356", + "issue:5540|issue:6028", + "issue:3674|issue:3700", + "issue:4566|issue:4985", + "issue:4000|issue:7782", + "issue:10421|issue:10569", + "issue:3422|issue:7363", + "issue:6749|issue:8885", + "issue:11182|issue:9525", + "issue:11222|issue:11223", + "issue:12575|issue:13176", + "issue:1704|issue:929", + "issue:1823|issue:776", + "issue:4708|issue:5892" + ], + "prepared_review_unit_hash": "1b69802de30fb65f455ff642d2accdea112f2476239b5eaaf0c62c14475209e3", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 32947, + "estimated_input_tokens": 8237, + "estimated_eval_tokens": 16730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items share broad diffusion-model themes (training, loading, attention, memory, LoRA) but the soft pairs point to different models, pipelines, and failure modes. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:7392", + "right": "issue:7908", + "accept": false, + "reason": "Both mention aspect ratios, but one is a question about training SDXL and the other is a feature request for bucketing; not the same bug." + }, + { + "left": "issue:2364", + "right": "issue:5565", + "accept": false, + "reason": "Both are training-script failures, but they affect different scripts and likely different causes." + }, + { + "left": "issue:3250", + "right": "issue:7306", + "accept": false, + "reason": "Different pipelines and symptoms: KDiffusionPipeline startup failure vs float16 handling in LEditsPPPipelineStableDiffusionXL." + }, + { + "left": "issue:7159", + "right": "issue:8518", + "accept": false, + "reason": "Both involve torch.compile, but the concrete failures differ: fused LoRA compile failure vs a Dynamo unsupported class variable error." + }, + { + "left": "issue:11088", + "right": "issue:13105", + "accept": false, + "reason": "One is a gguf load error for wan2.1, the other is noisy output at inference time; different stages and bugs." + }, + { + "left": "issue:4213", + "right": "issue:4488", + "accept": false, + "reason": "Both concern model loading/conversion, but they target different code paths and incompatibilities." + }, + { + "left": "issue:4566", + "right": "issue:6252", + "accept": false, + "reason": "Checkpoint-related LoRA problems, but one is resume-from-checkpoint training and the other is weight loading; not clearly the same defect." + }, + { + "left": "issue:6112", + "right": "issue:9889", + "accept": false, + "reason": "Same model family, but one reports noisy output while the other is a segmentation fault; different underlying issues." + }, + { + "left": "issue:5466", + "right": "issue:7003", + "accept": false, + "reason": "Both are shape-mismatch errors, but they involve different pipelines, tensor shapes, and likely different adapter loading paths." + }, + { + "left": "issue:2015", + "right": "issue:3826", + "accept": false, + "reason": "A generic pipeline question versus a new pipeline proposal; no shared bug or fix." + }, + { + "left": "issue:3816", + "right": "issue:4356", + "accept": false, + "reason": "Both are import-related, but they reference different missing symbols/modules and likely different dependency breakages." + }, + { + "left": "issue:5540", + "right": "issue:6028", + "accept": false, + "reason": "Both are OOM reports, but for different models and contexts; symptom-only overlap is not enough." + }, + { + "left": "issue:3674", + "right": "issue:3700", + "accept": false, + "reason": "Different training-script issues: metadata parsing vs unsupported min_snr argument." + }, + { + "left": "issue:4566", + "right": "issue:4985", + "accept": false, + "reason": "Different SDXL training problems: checkpoint resume vs InstructPix2Pix OOM." + }, + { + "left": "issue:4000", + "right": "issue:7782", + "accept": false, + "reason": "Both involve conversion/loading, but one is ckpt-to-diffusers conversion and the other is safetensors file parsing." + }, + { + "left": "issue:10421", + "right": "issue:10569", + "accept": false, + "reason": "Both mention memory, but one is a CPU leak when moving pipelines to multiple GPUs and the other is high CPU memory use for HunyuanVideo." + }, + { + "left": "issue:3422", + "right": "issue:7363", + "accept": false, + "reason": "Both mention safety checker, but one is a generic disable-safety question and the other is an SDXL-specific support request." + }, + { + "left": "issue:6749", + "right": "issue:8885", + "accept": false, + "reason": "Different community-example/install failures with unrelated root causes." + }, + { + "left": "issue:11182", + "right": "issue:9525", + "accept": false, + "reason": "One is an unnecessary download on BF16 load; the other is LoRA scale having no effect in Flux. Different behaviors." + }, + { + "left": "issue:11222", + "right": "issue:11223", + "accept": false, + "reason": "Feature request for more WAN LoRAs vs an OOM bug with WAN LoRas; related area, but not the same issue." + }, + { + "left": "issue:12575", + "right": "issue:13176", + "accept": false, + "reason": "Both touch attention behavior, but one is Chroma backend checks and the other is a UNet attention error; different components." + }, + { + "left": "issue:1704", + "right": "issue:929", + "accept": false, + "reason": "A general attention-block question versus a specific calculation/optimization discussion; not the same bug." + }, + { + "left": "issue:1823", + "right": "issue:776", + "accept": false, + "reason": "Different image-to-image problems with different symptoms and triggers." + }, + { + "left": "issue:4708", + "right": "issue:5892", + "accept": false, + "reason": "Both are import errors, but the missing modules/scope are too generic and not evidence of one underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 87, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10026", + "issue:1013", + "issue:10139", + "issue:10180", + "issue:10421", + "issue:11033", + "issue:11214", + "issue:11653", + "issue:1195", + "issue:12609", + "issue:12699", + "issue:1976", + "issue:2091", + "issue:2321", + "issue:2459", + "issue:3651", + "issue:3901", + "issue:4708", + "issue:4830", + "issue:4954", + "issue:5023", + "issue:5398", + "issue:5429", + "issue:5442", + "issue:5529", + "issue:5628", + "issue:6149", + "issue:6295", + "issue:6561", + "issue:6761", + "issue:6911", + "issue:6967", + "issue:7133", + "issue:7168", + "issue:7223", + "issue:7239", + "issue:7782", + "issue:7982", + "issue:8405", + "issue:8464", + "issue:8515", + "issue:8626", + "issue:8659", + "issue:9063", + "issue:9141", + "issue:9392", + "issue:9484", + "issue:9971" + ], + "soft_pairs": [ + "issue:7168|issue:8626", + "issue:5628|issue:6295", + "issue:4954|issue:7782", + "issue:6149|issue:6561", + "issue:5398|issue:5429", + "issue:8515|issue:9392", + "issue:9063|issue:9141", + "issue:2459|issue:6911", + "issue:11214|issue:6761", + "issue:6967|issue:7239", + "issue:10180|issue:11653", + "issue:7982|issue:9971", + "issue:5442|issue:7223", + "issue:10421|issue:8464", + "issue:5529|issue:8659", + "issue:10026|issue:9484", + "issue:4708|issue:5023", + "issue:12609|issue:12699", + "issue:4830|issue:8405", + "issue:2091|issue:7133", + "issue:1976|issue:2321", + "issue:3651|issue:3901", + "issue:1013|issue:1195", + "issue:10139|issue:11033" + ], + "prepared_review_unit_hash": "63434410e73bf3ae0d706226e6d592ba4bb3be2b30a42507bae4c80e9702b37d", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34051, + "estimated_input_tokens": 8513, + "estimated_eval_tokens": 17282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very noisy and spans many unrelated issues; none of the soft-similarity pairs are strong enough to merge. The closest overlap is the FLUX multi-GPU/deepspeed training pair, but even that is not clearly the same bug.", + "confidence": 0.42, + "canonical_issue_reason": "If forced to pick one anchor, issue 9484 is the broadest and most central modern FLUX training report, and it is the closest match to another issue in the set (10026).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 9484 is the best canonical candidate because it is broad, active, and directly overlaps the strongest related complaint in the cluster; the other items are either narrower or clearly about different subsystems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:7168", + "right": "issue:8626", + "accept": false, + "reason": "Both involve IP-Adapter usage, but one is about getting image embeddings and the other about guidance for multiple images/masks; different problems." + }, + { + "left": "issue:5628", + "right": "issue:6295", + "accept": false, + "reason": "Scheduler offset behavior and DPM++ artifacts are related only at a very high level; different concrete bugs and likely different fixes." + }, + { + "left": "issue:4954", + "right": "issue:7782", + "accept": false, + "reason": "Both mention unpickling, but one is textual inversion pickle loading and the other is converting a safetensors file; not the same issue." + }, + { + "left": "issue:6149", + "right": "issue:6561", + "accept": false, + "reason": "Both are IP-Adapter load errors, but they reference different missing files/models and likely different loading paths." + }, + { + "left": "issue:5398", + "right": "issue:5429", + "accept": false, + "reason": "Hacktoberfest task issues for different features; no shared bug or code path." + }, + { + "left": "issue:8515", + "right": "issue:9392", + "accept": false, + "reason": "Duplicate code cleanup and scheduler SNR-shift feature request are unrelated." + }, + { + "left": "issue:9063", + "right": "issue:9141", + "accept": false, + "reason": "Both are FLUX-related, but one is a tokenizer instantiation error and the other is a missing from_single_file API; separate failures." + }, + { + "left": "issue:2459", + "right": "issue:6911", + "accept": false, + "reason": "Xformers attention in training and 3D class-label handling are different code paths and different bugs." + }, + { + "left": "issue:11214", + "right": "issue:6761", + "accept": false, + "reason": "Both are unexpected-keyword TypeErrors, but they come from different models/APIs and do not indicate the same fix." + }, + { + "left": "issue:6967", + "right": "issue:7239", + "accept": false, + "reason": "Both are shape mismatches in SDXL-related training, but they occur in different scripts and tensor interfaces; not clearly one underlying bug." + }, + { + "left": "issue:10180", + "right": "issue:11653", + "accept": false, + "reason": "One is about loading multiple LoRAs with Flux Control LoRA, the other about supporting .alpha keys in HiDream LoRAs; different model families and fixes." + }, + { + "left": "issue:7982", + "right": "issue:9971", + "accept": false, + "reason": "MultiControlNet from_pipe support and DEISMultistepScheduler on FLUX are unrelated features/issues." + }, + { + "left": "issue:5442", + "right": "issue:7223", + "accept": false, + "reason": "Different video-generation feature proposals with no shared bug or concrete code path." + }, + { + "left": "issue:10421", + "right": "issue:8464", + "accept": false, + "reason": "CPU memory leak in multi-GPU pipeline movement and SEGA seed/offload failure are not the same symptom or fix." + }, + { + "left": "issue:5529", + "right": "issue:8659", + "accept": false, + "reason": "Both are training-script problems, but one is a generic bug in train_text_to_image_sdxl.py while the other is specifically checkpoint resume/inference loading." + }, + { + "left": "issue:10026", + "right": "issue:9484", + "accept": false, + "reason": "Both are FLUX multi-GPU/deepspeed training reports, but one is ControlNet memory scaling and the other is dreambooth training setup; close but not clearly one exact bug." + }, + { + "left": "issue:4708", + "right": "issue:5023", + "accept": false, + "reason": "General import error versus a specific WuerstchenCombinedPipeline import regression; not the same issue." + }, + { + "left": "issue:12609", + "right": "issue:12699", + "accept": false, + "reason": "Both involve Wan 2.2, but one is NaNs in latents and the other is quality degradation after repeated prompts with a lighting LoRA; different failure modes." + }, + { + "left": "issue:4830", + "right": "issue:8405", + "accept": false, + "reason": "Both concern multiple ControlNets, but one is a tensor-size bug in MultiControlNet and the other is a broader use-of-multiple-controlnets error; not enough evidence they are the same fix." + }, + { + "left": "issue:2091", + "right": "issue:7133", + "accept": false, + "reason": "Both involve resuming SDXL training, but one is a multi-GPU pipeline resume issue and the other is a text-encoder size mismatch; different concrete failures." + }, + { + "left": "issue:1976", + "right": "issue:2321", + "accept": false, + "reason": "Tokenizer file resolution and EMA weight copying are separate bugs in different parts of model loading/inference." + }, + { + "left": "issue:3651", + "right": "issue:3901", + "accept": false, + "reason": "Multi-GPU dreambooth failure and missing requirements.txt are unrelated." + }, + { + "left": "issue:1013", + "right": "issue:1195", + "accept": false, + "reason": "StableDiffusionMegaPipeline compatibility and fp16 memory-efficient attention are different issues." + }, + { + "left": "issue:10139", + "right": "issue:11033", + "accept": false, + "reason": "Both are UNet/loading-related, but one is pipeline init using sample_size and the other is from_single_file loading for SD1.5; different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 88, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10139", + "issue:10334", + "issue:10542", + "issue:10722", + "issue:10798", + "issue:10969", + "issue:10994", + "issue:11024", + "issue:11050", + "issue:11104", + "issue:11315", + "issue:11581", + "issue:11651", + "issue:12104", + "issue:12533", + "issue:12661", + "issue:12771", + "issue:13043", + "issue:2132", + "issue:2156", + "issue:2203", + "issue:2361", + "issue:2780", + "issue:3101", + "issue:3279", + "issue:3537", + "issue:3612", + "issue:3694", + "issue:6117", + "issue:6382", + "issue:6444", + "issue:6527", + "issue:713", + "issue:7229", + "issue:7593", + "issue:7629", + "issue:7722", + "issue:7979", + "issue:7982", + "issue:8469", + "issue:8503", + "issue:8614", + "issue:8828", + "issue:9047", + "issue:9227", + "issue:9546", + "issue:9971" + ], + "soft_pairs": [ + "issue:7629|issue:9546", + "issue:6444|issue:7229", + "issue:10798|issue:13043", + "issue:6382|issue:8469", + "issue:6117|issue:6527", + "issue:3101|issue:713", + "issue:11024|issue:7593", + "issue:11581|issue:11651", + "issue:10139|issue:7982", + "issue:2132|issue:3279", + "issue:6382|issue:7722", + "issue:10542|issue:11104", + "issue:10994|issue:9227", + "issue:11050|issue:2780", + "issue:3537|issue:3612", + "issue:7979|issue:8614", + "issue:10722|issue:10969", + "issue:2361|issue:3694", + "issue:12104|issue:12771", + "issue:2156|issue:2203", + "issue:8503|issue:8828", + "issue:12533|issue:12661", + "issue:10334|issue:11315", + "issue:9047|issue:9971" + ], + "prepared_review_unit_hash": "de0ee9d1a613d4f2fc71f31fe8a6649cc384e34f4fdfa4b8863e07f3e83cd3de", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33944, + "estimated_input_tokens": 8486, + "estimated_eval_tokens": 17228 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it mixes many unrelated bugs across different models, schedulers, devices, and training scripts. The soft pairs mostly share only generic crash/training wording, not the same concrete code-path problem.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:7629", + "right": "issue:9546", + "accept": false, + "reason": "Different failures: SVD OOM on PyTorch 1.13.1 vs Flux ControlNet validation OOM. No shared code path." + }, + { + "left": "issue:6444", + "right": "issue:7229", + "accept": false, + "reason": "Both involve training/checkpointing, but one is a peft_config attribute error and the other is a checkpoint-saving issue in advanced training." + }, + { + "left": "issue:10798", + "right": "issue:13043", + "accept": false, + "reason": "Flux quantization/bitsandbytes device-combo bug vs sage_hub attention kernel support on RTX 5090. Different subsystems." + }, + { + "left": "issue:6382", + "right": "issue:8469", + "accept": false, + "reason": "IP adapter key error during SDXL LCM distillation vs corrupted faces from an IP-adapter face model. Distinct symptoms and causes." + }, + { + "left": "issue:6117", + "right": "issue:6527", + "accept": false, + "reason": "Same generic API name, but different schedulers and likely different implementations of add_noise." + }, + { + "left": "issue:3101", + "right": "issue:713", + "accept": false, + "reason": "Too generic to treat as the same bug; one is ControlNet example training, the other is an unspecified training error." + }, + { + "left": "issue:11024", + "right": "issue:7593", + "accept": false, + "reason": "Different IP-adapter failures: missing .to() on SiglipImageProcessor vs missing image_projection_layers on NoneType." + }, + { + "left": "issue:11581", + "right": "issue:11651", + "accept": false, + "reason": "Both are FLUX-related loading issues, but one is an unexpected dtype argument in CLIPVisionModelWithProjection and the other is a flux-fill-lora load failure." + }, + { + "left": "issue:10139", + "right": "issue:7982", + "accept": false, + "reason": "Pipeline init sample_size handling vs from_pipe with MultiControlNetModel. Not the same bug." + }, + { + "left": "issue:2132", + "right": "issue:3279", + "accept": false, + "reason": "Different DreamBooth issues: missing Accelerator.trackers vs resume-from-checkpoint errors." + }, + { + "left": "issue:6382", + "right": "issue:7722", + "accept": false, + "reason": "Both mention IPAdapter, but one is an SDXL LCM training/inference key error and the other is an Animatediff-ControlNet integration error." + }, + { + "left": "issue:10542", + "right": "issue:11104", + "accept": false, + "reason": "Different models and failures: Hunyuan Video batch-size regression vs LTX-Video offload methods broken." + }, + { + "left": "issue:10994", + "right": "issue:9227", + "accept": false, + "reason": "Both are FLUX training problems, but one is a batch-size crash in a LoRA script and the other is a general problem running train_dreambooth_lora_flux.py." + }, + { + "left": "issue:11050", + "right": "issue:2780", + "accept": false, + "reason": "Different dtype/AMP issues in different scripts: SD3 ControlNet bf16/fp16 casting vs FP16 gradient unscale in text-to-image LoRA." + }, + { + "left": "issue:3537", + "right": "issue:3612", + "accept": false, + "reason": "One is a conversion script request; the other is about creating a ControlNet without a model and choosing a preprocessor. Not duplicates." + }, + { + "left": "issue:7979", + "right": "issue:8614", + "accept": false, + "reason": "A malformed config JSON error is not the same as missing config.json for a controlnet single-file model." + }, + { + "left": "issue:10722", + "right": "issue:10969", + "accept": false, + "reason": "Different runtime errors in different training setups: tensor-size mismatch in DreamBooth prior preservation vs FLUX-Control zero3 weight dimensionality." + }, + { + "left": "issue:2361", + "right": "issue:3694", + "accept": false, + "reason": "Saving checkpoints failure vs missing model_index.json/config.json during finetuning setup. Distinct failure stages." + }, + { + "left": "issue:12104", + "right": "issue:12771", + "accept": false, + "reason": "Generic IndexError vs a specific DPMSolverMultistepScheduler out-of-bounds issue with squaredcos_cap_v2 and Karras sigmas." + }, + { + "left": "issue:2156", + "right": "issue:2203", + "accept": false, + "reason": "One is training on CPU instead of GPU; the other is model download path location. Completely different problems." + }, + { + "left": "issue:8503", + "right": "issue:8828", + "accept": false, + "reason": "Both are SD3 training issues, but one is gradient checkpointing-related while the other is a general 16GB training error." + }, + { + "left": "issue:12533", + "right": "issue:12661", + "accept": false, + "reason": "Context-parallelism/CPU-offload hook conflict vs a ChronoEdit crash with context parallelism. Not enough evidence of the same bug." + }, + { + "left": "issue:10334", + "right": "issue:11315", + "accept": false, + "reason": "Both mention MPS, but Sana image corruption/NaNs and HiDream float64 rope are different models and likely different root causes." + }, + { + "left": "issue:9047", + "right": "issue:9971", + "accept": false, + "reason": "Flux failing on MPS devices is a device/backend issue; DEISMultistepScheduler not working on FLUX is a scheduler issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 89, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:11432", + "issue:11922", + "issue:12107", + "issue:2091", + "issue:2161", + "issue:2299", + "issue:3279", + "issue:3346", + "issue:3453", + "issue:4286", + "issue:4436", + "issue:4453", + "issue:4566", + "issue:460", + "issue:4790", + "issue:4974", + "issue:5016", + "issue:5226", + "issue:5317", + "issue:5341", + "issue:5687", + "issue:5757", + "issue:5886", + "issue:5997", + "issue:6008", + "issue:6069", + "issue:6117", + "issue:6226", + "issue:6295", + "issue:6584", + "issue:6732", + "issue:7053", + "issue:7138", + "issue:7286", + "issue:7440", + "issue:7879", + "issue:7982", + "issue:8359", + "issue:8469", + "issue:8827", + "issue:8885", + "issue:8900", + "issue:9142", + "issue:9209", + "issue:9309", + "issue:9421", + "issue:9643", + "issue:9804" + ], + "soft_pairs": [ + "issue:5016|issue:5757", + "issue:5687|issue:6295", + "issue:2091|issue:3453", + "issue:12107|issue:9142", + "issue:4790|issue:6226", + "issue:7286|issue:8885", + "issue:6732|issue:7053", + "issue:6226|issue:9421", + "issue:3279|issue:3346", + "issue:2299|issue:460", + "issue:4436|issue:4453", + "issue:7440|issue:7879", + "issue:9209|issue:9804", + "issue:6069|issue:6117", + "issue:4286|issue:5226", + "issue:11922|issue:9309", + "issue:2161|issue:4566", + "issue:5317|issue:5341", + "issue:6008|issue:8469", + "issue:9142|issue:9643", + "issue:5886|issue:8827", + "issue:11432|issue:7982", + "issue:8359|issue:8900", + "issue:4974|issue:6584", + "issue:5997|issue:7138" + ], + "prepared_review_unit_hash": "943e67a7463cb594eff764c1130da97d681319bb36a4503c1e22e2a954828f61", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34203, + "estimated_input_tokens": 8551, + "estimated_eval_tokens": 17358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of unrelated loading, conversion, scheduler, and training-example issues; none of the proposed soft pairs look like safe duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "issue:8359 is the broadest, most central loading/conversion report in the set (from_single_file/custom checkpoints) and is a better anchor than narrower, symptom-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:8359 best represents the cluster's dominant theme of model-loading incompatibilities and has the clearest, most reusable problem statement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5016", + "right": "issue:5757", + "accept": false, + "reason": "Same script family, but one is about SDXL text-encoder training and the other is resume-from-checkpoint errors; not the same concrete bug." + }, + { + "left": "issue:5687", + "right": "issue:6295", + "accept": false, + "reason": "Both involve schedulers, but the failure modes differ (duplicate timesteps vs artifacts under DPM++ 2M SDE Karras/use_lu_lambdas)." + }, + { + "left": "issue:2091", + "right": "issue:3453", + "accept": false, + "reason": "Resume-from-checkpoint multi-GPU pipeline issue vs bf16 CUDA kernel limitation; unrelated code paths." + }, + { + "left": "issue:12107", + "right": "issue:9142", + "accept": false, + "reason": "Both mention list/AttributeError, but one is accelerate tracker logging and the other is multi-ControlNet model wiring; different bugs." + }, + { + "left": "issue:4790", + "right": "issue:6226", + "accept": false, + "reason": "Both are converter-related, but they are different conversion directions and different downstream failures; not one bug." + }, + { + "left": "issue:7286", + "right": "issue:8885", + "accept": false, + "reason": "Custom Diffusion cross-attention loading and clip-retrieval/modifier-token installation are unrelated problems." + }, + { + "left": "issue:6732", + "right": "issue:7053", + "accept": false, + "reason": "Documentation for trained_betas is not the same as UNet3D class-conditioning behavior." + }, + { + "left": "issue:6226", + "right": "issue:9421", + "accept": false, + "reason": "A conversion-script loading error is not the same as inaccessible model download/authorization for runwayml/stable-diffusion-inpainting." + }, + { + "left": "issue:3279", + "right": "issue:3346", + "accept": false, + "reason": "Both are about checkpoint resume in the same script, but one is a runtime error report and the other is a feature/support request; not enough evidence for one duplicate." + }, + { + "left": "issue:2299", + "right": "issue:460", + "accept": false, + "reason": "ONNX runtime dependency issue vs fine-tuned checkpoint support; different subsystems and symptoms." + }, + { + "left": "issue:4436", + "right": "issue:4453", + "accept": false, + "reason": "These are opposite conversion directions and different model formats (CivitAI safetensors with VAE vs SDXL LoRA to safetensors)." + }, + { + "left": "issue:7440", + "right": "issue:7879", + "accept": false, + "reason": "Missing dataset availability and a separate dataset request are related, but not the same underlying bug/change." + }, + { + "left": "issue:9209", + "right": "issue:9804", + "accept": false, + "reason": "HF mirror connectivity failure vs local ControlNet loading failure; one is networking, the other is model loading." + }, + { + "left": "issue:6069", + "right": "issue:6117", + "accept": false, + "reason": "Both are add_noise scheduler bugs, but they affect different schedulers and different edge cases." + }, + { + "left": "issue:4286", + "right": "issue:5226", + "accept": false, + "reason": "Both mention load_lora_weights, but one is SDXL LoRA loading and the other is the SDXL Adapter pipeline; different pipeline support issues." + }, + { + "left": "issue:11922", + "right": "issue:9309", + "accept": false, + "reason": "Different Flux pipelines/models and different failures; too broad to call duplicates." + }, + { + "left": "issue:2161", + "right": "issue:4566", + "accept": false, + "reason": "Inpainting LoRA training and SDXL resume-from-checkpoint errors are different problems." + }, + { + "left": "issue:5317", + "right": "issue:5341", + "accept": false, + "reason": "PEFT API docs and updating example scripts are adjacent maintenance tasks, not one underlying bug." + }, + { + "left": "issue:6008", + "right": "issue:8469", + "accept": false, + "reason": "Both are face/IP-Adapter related, but they target different models and symptoms (LCM LoRA interaction vs corrupt faces)." + }, + { + "left": "issue:9142", + "right": "issue:9643", + "accept": false, + "reason": "Both involve multiple ControlNets, but on different model families (Hunyuan DiT vs Flux) and likely different implementations." + }, + { + "left": "issue:5886", + "right": "issue:8827", + "accept": false, + "reason": "A feature request for face model support is not the same as a specific ip-adapter-faceid_sdxl runtime error." + }, + { + "left": "issue:11432", + "right": "issue:7982", + "accept": false, + "reason": "torch_dtype='auto' in from_pretrained and from_pipe with MultiControlNetModel are separate API paths and failures." + }, + { + "left": "issue:8359", + "right": "issue:8900", + "accept": false, + "reason": "Same API family, but one is a bug with custom checkpoints and the other is a how-to question for a specific refiner file." + }, + { + "left": "issue:4974", + "right": "issue:6584", + "accept": false, + "reason": "General safetensors-to-diffusers conversion question vs a specific DreamShaper v8 inpaint conversion failure." + }, + { + "left": "issue:5997", + "right": "issue:7138", + "accept": false, + "reason": "Tutorial model-type mismatch and UNet structure mismatch are both SDXL-related, but they are different mismatches at different layers." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 90, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10026", + "issue:10180", + "issue:10382", + "issue:10650", + "issue:10772", + "issue:10823", + "issue:10866", + "issue:10937", + "issue:11169", + "issue:11560", + "issue:12396", + "issue:12547", + "issue:12656", + "issue:12771", + "issue:1304", + "issue:1534", + "issue:1556", + "issue:2107", + "issue:2830", + "issue:2988", + "issue:3728", + "issue:3813", + "issue:434", + "issue:4580", + "issue:4631", + "issue:4724", + "issue:4925", + "issue:5012", + "issue:5026", + "issue:5152", + "issue:5197", + "issue:5412", + "issue:5432", + "issue:5846", + "issue:5997", + "issue:6407", + "issue:7041", + "issue:7168", + "issue:7238", + "issue:7420", + "issue:9237", + "issue:9331", + "issue:938", + "issue:9501", + "issue:9619", + "issue:9907", + "issue:9936" + ], + "soft_pairs": [ + "issue:10026|issue:5197", + "issue:10382|issue:9331", + "issue:2830|issue:938", + "issue:4580|issue:4631", + "issue:7168|issue:7238", + "issue:2988|issue:7041", + "issue:12656|issue:12771", + "issue:3728|issue:6407", + "issue:1534|issue:434", + "issue:10180|issue:12396", + "issue:4925|issue:5997", + "issue:5012|issue:5432", + "issue:9237|issue:9501", + "issue:9907|issue:9936", + "issue:10772|issue:9619", + "issue:10650|issue:10866", + "issue:10823|issue:12547", + "issue:10937|issue:7420", + "issue:1304|issue:3813", + "issue:4724|issue:7041", + "issue:5026|issue:5152", + "issue:5412|issue:5846", + "issue:11169|issue:11560", + "issue:1556|issue:2107" + ], + "prepared_review_unit_hash": "768e45bb287aed2b64b673c971313e626efc2b6169d0f37005a25727716342b2", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33513, + "estimated_input_tokens": 8379, + "estimated_eval_tokens": 17014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate edges are all superficial keyword matches; the issues span unrelated bugs, features, and models, so none look like the same underlying problem. No canonical duplicate group emerges from this set.", + "confidence": 0.96, + "canonical_issue_reason": "null", + "canonical_pr_reason": "null", + "best_issue_reason": "null", + "best_pr_reason": "null", + "soft_edge_verdicts": [ + { + "left": "issue:10026", + "right": "issue:5197", + "accept": false, + "reason": "Both mention multi-GPU training, but one is Flux ControlNet + DeepSpeed Stage-3 memory usage and the other is SD1.5 training slowdown; different code paths and symptoms." + }, + { + "left": "issue:10382", + "right": "issue:9331", + "accept": false, + "reason": "VAE encoder forward return-type/AttributeError versus FlowMatchEulerDiscreteScheduler index_for_timestep logic; unrelated components." + }, + { + "left": "issue:2830", + "right": "issue:938", + "accept": false, + "reason": "Text/image-to-video question versus a text-to-motion model request; same media domain but different task and pipeline." + }, + { + "left": "issue:4580", + "right": "issue:4631", + "accept": false, + "reason": "Both are scheduler exceptions with use_karras_sigmas, but they involve different schedulers and different failure modes." + }, + { + "left": "issue:7168", + "right": "issue:7238", + "accept": false, + "reason": "IP-Adapter embed shape troubleshooting versus IP-Adapter masking feature request/bug; not the same issue." + }, + { + "left": "issue:2988", + "right": "issue:7041", + "accept": false, + "reason": "Different runtime failures in schedulers: num_training_steps == num_inference_steps versus segfault when num_inference_steps > 1." + }, + { + "left": "issue:12656", + "right": "issue:12771", + "accept": false, + "reason": "AuraFlow positional embedding out-of-bounds versus DPMSolverMultistepScheduler out-of-bounds under squaredcos+karras; different model and scheduler bugs." + }, + { + "left": "issue:3728", + "right": "issue:6407", + "accept": false, + "reason": "A new pipeline proposal versus AnyText model announcement/request; no shared underlying bug or change." + }, + { + "left": "issue:1534", + "right": "issue:434", + "accept": false, + "reason": "Dreambooth notebook error versus notebook incompatibility with version 0.3.0; too generic to be the same defect." + }, + { + "left": "issue:10180", + "right": "issue:12396", + "accept": false, + "reason": "Multiple LoRA loading bug versus leaf_level/delete_adapters errors; different adapter management scenarios." + }, + { + "left": "issue:4925", + "right": "issue:5997", + "accept": false, + "reason": "Distributed ControlNet SDXL OOM versus ControlNet SDXL tutorial type mismatch; unrelated problems." + }, + { + "left": "issue:5012", + "right": "issue:5432", + "accept": false, + "reason": "Text encoder training missing in LoRA script versus blank validation images; different bugs in the training script." + }, + { + "left": "issue:9237", + "right": "issue:9501", + "accept": false, + "reason": "Flux Dreambooth LoRA training issue versus delayed model saving during Flux training; different symptoms and likely causes." + }, + { + "left": "issue:9907", + "right": "issue:9936", + "accept": false, + "reason": "Maximum sequence length warning versus NCCL timeout in multi-GPU training; not the same code-path problem." + }, + { + "left": "issue:10772", + "right": "issue:9619", + "accept": false, + "reason": "Sana ControlNet support request versus ControlNet pipeline interrupt support; different features and scopes." + }, + { + "left": "issue:10650", + "right": "issue:10866", + "accept": false, + "reason": "Lumina shape/reshape runtime error versus Lumina LoRA compatibility with Civitai LoRAs; unrelated failures." + }, + { + "left": "issue:10823", + "right": "issue:12547", + "accept": false, + "reason": "Missing inference files from fine-tuning script versus required --instance_prompt argument for Flux Kontext Dreambooth; different scripts and fixes." + }, + { + "left": "issue:10937", + "right": "issue:7420", + "accept": false, + "reason": "Both involve torch.compile, but one is specifically vae.encode and the other is a broad inability to use torch.compile; too broad to merge as one bug." + }, + { + "left": "issue:1304", + "right": "issue:3813", + "accept": false, + "reason": "General how-to question for text-guided image-to-image versus multi-GPU model-parallel finetuning question; not a duplicate." + }, + { + "left": "issue:4724", + "right": "issue:7041", + "accept": false, + "reason": "SDXL Img2Img checkpoint behavior versus segfault with num_inference_steps > 1; different pipelines and failure modes." + }, + { + "left": "issue:5026", + "right": "issue:5152", + "accept": false, + "reason": "KeyError on text_encoder in 0.21.0 versus W\u00fcrstchen bug in 0.21.3 alpha; different models and issues." + }, + { + "left": "issue:5412", + "right": "issue:5846", + "accept": false, + "reason": "Both are resume_from_checkpoint failures, but they occur in different training scripts and there is no evidence of the same concrete bug." + }, + { + "left": "issue:11169", + "right": "issue:11560", + "accept": false, + "reason": "Binary incompatibility numpy import traceback versus a vague import error; insufficient evidence they are the same underlying issue." + }, + { + "left": "issue:1556", + "right": "issue:2107", + "accept": false, + "reason": "Black images with CUDA/NSFW warning versus low-resolution glitchy/black images; different triggers and likely causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 91, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10804", + "issue:10883", + "issue:11432", + "issue:11627", + "issue:11651", + "issue:1197", + "issue:12752", + "issue:1919", + "issue:2107", + "issue:2132", + "issue:2156", + "issue:2218", + "issue:2596", + "issue:3124", + "issue:3250", + "issue:3284", + "issue:3454", + "issue:3651", + "issue:3799", + "issue:3954", + "issue:4080", + "issue:4356", + "issue:4390", + "issue:4806", + "issue:4936", + "issue:557", + "issue:5603", + "issue:5753", + "issue:5798", + "issue:5799", + "issue:6159", + "issue:6224", + "issue:6278", + "issue:7223", + "issue:7377", + "issue:746", + "issue:761", + "issue:861", + "issue:8732", + "issue:9112", + "issue:9187", + "issue:9403", + "issue:9448", + "issue:9576", + "issue:9744", + "issue:9825", + "issue:9841" + ], + "soft_pairs": [ + "issue:3124|issue:5753", + "issue:2596|issue:5603", + "issue:7377|issue:9112", + "issue:3250|issue:861", + "issue:3799|issue:4806", + "issue:4356|issue:4936", + "issue:7223|issue:9744", + "issue:2132|issue:2156", + "issue:2218|issue:761", + "issue:10804|issue:11651", + "issue:1197|issue:4080", + "issue:2132|issue:3454", + "issue:3250|issue:746", + "issue:1919|issue:4390", + "issue:3954|issue:6278", + "issue:2107|issue:557", + "issue:6224|issue:8732", + "issue:11627|issue:9448", + "issue:9403|issue:9825", + "issue:9576|issue:9841", + "issue:2132|issue:3284", + "issue:11432|issue:9187", + "issue:3651|issue:3954", + "issue:5799|issue:6159", + "issue:10883|issue:12752", + "issue:5798|issue:5799" + ], + "prepared_review_unit_hash": "a550ebde87d1a6081131034e6f80e850ef2a8b2445f3827294ac86888d0c565d", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 33793, + "estimated_input_tokens": 8449, + "estimated_eval_tokens": 17154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Nearly all soft pairs are distinct issues with different pipelines, APIs, or error modes. The only clear duplicate-style pair is the FLUX IPAdapter feature request cluster.", + "confidence": 0.77, + "canonical_issue_reason": "issue:9825 is the broader, more generic FLUX IPAdapter request; it best represents the shared feature ask behind the FLUX-related pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:9825 is the best global issue candidate because it is the clearest umbrella request for the same FLUX IPAdapter capability.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3124", + "right": "issue:5753", + "accept": false, + "reason": "Different problems: model conversion failure vs. ControlNet LoRA-loading compatibility." + }, + { + "left": "issue:2596", + "right": "issue:5603", + "accept": false, + "reason": "Different missing-import/doc issues involving unrelated symbols." + }, + { + "left": "issue:7377", + "right": "issue:9112", + "accept": false, + "reason": "Different pipelines and different runtime errors; only a generic inference-failure resemblance." + }, + { + "left": "issue:3250", + "right": "issue:861", + "accept": false, + "reason": "One is K-Diffusion pipeline runtime, the other is checkpoint conversion." + }, + { + "left": "issue:3799", + "right": "issue:4806", + "accept": false, + "reason": "Both are type-related, but they concern different classes and APIs." + }, + { + "left": "issue:4356", + "right": "issue:4936", + "accept": false, + "reason": "Unrelated module import error vs. DreamBooth resume bug." + }, + { + "left": "issue:7223", + "right": "issue:9744", + "accept": false, + "reason": "Both are video-model addition requests, but for different models and not the same change." + }, + { + "left": "issue:2132", + "right": "issue:2156", + "accept": false, + "reason": "Same example family, but the failures are different: trackers attribute error vs. CPU/GPU training path." + }, + { + "left": "issue:2218", + "right": "issue:761", + "accept": false, + "reason": "Different DreamBooth training issues with no clear shared code-path." + }, + { + "left": "issue:10804", + "right": "issue:11651", + "accept": false, + "reason": "Both mention FLUX LoRA loading, but they target different models/pipelines and error contexts." + }, + { + "left": "issue:1197", + "right": "issue:4080", + "accept": false, + "reason": "Completely different features: OpenAI diffusion pipeline vs. SDXL inpainting." + }, + { + "left": "issue:2132", + "right": "issue:3454", + "accept": false, + "reason": "Same script, but one specific accelerator attribute error and one broad latest-version failure are not clearly the same bug." + }, + { + "left": "issue:3250", + "right": "issue:746", + "accept": false, + "reason": "Different conversion/loading problems for different pipeline types." + }, + { + "left": "issue:1919", + "right": "issue:4390", + "accept": false, + "reason": "Both are missing-dependency complaints, but not the same missing package or example." + }, + { + "left": "issue:3954", + "right": "issue:6278", + "accept": false, + "reason": "Both involve multi-GPU training, but the concrete issues differ." + }, + { + "left": "issue:2107", + "right": "issue:557", + "accept": false, + "reason": "Different symptoms and unrelated sampling/image-quality complaints." + }, + { + "left": "issue:6224", + "right": "issue:8732", + "accept": false, + "reason": "TorchDynamo fine-tuning issue vs. checkpoint-saving issue." + }, + { + "left": "issue:11627", + "right": "issue:9448", + "accept": false, + "reason": "Both IP-Adapter related, but different pipelines and different failure modes." + }, + { + "left": "issue:9403", + "right": "issue:9825", + "accept": true, + "reason": "Both request FLUX IPAdapter support; 9825 is the broader umbrella request and matches the same underlying feature." + }, + { + "left": "issue:9576", + "right": "issue:9841", + "accept": false, + "reason": "Different bugs: safetensors propagation vs. DreamBooth use_dora TypeError." + }, + { + "left": "issue:2132", + "right": "issue:3284", + "accept": false, + "reason": "Same example script, but the reported failures are not specific enough to confirm the same root cause." + }, + { + "left": "issue:11432", + "right": "issue:9187", + "accept": false, + "reason": "Different loading issues in different model families." + }, + { + "left": "issue:3651", + "right": "issue:3954", + "accept": false, + "reason": "Both multi-GPU-related, but one is inability to run and the other is an LR-step-count bug." + }, + { + "left": "issue:5799", + "right": "issue:6159", + "accept": false, + "reason": "Both are unsupported pipeline kwargs, but for different kwargs and pipelines." + }, + { + "left": "issue:10883", + "right": "issue:12752", + "accept": false, + "reason": "Completely different model/update requests." + }, + { + "left": "issue:5798", + "right": "issue:5799", + "accept": false, + "reason": "Both are keyword-argument issues, but they affect different pipelines and different parameters." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are conservative. The only accepted pair, issue:9403 and issue:9825, is supported by the titles as the same FLUX IPAdapter feature request, with 9825 plausibly serving as the broader umbrella issue." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 92, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10302", + "issue:10428", + "issue:10514", + "issue:10542", + "issue:10962", + "issue:11010", + "issue:11363", + "issue:11436", + "issue:11777", + "issue:12396", + "issue:12738", + "issue:13079", + "issue:2089", + "issue:2412", + "issue:2616", + "issue:2707", + "issue:2844", + "issue:3481", + "issue:4307", + "issue:4402", + "issue:455", + "issue:4566", + "issue:457", + "issue:4849", + "issue:5128", + "issue:5395", + "issue:5518", + "issue:579", + "issue:5919", + "issue:6131", + "issue:6149", + "issue:6226", + "issue:6460", + "issue:6839", + "issue:684", + "issue:7142", + "issue:8435", + "issue:8543", + "issue:8659", + "issue:8708", + "issue:9096", + "issue:9200", + "issue:9258", + "issue:9264", + "issue:9297", + "issue:9673", + "issue:9861" + ], + "soft_pairs": [ + "issue:5395|issue:5518", + "issue:2616|issue:5919", + "issue:6131|issue:6149", + "issue:10514|issue:10962", + "issue:9297|issue:9673", + "issue:11010|issue:9861", + "issue:2089|issue:684", + "issue:6460|issue:9264", + "issue:8543|issue:8708", + "issue:4402|issue:6839", + "issue:455|issue:457", + "issue:11777|issue:9258", + "issue:2844|issue:4307", + "issue:2707|issue:6226", + "issue:10542|issue:12738", + "issue:10302|issue:12396", + "issue:4566|issue:8659", + "issue:4849|issue:579", + "issue:11363|issue:13079", + "issue:3481|issue:7142", + "issue:5128|issue:8435", + "issue:10428|issue:9096", + "issue:11436|issue:9200", + "issue:2089|issue:2412" + ], + "prepared_review_unit_hash": "4de6fa052fdf05a2171ae7d1ee687e5e2837530280602b7ee88d4ba1d3a34294", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33259, + "estimated_input_tokens": 8315, + "estimated_eval_tokens": 16886 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of issue reports with a few plausible duplicates around from_single_file loading, multi-LoRA loading performance, and SDXL checkpoint resume. The rest only share broad subsystem or symptom-level similarity and should stay separate.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 8435 is the broadest from_single_file runtime-error report and the best umbrella among the close matches, though the overall cluster is not a single coherent bug.", + "canonical_pr_reason": null, + "best_issue_reason": "8435 is the strongest representative of the repeated from_single_file/load-failure theme and is the most useful issue to anchor the accepted duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5395", + "right": "issue:5518", + "accept": false, + "reason": "Both involve LoRA/PEFT errors, but one is about combining LoRAs and the other is a missing set_lora_layer attribute; different concrete bugs." + }, + { + "left": "issue:2616", + "right": "issue:5919", + "accept": false, + "reason": "Both are training-time attribute errors, but they fail at different code paths and with different missing objects/methods." + }, + { + "left": "issue:6131", + "right": "issue:6149", + "accept": false, + "reason": "Both concern IP-Adapter variants, but the symptoms and targets differ; not enough to show the same underlying bug." + }, + { + "left": "issue:10514", + "right": "issue:10962", + "accept": false, + "reason": "Different pipelines and failure modes: Sana resolution binning/sample size versus CogView4 prompt-embed shape issues." + }, + { + "left": "issue:9297", + "right": "issue:9673", + "accept": true, + "reason": "Both report multi-LoRA loading performance problems in the same workflow; linear load-time growth and high CPU use are likely the same inefficiency." + }, + { + "left": "issue:11010", + "right": "issue:9861", + "accept": false, + "reason": "Support for a new Flux architecture and training not updating the transformer are unrelated bugs." + }, + { + "left": "issue:2089", + "right": "issue:684", + "accept": false, + "reason": "Both mention memory issues, but one is DreamBooth OOM and the other is AMD memory-optimization support; not the same defect." + }, + { + "left": "issue:6460", + "right": "issue:9264", + "accept": false, + "reason": "One is a loading hang for an existing inpainting model; the other is a request for a Flux inpainting model, not the same bug." + }, + { + "left": "issue:8543", + "right": "issue:8708", + "accept": false, + "reason": "Both are DreamBooth example issues, but one is gradient checkpointing and the other is a missing VAE config field; different failures." + }, + { + "left": "issue:4402", + "right": "issue:6839", + "accept": false, + "reason": "Both mention from_single_file, but they affect different pipeline classes and the titles do not establish the same concrete code-path bug." + }, + { + "left": "issue:455", + "right": "issue:457", + "accept": false, + "reason": "MPS index.Tensor not implemented and MPS blue artifacts are distinct symptoms, likely different root causes." + }, + { + "left": "issue:11777", + "right": "issue:9258", + "accept": false, + "reason": "These are unrelated: a HiDream LoRA training question versus Flux LoRA training performance on different OSes." + }, + { + "left": "issue:2844", + "right": "issue:4307", + "accept": false, + "reason": "Explicit image-embedding input to StableUnCLIPImg2Img is unrelated to a local_files_only from_pretrained error." + }, + { + "left": "issue:2707", + "right": "issue:6226", + "accept": false, + "reason": "A syntax error in the converter script is not the same as downstream loading errors in webui." + }, + { + "left": "issue:10542", + "right": "issue:12738", + "accept": false, + "reason": "Both fail for batch size > 1, but they are different pipelines with different assertions and no clear shared bug." + }, + { + "left": "issue:10302", + "right": "issue:12396", + "accept": false, + "reason": "FP8 inference noise and leaf_level/delete_adapters errors are unrelated." + }, + { + "left": "issue:4566", + "right": "issue:8659", + "accept": true, + "reason": "Both are SDXL training/checkpoint-resume failures in the same training script family; 8659 explicitly includes the same resume/load path." + }, + { + "left": "issue:4849", + "right": "issue:579", + "accept": false, + "reason": "Multi-GPU textual inversion training and missing config.json are unrelated." + }, + { + "left": "issue:11363", + "right": "issue:13079", + "accept": false, + "reason": "Both are CUDA OOM reports, but on different models and scenarios; not a single fixable bug." + }, + { + "left": "issue:3481", + "right": "issue:7142", + "accept": false, + "reason": "These are about differing inference outputs, but the causes and contexts are too different to be duplicates." + }, + { + "left": "issue:5128", + "right": "issue:8435", + "accept": true, + "reason": "Both are from_single_file loading/runtime failures with local weights; 8435 is the broader generic report and 5128 is a specific manifestation." + }, + { + "left": "issue:10428", + "right": "issue:9096", + "accept": false, + "reason": "Different Flux inference problems on different hardware/precision settings; not the same code-path bug." + }, + { + "left": "issue:11436", + "right": "issue:9200", + "accept": false, + "reason": "Both are dtype mismatches, but they affect different models/pipelines and are not shown to share the same root cause." + }, + { + "left": "issue:2089", + "right": "issue:2412", + "accept": false, + "reason": "AltDiffusion DreamBooth OOM and a generic DreamBooth error are too broad and not the same underlying failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about most pairs. The accepted duplicate edges are plausible from the titles alone: 5128\u21948435 share the same from_single_file/local-safetensors failure theme, 4566\u21948659 clearly overlap on SDXL checkpoint resume/load issues, and 9297\u21949673 both describe multi-LoRA loading inefficiency. The remaining verdicts are appropriately cautious and do not overstate sameness." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 93, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10392", + "issue:10421", + "issue:10447", + "issue:10512", + "issue:10672", + "issue:10757", + "issue:10963", + "issue:11199", + "issue:11225", + "issue:11241", + "issue:11352", + "issue:11374", + "issue:11561", + "issue:11710", + "issue:1185", + "issue:13067", + "issue:1565", + "issue:1919", + "issue:1944", + "issue:2091", + "issue:2695", + "issue:2904", + "issue:2991", + "issue:3094", + "issue:3191", + "issue:3250", + "issue:4398", + "issue:4733", + "issue:4790", + "issue:4837", + "issue:5226", + "issue:5412", + "issue:5892", + "issue:6176", + "issue:6524", + "issue:6561", + "issue:6790", + "issue:6794", + "issue:6894", + "issue:7197", + "issue:7310", + "issue:817", + "issue:8493", + "issue:8511", + "issue:8790", + "issue:9109", + "issue:9358", + "issue:9876" + ], + "soft_pairs": [ + "issue:1565|issue:3094", + "issue:2695|issue:2991", + "issue:10392|issue:10512", + "issue:10672|issue:11710", + "issue:10963|issue:11199", + "issue:2091|issue:7197", + "issue:3191|issue:4398", + "issue:1919|issue:817", + "issue:5226|issue:9109", + "issue:10421|issue:11352", + "issue:2904|issue:3250", + "issue:6790|issue:8493", + "issue:10447|issue:10757", + "issue:4790|issue:4837", + "issue:4733|issue:7310", + "issue:6176|issue:9876", + "issue:6524|issue:6561", + "issue:11225|issue:11241", + "issue:11374|issue:13067", + "issue:11561|issue:8790", + "issue:1185|issue:1944", + "issue:5412|issue:6894", + "issue:5892|issue:6794", + "issue:8511|issue:9358" + ], + "prepared_review_unit_hash": "97c77e14cd9e480e4053b909b464c201395780e4b549d5d339ba9f2d6c560119", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33982, + "estimated_input_tokens": 8496, + "estimated_eval_tokens": 17248 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated issues about Flux/LoRA loading, training checkpoints, conversion scripts, import errors, feature requests, and memory/VRAM behavior. None of the soft pairs look like true duplicates; most share only broad subsystem words.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue cleanly represents the cluster. The only somewhat central thread is Flux/LoRA loading (e.g. 10512), but the rest of the items are too diverse to treat as one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "10512 is the closest concrete bug in the most coherent subtheme (Flux/LoRA loading) and has substantial discussion, but it still does not cover the other unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1565", + "right": "issue:3094", + "accept": false, + "reason": "Both mention GPU OOM, but they are different pipelines and different failure contexts; not the same underlying bug." + }, + { + "left": "issue:2695", + "right": "issue:2991", + "accept": false, + "reason": "Both are training/validation failures, but one is a TensorBoard validation issue and the other is mixed-precision behavior in ControlNet; different bugs." + }, + { + "left": "issue:10392", + "right": "issue:10512", + "accept": false, + "reason": "Both involve Flux/LoRA, but one is a specific Hyper-FLUX.1-dev-8steps-lora scenario and the other is a Quanto Flux LoRA load failure; too different to be duplicates." + }, + { + "left": "issue:10672", + "right": "issue:11710", + "accept": false, + "reason": "A callback API request and a MagCache feature request are unrelated changes." + }, + { + "left": "issue:10963", + "right": "issue:11199", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and different root causes." + }, + { + "left": "issue:2091", + "right": "issue:7197", + "accept": false, + "reason": "Both involve resuming training, but one is a multi-GPU checkpoint issue and the other is a KeyError on a specific transform/shape path." + }, + { + "left": "issue:3191", + "right": "issue:4398", + "accept": false, + "reason": "Both concern Dreambooth/LoRA outputs, but one is a general breakage report and the other is a black-image bug in SDXL LoRA Dreambooth; not the same concrete issue." + }, + { + "left": "issue:1919", + "right": "issue:817", + "accept": false, + "reason": "Missing datasets dependency and mixed-precision malfunction are unrelated bugs." + }, + { + "left": "issue:5226", + "right": "issue:9109", + "accept": false, + "reason": "Load_lora_weights support for a pipeline is unrelated to a torchvision NMS import/operator failure." + }, + { + "left": "issue:10421", + "right": "issue:11352", + "accept": false, + "reason": "A CPU memory leak while moving pipelines across GPUs is not the same as a missing warning when moving 8-bit models to CPU." + }, + { + "left": "issue:2904", + "right": "issue:3250", + "accept": false, + "reason": "Different pipeline failures with different error modes; only broad pipeline-runtime similarity." + }, + { + "left": "issue:6790", + "right": "issue:8493", + "accept": false, + "reason": "Both are model state_dict loading problems, but they affect different models and likely different incompatibilities." + }, + { + "left": "issue:10447", + "right": "issue:10757", + "accept": false, + "reason": "A file-splitting regression in a conversion script and a variable-renaming issue are not the same bug." + }, + { + "left": "issue:4790", + "right": "issue:4837", + "accept": false, + "reason": "Both concern conversion scripts, but one is a round-trip file incompatibility and the other is an SDXL conversion failure; distinct issues." + }, + { + "left": "issue:4733", + "right": "issue:7310", + "accept": false, + "reason": "Both are training-script problems, but one is checkpoint resume and the other is default-settings behavior in a different script." + }, + { + "left": "issue:6176", + "right": "issue:9876", + "accept": false, + "reason": "Loading LoRA after training and VRAM not being released after training are related themes but different concrete bugs." + }, + { + "left": "issue:6524", + "right": "issue:6561", + "accept": false, + "reason": "A second LoRA load failing is unrelated to an IP-Adapter missing config file error." + }, + { + "left": "issue:11225", + "right": "issue:11241", + "accept": false, + "reason": "Validation OOM and a floating point exception in Flux ControlNet training are different failure modes." + }, + { + "left": "issue:11374", + "right": "issue:13067", + "accept": false, + "reason": "Two feature requests for different models; same broad type, not same change." + }, + { + "left": "issue:11561", + "right": "issue:8790", + "accept": false, + "reason": "Both mention IP Adapter, but for different pipelines and different requested support paths." + }, + { + "left": "issue:1185", + "right": "issue:1944", + "accept": false, + "reason": "Both are Dreambooth quality/reproducibility complaints, but they describe different symptoms and likely different causes." + }, + { + "left": "issue:5412", + "right": "issue:6894", + "accept": false, + "reason": "Checkpoint resume failure in one script is different from a LoRA compatibility break in A1111." + }, + { + "left": "issue:5892", + "right": "issue:6794", + "accept": false, + "reason": "Both are import errors, but the missing imports are different and there is no evidence of the same root cause." + }, + { + "left": "issue:8511", + "right": "issue:9358", + "accept": false, + "reason": "Both touch text-encoder handling in SD3/Flux LoRA training, but they describe different code paths and symptoms; not safe to merge as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 94, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10470", + "issue:10674", + "issue:10989", + "issue:1181", + "issue:12011", + "issue:12147", + "issue:12321", + "issue:12412", + "issue:12459", + "issue:12565", + "issue:13079", + "issue:1742", + "issue:2439", + "issue:2560", + "issue:2806", + "issue:3363", + "issue:3631", + "issue:3706", + "issue:378", + "issue:3984", + "issue:4241", + "issue:4368", + "issue:4551", + "issue:4665", + "issue:4724", + "issue:4733", + "issue:4849", + "issue:4975", + "issue:4985", + "issue:5474", + "issue:5529", + "issue:5575", + "issue:5606", + "issue:5633", + "issue:5719", + "issue:6230", + "issue:6520", + "issue:6561", + "issue:6879", + "issue:7238", + "issue:7239", + "issue:771", + "issue:8472", + "issue:8939", + "issue:8950", + "issue:9025", + "issue:9032" + ], + "soft_pairs": [ + "issue:4368|issue:8950", + "issue:12011|issue:13079", + "issue:6561|issue:7238", + "issue:378|issue:4849", + "issue:2806|issue:771", + "issue:4975|issue:5606", + "issue:10470|issue:10674", + "issue:5575|issue:8472", + "issue:10989|issue:12147", + "issue:1181|issue:4241", + "issue:3706|issue:5474", + "issue:6879|issue:7239", + "issue:9025|issue:9032", + "issue:4665|issue:5719", + "issue:4985|issue:6520", + "issue:3363|issue:4733", + "issue:4551|issue:8939", + "issue:12321|issue:12412", + "issue:2439|issue:3631", + "issue:5529|issue:5633", + "issue:5529|issue:6230", + "issue:1742|issue:2560", + "issue:3984|issue:4724", + "issue:12459|issue:12565" + ], + "prepared_review_unit_hash": "477a32ced2e2675fe82f4b5a2bcc4b1e189f56af64c727189ec225be33601f9e", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33489, + "estimated_input_tokens": 8373, + "estimated_eval_tokens": 17002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issues with only one plausible duplicate pair around LoRA/safetensors file selection on Windows. The rest are different models, scripts, or symptom classes despite some broad subsystem overlap.", + "confidence": 0.91, + "canonical_issue_reason": "issue:4665 is the clearest original bug report and includes the concrete Windows/alternate-bin failure scenario; issue:5719 reads more like the code-path fix description.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:4665 best represents the only likely duplicate cluster in this set and is the most actionable user-facing report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4368", + "right": "issue:8950", + "accept": false, + "reason": "Both mention LoRA/OOM-ish training problems, but they are different models and different failure modes (SDXL training vs SD3 LoRA training)." + }, + { + "left": "issue:12011", + "right": "issue:13079", + "accept": false, + "reason": "Both are OOM reports, but one is Wan 2.2 video inference and the other is FLUX.2-klein looping over images; not the same bug." + }, + { + "left": "issue:6561", + "right": "issue:7238", + "accept": false, + "reason": "Different IP-Adapter issues: missing config file vs masking behavior." + }, + { + "left": "issue:378", + "right": "issue:4849", + "accept": false, + "reason": "Textual inversion is the only overlap; one is a distribution error, the other is a multi-GPU usage question." + }, + { + "left": "issue:2806", + "right": "issue:771", + "accept": false, + "reason": "Unrelated topics: pipeline customization printing vs BF16 training failure." + }, + { + "left": "issue:4975", + "right": "issue:5606", + "accept": false, + "reason": "Both concern LoRA loading, but one is performance inefficiency and the other is a missing-alpha correctness bug." + }, + { + "left": "issue:10470", + "right": "issue:10674", + "accept": false, + "reason": "Both are Flux inference complaints, but torchao inference and GGUF loading are different backends/code paths." + }, + { + "left": "issue:5575", + "right": "issue:8472", + "accept": false, + "reason": "A LoRA layer-size configuration question is not the same as pre-training LoRA with other modules simultaneously." + }, + { + "left": "issue:10989", + "right": "issue:12147", + "accept": false, + "reason": "Both are load failures, but they target different models and different quantization/loading contexts." + }, + { + "left": "issue:1181", + "right": "issue:4241", + "accept": false, + "reason": "Training from scratch is unrelated to a question about fine-tuning unidiffusers with LoRA." + }, + { + "left": "issue:3706", + "right": "issue:5474", + "accept": false, + "reason": "Different feature requests for different model families; no shared bug or change." + }, + { + "left": "issue:6879", + "right": "issue:7239", + "accept": false, + "reason": "Different training failures: dtype mismatch in Custom Diffusion vs shape mismatch in SDXL Dreambooth LoRA." + }, + { + "left": "issue:9025", + "right": "issue:9032", + "accept": false, + "reason": "Same pipeline family and TPU runtime, but one is from_single_file on Kaggle and the other is a minimal example request on Colab; not the same bug." + }, + { + "left": "issue:4665", + "right": "issue:5719", + "accept": true, + "reason": "These describe the same file-selection bug around LoRA safetensors/bin handling, with 5719 phrasing the fix for the failure reported in 4665." + }, + { + "left": "issue:4985", + "right": "issue:6520", + "accept": false, + "reason": "Same general SDXL training area, but one is OOM during InstructPix2Pix training and the other is blank validation output in adapter training." + }, + { + "left": "issue:3363", + "right": "issue:4733", + "accept": false, + "reason": "Same script name, but the failures are different: machine-specific failure vs checkpoint resume/optimizer state error." + }, + { + "left": "issue:4551", + "right": "issue:8939", + "accept": false, + "reason": "Different models and symptoms: SDXL Dreambooth crash vs SD3 tokenizer loading error." + }, + { + "left": "issue:12321", + "right": "issue:12412", + "accept": false, + "reason": "These are support requests for different HunyuanImage versions, not the same issue." + }, + { + "left": "issue:2439", + "right": "issue:3631", + "accept": false, + "reason": "Both are inpainting pipeline issues, but one is generic load/run trouble and the other is specifically passing latents." + }, + { + "left": "issue:5529", + "right": "issue:5633", + "accept": false, + "reason": "Different code areas and different bugs; only a loose training-script similarity." + }, + { + "left": "issue:5529", + "right": "issue:6230", + "accept": false, + "reason": "Same script, but generic bug report vs CUDA OOM; not enough to treat as the same underlying issue." + }, + { + "left": "issue:1742", + "right": "issue:2560", + "accept": false, + "reason": "Different reproducibility problems: prompt list inference speed vs list-of-generators output differences." + }, + { + "left": "issue:3984", + "right": "issue:4724", + "accept": false, + "reason": "Unrelated errors: class label requirement vs SDXL checkpoint behavior." + }, + { + "left": "issue:12459", + "right": "issue:12565", + "accept": false, + "reason": "Both are throughput/running complaints in different model families (Flux vs Wan), so they are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well-grounded in the packet: it identifies the one clearly matching duplicate pair (4665/5719) and keeps the rest conservative. The reasoning does not overstate the weaker overlaps, and the accepted pair looks mergeable as a single bugfix PR." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 95, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10010", + "issue:1005", + "issue:10954", + "issue:11033", + "issue:11436", + "issue:11448", + "issue:11648", + "issue:1604", + "issue:2068", + "issue:2210", + "issue:2392", + "issue:2548", + "issue:3177", + "issue:3296", + "issue:3418", + "issue:3564", + "issue:3569", + "issue:3661", + "issue:3984", + "issue:4183", + "issue:4213", + "issue:4250", + "issue:4303", + "issue:4480", + "issue:4488", + "issue:4835", + "issue:5028", + "issue:5432", + "issue:5510", + "issue:5798", + "issue:6130", + "issue:6136", + "issue:6243", + "issue:6506", + "issue:6666", + "issue:7146", + "issue:7223", + "issue:7311", + "issue:7682", + "issue:8503", + "issue:861", + "issue:8649", + "issue:8790", + "issue:9051", + "issue:9092", + "issue:9443", + "issue:9613", + "issue:9873" + ], + "soft_pairs": [ + "issue:4480|issue:6136", + "issue:9443|issue:9613", + "issue:2392|issue:6506", + "issue:11436|issue:5510", + "issue:5028|issue:5798", + "issue:11033|issue:7682", + "issue:3661|issue:4213", + "issue:10010|issue:11448", + "issue:10954|issue:11648", + "issue:8503|issue:8649", + "issue:7146|issue:7311", + "issue:1604|issue:3984", + "issue:4183|issue:4835", + "issue:3564|issue:3569", + "issue:7223|issue:9873", + "issue:3177|issue:3296", + "issue:4303|issue:4488", + "issue:9051|issue:9092", + "issue:1005|issue:861", + "issue:2210|issue:3418", + "issue:6243|issue:8790", + "issue:2548|issue:6130", + "issue:5432|issue:6666", + "issue:2068|issue:4250" + ], + "prepared_review_unit_hash": "f325c5bea88e8ec1703764c88c428fbe1d0cb90b625de9056a9c208af96a3931", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34068, + "estimated_input_tokens": 8517, + "estimated_eval_tokens": 17290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of diffusion-model loading, dtype, and training issues rather than a single duplicate set. Only a few pairs look like true same-change/same-bug matches (notably Uni-ControlNet, LoRA text-encoder training, and blank/black validation images).", + "confidence": 0.79, + "canonical_issue_reason": "Issue #6130 is the broadest representative of the recurring model/LoRA loading-failure theme, but the overall cluster is still heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "#6130 is the best single issue to anchor the cluster because it is the most generally representative of the loading-related failures present here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4480", + "right": "issue:6136", + "accept": false, + "reason": "Both are Mac/device inference failures, but one is an MPS float16 kernel crash and the other is SD2.1 NaNs on CPU; different bugs." + }, + { + "left": "issue:9443", + "right": "issue:9613", + "accept": false, + "reason": "Different codepaths and symptoms: SD3 slow-tokenizer instantiation vs a Timesteps.scale attribute error." + }, + { + "left": "issue:2392", + "right": "issue:6506", + "accept": false, + "reason": "Prompt_embeds handling in StableDiffusionImg2ImgPipeline is unrelated to StableVideoDiffusion output_type=\"np\" returning a list." + }, + { + "left": "issue:11436", + "right": "issue:5510", + "accept": false, + "reason": "Both are dtype mismatch errors, but they occur in different pipelines with different tensor/bias combinations." + }, + { + "left": "issue:5028", + "right": "issue:5798", + "accept": false, + "reason": "Different unexpected kwargs in different custom pipeline hooks; not the same underlying controlnet bug." + }, + { + "left": "issue:11033", + "right": "issue:7682", + "accept": false, + "reason": "SD1.5 from_single_file loading failure is unrelated to multi-GPU training on smaller GPUs." + }, + { + "left": "issue:3661", + "right": "issue:4213", + "accept": false, + "reason": "Both involve model loading/conversion, but one is SD2.x from_ckpt conversion and the other is SDXL from_single_file without accelerate." + }, + { + "left": "issue:10010", + "right": "issue:11448", + "accept": false, + "reason": "Both are 'not found' model-loading failures, but for different models and repositories; no shared code bug is evident." + }, + { + "left": "issue:10954", + "right": "issue:11648", + "accept": false, + "reason": "Both mention FLUX/LoRA, but one is a specific load failure and the other is a general how-to question about fp8 transformer LoRA weights." + }, + { + "left": "issue:8503", + "right": "issue:8649", + "accept": false, + "reason": "Both are SD3 issues, but one is gradient-checkpointing crash and the other is a num_images_per_prompt regression." + }, + { + "left": "issue:7146", + "right": "issue:7311", + "accept": false, + "reason": "SDXL training OOM and checkpoint-saving failure are different problems, not one duplicate bug." + }, + { + "left": "issue:1604", + "right": "issue:3984", + "accept": false, + "reason": "Diffusers version breakage in lpw_stable_diffusion.py is unrelated to the num_class_embeds/class_labels validation error." + }, + { + "left": "issue:4183", + "right": "issue:4835", + "accept": false, + "reason": "Different ControlNet bugs: guidance_scale <= 1 error vs MultiControlNetModel behavior in SDXL img2img." + }, + { + "left": "issue:3564", + "right": "issue:3569", + "accept": true, + "reason": "Both are Uni-ControlNet feature requests for the same new pipeline/support addition." + }, + { + "left": "issue:7223", + "right": "issue:9873", + "accept": false, + "reason": "Separate feature requests for different new pipelines (Latte vs OmniGen)." + }, + { + "left": "issue:3177", + "right": "issue:3296", + "accept": false, + "reason": "Both are DreamBooth/DeepSpeed training issues, but they affect different failure modes: stage-3 offloading vs text_encoder checkpoint save/load." + }, + { + "left": "issue:4303", + "right": "issue:4488", + "accept": false, + "reason": "Both are SDXL loading-related, but they target different loading APIs and different failure points." + }, + { + "left": "issue:9051", + "right": "issue:9092", + "accept": false, + "reason": "Batch inference support and missing model_index.json are unrelated FLUX issues." + }, + { + "left": "issue:1005", + "right": "issue:861", + "accept": false, + "reason": "Timestep-count validation and ckpt-to-diffusers conversion are different problems." + }, + { + "left": "issue:2210", + "right": "issue:3418", + "accept": true, + "reason": "Both ask for LoRA text-encoder training support; same feature change." + }, + { + "left": "issue:6243", + "right": "issue:8790", + "accept": false, + "reason": "IP-Adapter Face ID and SDXL TensorRT + IP Adapter are different feature requests, not the same bug/change." + }, + { + "left": "issue:2548", + "right": "issue:6130", + "accept": false, + "reason": "One is a LoRA training save error and the other is a LoRA loading error; related area, but different failures." + }, + { + "left": "issue:5432", + "right": "issue:6666", + "accept": true, + "reason": "Both describe blank/black validation images during training and appear to be the same regression." + }, + { + "left": "issue:2068", + "right": "issue:4250", + "accept": false, + "reason": "Generic dtype conversion behavior in from_pretrained is different from incorrect model loading in from_pretrained." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is conservative and grounded in the packet. The accepted soft edges are plausible same-change matches (Uni-ControlNet, LoRA text-encoder training, blank/black validation images), and the rejected pairs are described cautiously without overclaiming shared bugs. The canonical issue choice is also reasonable given the loading/LoRA theme, while still noting heterogeneity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 96, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10139", + "issue:10150", + "issue:10223", + "issue:10453", + "issue:10514", + "issue:11223", + "issue:11657", + "issue:12009", + "issue:12011", + "issue:12037", + "issue:12108", + "issue:12147", + "issue:12738", + "issue:1969", + "issue:2163", + "issue:222", + "issue:3235", + "issue:3264", + "issue:3591", + "issue:3661", + "issue:3706", + "issue:3826", + "issue:3885", + "issue:3933", + "issue:4125", + "issue:4305", + "issue:4399", + "issue:4418", + "issue:4724", + "issue:4954", + "issue:5128", + "issue:5544", + "issue:5617", + "issue:579", + "issue:6183", + "issue:6368", + "issue:6686", + "issue:672", + "issue:6967", + "issue:7138", + "issue:7421", + "issue:8609", + "issue:8649", + "issue:8817", + "issue:9200", + "issue:9527", + "issue:9576" + ], + "soft_pairs": [ + "issue:4399|issue:4418", + "issue:9200|issue:9527", + "issue:1969|issue:222", + "issue:6967|issue:7138", + "issue:4724|issue:7421", + "issue:10150|issue:10223", + "issue:3933|issue:4305", + "issue:11223|issue:12011", + "issue:4724|issue:6368", + "issue:5617|issue:6686", + "issue:4954|issue:579", + "issue:3235|issue:3661", + "issue:8609|issue:8817", + "issue:12009|issue:12147", + "issue:2163|issue:3885", + "issue:10453|issue:12738", + "issue:5544|issue:8649", + "issue:10139|issue:10514", + "issue:11657|issue:12037", + "issue:5128|issue:6183", + "issue:3264|issue:672", + "issue:3706|issue:3826", + "issue:3591|issue:4125", + "issue:12108|issue:9576" + ], + "prepared_review_unit_hash": "ef9347a19b1e0c4006da7f67b15f681e9323fbee0cf2d9a51e7f847da7abfa8d", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33484, + "estimated_input_tokens": 8371, + "estimated_eval_tokens": 16998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The clearest duplicate is 10139/10514 around sample_size handling in pipeline init. A couple of other soft pairs look duplicate at the title level (SDXL ControlNet dtype mismatch, SDXL UNet shape mismatch), but most remaining pairs only share a broad subsystem or generic error wording and are not safe to merge.", + "confidence": 0.79, + "canonical_issue_reason": "issue:10139 is the broadest and most reusable representative of the sample_size / pipeline-init bug family, and it is the strongest canonical anchor because 10514 is the clearest matching report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10139 is the best overall issue representative because it captures the core pipeline-init sample_size defect in the most general way and has the strongest direct duplicate link in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4399", + "right": "issue:4418", + "accept": false, + "reason": "Different problems: torch.compile with CPU offload versus SDXL inpaint denoising_start behavior." + }, + { + "left": "issue:9200", + "right": "issue:9527", + "accept": true, + "reason": "Both titles describe the same ControlNet/main-pipeline dtype mismatch under mixed precision." + }, + { + "left": "issue:1969", + "right": "issue:222", + "accept": false, + "reason": "Both are generic runtime errors, but the titles do not show the same underlying bug." + }, + { + "left": "issue:6967", + "right": "issue:7138", + "accept": true, + "reason": "Both point to the same SDXL UNet/shape-mismatch family." + }, + { + "left": "issue:4724", + "right": "issue:7421", + "accept": false, + "reason": "Different issues: SDXL img2img checkpoint behavior versus KDiffusion seed handling." + }, + { + "left": "issue:10150", + "right": "issue:10223", + "accept": false, + "reason": "Slow SDXL loading/inference is unrelated to the LoRA identifier question." + }, + { + "left": "issue:3933", + "right": "issue:4305", + "accept": false, + "reason": "Both mention torch.compile graph breaks, but the titles do not establish the same concrete defect or fix." + }, + { + "left": "issue:11223", + "right": "issue:12011", + "accept": false, + "reason": "Both are Wan OOM reports, but the titles point to different scenarios and not one shared bug." + }, + { + "left": "issue:4724", + "right": "issue:6368", + "accept": false, + "reason": "Different failures: SDXL img2img behavior versus unsupported LoRA alpha loading." + }, + { + "left": "issue:5617", + "right": "issue:6686", + "accept": false, + "reason": "Both involve compiled pipelines, but the titles describe different symptoms and code-paths." + }, + { + "left": "issue:4954", + "right": "issue:579", + "accept": false, + "reason": "Textual inversion unpickling error is not the same as missing config.json." + }, + { + "left": "issue:3235", + "right": "issue:3661", + "accept": false, + "reason": "Both are loading-related, but custom diffusion bias loading and from_ckpt SD2 conversion are different problems." + }, + { + "left": "issue:8609", + "right": "issue:8817", + "accept": false, + "reason": "Both mention IP-Adapter, but the titles show different usage contexts and failure modes." + }, + { + "left": "issue:12009", + "right": "issue:12147", + "accept": false, + "reason": "A from_single_file GGUF load failure is different from a Lightning LoRA loading failure." + }, + { + "left": "issue:2163", + "right": "issue:3885", + "accept": false, + "reason": "Training dtype mismatch and VRAM reduction are unrelated." + }, + { + "left": "issue:10453", + "right": "issue:12738", + "accept": false, + "reason": "Both fail at batch size > 1, but the titles indicate different models/pipelines and not one shared bug." + }, + { + "left": "issue:5544", + "right": "issue:8649", + "accept": false, + "reason": "FreeU disable handling and SD3 num_images_per_prompt handling are unrelated." + }, + { + "left": "issue:10139", + "right": "issue:10514", + "accept": true, + "reason": "Both are about sample_size being mishandled during pipeline init, and 10514 is the more specific 4k/resolution-binning case." + }, + { + "left": "issue:11657", + "right": "issue:12037", + "accept": false, + "reason": "Both involve Wan LoRAs, but the titles describe different compatibility/load issues." + }, + { + "left": "issue:5128", + "right": "issue:6183", + "accept": false, + "reason": "Both use from_single_file, but the titles do not show one concrete shared defect." + }, + { + "left": "issue:3264", + "right": "issue:672", + "accept": false, + "reason": "These are opposite-direction conversion requests, not the same bug." + }, + { + "left": "issue:3706", + "right": "issue:3826", + "accept": false, + "reason": "Completely different model/pipeline requests." + }, + { + "left": "issue:3591", + "right": "issue:4125", + "accept": false, + "reason": "Both mention loss curves, but the training setups and symptoms are different." + }, + { + "left": "issue:12108", + "right": "issue:9576", + "accept": false, + "reason": "Flow-matching scheduler break is unrelated to use_safetensors propagation." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical issue choice around 10139/10514 is well grounded, but several soft-edge explanations go beyond what is supported by the packet titles alone. In particular, the true-accept rationale for 3933/4305 asserts a specific logging.info cause that is not evident from 4305\u2019s title, and a few other pair explanations rely on details not directly visible in the provided data. The overall summary is directionally correct, but not conservative enough for a strict accept." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 97, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10040", + "issue:10311", + "issue:10475", + "issue:11006", + "issue:11135", + "issue:1161", + "issue:11779", + "issue:12108", + "issue:12175", + "issue:1524", + "issue:1572", + "issue:1604", + "issue:1616", + "issue:1704", + "issue:1823", + "issue:1866", + "issue:2161", + "issue:2185", + "issue:2774", + "issue:3539", + "issue:3698", + "issue:3728", + "issue:3761", + "issue:3788", + "issue:4186", + "issue:5005", + "issue:5128", + "issue:5226", + "issue:5337", + "issue:5753", + "issue:6141", + "issue:6354", + "issue:6570", + "issue:6823", + "issue:6866", + "issue:6935", + "issue:7021", + "issue:7350", + "issue:7982", + "issue:8296", + "issue:8414", + "issue:8588", + "issue:8708", + "issue:8826", + "issue:8939", + "issue:9044", + "issue:9619" + ], + "soft_pairs": [ + "issue:11135|issue:3728", + "issue:1161|issue:3698", + "issue:1524|issue:1604", + "issue:5226|issue:5753", + "issue:6866|issue:6935", + "issue:8588|issue:8708", + "issue:8939|issue:9044", + "issue:5005|issue:8296", + "issue:2774|issue:5128", + "issue:1616|issue:3761", + "issue:6570|issue:8826", + "issue:6141|issue:6354", + "issue:6141|issue:9619", + "issue:1572|issue:1866", + "issue:4186|issue:7982", + "issue:6823|issue:7350", + "issue:10040|issue:10475", + "issue:12108|issue:12175", + "issue:10311|issue:7021", + "issue:1704|issue:3539", + "issue:1823|issue:5337", + "issue:11006|issue:11779", + "issue:2161|issue:2185", + "issue:3788|issue:8414" + ], + "prepared_review_unit_hash": "29b2261832d1ad5a0a9a3511acf25b6dfcf9c651cc5738f0e4dcea4c88972caa", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33477, + "estimated_input_tokens": 8370, + "estimated_eval_tokens": 16996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set; it mixes unrelated bugs, feature requests, model-loading issues, and training/pipeline questions across many different components. No soft edge looks safe to merge.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11135", + "right": "issue:3728", + "accept": false, + "reason": "Both are new-pipeline proposals, but they target different methods/models (SmoothCache vs Shifted Diffusion) and are not the same change." + }, + { + "left": "issue:1161", + "right": "issue:3698", + "accept": false, + "reason": "Different conversion tasks: Flax-to-PyTorch vs converting an inpainting model to diffusers." + }, + { + "left": "issue:1524", + "right": "issue:1604", + "accept": false, + "reason": "One is training quality on SD2.0; the other is a version-specific LPW script breakage." + }, + { + "left": "issue:5226", + "right": "issue:5753", + "accept": false, + "reason": "Both mention load_lora_weights, but they involve different pipelines and failure modes; not the same bug." + }, + { + "left": "issue:6866", + "right": "issue:6935", + "accept": false, + "reason": "Related to IP-Adapter, but one is ControlNet Inpaint support and the other is Face ID; distinct feature requests." + }, + { + "left": "issue:8588", + "right": "issue:8708", + "accept": false, + "reason": "Different SD3 setup problems: missing conversion script vs missing shift_factor in dreambooth examples." + }, + { + "left": "issue:8939", + "right": "issue:9044", + "accept": false, + "reason": "Both are model-loading errors, but for different models and different missing artifacts." + }, + { + "left": "issue:5005", + "right": "issue:8296", + "accept": false, + "reason": "Both concern resume behavior, but one is progress-bar truncation and the other is inconsistent global-step handling." + }, + { + "left": "issue:2774", + "right": "issue:5128", + "accept": false, + "reason": "Both involve safetensors/loading, but one is ControlNet conversion and the other is single-file XLPipeline loading." + }, + { + "left": "issue:1616", + "right": "issue:3761", + "accept": false, + "reason": "LPW pipeline version support and loading multiple community pipelines are unrelated issues." + }, + { + "left": "issue:6570", + "right": "issue:8826", + "accept": false, + "reason": "Different runtime failures with different symptoms and code paths." + }, + { + "left": "issue:6141", + "right": "issue:6354", + "accept": false, + "reason": "Both are ControlNet feature requests, but they ask for different capabilities (parameters vs LoRA support)." + }, + { + "left": "issue:6141", + "right": "issue:9619", + "accept": false, + "reason": "Different ControlNet enhancements: extra parameters vs interrupt support." + }, + { + "left": "issue:1572", + "right": "issue:1866", + "accept": false, + "reason": "Both touch generation behavior, but one is img2img/inpainting pipeline failure and the other is a scheduler strength-edge-case bug." + }, + { + "left": "issue:4186", + "right": "issue:7982", + "accept": false, + "reason": "Different pipeline problems: SDXL inpaint/refiner vs from_pipe with MultiControlNetModel." + }, + { + "left": "issue:6823", + "right": "issue:7350", + "accept": false, + "reason": "Both involve ControlNet setup, but one is general inability to use ControlNet and the other is initialization from a LoRA UNet." + }, + { + "left": "issue:10040", + "right": "issue:10475", + "accept": false, + "reason": "Both complain about poor image quality, but one is grey outputs in SD3 while the other is a broader fine-tuning vs inference quality mismatch." + }, + { + "left": "issue:12108", + "right": "issue:12175", + "accept": false, + "reason": "Same model family, but one is a scheduler/flow-matching breakage and the other is an image-quality complaint." + }, + { + "left": "issue:10311", + "right": "issue:7021", + "accept": false, + "reason": "Different import errors with different causes (train_dreambooth script vs HF_HOME environment handling)." + }, + { + "left": "issue:1704", + "right": "issue:3539", + "accept": false, + "reason": "Unrelated questions about different concepts." + }, + { + "left": "issue:1823", + "right": "issue:5337", + "accept": false, + "reason": "Stable Diffusion comment swap bug vs a general callback explanation question." + }, + { + "left": "issue:11006", + "right": "issue:11779", + "accept": false, + "reason": "Same Wan ecosystem, but different pipelines and distinct bugs: video output with quantized transformer vs mask padding in VACE." + }, + { + "left": "issue:2161", + "right": "issue:2185", + "accept": false, + "reason": "Different training issues: inpainting LoRA training vs missing config files for naive text-to-image training." + }, + { + "left": "issue:3788", + "right": "issue:8414", + "accept": false, + "reason": "Two separate new model/pipeline proposals with no shared bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 98, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10512", + "issue:10722", + "issue:10782", + "issue:10863", + "issue:11136", + "issue:11182", + "issue:11221", + "issue:11374", + "issue:12126", + "issue:13053", + "issue:1475", + "issue:2250", + "issue:2437", + "issue:2856", + "issue:3250", + "issue:3454", + "issue:3672", + "issue:3891", + "issue:3910", + "issue:4061", + "issue:4185", + "issue:4250", + "issue:4324", + "issue:4446", + "issue:4808", + "issue:4888", + "issue:5455", + "issue:579", + "issue:5821", + "issue:6371", + "issue:6548", + "issue:6666", + "issue:6689", + "issue:7185", + "issue:7420", + "issue:7708", + "issue:8787", + "issue:8894", + "issue:8939", + "issue:9108", + "issue:9112", + "issue:9187", + "issue:9343", + "issue:9362", + "issue:9415", + "issue:9667", + "issue:9971" + ], + "soft_pairs": [ + "issue:3910|issue:4061", + "issue:9112|issue:9362", + "issue:9187|issue:9971", + "issue:4808|issue:6548", + "issue:8787|issue:9667", + "issue:3454|issue:4324", + "issue:1475|issue:579", + "issue:10782|issue:7185", + "issue:2437|issue:3891", + "issue:2250|issue:3672", + "issue:11136|issue:12126", + "issue:5455|issue:6371", + "issue:10722|issue:11221", + "issue:8894|issue:9415", + "issue:4446|issue:7420", + "issue:11374|issue:13053", + "issue:7708|issue:8939", + "issue:3250|issue:5821", + "issue:4250|issue:4888", + "issue:10863|issue:9667", + "issue:11182|issue:9343", + "issue:10512|issue:9108", + "issue:4185|issue:6666", + "issue:2856|issue:6689" + ], + "prepared_review_unit_hash": "3806a7e108c3b18ba066b289948c610da8c0a8566e05a1ebd745da3df21c62dd", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33445, + "estimated_input_tokens": 8362, + "estimated_eval_tokens": 16980 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: most items are unrelated model-loading, training, pipeline-feature, or model-specific runtime issues. The soft edges mostly share only broad keywords like \"load\", \"error\", or \"black images\" and do not look like the same underlying bug/change. No PRs are present.", + "confidence": 0.22, + "canonical_issue_reason": "Issue 4250 is the broadest loading-related report in the set, so it is the closest thing to an anchor, but the cluster is too mixed to justify a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 4250 is the most general and reusable issue title among the list, but it still only partially fits because the rest of the items span many different features and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3910", + "right": "issue:4061", + "accept": false, + "reason": "Both mention LoRA loading, but one is a general LoRA-load problem and the other is an SDXL-specific load error; not the same concrete bug." + }, + { + "left": "issue:9112", + "right": "issue:9362", + "accept": false, + "reason": "Different runtime failures in different contexts: tensor shape mismatch vs index out of bounds." + }, + { + "left": "issue:9187", + "right": "issue:9971", + "accept": false, + "reason": "Both are FLUX/SDXL-adjacent inference problems, but one is IP-Adapter image encoder handling and the other is a scheduler issue." + }, + { + "left": "issue:4808", + "right": "issue:6548", + "accept": false, + "reason": "Both involve image pipelines, but one is a SHAP-E integration test and the other is an RGBA img2img latent-prep bug." + }, + { + "left": "issue:8787", + "right": "issue:9667", + "accept": false, + "reason": "One is generic slow loading; the other is a specific FLUX fp8 local-file loading error." + }, + { + "left": "issue:3454", + "right": "issue:4324", + "accept": false, + "reason": "Training-script failure vs UNet forward TypeError; no clear shared code-path or bug." + }, + { + "left": "issue:1475", + "right": "issue:579", + "accept": false, + "reason": "Different training setups and different failures: mixed-class DreamBooth/textual inversion behavior vs missing config.json." + }, + { + "left": "issue:10782", + "right": "issue:7185", + "accept": false, + "reason": "Unrelated topics: Lumina Image issue vs PyTorch version compatibility question." + }, + { + "left": "issue:2437", + "right": "issue:3891", + "accept": false, + "reason": "Both are feature requests for new pipelines, but they are for different models and changes." + }, + { + "left": "issue:2250", + "right": "issue:3672", + "accept": false, + "reason": "DreamBooth inference failure and concurrent-thread inference failure are different bugs." + }, + { + "left": "issue:11136", + "right": "issue:12126", + "accept": false, + "reason": "Different model-specific inference errors with no evidence of the same underlying defect." + }, + { + "left": "issue:5455", + "right": "issue:6371", + "accept": false, + "reason": "Notebook/subprocess failure for DreamBooth LoRA vs an assert in controlnet_xs example; not the same issue." + }, + { + "left": "issue:10722", + "right": "issue:11221", + "accept": false, + "reason": "Tensor size mismatch during DreamBooth training vs a question about autoencoder non-convergence; different problems." + }, + { + "left": "issue:8894", + "right": "issue:9415", + "accept": false, + "reason": "Different model/training issues; the shared \"raise error\" wording is too generic to imply the same bug." + }, + { + "left": "issue:4446", + "right": "issue:7420", + "accept": false, + "reason": "Custom text encoder loading from_single_file vs torch.compile support; unrelated code paths." + }, + { + "left": "issue:11374", + "right": "issue:13053", + "accept": false, + "reason": "Both are feature requests to add pipeline support, but for different models and implementations." + }, + { + "left": "issue:7708", + "right": "issue:8939", + "accept": false, + "reason": "Both are tokenizer/model-loading complaints, but the missing files and model repos differ and the failures are not shown to be the same." + }, + { + "left": "issue:3250", + "right": "issue:5821", + "accept": false, + "reason": "Model conversion failure vs CUDA backward/training error; no shared concrete bug." + }, + { + "left": "issue:4250", + "right": "issue:4888", + "accept": false, + "reason": "Both are loading-related, but one is a generic incorrect load report and the other is offline safetensors behavior; too broad to merge." + }, + { + "left": "issue:10863", + "right": "issue:9667", + "accept": false, + "reason": "Local safetensors loading issue vs loading a FLUX fp8 model with a local transformer file; different artifacts and failure modes." + }, + { + "left": "issue:11182", + "right": "issue:9343", + "accept": false, + "reason": "BF16 variant causing unnecessary download is not the same as FLUX load failure with mismatched-size handling." + }, + { + "left": "issue:10512", + "right": "issue:9108", + "accept": false, + "reason": "LoRA loading on FLUX/Quanto vs resuming training with a quantized base model; related theme but not the same bug." + }, + { + "left": "issue:4185", + "right": "issue:6666", + "accept": false, + "reason": "Both mention black images, but one is SDXL ControlNet inference and the other is validation-image output; insufficient evidence of a shared root cause." + }, + { + "left": "issue:2856", + "right": "issue:6689", + "accept": false, + "reason": "Both are conversion-to-diffusers issues, but they concern different models and likely different conversion failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 99, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10010", + "issue:10150", + "issue:10636", + "issue:10760", + "issue:1083", + "issue:10937", + "issue:11046", + "issue:1109", + "issue:11418", + "issue:11584", + "issue:11661", + "issue:12078", + "issue:12459", + "issue:12505", + "issue:12728", + "issue:1909", + "issue:2068", + "issue:2091", + "issue:2163", + "issue:2321", + "issue:2560", + "issue:2984", + "issue:3348", + "issue:3451", + "issue:3944", + "issue:4307", + "issue:4321", + "issue:4727", + "issue:4974", + "issue:5160", + "issue:5442", + "issue:5466", + "issue:5504", + "issue:5693", + "issue:5969", + "issue:6136", + "issue:6176", + "issue:6518", + "issue:6832", + "issue:7049", + "issue:7418", + "issue:7516", + "issue:7770", + "issue:834", + "issue:8518", + "issue:861", + "issue:9546", + "issue:9927" + ], + "soft_pairs": [ + "issue:4307|issue:4727", + "issue:10760|issue:7516", + "issue:1109|issue:834", + "issue:10150|issue:12505", + "issue:2984|issue:5442", + "issue:3348|issue:5504", + "issue:10636|issue:7418", + "issue:5693|issue:6176", + "issue:6832|issue:7049", + "issue:1083|issue:4321", + "issue:5466|issue:7770", + "issue:12728|issue:8518", + "issue:2091|issue:3451", + "issue:9546|issue:9927", + "issue:10937|issue:11584", + "issue:11661|issue:12078", + "issue:11046|issue:12459", + "issue:10010|issue:11418", + "issue:3944|issue:5160", + "issue:5969|issue:6136", + "issue:2163|issue:6518", + "issue:4974|issue:861", + "issue:2068|issue:2321", + "issue:1909|issue:2560" + ], + "prepared_review_unit_hash": "b01a53c0c58d58991fa25015767a4927dcf4fe3238b659e11c88f3332bd6c5dd", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34101, + "estimated_input_tokens": 8526, + "estimated_eval_tokens": 17308 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; most soft links are only broad topical similarity. Two pairs look like true duplicates: local_files_only loading behavior and generator-list handling.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 4307 is the clearest canonical candidate because it names a concrete loading failure around local_files_only, which matches the strongest duplicate-like theme in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 4307 is the best representative issue here: it is specific, reproducible, and captures the core offline-loading bug more cleanly than the other candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4307", + "right": "issue:4727", + "accept": true, + "reason": "Both point to the same offline/local_files_only loading bug in pipeline/model loading." + }, + { + "left": "issue:10760", + "right": "issue:7516", + "accept": false, + "reason": "Different failures: missing ONNX import/class vs missing Diffusers pipeline attribute." + }, + { + "left": "issue:1109", + "right": "issue:834", + "accept": false, + "reason": "Same broad symptom (CPU underuse) but not the same concrete bug or code path." + }, + { + "left": "issue:10150", + "right": "issue:12505", + "accept": false, + "reason": "Both are performance-related, but they involve different pipelines and different failure modes." + }, + { + "left": "issue:2984", + "right": "issue:5442", + "accept": false, + "reason": "Unrelated topics: a video-diffusion model paper/request vs a specific upscale pipeline." + }, + { + "left": "issue:3348", + "right": "issue:5504", + "accept": false, + "reason": "Both mention LoRA/xformers, but the bugs are different: scale-parameter support vs PEFT LoRA failure." + }, + { + "left": "issue:10636", + "right": "issue:7418", + "accept": false, + "reason": "Different code paths: value_guided_sampling bug vs a community upscale example line issue." + }, + { + "left": "issue:5693", + "right": "issue:6176", + "accept": false, + "reason": "Both are load errors, but one is VAE loading and the other is LoRA weight loading after DreamBooth training." + }, + { + "left": "issue:6832", + "right": "issue:7049", + "accept": false, + "reason": "Both involve IP Adapter examples, but the concrete failures differ ('tuple' shape access vs unpacking count mismatch)." + }, + { + "left": "issue:1083", + "right": "issue:4321", + "accept": false, + "reason": "Both are FP16/ONNX output problems, but the backend/pipeline contexts differ and the symptoms are not clearly the same bug." + }, + { + "left": "issue:5466", + "right": "issue:7770", + "accept": false, + "reason": "Both mention tensor-shape mismatch during LoRA loading, but the titles point to different loading scenarios and are not clearly the same defect." + }, + { + "left": "issue:12728", + "right": "issue:8518", + "accept": false, + "reason": "Different models and different torch.compile/Dynamo errors; not the same concrete bug." + }, + { + "left": "issue:2091", + "right": "issue:3451", + "accept": false, + "reason": "Both are training-related dtype/multi-GPU issues, but they describe different symptoms and root causes." + }, + { + "left": "issue:9546", + "right": "issue:9927", + "accept": false, + "reason": "Both concern training stability, but memory exhaustion and HeaderTooLarge are different problems." + }, + { + "left": "issue:10937", + "right": "issue:11584", + "accept": false, + "reason": "torch.compile/VAE encode errors are unrelated to group-offloading incompatibility." + }, + { + "left": "issue:11661", + "right": "issue:12078", + "accept": false, + "reason": "Different Flux-Control example bugs: None max_train_steps handling vs validation input example content." + }, + { + "left": "issue:11046", + "right": "issue:12459", + "accept": false, + "reason": "Same general Flux area, but one is a multi-condition inference feature bug and the other is a batch-throughput issue." + }, + { + "left": "issue:10010", + "right": "issue:11418", + "accept": false, + "reason": "Both mention FLUX Fill, but one is a missing model_index.json load failure and the other is about adding an fp8 weights file." + }, + { + "left": "issue:3944", + "right": "issue:5160", + "accept": false, + "reason": "Different training features: LoRA rank customization vs masking support." + }, + { + "left": "issue:5969", + "right": "issue:6136", + "accept": false, + "reason": "Both mention NaNs, but one is DDIM/ZSNR-specific and the other is SD2.1 on Mac CPU." + }, + { + "left": "issue:2163", + "right": "issue:6518", + "accept": false, + "reason": "Both are training/example errors, but dtype mismatch and None division are unrelated." + }, + { + "left": "issue:4974", + "right": "issue:861", + "accept": false, + "reason": "Both are conversion-related, but converting safetensors to diffusers is not the same bug as converting ckpt to diffusers." + }, + { + "left": "issue:2068", + "right": "issue:2321", + "accept": false, + "reason": "Different issues: from_pretrained dtype conversion vs EMA weight assignment during inference." + }, + { + "left": "issue:1909", + "right": "issue:2560", + "accept": true, + "reason": "Both describe the same generator-list handling bug affecting pipeline/scheduler behavior and output consistency." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative on the false links. The two accepted pairs are well supported by their titles: issue:4307/issue:4727 both concern local_files_only loading behavior, and issue:1909/issue:2560 both concern list-of-generators handling. The rest of the verdicts avoid overclaiming duplicate status." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 100, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10057", + "issue:10191", + "issue:10782", + "issue:1083", + "issue:11024", + "issue:11247", + "issue:11657", + "issue:12459", + "issue:12666", + "issue:12738", + "issue:13547", + "issue:1363", + "issue:1524", + "issue:1539", + "issue:1543", + "issue:2081", + "issue:2083", + "issue:2321", + "issue:2371", + "issue:2991", + "issue:3101", + "issue:3184", + "issue:3235", + "issue:3564", + "issue:3799", + "issue:4402", + "issue:4724", + "issue:4790", + "issue:5168", + "issue:5224", + "issue:5529", + "issue:5621", + "issue:5737", + "issue:5917", + "issue:6258", + "issue:6283", + "issue:6791", + "issue:7168", + "issue:7286", + "issue:7400", + "issue:817", + "issue:8534", + "issue:8557", + "issue:9223", + "issue:9637", + "issue:9717", + "issue:9856", + "issue:9911" + ], + "soft_pairs": [ + "issue:3564|issue:5168", + "issue:5917|issue:9223", + "issue:8534|issue:8557", + "issue:2083|issue:3184", + "issue:3235|issue:7286", + "issue:4790|issue:5737", + "issue:10057|issue:11024", + "issue:12459|issue:12738", + "issue:2371|issue:817", + "issue:1524|issue:1543", + "issue:1539|issue:3799", + "issue:2321|issue:5621", + "issue:2081|issue:5224", + "issue:4402|issue:7168", + "issue:10191|issue:9856", + "issue:2991|issue:3101", + "issue:6258|issue:7400", + "issue:5529|issue:6791", + "issue:9717|issue:9911", + "issue:10782|issue:12666", + "issue:1083|issue:1363", + "issue:11247|issue:9637", + "issue:4724|issue:6283", + "issue:11657|issue:13547" + ], + "prepared_review_unit_hash": "8e5f58cb0ab920866997484e92a98e2ecffd3883d449382ce20f58839b8a7a93", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34245, + "estimated_input_tokens": 8562, + "estimated_eval_tokens": 17380 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is thematically noisy: several Flux/ControlNet/SDXL/training issues share vocabulary, but none of the soft-edge pairs appear to be the same underlying bug or change.", + "confidence": 0.72, + "canonical_issue_reason": "issue:11247 is the clearest actionable open bug in the set and the best representative of the small Flux/controlnet runtime cluster, even though the overall collection is too heterogeneous to form a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:11247 is the strongest single issue to anchor on because it is concrete, reproducible, and closer to the Flux-related items than the broader or unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3564", + "right": "issue:5168", + "accept": false, + "reason": "Both are ControlNet feature requests, but Uni-ControlNet and ControlNet-XS are different extensions, not the same bug or change." + }, + { + "left": "issue:5917", + "right": "issue:9223", + "accept": false, + "reason": "One is a checkpoint conversion failure; the other is a dependency/version conflict. They are unrelated." + }, + { + "left": "issue:8534", + "right": "issue:8557", + "accept": false, + "reason": "Both concern SD3 training, but one is about weighting and the other about token limits; different failure modes." + }, + { + "left": "issue:2083", + "right": "issue:3184", + "accept": false, + "reason": "Both mention generators, but the scheduler/eta behavior and the generator-list community pipeline issue are distinct." + }, + { + "left": "issue:3235", + "right": "issue:7286", + "accept": false, + "reason": "Both involve Custom Diffusion loading, but they target different weight-loading paths and symptoms." + }, + { + "left": "issue:4790", + "right": "issue:5737", + "accept": false, + "reason": "Both are conversion-script bugs, but one is a round-trip file compatibility issue and the other is an SDXL conversion failure." + }, + { + "left": "issue:10057", + "right": "issue:11024", + "accept": false, + "reason": "FluxTransformer2DModel token/file loading and SiglipImageProcessor .to() support are unrelated code paths." + }, + { + "left": "issue:12459", + "right": "issue:12738", + "accept": false, + "reason": "Both mention batch-size problems, but they affect different pipelines and different underlying failures." + }, + { + "left": "issue:2371", + "right": "issue:817", + "accept": false, + "reason": "Both are DreamBooth example issues, but one is about missing outputs and the other about mixed precision." + }, + { + "left": "issue:1524", + "right": "issue:1543", + "accept": false, + "reason": "Textual inversion training quality and fp16 revision loading are separate problems." + }, + { + "left": "issue:1539", + "right": "issue:3799", + "accept": false, + "reason": "Both touch typing, but one is a conversion-script type bug and the other is a scheduler type inference bug." + }, + { + "left": "issue:2321", + "right": "issue:5621", + "accept": false, + "reason": "Not copying EMA weights and SDXL ControlNet encoder_hid_proj support are different issues." + }, + { + "left": "issue:2081", + "right": "issue:5224", + "accept": false, + "reason": "Both are JAX/Flax-related, but one is model conversion and the other is a runtime/error case; not the same bug." + }, + { + "left": "issue:4402", + "right": "issue:7168", + "accept": false, + "reason": "One is a from_single_file pipeline misuse issue; the other is about IP-Adapter embedding tensor shape." + }, + { + "left": "issue:10191", + "right": "issue:9856", + "accept": false, + "reason": "GPU selection and distributed port collision are unrelated training/runtime setup problems." + }, + { + "left": "issue:2991", + "right": "issue:3101", + "accept": false, + "reason": "Both are ControlNet example errors, but they describe different failures and likely different fixes." + }, + { + "left": "issue:6258", + "right": "issue:7400", + "accept": false, + "reason": "Both are Stable Video Diffusion quality failures, but forward chunking degradation and black images are different symptoms." + }, + { + "left": "issue:5529", + "right": "issue:6791", + "accept": false, + "reason": "Same training script family, but the reported failures are not clearly the same bug." + }, + { + "left": "issue:9717", + "right": "issue:9911", + "accept": false, + "reason": "A Flux Docker image error and a multi-ControlNet layer-length error are different problems." + }, + { + "left": "issue:10782", + "right": "issue:12666", + "accept": false, + "reason": "Lumina Image 2.0 and Kandinsky 5.0 Video Pipeline are unrelated model/pipeline issues." + }, + { + "left": "issue:1083", + "right": "issue:1363", + "accept": false, + "reason": "FP16 ONNX incorrect output and a long-prompt-weight scheduler error are different bugs." + }, + { + "left": "issue:11247", + "right": "issue:9637", + "accept": false, + "reason": "Flux multi-GPU/controlnet distribution and XFormers attention-mask bf16 handling are different code paths." + }, + { + "left": "issue:4724", + "right": "issue:6283", + "accept": false, + "reason": "Both are SDXL img2img-related, but one concerns checkpoint behavior and the other a strength=0 edge case." + }, + { + "left": "issue:11657", + "right": "issue:13547", + "accept": false, + "reason": "Both are LoRA adapter loading issues, but they affect different model families and different loading failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 101, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10055", + "issue:10382", + "issue:10412", + "issue:10932", + "issue:1099", + "issue:1100", + "issue:11222", + "issue:11584", + "issue:11674", + "issue:1475", + "issue:1543", + "issue:1695", + "issue:1734", + "issue:2053", + "issue:2988", + "issue:3279", + "issue:3363", + "issue:3405", + "issue:3480", + "issue:4073", + "issue:4086", + "issue:4217", + "issue:4303", + "issue:4427", + "issue:4686", + "issue:4697", + "issue:4876", + "issue:4993", + "issue:5128", + "issue:5687", + "issue:5972", + "issue:6096", + "issue:6283", + "issue:660", + "issue:6879", + "issue:6880", + "issue:7003", + "issue:7159", + "issue:7660", + "issue:7770", + "issue:7982", + "issue:8604", + "issue:9012", + "issue:9045", + "issue:9496", + "issue:9525", + "issue:9803", + "issue:9895" + ], + "soft_pairs": [ + "issue:1099|issue:1475", + "issue:7003|issue:7770", + "issue:3279|issue:3363", + "issue:3405|issue:5972", + "issue:10055|issue:10412", + "issue:10932|issue:11584", + "issue:11222|issue:11674", + "issue:4217|issue:5128", + "issue:4686|issue:4697", + "issue:9045|issue:9895", + "issue:2988|issue:4303", + "issue:3480|issue:4876", + "issue:6879|issue:6880", + "issue:4427|issue:7660", + "issue:1100|issue:4073", + "issue:1543|issue:660", + "issue:1695|issue:1734", + "issue:9525|issue:9803", + "issue:9012|issue:9496", + "issue:4086|issue:7982", + "issue:2053|issue:4993", + "issue:5687|issue:6283", + "issue:6096|issue:7159", + "issue:10382|issue:8604" + ], + "prepared_review_unit_hash": "24602987c9c7ff8308129da3c4834b9985780d68118ec2df7c786f56c1c03b0c", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33838, + "estimated_input_tokens": 8460, + "estimated_eval_tokens": 17176 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and spans several unrelated diffusion/training bugs and feature requests. The only repeated theme is \u2018training/inference issues in ControlNet/LoRA/compile flows,\u2019 but none of the soft pairs look like the same underlying bug/change.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 4086 is the most concrete representative of the recurring ControlNet training-script failures, but it is still just one specific SDXL ControlNet training problem rather than a catch-all duplicate target for the whole cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 4086 is the best single representative because it is detailed, concrete, and squarely in the cluster\u2019s main theme of ControlNet training failures; however, it should not be treated as the duplicate of the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1099", + "right": "issue:1475", + "accept": false, + "reason": "Both are DreamBooth-related, but one is about missing class names and the other about training with two image classes; different bugs." + }, + { + "left": "issue:7003", + "right": "issue:7770", + "accept": false, + "reason": "Both mention tensor-shape problems, but one is an inpainting weight-shape mismatch and the other is a model/LoRA loading mismatch in Python." + }, + { + "left": "issue:3279", + "right": "issue:3363", + "accept": false, + "reason": "Both concern train_dreambooth_lora.py, but one is resume-from-checkpoint and the other is a broader failure on two machines; not the same bug." + }, + { + "left": "issue:3405", + "right": "issue:5972", + "accept": false, + "reason": "One is a ControlNet training process bug; the other is a documentation request about Min-SNR weighting." + }, + { + "left": "issue:10055", + "right": "issue:10412", + "accept": false, + "reason": "Both are SD3 training topics, but one is a ControlNet script failure and the other is excessive VRAM usage in DreamBooth." + }, + { + "left": "issue:10932", + "right": "issue:11584", + "accept": false, + "reason": "Both involve torch.compile on HunyuanVideo, but one is recompilation-limit churn and the other is incompatibility with group offloading." + }, + { + "left": "issue:11222", + "right": "issue:11674", + "accept": false, + "reason": "These are separate feature requests for different WAN variants; not the same change." + }, + { + "left": "issue:4217", + "right": "issue:5128", + "accept": false, + "reason": "Both involve safetensors loading, but one is slow loading and the other is an actual load error for XLPipeline." + }, + { + "left": "issue:4686", + "right": "issue:4697", + "accept": false, + "reason": "Both are loading issues, but one is a saved pipeline and the other is a specific LoRA regression after an update." + }, + { + "left": "issue:9045", + "right": "issue:9895", + "accept": false, + "reason": "Both are Flux/SD3 device problems, but one is accelerate+peft CUDA transfer failure and the other is a commit-specific CPU/CUDA mismatch in inference." + }, + { + "left": "issue:2988", + "right": "issue:4303", + "accept": false, + "reason": "Scheduler crash on equal step counts is unrelated to Flax SDXL loading failure." + }, + { + "left": "issue:3480", + "right": "issue:4876", + "accept": false, + "reason": "Both ask for LoRA-related parameters, but one is about scaling layers and the other about standard deviation; different enhancements." + }, + { + "left": "issue:6879", + "right": "issue:6880", + "accept": false, + "reason": "The first is a dtype mismatch in Custom Diffusion; the second is a separate retrieve.py issue with no clear shared failure mode." + }, + { + "left": "issue:4427", + "right": "issue:7660", + "accept": false, + "reason": "Both say an example does not work, but they are different examples and different code paths." + }, + { + "left": "issue:1100", + "right": "issue:4073", + "accept": false, + "reason": "Different runtime exceptions in different components: a missing device attribute vs astype on Tensor." + }, + { + "left": "issue:1543", + "right": "issue:660", + "accept": false, + "reason": "Both involve fp16/revision handling, but one is textual inversion revision parsing and the other is MPS float16 execution." + }, + { + "left": "issue:1695", + "right": "issue:1734", + "accept": false, + "reason": "Both are multi-GPU DreamBooth topics, but one is DeepSpeed setup and the other is accelerate performance regression." + }, + { + "left": "issue:9525", + "right": "issue:9803", + "accept": false, + "reason": "Both are Flux LoRA issues, but one is scale being ignored and the other is loading failure; different bugs." + }, + { + "left": "issue:9012", + "right": "issue:9496", + "accept": false, + "reason": "Both are SD3ControlNetModel problems, but one is weight loading and the other is forward-pass runtime error." + }, + { + "left": "issue:4086", + "right": "issue:7982", + "accept": false, + "reason": "ControlNet training failure versus a from_pipe MultiControlNetModel component bug; different functionality." + }, + { + "left": "issue:2053", + "right": "issue:4993", + "accept": false, + "reason": "VRAM regression and missing import structure entry are unrelated." + }, + { + "left": "issue:5687", + "right": "issue:6283", + "accept": false, + "reason": "One is duplicate timesteps with Karras sigmas; the other is ControlNet img2img failing at strength=0." + }, + { + "left": "issue:6096", + "right": "issue:7159", + "accept": false, + "reason": "Both mention torch.compile, but one is a DynamicOutputShapeException in SVD and the other is a LoRA-fused compile failure." + }, + { + "left": "issue:10382", + "right": "issue:8604", + "accept": false, + "reason": "These are different dtype/return-type problems in different modules: VAE encoder forward return mismatch versus T5 float16 corruption." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 102, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10150", + "issue:10178", + "issue:10334", + "issue:10674", + "issue:10782", + "issue:10914", + "issue:11827", + "issue:12082", + "issue:12195", + "issue:12459", + "issue:12529", + "issue:2364", + "issue:2554", + "issue:2784", + "issue:3174", + "issue:3191", + "issue:3450", + "issue:3694", + "issue:3803", + "issue:3805", + "issue:4043", + "issue:4186", + "issue:4305", + "issue:4389", + "issue:4788", + "issue:5259", + "issue:5314", + "issue:5575", + "issue:5577", + "issue:5630", + "issue:5894", + "issue:5932", + "issue:6201", + "issue:6333", + "issue:6372", + "issue:7142", + "issue:7243", + "issue:7263", + "issue:7420", + "issue:7722", + "issue:7785", + "issue:7982", + "issue:8472", + "issue:8832", + "issue:9106", + "issue:9112", + "issue:9484", + "issue:9763" + ], + "soft_pairs": [ + "issue:8832|issue:9106", + "issue:10178|issue:9112", + "issue:10782|issue:12195", + "issue:5894|issue:5932", + "issue:4389|issue:5577", + "issue:2784|issue:7243", + "issue:4043|issue:6201", + "issue:3803|issue:5575", + "issue:10334|issue:10914", + "issue:10674|issue:7982", + "issue:2364|issue:3805", + "issue:4305|issue:7420", + "issue:4186|issue:4788", + "issue:9484|issue:9763", + "issue:11827|issue:12459", + "issue:12082|issue:12529", + "issue:3694|issue:5259", + "issue:2554|issue:3450", + "issue:7263|issue:7722", + "issue:6333|issue:8472", + "issue:10150|issue:7785", + "issue:3174|issue:3191", + "issue:5314|issue:6372", + "issue:5630|issue:7142" + ], + "prepared_review_unit_hash": "fc43593349fb563d7a058ad6e7b7a857bde316bf9d1eb79d33489253a3c376fb", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33824, + "estimated_input_tokens": 8456, + "estimated_eval_tokens": 17168 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a mix of unrelated issues. I\u2019d treat two soft-edge pairs as true duplicates: the LoRA + Dreambooth model-loading breakage, and the missing model_index/config.json loading error. The rest look like distinct bugs or feature requests in nearby subsystems, but not the same underlying problem.", + "confidence": 0.82, + "canonical_issue_reason": "issue:3174 is the clearest representative of the LoRA + Dreambooth loading failure; it names the combined workflow and the breakage mechanism more specifically than the paired duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:3174 is the strongest overall issue candidate among the likely duplicate pairs because it is specific, descriptive, and clearly subsumes the paired Dreambooth+LoRA report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:8832", + "right": "issue:9106", + "accept": false, + "reason": "Both are runtime failures, but they reference different models and different error modes; not the same bug." + }, + { + "left": "issue:10178", + "right": "issue:9112", + "accept": false, + "reason": "Both mention tensor/dimension mismatches, but the titles point to different pipelines and distinct shape problems." + }, + { + "left": "issue:10782", + "right": "issue:12195", + "accept": false, + "reason": "Lumina minor issue and a PyTorch custom_op compatibility error are unrelated." + }, + { + "left": "issue:5894", + "right": "issue:5932", + "accept": false, + "reason": "Generic invalid buffer size vs. a 4-channel/3-channel input mismatch; different failure causes." + }, + { + "left": "issue:4389", + "right": "issue:5577", + "accept": false, + "reason": "Both concern ControlNet loading, but one is a generic load error and the other is a specific state-dict KeyError; not enough to treat as the same bug." + }, + { + "left": "issue:2784", + "right": "issue:7243", + "accept": false, + "reason": "A Dreambooth support request and a ResAdapter feature request are unrelated feature topics." + }, + { + "left": "issue:4043", + "right": "issue:6201", + "accept": false, + "reason": "Both involve prompt embeddings, but they describe different API/validation bugs and different code paths." + }, + { + "left": "issue:3803", + "right": "issue:5575", + "accept": false, + "reason": "Multi-GPU LoRA training sharing and transformer_in hidden size configuration are separate concerns." + }, + { + "left": "issue:10334", + "right": "issue:10914", + "accept": false, + "reason": "MacOS/MPS NaNs and unintended CPU offloading are different device-behavior issues." + }, + { + "left": "issue:10674", + "right": "issue:7982", + "accept": false, + "reason": "GGUF Flux loading and from_pipe with MultiControlNetModel are unrelated pipeline/component problems." + }, + { + "left": "issue:2364", + "right": "issue:3805", + "accept": false, + "reason": "Both are generic execution failures, but they do not identify the same underlying bug or code path." + }, + { + "left": "issue:4305", + "right": "issue:7420", + "accept": false, + "reason": "Both mention torch.compile, but one is a release-caused graph break and the other is a broader inability to use compile; not clearly the same defect." + }, + { + "left": "issue:4186", + "right": "issue:4788", + "accept": false, + "reason": "SDXL inpaint with refiner and SDXL inpaint OOM are different issues." + }, + { + "left": "issue:9484", + "right": "issue:9763", + "accept": false, + "reason": "Multigpu dreambooth training and token truncation in Flux ControlNet training are unrelated." + }, + { + "left": "issue:11827", + "right": "issue:12459", + "accept": false, + "reason": "Same FLUX Kontext family, but one is a safetensors deserialization error and the other is a throughput issue." + }, + { + "left": "issue:12082", + "right": "issue:12529", + "accept": false, + "reason": "Compile-time VAE memory growth and a tiled VAE tensor size mismatch are distinct bugs." + }, + { + "left": "issue:3694", + "right": "issue:5259", + "accept": true, + "reason": "Both describe the same missing model_index.json/config.json-style loading failure when resolving a model directory." + }, + { + "left": "issue:2554", + "right": "issue:3450", + "accept": false, + "reason": "Accelerate version requirement mismatch and from_ckpt dev-version loading failure are different compatibility problems." + }, + { + "left": "issue:7263", + "right": "issue:7722", + "accept": false, + "reason": "IP Adapter with attention slicing and Animatediff+ControlNet+IPAdapter interaction are different pipeline bugs." + }, + { + "left": "issue:6333", + "right": "issue:8472", + "accept": false, + "reason": "Pre-trained LoRA finetuning and questions about simultaneous module pre-training are not the same issue." + }, + { + "left": "issue:10150", + "right": "issue:7785", + "accept": false, + "reason": "Both mention slowness, but one is about SDXL pipeline loading/inference generally and the other is specifically slow first inference in a particular version." + }, + { + "left": "issue:3174", + "right": "issue:3191", + "accept": true, + "reason": "These both describe the same LoRA + Dreambooth model-loading breakage." + }, + { + "left": "issue:5314", + "right": "issue:6372", + "accept": false, + "reason": "Two separate pipeline-combination feature requests, not the same bug." + }, + { + "left": "issue:5630", + "right": "issue:7142", + "accept": false, + "reason": "SDXL Img2Img scheduler artifacts and SDXL-lightning inference mismatch are different inference-quality issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays mostly conservative. The two accepted duplicate pairs are strongly supported by the titles/bodies: the LoRA+Dreambooth loading breakage, and the missing model_index.json/config.json loading failure. The remaining pairs are treated as distinct issues without overclaiming shared evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 103, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10180", + "issue:10511", + "issue:10512", + "issue:10526", + "issue:10533", + "issue:1076", + "issue:11241", + "issue:11922", + "issue:1214", + "issue:13008", + "issue:1310", + "issue:13351", + "issue:1392", + "issue:1704", + "issue:1962", + "issue:2988", + "issue:3019", + "issue:3064", + "issue:3174", + "issue:3824", + "issue:3901", + "issue:4306", + "issue:4476", + "issue:4542", + "issue:4724", + "issue:4852", + "issue:4888", + "issue:4975", + "issue:5474", + "issue:5606", + "issue:5997", + "issue:6069", + "issue:6130", + "issue:6196", + "issue:6278", + "issue:7782", + "issue:817", + "issue:8233", + "issue:8649", + "issue:8874", + "issue:9012", + "issue:938", + "issue:9393", + "issue:9729", + "issue:9825", + "issue:9876", + "issue:9927" + ], + "soft_pairs": [ + "issue:4476|issue:5997", + "issue:4852|issue:4975", + "issue:3174|issue:5606", + "issue:1076|issue:5474", + "issue:3064|issue:6130", + "issue:4542|issue:4724", + "issue:11241|issue:9927", + "issue:1310|issue:1962", + "issue:1392|issue:1962", + "issue:10533|issue:11922", + "issue:1214|issue:817", + "issue:1704|issue:3824", + "issue:3019|issue:938", + "issue:4306|issue:8649", + "issue:4888|issue:7782", + "issue:8874|issue:9012", + "issue:10511|issue:9825", + "issue:2988|issue:6069", + "issue:9393|issue:9729", + "issue:10180|issue:9876", + "issue:10512|issue:10526", + "issue:13008|issue:13351", + "issue:3901|issue:6278", + "issue:6196|issue:8233" + ], + "prepared_review_unit_hash": "3fd1a601ba9cc05add0f9ebc88489ea8522e264061f9b5cef9f83a93bd32452e", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33188, + "estimated_input_tokens": 8297, + "estimated_eval_tokens": 16850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly false-positive similarity matches rather than true duplicates. The only clear thematic overlap is a loose concentration around Flux/LoRA loading and a few scheduler/controlnet reports, but the paired items describe different bugs, models, or error modes.", + "confidence": 0.91, + "canonical_issue_reason": "issue:10512 is the strongest anchor for the cluster theme: it is an active, well-discussed report about Flux LoRA loading failure, which is the closest shared topic among the LoRA/Flux-related items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10512 is the best general triage bucket because it is broad enough to represent Flux-LoRA load regressions and has the most discussion/activity among the nearby reports, though it is not a true duplicate hub for the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4476", + "right": "issue:5997", + "accept": false, + "reason": "Both mention ControlNet/SDXL, but one is about poor results on fill50k while the other is a tutorial/model-type mismatch error. Different bug and code path." + }, + { + "left": "issue:4852", + "right": "issue:4975", + "accept": false, + "reason": "One is a LoRA loading failure; the other is a performance issue from repeated datatype queries. Same broad subsystem, not the same underlying bug." + }, + { + "left": "issue:3174", + "right": "issue:5606", + "accept": false, + "reason": "lora+dreambooth loading breakage and missing-alpha LoRA loading are distinct failure modes with different causes." + }, + { + "left": "issue:1076", + "right": "issue:5474", + "accept": false, + "reason": "Completely different topics: a generic Stable Diffusion v1.5 question versus a new reference-only pipeline request." + }, + { + "left": "issue:3064", + "right": "issue:6130", + "accept": false, + "reason": "Both are generic LoRA-loading reports, but the titles are too broad to show the same concrete defect; no shared target or file evidence." + }, + { + "left": "issue:4542", + "right": "issue:4724", + "accept": false, + "reason": "Both are SDXL img2img complaints, but one is about generating more than one image and the other is about unexpected behavior with a base checkpoint." + }, + { + "left": "issue:11241", + "right": "issue:9927", + "accept": false, + "reason": "Different training failures: Flux ControlNet floating-point exception versus sdv3 controlnet header-too-large." + }, + { + "left": "issue:1310", + "right": "issue:1962", + "accept": false, + "reason": "Unrelated requests: k-diffusion pipeline integration versus video generation." + }, + { + "left": "issue:1392", + "right": "issue:1962", + "accept": false, + "reason": "Stable Diffusion 2 model discussion versus video generation; not the same bug or change." + }, + { + "left": "issue:10533", + "right": "issue:11922", + "accept": false, + "reason": "Both involve FLUX.fill, but one is black-image output in fp16 and the other is a general running problem; too little evidence they share a single defect." + }, + { + "left": "issue:1214", + "right": "issue:817", + "accept": false, + "reason": "Precision-related failures, but one is CLIPTextModel half-precision behavior and the other is dreambooth mixed precision; not the same code-path problem." + }, + { + "left": "issue:1704", + "right": "issue:3824", + "accept": false, + "reason": "A generic attention-block question and an inpaint legacy/new pipeline question are unrelated." + }, + { + "left": "issue:3019", + "right": "issue:938", + "accept": false, + "reason": "Completely different domains: text-guided image editing with SAM versus text-to-motion generation." + }, + { + "left": "issue:4306", + "right": "issue:8649", + "accept": false, + "reason": "Both are pipeline runtime errors, but on different models and different failure conditions; not enough to treat as one bug." + }, + { + "left": "issue:4888", + "right": "issue:7782", + "accept": false, + "reason": "Offline safetensors loading and a safetensors conversion unpickling error are unrelated." + }, + { + "left": "issue:8874", + "right": "issue:9012", + "accept": false, + "reason": "Both are weight-loading failures, but they affect different model families and different APIs; no evidence of the same concrete bug." + }, + { + "left": "issue:10511", + "right": "issue:9825", + "accept": false, + "reason": "A scheduler redesign request and an IPAdapter support request are separate feature work items." + }, + { + "left": "issue:2988", + "right": "issue:6069", + "accept": false, + "reason": "Both are scheduler bugs, but they fail in different methods under different conditions; not the same underlying defect." + }, + { + "left": "issue:9393", + "right": "issue:9729", + "accept": false, + "reason": "Both touch FLUX LoRA training/saving, but one is a deepspeed save-model issue and the other is an unexpected T5EncoderModel save type; too different to merge." + }, + { + "left": "issue:10180", + "right": "issue:9876", + "accept": false, + "reason": "Flux Control LoRA loading versus VRAM release after LoRA training are unrelated problems." + }, + { + "left": "issue:10512", + "right": "issue:10526", + "accept": false, + "reason": "Both involve optimum.quanto and Flux, but one is a LoRA loading failure while the other is an FP8 WeightQBytesTensor constructor TypeError; similar area, different concrete bug." + }, + { + "left": "issue:13008", + "right": "issue:13351", + "accept": false, + "reason": "Different model families and requests: FLUX.2-Klein multi-image LoRA training versus Wan/Flux Fun ControlNet support." + }, + { + "left": "issue:3901", + "right": "issue:6278", + "accept": false, + "reason": "Missing requirements.txt is an environment/setup issue; the other is a multi-GPU training failure." + }, + { + "left": "issue:6196", + "right": "issue:8233", + "accept": false, + "reason": "Both mention depth pipelines, but one is a ControlNetXS SDXL loading error and the other is an fp16 runtime error; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 104, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10026", + "issue:10969", + "issue:11148", + "issue:11853", + "issue:12011", + "issue:12012", + "issue:12689", + "issue:1643", + "issue:1672", + "issue:1734", + "issue:1774", + "issue:2844", + "issue:3250", + "issue:3379", + "issue:350", + "issue:3788", + "issue:4000", + "issue:4061", + "issue:4086", + "issue:4303", + "issue:4354", + "issue:4736", + "issue:5150", + "issue:5436", + "issue:5465", + "issue:5575", + "issue:5693", + "issue:5840", + "issue:6238", + "issue:6250", + "issue:6323", + "issue:6407", + "issue:6540", + "issue:6661", + "issue:7142", + "issue:7310", + "issue:746", + "issue:7629", + "issue:7785", + "issue:8511", + "issue:8588", + "issue:8726", + "issue:8939", + "issue:9187", + "issue:962", + "issue:9664", + "issue:9799" + ], + "soft_pairs": [ + "issue:12011|issue:12012", + "issue:8511|issue:8939", + "issue:7142|issue:7785", + "issue:5840|issue:9664", + "issue:3788|issue:6407", + "issue:5465|issue:962", + "issue:10026|issue:1734", + "issue:10969|issue:9799", + "issue:1672|issue:4000", + "issue:6238|issue:6250", + "issue:4736|issue:7310", + "issue:3250|issue:6323", + "issue:8588|issue:8726", + "issue:4086|issue:5465", + "issue:2844|issue:4303", + "issue:1774|issue:350", + "issue:3379|issue:746", + "issue:11148|issue:12689", + "issue:5436|issue:6540", + "issue:11853|issue:9187", + "issue:5575|issue:6661", + "issue:4354|issue:5150", + "issue:4061|issue:5693", + "issue:1643|issue:7629" + ], + "prepared_review_unit_hash": "c2772506b6bbae604f3686f90531cc73f09d30d61d4624a67f9d4a035175d9a9", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33894, + "estimated_input_tokens": 8474, + "estimated_eval_tokens": 17204 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: it mixes unrelated training, loading, conversion, and inference bugs. None of the soft pairs look like the same underlying issue, so they should stay separate.", + "confidence": 0.47, + "canonical_issue_reason": "issue:10026 is the clearest representative of the narrow multi-GPU training/memory theme in this cluster and has the most concrete, specific bug statement.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10026 is the best single issue to anchor the cluster because it is specific, actionable, and closest to the only recurring theme here: training efficiency/memory behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:12011", + "right": "issue:12012", + "accept": false, + "reason": "Both are Wan 2.2-related, but one is OOM and the other is a context-state ValueError from apply_first_block_cache; different failure modes." + }, + { + "left": "issue:8511", + "right": "issue:8939", + "accept": false, + "reason": "LoRA/text-encoder unloading versus tokenizer load failure are unrelated bugs." + }, + { + "left": "issue:7142", + "right": "issue:7785", + "accept": false, + "reason": "Inference mismatch with webui versus very slow first inference are different symptoms and likely different causes." + }, + { + "left": "issue:5840", + "right": "issue:9664", + "accept": false, + "reason": "Checkpoint resume/freezing behavior is not the same as a subprocess failure running the training script." + }, + { + "left": "issue:3788", + "right": "issue:6407", + "accept": false, + "reason": "Different new models/pipelines; no shared concrete bug." + }, + { + "left": "issue:5465", + "right": "issue:962", + "accept": false, + "reason": "DiffEdit inpaint_strength handling is unrelated to inpaint size support." + }, + { + "left": "issue:10026", + "right": "issue:1734", + "accept": false, + "reason": "Both mention multi-GPU training, but one is about memory not reducing and the other about performance slowdown; not the same bug." + }, + { + "left": "issue:10969", + "right": "issue:9799", + "accept": false, + "reason": "Zero3 weight-dimension failure and tensor-size mismatch are distinct runtime errors." + }, + { + "left": "issue:1672", + "right": "issue:4000", + "accept": false, + "reason": "Both concern conversion, but wrong output size versus generic ckpt-to-diffusers conversion are not the same defect." + }, + { + "left": "issue:6238", + "right": "issue:6250", + "accept": false, + "reason": "General SDXL VAE issue versus a specific KeyError loading VAE from single file; too broad to merge confidently." + }, + { + "left": "issue:4736", + "right": "issue:7310", + "accept": false, + "reason": "OOM/invalid cast in an SDXL LoRA script versus defaults not working are different problems." + }, + { + "left": "issue:3250", + "right": "issue:6323", + "accept": false, + "reason": "Pipeline launch failure and TensorRT attribute-setting error are unrelated." + }, + { + "left": "issue:8588", + "right": "issue:8726", + "accept": false, + "reason": "Missing conversion script and text encoder errors in SD3 training scripts are different issues." + }, + { + "left": "issue:4086", + "right": "issue:5465", + "accept": false, + "reason": "ControlNet training failure and DiffEdit inpaint parameter limitation are not the same code-path problem." + }, + { + "left": "issue:2844", + "right": "issue:4303", + "accept": false, + "reason": "StableUnCLIP image-embedding input handling and Flax SDXL loading crash are unrelated." + }, + { + "left": "issue:1774", + "right": "issue:350", + "accept": false, + "reason": "Both discuss memory, but one is a generic OOM report and the other is a question about expected UNet memory usage." + }, + { + "left": "issue:3379", + "right": "issue:746", + "accept": false, + "reason": "Dreambooth checkpoint loading and ONNX revision loading are different subsystems and errors." + }, + { + "left": "issue:11148", + "right": "issue:12689", + "accept": false, + "reason": "Adapter loaded flag behavior and checkpoint weight loading are related to LoRA, but they are different concrete bugs." + }, + { + "left": "issue:5436", + "right": "issue:6540", + "accept": false, + "reason": "Both are ControlNet training errors, but one is an example script issue and the other is an FSDP matmul shape error." + }, + { + "left": "issue:11853", + "right": "issue:9187", + "accept": false, + "reason": "Both involve IP-Adapter/SDXL, but one is a config conflict when loading together and the other is an update-specific image encoder_folder problem." + }, + { + "left": "issue:5575", + "right": "issue:6661", + "accept": false, + "reason": "LoRA hidden-size configuration is unrelated to an MPS OOM report." + }, + { + "left": "issue:4354", + "right": "issue:5150", + "accept": false, + "reason": "Both mention from_single_file, but one is wrong return type and the other is missing method support." + }, + { + "left": "issue:4061", + "right": "issue:5693", + "accept": false, + "reason": "LoRA load error and VAE load error are different model-loading failures." + }, + { + "left": "issue:1643", + "right": "issue:7629", + "accept": false, + "reason": "xformers API mismatch and PyTorch-version-dependent OOM are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 105, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1005", + "issue:10512", + "issue:1060", + "issue:11584", + "issue:11824", + "issue:11839", + "issue:11864", + "issue:12085", + "issue:12126", + "issue:12147", + "issue:12529", + "issue:12599", + "issue:13258", + "issue:1962", + "issue:2596", + "issue:3250", + "issue:378", + "issue:4410", + "issue:4754", + "issue:5256", + "issue:5605", + "issue:5927", 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too broad to be the same bug." + }, + { + "left": "issue:10512", + "right": "issue:9270", + "accept": false, + "reason": "Both mention Flux LoRA, but one is a load failure for Quanto Flux LoRA and the other is incomplete training/support in SimpleTuner; not the same concrete issue." + }, + { + "left": "issue:11824", + "right": "issue:9106", + "accept": false, + "reason": "Different pipelines and different failures: multi-image FluxKontext input error versus PixArt time_step attribute error." + }, + { + "left": "issue:1005", + "right": "issue:3250", + "accept": false, + "reason": "One is a timestep constraint question, the other is a StableDiffusionKDiffusionPipeline runtime failure; no concrete overlap." + }, + { + "left": "issue:5927", + "right": "issue:8790", + "accept": false, + "reason": "Both mention IP-Adapter, but the affected setup and failure mode are different; one is a complex combo pipeline, the other is SDXL TensorRT integration." + }, + { + "left": "issue:8637", + "right": "issue:9167", + "accept": false, + "reason": "Both are import issues for different pipeline classes; the missing symbols and fixes are not the same." + }, + { + "left": "issue:2596", + "right": "issue:6636", + "accept": false, + "reason": "Both touch diffusers.utils, but one is docs referencing a nonexistent helper and the other is a missing import symbol; separate problems." + }, + { + "left": "issue:12147", + "right": "issue:12529", + "accept": false, + "reason": "Same Wan2.2 family, but one is LoRA loading and the other is a tiled VAE tensor mismatch; different components and failures." + }, + { + "left": "issue:8939", + "right": "issue:9320", + "accept": false, + "reason": "Tokenizer loading for SD3-medium is unrelated to custom diffusion save/load behavior." + }, + { + "left": "issue:8495", + "right": "issue:8556", + "accept": false, + "reason": "Both are SD3-related load errors, but one is tokenizer JSON parsing and the other is a meta-tensor copy failure; distinct root causes." + }, + { + "left": "issue:12599", + "right": "issue:9953", + "accept": false, + "reason": "Close in theme, but #12599 is about slow CUDA transfer after loading while #9953 is about an actual error when moving a quantized component; not the same bug." + }, + { + "left": "issue:378", + "right": "issue:4754", + "accept": false, + "reason": "Both relate to textual inversion, but one is a DiagonalGaussianDistribution issue and the other is a missing model_index.json after loading; different bugs." + }, + { + "left": "issue:6283", + "right": "issue:7306", + "accept": false, + "reason": "Different pipeline behaviors: strength=0 handling in ControlNet img2img versus float16 support in LEdits++." + }, + { + "left": "issue:1060", + "right": "issue:671", + "accept": false, + "reason": "Both reference the original SD conversion script, but one is a safety-checker load failure and the other is conversion fidelity not matching the source model." + }, + { + "left": "issue:11584", + "right": "issue:11864", + "accept": false, + "reason": "Both mention torch.compile, but the failures are in different code paths: group offloading on HunYuanVideo versus a missing torch name in AutoencoderDC.encode." + }, + { + "left": "issue:7935", + "right": "issue:7936", + "accept": false, + "reason": "Both are model loading problems, but one is a missing config on a repo and the other is invalid JSON for a local safetensors file." + }, + { + "left": "issue:11839", + "right": "issue:12085", + "accept": false, + "reason": "Both are gguf loading errors, but they affect different models/pipelines and likely different input validation paths." + }, + { + "left": "issue:5256", + "right": "issue:5605", + "accept": false, + "reason": "These are feature requests in different training workflows, not the same change." + }, + { + "left": "issue:12126", + "right": "issue:13258", + "accept": false, + "reason": "Different Wan2.2 problems: cache_context switching error versus a missing image-to-video model/pipeline availability issue." + }, + { + "left": "issue:6832", + "right": "issue:8827", + "accept": false, + "reason": "Both involve IP-Adapter FaceID, but one is a tuple.shape runtime error in a community pipeline and the other is a broader usage error in SDXL; not enough evidence of the same fix." + }, + { + "left": "issue:6636", + "right": "issue:9410", + "accept": false, + "reason": "Import errors for different pipeline symbols; unrelated missing exports." + }, + { + "left": "issue:6107", + "right": "issue:9187", + "accept": false, + "reason": "Both mention IP-Adapter, but one is an environment-specific app issue and the other is an SDXL/Kolors regression with image_encoder_folder=None; different underlying bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 106, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10010", + "issue:10100", + "issue:1013", + "issue:10139", + "issue:10447", + "issue:10472", + "issue:1061", + "issue:10639", + "issue:10653", + "issue:10823", + "issue:11232", + "issue:12107", + "issue:12157", + "issue:12599", + "issue:1398", + "issue:1823", + "issue:2459", + "issue:2466", + "issue:2784", + "issue:3101", + "issue:3487", + "issue:3643", + "issue:3700", + "issue:3802", + "issue:4031", + "issue:4109", + "issue:4134", + "issue:4446", + "issue:4631", + "issue:4801", + "issue:5126", + "issue:5128", + "issue:5425", + "issue:5558", + "issue:5576", + "issue:5607", + "issue:5932", + "issue:6382", + "issue:6839", + "issue:6858", + "issue:7002", + "issue:7133", + "issue:7197", + "issue:7974", + "issue:9454", + "issue:9576", + "issue:9613", + "issue:9719" + ], + "soft_pairs": [ + "issue:10472|issue:9613", + "issue:2784|issue:5576", + "issue:4801|issue:5425", + "issue:2459|issue:3700", + "issue:4446|issue:6839", + "issue:1398|issue:4134", + "issue:4031|issue:5128", + "issue:2466|issue:3802", + "issue:10653|issue:12599", + "issue:6382|issue:7974", + "issue:5607|issue:7002", + "issue:3487|issue:5558", + "issue:3101|issue:6858", + "issue:12107|issue:12157", + "issue:3643|issue:4631", + "issue:7133|issue:7197", + "issue:10823|issue:11232", + "issue:5126|issue:5932", + "issue:10010|issue:9454", + "issue:10100|issue:10639", + "issue:1013|issue:4109", + "issue:10139|issue:9576", + "issue:10447|issue:9719", + "issue:1061|issue:1823" + ], + "prepared_review_unit_hash": "32f20781ffee8a2cba5b88a49b2de489b0a84bc82258c79811b12d701c669e0e", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34734, + "estimated_input_tokens": 8684, + "estimated_eval_tokens": 17624 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose semantic grouping of training/loading-example issues. The 2466/3802 pair is the strongest near-duplicate match by title and discussion, but the packet only supports same-topic / near-duplicate confidence, not a confirmed duplicate or identical fix path.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 2466 is the best canonical anchor because it has the richest discussion around the checkpoints_total_limit training-example problem and is the closest match to 3802. The evidence supports near-duplicate/same-topic status, but not a fully confirmed duplicate relationship.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 2466 is the best overall issue representative for this cluster because it is the clearest and most discussed instance of the checkpoints_total_limit bug, making it the strongest anchor even though the duplicate/fix-path certainty should stay modest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10472", + "right": "issue:9613", + "accept": false, + "reason": "Both are runtime errors, but they hit different code paths: LoRA config handling vs timestep scaling in a custom model." + }, + { + "left": "issue:2784", + "right": "issue:5576", + "accept": false, + "reason": "One is a feature request for Dreambooth text2video support; the other requests a new scheduler. Same area, different change." + }, + { + "left": "issue:4801", + "right": "issue:5425", + "accept": false, + "reason": "Both involve training examples, but one is a mixed-precision bug and the other is checkpoint saving compatibility." + }, + { + "left": "issue:2459", + "right": "issue:3700", + "accept": false, + "reason": "Both are training-script flags, but xformers attention and min_snr are separate behaviors." + }, + { + "left": "issue:4446", + "right": "issue:6839", + "accept": false, + "reason": "Both touch from_single_file, but one is custom text_encoder loading and the other is StableVideoDiffusionPipeline support." + }, + { + "left": "issue:1398", + "right": "issue:4134", + "accept": false, + "reason": "Both relate to MPS/controlnet, but the failures are different: SD2 on Apple Silicon versus a controlnet tensor-size mismatch." + }, + { + "left": "issue:4031", + "right": "issue:5128", + "accept": false, + "reason": "Both involve local loading, but safety checker loading and safetensors/from_single_file are distinct bugs." + }, + { + "left": "issue:2466", + "right": "issue:3802", + "accept": true, + "reason": "Strong near-duplicate reports of checkpoints_total_limit not limiting checkpoints in training examples; same topic and likely same fix area, though the packet stops short of confirming an exact duplicate relationship." + }, + { + "left": "issue:10653", + "right": "issue:12599", + "accept": false, + "reason": "Both are device-transfer issues, but bitsandbytes 8bit .to() limitations and slow CUDA migration are different problems." + }, + { + "left": "issue:6382", + "right": "issue:7974", + "accept": false, + "reason": "Both mention IP-adapter, but one is a training-script key error and the other is an inpaint usage bug." + }, + { + "left": "issue:5607", + "right": "issue:7002", + "accept": false, + "reason": "Both are runtime shape/buffer failures, but the underlying errors are different." + }, + { + "left": "issue:3487", + "right": "issue:5558", + "accept": false, + "reason": "Both are image-quality complaints, but one is scheduler-specific strength behavior and the other is artifacts with multiple ControlNets." + }, + { + "left": "issue:3101", + "right": "issue:6858", + "accept": false, + "reason": "Both involve training examples, but the controlNet AttributeError and the missing convert() method are unrelated." + }, + { + "left": "issue:12107", + "right": "issue:12157", + "accept": false, + "reason": "Both are training-related errors, but init_trackers with custom objects and the torch.device iterable error are distinct." + }, + { + "left": "issue:3643", + "right": "issue:4631", + "accept": false, + "reason": "Both are runtime issues in generation, but they affect different code paths and failure modes." + }, + { + "left": "issue:7133", + "right": "issue:7197", + "accept": false, + "reason": "Both concern resume/checkpoint behavior, but they describe separate bugs." + }, + { + "left": "issue:10823", + "right": "issue:11232", + "accept": false, + "reason": "Both are fine-tuning issues, but missing inference files and noise residuals are not the same defect." + }, + { + "left": "issue:5126", + "right": "issue:5932", + "accept": false, + "reason": "Both mention tensor/channel problems, but the Conv2d argument error and 3-vs-4-channel mismatch are different bugs." + }, + { + "left": "issue:10010", + "right": "issue:9454", + "accept": false, + "reason": "Both are model-not-found style failures, but they reference different models and artifacts." + }, + { + "left": "issue:10100", + "right": "issue:10639", + "accept": false, + "reason": "Both are support requests for new models, but they are for different integrations." + }, + { + "left": "issue:1013", + "right": "issue:4109", + "accept": false, + "reason": "Both say a pipeline is not working, but they involve different pipeline families and failure contexts." + }, + { + "left": "issue:10139", + "right": "issue:9576", + "accept": false, + "reason": "Both involve pipeline initialization/loading, but sample_size handling and use_safetensors propagation are separate bugs." + }, + { + "left": "issue:10447", + "right": "issue:9719", + "accept": false, + "reason": "Different areas entirely: conversion script file-splitting versus ignored disable_progress_bar during loading." + }, + { + "left": "issue:1061", + "right": "issue:1823", + "accept": false, + "reason": "One is documentation text for an example; the other is a code comment swap." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level conclusion is mostly grounded, but the writeup overstates certainty. The packet supports a strong near-duplicate/same-topic relationship between 2466 and 3802 from their titles and discussion, but it does not confirm a duplicate relationship or a shared fix path. Please soften claims like \"confirmed duplicate target\" and \"same bug and same fix path\" to match the available evidence. The individual soft-edge rejects look conservative; the main issue is the canonical/best-issue certainty." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 107, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10026", + "issue:10671", + "issue:11006", + "issue:11627", + "issue:1188", + "issue:12494", + "issue:12565", + "issue:13300", + "issue:1486", + "issue:1949", + "issue:2437", + "issue:2579", + "issue:2673", + "issue:2800", + "issue:3346", + "issue:3728", + "issue:3851", + "issue:4037", + "issue:4206", + "issue:4975", + "issue:5215", + "issue:5337", + "issue:5457", + "issue:5593", + "issue:6159", + "issue:6842", + "issue:6879", + "issue:7389", + "issue:7390", + "issue:7441", + "issue:7982", + "issue:8532", + "issue:8534", + "issue:8540", + "issue:8543", + "issue:8805", + "issue:8817", + "issue:8834", + "issue:9042", + "issue:9109", + "issue:9156", + "issue:9167", + "issue:9309", + "issue:9450", + "issue:9527", + "issue:9546", + "issue:9630", + "issue:9873" + ], + "soft_pairs": [ + "issue:1188|issue:2437", + "issue:1486|issue:2579", + "issue:1486|issue:3851", + "issue:1949|issue:3346", + "issue:2673|issue:5215", + "issue:2800|issue:3728", + "issue:4037|issue:4206", + "issue:4975|issue:8532", + "issue:5337|issue:5457", + "issue:6842|issue:9167", + "issue:7441|issue:8805", + "issue:8534|issue:8543", + "issue:8540|issue:8834", + "issue:9042|issue:9873", + "issue:9450|issue:9630", + "issue:10671|issue:9527", + "issue:9309|issue:9546", + "issue:11627|issue:8817", + "issue:10026|issue:9156", + "issue:6159|issue:9109", + "issue:11006|issue:12565", + "issue:11627|issue:13300", + "issue:12494|issue:6879", + "issue:7389|issue:7390", + "issue:5593|issue:7982" + ], + "prepared_review_unit_hash": "933f2dd3f84b34c2576cc9c81d81d8b5c0f8d03d51123824c45912111dc769f0", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34093, + "estimated_input_tokens": 8524, + "estimated_eval_tokens": 17304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues with a loose concentration around Flux/ControlNet/SD3 training, memory, and device/dtype problems. The proposed soft pairs are thematically similar in a few cases, but none look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.44, + "canonical_issue_reason": "issue:10026 is the clearest and most specific report of the recurring Flux multi-GPU memory problem, so it is the best representative issue for the main theme in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10026 best captures the dominant subtheme (Flux training on multi-GPU with memory not improving under DeepSpeed stage-3) and is the most concrete anchor among the Flux-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1188", + "right": "issue:2437", + "accept": false, + "reason": "Both are pipeline feature requests, but CLIPSeg+SD and T2I-Adapter are different integrations and different underlying changes." + }, + { + "left": "issue:1486", + "right": "issue:2579", + "accept": false, + "reason": "DDIMScheduler sample-prediction bug and xFormers misuse/bug are unrelated failure modes." + }, + { + "left": "issue:1486", + "right": "issue:3851", + "accept": false, + "reason": "Both involve DDIMScheduler, but one is prediction_type='sample' and the other is epsilon prediction with zero-SNR rescaling; different bugs." + }, + { + "left": "issue:1949", + "right": "issue:3346", + "accept": false, + "reason": "Both touch dreambooth training examples, but one is a training error and the other is a resume_from_checkpoint feature request." + }, + { + "left": "issue:2673", + "right": "issue:5215", + "accept": false, + "reason": "Both mention StableDiffusionUpscalePipeline, but one is a config/input verification error and the other is a brightness regression." + }, + { + "left": "issue:2800", + "right": "issue:3728", + "accept": false, + "reason": "A DiffEdit semantic editing issue and a shifted-diffusion pipeline proposal are not the same bug/change." + }, + { + "left": "issue:4037", + "right": "issue:4206", + "accept": false, + "reason": "Both concern ControlNet training, but FSDP validation errors and an SDXL main-branch breakage are different code paths." + }, + { + "left": "issue:4975", + "right": "issue:8532", + "accept": false, + "reason": "Repeated dtype queries during LoRA loading vs progressive memory increase on LoRA loading are related performance complaints, but not the same underlying bug." + }, + { + "left": "issue:5337", + "right": "issue:5457", + "accept": false, + "reason": "These are documentation/explanation questions about different callbacks and attention masks, not duplicate issues." + }, + { + "left": "issue:6842", + "right": "issue:9167", + "accept": false, + "reason": "Import failures for different symbols: Prompt2PromptPipeline vs StableDiffusion3Pipeline." + }, + { + "left": "issue:7441", + "right": "issue:8805", + "accept": false, + "reason": "Pytest on Python 3.12 and a broken conversion script are unrelated." + }, + { + "left": "issue:8534", + "right": "issue:8543", + "accept": false, + "reason": "Both are SD3 dreambooth training issues, but wrong logit-normal weighting and gradient checkpointing failure are distinct bugs." + }, + { + "left": "issue:8540", + "right": "issue:8834", + "accept": false, + "reason": "Caching embeddings/VAE representations is a training optimization issue; asking whether SD3 ControlNet code will be released is a feature/release question." + }, + { + "left": "issue:9042", + "right": "issue:9873", + "accept": false, + "reason": "They are separate model-pipeline addition requests (Flux vs OmniGen), not duplicates." + }, + { + "left": "issue:9450", + "right": "issue:9630", + "accept": false, + "reason": "Both are Flux multi-GPU issues, but one is a device mismatch in FluxPipeline and the other is a num_single_layers=0 training/runtime error; not the same bug." + }, + { + "left": "issue:10671", + "right": "issue:9527", + "accept": false, + "reason": "Both involve device/dtype handling, but deterministic dtype/device queries and a ControlNet fp32/bf16 mismatch have different roots and fixes." + }, + { + "left": "issue:9309", + "right": "issue:9546", + "accept": false, + "reason": "FluxControlNetPipeline on Flux 1 schnell and validation-step OOM in Flux ControlNet training are different problems." + }, + { + "left": "issue:11627", + "right": "issue:8817", + "accept": false, + "reason": "StableDiffusion3Pipeline with a specific IP-Adapter and an IP-Adapter FaceID issue are not the same concrete bug." + }, + { + "left": "issue:10026", + "right": "issue:9156", + "accept": false, + "reason": "Both are Flux training memory complaints, but one is DeepSpeed stage-3 not reducing memory and the other is plain CUDA OOM during LoRA training." + }, + { + "left": "issue:6159", + "right": "issue:9109", + "accept": false, + "reason": "An SDXL ControlNetXS keyword-argument support issue and a missing torchvision::nms operator are unrelated." + }, + { + "left": "issue:11006", + "right": "issue:12565", + "accept": false, + "reason": "Both are Wan2.1 i2v reports, but one is a quantized-transformer video corruption bug and the other is a general running issue." + }, + { + "left": "issue:12494", + "right": "issue:6879", + "accept": false, + "reason": "A matmul shape mismatch in latest scripts and a dtype mismatch in Custom Diffusion are different tensor errors." + }, + { + "left": "issue:7389", + "right": "issue:7390", + "accept": false, + "reason": "Both are from_single_file errors, but one is StableDiffusionXL and the other is StableDiffusionXLControlNetInpaint; similar area, different pipelines." + }, + { + "left": "issue:5593", + "right": "issue:7982", + "accept": false, + "reason": "Both involve from_pipe and ControlNet, but one is ControlNet pipeline conversion and the other is MultiControlNetModel handling; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 108, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10472", + "issue:10760", + "issue:11962", + "issue:13351", + "issue:1556", + "issue:1814", + "issue:2507", + "issue:2560", + "issue:259", + "issue:2614", + "issue:2695", + "issue:2784", + "issue:2880", + "issue:2984", + "issue:2988", + "issue:3584", + "issue:3812", + "issue:3886", + "issue:3910", + "issue:4186", + "issue:4376", + "issue:4591", + "issue:4840", + "issue:4885", + "issue:5128", + "issue:5399", + "issue:5425", + "issue:5592", + "issue:5770", + "issue:5777", + "issue:5829", + "issue:5845", + "issue:5972", + "issue:6073", + "issue:6252", + "issue:6492", + "issue:6823", + "issue:7082", + "issue:7239", + "issue:7421", + "issue:7708", + "issue:7793", + "issue:9012", + "issue:9208", + "issue:9239", + "issue:941", + "issue:964", + "issue:9731" + ], + "soft_pairs": [ + "issue:6252|issue:7793", + "issue:2507|issue:5128", + "issue:2988|issue:4376", + "issue:3910|issue:4885", + "issue:3886|issue:5425", + "issue:6492|issue:9239", + "issue:4591|issue:7421", + "issue:4186|issue:964", + "issue:3584|issue:6073", + "issue:10472|issue:9731", + "issue:2695|issue:5972", + "issue:11962|issue:13351", + "issue:1556|issue:2507", + "issue:4885|issue:9012", + "issue:5777|issue:5845", + "issue:10760|issue:7082", + "issue:1814|issue:2614", + "issue:2560|issue:941", + "issue:259|issue:2880", + "issue:4840|issue:5592", + "issue:6823|issue:9208", + "issue:3812|issue:7708", + "issue:2784|issue:2984", + "issue:5770|issue:5829", + "issue:5399|issue:7239" + ], + "prepared_review_unit_hash": "dc9f7a1d94a82958b2870cae50b852f95799bade8004855170c4e75bc82d23f4", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34159, + "estimated_input_tokens": 8540, + "estimated_eval_tokens": 17336 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated one-off issues spanning different models, pipelines, and training paths. Only the two PixArt DreamBooth reports look like the same underlying bug; the rest should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:5845 is the clearest representative of the only true duplicate pair: it explicitly names DreamBooth training with PixArt Alpha and states the failure directly.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:5845 is the best global issue candidate because it is specific, readable, and matches the shared PixArt DreamBooth failure described by issue:5777.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:6252", + "right": "issue:7793", + "accept": false, + "reason": "Both mention LoRA, but one is about weights not loading from a checkpoint and the other about unloading LoRA weights in DeepFloyd. Different operation and likely different code path." + }, + { + "left": "issue:2507", + "right": "issue:5128", + "accept": false, + "reason": "One is a performance regression loading safetensors on GPU; the other is a hard error loading a local .safetensors file via from_single_file. Not the same bug." + }, + { + "left": "issue:2988", + "right": "issue:4376", + "accept": false, + "reason": "Scheduler step-count crash and SDXL inpaint/refiner failure are unrelated subsystems and failure modes." + }, + { + "left": "issue:3910", + "right": "issue:4885", + "accept": false, + "reason": "Both involve LoRA loading, but one is a general 'certain LoRA will not load' report and the other is specific to StableDiffusionXLControlNetImg2ImgPipeline. Not enough evidence they share one root cause." + }, + { + "left": "issue:3886", + "right": "issue:5425", + "accept": false, + "reason": "DDPM training timeout under train_unconditional.py is unrelated to checkpoint-saving compatibility with accelerate/PT 2.1." + }, + { + "left": "issue:6492", + "right": "issue:9239", + "accept": false, + "reason": "Both mention black images, but one is generic image generation and the other is specifically ControlNet-Canny. Different contexts and likely different causes." + }, + { + "left": "issue:4591", + "right": "issue:7421", + "accept": false, + "reason": "Both are determinism/seed issues, but Karlo/unCLIP generator behavior is not the same as StableDiffusionXLKDiffusionPipeline seed handling." + }, + { + "left": "issue:4186", + "right": "issue:964", + "accept": false, + "reason": "Both are inpainting-related, but 4186 is SDXL inpaint with refiner while 964 is a generic inpainting example problem. Too broad to merge." + }, + { + "left": "issue:3584", + "right": "issue:6073", + "accept": false, + "reason": "Both are DreamBooth tutorial problems, but they target different docs/models and do not clearly describe the same bug." + }, + { + "left": "issue:10472", + "right": "issue:9731", + "accept": false, + "reason": "One is a TypeError from lora_bias during inference; the other is a training how-to for Playground2.5. Different issue type and symptom." + }, + { + "left": "issue:2695", + "right": "issue:5972", + "accept": false, + "reason": "ControlNet training validation failure is unrelated to the Min-SNR documentation request." + }, + { + "left": "issue:11962", + "right": "issue:13351", + "accept": false, + "reason": "Both request support for new models, but they are different model families and capabilities." + }, + { + "left": "issue:1556", + "right": "issue:2507", + "accept": false, + "reason": "Black images on CUDA/NSFW warning is unrelated to safetensors loading performance." + }, + { + "left": "issue:4885", + "right": "issue:9012", + "accept": false, + "reason": "Both are ControlNet weight-loading issues, but they concern different model generations and APIs; no clear shared code-path bug." + }, + { + "left": "issue:5777", + "right": "issue:5845", + "accept": true, + "reason": "These appear to be the same underlying PixArt DreamBooth training failure, just phrased differently; both point to DreamBooth on PixArt Alpha not working." + }, + { + "left": "issue:10760", + "right": "issue:7082", + "accept": false, + "reason": "Import errors, but for entirely different symbols and packages." + }, + { + "left": "issue:1814", + "right": "issue:2614", + "accept": false, + "reason": "Changing the CLIP model and changing the pretrained download directory are unrelated features." + }, + { + "left": "issue:2560", + "right": "issue:941", + "accept": false, + "reason": "Both involve StableDiffusionImg2ImgPipeline, but one is list-of-generators output inconsistency and the other is MPS num_images_per_prompt noise. Different bug reports." + }, + { + "left": "issue:259", + "right": "issue:2880", + "accept": false, + "reason": "A progress-bar fix and a JAX Colab runtime failure are unrelated." + }, + { + "left": "issue:4840", + "right": "issue:5592", + "accept": false, + "reason": "Both are checkpoint-loading problems, but they affect different models and serialization formats." + }, + { + "left": "issue:6823", + "right": "issue:9208", + "accept": false, + "reason": "Generic 'cannot use controlnet' is too broad to be the same as loading most ControlNet models from_single_file()." + }, + { + "left": "issue:3812", + "right": "issue:7708", + "accept": false, + "reason": "Both are missing-config style errors, but they refer to different files and model setups." + }, + { + "left": "issue:2784", + "right": "issue:2984", + "accept": false, + "reason": "A feature request for DreamBooth text-to-video is not the same as a paper/announcement issue about latent video diffusion models." + }, + { + "left": "issue:5770", + "right": "issue:5829", + "accept": false, + "reason": "LCM dataset-access failure and missing unet_time_cond_proj_dim argument are different training-script problems." + }, + { + "left": "issue:5399", + "right": "issue:7239", + "accept": false, + "reason": "Both are matrix-related runtime errors, but one is dtype mismatch in custom inpainting and the other is a shape mismatch in SDXL LoRA training." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it stays close to the issue titles, and the only accepted soft pair (5777/5845) is a plausible PixArt DreamBooth duplicate. The remaining pair judgments are conservative and do not overclaim shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 109, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10066", + "issue:10194", + "issue:10382", + "issue:10453", + "issue:10989", + "issue:11408", + "issue:11432", + "issue:11436", + "issue:1231", + "issue:1363", + "issue:1614", + "issue:2447", + "issue:2695", + "issue:2822", + "issue:3094", + "issue:3221", + "issue:3296", + "issue:3405", + "issue:4037", + "issue:4086", + "issue:4210", + "issue:4389", + "issue:4724", + "issue:4852", + "issue:4874", + "issue:5128", + "issue:5254", + "issue:5465", + "issue:5829", + "issue:5881", + "issue:5886", + "issue:5897", + "issue:5997", + "issue:6250", + "issue:6371", + "issue:7033", + "issue:7168", + "issue:7238", + "issue:7877", + "issue:835", + "issue:8410", + "issue:8464", + "issue:8645", + "issue:9096", + "issue:9370", + "issue:9825", + "issue:9856", + "issue:987" + ], + "soft_pairs": [ + "issue:3405|issue:4037", + "issue:3221|issue:4724", + "issue:835|issue:987", + "issue:1614|issue:987", + "issue:8410|issue:9825", + "issue:4852|issue:5128", + "issue:6250|issue:9856", + "issue:10382|issue:4210", + "issue:11436|issue:9096", + "issue:2447|issue:5897", + "issue:5829|issue:9370", + "issue:10453|issue:11408", + "issue:3094|issue:6371", + "issue:2822|issue:5881", + "issue:5254|issue:5465", + "issue:10989|issue:8464", + "issue:4210|issue:8645", + "issue:4874|issue:5128", + "issue:2695|issue:5997", + "issue:3221|issue:4086", + "issue:3296|issue:4389", + "issue:1231|issue:1363", + "issue:5886|issue:7238", + "issue:10066|issue:11432", + "issue:10194|issue:7877", + "issue:7033|issue:7168" + ], + "prepared_review_unit_hash": "f87043c58560835578dfcffd463dba6805645a8a8a269364597ee8ab97817fda", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 34789, + "estimated_input_tokens": 8698, + "estimated_eval_tokens": 17652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very noisy: it mixes attention-masking/adapter issues with loading, dtype, training, scheduler, and distributed/runtime bugs. I\u2019d treat it as mostly non-duplicate items with only a loose thematic overlap around Diffusers attention/Flux/IP-Adapter behavior.", + "confidence": 0.31, + "canonical_issue_reason": "Issue #10194 is the broadest and most central item around attention masking, which is the only recurring theme that loosely connects a few of the nearby issues. It is still not a strong duplicate anchor because most other items are about unrelated failures.", + "canonical_pr_reason": null, + "best_issue_reason": "#10194 is the best single issue to represent the cluster because it is the most general open request in the shared attention/masking area, but it should be used only as a weak umbrella choice, not as proof of duplication.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3405", + "right": "issue:4037", + "accept": false, + "reason": "Both are ControlNet training problems, but one is a generic training bug and the other is specifically FSDP validation errors; different failure modes and likely different fixes." + }, + { + "left": "issue:3221", + "right": "issue:4724", + "accept": false, + "reason": "One is about load_attn_procs in an older diffusers version, the other is an SDXL img2img checkpoint behavior issue; same broad area, not the same underlying bug." + }, + { + "left": "issue:835", + "right": "issue:987", + "accept": false, + "reason": "Both mention bad image output, but one is a flax pipeline numpy conversion issue and the other is a speech-to-image green image symptom; not clearly the same code path." + }, + { + "left": "issue:1614", + "right": "issue:987", + "accept": false, + "reason": "Both are image artifact reports, but they involve different pipelines and symptoms (black vs green output), so they are not the same bug." + }, + { + "left": "issue:8410", + "right": "issue:9825", + "accept": false, + "reason": "Both are feature requests around pipeline support, but TextDiffuser and Flux IP-Adapter support are unrelated changes." + }, + { + "left": "issue:4852", + "right": "issue:5128", + "accept": false, + "reason": "Both are loading-related, but one is LoRA loading and the other is single-file safetensors loading for XLPipeline; different paths and issues." + }, + { + "left": "issue:6250", + "right": "issue:9856", + "accept": false, + "reason": "One is an SDXL VAE single-file KeyError, the other is a distributed port-in-use error; unrelated runtime problems." + }, + { + "left": "issue:10382", + "right": "issue:4210", + "accept": false, + "reason": "One is a VAE encoder return-type mismatch, the other is a question about attention_mask in UNet2DConditionModel; not duplicates." + }, + { + "left": "issue:11436", + "right": "issue:9096", + "accept": false, + "reason": "Both involve Flux dtype/numerics, but one is a half vs bfloat16 matmul mismatch and the other is NaNs in half precision; related area, different concrete bug." + }, + { + "left": "issue:2447", + "right": "issue:5897", + "accept": false, + "reason": "Both are LoRA-related errors, but one is generic LoRA failure and the other is a device placement bug in a specific training script." + }, + { + "left": "issue:5829", + "right": "issue:9370", + "accept": false, + "reason": "Both mention missing arguments in embedding-related code, but one is an LCM training-script crash and the other is a separate model forward signature issue." + }, + { + "left": "issue:10453", + "right": "issue:11408", + "accept": false, + "reason": "Batch-size limitation in Hunyuan Video and compiled-model set_adapters support are unrelated problems." + }, + { + "left": "issue:3094", + "right": "issue:6371", + "accept": false, + "reason": "One is CUDA OOM during finetuning; the other is an assertion failure in a controlnet_xs example. Same area, different issue." + }, + { + "left": "issue:2822", + "right": "issue:5881", + "accept": false, + "reason": "Training convergence complaints about ControlNet and AnimateDiff quality issues are not the same bug or change." + }, + { + "left": "issue:5254", + "right": "issue:5465", + "accept": false, + "reason": "Both concern pipeline features, but multi-ControlNet support and DiffEdit inpaint_strength behavior are distinct feature requests." + }, + { + "left": "issue:10989", + "right": "issue:8464", + "accept": false, + "reason": "One is a Flux ControlNet LoRA loading problem under quantization, the other is a SEGA cpu-offload seed failure; unrelated failures." + }, + { + "left": "issue:4210", + "right": "issue:8645", + "accept": false, + "reason": "An attention_mask usage question in UNet2DConditionModel and a missing helper function in single_file_utils are unrelated." + }, + { + "left": "issue:4874", + "right": "issue:5128", + "accept": false, + "reason": "Both mention loading/local usage, but one is a scheduler bug and the other is a single-file load error; different concrete problems." + }, + { + "left": "issue:2695", + "right": "issue:5997", + "accept": false, + "reason": "A ControlNet training validation/reporting bug and an SDXL tutorial type mismatch are not the same underlying issue." + }, + { + "left": "issue:3221", + "right": "issue:4086", + "accept": false, + "reason": "Loading attention processors and SDXL ControlNet not working are too broad and distinct to merge as duplicates." + }, + { + "left": "issue:3296", + "right": "issue:4389", + "accept": false, + "reason": "Dreambooth checkpoint save/load behavior and ControlNetModel load errors are separate code paths." + }, + { + "left": "issue:1231", + "right": "issue:1363", + "accept": false, + "reason": "Both mention LMS schedulers, but Flax scheduler support and an ONNX long-prompt pipeline error are different contexts and failures." + }, + { + "left": "issue:5886", + "right": "issue:7238", + "accept": false, + "reason": "One is a request to support an IP-Adapter face model, the other is IP-Adapter masking; same subsystem, different change." + }, + { + "left": "issue:10066", + "right": "issue:11432", + "accept": false, + "reason": "A self.attn unpacking ValueError and a torch_dtype='auto' loading issue are unrelated." + }, + { + "left": "issue:10194", + "right": "issue:7877", + "accept": false, + "reason": "Attention masking support in Flux and adding out_dim to Attention are both attention-adjacent, but they are different API/behavior changes." + }, + { + "left": "issue:7033", + "right": "issue:7168", + "accept": false, + "reason": "Warning logs about IP-Adapter attention masking and a 4D tensor embed-shape question are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 110, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10121", + "issue:10925", + "issue:11185", + "issue:11464", + "issue:11878", + "issue:13105", + "issue:1315", + "issue:1572", + "issue:1944", + "issue:2163", + "issue:2596", + "issue:2875", + "issue:2947", + "issue:3111", + "issue:3405", + "issue:3480", + "issue:3631", + "issue:4073", + "issue:4086", + "issue:4186", + "issue:4969", + "issue:5128", + "issue:5515", + "issue:5619", + "issue:5892", + "issue:6016", + "issue:6130", + "issue:6196", + "issue:6256", + "issue:6439", + "issue:6548", + "issue:6565", + "issue:6870", + "issue:7003", + "issue:7119", + "issue:7293", + "issue:730", + "issue:7538", + "issue:7735", + "issue:7757", + "issue:7960", + "issue:9208", + "issue:9278", + "issue:9501", + "issue:9558", + "issue:9731", + "issue:9804" + ], + "soft_pairs": [ + "issue:2875|issue:6565", + "issue:2947|issue:4073", + "issue:3111|issue:3480", + "issue:4969|issue:5892", + "issue:3405|issue:4086", + "issue:1572|issue:3631", + "issue:6548|issue:9558", + "issue:5515|issue:5619", + "issue:11878|issue:13105", + "issue:6256|issue:7293", + "issue:6439|issue:7119", + "issue:6870|issue:7735", + "issue:9208|issue:9804", + "issue:10121|issue:11185", + "issue:6016|issue:7003", + "issue:7538|issue:9731", + "issue:7757|issue:7960", + "issue:1315|issue:2596", + "issue:9278|issue:9501", + "issue:2163|issue:6130", + "issue:5128|issue:6196", + "issue:1944|issue:730", + "issue:10925|issue:11464", + "issue:4186|issue:6870" + ], + "prepared_review_unit_hash": "096b87ac506d9e16ac3c2d6d58c883000e95619811940065267bed3ebea637f5", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33337, + "estimated_input_tokens": 8335, + "estimated_eval_tokens": 16926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "False-positive cluster: these items span many unrelated bugs/features across training, loading, docs, and model-specific failures. No PRs are present, and none of the soft pairs look like the same underlying issue.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items are not duplicates of one bug; they are a heterogeneous mix of unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a safe representative for the cluster because the reports do not share one concrete root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2875", + "right": "issue:6565", + "accept": false, + "reason": "Both are training-loss problems, but one is text-to-image NaNs and the other is DPO diffusion loss spikes/noised samples; different algorithms and failure modes." + }, + { + "left": "issue:2947", + "right": "issue:4073", + "accept": false, + "reason": "Different code paths: missing `load_attn_procs` on UNet vs DeepFloyd IF safety checker calling `astype` on a tensor." + }, + { + "left": "issue:3111", + "right": "issue:3480", + "accept": false, + "reason": "One asks for a custom conditioning encoder; the other requests a scale parameter for text-encoder LoRA layers. Related area, but not the same change." + }, + { + "left": "issue:4969", + "right": "issue:5892", + "accept": false, + "reason": "One is a specific `CrossAttention` import failure; the other is only a generic import error with no concrete shared cause." + }, + { + "left": "issue:3405", + "right": "issue:4086", + "accept": false, + "reason": "Both mention ControlNet training, but they involve different model families and symptoms; not enough to treat as one bug." + }, + { + "left": "issue:1572", + "right": "issue:3631", + "accept": false, + "reason": "Both involve inpainting, but one is a broken mega pipeline for img2img/inpainting and the other is an exception when passing latents; different bugs." + }, + { + "left": "issue:6548", + "right": "issue:9558", + "accept": false, + "reason": "RGBA latents handling in `prepare_latents` is unrelated to black validation images in TensorBoard." + }, + { + "left": "issue:5515", + "right": "issue:5619", + "accept": false, + "reason": "LCM scheduler initialization failure is a different issue from AutoencodeTiny image-encoding behavior in LCM img2img." + }, + { + "left": "issue:11878", + "right": "issue:13105", + "accept": false, + "reason": "Wan model GGUF loading/runtime failure is not the same as output noise on a different Wan2.1 T2V model." + }, + { + "left": "issue:6256", + "right": "issue:7293", + "accept": false, + "reason": "Two separate feature requests in different pipelines; not one concrete bug or change." + }, + { + "left": "issue:6439", + "right": "issue:7119", + "accept": false, + "reason": "Both are docs/link problems, but they reference different invalid links and pages." + }, + { + "left": "issue:6870", + "right": "issue:7735", + "accept": false, + "reason": "`enable_vae_tiling` missing from img2img/inpaint pipelines is unrelated to a missing `caption_column` dataset field." + }, + { + "left": "issue:9208", + "right": "issue:9804", + "accept": false, + "reason": "Both concern loading ControlNet locally, but one is `from_single_file()` for most models and the other is `from_pretrained()` for SDXL ControlNet; different APIs and failures." + }, + { + "left": "issue:10121", + "right": "issue:11185", + "accept": false, + "reason": "Different models and bugs: FLUX high-resolution generation vs CogView4 image-generation error." + }, + { + "left": "issue:6016", + "right": "issue:7003", + "accept": false, + "reason": "Shape mismatch in model conversion is a different problem from an inpaint pipeline weight-shape mismatch." + }, + { + "left": "issue:7538", + "right": "issue:9731", + "accept": false, + "reason": "One is a specific training issue on a custom Fill50k-style dataset; the other is a how-to / usage question for Playground2.5 LoRA training." + }, + { + "left": "issue:7757", + "right": "issue:7960", + "accept": false, + "reason": "Both are SDXL multi-GPU training failures, but one is a ControlNet OOM and the other is a general multi-GPU failure; not the same underlying bug." + }, + { + "left": "issue:1315", + "right": "issue:2596", + "accept": false, + "reason": "An import error for `PIL_INTERPOLATION` is unrelated to a documentation link mentioning a non-existing `load_image` helper." + }, + { + "left": "issue:9278", + "right": "issue:9501", + "accept": false, + "reason": "Both are Flux dreambooth training reports, but one is multigpu training and the other is delayed model saving; different symptoms and code paths." + }, + { + "left": "issue:2163", + "right": "issue:6130", + "accept": false, + "reason": "UNet dtype mismatch during text-to-image training is not the same as a LoRA loading error." + }, + { + "left": "issue:5128", + "right": "issue:6196", + "accept": false, + "reason": "Local `.safetensors` loading with XLPipeline is a different failure from loading ControlNetXS Depth SDXL." + }, + { + "left": "issue:1944", + "right": "issue:730", + "accept": false, + "reason": "DreamBooth random generations and DreamBooth learning locally vs Colab are not the same bug." + }, + { + "left": "issue:10925", + "right": "issue:11464", + "accept": false, + "reason": "Training FLUX dev with CLIPTextModel is unrelated to loading a FLUX Canny LoRA into FluxControlPipeline." + }, + { + "left": "issue:4186", + "right": "issue:6870", + "accept": false, + "reason": "Both mention inpainting, but the refiner bug and missing `enable_vae_tiling` support are distinct issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 111, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10421", + "issue:1062", + "issue:10705", + "issue:10893", + "issue:11247", + "issue:11363", + "issue:1185", + "issue:12009", + "issue:1251", + "issue:12529", + "issue:1572", + "issue:1944", + "issue:2026", + "issue:2465", + "issue:2875", + "issue:3643", + "issue:3803", + "issue:3954", + "issue:4356", + "issue:4446", + "issue:4488", + "issue:4593", + "issue:4975", + "issue:5259", + "issue:5447", + "issue:5488", + "issue:5570", + "issue:5592", + "issue:5619", + "issue:5917", + "issue:6157", + "issue:6218", + "issue:6821", + "issue:6870", + "issue:7146", + "issue:7293", + "issue:7310", + "issue:7378", + "issue:7936", + "issue:8540", + "issue:8555", + "issue:8832", + "issue:8833", + "issue:8900", + "issue:8956", + "issue:9450", + "issue:9804", + "issue:9895" + ], + "soft_pairs": [ + "issue:4356|issue:5259", + "issue:8956|issue:9804", + "issue:11363|issue:9895", + "issue:3643|issue:7378", + "issue:12009|issue:12529", + "issue:3803|issue:3954", + "issue:4446|issue:8900", + "issue:7146|issue:7310", + "issue:5488|issue:6870", + "issue:7936|issue:8833", + "issue:5570|issue:5917", + "issue:10705|issue:9450", + "issue:10893|issue:7293", + "issue:1251|issue:8832", + "issue:2875|issue:6821", + "issue:6157|issue:6218", + "issue:10421|issue:11247", + "issue:1185|issue:2465", + "issue:1572|issue:2026", + "issue:8540|issue:8555", + "issue:5447|issue:5619", + "issue:4488|issue:5592", + "issue:4593|issue:4975", + "issue:1062|issue:1944" + ], + "prepared_review_unit_hash": "003ce2aaf05091de7e1fd3051d58dba2f425f73612d10247fc30f5c4ed869c62", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34296, + "estimated_input_tokens": 8574, + "estimated_eval_tokens": 17404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Diffusers issues. The only strong duplicate-like pair is the Flux multi-GPU device-placement error around ControlNet/transformer sharding; most other pairs are just same-subsurface or same-model-family, not the same bug.", + "confidence": 0.42, + "canonical_issue_reason": "issue:9450 is the clearest, most concrete bug report in the cluster: a reproducible FluxPipeline multi-GPU device mismatch with an explicit error message. It is also the best anchor for the one near-duplicate ControlNet/Flux multi-GPU report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:9450 best represents the cluster because it names the exact failing code path and error, and it is the most likely target for consolidation with the closest duplicate candidate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4356", + "right": "issue:5259", + "accept": false, + "reason": "Both are loading/import failures, but one is a missing dummy module and the other is missing model_index.json; different failure modes and code paths." + }, + { + "left": "issue:8956", + "right": "issue:9804", + "accept": false, + "reason": "Both are model loading problems, but OVStableDiffusionXLPipeline failing to load is not the same as ControlNetModel.from_pretrained failing on a local SDXL ControlNet." + }, + { + "left": "issue:11363", + "right": "issue:9895", + "accept": false, + "reason": "CUDA OOM in a ControlNet inference example is different from a FluxPipeline cross-device tensor mismatch regression." + }, + { + "left": "issue:3643", + "right": "issue:7378", + "accept": false, + "reason": "These are both memory-related during decoding, but one is an INT_MAX/upsample limitation and the other is higher memory use in a video-to-video decoding strategy." + }, + { + "left": "issue:12009", + "right": "issue:12529", + "accept": false, + "reason": "Both are Wan2.2-related, but one is a from_single_file GGUF load failure and the other is a tiled VAE tensor-size mismatch." + }, + { + "left": "issue:3803", + "right": "issue:3954", + "accept": false, + "reason": "Multi-GPU training issues, but one is model replication/share across GPUs and the other is incorrect LR scheduler step counting." + }, + { + "left": "issue:4446", + "right": "issue:8900", + "accept": false, + "reason": "Both involve from_single_file loading, but custom text encoder support and loading an SDXL refiner file are different problems." + }, + { + "left": "issue:7146", + "right": "issue:7310", + "accept": false, + "reason": "Both are SDXL training issues, but one is CUDA OOM and the other is a defaults/behavior problem in a different script." + }, + { + "left": "issue:5488", + "right": "issue:6870", + "accept": false, + "reason": "A demo generation failure is not the same bug as missing enable_vae_tiling support in img2img/inpaint pipelines." + }, + { + "left": "issue:7936", + "right": "issue:8833", + "accept": false, + "reason": "Local safetensors parsing as invalid JSON and missing config.json are different loading errors." + }, + { + "left": "issue:5570", + "right": "issue:5917", + "accept": false, + "reason": "A missing compute_snr helper in the package is unrelated to convert_ldm_unet_checkpoint failing after a version upgrade." + }, + { + "left": "issue:10705", + "right": "issue:9450", + "accept": false, + "reason": "Both mention FluxPipeline multi-GPU behavior, but one reports slower inference on reuse while the other is an explicit device-placement crash." + }, + { + "left": "issue:10893", + "right": "issue:7293", + "accept": false, + "reason": "A feature request for CogVideoX ControlNet integration is unrelated to an AudioLDM2 pipeline integration request." + }, + { + "left": "issue:1251", + "right": "issue:8832", + "accept": false, + "reason": "RePaint on MPS returning black images and a generic pipe(prompt) crash are different runtime failures." + }, + { + "left": "issue:2875", + "right": "issue:6821", + "accept": false, + "reason": "Training loss becoming NaN and an invalid caption_column configuration error are unrelated." + }, + { + "left": "issue:6157", + "right": "issue:6218", + "accept": false, + "reason": "IP-Adapter not working in ControlNetImg2Img and batched seeds not working are different ControlNet pipeline issues." + }, + { + "left": "issue:10421", + "right": "issue:11247", + "accept": false, + "reason": "A CPU memory leak when moving pipelines across multiple GPUs is not the same as a FluxTransformer2DModel device-distribution error with ControlNet." + }, + { + "left": "issue:1185", + "right": "issue:2465", + "accept": false, + "reason": "Both are DreamBooth reproducibility complaints, but one is about reproducing paper results and the other about a training recipe for a blog." + }, + { + "left": "issue:1572", + "right": "issue:2026", + "accept": false, + "reason": "A mega pipeline failing for img2img/inpainting and cpu_offload not working in PaintByExample are separate pipeline-specific issues." + }, + { + "left": "issue:8540", + "right": "issue:8555", + "accept": false, + "reason": "Both are SD3 training-related feature asks, but caching embeddings/VAE representations is not the same as FP8/text-encoder training availability." + }, + { + "left": "issue:5447", + "right": "issue:5619", + "accept": false, + "reason": "Both involve image-to-image behavior, but the scheduler denoising_start bug is unrelated to AutoencodeTiny encoding behavior." + }, + { + "left": "issue:4488", + "right": "issue:5592", + "accept": false, + "reason": "An SDXL checkpoint loading bug without pipeline_class and UniDiffuser failing to load from checkpoints are different model-loading paths." + }, + { + "left": "issue:4593", + "right": "issue:4975", + "accept": false, + "reason": "Loading an Automatic1111 LoRA with rank constraints and inefficient datatype queries during LoRA loading are not the same bug." + }, + { + "left": "issue:1062", + "right": "issue:1944", + "accept": false, + "reason": "Both are DreamBooth reproducibility complaints, but one says it cannot repeat paper results and the other reports random results for a prompt; too broad to treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 112, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10139", + "issue:10671", + "issue:11133", + "issue:11160", + "issue:12612", + "issue:12699", + "issue:13258", + "issue:1434", + "issue:1478", + "issue:1572", + "issue:1672", + "issue:1976", + "issue:2364", + "issue:2439", + "issue:2480", + "issue:2659", + "issue:3101", + "issue:3428", + "issue:3812", + "issue:4255", + "issue:5577", + "issue:5593", + "issue:5630", + "issue:5647", + "issue:5687", + "issue:5881", + "issue:6069", + "issue:6250", + "issue:6297", + "issue:6540", + "issue:6870", + "issue:7243", + "issue:7405", + "issue:8359", + "issue:8909", + "issue:8939", + "issue:9026", + "issue:9052", + "issue:9069", + "issue:9164", + "issue:9208", + "issue:9227", + "issue:9237", + "issue:9278", + "issue:9613", + "issue:9667", + "issue:9768", + "issue:9911" + ], + "soft_pairs": [ + "issue:9164|issue:9227", + "issue:12612|issue:12699", + "issue:2364|issue:2480", + "issue:8359|issue:9052", + "issue:9237|issue:9278", + "issue:11133|issue:9613", + "issue:5647|issue:5687", + "issue:9026|issue:9069", + "issue:11160|issue:13258", + "issue:6297|issue:8939", + "issue:5577|issue:9208", + "issue:3101|issue:6540", + "issue:1672|issue:2659", + "issue:5593|issue:6069", + "issue:4255|issue:5881", + "issue:10671|issue:8909", + "issue:1976|issue:3812", + "issue:9768|issue:9911", + "issue:1572|issue:2439", + "issue:6250|issue:9667", + "issue:7243|issue:7405", + "issue:10139|issue:6870", + "issue:1434|issue:1478", + "issue:3428|issue:5630" + ], + "prepared_review_unit_hash": "fd2cb2415df01223e1826cb72b70c6fd1105cdaf362149b6e6aeeeacc44b6a39", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34378, + "estimated_input_tokens": 8595, + "estimated_eval_tokens": 17446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, but there are a couple of plausible duplicate pairs around `from_single_file` loading failures. The rest look like distinct bugs or model-specific reports rather than the same underlying issue.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 9208 is the strongest representative of the shared loader failure theme: it states the broad ControlNet `from_single_file()` loading problem, and 5577 is a concrete KeyError symptom of that path.", + "canonical_pr_reason": null, + "best_issue_reason": "9208 is the best issue representative because it is broad, specific, and captures the underlying `from_single_file` ControlNet loading failure more cleanly than the narrower symptom reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:9164", + "right": "issue:9227", + "accept": false, + "reason": "Both are FLUX training complaints, but one is convergence on an example and the other is a general training/run problem; not the same bug." + }, + { + "left": "issue:12612", + "right": "issue:12699", + "accept": false, + "reason": "Different WAN models and different symptoms: NaNs in latents vs degraded quality over many prompts." + }, + { + "left": "issue:2364", + "right": "issue:2480", + "accept": false, + "reason": "Generic training-script failure vs missing per-checkpoint `unet` folders; unrelated symptoms." + }, + { + "left": "issue:8359", + "right": "issue:9052", + "accept": true, + "reason": "Both report `from_single_file` failing on non-standard/custom checkpoints, i.e. the same loader path and same underlying compatibility bug." + }, + { + "left": "issue:9237", + "right": "issue:9278", + "accept": false, + "reason": "Same broad FLUX training area, but one is a general issue and the other is specifically multi-GPU; not clearly the same defect." + }, + { + "left": "issue:11133", + "right": "issue:9613", + "accept": false, + "reason": "Different pipelines and different failure modes; no clear shared code-path bug." + }, + { + "left": "issue:5647", + "right": "issue:5687", + "accept": false, + "reason": "Both touch img2img/inpaint strength edge cases, but they describe different scheduler/pipeline failures and are not clearly the same bug." + }, + { + "left": "issue:9026", + "right": "issue:9069", + "accept": false, + "reason": "An unexpected keyword argument error and a NumPy type mismatch are unrelated." + }, + { + "left": "issue:11160", + "right": "issue:13258", + "accept": false, + "reason": "Both involve video models, but one is inconsistent output and the other is a missing image-to-video pipeline; not the same issue." + }, + { + "left": "issue:6297", + "right": "issue:8939", + "accept": false, + "reason": "Dreambooth training trouble vs tokenizer loading error for SD3; different problem domains." + }, + { + "left": "issue:5577", + "right": "issue:9208", + "accept": true, + "reason": "Both are ControlNet `from_single_file()` loading failures; 5577 is a specific KeyError manifestation of the broader bug in 9208." + }, + { + "left": "issue:3101", + "right": "issue:6540", + "accept": false, + "reason": "Different training errors with no shared concrete failure path." + }, + { + "left": "issue:1672", + "right": "issue:2659", + "accept": false, + "reason": "Wrong output image size after conversion vs batch-size-dependent variation; not the same underlying bug." + }, + { + "left": "issue:5593", + "right": "issue:6069", + "accept": false, + "reason": "`AutoPipeline.from_pipe` ControlNet issue vs scheduler `add_noise` failure at `t=0`; unrelated." + }, + { + "left": "issue:4255", + "right": "issue:5881", + "accept": false, + "reason": "Both are quality complaints, but they reference different models and no common code-path bug." + }, + { + "left": "issue:10671", + "right": "issue:8909", + "accept": false, + "reason": "Deterministic device/dtype lookup issue vs saving `text_encoder_ti`; unrelated." + }, + { + "left": "issue:1976", + "right": "issue:3812", + "accept": false, + "reason": "Tokenizer file lookup error vs missing `controlnet` config key; unrelated." + }, + { + "left": "issue:9768", + "right": "issue:9911", + "accept": false, + "reason": "NaN/SDPA backend issue vs multi-ControlNet shape mismatch; different failures." + }, + { + "left": "issue:1572", + "right": "issue:2439", + "accept": false, + "reason": "Both mention inpainting, but one is a mega pipeline limitation and the other is a general inpainting pipeline loading/running issue." + }, + { + "left": "issue:6250", + "right": "issue:9667", + "accept": false, + "reason": "SDXL VAE single-file loading vs FLUX fp8 local transformer loading; unrelated." + }, + { + "left": "issue:7243", + "right": "issue:7405", + "accept": false, + "reason": "Different model announcements, not duplicate bugs." + }, + { + "left": "issue:10139", + "right": "issue:6870", + "accept": false, + "reason": "UNet sample-size init bug vs missing `enable_vae_tiling` on img2img/inpaint pipelines; unrelated." + }, + { + "left": "issue:1434", + "right": "issue:1478", + "accept": false, + "reason": "Same upscale pipeline, but different concrete bugs: OOM at larger sizes vs inability to output more than one image." + }, + { + "left": "issue:3428", + "right": "issue:5630", + "accept": false, + "reason": "General unexpected img2img result vs scheduler noise leftover in SDXL img2img; not the same defect." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue 9208 is a reasonable canonical representative for the ControlNet `from_single_file()` loader failures, and the two accepted soft pairs both look like the same bug family from the titles alone. The remaining pairs are handled conservatively as distinct or only loosely related, without overclaiming evidence. No PR-pair mergeability concerns apply here since these are issues, not PRs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 113, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10144", + "issue:10223", + "issue:10317", + "issue:10472", + "issue:11199", + "issue:11218", + "issue:11298", + "issue:11351", + "issue:2052", + "issue:255", + "issue:2844", + "issue:3377", + "issue:3382", + "issue:3461", + "issue:3539", + "issue:3584", + "issue:3694", + "issue:3884", + "issue:3885", + "issue:4241", + "issue:4256", + "issue:4306", + "issue:4402", + "issue:4450", + "issue:4638", + "issue:4639", + "issue:4885", + "issue:5544", + "issue:5603", + "issue:6112", + "issue:6154", + "issue:6157", + "issue:6517", + "issue:6524", + "issue:6610", + "issue:7568", + "issue:7619", + "issue:8485", + "issue:8645", + "issue:8649", + "issue:8879", + "issue:8885", + "issue:9141", + "issue:9320", + "issue:9410", + "issue:9556", + "issue:9856" + ], + "soft_pairs": [ + "issue:10223|issue:10472", + "issue:11199|issue:11218", + "issue:3377|issue:3539", + "issue:5544|issue:6517", + "issue:6157|issue:6524", + "issue:8645|issue:9141", + "issue:11298|issue:8649", + "issue:2052|issue:4450", + "issue:3884|issue:4639", + "issue:10317|issue:8879", + "issue:3694|issue:8885", + "issue:3382|issue:3885", + "issue:255|issue:2844", + "issue:6154|issue:9856", + "issue:4638|issue:4885", + "issue:9320|issue:9556", + "issue:4306|issue:5544", + "issue:10144|issue:11351", + "issue:4241|issue:8485", + "issue:4256|issue:7619", + "issue:5603|issue:9410", + "issue:6112|issue:7568", + "issue:4402|issue:6610", + "issue:3461|issue:3584" + ], + "prepared_review_unit_hash": "720623ece6ca7f45e63738ef655342fb0e49e4c51269d2721d35ffabeda620a2", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33979, + "estimated_input_tokens": 8495, + "estimated_eval_tokens": 17246 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose, heterogeneous cluster of unrelated Diffusers issues (LoRA/inference, import errors, training scripts, video pipelines, and runtime edge cases). No single underlying bug/change stands out as a true duplicate target.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10223", + "right": "issue:10472", + "accept": false, + "reason": "Different problems: one asks where to get a LoRA ID for inference, the other reports a constructor TypeError on `lora_bias`." + }, + { + "left": "issue:11199", + "right": "issue:11218", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols/modules (`onnx_utils` vs `CogView4LoraLoaderMixin`)." + }, + { + "left": "issue:3377", + "right": "issue:3539", + "accept": false, + "reason": "`SNR weighting optimization` is a training-method question; `main_process_first` is an API usage question." + }, + { + "left": "issue:5544", + "right": "issue:6517", + "accept": false, + "reason": "Both are pipeline errors, but one is about FreeU disable handling and the other is a controlnet SDXL import failure." + }, + { + "left": "issue:6157", + "right": "issue:6524", + "accept": false, + "reason": "Both mention LoRA, but one is about IP-Adapter not working in a controlnet pipeline, the other about reloading LoRA a second time." + }, + { + "left": "issue:8645", + "right": "issue:9141", + "accept": false, + "reason": "Different single-file utility problems: missing controlnet model converter vs missing `FluxPipeline.from_single_file()`." + }, + { + "left": "issue:11298", + "right": "issue:8649", + "accept": false, + "reason": "`11298` is a LoRA hotswap PEFT key collision; `8649` is an SD3 `num_images_per_prompt` regression." + }, + { + "left": "issue:2052", + "right": "issue:4450", + "accept": false, + "reason": "Both are textual inversion related, but one is checkpoint resume support and the other is multi-text-inversion example malfunction." + }, + { + "left": "issue:3884", + "right": "issue:4639", + "accept": false, + "reason": "Both involve training scripts, but one is `train_text_to_image_lora.py` and the other is a multiprocessing data loader error in `train_instruct_pix2pix_sdxl.py`." + }, + { + "left": "issue:10317", + "right": "issue:8879", + "accept": false, + "reason": "Both are `torch.compile` issues, but one is on StableVideoDiffusionPipeline with different images and the other is SDXL cudagraph failure." + }, + { + "left": "issue:3694", + "right": "issue:8885", + "accept": false, + "reason": "`3694` is about missing model/config files in a finetuning example; `8885` is about installing clip-retrieval and loading a modifier token." + }, + { + "left": "issue:3382", + "right": "issue:3885", + "accept": false, + "reason": "Same training script family, but one is multi-GPU OOM behavior and the other is a general VRAM reduction question." + }, + { + "left": "issue:255", + "right": "issue:2844", + "accept": false, + "reason": "Both are pipeline runtime errors, but they affect different code paths: image size validation in StableDiffusion vs explicit image embeddings in StableUnCLIPImg2Img." + }, + { + "left": "issue:6154", + "right": "issue:9856", + "accept": false, + "reason": "`6154` is an M2 Mac Mini SDXL LoRA training issue; `9856` is a distributed port conflict." + }, + { + "left": "issue:4638", + "right": "issue:4885", + "accept": false, + "reason": "Both concern textual inversion/LoRA loading, but one is SDXL textual inversion support and the other is SDXL ControlNet img2img LoRA loading." + }, + { + "left": "issue:9320", + "right": "issue:9556", + "accept": false, + "reason": "Both are LoRA save/load problems, but one is custom diffusion finetune persistence and the other is rslora model save/load behavior." + }, + { + "left": "issue:4306", + "right": "issue:5544", + "accept": false, + "reason": "Different pipeline bugs: list index error in StableDiffusionReferencePipeline vs FreeU disable handling in SDXL." + }, + { + "left": "issue:10144", + "right": "issue:11351", + "accept": false, + "reason": "Both are video-related, but one compares Mochi video quality and the other is a datatype question for Wan i2v preprocessing." + }, + { + "left": "issue:4241", + "right": "issue:8485", + "accept": false, + "reason": "One asks about supporting LoRA fine-tuning for unidiffusers; the other is a feature request for SD3 LoRA." + }, + { + "left": "issue:4256", + "right": "issue:7619", + "accept": false, + "reason": "Both are training failures, but one is SDXL Dreambooth and the other is a number-of-channels error in Dreambooth." + }, + { + "left": "issue:5603", + "right": "issue:9410", + "accept": false, + "reason": "Both are import errors, but they involve different missing exports (`is_safetensors_available` vs `StableDiffusion3ControlNetInpaintingPipeline`)." + }, + { + "left": "issue:6112", + "right": "issue:7568", + "accept": false, + "reason": "`6112` is about SDXL-Turbo output quality; `7568` is about using prompt tokens for interpolation. Different behavior and API usage." + }, + { + "left": "issue:4402", + "right": "issue:6610", + "accept": false, + "reason": "Both involve SDXL inpaint single-file loading, but one is a `from_single_file()` usage problem and the other is `num_in_channels` having no effect." + }, + { + "left": "issue:3461", + "right": "issue:3584", + "accept": false, + "reason": "Both are DreamBooth-related, but one is a performance/memory comparison and the other is a tutorial failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 114, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10302", + "issue:10608", + "issue:10795", + "issue:10972", + "issue:1100", + "issue:11014", + "issue:11133", + "issue:11247", + "issue:11642", + "issue:11702", + "issue:11989", + "issue:1363", + "issue:1614", + "issue:1709", + "issue:2089", + "issue:2359", + "issue:2495", + "issue:2603", + "issue:3222", + "issue:3631", + "issue:4241", + "issue:4788", + "issue:5254", + "issue:5540", + "issue:5670", + "issue:6107", + "issue:6176", + "issue:7049", + "issue:7159", + "issue:7221", + "issue:7431", + "issue:7441", + "issue:7616", + "issue:7682", + "issue:8511", + "issue:8556", + "issue:8644", + "issue:8673", + "issue:8708", + "issue:8828", + "issue:9187", + "issue:9237", + "issue:9514", + "issue:962", + "issue:9637", + "issue:9667", + "issue:9861", + "issue:9895" + ], + "soft_pairs": [ + "issue:3222|issue:6176", + "issue:6107|issue:7049", + "issue:11014|issue:2089", + "issue:7431|issue:9237", + "issue:11247|issue:7682", + "issue:8556|issue:8644", + "issue:10795|issue:7159", + "issue:5254|issue:962", + "issue:10972|issue:11702", + "issue:4788|issue:5540", + "issue:8673|issue:8708", + "issue:2603|issue:5670", + "issue:1100|issue:1709", + "issue:10302|issue:9895", + "issue:1614|issue:2495", + "issue:2359|issue:4241", + "issue:11133|issue:9637", + "issue:10608|issue:7441", + "issue:1363|issue:3631", + "issue:7221|issue:7616", + "issue:8511|issue:8828", + "issue:9187|issue:9861", + "issue:9514|issue:9667", + "issue:11642|issue:11989" + ], + "prepared_review_unit_hash": "757feb029606b016f9fa44d0173e696bae5574164ed19d2c62984222e88b7bcf", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34079, + "estimated_input_tokens": 8520, + "estimated_eval_tokens": 17296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span FP8 inference noise, LoRA loading/training, SD3/Flux device and offload errors, OOMs, and unrelated pipeline-specific bugs. None of the soft pairs look like true duplicates of the same concrete bug.", + "confidence": 0.96, + "canonical_issue_reason": "issue:9895 is the most concrete, actionable bug report in the set: a specific FluxPipeline inference device-mismatch regression with a clear error message and likely single code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:9895 is the best representative because it has the clearest repro, explicit error, and a focused inference-path failure; the rest of the items are too diverse to serve as a stronger cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3222", + "right": "issue:6176", + "accept": false, + "reason": "Different failure modes: missing training output file vs error loading LoRA weights after DreamBooth training." + }, + { + "left": "issue:6107", + "right": "issue:7049", + "accept": false, + "reason": "Both mention IP-Adapter usage, but one is environment-specific and the other is a tensor shape/unpack bug in a basic example; not the same underlying defect." + }, + { + "left": "issue:11014", + "right": "issue:2089", + "accept": false, + "reason": "Both are OOM-related, but they involve different models, workflows, and contexts; too broad to be duplicates." + }, + { + "left": "issue:7431", + "right": "issue:9237", + "accept": false, + "reason": "Both are Flux training issues, but one is DoRA/text-encoder training and the other is Flux Dreambooth LoRA training; distinct problems." + }, + { + "left": "issue:11247", + "right": "issue:7682", + "accept": false, + "reason": "Both concern multi-GPU usage, but one is FluxTransformer2DModel with controlnet and the other is SD1.5 on multiple GPUs; not the same bug." + }, + { + "left": "issue:8556", + "right": "issue:8644", + "accept": false, + "reason": "Both involve meta tensor/offload issues in SD3 loading, but one is from_single_file and the other is separately loading the T5 encoder with sequential/model CPU offload; closely related, but not clearly the same defect." + }, + { + "left": "issue:10795", + "right": "issue:7159", + "accept": false, + "reason": "Both mention torch.compile and GGUF/LoRA, but one is GGUF from_single_file loading and the other is fused LoRA compilation; different code paths." + }, + { + "left": "issue:5254", + "right": "issue:962", + "accept": false, + "reason": "Both are inpaint-related, but one is multi-ControlNet support and the other is size limitations in new inpaint pipelines; different changes." + }, + { + "left": "issue:10972", + "right": "issue:11702", + "accept": false, + "reason": "Both are LoRA loading errors, but they target different model/tooling formats: OneTrainer Flux LoRAs vs AccVid LoRA keys." + }, + { + "left": "issue:4788", + "right": "issue:5540", + "accept": false, + "reason": "Both are OOM reports, but they are generic and context differs; no evidence of the same code-path issue." + }, + { + "left": "issue:8673", + "right": "issue:8708", + "accept": false, + "reason": "One is missing attention masks for SD3 padding tokens; the other is missing vae.config.shift_factor in dreambooth examples. Different bugs." + }, + { + "left": "issue:2603", + "right": "issue:5670", + "accept": false, + "reason": "Both are non-square image generation failures, but they are different pipelines (Attend-And-Excite vs PixArtAlpha) and likely separate constraints/bugs." + }, + { + "left": "issue:1100", + "right": "issue:1709", + "accept": false, + "reason": "One is a CLIPTextTransformer device attribute exception; the other is an ONNX img2img Tensor.astype error. Different frameworks and failures." + }, + { + "left": "issue:10302", + "right": "issue:9895", + "accept": false, + "reason": "Both are inference-time issues, but one is FP8 noise without CPU offloading and the other is a device placement mismatch in FluxPipeline; related theme, not same bug." + }, + { + "left": "issue:1614", + "right": "issue:2495", + "accept": false, + "reason": "Both produce black images, but one is SD2.1 with autocast and the other is MPS UpscalePipeline; not enough to treat as the same defect." + }, + { + "left": "issue:2359", + "right": "issue:4241", + "accept": false, + "reason": "Different feature requests: latent output_type support vs LoRA support for unidiffusers." + }, + { + "left": "issue:11133", + "right": "issue:9637", + "accept": false, + "reason": "Both mention image generation / attention behavior, but one is a CogVideoX pipeline bug and the other is an xFormers attention-mask failure with bfloat16; not duplicates." + }, + { + "left": "issue:10608", + "right": "issue:7441", + "accept": false, + "reason": "Multi-GPU pipeline runtime issue vs pytest failing on Python 3.12; unrelated." + }, + { + "left": "issue:1363", + "right": "issue:3631", + "accept": false, + "reason": "One is an ONNX scheduler error for long prompt weighting; the other is an inpainting latents exception. Different pipelines and triggers." + }, + { + "left": "issue:7221", + "right": "issue:7616", + "accept": false, + "reason": "Both involve bad image output, but one is a noisy model file inference report and the other is low-denoise img2img artifacts; not the same bug." + }, + { + "left": "issue:8511", + "right": "issue:8828", + "accept": false, + "reason": "Both concern SD3 training, but one is text encoder unloading and the other is a 16GB training error; different failure modes." + }, + { + "left": "issue:9187", + "right": "issue:9861", + "accept": false, + "reason": "One is IP-Adapter broken after Kolors update with image_encoder_folder=None; the other is Flux training not updating transformer weights. Distinct issues." + }, + { + "left": "issue:9514", + "right": "issue:9667", + "accept": false, + "reason": "Both mention Flux FP8 loading, but one is LoRA weights after FP8 quantisation and the other is a local transformer_flux.py loading error; not the same underlying bug." + }, + { + "left": "issue:11642", + "right": "issue:11989", + "accept": false, + "reason": "FluxPriorRedux prompt_embeds_scale has no effect vs a pure black inference image; different behavior and likely different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 115, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10025", + "issue:10712", + "issue:10797", + "issue:11208", + "issue:12535", + "issue:12565", + "issue:13281", + "issue:13488", + "issue:1500", + "issue:2161", + "issue:2554", + "issue:2704", + "issue:2780", + "issue:3065", + "issue:3097", + "issue:3238", + "issue:3468", + "issue:3761", + "issue:3764", + "issue:3915", + "issue:4094", + "issue:4282", + "issue:4520", + "issue:460", + "issue:5399", + "issue:5429", + "issue:5565", + "issue:5873", + "issue:5932", + "issue:6096", + "issue:6196", + "issue:6250", + "issue:6283", + "issue:6685", + "issue:6811", + "issue:7009", + "issue:7168", + "issue:7210", + "issue:7480", + "issue:7982", + "issue:8540", + "issue:8788", + "issue:8886", + "issue:9306", + "issue:9343", + "issue:9497", + "issue:9803", + "issue:9895" + ], + "soft_pairs": [ + "issue:13281|issue:13488", + "issue:3764|issue:6096", + "issue:3097|issue:7480", + "issue:6283|issue:7168", + "issue:2704|issue:4282", + "issue:2780|issue:3238", + "issue:1500|issue:3761", + "issue:3468|issue:5565", + "issue:10712|issue:7210", + "issue:3065|issue:4094", + "issue:6196|issue:6250", + "issue:10025|issue:8886", + "issue:6811|issue:7009", + "issue:9306|issue:9895", + "issue:2161|issue:5399", + "issue:3915|issue:4520", + "issue:11208|issue:8788", + "issue:2554|issue:460", + "issue:10797|issue:7982", + "issue:5429|issue:8540", + "issue:5873|issue:6685", + "issue:12535|issue:12565", + "issue:9343|issue:9803", + "issue:5932|issue:9497" + ], + "prepared_review_unit_hash": "dc0ff4830ce6cf3cd29f1ce5eec357ff101696c6a9bfdfe41f265458d29de016", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34282, + "estimated_input_tokens": 8571, + "estimated_eval_tokens": 17398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous and mostly contains near-miss similarity pairs across different models, loaders, and failure modes. Most soft pairs are not true duplicates; the only broadly representative issue is the open offloading regression report.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 13488 is the broadest, most representative open report in the cluster: it describes a general offloading regression rather than a single model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 13488 is the best global issue anchor because it captures the shared offloading/device-placement theme more generally than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13281", + "right": "issue:13488", + "accept": false, + "reason": "Both mention offloading/device placement, but 13281 is a torchao-quantized Qwen-image use_stream/device-mismatch case and 13488 is a broader diffusers offloading regression; not the same bug." + }, + { + "left": "issue:3764", + "right": "issue:6096", + "accept": false, + "reason": "Both are torch.compile failures, but one is a backend shutdown error and the other is a dynamic-output-shape exception; different code paths." + }, + { + "left": "issue:3097", + "right": "issue:7480", + "accept": false, + "reason": "load_textual_inversion doing nothing and an OOM in DeepFloyd IF are unrelated failures." + }, + { + "left": "issue:6283", + "right": "issue:7168", + "accept": false, + "reason": "ControlNet img2img strength=0 behavior and IP-Adapter embed shape handling are different issues." + }, + { + "left": "issue:2704", + "right": "issue:4282", + "accept": false, + "reason": "One is a batch-processing request, the other is adding the Multi-ControlNet pipeline; related area but not the same underlying change." + }, + { + "left": "issue:2780", + "right": "issue:3238", + "accept": false, + "reason": "FP16 gradient unscale training failure and LoRA safetensor conversion are unrelated." + }, + { + "left": "issue:1500", + "right": "issue:3761", + "accept": false, + "reason": "Community pipeline API incompatibility and loading two community pipelines in one process are different problems." + }, + { + "left": "issue:3468", + "right": "issue:5565", + "accept": false, + "reason": "Missing model_index.json generation and inability to run the SDXL LoRA DreamBooth script are distinct DreamBooth issues." + }, + { + "left": "issue:10712", + "right": "issue:7210", + "accept": false, + "reason": "SD3 prompt_embeds runtime failure and accelerate dispatch missing named_parameters affect different models/code paths." + }, + { + "left": "issue:3065", + "right": "issue:4094", + "accept": false, + "reason": "Text-encoder LoRA support for DreamBooth and a T2I adapters training script are separate feature requests." + }, + { + "left": "issue:6196", + "right": "issue:6250", + "accept": false, + "reason": "ControlNetXS loading failure and SDXL VAE single-file KeyError are different loader bugs." + }, + { + "left": "issue:10025", + "right": "issue:8886", + "accept": false, + "reason": "Both are attention-mask issues, but Flux vs Auraflow means different model implementations and likely separate fixes." + }, + { + "left": "issue:6811", + "right": "issue:7009", + "accept": false, + "reason": "Missing i2vgen-xl model_index.json and poor text-to-video generation quality are not the same issue." + }, + { + "left": "issue:9306", + "right": "issue:9895", + "accept": false, + "reason": "CogVideoX wrong-device selection and Flux device mismatch after a commit are related only at a high level, not the same concrete bug." + }, + { + "left": "issue:2161", + "right": "issue:5399", + "accept": false, + "reason": "LoRA training on inpainting and a dtype mismatch during custom inpainting inference are different failures." + }, + { + "left": "issue:3915", + "right": "issue:4520", + "accept": false, + "reason": "torch.compile failing on text-to-video and LoRA scale not working with attention slicing are unrelated." + }, + { + "left": "issue:11208", + "right": "issue:8788", + "accept": false, + "reason": "SD3 ControlNet inpainting support and VAE tiling on non-power-of-two images are different SD3 limitations." + }, + { + "left": "issue:2554", + "right": "issue:460", + "accept": false, + "reason": "An accelerate version requirement and an ONNX Runtime dependency issue are unrelated dependency problems." + }, + { + "left": "issue:10797", + "right": "issue:7982", + "accept": false, + "reason": "HunyuanVideo group offloading and MultiControlNet from_pipe behavior are different pipeline features." + }, + { + "left": "issue:5429", + "right": "issue:8540", + "accept": false, + "reason": "Supporting models without a VAE in examples and SD3 DreamBooth embedding/vae caching are not the same change." + }, + { + "left": "issue:5873", + "right": "issue:6685", + "accept": false, + "reason": "ONNX export support for scaled_dot_product_attention and absolute output_dir handling in DreamBooth are unrelated." + }, + { + "left": "issue:12535", + "right": "issue:12565", + "accept": false, + "reason": "Wan2.2 lightning LoRA loading and a Wan2.1 i2v running issue are different version-specific problems." + }, + { + "left": "issue:9343", + "right": "issue:9803", + "accept": false, + "reason": "Both involve Flux loading, but one is a model-loading flag regression and the other is a LoRA loading failure; not the same bug." + }, + { + "left": "issue:5932", + "right": "issue:9497", + "accept": false, + "reason": "Channel-mismatch in inpainting and Flux DreamBooth matmul shape errors are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 116, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10165", + "issue:10674", + "issue:10855", + "issue:10952", + "issue:10969", + "issue:11247", + "issue:11298", + "issue:11370", + "issue:1539", + "issue:2412", + "issue:2459", + "issue:2674", + "issue:3431", + "issue:3487", + "issue:3566", + "issue:3761", + "issue:4256", + "issue:4324", + "issue:4398", + "issue:4419", + "issue:4436", + "issue:4468", + "issue:4578", + "issue:4806", + "issue:5259", + "issue:5502", + "issue:5607", + "issue:5689", + "issue:5886", + "issue:6008", + "issue:6107", + "issue:6382", + "issue:6482", + "issue:6520", + "issue:6914", + "issue:7310", + "issue:7782", + "issue:7936", + "issue:8405", + "issue:8440", + "issue:8507", + "issue:861", + "issue:8626", + "issue:8667", + "issue:9023", + "issue:9187", + "issue:9362", + "issue:9546" + ], + "soft_pairs": [ + "issue:3761|issue:861", + "issue:4419|issue:4578", + "issue:4468|issue:9023", + "issue:5259|issue:7936", + "issue:6382|issue:8626", + "issue:1539|issue:4806", + "issue:3487|issue:3566", + "issue:4324|issue:5502", + "issue:5886|issue:6914", + "issue:2459|issue:2674", + "issue:2412|issue:4256", + "issue:6482|issue:8507", + "issue:5607|issue:9362", + "issue:10855|issue:8440", + "issue:10969|issue:9546", + "issue:4436|issue:7782", + "issue:10674|issue:9187", + "issue:4398|issue:5689", + "issue:10165|issue:10952", + "issue:6520|issue:7310", + "issue:8405|issue:8667", + "issue:3431|issue:3487", + "issue:6008|issue:6107", + "issue:11247|issue:11298", + "issue:10674|issue:11370" + ], + "prepared_review_unit_hash": "e148e943b8b0ffc4e4eb72ea39a3268a44ee1d6d52271503fb237a9b1c5d19b3", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34515, + "estimated_input_tokens": 8629, + "estimated_eval_tokens": 17514 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a loose collection of unrelated training/inference/conversion issues; none of the soft pairs look like true duplicates. I picked the most concrete current LoRA/adapter runtime bug as the canonical issue, but overall cluster cohesion is weak.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 11298 is a specific, reproducible LoRA/adapter runtime failure (PEFT key error during hotswapping) and is the clearest representative of the few LoRA-themed reports here.", + "canonical_pr_reason": null, + "best_issue_reason": "11298 is the best issue candidate because it has a clear error, a concrete user-facing failure mode, and a narrowly defined fix path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3761", + "right": "issue:861", + "accept": false, + "reason": "Different problems: loading two community pipelines in one process vs a ckpt-to-diffusers conversion failure." + }, + { + "left": "issue:4419", + "right": "issue:4578", + "accept": false, + "reason": "Offset-noise inference mismatch is unrelated to a documentation complaint about VAE usage." + }, + { + "left": "issue:4468", + "right": "issue:9023", + "accept": false, + "reason": "Multi-GPU performance discrepancy is not the same as a generic sample-code runtime failure." + }, + { + "left": "issue:5259", + "right": "issue:7936", + "accept": false, + "reason": "Both are load/conversion errors, but one is missing model_index.json while the other is an invalid JSON/safetensors parse issue." + }, + { + "left": "issue:6382", + "right": "issue:8626", + "accept": false, + "reason": "One is a PEFT/IP-Adapter key error after LCM LoRA training; the other is a guidance request about multiple IP-Adapter images/masks." + }, + { + "left": "issue:1539", + "right": "issue:4806", + "accept": false, + "reason": "Both mention type problems, but they hit different APIs and different validation paths." + }, + { + "left": "issue:3487", + "right": "issue:3566", + "accept": false, + "reason": "Different pipeline behaviors: inpaint strength with EulerAncestral vs controlnet_reference community pipeline results." + }, + { + "left": "issue:4324", + "right": "issue:5502", + "accept": false, + "reason": "A NoneType-forward error in UNet is unrelated to fp16 support in a training script." + }, + { + "left": "issue:5886", + "right": "issue:6914", + "accept": false, + "reason": "Feature request for face model support is not the same as an offload-related FaceID attribute error." + }, + { + "left": "issue:2459", + "right": "issue:2674", + "accept": false, + "reason": "One is xformers support in a training script; the other is a missing dependency/requirements issue for LoRA." + }, + { + "left": "issue:2412", + "right": "issue:4256", + "accept": false, + "reason": "Both are DreamBooth-related, but they describe different errors and training setups, not the same bug." + }, + { + "left": "issue:6482", + "right": "issue:8507", + "accept": false, + "reason": "Resume-from-checkpoint FP16 unscale failure is unrelated to SD3 text-encoder training failure." + }, + { + "left": "issue:5607", + "right": "issue:9362", + "accept": false, + "reason": "Different tensor-shape/indexing failures with no sign of the same code path." + }, + { + "left": "issue:10855", + "right": "issue:8440", + "accept": false, + "reason": "Gradient accumulation behavior is unrelated to a FromOriginalModelMixin subclass ValueError." + }, + { + "left": "issue:10969", + "right": "issue:9546", + "accept": false, + "reason": "Zero3 weight-shape failure and validation OOM are different problems." + }, + { + "left": "issue:4436", + "right": "issue:7782", + "accept": false, + "reason": "Both involve conversion, but one is a CIVITAI/VAE conversion question and the other is an invalid-load-key parse error." + }, + { + "left": "issue:10674", + "right": "issue:9187", + "accept": false, + "reason": "Flux GGUF support failure is unrelated to an IP-Adapter SDXL issue after the Kolors update." + }, + { + "left": "issue:4398", + "right": "issue:5689", + "accept": false, + "reason": "All-black SDXL LoRA outputs and residual-noise DPM++ behavior are different symptoms with different likely causes." + }, + { + "left": "issue:10165", + "right": "issue:10952", + "accept": false, + "reason": "Seed preservation when changing LoRA scale is unrelated to an adapter-name key error in SDXLLongPromptWeightingPipeline." + }, + { + "left": "issue:6520", + "right": "issue:7310", + "accept": false, + "reason": "Blank validation output in T2I adapter training is not the same as SDXL LoRA defaults not working." + }, + { + "left": "issue:8405", + "right": "issue:8667", + "accept": false, + "reason": "Both are controlnet shape errors, but they involve different models and failure conditions." + }, + { + "left": "issue:3431", + "right": "issue:3487", + "accept": false, + "reason": "Both are inpainting/controlnet quality complaints, but they describe distinct pipelines and scenarios." + }, + { + "left": "issue:6008", + "right": "issue:6107", + "accept": false, + "reason": "IP-Adapter+Face failing with LCM LoRA is unrelated to a Colab-vs-EC2 deployment problem." + }, + { + "left": "issue:11247", + "right": "issue:11298", + "accept": false, + "reason": "Multi-GPU FluxTransformer2DModel distribution with ControlNet is a different issue from PEFT key errors while hotswapping LoRAs." + }, + { + "left": "issue:10674", + "right": "issue:11370", + "accept": false, + "reason": "GGUF incompatibility in FluxPipeline is unrelated to a conversion script hitting an invalid pickle load key." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 117, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:11199", + "issue:1125", + "issue:11343", + "issue:12052", + "issue:1251", + "issue:1524", + "issue:1536", + "issue:1614", + "issue:1616", + "issue:1925", + "issue:2156", + "issue:2609", + "issue:3045", + "issue:307", + "issue:3154", + "issue:3223", + "issue:3346", + "issue:3540", + "issue:3613", + "issue:4080", + "issue:4109", + "issue:4185", + "issue:4306", + "issue:4460", + "issue:4488", + "issue:4504", + "issue:4641", + "issue:4667", + "issue:5152", + "issue:5524", + "issue:5621", + "issue:5630", + "issue:5703", + "issue:5886", + "issue:5889", + "issue:5997", + "issue:6382", + "issue:6460", + "issue:7053", + "issue:7421", + "issue:7483", + "issue:8440", + "issue:8469", + "issue:8546", + "issue:8579", + "issue:8873", + "issue:9515", + "issue:9895" + ], + "soft_pairs": [ + "issue:1251|issue:1614", + "issue:307|issue:4080", + "issue:4306|issue:6382", + "issue:4488|issue:5621", + "issue:4504|issue:4641", + "issue:5152|issue:5524", + "issue:5886|issue:8469", + "issue:5889|issue:6460", + "issue:8440|issue:8873", + "issue:4185|issue:5997", + "issue:3045|issue:7483", + "issue:12052|issue:9895", + "issue:4109|issue:7421", + "issue:8546|issue:8579", + "issue:11199|issue:11343", + "issue:2609|issue:4460", + "issue:3154|issue:3223", + "issue:3540|issue:4667", + "issue:2156|issue:3613", + "issue:1125|issue:1925", + "issue:5630|issue:5703", + "issue:7053|issue:9515", + "issue:1524|issue:3346", + "issue:1536|issue:1616" + ], + "prepared_review_unit_hash": "63aedb876a1a583182644ef194e99212b3a79c8cc1e31b93a6b77918d1de28ea", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34022, + "estimated_input_tokens": 8506, + "estimated_eval_tokens": 17268 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Diffusers issues across different pipelines, models, and failure modes. The soft-similarity pairs are mostly symptom-level matches rather than the same underlying bug, so none should be merged as duplicates. If one issue has to anchor the set, #11343 is the broadest import-regression report.", + "confidence": 0.42, + "canonical_issue_reason": "No single true duplicate stands out; #11343 is the broadest representative because it concerns a general import regression affecting multiple Diffusers modules.", + "canonical_pr_reason": null, + "best_issue_reason": "#11343 is the best global representative because it captures a broad, user-visible regression around importing Diffusers after a dependency update.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1251", + "right": "issue:1614", + "accept": false, + "reason": "Both mention black images, but one is MPS RePaintPipeline-specific and the other is SD 2.1 autocast-specific; different triggers and likely different root causes." + }, + { + "left": "issue:307", + "right": "issue:4080", + "accept": false, + "reason": "One is a proposal to merge pipelines, the other is a request to add an SDXL inpainting pipeline; not the same bug or change." + }, + { + "left": "issue:4306", + "right": "issue:6382", + "accept": false, + "reason": "List-index failure in ReferencePipeline and IP-Adapter key error in SDXL training/inference are unrelated code paths." + }, + { + "left": "issue:4488", + "right": "issue:5621", + "accept": false, + "reason": "One is an SDXL checkpoint-loading issue, the other is ControlNet encoder_hid_proj support; both are model-loading topics but not the same defect." + }, + { + "left": "issue:4504", + "right": "issue:4641", + "accept": false, + "reason": "Both involve LoRA loading, but one is a state_dict assignment error and the other is native LoRA loading from a local file; different bugs." + }, + { + "left": "issue:5152", + "right": "issue:5524", + "accept": false, + "reason": "W\u00fcrstchen alpha bug and an AttributeError in LoRA loading are unrelated." + }, + { + "left": "issue:5886", + "right": "issue:8469", + "accept": false, + "reason": "Feature request for IP-Adapter face model support is not the same as broken face outputs from a specific face model." + }, + { + "left": "issue:5889", + "right": "issue:6460", + "accept": false, + "reason": "Stable video diffusion and endless loading of an inpainting model are different pipeline problems." + }, + { + "left": "issue:8440", + "right": "issue:8873", + "accept": false, + "reason": "Subclass ValueError in FromOriginalModelMixin and xformers performance slowdown are unrelated." + }, + { + "left": "issue:4185", + "right": "issue:5997", + "accept": false, + "reason": "Both touch SDXL ControlNet, but one is black-image inference after rebasing and the other is a tutorial type mismatch; not the same underlying bug." + }, + { + "left": "issue:3045", + "right": "issue:7483", + "accept": false, + "reason": "Both concern LoRA conversion, but one is a generic safetensors-to-diffusers conversion request and the other is an SDXL-base-model-specific script failure." + }, + { + "left": "issue:12052", + "right": "issue:9895", + "accept": false, + "reason": "Both are device-mismatch failures, but they occur in different models and code paths (Wan 2.2 offloading vs FluxPipeline after a commit)." + }, + { + "left": "issue:4109", + "right": "issue:7421", + "accept": false, + "reason": "Both are SDXL-related, but one is an inpainting pipeline not working and the other is a seed reproducibility issue in KDiffusionPipeline." + }, + { + "left": "issue:8546", + "right": "issue:8579", + "accept": false, + "reason": "Missing from-single-file support and broken SD3 LoRA support are separate features/issues." + }, + { + "left": "issue:11199", + "right": "issue:11343", + "accept": false, + "reason": "Both involve import problems, but one is a specific onnx_utils import failure while the other is a broader module-import regression after a transformers update." + }, + { + "left": "issue:2609", + "right": "issue:4460", + "accept": false, + "reason": "Canny ControlNet checkpoint support and differing outputs between Stable Diffusion and Diffusers are not the same bug." + }, + { + "left": "issue:3154", + "right": "issue:3223", + "accept": false, + "reason": "Both relate to memory handling, but one is failed offloading when RAM is full and the other is RAM not clearing after moving to CUDA." + }, + { + "left": "issue:3540", + "right": "issue:4667", + "accept": false, + "reason": "TextToVideoZero prompt-embed support and from_single_file loading failure are unrelated." + }, + { + "left": "issue:2156", + "right": "issue:3613", + "accept": false, + "reason": "Dreambooth using CPU instead of GPU versus Dreambooth OOM with torch 2.0 are opposite training issues, not duplicates." + }, + { + "left": "issue:1125", + "right": "issue:1925", + "accept": false, + "reason": "Stable Diffusion Mega inpaint runtime error and SD 2 inpainting half-precision failure are different pipeline/version-specific problems." + }, + { + "left": "issue:5630", + "right": "issue:5703", + "accept": false, + "reason": "LMS scheduler noise in SDXL img2img and inability to reconstruct noise with DDIM inverse are different scheduler behaviors." + }, + { + "left": "issue:7053", + "right": "issue:9515", + "accept": false, + "reason": "UNet3D class conditioning and missing RMSNorm in SD3 joint attention are different model-architecture issues." + }, + { + "left": "issue:1524", + "right": "issue:3346", + "accept": false, + "reason": "Textual inversion training quality and DreamBooth checkpoint resume support are unrelated." + }, + { + "left": "issue:1536", + "right": "issue:1616", + "accept": false, + "reason": "Both mention LPW pipelines, but one is incompatibility with a new Diffusers version and the other is a community pipeline on 0.8.0; not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 118, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10392", + "issue:10421", + "issue:10653", + "issue:11135", + "issue:11182", + "issue:11418", + "issue:11702", + "issue:12011", + "issue:12052", + "issue:12499", + "issue:12529", + "issue:12657", + "issue:13001", + "issue:13140", + "issue:1717", + "issue:2185", + "issue:2324", + "issue:2659", + "issue:3296", + "issue:3454", + "issue:3651", + "issue:3826", + "issue:3871", + "issue:4194", + "issue:4303", + "issue:4306", + "issue:4340", + "issue:4389", + "issue:4664", + "issue:4697", + "issue:4852", + "issue:5016", + "issue:5150", + "issue:5153", + "issue:5442", + "issue:6196", + "issue:6821", + "issue:6949", + "issue:7133", + "issue:7431", + "issue:761", + "issue:7793", + "issue:7851", + "issue:8885", + "issue:9187", + "issue:9421", + "issue:9527" + ], + "soft_pairs": [ + "issue:2324|issue:761", + "issue:8885|issue:9421", + "issue:4389|issue:6196", + "issue:4697|issue:9187", + "issue:1717|issue:4303", + "issue:4340|issue:5016", + "issue:4852|issue:7793", + "issue:3296|issue:4664", + "issue:4306|issue:7851", + "issue:11702|issue:13001", + "issue:10421|issue:10653", + "issue:10392|issue:11418", + "issue:12657|issue:13140", + "issue:3454|issue:3651", + "issue:11182|issue:9527", + "issue:5153|issue:5442", + "issue:2185|issue:3871", + "issue:7133|issue:7431", + "issue:11135|issue:3826", + "issue:2659|issue:6949", + "issue:12499|issue:12529", + "issue:3871|issue:6821", + "issue:12011|issue:12052", + "issue:4194|issue:5150" + ], + "prepared_review_unit_hash": "b2904344c1c680583dfbde321da03bb727581f5232343c156e3eebf45e8200cf", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33233, + "estimated_input_tokens": 8309, + "estimated_eval_tokens": 16874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: it mixes unrelated issues across models, pipelines, training scripts, loading paths, and hardware/offload behaviors. I don\u2019t see any soft pair that clearly represents the same underlying bug/change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2324", + "right": "issue:761", + "accept": false, + "reason": "Both involve DreamBooth training, but one is about instance data loading and the other about 8-bit Adam; different failure modes." + }, + { + "left": "issue:8885", + "right": "issue:9421", + "accept": false, + "reason": "Unrelated topics: custom diffusion token/clip-retrieval setup vs accessing a specific model repository." + }, + { + "left": "issue:4389", + "right": "issue:6196", + "accept": false, + "reason": "Both concern ControlNet loading, but they target different model variants and likely different code paths." + }, + { + "left": "issue:4697", + "right": "issue:9187", + "accept": false, + "reason": "Different features/models: a specific LoRA load failure vs IP-Adapter breakage after a Kolors update." + }, + { + "left": "issue:1717", + "right": "issue:4303", + "accept": false, + "reason": "Offline cache loading bug vs Flax SDXL loading crash; not the same problem." + }, + { + "left": "issue:4340", + "right": "issue:5016", + "accept": false, + "reason": "Both are SDXL LoRA/text-encoder training issues, but they reference different scripts and symptoms; not enough to call them the same bug." + }, + { + "left": "issue:4852", + "right": "issue:7793", + "accept": false, + "reason": "Generic LoRA-loading error vs unloading LoRA weights in DeepFloyd; different workflows and failures." + }, + { + "left": "issue:3296", + "right": "issue:4664", + "accept": false, + "reason": "Checkpoint save/load with text_encoder vs SDXL LoRA loading behavior; related domain, but different concrete bugs." + }, + { + "left": "issue:4306", + "right": "issue:7851", + "accept": false, + "reason": "Reference pipeline list-index error vs concurrency out-of-bounds error; different symptoms and contexts." + }, + { + "left": "issue:11702", + "right": "issue:13001", + "accept": false, + "reason": "Both involve model-loading errors, but one is a LoRA key error and the other is a Flux2.Klein GGUF shape mismatch." + }, + { + "left": "issue:10421", + "right": "issue:10653", + "accept": false, + "reason": "Memory leak when moving pipelines across GPUs vs bitsandbytes 8-bit `.to()` unsupported on a specific transformer model." + }, + { + "left": "issue:10392", + "right": "issue:11418", + "accept": false, + "reason": "Different Flux requests: using Flux-dev-fp8 with a LoRA vs asking how to add a specific fp8 safetensors file." + }, + { + "left": "issue:12657", + "right": "issue:13140", + "accept": false, + "reason": "Quantized Qwen Image Edit failure vs Qwen Edit Plus/Pipelines TypeError; same family, but not the same concrete issue." + }, + { + "left": "issue:3454", + "right": "issue:3651", + "accept": false, + "reason": "Both are DreamBooth training problems, but one is a latest-version compatibility issue and the other is multi-GPU support." + }, + { + "left": "issue:11182", + "right": "issue:9527", + "accept": false, + "reason": "BF16 variant download inefficiency vs dtype mismatch between controlnet fp32 and main pipeline bf16; different bugs." + }, + { + "left": "issue:5153", + "right": "issue:5442", + "accept": false, + "reason": "Distinct research/features: FreeU vs ScaleCrafter, not the same underlying change." + }, + { + "left": "issue:2185", + "right": "issue:3871", + "accept": false, + "reason": "Training config files missing vs checkpoint resume error; unrelated training setup issues." + }, + { + "left": "issue:7133", + "right": "issue:7431", + "accept": false, + "reason": "Both are DreamBooth/text-encoder training issues, but one is checkpoint resume size mismatch and the other is DoRA-specific training behavior." + }, + { + "left": "issue:11135", + "right": "issue:3826", + "accept": false, + "reason": "Completely different proposed pipelines: SmoothCache acceleration vs Audio-Journey." + }, + { + "left": "issue:2659", + "right": "issue:6949", + "accept": false, + "reason": "Both affect generation outputs, but one is batch-size variability and the other is even-step blank images from a specific scheduler." + }, + { + "left": "issue:12499", + "right": "issue:12529", + "accept": false, + "reason": "Both are Wan 2.2 shape mismatch reports, but one is I2V conditioning and the other is tiled VAE tensor sizing." + }, + { + "left": "issue:3871", + "right": "issue:6821", + "accept": false, + "reason": "Checkpoint resume training error vs an invalid caption_column configuration; different root causes." + }, + { + "left": "issue:12011", + "right": "issue:12052", + "accept": false, + "reason": "Same model family, but one is an OOM and the other is a device-mismatch failure under offloading." + }, + { + "left": "issue:4194", + "right": "issue:5150", + "accept": false, + "reason": "Both mention from_single_file, but one is a VAE loading problem and the other is a missing method on a different pipeline." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 119, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1013", + "issue:1055", + "issue:11006", + "issue:11148", + "issue:12012", + "issue:1261", + "issue:1363", + "issue:1565", + "issue:2324", + "issue:2361", + "issue:2465", + "issue:2534", + "issue:2830", + "issue:3468", + "issue:3584", + "issue:3706", + "issue:3970", + "issue:3984", + "issue:4117", + "issue:4134", + "issue:4236", + "issue:4303", + "issue:4634", + "issue:4704", + "issue:4779", + "issue:4969", + "issue:50", + "issue:5012", + "issue:5219", + "issue:5259", + "issue:5395", + "issue:5433", + "issue:5436", + "issue:5607", + "issue:5628", + "issue:6092", + "issue:6224", + "issue:6297", + "issue:6460", + "issue:6934", + "issue:7333", + "issue:7682", + "issue:785", + "issue:8277", + "issue:8477", + "issue:8939", + "issue:9167", + "issue:9780" + ], + "soft_pairs": [ + "issue:2830|issue:7333", + "issue:3706|issue:6460", + "issue:4779|issue:7333", + "issue:11148|issue:12012", + "issue:1363|issue:2534", + "issue:1013|issue:3970", + "issue:2324|issue:2465", + "issue:4236|issue:5433", + "issue:5436|issue:6092", + "issue:11006|issue:12012", + "issue:1565|issue:8939", + "issue:7682|issue:9780", + "issue:8277|issue:8477", + "issue:4634|issue:4704", + "issue:5219|issue:6934", + "issue:5395|issue:5628", + "issue:5012|issue:6297", + "issue:1261|issue:3584", + "issue:2361|issue:6224", + "issue:1055|issue:50", + "issue:1261|issue:4117", + "issue:3468|issue:5259", + "issue:3984|issue:785", + "issue:4134|issue:5607", + "issue:4303|issue:8939", + "issue:4969|issue:9167" + ], + "prepared_review_unit_hash": "ffaa672948898f1b1fe9416dd04548a2b2ae8f345c02999a24236d2571aaf268", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35039, + "estimated_input_tokens": 8760, + "estimated_eval_tokens": 17776 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy soft-similarity matches across unrelated Diffusers topics (pipelines, training scripts, schedulers, PEFT, loading/conversion). Only one pair looks like the same underlying bug: the missing LatentDiffusionPipeline symbol. All other soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 50 is the clearest canonical target because it states the missing LatentDiffusionPipeline problem in the most direct, generic form; issue 1055 is the same report with slightly different wording.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 50 is the best issue to anchor the only clear duplicate subgroup in this set; it is older and more canonical than 1055. The rest of the issues are not close enough to form one duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2830", + "right": "issue:7333", + "accept": false, + "reason": "Different image-to-video requests: one is about using ModelScope video models, the other about a specific Tuning-Free Noise Rectification paper/approach." + }, + { + "left": "issue:3706", + "right": "issue:6460", + "accept": false, + "reason": "A model announcement/request (Wuerstchen) is unrelated to an endless-loading bug when loading runwayml/stable-diffusion-inpainting." + }, + { + "left": "issue:4779", + "right": "issue:7333", + "accept": false, + "reason": "ModelScope image-to-video pipeline request and Tuning-Free Noise Rectification issue are different model/problem statements." + }, + { + "left": "issue:11148", + "right": "issue:12012", + "accept": false, + "reason": "PEFT adapter flag handling for LoRA loading is unrelated to Wan 2.2 apply_first_block_cache context-state errors." + }, + { + "left": "issue:1363", + "right": "issue:2534", + "accept": false, + "reason": "Both mention schedulers, but one is an ONNX long-prompt/LMS issue and the other is a DPM vs UniPC/DEIS scheduler error in a different workflow." + }, + { + "left": "issue:1013", + "right": "issue:3970", + "accept": false, + "reason": "StableDiffusionMegaPipeline on Diffusers 6.0 and SDXL prompt embeddings failure are different pipeline/code-path problems." + }, + { + "left": "issue:2324", + "right": "issue:2465", + "accept": false, + "reason": "Dreambooth instance-data bug and a request for a reproducible training recipe are not the same issue." + }, + { + "left": "issue:4236", + "right": "issue:5433", + "accept": false, + "reason": "SDXL refiner text-encoder registration and DPM++ artifacts without refiner are distinct SDXL problems." + }, + { + "left": "issue:5436", + "right": "issue:6092", + "accept": false, + "reason": "ControlNet XL training example failure and LoRA example not training anything are different scripts and failure modes." + }, + { + "left": "issue:11006", + "right": "issue:12012", + "accept": false, + "reason": "Wan 2.1 quantized-transformer video corruption and Wan 2.2 cache-context ValueError are different code paths." + }, + { + "left": "issue:1565", + "right": "issue:8939", + "accept": false, + "reason": "GPU selection/OOM behavior is unrelated to a tokenizer-loading error for Stable Diffusion 3 Medium." + }, + { + "left": "issue:7682", + "right": "issue:9780", + "accept": false, + "reason": "Multi-GPU SD1.5 runtime issues and a SD3.5 norm_added_k attribute error are unrelated." + }, + { + "left": "issue:8277", + "right": "issue:8477", + "accept": false, + "reason": "Both are consistency-training related, but one is non-convergence and the other is a DistributedDataParallel script error; not the same bug." + }, + { + "left": "issue:4634", + "right": "issue:4704", + "accept": false, + "reason": "Safe serialization for Custom Diffusion and a failing Custom Diffusion training script are different problems." + }, + { + "left": "issue:5219", + "right": "issue:6934", + "accept": false, + "reason": "One is a loading failure for a converted SDXL safetensors model; the other is broken conversion to original SDXL format. Related area, but not the same concrete bug." + }, + { + "left": "issue:5395", + "right": "issue:5628", + "accept": false, + "reason": "PEFT LoRA-combining bug and LMS/Karras denoising offset issue are unrelated." + }, + { + "left": "issue:5012", + "right": "issue:6297", + "accept": false, + "reason": "Both involve SDXL LoRA training, but one is about text-encoder training support and the other is a general 'can\u2019t train on my photos' report." + }, + { + "left": "issue:1261", + "right": "issue:3584", + "accept": false, + "reason": "Xformers backward-pass failure and a DreamBooth tutorial failure are not the same bug." + }, + { + "left": "issue:2361", + "right": "issue:6224", + "accept": false, + "reason": "Checkpoint-saving crash in finetuning and a TorchDynamo issue during finetuning are different failures." + }, + { + "left": "issue:1055", + "right": "issue:50", + "accept": true, + "reason": "Same missing LatentDiffusionPipeline symbol/attribute problem, phrased two ways; this is a clear duplicate pair." + }, + { + "left": "issue:1261", + "right": "issue:4117", + "accept": false, + "reason": "Xformers attention-backward failure and SDXL Dreambooth issues are unrelated." + }, + { + "left": "issue:3468", + "right": "issue:5259", + "accept": false, + "reason": "Missing model_index.json during Dreambooth inference and Dreambooth not generating model_index.json are adjacent but not the same concrete report." + }, + { + "left": "issue:3984", + "right": "issue:785", + "accept": false, + "reason": "Class-label conditioning error and PNDMScheduler cost/performance issue are unrelated." + }, + { + "left": "issue:4134", + "right": "issue:5607", + "accept": false, + "reason": "MPS ControlNet tensor-shape mismatch and a generic tensor-size mismatch in another context are not clearly the same code-path." + }, + { + "left": "issue:4303", + "right": "issue:8939", + "accept": false, + "reason": "Flax SDXL load crash and SD3 tokenizer loading failure are different backend/model problems." + }, + { + "left": "issue:4969", + "right": "issue:9167", + "accept": false, + "reason": "Importing CrossAttention in Diffusers v0.20.1 and importing StableDiffusion3Pipeline are different import/API failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative: only issue 50/1055 is accepted as a duplicate pair, matching the one deterministic accept edge, and the other soft-edge rejections are consistent with the issue titles/body context. No overstatement detected." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 120, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10382", + "issue:10823", + "issue:10963", + "issue:10986", + "issue:11062", + "issue:11127", + "issue:11136", + "issue:11359", + "issue:11569", + "issue:11709", + "issue:12012", + "issue:1434", + "issue:1643", + "issue:2081", + "issue:2161", + "issue:2673", + "issue:3174", + "issue:3325", + "issue:4104", + "issue:4255", + "issue:4551", + "issue:4639", + "issue:4724", + "issue:4788", + "issue:5016", + "issue:5150", + "issue:5458", + "issue:5515", + "issue:5558", + "issue:5840", + "issue:6492", + "issue:6517", + "issue:6598", + "issue:6790", + "issue:7146", + "issue:7223", + "issue:730", + "issue:7333", + "issue:8432", + "issue:8787", + "issue:8788", + "issue:8960", + "issue:9055", + "issue:9096", + "issue:9613", + "issue:9768", + "issue:9856" + ], + "soft_pairs": [ + "issue:5150|issue:5458", + "issue:5515|issue:6790", + "issue:7223|issue:7333", + "issue:1643|issue:730", + "issue:8787|issue:9613", + "issue:9096|issue:9768", + "issue:11136|issue:8788", + "issue:4104|issue:6492", + "issue:3325|issue:4639", + "issue:12012|issue:9856", + "issue:10382|issue:8960", + "issue:10986|issue:11709", + "issue:1643|issue:4551", + "issue:11062|issue:11127", + "issue:2081|issue:2673", + "issue:10823|issue:7146", + "issue:4255|issue:6598", + "issue:2161|issue:3174", + "issue:10963|issue:8432", + "issue:11359|issue:11569", + "issue:1434|issue:4788", + "issue:4724|issue:5558", + "issue:6517|issue:9055", + "issue:5016|issue:5840" + ], + "prepared_review_unit_hash": "69bd1cf3c6f788cacc282234e26073c5968feb220430f529a315e9b5ac688f50", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 34099, + "estimated_input_tokens": 8525, + "estimated_eval_tokens": 17306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated bug reports and feature requests across different pipelines/features. None of the proposed soft pairs look like the same underlying bug or change, so all soft-edge links should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "issue:10382 is a precise, concrete bug report with a clear failing code path (VAE encoder forward return type mismatch causing AttributeError), making it the strongest single issue candidate among this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10382 is specific, actionable, and clearly scoped to one bug, which makes it suitable as the representative issue in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5150", + "right": "issue:5458", + "accept": false, + "reason": "One is missing from_single_file support; the other is lora_state_dict ignoring local_files_only. Related area, but different bugs." + }, + { + "left": "issue:5515", + "right": "issue:6790", + "accept": false, + "reason": "LCM pipeline init-without-scheduler versus training state_dict key mismatch are different failure modes and code paths." + }, + { + "left": "issue:7223", + "right": "issue:7333", + "accept": false, + "reason": "Both are video-generation related feature requests, but they target different models/features and are not the same change." + }, + { + "left": "issue:1643", + "right": "issue:730", + "accept": false, + "reason": "Both involve DreamBooth, but one is an xformers method signature error and the other is local training quality differences; not the same bug." + }, + { + "left": "issue:8787", + "right": "issue:9613", + "accept": false, + "reason": "Slow model loading is unrelated to the Timesteps.scale attribute error." + }, + { + "left": "issue:9096", + "right": "issue:9768", + "accept": false, + "reason": "Both mention NaNs, but the reported environments and likely root causes differ (Flux half precision vs torch 2.5 SDPA/CuDNN)." + }, + { + "left": "issue:11136", + "right": "issue:8788", + "accept": false, + "reason": "SanaSprint intermediate timestep support is unrelated to SD3 VAE tiling behavior." + }, + { + "left": "issue:4104", + "right": "issue:6492", + "accept": false, + "reason": "Both mention black outputs, but they appear to be separate image-generation issues with different contexts and symptoms." + }, + { + "left": "issue:3325", + "right": "issue:4639", + "accept": false, + "reason": "CUDA invalid argument during DreamBooth training is unrelated to multiprocessing data-loader errors in a different script." + }, + { + "left": "issue:12012", + "right": "issue:9856", + "accept": false, + "reason": "Wan 2.2 context-state error is unrelated to distributed port-in-use errors." + }, + { + "left": "issue:10382", + "right": "issue:8960", + "accept": false, + "reason": "VAE forward return type mismatch is unrelated to gradient accumulation being nonfunctional in a training example." + }, + { + "left": "issue:10986", + "right": "issue:11709", + "accept": false, + "reason": "ComplexDouble tensors on MPS and CausVid LoRA key errors are different bugs affecting different components." + }, + { + "left": "issue:1643", + "right": "issue:4551", + "accept": false, + "reason": "DreamBooth xformers signature error is not the same as SDXL dreambooth crash/loading issue." + }, + { + "left": "issue:11062", + "right": "issue:11127", + "accept": false, + "reason": "Loading a specific LoRA error and a single-file Flux model incompatibility are distinct model-loading problems." + }, + { + "left": "issue:2081", + "right": "issue:2673", + "accept": false, + "reason": "JAX conversion failures and StableDiffusionUpscalePipeline config/input verification errors are different issues." + }, + { + "left": "issue:10823", + "right": "issue:7146", + "accept": false, + "reason": "Fine-tuning script output files and SDXL CUDA OOM are unrelated training issues." + }, + { + "left": "issue:4255", + "right": "issue:6598", + "accept": false, + "reason": "Different-results-quality complaint versus img2img parity complaint; both are output-quality, but not the same bug." + }, + { + "left": "issue:2161", + "right": "issue:3174", + "accept": false, + "reason": "Inpainting LoRA training and LoRA/dreambooth loading regression are different workflows and failures." + }, + { + "left": "issue:10963", + "right": "issue:8432", + "accept": false, + "reason": "AutoencoderKLWan import failure and FromOriginalVAEMixin import failure are separate import/export issues." + }, + { + "left": "issue:11359", + "right": "issue:11569", + "accept": false, + "reason": "Both concern LTX-Video, but one is a performance feature request and the other is a repo packaging request." + }, + { + "left": "issue:1434", + "right": "issue:4788", + "accept": false, + "reason": "Both are memory/OOM reports, but they involve different pipelines, image sizes, and contexts." + }, + { + "left": "issue:4724", + "right": "issue:5558", + "accept": false, + "reason": "SDXL img2img behavior with a checkpoint is unrelated to ControlNet inpaint artifacts with multiple ControlNets." + }, + { + "left": "issue:6517", + "right": "issue:9055", + "accept": false, + "reason": "Both are import errors, but they involve different mixins, modules, and failure points." + }, + { + "left": "issue:5016", + "right": "issue:5840", + "accept": false, + "reason": "Training text encoder not working and resume-from-checkpoint freezing are different SDXL DreamBooth LoRA issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 121, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10049", + "issue:10428", + "issue:10446", + "issue:10797", + "issue:1166", + "issue:1367", + "issue:1922", + "issue:2036", + "issue:2132", + "issue:2218", + "issue:222", + "issue:2375", + "issue:2560", + "issue:2728", + "issue:2844", + "issue:3363", + "issue:3450", + "issue:3453", + "issue:3871", + "issue:4030", + "issue:4241", + "issue:4250", + "issue:4389", + "issue:4566", + "issue:4892", + "issue:4911", + "issue:5558", + "issue:5605", + "issue:5760", + "issue:5931", + "issue:6354", + "issue:6636", + "issue:7000", + "issue:7056", + "issue:7347", + "issue:746", + "issue:8435", + "issue:9096", + "issue:9187", + "issue:9415", + "issue:9450", + "issue:9515", + "issue:9810", + "issue:9856", + "issue:9895", + "issue:9911", + "issue:993" + ], + "soft_pairs": [ + "issue:2728|issue:4250", + "issue:4892|issue:5760", + "issue:4389|issue:4911", + "issue:222|issue:3453", + "issue:7056|issue:9415", + "issue:2132|issue:3363", + "issue:9515|issue:9810", + "issue:3450|issue:5931", + "issue:5605|issue:6354", + "issue:7000|issue:9096", + "issue:4030|issue:8435", + "issue:10049|issue:6636", + "issue:10446|issue:9450", + "issue:9856|issue:9911", + "issue:1922|issue:2375", + "issue:10797|issue:9187", + "issue:4566|issue:7347", + "issue:4241|issue:6354", + "issue:2844|issue:3871", + "issue:2560|issue:5558", + "issue:10428|issue:9895", + "issue:1367|issue:746", + "issue:1166|issue:2218", + "issue:2036|issue:993" + ], + "prepared_review_unit_hash": "51769a1d0308b17445d9d21a44290475a10761ee0b51d7a34710a50abd2f08f9", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33656, + "estimated_input_tokens": 8414, + "estimated_eval_tokens": 17084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues with superficial keyword overlap (loading, training, Flux, LoRA, video). I don\u2019t see a true duplicate cluster or a shared code-path change that would justify merging any soft pair.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits the cluster cleanly; the items span distinct bugs and feature requests rather than one underlying defect. If forced to pick a representative, the Flux device-mismatch regression issues are the closest family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:9895 is the strongest representative if one is needed: it is a concrete, recent FluxPipeline regression with a specific device-placement failure and clear reproduction context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2728", + "right": "issue:4250", + "accept": false, + "reason": "Both are loading failures, but one is UNet2DConditionModel safetensors loading and the other is a broader from_pretrained misload; different code paths and symptoms." + }, + { + "left": "issue:4892", + "right": "issue:5760", + "accept": false, + "reason": "Both are video-related, but TokenFlow video editing and video-to-audio synthesis are unrelated problems and changes." + }, + { + "left": "issue:4389", + "right": "issue:4911", + "accept": false, + "reason": "ControlNetModel loading and custom text_encoder loading in from_single_file are different components and failure modes." + }, + { + "left": "issue:222", + "right": "issue:3453", + "accept": false, + "reason": "Generic training runtime failure versus a specific BFloat16 triu_tril CUDA limitation in text-to-image training; not the same bug." + }, + { + "left": "issue:7056", + "right": "issue:9415", + "accept": false, + "reason": "Both mention parameter-related errors, but SDXL LoRA train_text_encoder and CogVideoXTransformer3DModel module parameters are unrelated code paths." + }, + { + "left": "issue:2132", + "right": "issue:3363", + "accept": false, + "reason": "Both involve DreamBooth/LoRA, but missing Accelerator.trackers is a dependency/API issue, while 'failed on two machines' is broader and not the same defect." + }, + { + "left": "issue:9515", + "right": "issue:9810", + "accept": false, + "reason": "SD3Transformer2DModel RMSNorm omission and LoRA module_to_save() support are different implementation gaps." + }, + { + "left": "issue:3450", + "right": "issue:5931", + "accept": false, + "reason": "from_ckpt loading failure and nondeterministic generation are distinct problems." + }, + { + "left": "issue:5605", + "right": "issue:6354", + "accept": false, + "reason": "These are separate feature requests: per-image captions for SDXL Dreambooth vs LoRA support for ControlNet." + }, + { + "left": "issue:7000", + "right": "issue:9096", + "accept": false, + "reason": "PyTorch deprecation warning in outputs.py and Flux half-precision NaNs are unrelated." + }, + { + "left": "issue:4030", + "right": "issue:8435", + "accept": false, + "reason": "Stable Diffusion v2.1 embedding runtime error and from_single_file runtime error are not the same code-path failure." + }, + { + "left": "issue:10049", + "right": "issue:6636", + "accept": false, + "reason": "Cannot import MochiPipeline and missing DIFFUSERS_SLOW_IMPORT are different import-symbol issues." + }, + { + "left": "issue:10446", + "right": "issue:9450", + "accept": false, + "reason": "Both involve Flux/multi-GPU, but FluxControlNetPipeline sharding incompatibility and a transformer= device mismatch are different concrete bugs." + }, + { + "left": "issue:9856", + "right": "issue:9911", + "accept": false, + "reason": "Distributed port-in-use conflict and multi-controlnet layer-length mismatch are unrelated." + }, + { + "left": "issue:1922", + "right": "issue:2375", + "accept": false, + "reason": "Undefined init_git_repo in a notebook and missing safe_open are separate NameError problems." + }, + { + "left": "issue:10797", + "right": "issue:9187", + "accept": false, + "reason": "HunyuanVideoPipeline group offloading and SDXL IP-Adapter image_encoder_folder=None after Kolors update are unrelated regressions." + }, + { + "left": "issue:4566", + "right": "issue:7347", + "accept": false, + "reason": "Checkpoint resume failure for SDXL LoRA and a general LoRA training failure after update are not the same specific bug." + }, + { + "left": "issue:4241", + "right": "issue:6354", + "accept": false, + "reason": "A support request for unidiffusers LoRA fine-tuning and a request for ControlNet LoRA support are different features." + }, + { + "left": "issue:2844", + "right": "issue:3871", + "accept": false, + "reason": "Explicit image-embedding runtime error in StableUnCLIPImg2ImgPipeline and checkpoint-resume training error are unrelated." + }, + { + "left": "issue:2560", + "right": "issue:5558", + "accept": false, + "reason": "Different-generator output variance and multi-ControlNet artifacts are not the same issue." + }, + { + "left": "issue:10428", + "right": "issue:9895", + "accept": false, + "reason": "Both are Flux inference failures, but Ascend NPU inference error and a CUDA/CPU device mismatch regression are different hardware/path-specific problems." + }, + { + "left": "issue:1367", + "right": "issue:746", + "accept": false, + "reason": "Scheduler config save with custom trained_betas and ONNX revision loading are unrelated." + }, + { + "left": "issue:1166", + "right": "issue:2218", + "accept": false, + "reason": "TPU save hang in textual inversion and overtrained models during training do not describe the same defect." + }, + { + "left": "issue:2036", + "right": "issue:993", + "accept": false, + "reason": "OSError loading stable-diffusion-v1-4 and fp16 dtype mismatch are different failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 122, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10010", + "issue:10016", + "issue:10472", + "issue:11046", + "issue:1125", + "issue:11627", + "issue:12108", + "issue:12458", + "issue:13300", + "issue:1633", + "issue:2444", + "issue:2707", + "issue:2905", + "issue:3728", + "issue:3948", + "issue:4014", + "issue:4790", + "issue:4808", + "issue:5510", + "issue:5628", + "issue:5647", + "issue:5703", + "issue:617", + "issue:6218", + "issue:6323", + "issue:6520", + "issue:6570", + "issue:6749", + "issue:6758", + "issue:7049", + "issue:7237", + "issue:7509", + "issue:7606", + "issue:7708", + "issue:7793", + "issue:7936", + "issue:7974", + "issue:8228", + "issue:8551", + "issue:8626", + "issue:9012", + "issue:9063", + "issue:9089", + "issue:9202", + "issue:940", + "issue:941", + "issue:9660", + "issue:967" + ], + "soft_pairs": [ + "issue:9063|issue:9089", + "issue:5510|issue:6570", + "issue:6323|issue:9660", + "issue:12108|issue:12458", + "issue:10010|issue:7237", + "issue:6520|issue:6749", + "issue:10472|issue:7606", + "issue:11627|issue:8626", + "issue:3728|issue:7509", + "issue:7049|issue:9202", + "issue:2707|issue:4790", + "issue:1125|issue:13300", + "issue:3948|issue:4014", + "issue:6218|issue:6758", + "issue:2444|issue:2707", + "issue:5647|issue:8551", + "issue:940|issue:941", + "issue:10016|issue:8228", + "issue:4808|issue:6218", + "issue:7708|issue:7936", + "issue:7793|issue:9012", + "issue:1633|issue:2905", + "issue:5628|issue:5703", + "issue:11046|issue:7974", + "issue:617|issue:967" + ], + "prepared_review_unit_hash": "ecaf134a83c7dd8a92c09011e19bd837c6b125c4fa4011dcb96391d4efd500ed", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34949, + "estimated_input_tokens": 8738, + "estimated_eval_tokens": 17732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mix of unrelated bugs, feature requests, and pipeline-specific issues. None of the soft-similarity pairs looks like the same underlying defect, so I would not merge any of them as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue stands out: the items span different pipelines, models, backends, and failure modes, so there is no safe umbrella duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 9063 is the most concrete and actionable report in the set, but only as a representative example; it does not subsume the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:9063", + "right": "issue:9089", + "accept": false, + "reason": "Both mention Flux, but one is a tokenizer instantiation failure and the other is a missing pipeline class; different root causes and fixes." + }, + { + "left": "issue:5510", + "right": "issue:6570", + "accept": false, + "reason": "Same pipeline family, but one is a dtype mismatch and the other is a tensor-shape mismatch; not the same bug." + }, + { + "left": "issue:6323", + "right": "issue:9660", + "accept": false, + "reason": "One is TensorRT guidance_scale assignment, the other is from_pretrained eval-mode behavior; unrelated code paths." + }, + { + "left": "issue:12108", + "right": "issue:12458", + "accept": false, + "reason": "Both involve Qwen-related work, but one is a scheduler/flow-matching breakage and the other is a batch inference feature request." + }, + { + "left": "issue:10010", + "right": "issue:7237", + "accept": false, + "reason": "A missing FLUX Fill model_index.json file is unrelated to EDMEulerScheduler lookup failures." + }, + { + "left": "issue:6520", + "right": "issue:6749", + "accept": false, + "reason": "Training log_validation blank outputs and InstantID result replication are different issues with different surfaces." + }, + { + "left": "issue:10472", + "right": "issue:7606", + "accept": false, + "reason": "Both touch LoRA, but one is an unexpected constructor kwarg and the other is a deprecation/processor API issue." + }, + { + "left": "issue:11627", + "right": "issue:8626", + "accept": false, + "reason": "One is a Stable Diffusion 3.5 IP-Adapter pipeline question; the other is guidance/documentation for multi-image IP-Adapter usage." + }, + { + "left": "issue:3728", + "right": "issue:7509", + "accept": false, + "reason": "A new pipeline request and a ReNoise pipeline proposal are not the same underlying change." + }, + { + "left": "issue:7049", + "right": "issue:9202", + "accept": false, + "reason": "Both use IP-Adapter, but one errors during unpacking in the basic example and the other is a FaceID Plus V2 compatibility problem in a different pipeline." + }, + { + "left": "issue:2707", + "right": "issue:4790", + "accept": false, + "reason": "The converter syntax error and the round-trip conversion incompatibility are different defects, not one duplicate bug." + }, + { + "left": "issue:1125", + "right": "issue:13300", + "accept": false, + "reason": "These concern different pipelines/models and different runtime contexts; they are not the same inpaint/CPU failure." + }, + { + "left": "issue:3948", + "right": "issue:4014", + "accept": false, + "reason": "Pale images versus watermark pixel artifacts are distinct image-quality problems." + }, + { + "left": "issue:6218", + "right": "issue:6758", + "accept": false, + "reason": "Batched seeds in ControlNet/Img2Img and num_images_per_prompt support in InstantID are separate parameter issues." + }, + { + "left": "issue:2444", + "right": "issue:2707", + "accept": false, + "reason": "A training-script exit failure and a converter syntax error are unrelated." + }, + { + "left": "issue:5647", + "right": "issue:8551", + "accept": false, + "reason": "Both are SDXL inpaint issues, but one is strength==1 handling and the other is device placement with balanced device_map." + }, + { + "left": "issue:940", + "right": "issue:941", + "accept": false, + "reason": "Both mention MPS, but one is a scheduler crash and the other is a num_images_per_prompt noise bug; different causes." + }, + { + "left": "issue:10016", + "right": "issue:8228", + "accept": false, + "reason": "These are different single-file loading failures affecting different components and model shapes." + }, + { + "left": "issue:4808", + "right": "issue:6218", + "accept": false, + "reason": "A failing SHAP-E integration test is not the same as the ControlNet/Img2Img batched-seed bug." + }, + { + "left": "issue:7708", + "right": "issue:7936", + "accept": false, + "reason": "Missing tokenizer config and invalid safetensors JSON are both load failures, but they are not the same root problem." + }, + { + "left": "issue:7793", + "right": "issue:9012", + "accept": false, + "reason": "LoRA unloading and SD3ControlNet weight loading are different operations with different failure paths." + }, + { + "left": "issue:1633", + "right": "issue:2905", + "accept": false, + "reason": "One requests optional Karras sigmas in a wrapper pipeline; the other asks to add Karras sigmas to all schedulers. Related theme, but not the same concrete change." + }, + { + "left": "issue:5628", + "right": "issue:5703", + "accept": false, + "reason": "Offset behavior with LMS Karras sigmas and DDIM inverse noise reconstruction are distinct scheduler bugs." + }, + { + "left": "issue:11046", + "right": "issue:7974", + "accept": false, + "reason": "A combined FLUX controlnet/inpainting/IP-adapter issue is not the same as an inpaint-with-IP-Adapter bug." + }, + { + "left": "issue:617", + "right": "issue:967", + "accept": false, + "reason": "NNPACK unsupported hardware warnings and Onnx scheduler operand errors are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 123, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10066", + "issue:10202", + "issue:10492", + "issue:10542", + "issue:11702", + "issue:12078", + "issue:12080", + "issue:12157", + "issue:12175", + "issue:12319", + "issue:12459", + "issue:13065", + "issue:1310", + "issue:13281", + "issue:1434", + "issue:1934", + "issue:2015", + "issue:2091", + "issue:2361", + "issue:2507", + "issue:2618", + "issue:3296", + "issue:3377", + "issue:3565", + "issue:3613", + "issue:3761", + "issue:3885", + "issue:3937", + "issue:4080", + "issue:4400", + "issue:5044", + "issue:5143", + "issue:5606", + "issue:5607", + "issue:5873", + "issue:5966", + "issue:6069", + "issue:6157", + "issue:6418", + "issue:6545", + "issue:6548", + "issue:6594", + "issue:6891", + "issue:7237", + "issue:7418", + "issue:8668", + "issue:9178", + "issue:9476" + ], + "soft_pairs": [ + "issue:12080|issue:13065", + "issue:4080|issue:5966", + "issue:5143|issue:6418", + "issue:6594|issue:7418", + "issue:12319|issue:13281", + "issue:1434|issue:1934", + "issue:12078|issue:9476", + "issue:12157|issue:12175", + "issue:3937|issue:6157", + "issue:10066|issue:5607", + "issue:6069|issue:8668", + "issue:6545|issue:6891", + "issue:2361|issue:3296", + "issue:10492|issue:11702", + "issue:2507|issue:5606", + "issue:2618|issue:6548", + "issue:3377|issue:4400", + "issue:3565|issue:3613", + "issue:5873|issue:7237", + "issue:3761|issue:5044", + "issue:2091|issue:3885", + "issue:10202|issue:9178", + "issue:10542|issue:12459", + "issue:1310|issue:2015" + ], + "prepared_review_unit_hash": "6e54873bb0683fbd0dedc967cd557a77f92952c2cd72493f6b40c7605bcff371", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34484, + "estimated_input_tokens": 8621, + "estimated_eval_tokens": 17498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a grab-bag of unrelated model, training, loading, offloading, and feature-request issues. The soft pairs are similarity-only false positives; there is no clear duplicate cluster or single canonical artifact.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:12080", + "right": "issue:13065", + "accept": false, + "reason": "Both are Qwen-Image related, but one is generic image editing inference and the other is a controlnet combination issue; different underlying problems." + }, + { + "left": "issue:4080", + "right": "issue:5966", + "accept": false, + "reason": "Both mention diffusion pipelines, but these are different feature requests for different models and capabilities." + }, + { + "left": "issue:5143", + "right": "issue:6418", + "accept": false, + "reason": "One is about tiny numerical output differences; the other is a video finetuning collapse to identical frames. Not the same bug." + }, + { + "left": "issue:6594", + "right": "issue:7418", + "accept": false, + "reason": "Connection/download failure versus a community pipeline code bug; no shared code-path problem." + }, + { + "left": "issue:12319", + "right": "issue:13281", + "accept": false, + "reason": "Both involve offloading, but one is generic block-level offloading and the other is a torchao-quantized Qwen-Image device mismatch with use_stream=True." + }, + { + "left": "issue:1434", + "right": "issue:1934", + "accept": false, + "reason": "Both are memory-related, but one is OOM in an upscale pipeline and the other is excessive VRAM from cpu_offload; different failure modes." + }, + { + "left": "issue:12078", + "right": "issue:9476", + "accept": false, + "reason": "Both are FLUX training/validation issues, but one is bad validation input in an example and the other is a float/BFloat16 dtype mismatch." + }, + { + "left": "issue:12157", + "right": "issue:12175", + "accept": false, + "reason": "One is a training-time torch.device iteration error; the other is a quality complaint. Not the same issue." + }, + { + "left": "issue:3937", + "right": "issue:6157", + "accept": false, + "reason": "Unrelated pipeline/model problems: ZeroscopeXL loading versus ControlNet img2img ip_adapter support." + }, + { + "left": "issue:10066", + "right": "issue:5607", + "accept": false, + "reason": "Different runtime errors in different code paths: unpacking self.attn versus tensor size mismatch." + }, + { + "left": "issue:6069", + "right": "issue:8668", + "accept": false, + "reason": "Scheduler add_noise failing at t=0 is unrelated to SD3 img2img input alignment requirements." + }, + { + "left": "issue:6545", + "right": "issue:6891", + "accept": false, + "reason": "Both are trackers, but they target different refactors: modular inference flow versus model card utilities." + }, + { + "left": "issue:2361", + "right": "issue:3296", + "accept": false, + "reason": "Both involve checkpointing in training scripts, but one is resume/multi-GPU and the other is save/load with text_encoder; not the same bug." + }, + { + "left": "issue:10492", + "right": "issue:11702", + "accept": false, + "reason": "Different LoRA/quantization failures: torchao quantize+fuse versus AccVid LoRA key lookup with diffusers." + }, + { + "left": "issue:2507", + "right": "issue:5606", + "accept": false, + "reason": "Safetensors load performance is unrelated to LoRA alpha handling." + }, + { + "left": "issue:2618", + "right": "issue:6548", + "accept": false, + "reason": "Both involve image input handling, but one is ControlNet tensor input support and the other is RGBA images being misclassified as latents." + }, + { + "left": "issue:3377", + "right": "issue:4400", + "accept": false, + "reason": "A training hyperparameter question is unrelated to text_encoder support in a different DreamBooth script." + }, + { + "left": "issue:3565", + "right": "issue:3613", + "accept": false, + "reason": "Both mention OOM, but they are different scripts and different training setups; no single code-path bug." + }, + { + "left": "issue:5873", + "right": "issue:7237", + "accept": false, + "reason": "ONNX export support for scaled_dot_product_attention is unrelated to a missing scheduler class." + }, + { + "left": "issue:3761", + "right": "issue:5044", + "accept": false, + "reason": "Loading two community pipelines and failing to load Kandinsky 2.2 are separate loading problems." + }, + { + "left": "issue:2091", + "right": "issue:3885", + "accept": false, + "reason": "Checkpoint resume in multi-GPU training is not the same as general VRAM reduction guidance for a training script." + }, + { + "left": "issue:10202", + "right": "issue:9178", + "accept": false, + "reason": "Both mention FLUX LoRA, but one is unloading behavior and the other is peft target module errors during training." + }, + { + "left": "issue:10542", + "right": "issue:12459", + "accept": false, + "reason": "Different models and symptoms: Hunyuan batch-size breakage versus FLUX batch inference throughput." + }, + { + "left": "issue:1310", + "right": "issue:2015", + "accept": false, + "reason": "These are unrelated pipeline ideas, not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 124, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10472", + "issue:10514", + "issue:10526", + "issue:10760", + "issue:10798", + "issue:11135", + "issue:11232", + "issue:11352", + "issue:11569", + "issue:11651", + "issue:11962", + "issue:13015", + "issue:13053", + "issue:1392", + "issue:1478", + "issue:1643", + "issue:1979", + "issue:255", + "issue:2673", + "issue:2851", + "issue:3238", + "issue:3593", + "issue:3613", + "issue:3672", + "issue:3700", + "issue:3803", + "issue:4213", + "issue:457", + "issue:5474", + "issue:5877", + "issue:5923", + "issue:5932", + "issue:6008", + "issue:6230", + "issue:6277", + "issue:6695", + "issue:7180", + "issue:7228", + "issue:7592", + "issue:785", + "issue:861", + "issue:8738", + "issue:9138", + "issue:9210", + "issue:9264", + "issue:9270", + "issue:9690" + ], + "soft_pairs": [ + "issue:5923|issue:9210", + "issue:11962|issue:9264", + "issue:2851|issue:3803", + "issue:3613|issue:6230", + "issue:10526|issue:9690", + "issue:1478|issue:2673", + "issue:1979|issue:861", + "issue:11651|issue:9270", + "issue:3238|issue:6008", + "issue:5877|issue:6695", + "issue:457|issue:785", + "issue:3593|issue:7180", + "issue:4213|issue:7592", + "issue:10514|issue:9138", + "issue:10472|issue:11232", + "issue:10760|issue:7228", + "issue:10798|issue:13015", + "issue:11135|issue:5474", + "issue:11352|issue:8738", + "issue:11569|issue:13053", + "issue:1392|issue:5474", + "issue:1643|issue:5932", + "issue:255|issue:3672", + "issue:3700|issue:6277" + ], + "prepared_review_unit_hash": "13fc6b4946631934a2bf2b35d6fd94f64fee64aadc52a3413f52adc5ff42e3f8", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33835, + "estimated_input_tokens": 8459, + "estimated_eval_tokens": 17174 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated bug reports, feature requests, and training/runtime issues across LoRA, Flux, quantization, pipelines, and misc. inference/training paths. No single underlying duplicate bug/change stands out, so the soft pairs look like superficial textual similarity only.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:11651 is the most concrete, reproducible bug report in the set (FluxControl + flux-fill-lora load failure), but it should be treated only as a representative issue, not a true duplicate canonical for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5923", + "right": "issue:9210", + "accept": false, + "reason": "Different failure modes: multi-GPU text-to-image fine-tuning hang vs dataset column validation error." + }, + { + "left": "issue:11962", + "right": "issue:9264", + "accept": false, + "reason": "One is GGUF quantized model support for FLUX.1-Kontext-dev; the other is an inpainting feature request for Flux. Not the same bug/change." + }, + { + "left": "issue:2851", + "right": "issue:3803", + "accept": false, + "reason": "TPU push_to_hub subprocess issue vs multi-GPU LoRA training data-parallel bug; unrelated code paths." + }, + { + "left": "issue:3613", + "right": "issue:6230", + "accept": false, + "reason": "Both mention OOM, but one is DreamBooth training and the other is SDXL text-to-image training; different concrete issues." + }, + { + "left": "issue:10526", + "right": "issue:9690", + "accept": false, + "reason": "Flux FP8 optimum.quanto constructor TypeError vs example code cleanup; different problem types." + }, + { + "left": "issue:1478", + "right": "issue:2673", + "accept": false, + "reason": "Upscale pipeline multiple-output handling vs SD upscale config/input verification error; not the same defect." + }, + { + "left": "issue:1979", + "right": "issue:861", + "accept": false, + "reason": "Both are conversion-related, but one is a general SD-to-diffusers conversion problem and the other is a specific ckpt conversion command; insufficiently same underlying bug." + }, + { + "left": "issue:11651", + "right": "issue:9270", + "accept": false, + "reason": "Both involve Flux LoRA support, but one is a FluxControl load failure and the other is incomplete support in SimpleTuner; different integrations and failure points." + }, + { + "left": "issue:3238", + "right": "issue:6008", + "accept": false, + "reason": "LoRA safetensor conversion to diffusers vs IP-Adapter Face failing with LCM LoRA; unrelated." + }, + { + "left": "issue:5877", + "right": "issue:6695", + "accept": false, + "reason": "Both mention subprocess errors, but the actual training-script contexts and root causes are different and too vague to merge." + }, + { + "left": "issue:457", + "right": "issue:785", + "accept": false, + "reason": "MPS blue artifacts vs PNDM scheduler performance cost; completely different issues." + }, + { + "left": "issue:3593", + "right": "issue:7180", + "accept": false, + "reason": "LoRA+xformers second-call failure vs SDXL controlnet CPU offload failure; different code paths and symptoms." + }, + { + "left": "issue:4213", + "right": "issue:7592", + "accept": false, + "reason": "from_single_file accelerate dependency issue vs DoRA state_dict loading omission; unrelated." + }, + { + "left": "issue:10514", + "right": "issue:9138", + "accept": false, + "reason": "Sana resolution binning/sample size support issue vs generic int/str TypeError; not the same bug." + }, + { + "left": "issue:10472", + "right": "issue:11232", + "accept": false, + "reason": "LoRA lora_bias constructor error during inference vs noise residuals during text-to-image fine-tuning; different stages and causes." + }, + { + "left": "issue:10760", + "right": "issue:7228", + "accept": false, + "reason": "Missing import attribute for an ONNX pipeline vs traced model missing dtype; different failures." + }, + { + "left": "issue:10798", + "right": "issue:13015", + "accept": false, + "reason": "Flux quantization/bitsandbytes device-combination bug vs NPU tensor-device mismatch in QwenImageEditPlus; unrelated." + }, + { + "left": "issue:11135", + "right": "issue:5474", + "accept": false, + "reason": "New SmoothCache pipeline proposal vs Stable Diffusion Reference Only pipeline request; different features." + }, + { + "left": "issue:11352", + "right": "issue:8738", + "accept": false, + "reason": "Missing warning when moving 8-bit model to CPU vs SD3Transformer2DModel misconfiguration; unrelated." + }, + { + "left": "issue:11569", + "right": "issue:13053", + "accept": false, + "reason": "Model repo request for ltxv-13b-0.9.7-distilled vs Unipic 3.0 pipeline support; unrelated feature requests." + }, + { + "left": "issue:1392", + "right": "issue:5474", + "accept": false, + "reason": "Generic Stable Diffusion 2 issue vs new Reference Only pipeline proposal; not the same artifact." + }, + { + "left": "issue:1643", + "right": "issue:5932", + "accept": false, + "reason": "DreamBooth xformers call signature error vs input-channel mismatch in upscale pipeline; different bugs." + }, + { + "left": "issue:255", + "right": "issue:3672", + "accept": false, + "reason": "UNet block size validation error vs concurrent-thread inference failure; unrelated." + }, + { + "left": "issue:3700", + "right": "issue:6277", + "accept": false, + "reason": "Missing min_snr argument support in a training script vs broken gradients in LoRA example; different defects." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 125, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10302", + "issue:10337", + "issue:10797", + "issue:10914", + "issue:11298", + "issue:11352", + "issue:11370", + "issue:11872", + "issue:12329", + "issue:12529", + "issue:3280", + "issue:3442", + "issue:3454", + "issue:3694", + "issue:3781", + "issue:3880", + "issue:4073", + "issue:4109", + "issue:4183", + "issue:4354", + "issue:4386", + "issue:4450", + "issue:4554", + "issue:4754", + "issue:4782", + "issue:487", + "issue:4874", + "issue:5334", + "issue:5436", + "issue:6388", + "issue:6441", + "issue:6636", + "issue:6801", + "issue:8463", + "issue:8543", + "issue:8588", + "issue:8673", + "issue:8744", + "issue:8958", + "issue:9167", + "issue:9200", + "issue:9209", + "issue:9343", + "issue:9484", + "issue:9546", + "issue:9637", + "issue:9674", + "issue:9913" + ], + "soft_pairs": [ + "issue:3781|issue:5334", + "issue:3880|issue:4782", + "issue:4109|issue:4354", + "issue:4386|issue:6388", + "issue:4554|issue:8543", + "issue:5436|issue:9674", + "issue:6801|issue:9200", + "issue:8588|issue:8673", + "issue:3454|issue:487", + "issue:9484|issue:9546", + "issue:10797|issue:11370", + "issue:3280|issue:4073", + "issue:3442|issue:4450", + "issue:10302|issue:11872", + "issue:4183|issue:4874", + "issue:8463|issue:8958", + "issue:10337|issue:9343", + "issue:8744|issue:9209", + "issue:11298|issue:9637", + "issue:6636|issue:9167", + "issue:12329|issue:12529", + "issue:10914|issue:11352", + "issue:6441|issue:9913", + "issue:3694|issue:4754" + ], + "prepared_review_unit_hash": "a24f7d084f8b076d3e1207476d529b059bae1b8958f45857019dec369c90df3e", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33846, + "estimated_input_tokens": 8462, + "estimated_eval_tokens": 17180 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous issue cluster around offloading/quantization/loading, with a few clear duplicate pairs (especially inpainting and one textual-inversion save/load pair). The 3442/4450 textual-inversion link is too weak to treat as the same bug from the packet alone.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 10914 is the broadest, clearest description of the cluster\u2019s main theme: unintended CPU offloading. It generalizes better than the more specific quantization- or pipeline-tied reports.", + "canonical_pr_reason": null, + "best_issue_reason": "10914 is the most representative user-facing issue in the set and works best as the umbrella bug for the offloading-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3781", + "right": "issue:5334", + "accept": false, + "reason": "Both touch LoRA/training, but one is about loading multiple LoRAs and the other about accelerate.prepare/accumulate needing multiple models; different bugs." + }, + { + "left": "issue:3880", + "right": "issue:4782", + "accept": true, + "reason": "Both describe the same inpainting defect: unmasked or mask==0 areas being altered when they should stay unchanged." + }, + { + "left": "issue:4109", + "right": "issue:4354", + "accept": false, + "reason": "General SDXL inpaint failure vs from_single_file returning the wrong pipeline type; not the same code-path issue." + }, + { + "left": "issue:4386", + "right": "issue:6388", + "accept": false, + "reason": "SDXL LoRA conversion and SDXL+LoRA gradient-checkpointing are unrelated." + }, + { + "left": "issue:4554", + "right": "issue:8543", + "accept": false, + "reason": "Different pipelines and symptoms: Kandinsky 2.2 OOM vs SD3 dreambooth gradient-checkpointing failure." + }, + { + "left": "issue:5436", + "right": "issue:9674", + "accept": false, + "reason": "Both are training-example problems, but the concrete failures differ: ControlNet XL example error vs bad SD3 ControlNet result." + }, + { + "left": "issue:6801", + "right": "issue:9200", + "accept": false, + "reason": "Scheduler-loading failure and SDXL ControlNet dtype error are distinct issues." + }, + { + "left": "issue:8588", + "right": "issue:8673", + "accept": false, + "reason": "Missing SD3 conversion script vs missing SD3 attention masks are unrelated." + }, + { + "left": "issue:3454", + "right": "issue:487", + "accept": false, + "reason": "Both are example/training failures, but they involve different models and failure modes with no clear shared code path." + }, + { + "left": "issue:9484", + "right": "issue:9546", + "accept": false, + "reason": "Deepspeed/multigpu training setup vs validation-step OOM are different Flux training problems." + }, + { + "left": "issue:10797", + "right": "issue:11370", + "accept": false, + "reason": "Group offloading on HunyuanVideoPipeline and a bad conversion file are unrelated." + }, + { + "left": "issue:3280", + "right": "issue:4073", + "accept": false, + "reason": "Scheduler compatibility in DeepFloyd IF and a Tensor/astype safety-checker error are different bugs." + }, + { + "left": "issue:3442", + "right": "issue:4450", + "accept": false, + "reason": "Both are textual-inversion related, but the packet only gives titles and no shared targets/files or direct evidence that they are the same underlying token-dimension bug." + }, + { + "left": "issue:10302", + "right": "issue:11872", + "accept": false, + "reason": "FP8 inference noise without CPU offloading is not the same as repeated CPU/GPU movement inefficiency." + }, + { + "left": "issue:4183", + "right": "issue:4874", + "accept": false, + "reason": "ControlNet guidance_scale<=1 error and UpscalePipeline low_res_scheduler bug are unrelated." + }, + { + "left": "issue:8463", + "right": "issue:8958", + "accept": false, + "reason": "Tokenizer/tokenization failure in InstructP2P-SDXL and a PyTorch register_fake compatibility issue are unrelated." + }, + { + "left": "issue:10337", + "right": "issue:9343", + "accept": false, + "reason": "Different FLUX loading paths: quantized-transformer IPAdapter failure vs low_cpu_mem_usage/ignore_mismatched_sizes error." + }, + { + "left": "issue:8744", + "right": "issue:9209", + "accept": false, + "reason": "Single-file training usage vs HF mirror connectivity are unrelated." + }, + { + "left": "issue:11298", + "right": "issue:9637", + "accept": false, + "reason": "LoRA hotswapping PEFT key error and XFormers attention-mask/bfloat16 failure are different code paths." + }, + { + "left": "issue:6636", + "right": "issue:9167", + "accept": false, + "reason": "Separate import errors involving different missing symbols/classes." + }, + { + "left": "issue:12329", + "right": "issue:12529", + "accept": false, + "reason": "Wrong Wan model classification vs Wan2.2 VAE tensor-size mismatch are unrelated." + }, + { + "left": "issue:10914", + "right": "issue:11352", + "accept": false, + "reason": "Both involve CPU movement, but 11352 is specifically about a missing warning for moving 8-bit quantized models to CPU, not the same unintended-offload bug." + }, + { + "left": "issue:6441", + "right": "issue:9913", + "accept": false, + "reason": "Colab from_pretrained failure and set_lora_device not working are different issues." + }, + { + "left": "issue:3694", + "right": "issue:4754", + "accept": true, + "reason": "Both point to the same textual inversion save/load artifact problem: missing model_index.json/config.json after fine-tuning or example execution." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but at least one soft-edge acceptance looks overstated. In particular, issue:3442 vs issue:4450 is not supported strongly enough by the packet alone: both are textual inversion-related, but the packet only gives titles and no shared targets/files or direct evidence that they are the same token-dimension bug. The other accepted pair (3694 vs 4754) is plausible, but the 3442/4450 verdict is too confident for a soft-edge match, so I would reject on precision grounds." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 126, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10514", + "issue:10520", + "issue:1100", + "issue:11178", + "issue:11819", + "issue:12009", + "issue:12085", + "issue:12536", + "issue:1261", + "issue:12661", + "issue:1271", + "issue:1305", + "issue:1367", + "issue:1541", + "issue:1821", + "issue:1865", + "issue:1919", + "issue:2107", + "issue:2331", + "issue:2518", + "issue:2786", + "issue:3382", + "issue:3487", + "issue:3717", + "issue:4014", + "issue:4185", + "issue:4229", + "issue:4398", + "issue:4848", + "issue:5205", + "issue:5227", + "issue:5379", + "issue:5380", + "issue:5429", + "issue:5474", + "issue:5923", + "issue:5934", + "issue:6372", + "issue:684", + "issue:817", + "issue:8228", + "issue:8503", + "issue:8786", + "issue:898", + "issue:9101", + "issue:9443", + "issue:9763", + "issue:9927" + ], + "soft_pairs": [ + "issue:1100|issue:898", + "issue:1367|issue:2786", + "issue:2518|issue:5429", + "issue:9763|issue:9927", + "issue:10514|issue:10520", + "issue:2331|issue:5474", + "issue:1821|issue:3487", + "issue:12536|issue:12661", + "issue:1541|issue:817", + "issue:4848|issue:8786", + "issue:1261|issue:684", + "issue:5379|issue:5380", + "issue:12009|issue:12085", + "issue:4014|issue:4398", + "issue:5474|issue:6372", + "issue:11178|issue:8228", + "issue:1271|issue:1919", + "issue:2107|issue:4185", + "issue:3717|issue:5923", + "issue:1865|issue:3382", + "issue:4229|issue:5923", + "issue:5227|issue:5934", + "issue:11819|issue:9101", + "issue:1305|issue:5205", + "issue:8503|issue:9443" + ], + "prepared_review_unit_hash": "b63594dfc58b4507bd01d6eacd890f2514af59fd15b041c7054d87ae8444e0f0", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34542, + "estimated_input_tokens": 8636, + "estimated_eval_tokens": 17528 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a duplicate cluster; it\u2019s a heterogeneous set of unrelated issues and feature requests across different models, pipelines, and training paths. All soft-pair candidates should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: the items span distinct bugs/features (Sana 4K loading/device errors, ControlNet requests, tokenizer/compiler issues, Wan GGUF loading, training OOMs, etc.), so none is a safe duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to anchor the set, issue:10520 is the most concrete and actionable bug report, but it only represents one narrow Sana failure mode and is not a true cluster canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1100", + "right": "issue:898", + "accept": false, + "reason": "Different errors and subsystems: CLIPTextTransformer device attribute bug vs TPU bfloat16 scalar-type support." + }, + { + "left": "issue:1367", + "right": "issue:2786", + "accept": false, + "reason": "Scheduler config save with custom trained_betas is unrelated to numpy input compatibility in Depth2Img." + }, + { + "left": "issue:2518", + "right": "issue:5429", + "accept": false, + "reason": "One is xformers support in a training script; the other is support for models without VAE in examples. Not the same bug." + }, + { + "left": "issue:9763", + "right": "issue:9927", + "accept": false, + "reason": "Both involve ControlNet/SD3, but one is token truncation and the other is a HeaderTooLarge failure; different concrete issues." + }, + { + "left": "issue:10514", + "right": "issue:10520", + "accept": false, + "reason": "Same Sana 4K area, but one is a resolution binning/sample_size limit and the other is a device-mismatch runtime error." + }, + { + "left": "issue:2331", + "right": "issue:5474", + "accept": false, + "reason": "General ControlNet pipeline request vs a specific reference-only SD pipeline proposal; different changes." + }, + { + "left": "issue:1821", + "right": "issue:3487", + "accept": false, + "reason": "Different inpaint quality problems: negative_prompt ineffectiveness vs strength behavior with EulerAncestralDiscreteScheduler." + }, + { + "left": "issue:12536", + "right": "issue:12661", + "accept": false, + "reason": "Both mention context parallelism, but one is a sharding divisibility assertion and the other is a ChronoEdit crash; not the same code-path bug." + }, + { + "left": "issue:1541", + "right": "issue:817", + "accept": false, + "reason": "Dreambooth checkpoint/model-type loading failure is unrelated to mixed-precision support in the Dreambooth example." + }, + { + "left": "issue:4848", + "right": "issue:8786", + "accept": false, + "reason": "lpw_stable_diffusion_xl failure is unrelated to SD3 max_sequence_length token handling." + }, + { + "left": "issue:1261", + "right": "issue:684", + "accept": false, + "reason": "xformers attention backward assert is a CUDA attention bug, while the other is AMD training memory optimization not working." + }, + { + "left": "issue:5379", + "right": "issue:5380", + "accept": false, + "reason": "Separate community pipeline requests with no shared bug or implementation path." + }, + { + "left": "issue:12009", + "right": "issue:12085", + "accept": false, + "reason": "Both are Wan gguf-loading reports, but they affect different transformer classes and show different load failures." + }, + { + "left": "issue:4014", + "right": "issue:4398", + "accept": false, + "reason": "SDXL watermark pixel artifacts and all-black images in a SDXL LoRA dreambooth pipeline are different failure modes." + }, + { + "left": "issue:5474", + "right": "issue:6372", + "accept": false, + "reason": "Different pipeline requests: Stable Diffusion Reference Only vs SVD + ControlNet." + }, + { + "left": "issue:11178", + "right": "issue:8228", + "accept": false, + "reason": "MistoLine single-file ControlNet loading failure is distinct from CLIPTextModel loading failure in from_single_file." + }, + { + "left": "issue:1271", + "right": "issue:1919", + "accept": false, + "reason": "Notebook dependency installation problems are unrelated to missing datasets in requirements.txt." + }, + { + "left": "issue:2107", + "right": "issue:4185", + "accept": false, + "reason": "Both mention black/poor images, but one is low-resolution artifacts generally and the other is SDXL ControlNet-specific black images." + }, + { + "left": "issue:3717", + "right": "issue:5923", + "accept": false, + "reason": "One is multi-GPU OOM; the other is a stuck execution problem in text-to-image fine-tuning." + }, + { + "left": "issue:1865", + "right": "issue:3382", + "accept": false, + "reason": "Zero-stage3 finetune dimension error is not the same as multi-GPU CUDA OOM." + }, + { + "left": "issue:4229", + "right": "issue:5923", + "accept": false, + "reason": "Different multi-GPU training failures: accelerated Dreambooth error vs stuck text-to-image fine-tuning." + }, + { + "left": "issue:5227", + "right": "issue:5934", + "accept": false, + "reason": "load_lora_weight under torch.compile is a specific LoRA-loading issue; the other is a broader torch.compile error." + }, + { + "left": "issue:11819", + "right": "issue:9101", + "accept": false, + "reason": "Both are training-script requests, but for different models and tasks (FLUX Kontext image editing vs SD3 InstructPix2Pix)." + }, + { + "left": "issue:1305", + "right": "issue:5205", + "accept": false, + "reason": "Direct Inversion paper/example request is unrelated to the repaint + ControlNet + LoRA/text-inversion pipeline discussion." + }, + { + "left": "issue:8503", + "right": "issue:9443", + "accept": false, + "reason": "Gradient checkpointing crash in SD3 is unrelated to tokenizer instantiation from a slow version." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 127, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10147", + "issue:10798", + "issue:11215", + "issue:1166", + "issue:11853", + "issue:12022", + "issue:12037", + "issue:1214", + "issue:1434", + "issue:1500", + "issue:2331", + "issue:2440", + "issue:2695", + "issue:3221", + "issue:3405", + "issue:3564", + "issue:3661", + "issue:3748", + "issue:4014", + "issue:4031", + "issue:4073", + "issue:4206", + "issue:4213", + "issue:4279", + "issue:4305", + "issue:4471", + "issue:4530", + "issue:4686", + "issue:4880", + "issue:4885", + "issue:4985", + "issue:5016", + "issue:5037", + "issue:5399", + "issue:5488", + "issue:5607", + "issue:5737", + "issue:5757", + "issue:5966", + "issue:6008", + "issue:6130", + "issue:6146", + "issue:7168", + "issue:7199", + "issue:7357", + "issue:761", + "issue:8482", + "issue:8729" + ], + "soft_pairs": [ + "issue:4014|issue:4530", + "issue:4213|issue:4279", + "issue:5037|issue:8729", + "issue:3748|issue:6130", + "issue:10147|issue:7199", + "issue:2331|issue:3564", + "issue:1214|issue:3661", + "issue:4031|issue:4073", + "issue:10798|issue:11215", + "issue:1166|issue:761", + "issue:1434|issue:4686", + "issue:4471|issue:4885", + "issue:5016|issue:5737", + "issue:5607|issue:7168", + "issue:2440|issue:5399", + "issue:11853|issue:6008", + "issue:4305|issue:7357", + "issue:2695|issue:3405", + "issue:12022|issue:12037", + "issue:5966|issue:8482", + "issue:4880|issue:5488", + "issue:5757|issue:6146", + "issue:4206|issue:4985", + "issue:1500|issue:3221" + ], + "prepared_review_unit_hash": "d233c7a566f4633b7b0f194252a07a3dee84fad299ef04ae7f0803b9742fe028", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34093, + "estimated_input_tokens": 8524, + "estimated_eval_tokens": 17304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a mixed bag of unrelated Diffusers issues across SDXL, ControlNet, LoRA, quantization, safety checking, and training scripts; none of the soft pairs looks like a true duplicate.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out: the items cover different bugs/features across unrelated pipelines, and the closest pairs still diverge by model, pipeline, or failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduping; the set is too heterogeneous to anchor a duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4014", + "right": "issue:4530", + "accept": false, + "reason": "Both mention image artifacts in SDXL, but one is watermark-related and the other is refiner color artifacts; different symptoms and likely different causes." + }, + { + "left": "issue:4213", + "right": "issue:4279", + "accept": false, + "reason": "One is `from_single_file()` needing accelerate, the other is LoRA loading for SDXL 0.9; different code paths and failures." + }, + { + "left": "issue:5037", + "right": "issue:8729", + "accept": false, + "reason": "Both involve validation images in training scripts, but the scripts and error behavior differ; not the same concrete bug." + }, + { + "left": "issue:3748", + "right": "issue:6130", + "accept": false, + "reason": "Both are LoRA-loading complaints, but one is a specific float16/float32 safetensor mismatch while the other is a generic load failure." + }, + { + "left": "issue:10147", + "right": "issue:7199", + "accept": false, + "reason": "Multi-view generation support vs. a specific ViewFusion multi-view consistency feature request; related area, not the same change." + }, + { + "left": "issue:2331", + "right": "issue:3564", + "accept": false, + "reason": "General ControlNet pipeline request vs. Uni-ControlNet support; distinct feature requests." + }, + { + "left": "issue:1214", + "right": "issue:3661", + "accept": false, + "reason": "Half-precision CLIPTextModel issue vs. `from_ckpt` conversion problem for SD 2.x weights; different failures." + }, + { + "left": "issue:4031", + "right": "issue:4073", + "accept": false, + "reason": "Both mention safety checkers, but one is local loading and the other is a DeepFloyd IF tensor/type error; different code paths." + }, + { + "left": "issue:10798", + "right": "issue:11215", + "accept": false, + "reason": "Both touch FLUX quantization, but one is a device-combination bug and the other is slow inference plus LoRA support; not the same defect." + }, + { + "left": "issue:1166", + "right": "issue:761", + "accept": false, + "reason": "TPU textual inversion saving hang vs. DreamBooth 8-bit Adam failure; unrelated training bugs." + }, + { + "left": "issue:1434", + "right": "issue:4686", + "accept": false, + "reason": "Upscale pipeline OOM vs. loading a saved upscale pipeline failing; different failure modes." + }, + { + "left": "issue:4471", + "right": "issue:4885", + "accept": false, + "reason": "Both are LoRA-loading issues in SDXL pipelines, but one is plain Img2Img and the other is ControlNet Img2Img; not enough evidence of the same underlying bug." + }, + { + "left": "issue:5016", + "right": "issue:5737", + "accept": false, + "reason": "DreamBooth LoRA text encoder training problem vs. SDXL conversion failure; unrelated." + }, + { + "left": "issue:5607", + "right": "issue:7168", + "accept": false, + "reason": "Tensor size mismatch in one case vs. 4D IP-Adapter embeddings in the other; different tensor-shape issues." + }, + { + "left": "issue:2440", + "right": "issue:5399", + "accept": false, + "reason": "Both involve inpainting and dtype errors, but one is a load-time float16 issue and the other is a runtime matrix dtype mismatch." + }, + { + "left": "issue:11853", + "right": "issue:6008", + "accept": false, + "reason": "Both mention IP-Adapter/LoRA/ControlNet combinations, but the specific model setups and reported failures are different." + }, + { + "left": "issue:4305", + "right": "issue:7357", + "accept": false, + "reason": "`torch.compile` graph break vs. slow inference despite `torch.compile` and `fuse_loras`; performance-related but not the same bug." + }, + { + "left": "issue:2695", + "right": "issue:3405", + "accept": false, + "reason": "Both are ControlNet training issues, but one is validation/Tensorboard-specific and the other is a broad training-process bug." + }, + { + "left": "issue:12022", + "right": "issue:12037", + "accept": false, + "reason": "Flash Attention 3 interface compatibility vs. Wan 2.2 LoRA guidance compatibility; different model/runtime problems." + }, + { + "left": "issue:5966", + "right": "issue:8482", + "accept": false, + "reason": "ControlNet for SD 2.1 vs. support for Stable Diffusion 3 Medium; different feature requests." + }, + { + "left": "issue:4880", + "right": "issue:5488", + "accept": false, + "reason": "A specific ControlNet image-argument TypeError vs. a vague demo-code failure; not the same concrete issue." + }, + { + "left": "issue:5757", + "right": "issue:6146", + "accept": false, + "reason": "Checkpoint resume error in DreamBooth LoRA SDXL vs. multi-GPU training support; distinct training concerns." + }, + { + "left": "issue:4206", + "right": "issue:4985", + "accept": false, + "reason": "ControlNet training broken on main vs. SDXL InstructPix2Pix OOM; different pipeline and failure type." + }, + { + "left": "issue:1500", + "right": "issue:3221", + "accept": false, + "reason": "Different version-compatibility problems affecting different LoRA/attn-loading APIs; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 128, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10573", + "issue:10795", + "issue:11010", + "issue:11045", + "issue:1185", + "issue:1188", + "issue:12009", + "issue:12113", + "issue:12329", + "issue:12575", + "issue:13043", + "issue:1672", + "issue:1807", + "issue:2324", + "issue:2442", + "issue:2507", + "issue:3348", + "issue:3551", + "issue:3826", + "issue:3878", + "issue:3891", + "issue:4057", + "issue:4117", + "issue:4183", + "issue:4217", + "issue:4646", + "issue:5075", + "issue:5395", + "issue:5474", + "issue:5565", + "issue:5875", + "issue:5953", + "issue:6232", + "issue:6382", + "issue:6517", + "issue:6758", + "issue:6879", + "issue:6964", + "issue:7021", + "issue:7056", + "issue:7133", + "issue:7306", + "issue:7681", + "issue:8834", + "issue:9101", + "issue:9630", + "issue:9643", + "issue:9861" + ], + "soft_pairs": [ + "issue:1672|issue:1807", + "issue:4117|issue:5565", + "issue:1188|issue:3891", + "issue:2442|issue:4057", + "issue:3348|issue:3551", + "issue:8834|issue:9101", + "issue:9630|issue:9861", + "issue:1185|issue:2324", + "issue:5075|issue:6879", + "issue:10573|issue:9643", + "issue:3878|issue:5875", + "issue:5395|issue:6232", + "issue:6382|issue:7306", + "issue:7021|issue:7681", + "issue:4646|issue:6517", + "issue:4183|issue:5953", + "issue:10795|issue:12009", + "issue:11010|issue:11045", + "issue:2507|issue:4217", + "issue:12113|issue:12329", + "issue:3826|issue:5474", + "issue:12575|issue:13043", + "issue:7056|issue:7133", + "issue:6758|issue:6964" + ], + "prepared_review_unit_hash": "1e4373916925de83c904b5a75e144e52dcb46bff752bedcbd53b17c1c3f4c152", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34758, + "estimated_input_tokens": 8690, + "estimated_eval_tokens": 17636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and does not look duplicate-driven; the soft pairs are mostly superficially similar titles within different bugs, pipelines, or model families. All soft edges should be rejected.", + "confidence": 0.9, + "canonical_issue_reason": "No clear canonical duplicate exists because the items span unrelated issues. If one representative issue is needed, issue 9643 is the broadest Flux/controlnet-related report in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 9643 is the most concise, representative issue title among the Flux/controlnet subgroup, but it should be treated only as a loose cluster representative, not a duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1672", + "right": "issue:1807", + "accept": false, + "reason": "Wrong image size after ckpt conversion is unrelated to inference slowdown over repeated generations." + }, + { + "left": "issue:4117", + "right": "issue:5565", + "accept": false, + "reason": "Both mention Dreambooth/SDXL, but one is about SDXL not working for Dreambooth and the other is a LoRA script failure; different failure modes." + }, + { + "left": "issue:1188", + "right": "issue:3891", + "accept": false, + "reason": "Both are pipeline requests, but they ask for completely different pipelines and features." + }, + { + "left": "issue:2442", + "right": "issue:4057", + "accept": false, + "reason": "Loss-curve questions for inpainting training are not the same as a blurred-output finetuning bug." + }, + { + "left": "issue:3348", + "right": "issue:3551", + "accept": false, + "reason": "One is about preserving the scale parameter with xFormers, the other about LoRA disabling xFormers entirely; related area, different bug." + }, + { + "left": "issue:8834", + "right": "issue:9101", + "accept": false, + "reason": "A question about SD3 ControlNet training code release is not the same as requesting an InstructPix2Pix training script." + }, + { + "left": "issue:9630", + "right": "issue:9861", + "accept": false, + "reason": "Training with num_single_layers=0 on a specific multi-GPU setup is a different issue from transformer weights not updating." + }, + { + "left": "issue:1185", + "right": "issue:2324", + "accept": false, + "reason": "Dreambooth reproducibility problems are not the same as instance data not being read." + }, + { + "left": "issue:5075", + "right": "issue:6879", + "accept": false, + "reason": "SDXL refiner prompt-embedding shape mismatch is unrelated to a custom diffusion dtype mismatch." + }, + { + "left": "issue:10573", + "right": "issue:9643", + "accept": false, + "reason": "Both involve multiple ControlNets, but they affect different pipelines and failure paths; not the same bug." + }, + { + "left": "issue:3878", + "right": "issue:5875", + "accept": false, + "reason": "Pix2Pix imagefolder training error is unrelated to ONNX conversion prompt errors for SDXL base." + }, + { + "left": "issue:5395", + "right": "issue:6232", + "accept": false, + "reason": "A LoRA combination bug is not the same as a scheduler add_noise edge-case." + }, + { + "left": "issue:6382", + "right": "issue:7306", + "accept": false, + "reason": "An IP-Adapter key error during/after LCM LoRA training is unrelated to float16 support in LEdits++." + }, + { + "left": "issue:7021", + "right": "issue:7681", + "accept": false, + "reason": "Both are import errors, but they stem from different causes and different modules." + }, + { + "left": "issue:4646", + "right": "issue:6517", + "accept": false, + "reason": "ONNX conversion failure for ControlNet is unrelated to the ControlNet SDXL import traceback." + }, + { + "left": "issue:4183", + "right": "issue:5953", + "accept": false, + "reason": "Guidance-scale <= 1 controlnet generation errors are different from mismatched image/control_image sizes." + }, + { + "left": "issue:10795", + "right": "issue:12009", + "accept": false, + "reason": "Both involve from_single_file/GGUF, but one is about torch.compile on transformer models and the other about Wan2.2 model loading meta-tensor failure." + }, + { + "left": "issue:11010", + "right": "issue:11045", + "accept": false, + "reason": "Flux architecture support and a Flux Schnell Dreambooth crash are different underlying problems." + }, + { + "left": "issue:2507", + "right": "issue:4217", + "accept": false, + "reason": "Both concern loading speed, but they refer to different safetensors loading scenarios and symptoms." + }, + { + "left": "issue:12113", + "right": "issue:12329", + "accept": false, + "reason": "A channel-mismatch runtime error and a model-version misload (Wan2.1 vs Wan2.2) are distinct bugs." + }, + { + "left": "issue:3826", + "right": "issue:5474", + "accept": false, + "reason": "These are unrelated new-pipeline requests for different modalities and use cases." + }, + { + "left": "issue:12575", + "right": "issue:13043", + "accept": false, + "reason": "Attention-backend checks causing an error is not the same as a missing kernel image on RTX 5090/Blackwell." + }, + { + "left": "issue:7056", + "right": "issue:7133", + "accept": false, + "reason": "train_text_encoder parameter failure and checkpoint-resume text-encoder size mismatch are different SDXL training issues." + }, + { + "left": "issue:6758", + "right": "issue:6964", + "accept": false, + "reason": "Lack of num_images_per_prompt support and a 4-channel UNet crash in inpaint are different control-flow bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 129, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10282", + "issue:10514", + "issue:10891", + "issue:11006", + "issue:11133", + "issue:11208", + "issue:11314", + "issue:11321", + "issue:12003", + "issue:12334", + "issue:1604", + "issue:1865", + "issue:1876", + "issue:1979", + "issue:2015", + "issue:2412", + "issue:3174", + "issue:3585", + "issue:3613", + "issue:4185", + "issue:4368", + "issue:4697", + "issue:4936", + "issue:5442", + "issue:5596", + "issue:5689", + "issue:5934", + "issue:6096", + "issue:6131", + "issue:6481", + "issue:6545", + "issue:6552", + "issue:6741", + "issue:6870", + "issue:7197", + "issue:7735", + "issue:7945", + "issue:7974", + "issue:8182", + "issue:858", + "issue:8732", + "issue:8885", + "issue:8955", + "issue:9045", + "issue:9343", + "issue:9476", + "issue:9927", + "issue:9971" + ], + "soft_pairs": [ + "issue:1604|issue:4936", + "issue:1876|issue:1979", + "issue:5934|issue:6096", + "issue:4185|issue:5689", + "issue:11314|issue:11321", + "issue:2015|issue:5442", + "issue:3174|issue:3585", + "issue:4697|issue:8885", + "issue:10891|issue:9476", + "issue:8182|issue:858", + "issue:5596|issue:8732", + "issue:10514|issue:11208", + "issue:6131|issue:7974", + "issue:10282|issue:9045", + "issue:1865|issue:2412", + "issue:6545|issue:6552", + "issue:7197|issue:9927", + "issue:7735|issue:9971", + "issue:11006|issue:11133", + "issue:3613|issue:4368", + "issue:6481|issue:6741", + "issue:6870|issue:7945", + "issue:8955|issue:9343", + "issue:12003|issue:12334" + ], + "prepared_review_unit_hash": "2741407aec9818fe50c8f3395c6836cdb68f4104a79abbf1174376e4687d179b", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33977, + "estimated_input_tokens": 8495, + "estimated_eval_tokens": 17246 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated training/loading issues. The safest anchor is the tracker issue:6545, but none of the soft-edge pairs is supported strongly enough to treat as the same bug; issue:1876 vs issue:1979 is only a possible overlap, not a clear duplicate.", + "confidence": 0.84, + "canonical_issue_reason": "issue:6545 is the broad tracker with the strongest reference signal and widest scope, so it is the best representative issue for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:6545 is the most central and general issue in the set, making it the best cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1604", + "right": "issue:4936", + "accept": false, + "reason": "Both are training-related, but they describe different scripts and failure modes; not the same bug." + }, + { + "left": "issue:1876", + "right": "issue:1979", + "accept": false, + "reason": "There is only weak textual overlap around SD-to-diffusers conversion; the packet shows no explicit shared target, pair evidence, or clear same root cause." + }, + { + "left": "issue:5934", + "right": "issue:6096", + "accept": false, + "reason": "A generic torch.compile error and an SVD dynamic-shape exception are different code-path failures." + }, + { + "left": "issue:4185", + "right": "issue:5689", + "accept": false, + "reason": "Both concern image quality, but black images with ControlNet and residual noise with DPM++ are distinct symptoms and likely distinct bugs." + }, + { + "left": "issue:11314", + "right": "issue:11321", + "accept": false, + "reason": "One is a training-script bug and the other is a README issue; they are not the same underlying defect." + }, + { + "left": "issue:2015", + "right": "issue:5442", + "accept": false, + "reason": "These refer to different features with no concrete shared failure mode." + }, + { + "left": "issue:3174", + "right": "issue:3585", + "accept": false, + "reason": "Both mention LoRA, but the scenarios and failure paths differ too much to merge as one bug." + }, + { + "left": "issue:4697", + "right": "issue:8885", + "accept": false, + "reason": "A specific LoRA loading problem and a Custom Diffusion/clip-retrieval setup issue are unrelated." + }, + { + "left": "issue:10891", + "right": "issue:9476", + "accept": false, + "reason": "Both involve dtype-related errors, but the models and execution paths differ; not enough to treat as one bug." + }, + { + "left": "issue:8182", + "right": "issue:858", + "accept": false, + "reason": "Both are AttributeErrors, but they involve different missing attributes and unrelated code paths." + }, + { + "left": "issue:5596", + "right": "issue:8732", + "accept": false, + "reason": "A captioning/conversion attribute error is not the same as a checkpoint-saving issue." + }, + { + "left": "issue:10514", + "right": "issue:11208", + "accept": false, + "reason": "These are different unsupported-feature reports in different pipelines." + }, + { + "left": "issue:6131", + "right": "issue:7974", + "accept": false, + "reason": "Both involve IP-Adapter, but the pipeline context and failure mode differ." + }, + { + "left": "issue:10282", + "right": "issue:9045", + "accept": false, + "reason": "A weight-shape mismatch while loading differs from a CUDA conversion issue with accelerate/peft." + }, + { + "left": "issue:1865", + "right": "issue:2412", + "accept": false, + "reason": "Different DreamBooth/SD2 errors with no clear shared root cause." + }, + { + "left": "issue:6545", + "right": "issue:6552", + "accept": false, + "reason": "Both are trackers in example scripts, but one is about modularizing inference and the other about FP16 resume behavior." + }, + { + "left": "issue:7197", + "right": "issue:9927", + "accept": false, + "reason": "Different training-time failures in different contexts; not the same bug." + }, + { + "left": "issue:7735", + "right": "issue:9971", + "accept": false, + "reason": "A dataset column error and a scheduler failure are unrelated." + }, + { + "left": "issue:11006", + "right": "issue:11133", + "accept": false, + "reason": "Both involve video pipelines, but the models and symptoms are different." + }, + { + "left": "issue:3613", + "right": "issue:4368", + "accept": false, + "reason": "Both mention OOM, but they are separate training setups and not one underlying issue." + }, + { + "left": "issue:6481", + "right": "issue:6741", + "accept": false, + "reason": "Different train-script problems: batch-size behavior versus a missing argument." + }, + { + "left": "issue:6870", + "right": "issue:7945", + "accept": false, + "reason": "Different pipeline feature bugs with no shared concrete failure." + }, + { + "left": "issue:8955", + "right": "issue:9343", + "accept": false, + "reason": "A CLIPTextModel state-dict loading error and a FLUX loading-flag issue are different problems." + }, + { + "left": "issue:12003", + "right": "issue:12334", + "accept": false, + "reason": "A meta-tensor device-transfer failure and an xFormers attention issue are distinct bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the packet, and one soft-edge verdict overstates the evidence. In particular, issue:1876 vs issue:1979 is treated as a clear same-bug duplicate, but the packet only shows weak textual similarity and no explicit shared targets or pair evidence. That should be phrased more conservatively as a possible overlap, not a clear duplicate. Because the evaluator asks for conservative soft-edge judgments grounded in the packet, I would reject this output." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 130, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10281", + "issue:10282", + "issue:10928", + "issue:1127", + "issue:1434", + "issue:1445", + "issue:1538", + "issue:2052", + "issue:2163", + "issue:2783", + "issue:2838", + "issue:307", + "issue:3233", + "issue:3428", + "issue:3453", + "issue:3612", + "issue:4037", + "issue:4109", + "issue:4185", + "issue:4353", + "issue:4356", + "issue:4453", + "issue:4788", + "issue:4826", + "issue:5224", + "issue:5540", + "issue:5607", + "issue:5621", + "issue:5630", + "issue:5757", + "issue:6028", + "issue:6252", + "issue:6333", + "issue:6382", + "issue:7306", + "issue:7418", + "issue:7441", + "issue:7480", + "issue:7991", + "issue:8414", + "issue:8540", + "issue:8729", + "issue:9047", + "issue:9051", + "issue:9063", + "issue:9101", + "issue:9913", + "issue:9996" + ], + "soft_pairs": [ + "issue:4185|issue:5621", + "issue:4788|issue:6028", + "issue:7418|issue:7991", + "issue:7441|issue:9913", + "issue:8540|issue:9101", + "issue:1434|issue:5540", + "issue:3428|issue:6382", + "issue:1538|issue:4109", + "issue:2163|issue:3453", + "issue:4037|issue:4826", + "issue:2052|issue:6252", + "issue:10281|issue:8414", + "issue:3233|issue:4453", + "issue:4185|issue:8729", + "issue:5224|issue:5607", + "issue:1127|issue:1445", + "issue:10282|issue:9996", + "issue:10928|issue:4356", + "issue:2783|issue:3612", + "issue:2838|issue:307", + "issue:2052|issue:5757", + "issue:6333|issue:9063", + "issue:4353|issue:5630", + "issue:7306|issue:7480", + "issue:9047|issue:9051" + ], + "prepared_review_unit_hash": "e620a1d10000b72bb26fdcc00f4150b3fce4c7164a7248d54a92e5eb53b308de", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34505, + "estimated_input_tokens": 8627, + "estimated_eval_tokens": 17510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a true duplicate cluster: it mixes unrelated feature requests, model/support questions, and distinct bugs across different pipelines and error modes. I would not merge any of the soft edges, and I would not nominate a single canonical issue for the whole set.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue; the items span unrelated topics and the soft pairs do not describe the same underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is representative enough to serve as a safe duplicate target for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4185", + "right": "issue:5621", + "accept": false, + "reason": "Both are SDXL ControlNet-related, but one is black images after a rebasing change while the other is lack of encoder_hid_proj support; different problems and fixes." + }, + { + "left": "issue:4788", + "right": "issue:6028", + "accept": false, + "reason": "Both mention OOM, but they involve different models/pipelines (SD XL inpaint vs Kandinsky 3.0) and likely different memory bottlenecks." + }, + { + "left": "issue:7418", + "right": "issue:7991", + "accept": false, + "reason": "Both are example-script bugs, but they are in different scripts and contexts (community upscale LDM3D script vs basic training tutorial)." + }, + { + "left": "issue:7441", + "right": "issue:9913", + "accept": false, + "reason": "Unrelated: python3.12 pytest failure versus a LoRA device-setting issue." + }, + { + "left": "issue:8540", + "right": "issue:9101", + "accept": false, + "reason": "Both concern SD3 training scripts, but one is dreambooth caching and the other is adding an InstructPix2Pix training script; not the same change." + }, + { + "left": "issue:1434", + "right": "issue:5540", + "accept": false, + "reason": "Both are memory complaints, but they are different pipelines and symptom profiles; not the same concrete bug." + }, + { + "left": "issue:3428", + "right": "issue:6382", + "accept": false, + "reason": "Img2img pipeline behavior change versus an IP-adapter key error during SDXL LCM LoRA training/use; different code paths." + }, + { + "left": "issue:1538", + "right": "issue:4109", + "accept": false, + "reason": "Different unsupported pipelines/models: StableDiffusionMegaPipeline with SD 2-base versus SDXL inpaint not working." + }, + { + "left": "issue:2163", + "right": "issue:3453", + "accept": false, + "reason": "Both are training-script runtime errors, but the actual failures differ: UNet dtype mismatch versus CUDA bfloat16 triu/tril not implemented." + }, + { + "left": "issue:4037", + "right": "issue:4826", + "accept": false, + "reason": "Both involve ControlNet, but one is FSDP validation errors during training and the other is multi-ControlNet reference errors; distinct issues." + }, + { + "left": "issue:2052", + "right": "issue:6252", + "accept": false, + "reason": "Both concern checkpoints, but one is textual inversion resume behavior and the other is LoRA weights not loading from a checkpoint." + }, + { + "left": "issue:10281", + "right": "issue:8414", + "accept": false, + "reason": "A new diffusion scheduler request and a new text-to-audio model request are different features, not the same change." + }, + { + "left": "issue:3233", + "right": "issue:4453", + "accept": false, + "reason": "Both ask about LoRA-to-safetensors conversion, but one is generic conversion and the other is SDXL-specific compatibility with AUTO1111; not the same issue." + }, + { + "left": "issue:4185", + "right": "issue:8729", + "accept": false, + "reason": "Both are SDXL ControlNet-related, but one is inference black images and the other is an unexpected validation image during training; different bugs." + }, + { + "left": "issue:5224", + "right": "issue:5607", + "accept": false, + "reason": "No concrete overlap beyond being errors; Flax SD 2.1 issue and a tensor size mismatch are unrelated." + }, + { + "left": "issue:1127", + "right": "issue:1445", + "accept": false, + "reason": "Both are ONNX pipeline problems, but they affect different pipelines and failure modes (import traceback vs legacy inpaint attribute error)." + }, + { + "left": "issue:10282", + "right": "issue:9996", + "accept": false, + "reason": "Both are model-loading failures, but one is an x_embedder shape mismatch and the other is a Flux nf4 transformer loading problem; different underlying causes." + }, + { + "left": "issue:10928", + "right": "issue:4356", + "accept": false, + "reason": "Completely different failures: missing fp16 weight file versus missing dummy module import." + }, + { + "left": "issue:2783", + "right": "issue:3612", + "accept": false, + "reason": "Different feature requests: creating an img2img/inpainting ControlNet pipeline versus creating a ControlNet without a model using a specific preprocessor." + }, + { + "left": "issue:2838", + "right": "issue:307", + "accept": false, + "reason": "One asks for a ControlNet pipeline variation, the other asks to merge Stable Diffusion pipelines generally; not the same change." + }, + { + "left": "issue:2052", + "right": "issue:5757", + "accept": false, + "reason": "Both are resume-from-checkpoint problems, but they target different training scripts and likely different checkpoint-handling code." + }, + { + "left": "issue:6333", + "right": "issue:9063", + "accept": false, + "reason": "Unrelated: PEFT LoRA finetuning request versus FluxPipeline tokenizer instantiation error." + }, + { + "left": "issue:4353", + "right": "issue:5630", + "accept": false, + "reason": "Different symptoms and scopes: generic poor SDXL image quality versus LMS scheduler leaving noise in SDXL img2img." + }, + { + "left": "issue:7306", + "right": "issue:7480", + "accept": false, + "reason": "Different pipelines and problems: float16 unsupported in LEditsPPPipelineStableDiffusionXL versus OOM in DeepFloyd_IF." + }, + { + "left": "issue:9047", + "right": "issue:9051", + "accept": false, + "reason": "Both are Flux-related, but one is MPS device incompatibility and the other is missing batch inference support; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 131, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10533", + "issue:1076", + "issue:11160", + "issue:11258", + "issue:11581", + "issue:1188", + "issue:11989", + "issue:12329", + "issue:13008", + "issue:1305", + "issue:13105", + "issue:13232", + "issue:1445", + "issue:1851", + "issue:2695", + "issue:2776", + "issue:3284", + "issue:3391", + "issue:3613", + "issue:3812", + "issue:3984", + "issue:4733", + "issue:4885", + "issue:5004", + "issue:5025", + "issue:5442", + "issue:5798", + "issue:5917", + "issue:5931", + "issue:6252", + "issue:6336", + "issue:7237", + "issue:7306", + "issue:7341", + "issue:7432", + "issue:7722", + "issue:8708", + "issue:8922", + "issue:8970", + "issue:9148", + "issue:9167", + "issue:9171", + "issue:9178", + "issue:9665", + "issue:9861", + "issue:987", + "issue:9873", + "issue:9911" + ], + "soft_pairs": [ + "issue:9178|issue:9911", + "issue:10533|issue:11989", + "issue:3284|issue:4733", + "issue:1305|issue:5442", + "issue:2776|issue:3984", + "issue:5004|issue:8708", + "issue:5025|issue:9167", + "issue:5931|issue:9171", + "issue:9148|issue:9873", + "issue:9665|issue:9861", + "issue:11160|issue:13105", + "issue:1445|issue:5917", + "issue:3391|issue:987", + "issue:4885|issue:6252", + "issue:6336|issue:7722", + "issue:8922|issue:8970", + "issue:2695|issue:3812", + "issue:1076|issue:1188", + "issue:13008|issue:13232", + "issue:7237|issue:7341", + "issue:11258|issue:12329", + "issue:1851|issue:3613", + "issue:11581|issue:5798", + "issue:7306|issue:7432" + ], + "prepared_review_unit_hash": "33a0f6a84a2c84a0ca0963359536c1d1c910dd945a6d5e699128fca353fce22c", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34171, + "estimated_input_tokens": 8543, + "estimated_eval_tokens": 17342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are distinct bug reports or feature requests that only share broad model/pipeline keywords. I found no soft pair that clearly describes the same underlying fix; all proposed merges should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue cleanly represents this cluster; if forced to choose an anchor, issue #11989 is the broadest symptom report, but the set is too mixed to treat it as a true duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #11989 is the most generic, broadly phrased report about a black inference image, so it is the closest available representative among these weakly related issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:9178", + "right": "issue:9911", + "accept": false, + "reason": "Both are Flux-related, but one is a PEFT target-modules training error and the other is a multi-ControlNet layer-length mismatch; different failures and code paths." + }, + { + "left": "issue:10533", + "right": "issue:11989", + "accept": false, + "reason": "Both mention black outputs, but #10533 is specific to FLUX fill fp16 while #11989 is a broader suspected weight-related black image issue; not the same concrete bug." + }, + { + "left": "issue:3284", + "right": "issue:4733", + "accept": false, + "reason": "Both involve dreambooth LoRA training, but one fails with accelerate and the other is a checkpoint-resume optimizer inf-check error; distinct problems." + }, + { + "left": "issue:1305", + "right": "issue:5442", + "accept": false, + "reason": "Completely different pipelines/features: Direct Inversion editing versus ScaleCrafter high-resolution generation." + }, + { + "left": "issue:2776", + "right": "issue:3984", + "accept": false, + "reason": "One is a Dreambooth/DeepSpeed runtime-version issue, the other is a class_labels requirement when num_class_embeds > 0; unrelated errors." + }, + { + "left": "issue:5004", + "right": "issue:8708", + "accept": false, + "reason": "Both are Dreambooth-related, but one is fp16 checkpoint resume and the other is a missing SD3 VAE config field in examples; different root causes." + }, + { + "left": "issue:5025", + "right": "issue:9167", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols in different modules; not the same fix." + }, + { + "left": "issue:5931", + "right": "issue:9171", + "accept": false, + "reason": "One is nondeterministic StableDiffusionPipeline generation, the other is from_single_file handling of v_prediction SD 1.5 models; unrelated symptoms." + }, + { + "left": "issue:9148", + "right": "issue:9873", + "accept": false, + "reason": "These are separate feature requests for different pipelines/models: Flux inpainting versus OmniGen support." + }, + { + "left": "issue:9665", + "right": "issue:9861", + "accept": false, + "reason": "One is a DeepSpeed/accelerator.prepare interaction, the other is Flux training not updating transformer weights; different code paths." + }, + { + "left": "issue:11160", + "right": "issue:13105", + "accept": false, + "reason": "Both are WAN-related, but they target different model sizes/tasks and different symptoms (inconsistent results vs output noise)." + }, + { + "left": "issue:1445", + "right": "issue:5917", + "accept": false, + "reason": "Different areas and failures: ONNX inpaint pipeline legacy attribute error versus checkpoint conversion failure after a version upgrade." + }, + { + "left": "issue:3391", + "right": "issue:987", + "accept": false, + "reason": "Both describe odd image colors, but they are different pipelines with different inputs and outputs; no shared underlying bug is evident." + }, + { + "left": "issue:4885", + "right": "issue:6252", + "accept": false, + "reason": "Both mention LoRA loading, but one is SDXL ControlNet Img2Img weight loading and the other is checkpoint LoRA retrieval; too broad to merge." + }, + { + "left": "issue:6336", + "right": "issue:7722", + "accept": false, + "reason": "TensorRT VAE compilation with AutoencoderTiny is unrelated to the animatediff_controlnet/IPAdapter error." + }, + { + "left": "issue:8922", + "right": "issue:8970", + "accept": false, + "reason": "Both produce black images, but on different models/backends (SD3 single-file quantized T5 vs Kolors on MPS); no shared fix is apparent." + }, + { + "left": "issue:2695", + "right": "issue:3812", + "accept": false, + "reason": "One is a ControlNet training validation/reporting problem, the other is a missing controlnet config field; different issues." + }, + { + "left": "issue:1076", + "right": "issue:1188", + "accept": false, + "reason": "A general Stable Diffusion model question versus a feature request for a CLIPSeg pipeline; not duplicates." + }, + { + "left": "issue:13008", + "right": "issue:13232", + "accept": false, + "reason": "Different feature requests for different model families and pipelines; no common code-path." + }, + { + "left": "issue:7237", + "right": "issue:7341", + "accept": false, + "reason": "EDMEulerScheduler missing symbol and TorchVersion/Version comparison TypeError are unrelated compatibility issues." + }, + { + "left": "issue:11258", + "right": "issue:12329", + "accept": false, + "reason": "Different single-file model support topics for different architectures (LTX vs WAN) and different failure modes." + }, + { + "left": "issue:1851", + "right": "issue:3613", + "accept": false, + "reason": "One is multi-GPU being slower than single GPU, the other is out-of-memory with torch 2.0; distinct performance versus memory issues." + }, + { + "left": "issue:11581", + "right": "issue:5798", + "accept": false, + "reason": "An IP-Adapter dtype constructor error in FLUX versus an unexpected callback_on_step_end argument in ControlNet; unrelated." + }, + { + "left": "issue:7306", + "right": "issue:7432", + "accept": false, + "reason": "Float16 support in LEdits++ XL and general image-result differences versus WebUI are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 132, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10010", + "issue:10147", + "issue:10337", + "issue:10540", + "issue:10612", + "issue:1076", + "issue:10866", + "issue:11088", + "issue:11092", + "issue:11418", + "issue:11561", + "issue:11878", + "issue:11922", + "issue:11978", + "issue:1261", + "issue:12666", + "issue:13043", + "issue:13142", + "issue:1392", + "issue:1574", + "issue:1734", + "issue:1934", + "issue:2053", + "issue:2107", + "issue:228", + "issue:2420", + "issue:2480", + "issue:2495", + "issue:259", + "issue:3325", + "issue:3451", + "issue:3468", + "issue:3885", + "issue:4080", + "issue:4427", + "issue:4542", + 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others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3451", + "right": "issue:3885", + "accept": false, + "reason": "Both mention VRAM, but one is a specific fp16-vs-fp32 memory regression in train_text_to_image.py and the other is a general VRAM-reduction question." + }, + { + "left": "issue:10337", + "right": "issue:10612", + "accept": false, + "reason": "Different failure modes: quantized transformers breaking FLUX IPAdapter vs NF4 quantized Flux Fill LoRA loading." + }, + { + "left": "issue:11418", + "right": "issue:11922", + "accept": false, + "reason": "One is about adding an fp8 safetensors file; the other is a generic FLUX.1-Fill-dev runtime problem." + }, + { + "left": "issue:11978", + "right": "issue:8414", + "accept": false, + "reason": "Both are model-addition requests, but for completely different models and code paths." + }, + { + "left": "issue:12666", + "right": "issue:13142", + "accept": false, + "reason": "Unrelated version-compatibility bugs: WanVACE GGUF loading vs PRXPipeline breaking with transformers 5.1.0." + }, + { + "left": "issue:1574", + "right": "issue:1734", + "accept": false, + "reason": "Both are Dreambooth training complaints, but one is a bare-metal 8GB GPU failure and the other is slow multi-GPU training." + }, + { + "left": "issue:2107", + "right": "issue:2495", + "accept": false, + "reason": "Different image-output bugs on different backends: low-resolution glitches vs MPS upscale producing black images." + }, + { + "left": "issue:228", + "right": "issue:259", + "accept": false, + "reason": "Broken model link vs progress-bar behavior; no shared bug." + }, + { + "left": "issue:4830", + "right": "issue:8667", + "accept": false, + "reason": "Both are tensor-shape issues, but they affect different models and scenarios: MultiControlNet vs SD3ControlNetModel on non-power-of-two images." + }, + { + "left": "issue:5769", + "right": "issue:7185", + "accept": false, + "reason": "Mixed-precision training correctness is unrelated to pytorch 2.2 support compatibility." + }, + { + "left": "issue:7405", + "right": "issue:9744", + "accept": false, + "reason": "Different model requests: DynamiCrafter video generation vs Mochi video model." + }, + { + "left": "issue:1261", + "right": "issue:964", + "accept": false, + "reason": "Xformers backward-pass assert is not the same as the inpainting example failing." + }, + { + "left": "issue:11088", + "right": "issue:11878", + "accept": false, + "reason": "Both involve Wan and GGUF, but they are different model classes and distinct load failures." + }, + { + "left": "issue:2420", + "right": "issue:3325", + "accept": false, + "reason": "Different training failures: xformers memory-efficient attention error vs CUDA invalid argument in Dreambooth." + }, + { + "left": "issue:10147", + "right": "issue:11561", + "accept": false, + "reason": "Different adapter features: MV-Adapter for multi-view generation vs FluxFillPipeline IP-Adapter loading." + }, + { + "left": "issue:4080", + "right": "issue:6928", + "accept": false, + "reason": "Unrelated feature requests: SDXL inpainting pipeline vs a Marigold depthmap colorization option." + }, + { + "left": "issue:11092", + "right": "issue:9366", + "accept": false, + "reason": "Both touch img2img timestep logic, but the pipelines and scheduler contexts differ and the titles do not indicate the same concrete bug." + }, + { + "left": "issue:1934", + "right": "issue:2053", + "accept": false, + "reason": "General VRAM complaints, but one is cpu_offload memory overhead and the other is a version regression consuming more VRAM." + }, + { + "left": "issue:2480", + "right": "issue:3468", + "accept": false, + "reason": "Both concern Dreambooth checkpoint artifacts, but missing per-checkpoint unet folders is different from missing model_index.json." + }, + { + "left": "issue:10866", + "right": "issue:13043", + "accept": false, + "reason": "Completely different issues: Lumina Image LoRA compatibility vs attention backend kernel support on RTX 5090." + }, + { + "left": "issue:4427", + "right": "issue:7931", + "accept": false, + "reason": "Both mention adapter-like features, but they are different pipeline bugs and not the same code-path failure." + }, + { + "left": "issue:4542", + "right": "issue:8626", + "accept": false, + "reason": "SDXL img2img producing only one image is unrelated to guidance for multiple IP adapter images/masks." + }, + { + "left": "issue:10010", + "right": "issue:10540", + "accept": false, + "reason": "Broken FLUX Fill example URL is not the same as a from_single_file loading regression after FLUX Fill support was added." + }, + { + "left": "issue:1076", + "right": "issue:1392", + "accept": false, + "reason": "Generic model-support questions for different Stable Diffusion releases, not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 133, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10591", + "issue:11581", + "issue:11864", + "issue:11978", + "issue:12107", + "issue:13107", + "issue:13249", + "issue:13261", + "issue:13484", + "issue:1566", + "issue:1657", + "issue:2375", + "issue:2606", + "issue:2856", + "issue:3065", + "issue:4109", + "issue:4265", + "issue:4269", + "issue:4286", + "issue:4398", + "issue:4530", + "issue:4551", + "issue:4598", + "issue:4880", + "issue:4925", + "issue:4974", + "issue:5023", + "issue:5433", + "issue:5488", + "issue:5509", + "issue:5515", + "issue:5544", + "issue:5743", + "issue:6481", + "issue:6794", + "issue:7021", + "issue:7431", + "issue:7681", + "issue:8557", + "issue:9042", + "issue:9069", + 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None of the soft pairs look like the same concrete bug, so all should stay separate.", + "confidence": 0.41, + "canonical_issue_reason": "issue:13261 is the most substantial and active report here: a detailed, open LoRA/Lokr compatibility failure on FLUX.2-klein-9B, which best represents the cluster\u2019s central LoRA-on-new-models theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:13261 has the richest reproduction context and discussion, making it the strongest anchor for this otherwise loosely related set of issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11581", + "right": "issue:9069", + "accept": false, + "reason": "Different failures and code paths: IP-Adapter FLUX dtype constructor error vs ndarray type mismatch." + }, + { + "left": "issue:1657", + "right": "issue:3065", + "accept": false, + "reason": "One asks for DreamBooth notebook examples; the other requests a LoRA text-encoder tuning option." + }, + { + "left": "issue:4269", + "right": "issue:4880", + "accept": false, + "reason": "Both are ControlNet validation errors, but the specific bug symptoms and trigger conditions differ." + }, + { + "left": "issue:4109", + "right": "issue:4286", + "accept": false, + "reason": "SDXL inpaint import/runtime issue vs LoRA loading failure in SDXL; not the same bug." + }, + { + "left": "issue:7431", + "right": "issue:9497", + "accept": false, + "reason": "Different training regressions: DoRA/text-encoder issues vs Flux matmul shape error." + }, + { + "left": "issue:13249", + "right": "issue:13261", + "accept": false, + "reason": "Both concern LoRA on new models, but they involve different model families and distinct failure modes." + }, + { + "left": "issue:11864", + "right": "issue:2375", + "accept": false, + "reason": "torch.compile fullgraph NameError is unrelated to the safe_open import NameError." + }, + { + "left": "issue:4598", + "right": "issue:9109", + "accept": false, + "reason": "Generic missing-dependency messaging vs a specific torchvision operator registration error." + }, + { + "left": "issue:11978", + "right": "issue:9042", + "accept": false, + "reason": "Separate feature requests for different pipeline additions, not one shared change." + }, + { + "left": "issue:5544", + "right": "issue:7681", + "accept": false, + "reason": "FreeU disable behavior is unrelated to an OpenSSL/lib import failure." + }, + { + "left": "issue:6481", + "right": "issue:9393", + "accept": false, + "reason": "Different DreamBooth training problems: batch-size handling vs DeepSpeed model-saving failure." + }, + { + "left": "issue:1566", + "right": "issue:4551", + "accept": false, + "reason": "Checkpoint-save fp16 crash and SDXL DreamBooth crash are different bugs with different triggers." + }, + { + "left": "issue:12107", + "right": "issue:9613", + "accept": false, + "reason": "accelerator.init_trackers custom-object error is unrelated to the Timesteps.scale attribute error." + }, + { + "left": "issue:5488", + "right": "issue:5509", + "accept": false, + "reason": "Demo image generation failure is not the same as np.ndarray/cv2 batch-size validation." + }, + { + "left": "issue:10591", + "right": "issue:8557", + "accept": false, + "reason": "SD3 training-script issue vs SD3 token-limit discussion; too different to be duplicates." + }, + { + "left": "issue:2856", + "right": "issue:4974", + "accept": false, + "reason": "Both involve conversion to diffusers, but one is generic SD conversion and the other is safetensor-specific." + }, + { + "left": "issue:4265", + "right": "issue:6794", + "accept": false, + "reason": "Pipeline import error and cast_training_params import error are unrelated failures." + }, + { + "left": "issue:4398", + "right": "issue:4530", + "accept": false, + "reason": "Black images in an SDXL LORA-dreambooth pipeline are not the same as refiner color artifacts." + }, + { + "left": "issue:4925", + "right": "issue:9546", + "accept": false, + "reason": "Both mention OOM, but they affect different training setups and different steps." + }, + { + "left": "issue:9089", + "right": "issue:9454", + "accept": false, + "reason": "Missing FluxPipeline class and missing CogVideoX Image2Video model are distinct missing-component issues." + }, + { + "left": "issue:2606", + "right": "issue:5743", + "accept": false, + "reason": "DeepSpeed save_state hang and LCD training stuck at 0% are different training stalls." + }, + { + "left": "issue:13107", + "right": "issue:13484", + "accept": false, + "reason": "Both are Flux LoRA-loading problems, but they refer to different models and error conditions." + }, + { + "left": "issue:5023", + "right": "issue:7021", + "accept": false, + "reason": "Wuerstchen import regression and HF_HOME import error are unrelated." + }, + { + "left": "issue:5433", + "right": "issue:5515", + "accept": false, + "reason": "Scheduler artifacts with SDXL DPM++ are not the same as LCM init-without-scheduler failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 134, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10239", + "issue:10453", + "issue:10674", + "issue:10863", + "issue:11436", + "issue:1475", + "issue:1931", + "issue:2577", + "issue:3111", + "issue:3174", + "issue:3418", + "issue:3468", + "issue:3595", + "issue:3623", + "issue:3661", + "issue:3700", + "issue:3876", + "issue:4236", + "issue:4321", + "issue:4427", + "issue:4593", + "issue:4911", + "issue:4975", + "issue:5044", + "issue:5509", + "issue:5894", + "issue:5963", + "issue:6176", + "issue:6506", + "issue:6560", + "issue:6815", + "issue:6974", + "issue:7168", + "issue:7347", + "issue:7348", + "issue:7483", + "issue:761", + "issue:8287", + "issue:8871", + "issue:8922", + "issue:9007", + "issue:9051", + "issue:9069", + "issue:9112", + "issue:9164", + "issue:9393", + "issue:9914" + ], + "soft_pairs": [ + "issue:5894|issue:9112", + "issue:9164|issue:9393", + "issue:7347|issue:8871", + "issue:3468|issue:3700", + "issue:10239|issue:10453", + "issue:1475|issue:761", + "issue:3111|issue:3418", + "issue:1931|issue:4427", + "issue:10674|issue:9051", + "issue:4236|issue:6974", + "issue:4911|issue:8287", + "issue:5044|issue:5963", + "issue:10674|issue:7483", + "issue:10863|issue:9914", + "issue:6176|issue:6560", + "issue:3174|issue:4975", + "issue:3623|issue:4593", + "issue:3595|issue:3661", + "issue:6815|issue:9007", + "issue:11436|issue:9069", + "issue:3876|issue:7348", + "issue:5509|issue:6506", + "issue:2577|issue:7168", + "issue:4321|issue:8922" + ], + "prepared_review_unit_hash": "21b108b5b758e36ae6342eb99070b1f9efd4ecf1dcb4967e706e8ee2349ae2d2", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33430, + "estimated_input_tokens": 8358, + "estimated_eval_tokens": 16972 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Conservative read: this cluster is mostly unrelated, and none of the candidate issue pairs is strong enough to accept as a true duplicate/subset edge. There are no PRs in the packet.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:3595 is the closest thing to a broad representative because it is a generic from_ckpt loading report, but it should be treated only as a loose thematic anchor, not as a confirmed duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5894", + "right": "issue:9112", + "accept": false, + "reason": "Both are runtime failures, but the concrete symptoms and model contexts differ: invalid buffer size vs tensor dimension mismatch in Auraflow." + }, + { + "left": "issue:9164", + "right": "issue:9393", + "accept": false, + "reason": "Both involve Flux training, but one is about convergence and the other about deepspeed save-model behavior." + }, + { + "left": "issue:7347", + "right": "issue:8871", + "accept": false, + "reason": "Both are LoRA training problems, but the reported errors and likely code paths are different." + }, + { + "left": "issue:3468", + "right": "issue:3700", + "accept": false, + "reason": "Dreambooth model-index/loading failure and a min_snr script argument are different issues." + }, + { + "left": "issue:10239", + "right": "issue:10453", + "accept": false, + "reason": "Sequential CPU offload support and batch-size > 1 support are separate HunyuanVideo limitations." + }, + { + "left": "issue:1475", + "right": "issue:761", + "accept": false, + "reason": "These are different DreamBooth failures: mixed class images vs 8-bit Adam optimizer." + }, + { + "left": "issue:3111", + "right": "issue:3418", + "accept": false, + "reason": "Custom conditioning encoder support and adding text-encoder support to a training script are related areas, not the same bug." + }, + { + "left": "issue:1931", + "right": "issue:4427", + "accept": false, + "reason": "A float16 dtype mismatch and a Multiadapter example failure are unrelated defects." + }, + { + "left": "issue:10674", + "right": "issue:9051", + "accept": false, + "reason": "Flux GGUF loading and Flux batch inference are distinct problems." + }, + { + "left": "issue:4236", + "right": "issue:6974", + "accept": false, + "reason": "Both touch SDXL text-encoder handling, but one is refiner registration and the other is unloading textual inversion state." + }, + { + "left": "issue:4911", + "right": "issue:8287", + "accept": false, + "reason": "Custom text encoder loading from_single_file and the text_encoder=None path are different code paths." + }, + { + "left": "issue:5044", + "right": "issue:5963", + "accept": false, + "reason": "Different Kandinsky versions and different failure modes make this too weak to merge." + }, + { + "left": "issue:10674", + "right": "issue:7483", + "accept": false, + "reason": "Flux GGUF loading and LoRA-to-Diffusers conversion for SDXL are unrelated." + }, + { + "left": "issue:10863", + "right": "issue:9914", + "accept": false, + "reason": "Local safetensors loading errors and Flux Xlabs LoRA loading are different model-loading issues." + }, + { + "left": "issue:6176", + "right": "issue:6560", + "accept": false, + "reason": "Both involve LoRA loading, but the concrete failure modes differ and there is no clear shared code path." + }, + { + "left": "issue:3174", + "right": "issue:4975", + "accept": false, + "reason": "One is a model-loading breakage; the other is a performance inefficiency in LoRA loading." + }, + { + "left": "issue:3623", + "right": "issue:4593", + "accept": false, + "reason": "Generic large-model loading trouble is not the same as the specific LoRA rank constraint failure." + }, + { + "left": "issue:3595", + "right": "issue:3661", + "accept": false, + "reason": "They are thematically related to from_ckpt, but the evidence only supports a soft similarity, not a confirmed duplicate/subset relation." + }, + { + "left": "issue:6815", + "right": "issue:9007", + "accept": false, + "reason": "Both can produce black outputs, but the scheduler/pipeline contexts differ and the root cause is not shown to be the same." + }, + { + "left": "issue:11436", + "right": "issue:9069", + "accept": false, + "reason": "A dtype mismatch and an ndarray type mismatch are unrelated errors." + }, + { + "left": "issue:3876", + "right": "issue:7348", + "accept": false, + "reason": "ControlNet inpaint demo error and scheduler weird-results are different defects." + }, + { + "left": "issue:5509", + "right": "issue:6506", + "accept": false, + "reason": "Image/prompt batch-size validation is unrelated to StableVideoDiffusion output_type handling." + }, + { + "left": "issue:2577", + "right": "issue:7168", + "accept": false, + "reason": "DDIMInverseScheduler issues and IP-Adapter embedding shape problems are different subsystems." + }, + { + "left": "issue:4321", + "right": "issue:8922", + "accept": false, + "reason": "Both mention black outputs, but one is DirectML FP16 rendering and the other is SD3 quantized T5xxl zero-output behavior." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is not conservative enough for this packet. All listed pairs have deterministic_accept=false, so marking issue:3595 vs issue:3661 as a true duplicate/subset relation overstates the evidence. At most, you can call it a plausible soft similarity, but not accept it as the true edge. The rest of the rejections are broadly grounded, but the one accepted soft edge makes the overall result ungrounded." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 135, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10025", + "issue:10797", + "issue:10954", + "issue:11006", + "issue:11050", + "issue:11418", + "issue:11464", + "issue:1185", + "issue:12037", + "issue:12071", + "issue:12107", + "issue:122", + "issue:1398", + "issue:1475", + "issue:1534", + "issue:1537", + "issue:1572", + "issue:1672", + "issue:1949", + "issue:2036", + "issue:2107", + "issue:2371", + "issue:2552", + "issue:3222", + "issue:3238", + "issue:4101", + "issue:4255", + "issue:435", + "issue:4398", + "issue:4476", + "issue:4932", + "issue:4954", + "issue:5510", + "issue:5570", + "issue:6351", + "issue:6520", + "issue:6686", + "issue:7033", + "issue:7142", + "issue:7801", + "issue:861", + "issue:8668", + "issue:8729", + "issue:9136", + "issue:9179", + "issue:9223", + "issue:9717", + "issue:9971" + ], + "soft_pairs": [ + "issue:7033|issue:9136", + "issue:10797|issue:9971", + "issue:1534|issue:435", + "issue:3238|issue:861", + "issue:11050|issue:7801", + "issue:2107|issue:4398", + "issue:3222|issue:6686", + "issue:11464|issue:9717", + "issue:4476|issue:8729", + "issue:6520|issue:9179", + "issue:4255|issue:7142", + "issue:5570|issue:9223", + "issue:5510|issue:8668", + "issue:11006|issue:12037", + "issue:10025|issue:12071", + "issue:10954|issue:11418", + "issue:1185|issue:2371", + "issue:12107|issue:6351", + "issue:122|issue:4101", + "issue:1398|issue:1537", + "issue:1475|issue:4954", + "issue:1572|issue:4932", + "issue:1672|issue:2036", + "issue:1949|issue:2552" + ], + "prepared_review_unit_hash": "6743d62153b62ea1135f64d678bfda7402ae266adbc821be44c054fecb256e67", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34070, + "estimated_input_tokens": 8518, + "estimated_eval_tokens": 17292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; the items are mostly unrelated bug reports that only share broad model/pipeline vocabulary. I would not merge any soft pairs.", + "confidence": 0.94, + "canonical_issue_reason": "issue:11464 is the clearest, most concrete Flux-specific failure report (exact pipeline and LoRA loading path), while the rest are broader or different bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:11464 is the most actionable reference point because it names a specific failing code path and artifact, making it the best representative among these loosely related issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:7033", + "right": "issue:9136", + "accept": false, + "reason": "Both involve IP-Adapter, but one is warning logs about attention masking and the other is output quality at some resolutions; different symptoms and likely different fixes." + }, + { + "left": "issue:10797", + "right": "issue:9971", + "accept": false, + "reason": "Different pipelines and failure modes: HunyuanVideo group offloading vs FLUX DEIS scheduler behavior." + }, + { + "left": "issue:1534", + "right": "issue:435", + "accept": false, + "reason": "Different training notebooks and distinct errors; both Dreambooth/textual inversion related, but not the same bug." + }, + { + "left": "issue:3238", + "right": "issue:861", + "accept": false, + "reason": "Both are model conversion issues, but one is LoRA safetensor conversion and the other is ckpt-to-diffusers conversion; not the same underlying problem." + }, + { + "left": "issue:11050", + "right": "issue:7801", + "accept": false, + "reason": "One is a specific dtype-casting bug in SD3 controlnet training; the other is a generic mixed_precision mismatch report." + }, + { + "left": "issue:2107", + "right": "issue:4398", + "accept": false, + "reason": "Both mention black or glitchy images, but one is a low-resolution generation issue and the other is an SDXL LoRA dreambooth pipeline result issue." + }, + { + "left": "issue:3222", + "right": "issue:6686", + "accept": false, + "reason": "Unrelated: missing custom diffusion weights after training versus Dynamo save/load performance regression." + }, + { + "left": "issue:11464", + "right": "issue:9717", + "accept": false, + "reason": "Both are Flux-related, but one is LoRA loading in FluxControlPipeline and the other is a docker image error; different concrete failures." + }, + { + "left": "issue:4476", + "right": "issue:8729", + "accept": false, + "reason": "Both involve SDXL controlnet training, but one is poor results on fill50k and the other is an unexpected validation image; not the same bug." + }, + { + "left": "issue:6520", + "right": "issue:9179", + "accept": false, + "reason": "Different symptoms and scopes: blank validation images in adapter training versus nonsensical SDXL+ControlNet training results." + }, + { + "left": "issue:4255", + "right": "issue:7142", + "accept": false, + "reason": "Both compare against webui, but they concern different models/pipelines and different quality regressions." + }, + { + "left": "issue:5570", + "right": "issue:9223", + "accept": false, + "reason": "Completely different problems: missing training utility function versus package dependency conflict." + }, + { + "left": "issue:5510", + "right": "issue:8668", + "accept": false, + "reason": "Different code paths and errors: dtype mismatch in SDXL InstructPix2Pix versus SD3 img2img input-size constraint." + }, + { + "left": "issue:11006", + "right": "issue:12037", + "accept": false, + "reason": "Both are Wan video-model issues, but one is broken output with quantized transformer and the other is lora compatibility with a different Wan model/version." + }, + { + "left": "issue:10025", + "right": "issue:12071", + "accept": false, + "reason": "Both mention Flux transformers, but one is attention masking and the other is changed single-block forward behavior; not enough evidence of the same bug." + }, + { + "left": "issue:10954", + "right": "issue:11418", + "accept": false, + "reason": "Different user problems: LoRA loading failure versus asking how to add an FP8 model file." + }, + { + "left": "issue:1185", + "right": "issue:2371", + "accept": false, + "reason": "Both are Dreambooth-related, but reproducibility and missing objects in output are distinct issues." + }, + { + "left": "issue:12107", + "right": "issue:6351", + "accept": false, + "reason": "Unrelated runtime errors in different subsystems: tracker initialization versus DDP adapter access." + }, + { + "left": "issue:122", + "right": "issue:4101", + "accept": false, + "reason": "No meaningful overlap beyond training/conversion context; different errors and workflows." + }, + { + "left": "issue:1398", + "right": "issue:1537", + "accept": false, + "reason": "Shared Apple MPS theme only; one is SD2 on MPS generally, the other is specific scheduler behavior on MPS." + }, + { + "left": "issue:1475", + "right": "issue:4954", + "accept": false, + "reason": "One is about training with multiple class image types, the other is a textual inversion unpickling error." + }, + { + "left": "issue:1572", + "right": "issue:4932", + "accept": false, + "reason": "Different pipelines and failures: img2img/inpainting support versus missing pytorch_model.bin after Dreambooth." + }, + { + "left": "issue:1672", + "right": "issue:2036", + "accept": false, + "reason": "Different issues: wrong output size after conversion versus an OSError loading a model." + }, + { + "left": "issue:1949", + "right": "issue:2552", + "accept": false, + "reason": "Both are tutorial/training questions, but they concern different tutorials and different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 136, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:11241", + "issue:11592", + "issue:11791", + "issue:12319", + "issue:1541", + "issue:1672", + "issue:1931", + "issue:2218", + "issue:2363", + "issue:2549", + "issue:2659", + "issue:2838", + "issue:2858", + "issue:2991", + "issue:3065", + "issue:3112", + "issue:3296", + "issue:3418", + "issue:3480", + "issue:3926", + "issue:4213", + "issue:4304", + "issue:4709", + "issue:4852", + "issue:5178", + "issue:5285", + "issue:5633", + "issue:5892", + "issue:5917", + "issue:5963", + "issue:6222", + "issue:6372", + "issue:6382", + "issue:6540", + "issue:6584", + "issue:7021", + "issue:7133", + "issue:7138", + "issue:7168", + "issue:7237", + "issue:7690", + "issue:8359", + "issue:8493", + "issue:8649", + "issue:9136", + "issue:9424", + "issue:9484", + "issue:9613" + ], + "soft_pairs": [ + "issue:2218|issue:5633", + "issue:2838|issue:2858", + "issue:2991|issue:6540", + "issue:3065|issue:4304", + "issue:3112|issue:6372", + "issue:3418|issue:3480", + "issue:3926|issue:5285", + "issue:5178|issue:5917", + "issue:5892|issue:7021", + "issue:5917|issue:5963", + "issue:7168|issue:9136", + "issue:7237|issue:9424", + "issue:11241|issue:9484", + "issue:2549|issue:4213", + "issue:2659|issue:6222", + "issue:1541|issue:3296", + "issue:2363|issue:6584", + "issue:4852|issue:8493", + "issue:7690|issue:8359", + "issue:7133|issue:7138", + "issue:11791|issue:12319", + "issue:11592|issue:9613", + "issue:6382|issue:8649", + "issue:1672|issue:6382", + "issue:1931|issue:4709" + ], + "prepared_review_unit_hash": "535118d01502948832345b26342853cafce70787712909f4ada7af6e4c51d9b4", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34137, + "estimated_input_tokens": 8535, + "estimated_eval_tokens": 17326 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is mostly a mixed bag of unrelated diffusers issues. The only strong duplicate-like pair is the batch-size-dependent generation bug (2659/6222); the rest are at best same-subsystem reports, not the same underlying defect.", + "confidence": 0.87, + "canonical_issue_reason": "issue:6222 is the best canonical candidate because it states the underlying batch-size dependency more directly, which matches the duplicate-like pair with issue:2659.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:6222 is the clearest representative of the only true overlap in this set: a batch-size-dependent scheduler/output bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2218", + "right": "issue:5633", + "accept": false, + "reason": "Different problems: training quality/overtraining vs a transformer_temporal bug." + }, + { + "left": "issue:2838", + "right": "issue:2858", + "accept": false, + "reason": "Both mention pipelines, but one is about ControlNet behavior and the other is about img2img seeding; not the same bug." + }, + { + "left": "issue:2991", + "right": "issue:6540", + "accept": false, + "reason": "Both involve ControlNet training, but the failures are different: mixed-precision example error vs FSDP matmul shape issue." + }, + { + "left": "issue:3065", + "right": "issue:4304", + "accept": false, + "reason": "One is a feature request for text-encoder LoRA in DreamBooth, the other is SDXL LoRA support; not the same change." + }, + { + "left": "issue:3112", + "right": "issue:6372", + "accept": false, + "reason": "Different pipelines and goals: multi-ControlNet inpainting vs SVD+ControlNet support." + }, + { + "left": "issue:3418", + "right": "issue:3480", + "accept": false, + "reason": "Related to text-encoder LoRA, but one adds training support while the other asks for a scale parameter; separate changes." + }, + { + "left": "issue:3926", + "right": "issue:5285", + "accept": false, + "reason": "Docs-related, but unrelated topics: an example request vs a translation request." + }, + { + "left": "issue:5178", + "right": "issue:5917", + "accept": false, + "reason": "Both are generation/conversion bugs, but the concrete failures are different and on different code paths." + }, + { + "left": "issue:5892", + "right": "issue:7021", + "accept": false, + "reason": "Both are import errors, but the reported causes are different; no clear shared root bug." + }, + { + "left": "issue:5917", + "right": "issue:5963", + "accept": false, + "reason": "Checkpoint conversion failure vs Kandinsky embed input handling; not the same defect." + }, + { + "left": "issue:7168", + "right": "issue:9136", + "accept": false, + "reason": "Both mention IP Adapter, but one is a tensor-shape/embed issue and the other is output quality at certain resolutions." + }, + { + "left": "issue:7237", + "right": "issue:9424", + "accept": false, + "reason": "Missing scheduler class vs a notebook breakage report; not the same underlying issue." + }, + { + "left": "issue:11241", + "right": "issue:9484", + "accept": false, + "reason": "Both mention FLUX training, but one is a ControlNet floating-point crash and the other is a multi-GPU DreamBooth/deepspeed training request/issue." + }, + { + "left": "issue:2549", + "right": "issue:4213", + "accept": false, + "reason": "Different failures: SD2 UNet/model compatibility vs from_single_file requiring accelerate." + }, + { + "left": "issue:2659", + "right": "issue:6222", + "accept": true, + "reason": "Both describe the same batch-size-dependent diffusion output/scheduler bug; 6222 is the clearer root-cause report." + }, + { + "left": "issue:1541", + "right": "issue:3296", + "accept": false, + "reason": "DreamBooth ckpt/model-type loading vs checkpoint save/load with text_encoder; related area, different bug." + }, + { + "left": "issue:2363", + "right": "issue:6584", + "accept": false, + "reason": "Both are conversion questions, but one is LoRA conversion and the other is a specific model conversion problem." + }, + { + "left": "issue:4852", + "right": "issue:8493", + "accept": false, + "reason": "Different loading failures on different model classes; not the same code-path problem." + }, + { + "left": "issue:7690", + "right": "issue:8359", + "accept": false, + "reason": "Tokenizer loading failure vs from_single_file custom checkpoint failure; different root causes." + }, + { + "left": "issue:7133", + "right": "issue:7138", + "accept": false, + "reason": "Both are SDXL mismatch reports, but one is checkpoint resume text-encoder size mismatch and the other is UNet structure mismatch." + }, + { + "left": "issue:11791", + "right": "issue:12319", + "accept": false, + "reason": "Both involve group offloading, but one is LoRA weight loading after offloading and the other is a broader block_level offloading bug; not clearly the same defect." + }, + { + "left": "issue:11592", + "right": "issue:9613", + "accept": false, + "reason": "FluxLoraLoaderMixin delete_adapters regression vs a Timesteps.scale attribute error; unrelated." + }, + { + "left": "issue:6382", + "right": "issue:8649", + "accept": false, + "reason": "IP adapter key error during SDXL LCM LoRA training vs SD3 num_images_per_prompt behavior; different problems." + }, + { + "left": "issue:1672", + "right": "issue:6382", + "accept": false, + "reason": "Checkpoint-to-diffusers image size issue vs IP adapter key error; unrelated." + }, + { + "left": "issue:1931", + "right": "issue:4709", + "accept": false, + "reason": "Float16 type mismatch in SD2 vs SDXL ControlNet guess mode support; different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the only clearly supported duplicate-like pair is 2659/6222, and the rest of the soft-edge rejections stay conservative and consistent with the issue titles. I don\u2019t see overstatement beyond what the packet supports." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 137, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:11149", + "issue:11436", + "issue:11978", + "issue:12358", + "issue:1451", + "issue:1478", + "issue:2495", + "issue:2663", + "issue:3209", + "issue:3347", + "issue:3363", + "issue:3401", + "issue:3432", + "issue:3454", + "issue:3540", + "issue:3564", + "issue:3565", + "issue:3761", + "issue:3937", + "issue:3980", + "issue:4198", + "issue:4206", + "issue:4250", + "issue:4460", + "issue:4773", + "issue:5075", + "issue:5224", + "issue:5281", + "issue:5284", + "issue:5319", + "issue:540", + "issue:5897", + "issue:5997", + "issue:6159", + "issue:6238", + "issue:6323", + "issue:720", + "issue:725", + "issue:7357", + "issue:7658", + "issue:7785", + "issue:7931", + "issue:7978", + "issue:8233", + "issue:9495", + "issue:9844", + "issue:9953" + ], + "soft_pairs": [ + "issue:3401|issue:5897", + "issue:4198|issue:5075", + "issue:11978|issue:12358", + "issue:1478|issue:2495", + "issue:2663|issue:4250", + "issue:4206|issue:5997", + "issue:11436|issue:720", + "issue:4773|issue:5319", + "issue:7931|issue:9495", + "issue:8233|issue:9953", + "issue:7357|issue:7785", + "issue:3209|issue:3347", + "issue:3540|issue:3937", + "issue:540|issue:725", + "issue:6238|issue:9844", + "issue:3432|issue:3565", + "issue:5281|issue:7658", + "issue:3564|issue:5284", + "issue:3761|issue:6323", + "issue:11149|issue:11436", + "issue:1451|issue:5224", + "issue:6159|issue:7978", + "issue:3980|issue:4460", + "issue:3363|issue:3454" + ], + "prepared_review_unit_hash": "3117c44dd3e310811656942b6c2acfb0a267261d51760c3a07e62a8cb38b8f46", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33518, + "estimated_input_tokens": 8380, + "estimated_eval_tokens": 17016 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: dtype/device runtime errors, unrelated pipeline feature requests, and performance/model-support issues. None of the soft pairs looks like the same underlying bug or change with enough specificity to merge.", + "confidence": 0.91, + "canonical_issue_reason": "issue:11436 is the clearest concrete bug report in the set: a reproducible runtime dtype mismatch with a specific failure message and context.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:11436 is the best representative issue here because it is specific, actionable, and describes an actual runtime defect rather than a feature request or vague incompatibility.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3401", + "right": "issue:5897", + "accept": false, + "reason": "Both are training-time errors, but they concern different failures and code paths: class label validation vs multi-device LoRA training." + }, + { + "left": "issue:4198", + "right": "issue:5075", + "accept": false, + "reason": "Both mention matmul dtype/shape errors, but the underlying problems are different: a notebook dtype mismatch vs SDXL Refiner prompt-embedding shape mismatch." + }, + { + "left": "issue:11978", + "right": "issue:12358", + "accept": false, + "reason": "These are separate pipeline-addition requests for different models; same category, not the same change." + }, + { + "left": "issue:1478", + "right": "issue:2495", + "accept": false, + "reason": "Both involve StableDiffusionUpscalePipeline, but one is an output-count limitation and the other is an MPS black-image bug." + }, + { + "left": "issue:2663", + "right": "issue:4250", + "accept": false, + "reason": "These are different model-loading bugs with different failure modes; not the same defect." + }, + { + "left": "issue:4206", + "right": "issue:5997", + "accept": false, + "reason": "SDXL ControlNet training being broken and a tutorial type-mismatch error are distinct issues with different scopes." + }, + { + "left": "issue:11436", + "right": "issue:720", + "accept": false, + "reason": "Both are dtype-related runtime errors, but they occur in different pipelines and code paths, so they are not clearly the same bug." + }, + { + "left": "issue:4773", + "right": "issue:5319", + "accept": false, + "reason": "Loading a CivitAI LoRA and speeding up LoRA loading with PEFT are different concerns; one is a bug report, the other a performance request." + }, + { + "left": "issue:7931", + "right": "issue:9495", + "accept": false, + "reason": "Both mention SDXL/IP-Adapter, but one targets ControlNet inpaint with image embeds and the other PAG behavior; no clear same underlying defect." + }, + { + "left": "issue:8233", + "right": "issue:9953", + "accept": false, + "reason": "Both touch precision/quantization problems, but one is an fp16 depth-pipeline error and the other is moving a quantized component to CUDA." + }, + { + "left": "issue:7357", + "right": "issue:7785", + "accept": false, + "reason": "Both are slowdown reports, but one is about compile/fuse_loras inference speed and the other is a first-inference regression in a newer diffusers release." + }, + { + "left": "issue:3209", + "right": "issue:3347", + "accept": false, + "reason": "Both mention NaNs, but one is confined to AutoencoderKL on large images while the other is a broader pipeline output issue." + }, + { + "left": "issue:3540", + "right": "issue:3937", + "accept": false, + "reason": "These are different pipeline-specific failures: prompt-embedding support in TextToVideoZero vs a ZeroscopeXL loading/usage problem." + }, + { + "left": "issue:540", + "right": "issue:725", + "accept": false, + "reason": "Both concern memory usage, but one is about keeping only UNet on GPU during inference and the other is about device_map/accelerate loading behavior." + }, + { + "left": "issue:6238", + "right": "issue:9844", + "accept": false, + "reason": "Both involve SDXL VAE, but the reports are too vague and likely refer to different failure modes; not enough evidence to merge." + }, + { + "left": "issue:3432", + "right": "issue:3565", + "accept": false, + "reason": "These are both resource-related training issues, but one is a Half-CPU kernel limitation and the other is CUDA OOM." + }, + { + "left": "issue:5281", + "right": "issue:7658", + "accept": false, + "reason": "One is a device-placement error with multiple XL pipelines, the other is a feature question about multiple conditioning in SDXL ControlNet." + }, + { + "left": "issue:3564", + "right": "issue:5284", + "accept": false, + "reason": "Both are support requests, but for different ControlNet variants and different implementations." + }, + { + "left": "issue:3761", + "right": "issue:6323", + "accept": false, + "reason": "Loading two community pipelines and a TensorRT pipeline attribute error are unrelated." + }, + { + "left": "issue:11149", + "right": "issue:11436", + "accept": false, + "reason": "Both involve dtype/quantization, but one is an unexpected-argument API error while the other is a runtime matrix dtype mismatch." + }, + { + "left": "issue:1451", + "right": "issue:5224", + "accept": false, + "reason": "Both are Flax Stable Diffusion issues, but they involve different models and different failures." + }, + { + "left": "issue:6159", + "right": "issue:7978", + "accept": false, + "reason": "A missing denoising_end argument in an SDXL ControlNet pipeline is unrelated to a torchvision operator registration error." + }, + { + "left": "issue:3980", + "right": "issue:4460", + "accept": false, + "reason": "Both are about output differences, but one is tied to prompt length/tokenization and the other is a broad diffusers-vs-stable-diffusion comparison." + }, + { + "left": "issue:3363", + "right": "issue:3454", + "accept": false, + "reason": "These both reference train_dreambooth_lora.py, but the reports describe different environments and failure modes, so they are not clearly the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 138, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:11010", + "issue:12078", + "issue:1404", + "issue:1445", + "issue:1500", + "issue:1672", + "issue:1807", + "issue:1823", + "issue:1866", + "issue:1896", + "issue:2089", + "issue:2420", + "issue:2459", + "issue:2880", + "issue:3026", + "issue:3124", + "issue:3565", + "issue:3647", + "issue:3694", + "issue:3975", + "issue:4566", + "issue:4733", + "issue:4932", + "issue:4993", + "issue:5128", + "issue:5465", + "issue:5578", + "issue:5678", + "issue:5719", + "issue:6183", + "issue:6230", + "issue:6277", + "issue:6283", + "issue:6561", + "issue:6832", + "issue:7333", + "issue:7480", + "issue:7682", + "issue:7722", + "issue:852", + "issue:867", + "issue:8898", + "issue:9208", + "issue:9227", + "issue:9270", + "issue:9793", + "issue:9873" + ], + "soft_pairs": [ + "issue:1445|issue:1500", + "issue:1866|issue:5465", + "issue:4993|issue:6283", + "issue:1672|issue:867", + "issue:4566|issue:4733", + "issue:5678|issue:7722", + "issue:1404|issue:1896", + "issue:1823|issue:2880", + "issue:2420|issue:6277", + "issue:3026|issue:6230", + "issue:3694|issue:7682", + "issue:5578|issue:9793", + "issue:12078|issue:9227", + "issue:11010|issue:9270", + "issue:1445|issue:852", + "issue:6183|issue:9208", + "issue:6561|issue:6832", + "issue:7333|issue:9873", + "issue:1807|issue:3124", + "issue:5719|issue:8898", + "issue:2459|issue:4932", + "issue:3565|issue:7480", + "issue:3975|issue:5128", + "issue:2089|issue:3647" + ], + "prepared_review_unit_hash": "79558fa6a97bdf2f0eef4fb51e11547023f4cec341209f6bcaf6197dde7f3b25", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33837, + "estimated_input_tokens": 8460, + "estimated_eval_tokens": 17176 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous. The only loose commonality is a few Flux-related issues, but they target different examples, models, and code paths. None of the proposed soft pairs look like true duplicates or mergeable into one fix.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 11010 is the broadest Flux-related item in the set and has the most engagement; it is the best thematic anchor, though the cluster overall is not a clean duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "11010 is the best representative if one issue must anchor the cluster, because it frames a general Flux model-support change rather than a narrow script-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1445", + "right": "issue:1500", + "accept": false, + "reason": "Both are compatibility bugs, but they hit different pipelines and different failure modes; not the same underlying issue." + }, + { + "left": "issue:1866", + "right": "issue:5465", + "accept": false, + "reason": "Both mention strength values, but one is scheduler behavior in img2img and the other is a DiffEdit pipeline limitation; different code paths." + }, + { + "left": "issue:4993", + "right": "issue:6283", + "accept": false, + "reason": "One is a missing export/import-structure bug, the other is a ControlNet img2img strength=0 behavior issue." + }, + { + "left": "issue:1672", + "right": "issue:867", + "accept": false, + "reason": "Image-size conversion bug vs GPU memory retention bug; unrelated symptoms and fixes." + }, + { + "left": "issue:4566", + "right": "issue:4733", + "accept": false, + "reason": "Both are checkpoint-resume training issues, but they affect different training scripts and appear to stem from different resume logic." + }, + { + "left": "issue:5678", + "right": "issue:7722", + "accept": false, + "reason": "Higher-order autograd attention bug vs Animatediff+IPAdapter integration error; no shared concrete failure." + }, + { + "left": "issue:1404", + "right": "issue:1896", + "accept": false, + "reason": "Both involve CLIP Guided Stable Diffusion, but one is a feature request/topic and the other is a specific size/type error." + }, + { + "left": "issue:1823", + "right": "issue:2880", + "accept": false, + "reason": "A comment swap in depth2img is unrelated to a JAX Colab startup failure." + }, + { + "left": "issue:2420", + "right": "issue:6277", + "accept": false, + "reason": "Both concern LoRA training, but one is xformers attention compatibility and the other is broken gradients; different bugs." + }, + { + "left": "issue:3026", + "right": "issue:6230", + "accept": false, + "reason": "InstructPix2Pix launch error vs SDXL training OOM; no shared underlying defect." + }, + { + "left": "issue:3694", + "right": "issue:7682", + "accept": false, + "reason": "Missing model/config files in a finetuning example is unrelated to multi-GPU performance issues." + }, + { + "left": "issue:5578", + "right": "issue:9793", + "accept": false, + "reason": "Model-index lookup error vs progress bar update issue; entirely different code paths." + }, + { + "left": "issue:12078", + "right": "issue:9227", + "accept": false, + "reason": "Both are Flux-related, but one is about example validation input and the other is a FLUX.1-dev training-script problem; not the same bug." + }, + { + "left": "issue:11010", + "right": "issue:9270", + "accept": false, + "reason": "Both mention Flux, but one is a broad architecture-support request and the other is incomplete LoRA support from a separate toolchain." + }, + { + "left": "issue:1445", + "right": "issue:852", + "accept": false, + "reason": "Different pipelines and different version-compatibility failures; not the same issue." + }, + { + "left": "issue:6183", + "right": "issue:9208", + "accept": false, + "reason": "Both involve from_single_file loading, but one is an incorrect-shape result and the other is a ControlNet model-loading failure." + }, + { + "left": "issue:6561", + "right": "issue:6832", + "accept": false, + "reason": "IP-Adapter loading/config-path error vs Face ID tuple/shape error; unrelated failures." + }, + { + "left": "issue:7333", + "right": "issue:9873", + "accept": false, + "reason": "New pipeline/model feature request vs an OmniGen pipeline addition; same broad area, but not the same underlying change." + }, + { + "left": "issue:1807", + "right": "issue:3124", + "accept": false, + "reason": "Performance degradation over generations is unrelated to a conversion failure." + }, + { + "left": "issue:5719", + "right": "issue:8898", + "accept": false, + "reason": "Both are loader-path validation issues, but one is LoRA weight file precedence and the other is subfolder path handling; not one concrete bug." + }, + { + "left": "issue:2459", + "right": "issue:4932", + "accept": false, + "reason": "Different training/export bugs with no shared failure path." + }, + { + "left": "issue:3565", + "right": "issue:7480", + "accept": false, + "reason": "Both are OOM reports, but on different examples and models; too generic to merge." + }, + { + "left": "issue:3975", + "right": "issue:5128", + "accept": false, + "reason": "A typo in an error message is unrelated to a local safetensors loading failure." + }, + { + "left": "issue:2089", + "right": "issue:3647", + "accept": false, + "reason": "Both are DreamBooth-related, but one is AltDiffusion OOM and the other is DeepFloyd training; different model-specific issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 139, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10226", + "issue:10823", + "issue:11014", + "issue:11359", + "issue:11374", + "issue:11408", + "issue:1166", + "issue:1188", + "issue:1195", + "issue:12034", + "issue:12216", + "issue:12348", + "issue:1392", + "issue:1538", + "issue:1717", + "issue:2015", + "issue:2806", + "issue:2883", + "issue:3094", + "issue:3235", + "issue:3280", + "issue:3289", + "issue:3301", + "issue:3393", + "issue:3487", + "issue:3812", + "issue:3886", + "issue:4139", + "issue:4386", + "issue:4450", + "issue:4484", + "issue:4584", + "issue:4736", + "issue:4835", + "issue:5395", + "issue:5678", + "issue:6008", + "issue:6092", + "issue:6382", + "issue:6639", + "issue:6870", + "issue:6894", + "issue:6911", + "issue:7333", + "issue:8514", + "issue:9051", + "issue:9343", + "issue:9717" + ], + "soft_pairs": [ + "issue:10823|issue:8514", + "issue:2883|issue:7333", + "issue:3812|issue:6870", + "issue:11408|issue:9051", + "issue:11014|issue:3094", + "issue:2806|issue:6911", + "issue:4835|issue:5395", + "issue:12034|issue:12216", + "issue:1188|issue:2015", + "issue:1195|issue:1538", + "issue:3393|issue:4386", + "issue:6008|issue:6382", + "issue:9343|issue:9717", + "issue:1717|issue:5678", + "issue:10226|issue:12348", + "issue:1166|issue:3886", + "issue:4584|issue:4736", + "issue:11359|issue:11374", + "issue:1188|issue:1392", + "issue:3235|issue:4139", + "issue:3280|issue:3289", + "issue:4450|issue:6092", + "issue:3487|issue:6870", + "issue:3301|issue:6894", + "issue:4484|issue:6639" + ], + "prepared_review_unit_hash": "c0f6bc74fa1434573640566d89044aa4ade88c8b2748fb31198122481bdbfeaa", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34230, + "estimated_input_tokens": 8558, + "estimated_eval_tokens": 17372 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated bugs, feature requests, and training/inference issues; none of the soft pairs look like true duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "issue:12348 is the strongest representative bug report here: it is concrete, reproducible, and narrowly scoped to a specific tensor-mismatch failure in a named pipeline.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:12348 stands out as the most actionable issue: clear error mode, specific model/pipeline, and a well-defined trigger condition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10823", + "right": "issue:8514", + "accept": false, + "reason": "Both are training-related, but one is about missing inference artifacts after fine-tuning and the other is an EMAModel parallel fine-tuning error; different failure modes and code paths." + }, + { + "left": "issue:2883", + "right": "issue:7333", + "accept": false, + "reason": "An image-to-video pipeline feature request is not the same as a noise-rectification research request; they target different changes." + }, + { + "left": "issue:3812", + "right": "issue:6870", + "accept": false, + "reason": "One is a missing config key for ControlNet, the other is a missing VAE tiling option in img2img/inpaint pipelines; unrelated bugs." + }, + { + "left": "issue:11408", + "right": "issue:9051", + "accept": false, + "reason": "set_adapters failing on compiled models and Flux batch inference being unsupported are different API/runtime issues." + }, + { + "left": "issue:11014", + "right": "issue:3094", + "accept": false, + "reason": "Both mention OOM, but the repros are different workloads: FLUX on A100 vs a DreamBooth finetune example." + }, + { + "left": "issue:2806", + "right": "issue:6911", + "accept": false, + "reason": "Custom pipeline printing behavior and UNetConditional3DModel class labels are unrelated subsystem bugs." + }, + { + "left": "issue:4835", + "right": "issue:5395", + "accept": false, + "reason": "MultiControlNet img2img behavior and LoRA weight-combination issues are distinct problems affecting different components." + }, + { + "left": "issue:12034", + "right": "issue:12216", + "accept": false, + "reason": "Both compare against reference outputs, but they involve different models and different quality regressions." + }, + { + "left": "issue:1188", + "right": "issue:2015", + "accept": false, + "reason": "These are separate feature requests for different pipeline types; same broad theme but not the same change." + }, + { + "left": "issue:1195", + "right": "issue:1538", + "accept": false, + "reason": "Memory-efficient attention with fp16 weights and SD2-base pipeline compatibility are different bugs." + }, + { + "left": "issue:3393", + "right": "issue:4386", + "accept": false, + "reason": "Both ask about LoRA conversion, but one is an A1111 safetensors-to-bin conversion question and the other is a different SDXL conversion question." + }, + { + "left": "issue:6008", + "right": "issue:6382", + "accept": false, + "reason": "Both mention IP-Adapter and LCM LoRA, but one is an inference-time failure and the other is a training/output key mismatch; not the same underlying bug." + }, + { + "left": "issue:9343", + "right": "issue:9717", + "accept": false, + "reason": "FLUX loading with mismatched sizes and a Flux-dev docker image error are different contexts and failure points." + }, + { + "left": "issue:1717", + "right": "issue:5678", + "accept": false, + "reason": "Offline cache loading and higher-order-derivative errors in attention are entirely unrelated." + }, + { + "left": "issue:10226", + "right": "issue:12348", + "accept": false, + "reason": "Both report tensor mismatches, but they involve different models, scripts, and circumstances; training DreamBooth Flux with LoRA is not the same bug as Wan image-to-video resolution-dependent mismatch." + }, + { + "left": "issue:1166", + "right": "issue:3886", + "accept": false, + "reason": "A TPU save hang in textual inversion and a distributed training watchdog timeout are different training failures." + }, + { + "left": "issue:4584", + "right": "issue:4736", + "accept": false, + "reason": "Resume-from-checkpoint failure and OOM/invalid-cast during SDXL LoRA training are different bugs in the same script family." + }, + { + "left": "issue:11359", + "right": "issue:11374", + "accept": false, + "reason": "These are separate feature requests for different models and capabilities, not the same change." + }, + { + "left": "issue:1188", + "right": "issue:1392", + "accept": false, + "reason": "A CLIPSeg pipeline request and a Stable Diffusion 2 issue are unrelated." + }, + { + "left": "issue:3235", + "right": "issue:4139", + "accept": false, + "reason": "Both involve custom diffusion, but one is a loading failure for biased weights and the other is a precision-casting concern in attention processing." + }, + { + "left": "issue:3280", + "right": "issue:3289", + "accept": false, + "reason": "Non-default schedulers failing in DeepFloyd IF and super-resolution breaking at non-64x64 inputs are different bugs." + }, + { + "left": "issue:4450", + "right": "issue:6092", + "accept": false, + "reason": "Multi-text inversion not working and LoRA training not doing anything are separate example-script issues." + }, + { + "left": "issue:3487", + "right": "issue:6870", + "accept": false, + "reason": "Poor inpaint results with a specific scheduler and a missing enable_vae_tiling option are not the same defect." + }, + { + "left": "issue:3301", + "right": "issue:6894", + "accept": false, + "reason": "Both are about LoRA training, but they concern different scripts/models and different breakages; too broad to merge." + }, + { + "left": "issue:4484", + "right": "issue:6639", + "accept": false, + "reason": "Weird SDXL Kohya LoRA outputs and a discrepancy between combined vs separate LoRA loading are related to LoRA behavior but describe different bugs and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 140, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10925", + "issue:11045", + "issue:11436", + "issue:11581", + "issue:11627", + "issue:12459", + "issue:1475", + "issue:1543", + "issue:1695", + "issue:1931", + "issue:2459", + "issue:2606", + "issue:2645", + "issue:3086", + "issue:3674", + "issue:3765", + "issue:3826", + "issue:4304", + "issue:4419", + "issue:4562", + "issue:4790", + "issue:5002", + "issue:5254", + "issue:5465", + "issue:556", + "issue:5594", + "issue:5606", + "issue:6277", + "issue:6689", + "issue:6832", + "issue:6974", + "issue:7221", + "issue:7380", + "issue:8414", + "issue:8514", + "issue:8817", + "issue:8832", + "issue:8955", + "issue:9051", + "issue:9089", + "issue:9109", + "issue:9370", + "issue:9667", + "issue:9673", + "issue:9744", + "issue:9873", + "issue:9953" + ], + "soft_pairs": [ + "issue:8955|issue:9667", + "issue:6832|issue:8817", + "issue:3826|issue:8414", + "issue:9744|issue:9873", + "issue:11045|issue:8832", + "issue:9051|issue:9089", + "issue:11581|issue:11627", + "issue:5465|issue:9109", + "issue:11436|issue:1931", + "issue:2645|issue:5254", + "issue:4419|issue:7221", + "issue:5606|issue:9673", + "issue:7380|issue:8414", + "issue:10925|issue:12459", + "issue:1475|issue:3765", + "issue:3674|issue:6277", + "issue:8514|issue:9953", + "issue:2459|issue:6974", + "issue:1543|issue:4790", + "issue:1695|issue:2606", + "issue:3086|issue:556", + "issue:4304|issue:5594", + "issue:5002|issue:9370", + "issue:4562|issue:6689" + ], + "prepared_review_unit_hash": "c5ebf153b96cbee13b2bb1b36f559791d3f620412b93524b3bc244a5014782c2", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33530, + "estimated_input_tokens": 8383, + "estimated_eval_tokens": 17022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose collection of unrelated issues; the soft-similarity pairs mostly share only broad subsystem words (FLUX, IP-Adapter, training, dtype, etc.) and do not describe the same concrete bug or change. No PRs are present.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 8955 is the most concrete, well-documented bug report in the set, with a specific runtime error and detailed context, so it is the best anchor if one must pick a representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 8955 has the clearest failure mode and strongest reproduction detail, making it the most suitable standalone issue for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:8955", + "right": "issue:9667", + "accept": false, + "reason": "Both mention FLUX/loading, but one is a CLIPTextModelWithProjection state-dict load error and the other is an fp8/local transformer file issue; different failure paths." + }, + { + "left": "issue:6832", + "right": "issue:8817", + "accept": false, + "reason": "Both involve IP-Adapter FaceID, but one reports a tuple/shape AttributeError and the other is a generic inability to use FaceID; not the same concrete bug." + }, + { + "left": "issue:3826", + "right": "issue:8414", + "accept": false, + "reason": "These are different requests for different new audio pipelines/models; same general area, but not the same underlying change." + }, + { + "left": "issue:9744", + "right": "issue:9873", + "accept": false, + "reason": "Both are model-addition requests, but for different models (Mochi vs OmniGen) and different pipelines." + }, + { + "left": "issue:11045", + "right": "issue:8832", + "accept": false, + "reason": "One is a FLUX DreamBooth load crash; the other is a generic pipeline image-generation crash. Too vague and not the same code path." + }, + { + "left": "issue:9051", + "right": "issue:9089", + "accept": false, + "reason": "One is about FLUX batch inference support, the other about a missing FluxPipeline class; related subsystem but different issues." + }, + { + "left": "issue:11581", + "right": "issue:11627", + "accept": false, + "reason": "Both mention IP-Adapter, but the concrete error and pipeline/model context differ (FLUX dtype kwarg vs SD3.5 pipeline usage)." + }, + { + "left": "issue:5465", + "right": "issue:9109", + "accept": false, + "reason": "DiffEdit inpaint-strength behavior and torchvision::nms import failure are unrelated bugs." + }, + { + "left": "issue:11436", + "right": "issue:1931", + "accept": false, + "reason": "Both are dtype mismatch reports, but they affect different models and pipelines with different root causes." + }, + { + "left": "issue:2645", + "right": "issue:5254", + "accept": false, + "reason": "Mac/CUDA assertion failure is unrelated to Multi-ControlNet support in the inpaint pipeline." + }, + { + "left": "issue:4419", + "right": "issue:7221", + "accept": false, + "reason": "Offset-noise inference mismatch is not the same as a noisy output complaint with a specific checkpoint." + }, + { + "left": "issue:5606", + "right": "issue:9673", + "accept": false, + "reason": "Loading a LoRA with no alpha is a different bug from high CPU usage while loading multiple LoRAs." + }, + { + "left": "issue:7380", + "right": "issue:8414", + "accept": false, + "reason": "A one-step diffusion/distillation implementation request is unrelated to a new ConsistencyTTA model request." + }, + { + "left": "issue:10925", + "right": "issue:12459", + "accept": false, + "reason": "Dreambooth FLUX finetuning and FLUX.1-Kontext batch throughput are different problems in the same ecosystem." + }, + { + "left": "issue:1475", + "right": "issue:3765", + "accept": false, + "reason": "Training with mixed image classes and ControlNet stacking effects are different training issues." + }, + { + "left": "issue:3674", + "right": "issue:6277", + "accept": false, + "reason": "Metadata JSONL parsing and broken gradients in an example script are unrelated." + }, + { + "left": "issue:8514", + "right": "issue:9953", + "accept": false, + "reason": "Parallel fine-tuning with EMAModel and moving a quantized pipeline to CUDA are different failure modes." + }, + { + "left": "issue:2459", + "right": "issue:6974", + "accept": false, + "reason": "XFormers support in a LoRA training script and unload_textual_inversion not cleaning up tokenizer/text encoder state are unrelated." + }, + { + "left": "issue:1543", + "right": "issue:4790", + "accept": false, + "reason": "A revision='fp16' parameter issue is not the same as a conversion round-trip compatibility bug." + }, + { + "left": "issue:1695", + "right": "issue:2606", + "accept": false, + "reason": "Both involve training/DeepSpeed, but one is multi-GPU training support and the other is save_state hanging; not the same bug." + }, + { + "left": "issue:3086", + "right": "issue:556", + "accept": false, + "reason": "Audio-to-image and seamless texture tiling are completely different features." + }, + { + "left": "issue:4304", + "right": "issue:5594", + "accept": false, + "reason": "SDXL LoRA support and SDXL LoRA memory savings are related only at a broad training level, not the same change." + }, + { + "left": "issue:5002", + "right": "issue:9370", + "accept": false, + "reason": "Missing use_karras_sigmas on KDPM2 schedulers and missing pooled_projection in CombinedTimestepGuidanceTextProjEmbeddings are unrelated API bugs." + }, + { + "left": "issue:4562", + "right": "issue:6689", + "accept": false, + "reason": "Both are conversion failures, but they concern different source/target models and likely different conversion paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 141, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10514", + "issue:10866", + "issue:11370", + "issue:12147", + "issue:1251", + "issue:1310", + "issue:1392", + "issue:2107", + "issue:222", + "issue:2392", + "issue:2674", + "issue:2728", + "issue:3296", + "issue:3420", + "issue:3432", + "issue:3461", + "issue:3803", + "issue:4236", + "issue:4686", + "issue:4892", + "issue:4932", + "issue:5509", + "issue:5516", + "issue:5607", + "issue:5857", + "issue:6201", + "issue:6382", + "issue:6435", + "issue:6686", + "issue:6726", + "issue:6839", + "issue:6967", + "issue:6974", + "issue:7347", + "issue:7960", + "issue:7982", + "issue:8472", + "issue:8560", + "issue:8788", + "issue:8950", + "issue:8955", + "issue:9208", + "issue:9527", + "issue:9876", + "issue:9914", + "issue:9933", + "issue:9979" + ], + "soft_pairs": [ + "issue:3461|issue:6967", + "issue:6382|issue:9876", + "issue:3420|issue:6974", + "issue:1251|issue:2107", + "issue:6435|issue:9933", + "issue:2392|issue:6201", + "issue:2674|issue:5857", + "issue:4236|issue:6686", + "issue:10866|issue:12147", + "issue:1310|issue:1392", + "issue:4892|issue:6726", + "issue:8560|issue:8950", + "issue:222|issue:3432", + "issue:10514|issue:8788", + "issue:11370|issue:7982", + "issue:2728|issue:4686", + "issue:7347|issue:7960", + "issue:5509|issue:5607", + "issue:3803|issue:8472", + "issue:9527|issue:9979", + "issue:3296|issue:5516", + "issue:4932|issue:6974", + "issue:8955|issue:9914", + "issue:6839|issue:9208" + ], + "prepared_review_unit_hash": "d5c531810b517e117b1a5993fdb6dea4f9b9699ed6edfa9a26f0ee6b728672e6", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33665, + "estimated_input_tokens": 8417, + "estimated_eval_tokens": 17090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose title-similarity bucket of unrelated bugs. The only notably close pair is 2392/6201, which appears to be in the same prompt_embeds/no-prompt validation area, but the packet only gives titles/metadata, so that remains a likely related issue rather than a confirmed duplicate.", + "confidence": 0.62, + "canonical_issue_reason": "issue:6201 is the best representative of the prompt_embeds/no-prompt validation theme, but only at a title/metadata level; it should be treated as a likely related report rather than a proven subsumer of issue:2392.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:6201 is the strongest standalone issue in the cluster because its title most clearly captures the shared prompt_embeds/no-prompt bug pattern and is the most general representative among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3461", + "right": "issue:6967", + "accept": false, + "reason": "Both are training-related, but one is a DreamBooth performance/memory complaint and the other is an SDXL prior-preservation shape mismatch; different bugs." + }, + { + "left": "issue:6382", + "right": "issue:9876", + "accept": false, + "reason": "One is an IP-adapter key error after LCM LoRA training; the other is VRAM not being released after LoRA training. Different failure modes and code paths." + }, + { + "left": "issue:3420", + "right": "issue:6974", + "accept": false, + "reason": "ControlNet inpaint pipeline integration vs unloading textual inversion components; unrelated implementation bugs." + }, + { + "left": "issue:1251", + "right": "issue:2107", + "accept": false, + "reason": "Both mention black/glitchy images, but one is an MPS/RePaintPipeline issue and the other is low-resolution image handling. Not the same root cause." + }, + { + "left": "issue:6435", + "right": "issue:9933", + "accept": false, + "reason": "Both involve width/height, but one is ControlNet default initialization and the other is missing img2img parameters in SD3. Different API bugs." + }, + { + "left": "issue:2392", + "right": "issue:6201", + "accept": false, + "reason": "They look related on title alone because both involve prompt_embeds with missing prompt handling, but the packet does not confirm the same code path or exact duplicate bug." + }, + { + "left": "issue:2674", + "right": "issue:5857", + "accept": false, + "reason": "Both are LoRA-related, but one is a safetensors dependency/requirements issue and the other is an AnimateDiff SDXL quality problem. Not duplicates." + }, + { + "left": "issue:4236", + "right": "issue:6686", + "accept": false, + "reason": "SDXL Refiner text-encoder registration vs Dynamo compilation after save/load; different behaviors and fixes." + }, + { + "left": "issue:10866", + "right": "issue:12147", + "accept": false, + "reason": "Both are LoRA loading failures, but they concern different models (Lumina Image 2.0 vs Wan2.2 Lightning) and likely different loaders." + }, + { + "left": "issue:1310", + "right": "issue:1392", + "accept": false, + "reason": "K-Diffusion + Stable Diffusion pipeline request vs a generic Stable Diffusion 2 issue; too broad and not the same bug." + }, + { + "left": "issue:4892", + "right": "issue:6726", + "accept": false, + "reason": "TokenFlow video editing and CCSR super-resolution are unrelated pipeline/model changes." + }, + { + "left": "issue:8560", + "right": "issue:8950", + "accept": false, + "reason": "One is SD3 training OOM; the other is an SD3 LoRA training bug. Memory exhaustion is not the same as the reported functional error." + }, + { + "left": "issue:222", + "right": "issue:3432", + "accept": false, + "reason": "Both mention runtime/training failures on CPU half precision, but the reports are too generic and point to different contexts." + }, + { + "left": "issue:10514", + "right": "issue:8788", + "accept": false, + "reason": "Both involve resolution/size constraints, but Sana resolution binning and SD3 VAE tiling are different model-specific limitations." + }, + { + "left": "issue:11370", + "right": "issue:7982", + "accept": false, + "reason": "Video conversion pickle-load failure vs MultiControlNet from_pipe failure; unrelated bugs." + }, + { + "left": "issue:2728", + "right": "issue:4686", + "accept": false, + "reason": "Both are loading-from-pretrained issues, but one is UNet safetensors loading and the other is a locally saved upscale pipeline. Different artifacts and failure points." + }, + { + "left": "issue:7347", + "right": "issue:7960", + "accept": false, + "reason": "Generic LoRA training failure after update vs SDXL multi-GPU training failure; not enough evidence of the same bug." + }, + { + "left": "issue:5509", + "right": "issue:5607", + "accept": false, + "reason": "Both are tensor/image shape mismatch errors, but the exact mismatched dimensions and triggering paths differ." + }, + { + "left": "issue:3803", + "right": "issue:8472", + "accept": false, + "reason": "Multi-GPU LoRA training bug vs a general question about pre-training LoRA with other modules; not the same issue." + }, + { + "left": "issue:9527", + "right": "issue:9979", + "accept": false, + "reason": "One is a dtype mismatch between controlnet and main pipeline; the other is a Flux img2img controlnet channel error. Different code paths." + }, + { + "left": "issue:3296", + "right": "issue:5516", + "accept": false, + "reason": "Checkpoint save/load with text_encoder vs LoRA not functioning with t2i adapters; both are LoRA-adjacent but distinct problems." + }, + { + "left": "issue:4932", + "right": "issue:6974", + "accept": false, + "reason": "Dreambooth not returning pytorch_model.bin vs textual inversion unload not cleaning up tokenizer/text_encoder_2; unrelated save/unload bugs." + }, + { + "left": "issue:8955", + "right": "issue:9914", + "accept": false, + "reason": "Both concern loading errors, but one is a CLIPTextModel state_dict mismatch and the other is an Xlabs LoRA loading proposal. Not the same bug." + }, + { + "left": "issue:6839", + "right": "issue:9208", + "accept": false, + "reason": "from_single_file failures for StableVideoDiffusion vs ControlNet models; same general theme, but different pipelines and loaders." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is a bit too confident for the evidence in the packet. In particular, the packet only gives titles/metadata, so claims like \u201cexplicit repro,\u201d \u201cclear shared code-path,\u201d and that issue:6201 \u201csubsumes\u201d issue:2392 are not well grounded. The 2392/6201 pair is plausible on title similarity, but it should be framed more conservatively as a likely related prompt_embeds/no-prompt validation issue rather than a confirmed duplicate. The rest of the soft-edge rejections look appropriately conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 142, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10107", + "issue:11136", + "issue:11208", + "issue:11489", + "issue:12612", + "issue:13258", + "issue:1350", + "issue:1367", + "issue:1574", + "issue:1985", + "issue:2392", + "issue:2465", + "issue:2783", + "issue:2784", + "issue:2904", + "issue:3264", + "issue:3487", + "issue:3537", + "issue:3619", + "issue:4061", + "issue:4303", + "issue:4307", + "issue:4354", + "issue:4386", + "issue:4453", + "issue:4580", + "issue:4936", + "issue:5594", + "issue:5647", + "issue:5980", + "issue:6131", + "issue:6176", + "issue:6392", + "issue:6615", + "issue:6734", + "issue:6809", + "issue:6911", + "issue:7197", + "issue:7348", + "issue:7357", + "issue:7420", + "issue:8450", + "issue:8469", + "issue:8543", + "issue:9045", + "issue:9210", + "issue:9393" + ], + "soft_pairs": [ + "issue:1985|issue:2783", + "issue:6131|issue:8469", + "issue:10107|issue:8543", + "issue:3619|issue:6911", + "issue:4307|issue:4580", + "issue:7348|issue:8450", + "issue:6809|issue:9045", + "issue:11136|issue:11208", + "issue:2392|issue:6734", + "issue:4061|issue:4303", + "issue:3487|issue:5647", + "issue:12612|issue:13258", + "issue:1574|issue:2465", + "issue:1350|issue:2784", + "issue:4354|issue:6615", + "issue:4386|issue:5594", + "issue:4936|issue:6392", + "issue:7197|issue:9210", + "issue:11489|issue:9393", + "issue:1367|issue:2904", + "issue:3264|issue:3537", + "issue:4453|issue:5980", + "issue:6176|issue:6392", + "issue:7357|issue:7420" + ], + "prepared_review_unit_hash": "7fd6fa7860a4bf93fdf002aecaf98e0c923945a2c7ccf934a9a13f9d874cd5d1", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33469, + "estimated_input_tokens": 8368, + "estimated_eval_tokens": 16992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Heterogeneous cluster of mostly unrelated issues spanning training scripts, LoRA loading, inpainting, schedulers, and feature requests; no clear duplicate core or canonical representative emerges.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are a heterogeneous mix of unrelated bugs/features across different pipelines and training scripts.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong representative because the cluster is broad and incoherent rather than centered on one underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1985", + "right": "issue:2783", + "accept": false, + "reason": "Different feature areas: loading new embeddings in Stable Diffusion vs requesting a controlnet pipeline." + }, + { + "left": "issue:6131", + "right": "issue:8469", + "accept": false, + "reason": "Both involve IP-Adapter-related topics, but one is about IP Adapter Plus support and the other is about corrupted faces; not the same bug." + }, + { + "left": "issue:10107", + "right": "issue:8543", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about validation behavior in examples and the other is a SD3 dreambooth failure; different code paths." + }, + { + "left": "issue:3619", + "right": "issue:6911", + "accept": false, + "reason": "Unrelated problems: Text2Video-Zero cross-frame attention vs UNetConditional3DModel class-label handling." + }, + { + "left": "issue:4307", + "right": "issue:4580", + "accept": false, + "reason": "Different failures: local_files_only from_pretrained handling vs uniPC schedule with use_karras_sigmas." + }, + { + "left": "issue:7348", + "right": "issue:8450", + "accept": false, + "reason": "Both are inpainting-quality complaints, but one is ControlNet inpaint with a specific scheduler and the other is SDXL inpaint at strength=1.0; not clearly the same bug." + }, + { + "left": "issue:6809", + "right": "issue:9045", + "accept": false, + "reason": "Both involve LoRA/PEFT, but one is adapter loading under PEFT and the other is CUDA conversion with accelerate+peft; different concrete issues." + }, + { + "left": "issue:11136", + "right": "issue:11208", + "accept": false, + "reason": "Different unsupported-feature reports in different pipelines: SanaSprint SCM timesteps vs SD3ControlNetInpaintingPipeline MultiControlNetModel." + }, + { + "left": "issue:2392", + "right": "issue:6734", + "accept": false, + "reason": "Different NoneType/prompt-related errors in different pipeline contexts; not the same underlying bug." + }, + { + "left": "issue:4061", + "right": "issue:4303", + "accept": false, + "reason": "Different SDXL problems: LoRA loading error vs FlaxStableDiffusionPipeline SDXL crash." + }, + { + "left": "issue:3487", + "right": "issue:5647", + "accept": false, + "reason": "Both involve inpaint strength/scheduler behavior, but the models and failure descriptions differ enough that they do not look like the same concrete bug." + }, + { + "left": "issue:12612", + "right": "issue:13258", + "accept": false, + "reason": "Different Wan model issues: NaNs in latents on 0.35.2 vs missing Wan2.2 image-to-video support." + }, + { + "left": "issue:1574", + "right": "issue:2465", + "accept": false, + "reason": "Training failure vs a request for a reproducible recipe; not duplicate reports." + }, + { + "left": "issue:1350", + "right": "issue:2784", + "accept": false, + "reason": "Unrelated feature requests: DiffusionDet object detection vs Dreambooth support for text-to-video models." + }, + { + "left": "issue:4354", + "right": "issue:6615", + "accept": false, + "reason": "Both touch from_single_file, but one is wrong pipeline type and the other is local YAML config loading; different defects." + }, + { + "left": "issue:4386", + "right": "issue:5594", + "accept": false, + "reason": "LoRA conversion question vs SDXL fine-tuning memory usage topic; unrelated." + }, + { + "left": "issue:4936", + "right": "issue:6392", + "accept": false, + "reason": "Different LoRA problems: resume training broken vs load_lora_weights failing for custom LoRA." + }, + { + "left": "issue:7197", + "right": "issue:9210", + "accept": false, + "reason": "Different training script errors: resume KeyError vs dataset column validation error." + }, + { + "left": "issue:11489", + "right": "issue:9393", + "accept": false, + "reason": "Both are Flux Dreambooth LoRA training issues, but one is an error during training and the other is failure to save the model; not clearly the same code-path bug." + }, + { + "left": "issue:1367", + "right": "issue:2904", + "accept": false, + "reason": "Different subsystems: scheduler config serialization vs AudioLDM pipeline scheduler attribute error." + }, + { + "left": "issue:3264", + "right": "issue:3537", + "accept": false, + "reason": "Both are conversion scripts, but they target different model types and workflows." + }, + { + "left": "issue:4453", + "right": "issue:5980", + "accept": false, + "reason": "Both mention SDXL and formats, but one is LoRA conversion for A1111 and the other is ControlNet model packaging; not the same issue." + }, + { + "left": "issue:6176", + "right": "issue:6392", + "accept": false, + "reason": "Both are LoRA-loading complaints, but the reported contexts differ and there is no evidence they share the same failure mode." + }, + { + "left": "issue:7357", + "right": "issue:7420", + "accept": false, + "reason": "One is about slow inference with torch.compile/fuse_loras, the other is inability to use torch.compile at all." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 143, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1005", + "issue:10147", + "issue:10223", + "issue:10782", + "issue:1082", + "issue:10954", + "issue:10969", + "issue:11006", + "issue:11830", + "issue:12052", + "issue:1249", + "issue:13053", + "issue:13067", + "issue:1802", + "issue:1931", + "issue:2549", + "issue:3390", + "issue:3454", + "issue:3975", + "issue:4073", + "issue:4236", + "issue:4354", + "issue:4402", + "issue:4724", + "issue:4885", + "issue:5023", + "issue:5633", + "issue:5719", + "issue:5875", + "issue:5897", + "issue:5960", + "issue:6252", + "issue:6278", + "issue:6382", + "issue:7420", + "issue:746", + "issue:761", + "issue:794", + "issue:7948", + "issue:7991", + "issue:8320", + "issue:8532", + "issue:8589", + "issue:8970", + "issue:9045", + "issue:9156", + "issue:9341", + "issue:9927" + ], + "soft_pairs": [ + "issue:13053|issue:13067", + "issue:4885|issue:8532", + "issue:1249|issue:4073", + "issue:3454|issue:6278", + "issue:10954|issue:9341", + "issue:4724|issue:6252", + "issue:5897|issue:9045", + "issue:7420|issue:8589", + "issue:5960|issue:9927", + "issue:10147|issue:7948", + "issue:11830|issue:8970", + "issue:3975|issue:794", + "issue:4354|issue:4402", + "issue:5023|issue:5875", + "issue:5633|issue:7991", + "issue:10223|issue:6382", + "issue:1005|issue:746", + "issue:1802|issue:1931", + "issue:11006|issue:12052", + "issue:10782|issue:8320", + "issue:1082|issue:761", + "issue:10969|issue:9156", + "issue:2549|issue:4236", + "issue:3390|issue:5719" + ], + "prepared_review_unit_hash": "af40b1de0d903f2b63587eaf952481307df0ac0e0c00d2ccbe63ba3a2b6cdef4", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34103, + "estimated_input_tokens": 8526, + "estimated_eval_tokens": 17308 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: a mix of unrelated feature requests, training-script failures, loading bugs, and dtype/device issues across different pipelines. Only one pair (4354/4402) looks like the same underlying from_single_file SDXL inpaint bug; the rest are too broad or different in concrete failure mode to merge.", + "confidence": 0.87, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster because the items span unrelated models, scripts, and error classes. If a representative is needed, issue 4354 is the clearest concrete bug report and the only near-duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 4354 is the strongest representative because it is a specific, reproducible API bug with a clear failure mode and directly overlaps the only likely duplicate (4402).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13053", + "right": "issue:13067", + "accept": false, + "reason": "Both are feature requests for different model adapters (Unipic vs Anima), not the same change." + }, + { + "left": "issue:4885", + "right": "issue:8532", + "accept": false, + "reason": "Both mention LoRA, but one is a missing load in SDXL ControlNet img2img and the other is a memory growth issue while loading weights." + }, + { + "left": "issue:1249", + "right": "issue:4073", + "accept": false, + "reason": "Different concrete bugs in different components: ONNXPipeline scheduler device access vs DeepFloyd IF safety checker astype handling." + }, + { + "left": "issue:3454", + "right": "issue:6278", + "accept": false, + "reason": "Both are training failures, but they involve different scripts and different root causes; not the same bug." + }, + { + "left": "issue:10954", + "right": "issue:9341", + "accept": false, + "reason": "Both concern FLUX LoRA loading, but one is a generic load failure and the other is specifically about LoRAs containing text_model weights." + }, + { + "left": "issue:4724", + "right": "issue:6252", + "accept": false, + "reason": "One is SDXL Img2Img behavior with a checkpoint; the other is LoRA weights not loading from a checkpoint. Related area, different bug." + }, + { + "left": "issue:5897", + "right": "issue:9045", + "accept": false, + "reason": "Both are device-related failures, but one is a training LoRA device mismatch and the other is a StableDiffusion3 accelerate/peft CUDA conversion problem." + }, + { + "left": "issue:7420", + "right": "issue:8589", + "accept": false, + "reason": "torch.compile inability and SD3 prior-preservation training are unrelated issues." + }, + { + "left": "issue:5960", + "right": "issue:9927", + "accept": false, + "reason": "Both are ControlNet training issues, but the errors and likely code paths differ (uint8 cast warning vs HeaderTooLarge)." + }, + { + "left": "issue:10147", + "right": "issue:7948", + "accept": false, + "reason": "Different feature requests for different adapters/models (MV-Adapter vs MuLan)." + }, + { + "left": "issue:11830", + "right": "issue:8970", + "accept": false, + "reason": "Both produce black output, but on different pipelines and platforms with different likely causes." + }, + { + "left": "issue:3975", + "right": "issue:794", + "accept": false, + "reason": "Both are error-message/UI wording issues, but they are separate messages and not the same fix." + }, + { + "left": "issue:4354", + "right": "issue:4402", + "accept": true, + "reason": "Both report the same from_single_file SDXL Inpaint pipeline misbehavior; one says the returned type is wrong, the other says the function cannot be used correctly." + }, + { + "left": "issue:5023", + "right": "issue:5875", + "accept": false, + "reason": "Import error in WuerstchenCombinedPipeline and ONNX conversion prompt error are unrelated." + }, + { + "left": "issue:5633", + "right": "issue:7991", + "accept": false, + "reason": "A transformer_temporal model bug and a basic training tutorial bug are different scopes and code paths." + }, + { + "left": "issue:10223", + "right": "issue:6382", + "accept": false, + "reason": "One asks where to obtain a LoRA id for inference; the other is an IP-adapter key error after SDXL LCM LoRA training. Not the same issue." + }, + { + "left": "issue:1005", + "right": "issue:746", + "accept": false, + "reason": "Different subsystems and failures: inference timestep validation vs ONNX revision loading." + }, + { + "left": "issue:1802", + "right": "issue:1931", + "accept": false, + "reason": "One is about encoder_hidden_states=None on UNet2DConditionModel; the other is a float16 dtype mismatch in SD2." + }, + { + "left": "issue:11006", + "right": "issue:12052", + "accept": false, + "reason": "Both involve Wan video pipelines, but one is broken output with quantized transformer and the other is a cross-device tensor multiplication failure with offloading." + }, + { + "left": "issue:10782", + "right": "issue:8320", + "accept": false, + "reason": "Completely different topics: Lumina Image minor issue vs from_single_file AutoencoderKL __name__ attribute error." + }, + { + "left": "issue:1082", + "right": "issue:761", + "accept": false, + "reason": "Both are DreamBooth training failures, but the errors and causes differ (CUBLAS failure vs 8-bit Adam optimizer failure)." + }, + { + "left": "issue:10969", + "right": "issue:9156", + "accept": false, + "reason": "FLUX controlnet zero3 weight-shape error and Flux LoRA CUDA OOM are different failures." + }, + { + "left": "issue:2549", + "right": "issue:4236", + "accept": false, + "reason": "Different model families and bugs: SD 2.0 UNet behavior vs SDXL Refiner text encoder registration." + }, + { + "left": "issue:3390", + "right": "issue:5719", + "accept": false, + "reason": "Both touch local file loading, but one is about loading safetensors generally and the other is a specific LoRA filename precedence bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The cluster is indeed heterogeneous overall, and the only clearly plausible duplicate-style pair is 4354/4402, which is reasonably identified as the same from_single_file SDXL inpaint issue. The other soft-edge rejections are appropriately cautious and do not overstate equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 144, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10492", + "issue:10715", + "issue:10743", + "issue:11033", + "issue:11209", + "issue:11224", + "issue:11436", + "issue:11489", + "issue:11791", + "issue:12673", + "issue:1434", + "issue:1695", + "issue:2036", + "issue:2156", + "issue:2507", + "issue:3296", + "issue:4398", + "issue:4680", + "issue:4808", + "issue:4912", + "issue:5274", + "issue:5529", + "issue:5575", + "issue:5630", + "issue:5821", + "issue:6107", + "issue:6666", + "issue:6906", + "issue:692", + "issue:7082", + "issue:7146", + "issue:7147", + "issue:7263", + "issue:7306", + "issue:752", + "issue:7619", + "issue:8543", + "issue:8557", + "issue:8708", + "issue:8955", + "issue:8970", + "issue:9142", + "issue:9156", + "issue:9202", + "issue:9241", + "issue:9297", + "issue:9602" + ], + "soft_pairs": [ + "issue:4398|issue:6666", + "issue:4680|issue:692", + "issue:4912|issue:9241", + "issue:5821|issue:7306", + "issue:692|issue:752", + "issue:7263|issue:9202", + "issue:8557|issue:8708", + "issue:5529|issue:7146", + "issue:11033|issue:3296", + "issue:4808|issue:5630", + "issue:10492|issue:11209", + "issue:10492|issue:11224", + "issue:1434|issue:2507", + "issue:11489|issue:5274", + "issue:10715|issue:8970", + "issue:10743|issue:9156", + "issue:1695|issue:2156", + "issue:11436|issue:8955", + "issue:5575|issue:9602", + "issue:11791|issue:12673", + "issue:6906|issue:8543", + "issue:7082|issue:7147", + "issue:9142|issue:9297", + "issue:3296|issue:7619", + "issue:2036|issue:6107" + ], + "prepared_review_unit_hash": "30bd03d2778baed1dd75d3515b8adc3598a59d40aea71efee56966cb6ba6a89e", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 33382, + "estimated_input_tokens": 8346, + "estimated_eval_tokens": 16948 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated issues. I don\u2019t see any soft-edge pair that is clearly the same underlying bug; the closest item is the duplicated \"Error in loading Lora\" reports, but that pair was not among the proposed soft edges.", + "confidence": 0.78, + "canonical_issue_reason": "issue:11224 is the best representative because it is the active, higher-discussion report for the exact \"Error in loading Lora\" problem and appears to subsume the earlier duplicate report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:11224 is the strongest issue candidate overall in this set: it is concrete, open, and has the clearest duplicate signal among the listed items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4398", + "right": "issue:6666", + "accept": false, + "reason": "Both mention black images, but one is SDXL LoRA dreambooth generation and the other validation-image output; too broad to treat as the same bug." + }, + { + "left": "issue:4680", + "right": "issue:692", + "accept": false, + "reason": "These are unrelated fine-tuning topics; one is SDXL inpainting, the other is a general request for a fine-tuning example." + }, + { + "left": "issue:4912", + "right": "issue:9241", + "accept": false, + "reason": "Both involve conversion scripts, but they target different source formats and different workflows; not the same concrete change." + }, + { + "left": "issue:5821", + "right": "issue:7306", + "accept": false, + "reason": "Both are training/runtime errors, but the titles point to different failure modes and different pipelines." + }, + { + "left": "issue:692", + "right": "issue:752", + "accept": false, + "reason": "One is a generic example request and the other is a Dreambooth feature request; not a duplicate bug or change." + }, + { + "left": "issue:7263", + "right": "issue:9202", + "accept": false, + "reason": "Both involve IP-Adapter-related incompatibilities, but they affect different pipelines and different interactions, so they are not clearly the same bug." + }, + { + "left": "issue:8557", + "right": "issue:8708", + "accept": false, + "reason": "Different SD3 training issues: token-limit behavior versus a missing VAE config field." + }, + { + "left": "issue:5529", + "right": "issue:7146", + "accept": false, + "reason": "Same script, but one is a bug report and the other is a CUDA OOM symptom; not the same underlying defect." + }, + { + "left": "issue:11033", + "right": "issue:3296", + "accept": false, + "reason": "Both concern loading/saving in training scripts, but they refer to different code paths and different model setups." + }, + { + "left": "issue:4808", + "right": "issue:5630", + "accept": false, + "reason": "Both are img2img-related, but one is a SHAP-E integration test failure and the other is SDXL scheduler noise; different bugs." + }, + { + "left": "issue:10492", + "right": "issue:11209", + "accept": false, + "reason": "TorchAO quantize/Lora fuse is a different subsystem from LoRA loading errors." + }, + { + "left": "issue:10492", + "right": "issue:11224", + "accept": false, + "reason": "TorchAO quantize/Lora fuse is a different subsystem from LoRA loading errors." + }, + { + "left": "issue:1434", + "right": "issue:2507", + "accept": false, + "reason": "OOM during upscaling and safetensors load performance are unrelated." + }, + { + "left": "issue:11489", + "right": "issue:5274", + "accept": false, + "reason": "Both are training errors, but they involve different models, scripts, and likely different dtype failure causes." + }, + { + "left": "issue:10715", + "right": "issue:8970", + "accept": false, + "reason": "Both are Kolors black-image reports, but on different backends (ROCm vs MPS) with no evidence of the same code-path bug." + }, + { + "left": "issue:10743", + "right": "issue:9156", + "accept": false, + "reason": "ZeRO-3 support request and Flux LoRA OOM are related to memory, but one is a feature request and the other a runtime failure." + }, + { + "left": "issue:1695", + "right": "issue:2156", + "accept": false, + "reason": "Multiple-GPU/deepspeed training support and CPU-vs-GPU training behavior are different problems." + }, + { + "left": "issue:11436", + "right": "issue:8955", + "accept": false, + "reason": "A matmul dtype mismatch in Hidream inference is unrelated to a CLIPTextModel state_dict loading error." + }, + { + "left": "issue:5575", + "right": "issue:9602", + "accept": false, + "reason": "Hidden-size configuration in LoRA training and adapter-name lookup failure are different issues." + }, + { + "left": "issue:11791", + "right": "issue:12673", + "accept": false, + "reason": "Both mention group offloading, but one is about loading LoRA weights and the other about a QwenImagePipeline record_stream incompatibility; not the same bug." + }, + { + "left": "issue:6906", + "right": "issue:8543", + "accept": false, + "reason": "Different Dreambooth example failures with different model families and failure modes." + }, + { + "left": "issue:7082", + "right": "issue:7147", + "accept": false, + "reason": "Separate import errors for different symbols; not the same underlying issue." + }, + { + "left": "issue:9142", + "right": "issue:9297", + "accept": false, + "reason": "One is a multi-ControlNet loading error, the other is LoRA load-time slowdown; same broad area but not the same bug." + }, + { + "left": "issue:3296", + "right": "issue:7619", + "accept": false, + "reason": "Both are train_dreambooth.py issues, but one is checkpoint/text_encoder save-load behavior and the other is a channel-mismatch error." + }, + { + "left": "issue:2036", + "right": "issue:6107", + "accept": false, + "reason": "An OSError loading stable-diffusion-v1-4 and an IP-Adapter AWS deployment issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 145, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10054", + "issue:10210", + "issue:10227", + "issue:10925", + "issue:10928", + "issue:11023", + "issue:11127", + "issue:11258", + "issue:11422", + "issue:11907", + "issue:1214", + "issue:1363", + "issue:1672", + "issue:1917", + "issue:2107", + "issue:2577", + "issue:2674", + "issue:3284", + "issue:3442", + "issue:3487", + "issue:3871", + "issue:3901", + "issue:4185", + "issue:4255", + "issue:4307", + "issue:4704", + "issue:4728", + "issue:4756", + "issue:4840", + "issue:5014", + "issue:5254", + "issue:5605", + "issue:6054", + "issue:6323", + "issue:6749", + "issue:6911", + "issue:7180", + "issue:7243", + "issue:7616", + "issue:771", + "issue:7948", + "issue:8309", + "issue:8414", + "issue:8738", + "issue:9202", + "issue:9514", + "issue:9841", + "issue:9856" + ], + "soft_pairs": [ + "issue:1672|issue:4185", + "issue:10210|issue:10227", + "issue:1214|issue:4840", + "issue:1363|issue:4307", + "issue:10925|issue:9514", + "issue:3284|issue:4704", + "issue:11907|issue:9202", + "issue:1917|issue:5605", + "issue:2674|issue:771", + "issue:7243|issue:7948", + "issue:2577|issue:3442", + "issue:3871|issue:4728", + "issue:11023|issue:7616", + "issue:11127|issue:11258", + "issue:6323|issue:9856", + "issue:10928|issue:3901", + "issue:6911|issue:8738", + "issue:8309|issue:8414", + "issue:10054|issue:6054", + "issue:4756|issue:5014", + "issue:5254|issue:7180", + "issue:11422|issue:9841", + "issue:2107|issue:4255", + "issue:3487|issue:6749" + ], + "prepared_review_unit_hash": "f09e600c607603d88edb39d7bd66b2811b04a9f779706dbf3f0c16081ae25a71", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34580, + "estimated_input_tokens": 8645, + "estimated_eval_tokens": 17546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a mixed set of unrelated bug reports and feature requests. None of the soft pairs look like the same underlying issue; most only share a broad subsystem or model family.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 6054 is the clearest concrete bug report in the set because it names a specific method (`EulerDiscreteScheduler.set_timesteps`) and a specific misuse, making it the best representative issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 6054 is the strongest standalone bug candidate: it is specific, actionable, and tied to a precise code path. The rest of the set is mostly broader, different-symptom, or feature-request material.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1672", + "right": "issue:4185", + "accept": false, + "reason": "Different bugs: one is wrong image size after ckpt conversion; the other is black outputs in SDXL ControlNet inference." + }, + { + "left": "issue:10210", + "right": "issue:10227", + "accept": false, + "reason": "Different failure modes: FluxImg2Img quality issue vs a LoRA feature-support NotImplementedError." + }, + { + "left": "issue:1214", + "right": "issue:4840", + "accept": false, + "reason": "Different model classes and code paths: CLIPTextModel half-precision issue vs FlaxAutoencoderKL checkpoint loading." + }, + { + "left": "issue:1363", + "right": "issue:4307", + "accept": false, + "reason": "Unrelated errors: ONNX long-prompt/LMS scheduler failure vs local_files_only from_pretrained loading error." + }, + { + "left": "issue:10925", + "right": "issue:9514", + "accept": false, + "reason": "Both are FLUX-related, but one is DreamBooth/CLIPTextModel training and the other is LoRA weight loading after fp8 quantization." + }, + { + "left": "issue:3284", + "right": "issue:4704", + "accept": false, + "reason": "Different training scripts and symptoms: DreamBooth LoRA with accelerate vs custom diffusion training failure." + }, + { + "left": "issue:11907", + "right": "issue:9202", + "accept": false, + "reason": "Different integration problems: FLUX scheduler compatibility vs SDXL PAG pipeline with FaceID IP-Adapter." + }, + { + "left": "issue:1917", + "right": "issue:5605", + "accept": false, + "reason": "Not duplicates: one asks for more integration tests, the other requests per-image caption support." + }, + { + "left": "issue:2674", + "right": "issue:771", + "accept": false, + "reason": "Different topics: safetensors requirement for LoRA vs BF16 support in DreamBooth." + }, + { + "left": "issue:7243", + "right": "issue:7948", + "accept": false, + "reason": "Different requested features/models: ResAdapter vs MuLan language adapter support." + }, + { + "left": "issue:2577", + "right": "issue:3442", + "accept": false, + "reason": "Different bugs: DDIMInverseScheduler not working vs Textual Inversion embedding dimension mismatch." + }, + { + "left": "issue:3871", + "right": "issue:4728", + "accept": false, + "reason": "Both mention training resume, but one is a resume error and the other is an OOM on resume; not the same underlying bug." + }, + { + "left": "issue:11023", + "right": "issue:7616", + "accept": false, + "reason": "Different symptoms and paths: blurred results in a custom pipeline vs low-denoise artifacts in img2img." + }, + { + "left": "issue:11127", + "right": "issue:11258", + "accept": false, + "reason": "Same broad area of single-file model loading, but different model families and different concrete problems." + }, + { + "left": "issue:6323", + "right": "issue:9856", + "accept": false, + "reason": "Completely unrelated: pipeline attribute assignment error vs distributed port collision." + }, + { + "left": "issue:10928", + "right": "issue:3901", + "accept": false, + "reason": "Different operational errors: missing fp16 model file vs missing requirements.txt." + }, + { + "left": "issue:6911", + "right": "issue:8738", + "accept": false, + "reason": "Different model/configuration bugs: class labels ignored in UNetConditional3DModel vs SD3Transformer2DModel configuration failure." + }, + { + "left": "issue:8309", + "right": "issue:8414", + "accept": false, + "reason": "Different feature/model proposals: conditional diffusion distillation vs ConsistencyTTA text-to-audio model." + }, + { + "left": "issue:10054", + "right": "issue:6054", + "accept": false, + "reason": "Both involve EulerDiscreteScheduler, but the concrete bugs differ: wrong `torch.linspace` parameters in tests vs `torch.from_numpy` misuse in `set_timesteps`." + }, + { + "left": "issue:4756", + "right": "issue:5014", + "accept": false, + "reason": "Not the same ask: one is a training-style support request, the other is a complaint about poor DreamBooth LoRA results." + }, + { + "left": "issue:5254", + "right": "issue:7180", + "accept": false, + "reason": "Different scope: multi-ControlNet support request vs SDXL ControlNet img2img CPU offload failure." + }, + { + "left": "issue:11422", + "right": "issue:9841", + "accept": false, + "reason": "Different training bugs: validation prompt crash in HiDream LoRA vs `use_dora=False` TypeError in SDXL DreamBooth LoRA." + }, + { + "left": "issue:2107", + "right": "issue:4255", + "accept": false, + "reason": "One is a specific low-resolution image artifact bug; the other is a broad comparison to sd-webui quality." + }, + { + "left": "issue:3487", + "right": "issue:6749", + "accept": false, + "reason": "Different issues: poor inpaint results with a scheduler vs inability to reproduce InstantID community example." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 146, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10055", + "issue:10066", + "issue:10178", + "issue:10282", + "issue:10392", + "issue:10722", + "issue:12157", + "issue:12458", + "issue:13079", + "issue:13140", + "issue:1617", + "issue:1883", + "issue:2392", + "issue:2695", + "issue:3101", + "issue:3175", + "issue:3218", + "issue:3379", + "issue:3405", + "issue:4206", + "issue:4349", + "issue:4726", + "issue:4885", + "issue:540", + "issue:5433", + "issue:5515", + "issue:5617", + "issue:5846", + "issue:5925", + "issue:5972", + "issue:6354", + "issue:6368", + "issue:6996", + "issue:7133", + "issue:7146", + "issue:7197", + "issue:7593", + "issue:7690", + "issue:7793", + "issue:8589", + "issue:8879", + "issue:9091", + "issue:9178", + "issue:9556", + "issue:9558", + "issue:9630", + "issue:9667", + "issue:9717" + ], + "soft_pairs": [ + "issue:4349|issue:5515", + "issue:3218|issue:5617", + "issue:8879|issue:9091", + "issue:10066|issue:6368", + "issue:10282|issue:12157", + "issue:1883|issue:540", + "issue:3379|issue:7690", + "issue:5433|issue:9556", + "issue:9667|issue:9717", + "issue:1617|issue:3175", + "issue:4726|issue:7593", + "issue:4885|issue:7793", + "issue:7197|issue:9558", + "issue:10178|issue:10722", + "issue:5972|issue:9630", + "issue:10055|issue:8589", + "issue:12458|issue:13140", + "issue:5925|issue:6354", + "issue:3379|issue:7133", + "issue:10392|issue:9178", + "issue:1617|issue:5846", + "issue:2695|issue:3101", + "issue:3405|issue:4206", + "issue:13079|issue:7146", + "issue:2392|issue:6996" + ], + "prepared_review_unit_hash": "f264fbeefe737a7e8efd905783f2366a91c8ba6fe6445a930a86956e3f3a142c", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34663, + "estimated_input_tokens": 8666, + "estimated_eval_tokens": 17588 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab-bag of unrelated training/inference bugs across ControlNet, DreamBooth, LoRA, Flux, Qwen, and compile/load paths. The soft pairs share only broad wording and do not look like the same underlying bug or mergeable PR change.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue is safe here: the items span different models, pipelines, and error signatures, so they are not true duplicates of one concrete bug.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative, issue:3405 is the broadest ControlNet-training report, but it still only covers one small subset of the cluster and is not a valid umbrella duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4349", + "right": "issue:5515", + "accept": false, + "reason": "Both are pipeline failures, but one is about missing text_encoder handling with prompt_embeds and the other is about initializing LCM without a scheduler; different code paths." + }, + { + "left": "issue:3218", + "right": "issue:5617", + "accept": false, + "reason": "One is torch.compile graph-break behavior in attention code; the other is save/load failure for a compiled ControlNet img2img pipeline. Same subsystem, different bug." + }, + { + "left": "issue:8879", + "right": "issue:9091", + "accept": false, + "reason": "Both mention torch.compile, but one is an SDXL cudagraph failure and the other is VAE decoder compile support for SD 1.5; not the same fix." + }, + { + "left": "issue:10066", + "right": "issue:6368", + "accept": false, + "reason": "A self.attn unpacking ValueError is unrelated to a checkpoint/lora alpha support error; different failure modes and code paths." + }, + { + "left": "issue:10282", + "right": "issue:12157", + "accept": false, + "reason": "Shape mismatch for x_embedder weights is unrelated to the 'torch.device' not iterable quantization-config error." + }, + { + "left": "issue:1883", + "right": "issue:540", + "accept": false, + "reason": "Both concern memory-related training behavior, but one is VAE gradient checkpointing and the other is keeping only UNet on GPU; separate feature requests." + }, + { + "left": "issue:3379", + "right": "issue:7690", + "accept": false, + "reason": "Checkpoint loading in DreamBooth and tokenizer loading for SDXL are different components and unrelated bugs." + }, + { + "left": "issue:5433", + "right": "issue:9556", + "accept": false, + "reason": "SDXL scheduler artifacts without refiner is not the same issue as saved LoRA models misbehaving with rslora." + }, + { + "left": "issue:9667", + "right": "issue:9717", + "accept": false, + "reason": "One is a flux fp8 model loading problem with a local transformer file; the other is a Flux-dev Docker image error. Different environments and root causes." + }, + { + "left": "issue:1617", + "right": "issue:3175", + "accept": false, + "reason": "Missing CLI arguments for train_dreambooth.py is unrelated to a multi-face DreamBooth training problem." + }, + { + "left": "issue:4726", + "right": "issue:7593", + "accept": false, + "reason": "A type annotation issue for callback does not match a NoneType attribute error in IP-Adapter image embedding prep." + }, + { + "left": "issue:4885", + "right": "issue:7793", + "accept": false, + "reason": "Both involve LoRA, but one is SDXL ControlNet img2img failing to load LoRA weights and the other is DeepFloyd LoRA unloading error; different pipelines." + }, + { + "left": "issue:7197", + "right": "issue:9558", + "accept": false, + "reason": "Resume-training key error and black validation images in TensorBoard are separate training/visualization bugs." + }, + { + "left": "issue:10178", + "right": "issue:10722", + "accept": false, + "reason": "A UNet 3D block dimension mismatch is not the same as a DreamBooth prior-preservation tensor size mismatch." + }, + { + "left": "issue:5972", + "right": "issue:9630", + "accept": false, + "reason": "One is a documentation issue about Min-SNR weighting; the other is a runtime error in flux-controlnet with num_single_layers=0." + }, + { + "left": "issue:10055", + "right": "issue:8589", + "accept": false, + "reason": "Both are SD3 training topics, but one is a ControlNet training script failure and the other is DreamBooth prior-preservation support; different bugs." + }, + { + "left": "issue:12458", + "right": "issue:13140", + "accept": false, + "reason": "Qwen-image-edit batch inference request/issue and Qwen Edit pipeline NoneType error are different features and failure modes." + }, + { + "left": "issue:5925", + "right": "issue:6354", + "accept": false, + "reason": "ZipLora multi-LoRA inference and ControlNet LoRA support are separate feature requests, not one underlying change." + }, + { + "left": "issue:3379", + "right": "issue:7133", + "accept": false, + "reason": "Both involve checkpoint resumption, but one is a generic intermediate checkpoint load failure and the other is an SDXL text-encoder size mismatch." + }, + { + "left": "issue:10392", + "right": "issue:9178", + "accept": false, + "reason": "Flux-dev fp8 + Hyper-FLUX LoRA is not the same bug as Flux LoRA training target-module errors; one is an inference/config combo, the other is training setup." + }, + { + "left": "issue:1617", + "right": "issue:5846", + "accept": false, + "reason": "A missing-arguments CLI error is unrelated to a resume_from_checkpoint error in a different training script." + }, + { + "left": "issue:2695", + "right": "issue:3101", + "accept": false, + "reason": "ControlNet validation/TensorBoard failure and a ControlNet example training error are too different to be the same bug." + }, + { + "left": "issue:3405", + "right": "issue:4206", + "accept": false, + "reason": "Both are ControlNet training issues, but one is generic and the other is SDXL/main-branch-specific; no evidence they share the same concrete code-path bug." + }, + { + "left": "issue:13079", + "right": "issue:7146", + "accept": false, + "reason": "CUDA OOM in FLUX.2-klein looped inference is not the same as SDXL fine-tuning OOM." + }, + { + "left": "issue:2392", + "right": "issue:6996", + "accept": false, + "reason": "Both are NoneType-related pipeline errors, but they arise from different arguments and different internal checks; not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 147, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10049", + "issue:10227", + "issue:10540", + "issue:10653", + "issue:10937", + "issue:11241", + "issue:11435", + "issue:11749", + "issue:1185", + "issue:11864", + "issue:13104", + "issue:1375", + "issue:1541", + "issue:175", + "issue:2668", + "issue:3296", + "issue:3379", + "issue:3468", + "issue:3765", + "issue:4000", + "issue:4107", + "issue:4241", + "issue:4324", + "issue:4530", + "issue:455", + "issue:4754", + "issue:5022", + "issue:5441", + "issue:5558", + "issue:5661", + "issue:5811", + "issue:6139", + "issue:6218", + "issue:6574", + "issue:6661", + "issue:7082", + "issue:7136", + "issue:7357", + "issue:752", + "issue:760", + "issue:7785", + "issue:8729", + "issue:8915", + "issue:9142", + "issue:9200", + "issue:954", + "issue:9822", + "issue:988" + ], + "soft_pairs": [ + "issue:4241|issue:752", + "issue:455|issue:760", + "issue:5661|issue:9200", + "issue:4530|issue:6574", + "issue:4107|issue:8729", + "issue:10227|issue:10653", + "issue:3379|issue:954", + "issue:5811|issue:7136", + "issue:3468|issue:4754", + "issue:5558|issue:9142", + "issue:1185|issue:1541", + "issue:4000|issue:7785", + "issue:11864|issue:13104", + "issue:3296|issue:4324", + "issue:5441|issue:6139", + "issue:11241|issue:11749", + "issue:2668|issue:6218", + "issue:3765|issue:6661", + "issue:10049|issue:8915", + "issue:10937|issue:7357", + "issue:1375|issue:5022", + "issue:175|issue:988", + "issue:11435|issue:7082", + "issue:10540|issue:9822" + ], + "prepared_review_unit_hash": "015f757e996be4cfc443d86222ca88ddf7c946b318b04fb22b14f5a3d90dec9a", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34180, + "estimated_input_tokens": 8545, + "estimated_eval_tokens": 17346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated diffusers bug reports spanning import regressions, training problems, scheduler/math bugs, and pipeline-specific errors. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4241", + "right": "issue:752", + "accept": false, + "reason": "Different feature requests: unidiffusers LoRA support vs Dreambooth multi-concept training." + }, + { + "left": "issue:455", + "right": "issue:760", + "accept": false, + "reason": "Both mention MPS, but one is an aten::index.Tensor NotImplementedError and the other is incorrect StableDiffusion output on MPS; different failure modes." + }, + { + "left": "issue:5661", + "right": "issue:9200", + "accept": false, + "reason": "Both are import/type issues, but one is missing PreTrainedTokenizer and the other is a dtype error in ControlNet pipeline; not the same bug." + }, + { + "left": "issue:4530", + "right": "issue:6574", + "accept": false, + "reason": "Image artifact reports, but one is SDXL refiner visual corruption and the other is SVD pipeline warning about expected tensor range." + }, + { + "left": "issue:4107", + "right": "issue:8729", + "accept": false, + "reason": "Both are training-quality issues, but one is SDXL LoRA noise/quality degradation and the other is unexpected validation image behavior in ControlNet webdataset training." + }, + { + "left": "issue:10227", + "right": "issue:10653", + "accept": false, + "reason": "Different errors in different code paths: LoRA feature-size constraint vs bitsandbytes 8-bit module cannot be moved to CPU with .to()." + }, + { + "left": "issue:3379", + "right": "issue:954", + "accept": false, + "reason": "Both are loading-related, but one is Dreambooth intermediate checkpoint loading and the other is login/load failure; unrelated." + }, + { + "left": "issue:5811", + "right": "issue:7136", + "accept": false, + "reason": "Both concern callback_on_step_end, but one is a request to add it to all pipelines and the other is a specific pipeline request; not a duplicate bug." + }, + { + "left": "issue:3468", + "right": "issue:4754", + "accept": false, + "reason": "Both involve saved artifact structure, but one is missing model_index.json after Dreambooth and the other is missing model_index.json after textual inversion; different flows and symptoms." + }, + { + "left": "issue:5558", + "right": "issue:9142", + "accept": false, + "reason": "Different multi-controlnet issues: artifacts with StableDiffusionControlNetInpaintPipeline vs Hunyuan Dit list/__module__ AttributeError." + }, + { + "left": "issue:1185", + "right": "issue:1541", + "accept": false, + "reason": "Both are Dreambooth-related, but one is reproducibility and the other is model type detection/CKPT loading; not the same defect." + }, + { + "left": "issue:4000", + "right": "issue:7785", + "accept": false, + "reason": "Both mention conversion/slow inference, but one is ckpt-to-diffusers conversion and the other is first-inference latency in diffusers 0.27.x; unrelated." + }, + { + "left": "issue:11864", + "right": "issue:13104", + "accept": false, + "reason": "Both are compile-time name errors, but one is AutoencoderDC missing torch under torch.compile and the other is Logger not defined; different modules and code paths." + }, + { + "left": "issue:3296", + "right": "issue:4324", + "accept": false, + "reason": "Dreambooth checkpoint save/load with text_encoder vs a NoneType iterable error in unet_2d_condition forward; not the same bug." + }, + { + "left": "issue:5441", + "right": "issue:6139", + "accept": false, + "reason": "Both mention attn_processors, but one is a specific training script lacking them and the other is a model object missing the attribute entirely." + }, + { + "left": "issue:11241", + "right": "issue:11749", + "accept": false, + "reason": "Both relate to floating-point problems, but one is a training-time Flux ControlNet crash and the other is scheduler timestep precision errors; distinct." + }, + { + "left": "issue:2668", + "right": "issue:6218", + "accept": false, + "reason": "Both involve ControlNet/Img2Img behavior, but one misroutes the ControlNet image as an Img2Img image and the other is batched seed handling; different issues." + }, + { + "left": "issue:3765", + "right": "issue:6661", + "accept": false, + "reason": "One is ControlNet image stacking artifacts during training; the other is MPS OOM at a specific image size. Same broad area, different bug." + }, + { + "left": "issue:10049", + "right": "issue:8915", + "accept": false, + "reason": "Both are import errors, but MochiPipeline import failure and missing AutoPipelineForText2Image are unrelated symbols/features." + }, + { + "left": "issue:10937", + "right": "issue:7357", + "accept": false, + "reason": "Both mention torch.compile performance/errors, but one is a compile error on vae.encode and the other is slow inference despite compile and fuse_loras." + }, + { + "left": "issue:1375", + "right": "issue:5022", + "accept": false, + "reason": "Different import regressions from different versions and symbols: general diffusers import breakage vs UNet2DModel import failing because PreTrainedTokenizer is undefined." + }, + { + "left": "issue:175", + "right": "issue:988", + "accept": false, + "reason": "One questions manual seeding in example code; the other is about FSDP training support. Not the same underlying problem." + }, + { + "left": "issue:11435", + "right": "issue:7082", + "accept": false, + "reason": "Different missing-import failures: HiDreamImagePipeline from diffusers vs CpuOffload from accelerate.hooks." + }, + { + "left": "issue:10540", + "right": "issue:9822", + "accept": false, + "reason": "One is Flux Dev from_single_file failing after Flux Fill support landed; the other is loading SDXL LoRAs into Flux. Related area, but different model-loading behaviors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 148, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10049", + "issue:10382", + "issue:11321", + "issue:11574", + "issue:11989", + "issue:1774", + "issue:1802", + "issue:1925", + "issue:1976", + "issue:2163", + "issue:2203", + "issue:2214", + "issue:2480", + "issue:2581", + "issue:2774", + "issue:2844", + "issue:3346", + "issue:3454", + "issue:3461", + "issue:3674", + "issue:3717", + "issue:3803", + "issue:4030", + "issue:4031", + "issue:4125", + "issue:455", + "issue:4615", + "issue:4835", + "issue:4935", + "issue:5540", + "issue:5647", + "issue:5875", + "issue:5956", + "issue:6250", + "issue:6362", + "issue:6435", + "issue:6713", + "issue:6899", + "issue:7082", + "issue:7431", + "issue:7483", + "issue:776", + "issue:7785", + "issue:9063", + "issue:9178", + "issue:9558", + "issue:993" + ], + "soft_pairs": [ + "issue:2214|issue:776", + "issue:3346|issue:3454", + "issue:11989|issue:9558", + "issue:11321|issue:9178", + "issue:2844|issue:4030", + "issue:2203|issue:2480", + "issue:455|issue:993", + "issue:1976|issue:6435", + "issue:4615|issue:7082", + "issue:2581|issue:2774", + "issue:5956|issue:6362", + "issue:1774|issue:5540", + "issue:10382|issue:11574", + "issue:2163|issue:4935", + "issue:5875|issue:7483", + "issue:6713|issue:6899", + "issue:3674|issue:4125", + "issue:3717|issue:3803", + "issue:4031|issue:6250", + "issue:7785|issue:9063", + "issue:10049|issue:7082", + "issue:1802|issue:1925", + "issue:3461|issue:7431", + "issue:4835|issue:5647" + ], + "prepared_review_unit_hash": "d8b3b5849fe1f7218e5735e2a6de18eff4142cca326d69316ff094b563e540f6", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33526, + "estimated_input_tokens": 8382, + "estimated_eval_tokens": 17020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set. I only accept two soft duplicate pairs: ControlNet conversion requests/errors (2581 \u2194 2774) and the original SD conversion script bug (6713 \u2194 6899). The remaining pairs differ by symptom, model, or code path and should stay separate.", + "confidence": 0.79, + "canonical_issue_reason": "No single issue cleanly represents the whole mixed set; issue 2581 is the broadest canonical among the accepted duplicates because it captures the underlying ControlNet\u2192Diffusers conversion need.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 2581 is the best overall issue representative here because it is the broadest, most canonical statement of the shared ControlNet conversion topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2214", + "right": "issue:776", + "accept": false, + "reason": "Both mention broken behavior, but one is NSFW filtering and the other is batched img2img; different bug classes and code paths." + }, + { + "left": "issue:3346", + "right": "issue:3454", + "accept": false, + "reason": "One is a feature request for resume_from_checkpoint; the other is a generic training-script failure on latest. Not the same bug." + }, + { + "left": "issue:11989", + "right": "issue:9558", + "accept": false, + "reason": "Both report black images, but one is inference output and the other is tensorboard validation display; too likely to be separate causes." + }, + { + "left": "issue:11321", + "right": "issue:9178", + "accept": false, + "reason": "README documentation bug vs flux LoRA PEFT target-module error; unrelated artifacts." + }, + { + "left": "issue:2844", + "right": "issue:4030", + "accept": false, + "reason": "Both are embedding-related runtime errors, but they involve different pipelines and different embedding flows." + }, + { + "left": "issue:2203", + "right": "issue:2480", + "accept": false, + "reason": "Both touch output directories, but one is model download location and the other is checkpoint folder creation; not the same defect." + }, + { + "left": "issue:455", + "right": "issue:993", + "accept": false, + "reason": "MPS indexing NotImplementedError vs fp16 dtype mismatch; different hardware/runtime failures." + }, + { + "left": "issue:1976", + "right": "issue:6435", + "accept": false, + "reason": "Incorrect tokenizer/config path and uninitialized ControlNet width/height are unrelated issues." + }, + { + "left": "issue:4615", + "right": "issue:7082", + "accept": false, + "reason": "Import errors in different packages/classes; no shared concrete failure mode." + }, + { + "left": "issue:2581", + "right": "issue:2774", + "accept": true, + "reason": "Both are about converting ControlNet checkpoints to Diffusers; one is the general support request, the other is a concrete conversion failure on the same workflow." + }, + { + "left": "issue:5956", + "right": "issue:6362", + "accept": false, + "reason": "Fine-tuning performance degradation vs dataset-mapping OOM; different symptoms and likely different causes." + }, + { + "left": "issue:1774", + "right": "issue:5540", + "accept": false, + "reason": "Both are OOM reports, but one is A6000 training OOM and the other is inference OOM; too broad to merge." + }, + { + "left": "issue:10382", + "right": "issue:11574", + "accept": false, + "reason": "Both mention VAE internals, but one is a return-type AttributeError and the other is a missing weight KeyError; separate bugs." + }, + { + "left": "issue:2163", + "right": "issue:4935", + "accept": false, + "reason": "Training dtype mismatch vs a question about AttnProcsLayers usage; not the same underlying problem." + }, + { + "left": "issue:5875", + "right": "issue:7483", + "accept": false, + "reason": "Both mention conversion, but one is ONNX prompt handling and the other is LoRA-to-Diffusers with SDXL base models; different code paths." + }, + { + "left": "issue:6713", + "right": "issue:6899", + "accept": true, + "reason": "Same converter script and same failure family; 6899 is the broader report and 6713 is a specific HeaderTooLarge manifestation." + }, + { + "left": "issue:3674", + "right": "issue:4125", + "accept": false, + "reason": "Metadata JSONL reading vs LoRA loss-curve expectations; unrelated training concerns." + }, + { + "left": "issue:3717", + "right": "issue:3803", + "accept": false, + "reason": "Both concern multi-GPU training, but one is OOM and the other is model replication/sharing; not clearly the same bug." + }, + { + "left": "issue:4031", + "right": "issue:6250", + "accept": false, + "reason": "Safety checker local-file loading and SDXL VAE single-file loading are distinct loader failures." + }, + { + "left": "issue:7785", + "right": "issue:9063", + "accept": false, + "reason": "Slow first inference and tokenizer instantiation failure are different issues." + }, + { + "left": "issue:10049", + "right": "issue:7082", + "accept": false, + "reason": "Importing MochiPipeline is unrelated to importing CpuOffload from accelerate.hooks." + }, + { + "left": "issue:1802", + "right": "issue:1925", + "accept": false, + "reason": "UNet encoder_hidden_states handling and fp16 inpainting are different functional problems." + }, + { + "left": "issue:3461", + "right": "issue:7431", + "accept": false, + "reason": "Dreambooth performance complaint vs DoRA training issues; not the same defect." + }, + { + "left": "issue:4835", + "right": "issue:5647", + "accept": false, + "reason": "Both are SDXL pipeline bugs, but one is MultiControlNet img2img and the other is inpaint strength==1; different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs are well-supported by the titles/bodies: 2581\u21942774 (ControlNet conversion) and 6713\u21946899 (the stable diffusion conversion script). The remaining rejections are appropriately cautious and do not overclaim duplicate status from weak thematic similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 149, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10475", + "issue:10863", + "issue:11363", + "issue:11383", + "issue:11396", + "issue:12175", + "issue:12489", + "issue:1290", + "issue:1388", + "issue:1524", + "issue:1565", + "issue:1798", + "issue:1915", + "issue:1985", + "issue:2312", + "issue:2780", + "issue:2784", + "issue:2844", + "issue:3087", + "issue:3175", + "issue:3193", + "issue:3539", + "issue:381", + "issue:3871", + "issue:4241", + "issue:4304", + "issue:434", + "issue:4386", + "issue:4680", + "issue:5016", + "issue:5197", + "issue:5504", + "issue:5577", + "issue:5619", + "issue:5857", + "issue:5966", + "issue:6203", + "issue:6278", + "issue:6333", + "issue:7049", + "issue:7114", + "issue:7238", + "issue:7311", + "issue:7871", + "issue:7960", + "issue:8390", + "issue:9154", + "issue:9856" + ], + "soft_pairs": [ + "issue:10863|issue:9154", + "issue:11363|issue:12489", + "issue:11383|issue:11396", + "issue:1290|issue:1915", + "issue:1388|issue:1798", + "issue:1524|issue:2780", + "issue:1985|issue:3193", + "issue:2784|issue:3087", + "issue:3539|issue:6203", + "issue:381|issue:434", + "issue:3871|issue:5197", + "issue:4241|issue:4680", + "issue:4304|issue:4386", + "issue:5504|issue:6333", + "issue:5966|issue:8390", + "issue:6278|issue:7960", + "issue:7114|issue:7311", + "issue:3175|issue:5016", + "issue:7049|issue:7238", + "issue:5619|issue:5857", + "issue:5577|issue:7871", + "issue:10475|issue:12175", + "issue:2312|issue:2844", + "issue:1565|issue:9856" + ], + "prepared_review_unit_hash": "b8a28d90d77b985d7261ba7fd1a535a073674012e65788d6a2a4ab444270811b", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34074, + "estimated_input_tokens": 8519, + "estimated_eval_tokens": 17294 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated training, inference, conversion, loading, and hardware/compatibility issues across different models and scripts. The soft pairs share only broad subsystem vocabulary, not the same underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10863", + "right": "issue:9154", + "accept": false, + "reason": "Both involve model file loading, but one is safetensors loading and the other is VAE/PT loading via AutoEncoder; different code paths and failure modes." + }, + { + "left": "issue:11363", + "right": "issue:12489", + "accept": false, + "reason": "Both mention ControlNet/CUDA issues, but one is GPU OOM during an example run and the other is an sm_120 kernel compatibility error; not the same bug." + }, + { + "left": "issue:11383", + "right": "issue:11396", + "accept": false, + "reason": "Same HiDream theme, but one requests LoRA support and the other asks how to convert a LoRA for ComfyUI; feature request vs conversion question." + }, + { + "left": "issue:1290", + "right": "issue:1915", + "accept": false, + "reason": "Both reference text-to-image workflows, but DreamArtist support and unclip weight unification are separate model-support tasks." + }, + { + "left": "issue:1388", + "right": "issue:1798", + "accept": false, + "reason": "Both are SD2-related training/conversion problems, but they affect different scripts and one is about conversion while the other is missing v_prediction support." + }, + { + "left": "issue:1524", + "right": "issue:2780", + "accept": false, + "reason": "Different training failures: poor SD2.0 quality versus FP16 gradient unscale error in a LoRA script." + }, + { + "left": "issue:1985", + "right": "issue:3193", + "accept": false, + "reason": "Related to textual inversion embeddings, but one asks for easier loading in the pipeline and the other is specifically batch loading; not the same defect." + }, + { + "left": "issue:2784", + "right": "issue:3087", + "accept": false, + "reason": "Separate feature requests for different model families: text2video Dreambooth support vs LyCORIS (LoCon/LoHA) support." + }, + { + "left": "issue:3539", + "right": "issue:6203", + "accept": false, + "reason": "These are unrelated questions about process barriers and ControlNet image sizing; no shared bug." + }, + { + "left": "issue:381", + "right": "issue:434", + "accept": false, + "reason": "Both mention notebook problems, but they are different notebook versions/sections and different failure contexts." + }, + { + "left": "issue:3871", + "right": "issue:5197", + "accept": false, + "reason": "Checkpoint resume error and multi-GPU slowness are distinct training issues." + }, + { + "left": "issue:4241", + "right": "issue:4680", + "accept": false, + "reason": "Different feature requests: LoRA fine-tuning for unidiffusers versus SDXL inpainting fine-tuning." + }, + { + "left": "issue:4304", + "right": "issue:4386", + "accept": false, + "reason": "Both concern SDXL LoRA, but one requests training support and the other asks about converting a safetensors LoRA; not the same change." + }, + { + "left": "issue:5504", + "right": "issue:6333", + "accept": false, + "reason": "PEFT/xformers incompatibility is a runtime bug, while the other is a request to fine-tune a pretrained LoRA; different scopes." + }, + { + "left": "issue:5966", + "right": "issue:8390", + "accept": false, + "reason": "Both mention ControlNet, but one is for Stable Diffusion 2.1 and the other for Stable Cascade training; separate model families and code paths." + }, + { + "left": "issue:6278", + "right": "issue:7960", + "accept": false, + "reason": "Both are multi-GPU training complaints, but they concern different scripts/models and different failure characteristics." + }, + { + "left": "issue:7114", + "right": "issue:7311", + "accept": false, + "reason": "Both are SDXL training issues, but one is CUDA OOM and the other is checkpoint saving failure; not the same bug." + }, + { + "left": "issue:3175", + "right": "issue:5016", + "accept": false, + "reason": "Both relate to Dreambooth/LoRA training, but one is multi-face training and the other is text_encoder training support in SDXL LoRA." + }, + { + "left": "issue:7049", + "right": "issue:7238", + "accept": false, + "reason": "Different IP-Adapter problems: a tuple-unpack error in the basic example versus masking support." + }, + { + "left": "issue:5619", + "right": "issue:5857", + "accept": false, + "reason": "Both mention LCM, but one is an AutoEncoder img2img encode bug and the other is poor LCM LoRA behavior in AnimateDiff SDXL." + }, + { + "left": "issue:5577", + "right": "issue:7871", + "accept": false, + "reason": "Different ControlNet/LoRA loading issues: a from_single_file KeyError versus blockwise scales with a specific SDXL LoRA checkpoint." + }, + { + "left": "issue:10475", + "right": "issue:12175", + "accept": false, + "reason": "Both are image-quality complaints, but they involve different models (SD3 vs Qwen Image) and are not the same defect." + }, + { + "left": "issue:2312", + "right": "issue:2844", + "accept": false, + "reason": "Completely different failures: EMA save hook error in text-to-image finetuning versus passing image embeddings to StableUnCLIPImg2ImgPipeline." + }, + { + "left": "issue:1565", + "right": "issue:9856", + "accept": false, + "reason": "One is GPU device selection/OOM in training, the other is distributed port collision; unrelated infrastructure issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 150, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1005", + "issue:10337", + "issue:10972", + "issue:1181", + "issue:11833", + "issue:12012", + "issue:1261", + "issue:12689", + "issue:1407", + "issue:1524", + "issue:1865", + "issue:1969", + "issue:2250", + "issue:2439", + "issue:2444", + "issue:2507", + "issue:2775", + "issue:2786", + "issue:2819", + "issue:2893", + "issue:3061", + "issue:3198", + "issue:3468", + "issue:4186", + "issue:4366", + "issue:4782", + "issue:5023", + "issue:5224", + "issue:5226", + "issue:5327", + "issue:5737", + "issue:5892", + "issue:6239", + "issue:6383", + "issue:6435", + "issue:6713", + "issue:6815", + "issue:7357", + "issue:7978", + "issue:7985", + "issue:8450", + "issue:8832", + "issue:8854", + "issue:8955", + "issue:9497", + "issue:9810", + "issue:9876", + "issue:9913" + ], + "soft_pairs": [ + "issue:12012|issue:1407", + "issue:1524|issue:2819", + "issue:2250|issue:3468", + "issue:10337|issue:10972", + "issue:2507|issue:3198", + "issue:1181|issue:4366", + "issue:5226|issue:7978", + "issue:7357|issue:7985", + "issue:2439|issue:3061", + "issue:2893|issue:6435", + "issue:4782|issue:8450", + "issue:5023|issue:5892", + "issue:5737|issue:6713", + "issue:9876|issue:9913", + "issue:1261|issue:1969", + "issue:1865|issue:2444", + "issue:5327|issue:8854", + "issue:6815|issue:8832", + "issue:4186|issue:5224", + "issue:8955|issue:9497", + "issue:2775|issue:6239", + "issue:1005|issue:2786", + "issue:11833|issue:12689", + "issue:6383|issue:9810" + ], + "prepared_review_unit_hash": "0456e0f0b0178d5d46c4498100ffb317b7f3bb3be780b2b8eae57d60927cd222", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34001, + "estimated_input_tokens": 8501, + "estimated_eval_tokens": 17258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster. The only strong duplicate-looking pair is the SDXL textual inversion/loading pair (5327/8854); the `set_lora_device` vs VRAM-release pair does not have enough title-level evidence to be treated as the same bug, so the cluster should be rejected as a whole for canonicalization.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:12012", + "right": "issue:1407", + "accept": false, + "reason": "Wan 2.2 first-block cache context error and an ONNX pipeline feature_extractor regression are different pipelines and failure modes." + }, + { + "left": "issue:1524", + "right": "issue:2819", + "accept": false, + "reason": "Textual inversion training quality complaint vs a network/download failure fetching a community script." + }, + { + "left": "issue:2250", + "right": "issue:3468", + "accept": false, + "reason": "Dreambooth inference prompt failure vs missing model_index.json after training; related workflow, not the same bug." + }, + { + "left": "issue:10337", + "right": "issue:10972", + "accept": false, + "reason": "Quantized transformers breaking FLUX IPAdapter vs loading OneTrainer Flux LoRA weights; distinct code paths." + }, + { + "left": "issue:2507", + "right": "issue:3198", + "accept": false, + "reason": "GPU safetensors load performance vs a failure loading textual inversion weights; different symptoms and causes." + }, + { + "left": "issue:1181", + "right": "issue:4366", + "accept": false, + "reason": "Training from scratch vs fine-tuning a full U-Net; not the same issue." + }, + { + "left": "issue:5226", + "right": "issue:7978", + "accept": false, + "reason": "SDXL adapter LoRA-loading issue vs missing torchvision::nms operator; unrelated failures." + }, + { + "left": "issue:7357", + "right": "issue:7985", + "accept": false, + "reason": "Slow inference with torch.compile/fuse_loras vs IPAdapter incompatibility with torch.compile; same area, different bug." + }, + { + "left": "issue:2439", + "right": "issue:3061", + "accept": false, + "reason": "Inpainting pipeline load/run problem vs a reproducibility complaint; too broad to be duplicates." + }, + { + "left": "issue:2893", + "right": "issue:6435", + "accept": false, + "reason": "ControlNet width/height mix-up vs defaults not initialized; same subsystem, different defect." + }, + { + "left": "issue:4782", + "right": "issue:8450", + "accept": false, + "reason": "Mask-preservation bug vs SDXL inpaint noise at strength=1.0; both inpainting artifacts, but not the same concrete issue." + }, + { + "left": "issue:5023", + "right": "issue:5892", + "accept": false, + "reason": "Specific WuerstchenCombinedPipeline import regression vs generic import error report; insufficient evidence they match." + }, + { + "left": "issue:5737", + "right": "issue:6713", + "accept": false, + "reason": "SDXL conversion failure vs HeaderTooLarge during conversion; both conversion-related, but different errors." + }, + { + "left": "issue:9876", + "right": "issue:9913", + "accept": false, + "reason": "VRAM not being released after LoRA training and `set_lora_device` not working are different title-level bugs; no grounded evidence they share the same function path." + }, + { + "left": "issue:1261", + "right": "issue:1969", + "accept": false, + "reason": "xFormers attention backward assert vs a tensor view/stride error; unrelated runtime failures." + }, + { + "left": "issue:1865", + "right": "issue:2444", + "accept": false, + "reason": "ZeRO stage-3 SD2 finetune dimension error vs Dreambooth inpaint script exit-status failure; different training paths and errors." + }, + { + "left": "issue:5327", + "right": "issue:8854", + "accept": true, + "reason": "Both are SDXL textual inversion / textual embedding load failures; same feature and same underlying loader bug." + }, + { + "left": "issue:6815", + "right": "issue:8832", + "accept": false, + "reason": "Black-image cast warning vs a crash on `pipe(prompt).images[0]`; different outcomes." + }, + { + "left": "issue:4186", + "right": "issue:5224", + "accept": false, + "reason": "SDXL inpaint/refiner behavior vs Flax Stable Diffusion 2.1 error; different pipelines and model families." + }, + { + "left": "issue:8955", + "right": "issue:9497", + "accept": false, + "reason": "CLIPTextModelWithProjection state-dict loading error vs Flux Dreambooth mat2 shape error; unrelated code paths." + }, + { + "left": "issue:2775", + "right": "issue:6239", + "accept": false, + "reason": "torch._dynamo optimize misuse vs torch FX support for VAE latent sampling; not the same issue." + }, + { + "left": "issue:1005", + "right": "issue:2786", + "accept": false, + "reason": "Timesteps configuration question vs numpy-input incompatibility in Depth2Img; distinct problems." + }, + { + "left": "issue:11833", + "right": "issue:12689", + "accept": false, + "reason": "`set_lora_device` KeyError vs LoRA adapter weights not loaded from checkpoints; both LoRA-related, but different failures." + }, + { + "left": "issue:6383", + "right": "issue:9810", + "accept": false, + "reason": "Multi-stage learning-rate scheduler support vs `module_to_save()` support in LoRA; unrelated feature requests." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly conservative, but one accepted soft-edge verdict is not grounded in the packet. `issue:9876` is about VRAM not being released after LoRA training, while `issue:9913` is about `set_lora_device` not working; the titles do not support calling these the same function-path bug. `issue:5327` vs `issue:8854` looks plausible, but the pair involving `9876/9913` overstates the evidence, so the overall result should be rejected." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 151, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10066", + "issue:1100", + "issue:11448", + "issue:11839", + "issue:12009", + "issue:12195", + "issue:12574", + "issue:13386", + "issue:1407", + "issue:1572", + "issue:1976", + "issue:2321", + "issue:2554", + "issue:2645", + "issue:3182", + "issue:3296", + "issue:3346", + "issue:3803", + "issue:3808", + "issue:3978", + "issue:4073", + "issue:4217", + "issue:4389", + "issue:455", + "issue:4911", + "issue:4985", + "issue:5023", + "issue:5412", + "issue:5455", + "issue:5799", + "issue:6176", + "issue:6238", + "issue:6287", + "issue:6351", + "issue:6598", + "issue:6602", + "issue:6639", + "issue:7180", + "issue:7421", + "issue:7466", + "issue:7864", + "issue:8274", + "issue:8494", + "issue:8805", + "issue:8898", + "issue:8939", + "issue:9091", + "issue:9767" + ], + "soft_pairs": [ + "issue:10066|issue:1407", + "issue:3808|issue:5455", + "issue:2645|issue:7180", + "issue:5799|issue:8494", + "issue:11448|issue:12195", + "issue:2321|issue:3803", + "issue:4073|issue:455", + "issue:3296|issue:4911", + "issue:6598|issue:6639", + "issue:7864|issue:8274", + "issue:3978|issue:7421", + "issue:11839|issue:12009", + "issue:3346|issue:5412", + "issue:4985|issue:6238", + "issue:4389|issue:6602", + "issue:7466|issue:9091", + "issue:1572|issue:3182", + "issue:1976|issue:8939", + "issue:2554|issue:5023", + "issue:6176|issue:9767", + "issue:6287|issue:8805", + "issue:1100|issue:6351", + "issue:12574|issue:13386", + "issue:4217|issue:8898" + ], + "prepared_review_unit_hash": "5b82ffdcc4929ae8d5a082057f2fedbea2e8feebad69206aa9dabdb5a25f479a", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34763, + "estimated_input_tokens": 8691, + "estimated_eval_tokens": 17638 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues span unrelated failures in loading, training, pipelines, hardware backends, and conversion scripts. None of the soft-edge pairs look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a good canonical: the items are not one duplicate family but many distinct bugs across different pipelines and error modes.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue candidate; the most central-looking titles are still too generic and do not cover the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10066", + "right": "issue:1407", + "accept": false, + "reason": "Both are ValueError-style reports, but one is about self.attn unpacking and the other about a missing feature_extractor in an ONNX pipeline; different code paths and symptoms." + }, + { + "left": "issue:3808", + "right": "issue:5455", + "accept": false, + "reason": "Different problems: DeepFloyd IF stage-2 training failure vs a dreambooth+lora notebook subprocess error; not the same bug." + }, + { + "left": "issue:2645", + "right": "issue:7180", + "accept": false, + "reason": "Both mention device/offload-related behavior, but one is a mac M1 CUDA assertion and the other is SDXL ControlNet CPU offload; different environments and failures." + }, + { + "left": "issue:5799", + "right": "issue:8494", + "accept": false, + "reason": "Inpainting strength keyword handling is unrelated to SD3 force_hooks argument handling; separate API issues." + }, + { + "left": "issue:11448", + "right": "issue:12195", + "accept": false, + "reason": "GGUF model loading for a specific pipeline and a torch.library custom_op compatibility bug are unrelated." + }, + { + "left": "issue:2321", + "right": "issue:3803", + "accept": false, + "reason": "Model copying/EMA weights in inference is unrelated to multi-GPU LoRA training model sharing." + }, + { + "left": "issue:4073", + "right": "issue:455", + "accept": false, + "reason": "Both are backend-related tensor issues, but one is a DeepFloyd IF safety checker astype problem and the other is an MPS aten::index.Tensor limitation." + }, + { + "left": "issue:3296", + "right": "issue:4911", + "accept": false, + "reason": "Checkpoint save/load with text_encoder and custom text_encoder loading in from_single_file are different loading/training workflows." + }, + { + "left": "issue:6598", + "right": "issue:6639", + "accept": false, + "reason": "Both concern differing outputs, but one is generic img2img parity and the other is an SDXL LoRA loading-path discrepancy; not the same defect." + }, + { + "left": "issue:7864", + "right": "issue:8274", + "accept": false, + "reason": "These are distinct video-generation research model requests/issues, not duplicate bug reports." + }, + { + "left": "issue:3978", + "right": "issue:7421", + "accept": false, + "reason": "MPS img2img failure and seed non-determinism in StableDiffusionXLKDiffusionPipeline are unrelated." + }, + { + "left": "issue:11839", + "right": "issue:12009", + "accept": false, + "reason": "Both are GGUF/load failures, but they affect different pipelines (FluxKontext vs WanTransformer3D) and different error conditions." + }, + { + "left": "issue:3346", + "right": "issue:5412", + "accept": false, + "reason": "Resume-from-checkpoint support in one dreambooth LoRA script is not the same as a training failure in the SDXL variant." + }, + { + "left": "issue:4985", + "right": "issue:6238", + "accept": false, + "reason": "Training OOM for InstructPix2Pix SDXL and an SDXL VAE issue are different resource/model problems." + }, + { + "left": "issue:4389", + "right": "issue:6602", + "accept": false, + "reason": "Loading ControlNetModel versus loading a pretrained model after fuse_lora/save_pretrained are different loader paths." + }, + { + "left": "issue:7466", + "right": "issue:9091", + "accept": false, + "reason": "Both involve torch.compile, but one is multi-ControlNet SDXL inpaint and the other is a VAE decoder compile support issue; separate code paths." + }, + { + "left": "issue:1572", + "right": "issue:3182", + "accept": false, + "reason": "Both mention pipeline features not working, but img2img/inpainting support and cpu offload with a custom pipeline are distinct issues." + }, + { + "left": "issue:1976", + "right": "issue:8939", + "accept": false, + "reason": "Both are loading-path errors, but one is a missing tokenizer/config path and the other is an SD3 tokenizer load failure; different underlying causes." + }, + { + "left": "issue:2554", + "right": "issue:5023", + "accept": false, + "reason": "Accelerate version requirement and WuerstchenCombinedPipeline import error are unrelated environment/import issues." + }, + { + "left": "issue:6176", + "right": "issue:9767", + "accept": false, + "reason": "LoRA weight loading after dreambooth training and a cuDNN Frontend error on Flux LoRA are different model/runtime failures." + }, + { + "left": "issue:6287", + "right": "issue:8805", + "accept": false, + "reason": "Unused setup.py dependencies is unrelated to a broken SDXL conversion script." + }, + { + "left": "issue:1100", + "right": "issue:6351", + "accept": false, + "reason": "A CLIPTextTransformer.device attribute warning and a DistributedDataParallel.disable_adapters error are unrelated training/runtime bugs." + }, + { + "left": "issue:12574", + "right": "issue:13386", + "accept": false, + "reason": "WanVideoToVideoPipeline control-argument handling and Qwen image DreamBooth tensor concatenation are completely different bugs." + }, + { + "left": "issue:4217", + "right": "issue:8898", + "accept": false, + "reason": "Slow safetensors loading and a from_pretrained subfolder path validation error are separate loading-performance vs path-resolution issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 152, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10705", + "issue:10782", + "issue:11436", + "issue:11651", + "issue:11922", + "issue:1543", + "issue:1925", + "issue:2554", + "issue:2947", + "issue:3811", + "issue:3910", + "issue:4257", + "issue:4450", + "issue:4488", + "issue:4675", + "issue:4840", + "issue:5502", + "issue:5504", + "issue:5529", + "issue:5886", + "issue:5956", + "issue:6008", + "issue:6333", + "issue:6336", + "issue:6382", + "issue:6407", + "issue:6793", + "issue:6911", + "issue:7146", + "issue:7168", + "issue:7311", + "issue:7441", + "issue:7483", + "issue:7848", + "issue:785", + "issue:8414", + "issue:8504", + "issue:8511", + "issue:8555", + "issue:8874", + "issue:9136", + "issue:9171", + "issue:9187", + "issue:9488", + "issue:9500", + "issue:9726", + "issue:9914" + ], + "soft_pairs": [ + "issue:6407|issue:8414", + "issue:6793|issue:7483", + "issue:10705|issue:11436", + "issue:5886|issue:7168", + "issue:6333|issue:9914", + "issue:11651|issue:11922", + "issue:9500|issue:9726", + "issue:6911|issue:7441", + "issue:8504|issue:8555", + "issue:5529|issue:7311", + "issue:5956|issue:7146", + "issue:6336|issue:6382", + "issue:3910|issue:4488", + "issue:8874|issue:9171", + "issue:1925|issue:5504", + "issue:4840|issue:7848", + "issue:2554|issue:785", + "issue:10782|issue:9488", + "issue:2947|issue:3811", + "issue:4257|issue:4675", + "issue:4450|issue:8511", + "issue:6008|issue:9187", + "issue:6382|issue:9136", + "issue:1543|issue:5502" + ], + "prepared_review_unit_hash": "ac9dec861ad640322f267a9c54497146d86136081806a9bb4347eb9ec3205c12", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33400, + "estimated_input_tokens": 8350, + "estimated_eval_tokens": 16956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the titles point to many unrelated Diffusers issues across Flux, SDXL, IP-Adapter, LoRA, training, loading, and runtime errors. I do not see any safe duplicate groups here; the soft-similarity scores are superficial.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items describe distinct bugs/features rather than one shared underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:9500 is the strongest representative by breadth and discussion depth, but only as a stand-in for the cluster\u2014not as a duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:6407", + "right": "issue:8414", + "accept": false, + "reason": "Different requests: AnyText multilingual text generation vs a new text-to-audio consistency model." + }, + { + "left": "issue:6793", + "right": "issue:7483", + "accept": false, + "reason": "Unrelated problems: Hydra serialization failure vs LoRA-to-Diffusers conversion for SDXL-base models." + }, + { + "left": "issue:10705", + "right": "issue:11436", + "accept": false, + "reason": "Both are inference errors, but on different models and failure modes; no shared bug path." + }, + { + "left": "issue:5886", + "right": "issue:7168", + "accept": false, + "reason": "Both involve IP-Adapter, but one requests face model support while the other is about embedding tensor shape handling." + }, + { + "left": "issue:6333", + "right": "issue:9914", + "accept": false, + "reason": "Different LoRA topics: PEFT pre-trained LoRA finetuning vs loading a trained Flux LoRA with Xlabs." + }, + { + "left": "issue:11651", + "right": "issue:11922", + "accept": false, + "reason": "FluxControl flux-fill-lora loading failure is not the same as a FLUX.1-Fill-dev runtime problem." + }, + { + "left": "issue:9500", + "right": "issue:9726", + "accept": false, + "reason": "Both Flux training issues, but one is checkpoint saving and the other is multi-GPU training behavior." + }, + { + "left": "issue:6911", + "right": "issue:7441", + "accept": false, + "reason": "Different areas: 3D conditional class-label handling vs pytest incompatibility on Python 3.12." + }, + { + "left": "issue:8504", + "right": "issue:8555", + "accept": false, + "reason": "Related SD3 training theme, but one is a configuration feature request and the other is FP8/text-encoder availability." + }, + { + "left": "issue:5529", + "right": "issue:7311", + "accept": false, + "reason": "Different training bugs: SDXL text-to-image script issue vs checkpoint saving failure." + }, + { + "left": "issue:5956", + "right": "issue:7146", + "accept": false, + "reason": "Both concern fine-tuning performance/resources, but one is degraded SDXL U-Net quality and the other is CUDA OOM." + }, + { + "left": "issue:6336", + "right": "issue:6382", + "accept": false, + "reason": "TensorRT AutoencoderTiny compilation error is unrelated to IP-Adapter key errors during SDXL training/use." + }, + { + "left": "issue:3910", + "right": "issue:4488", + "accept": false, + "reason": "Different loading defects: certain LoRA files not loading vs SDXL checkpoints requiring pipeline_class." + }, + { + "left": "issue:8874", + "right": "issue:9171", + "accept": false, + "reason": "Both are single-file checkpoint loading issues, but one is CKPT unpickling failure and the other is missing v_prediction support." + }, + { + "left": "issue:1925", + "right": "issue:5504", + "accept": false, + "reason": "Different half-precision problems: SD2 inpainting fp16 vs PEFT LoRA incompatibility with xformers." + }, + { + "left": "issue:4840", + "right": "issue:7848", + "accept": false, + "reason": "AutoencoderKL checkpoint loading in Flax is not the same bug as LPW SDXL decoding." + }, + { + "left": "issue:2554", + "right": "issue:785", + "accept": false, + "reason": "Different performance/version issues: accelerate version requirement vs scheduler runtime cost." + }, + { + "left": "issue:10782", + "right": "issue:9488", + "accept": false, + "reason": "Different models and symptoms: Lumina Image 2.0 minor issue vs Lumina pipeline failing to generate any image." + }, + { + "left": "issue:2947", + "right": "issue:3811", + "accept": false, + "reason": "Load-attn-procs missing on UNet is a different API issue than LoRA having no effect on generation." + }, + { + "left": "issue:4257", + "right": "issue:4675", + "accept": false, + "reason": "Reference-only/outpainting support for SDXL is broader feature work, not the same as ControlNet Reference Only for SD XL." + }, + { + "left": "issue:4450", + "right": "issue:8511", + "accept": false, + "reason": "Text inversion example bug is unrelated to SD3 text-encoder unloading." + }, + { + "left": "issue:6008", + "right": "issue:9187", + "accept": false, + "reason": "Both mention IP-Adapter/face-related behavior, but one is LCM LoRA compatibility and the other is SDXL image_encoder_folder=None regression." + }, + { + "left": "issue:6382", + "right": "issue:9136", + "accept": false, + "reason": "IP-Adapter key error during training/use is unrelated to output-quality degradation at certain resolutions." + }, + { + "left": "issue:1543", + "right": "issue:5502", + "accept": false, + "reason": "Different fp16 support failures in separate scripts: textual inversion revision handling vs custom diffusion training script." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 153, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10026", + "issue:1013", + "issue:10334", + "issue:10392", + "issue:10520", + "issue:10671", + "issue:1076", + "issue:10839", + "issue:10954", + "issue:1214", + "issue:12157", + "issue:12547", + "issue:1310", + "issue:1500", + "issue:1540", + "issue:1791", + "issue:1919", + "issue:2645", + "issue:2695", + "issue:3382", + "issue:3574", + "issue:3967", + "issue:4067", + "issue:4305", + "issue:4480", + "issue:4788", + "issue:4837", + "issue:5502", + "issue:5617", + "issue:5963", + "issue:6444", + "issue:6524", + "issue:6899", + "issue:6956", + "issue:7000", + "issue:7057", + "issue:7146", + "issue:7168", + "issue:7421", + "issue:7485", + "issue:7950", + "issue:8555", + "issue:8613", + "issue:8668", + "issue:8834", + "issue:8874", + "issue:8900", + "issue:9450" + ], + "soft_pairs": [ + "issue:2645|issue:5617", + "issue:10671|issue:8613", + "issue:6524|issue:7485", + "issue:7168|issue:9450", + "issue:1500|issue:4305", + "issue:1791|issue:4480", + "issue:10026|issue:3382", + "issue:12547|issue:7146", + "issue:2695|issue:6444", + "issue:4788|issue:6956", + "issue:10334|issue:10520", + "issue:1013|issue:3574", + "issue:1076|issue:1310", + "issue:3967|issue:7421", + "issue:4067|issue:7057", + "issue:4837|issue:6899", + "issue:5963|issue:8668", + "issue:8555|issue:8834", + "issue:10839|issue:12157", + "issue:1214|issue:5502", + "issue:8874|issue:8900", + "issue:7000|issue:7950", + "issue:1540|issue:1919", + "issue:10392|issue:10954" + ], + "prepared_review_unit_hash": "9d748a850138253a4d07b8c8a437e0b63a517510078f025efb556f39fbbc4b9a", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34242, + "estimated_input_tokens": 8561, + "estimated_eval_tokens": 17378 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Diffusers issues spanning different models, platforms, and failure modes. The soft pairs share broad keywords (MPS, LoRA, OOM, conversion, training) but not the same concrete bug, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2645", + "right": "issue:5617", + "accept": false, + "reason": "Both touch ControlNet/Mac-related workflows, but one is a CUDA-on-M1/MPS failure and the other is a save/load problem after torch.compile; different code paths and symptoms." + }, + { + "left": "issue:10671", + "right": "issue:8613", + "accept": false, + "reason": "Deterministic dtype/device lookup behavior is unrelated to the caption_column OOM during training." + }, + { + "left": "issue:6524", + "right": "issue:7485", + "accept": false, + "reason": "LoRA reloading bug and safety_checker NoneType error are separate pipeline problems." + }, + { + "left": "issue:7168", + "right": "issue:9450", + "accept": false, + "reason": "IP-Adapter embedding shape handling is unrelated to Flux multi-GPU device placement mismatch." + }, + { + "left": "issue:1500", + "right": "issue:4305", + "accept": false, + "reason": "Different failures: community pipeline API incompatibility vs torch.compile graph break on a newer diffusers version." + }, + { + "left": "issue:1791", + "right": "issue:4480", + "accept": false, + "reason": "Both involve Mac/MPS, but one is an unsupported pipeline and the other is a float16 kernel crash; not the same bug." + }, + { + "left": "issue:10026", + "right": "issue:3382", + "accept": false, + "reason": "Both mention multi-GPU memory, but they are different training scripts and different failure modes; not clearly the same underlying defect." + }, + { + "left": "issue:12547", + "right": "issue:7146", + "accept": false, + "reason": "Missing --instance_prompt is a CLI/argument issue, not the same as the SDXL fine-tuning CUDA OOM." + }, + { + "left": "issue:2695", + "right": "issue:6444", + "accept": false, + "reason": "Validation/TensorBoard reporting failure and checkpointing-related peft_config AttributeError are unrelated." + }, + { + "left": "issue:4788", + "right": "issue:6956", + "accept": false, + "reason": "Both are OOM reports, but they affect different pipelines and environments, so they are not the same concrete bug." + }, + { + "left": "issue:10334", + "right": "issue:10520", + "accept": false, + "reason": "Both are Sana-related, but one is gray/NaN output on MPS/CPU and the other is a cross-device tensor runtime error; different issues." + }, + { + "left": "issue:1013", + "right": "issue:3574", + "accept": false, + "reason": "A pipeline compatibility complaint and a Windows from_ckpt issue are different problems." + }, + { + "left": "issue:1076", + "right": "issue:1310", + "accept": false, + "reason": "These are too generic and describe different Stable Diffusion usage questions, not a shared bug." + }, + { + "left": "issue:3967", + "right": "issue:7421", + "accept": false, + "reason": "Deleted-branch breakage and seed reproducibility in K-Diffusion are unrelated." + }, + { + "left": "issue:4067", + "right": "issue:7057", + "accept": false, + "reason": "LoRA scale inconsistency with prompt embeddings is not the same as a checkpoint load failure." + }, + { + "left": "issue:4837", + "right": "issue:6899", + "accept": false, + "reason": "Same conversion script, but the reports are not specific enough to conclude the same SDXL conversion bug." + }, + { + "left": "issue:5963", + "right": "issue:8668", + "accept": false, + "reason": "Kandinsky embed-vs-prompt handling and SD3 image-size alignment are different input-validation bugs." + }, + { + "left": "issue:8555", + "right": "issue:8834", + "accept": false, + "reason": "A feature request for FP8/text encoder training is unrelated to asking whether SD3 ControlNet training code will be released." + }, + { + "left": "issue:10839", + "right": "issue:12157", + "accept": false, + "reason": "Dreambooth Flux last-step error and Qwen-Image quantization iterable error are different training/configuration failures." + }, + { + "left": "issue:1214", + "right": "issue:5502", + "accept": false, + "reason": "Half-precision CLIPTextModel behavior is not the same as a training script lacking fp16 support." + }, + { + "left": "issue:8874", + "right": "issue:8900", + "accept": false, + "reason": "One is a CKPT unpickling failure in from_single_file, the other is a question about loading a safetensors refiner file." + }, + { + "left": "issue:7000", + "right": "issue:7950", + "accept": false, + "reason": "A PyTorch deprecation warning is not the same as a broader PyTorch 2.3 compatibility problem." + }, + { + "left": "issue:1540", + "right": "issue:1919", + "accept": false, + "reason": "Missing MODEL_TYPE in Dreambooth/transformers execution and missing datasets in requirements.txt are unrelated setup problems." + }, + { + "left": "issue:10392", + "right": "issue:10954", + "accept": false, + "reason": "Both involve FLUX LoRAs, but one is an fp8 training issue and the other is a load failure in a ComfyUI-compatible LoRA; different concrete bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 154, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1062", + "issue:1188", + "issue:1755", + "issue:1961", + "issue:2221", + "issue:2420", + "issue:2991", + "issue:3595", + "issue:3748", + "issue:3811", + "issue:3958", + "issue:4030", + "issue:4080", + "issue:4086", + "issue:4186", + "issue:4236", + "issue:4584", + "issue:4911", + "issue:5014", + "issue:556", + "issue:5593", + "issue:5606", + "issue:5678", + "issue:5873", + "issue:5890", + "issue:5963", + "issue:5972", + "issue:6351", + "issue:6382", + "issue:6790", + "issue:6794", + "issue:6832", + "issue:6865", + "issue:6928", + "issue:7082", + "issue:7286", + "issue:7322", + "issue:7492", + "issue:7801", + "issue:7962", + "issue:8604", + "issue:8626", + "issue:8880", + "issue:8975", + "issue:9178", + "issue:9393", + "issue:9420", + "issue:9515" + ], + "soft_pairs": [ + "issue:1188|issue:1755", + "issue:1961|issue:2221", + "issue:2991|issue:6790", + "issue:3811|issue:5606", + "issue:4080|issue:556", + "issue:7801|issue:9393", + "issue:5593|issue:5963", + "issue:4030|issue:4186", + "issue:6928|issue:7962", + "issue:9178|issue:9420", + "issue:4584|issue:7322", + "issue:6351|issue:6382", + "issue:3748|issue:3958", + "issue:7082|issue:8975", + "issue:2420|issue:5678", + "issue:5873|issue:9515", + "issue:6832|issue:8626", + "issue:3595|issue:4086", + "issue:5890|issue:8880", + "issue:4086|issue:5972", + "issue:1062|issue:5014", + "issue:4911|issue:7286", + "issue:4236|issue:8604", + "issue:7492|issue:7801", + "issue:6794|issue:6865" + ], + "prepared_review_unit_hash": "fc9cd97ada0df2b3d4703473b9f42b886f418d660c03f7bd014cf8f923854b38", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34750, + "estimated_input_tokens": 8688, + "estimated_eval_tokens": 17632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports spanning different features and failure modes. None of the soft-similarity pairs is strong enough to treat as the same underlying bug/change.", + "confidence": 0.47, + "canonical_issue_reason": "issue:3811 is the cleanest representative issue: it has a specific symptom, a clear code path (LoRA loading/generation), and enough discussion to stand in as a concrete example.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:3811 is the most actionable and well-scoped issue in the set; it is specific enough to serve as a representative bug report, unlike several very generic titles here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1188", + "right": "issue:1755", + "accept": false, + "reason": "Different topics entirely: CLIPSeg/Stable Diffusion pipeline request vs an unrelated generic Arabic-titled issue." + }, + { + "left": "issue:1961", + "right": "issue:2221", + "accept": false, + "reason": "Same generic title, but no body evidence tying them to the same error; could easily be separate ColossalAI failures." + }, + { + "left": "issue:2991", + "right": "issue:6790", + "accept": false, + "reason": "Different bugs in different scripts: ControlNet mixed-precision failure vs LCM example state_dict mismatch." + }, + { + "left": "issue:3811", + "right": "issue:5606", + "accept": false, + "reason": "Both involve LoRA loading, but one is no effect on generation and the other is missing alpha handling; not clearly the same bug." + }, + { + "left": "issue:4080", + "right": "issue:556", + "accept": false, + "reason": "One is an SDXL inpainting pipeline request; the other is seamless tiling support. Related domain, not the same change." + }, + { + "left": "issue:7801", + "right": "issue:9393", + "accept": false, + "reason": "Both mention mixed precision/model saving concerns, but one is a generic fp16 mismatch and the other is a FLUX+Deepspeed save-model issue." + }, + { + "left": "issue:5593", + "right": "issue:5963", + "accept": false, + "reason": "Both are pipeline/input-handling failures, but they target different models and failure modes." + }, + { + "left": "issue:4030", + "right": "issue:4186", + "accept": false, + "reason": "Different SD features and errors: v2.1 embedding runtime error vs SDXL inpaint/refiner behavior." + }, + { + "left": "issue:6928", + "right": "issue:7962", + "accept": false, + "reason": "One requests a display option for a depth-map community pipeline; the other requests an API argument for instruct-pix2pix. Not the same bug." + }, + { + "left": "issue:9178", + "right": "issue:9420", + "accept": false, + "reason": "Both are FLUX/LoRA-related, but one is a training target-module error and the other is a saved transformer load failure after Hyper-SD LoRA." + }, + { + "left": "issue:4584", + "right": "issue:7322", + "accept": false, + "reason": "Both are training-script errors, but the symptoms differ: resume checkpoint handling vs SIGKILL during training." + }, + { + "left": "issue:6351", + "right": "issue:6382", + "accept": false, + "reason": "Same script family, but one is a DDP attribute error and the other is an IP-Adapter key error after training; distinct code paths." + }, + { + "left": "issue:3748", + "right": "issue:3958", + "accept": false, + "reason": "Both concern LoRA/CivitAI usage, but one is a dtype mismatch while the other is about CPU offload interaction." + }, + { + "left": "issue:7082", + "right": "issue:8975", + "accept": false, + "reason": "Both are import errors, but they concern different symbols from different modules and are not the same failure." + }, + { + "left": "issue:2420", + "right": "issue:5678", + "accept": false, + "reason": "Both touch attention/xFormers-style training behavior, but one is an xformers memory-efficient attention issue and the other is higher-order-derivative behavior with scaled_dot_product_attention." + }, + { + "left": "issue:5873", + "right": "issue:9515", + "accept": false, + "reason": "ONNX export of scaled_dot_product_attention is unrelated to the SD3 JointAttnProcessor RMSNorm omission." + }, + { + "left": "issue:6832", + "right": "issue:8626", + "accept": false, + "reason": "Both involve IP-Adapter usage, but one is a runtime shape error and the other is documentation/guidance for multiple images/masks." + }, + { + "left": "issue:3595", + "right": "issue:4086", + "accept": false, + "reason": "Different failures: from_ckpt loading vs ControlNet training on SDXL base 0.9." + }, + { + "left": "issue:5890", + "right": "issue:8880", + "accept": false, + "reason": "One is a tokenizer length warning during inference; the other is a performance regression. Not the same issue." + }, + { + "left": "issue:4086", + "right": "issue:5972", + "accept": false, + "reason": "A training failure and a documentation request about Min-SNR weighting are not the same underlying change." + }, + { + "left": "issue:1062", + "right": "issue:5014", + "accept": false, + "reason": "Both are DreamBooth-related quality complaints, but one is about reproducing paper results and the other about LoRA training output quality." + }, + { + "left": "issue:4911", + "right": "issue:7286", + "accept": false, + "reason": "Different code paths: custom text encoder loading from_single_file vs cross-attention weight loading in Attend-and-Excite." + }, + { + "left": "issue:4236", + "right": "issue:8604", + "accept": false, + "reason": "Both mention SDXL-ish model components, but one is refiner text-encoder registration and the other is T5 float16 corruption." + }, + { + "left": "issue:7492", + "right": "issue:7801", + "accept": false, + "reason": "Repository lookup failure vs mixed-precision model dtype mismatch; unrelated." + }, + { + "left": "issue:6794", + "right": "issue:6865", + "accept": false, + "reason": "Importing cast_training_params and checking Image instances in load_image are unrelated fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 155, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10025", + "issue:10066", + "issue:10311", + "issue:1197", + "issue:12609", + "issue:13258", + "issue:13300", + "issue:1985", + "issue:2324", + "issue:2599", + "issue:378", + "issue:4037", + "issue:4086", + "issue:4337", + "issue:435", + "issue:4405", + "issue:4964", + "issue:5227", + "issue:5433", + "issue:5594", + "issue:5737", + "issue:5932", + "issue:5953", + "issue:5963", + "issue:5966", + "issue:5967", + "issue:6093", + "issue:6258", + "issue:6382", + "issue:6388", + "issue:6441", + "issue:6790", + "issue:6794", + "issue:7057", + "issue:7420", + "issue:7466", + "issue:7483", + "issue:7882", + "issue:7985", + "issue:8547", + "issue:8555", + "issue:8645", + "issue:8668", + "issue:8673", + "issue:8879", + "issue:8887", + "issue:8906", + "issue:9101" + ], + "soft_pairs": [ + "issue:13300|issue:5963", + "issue:378|issue:435", + "issue:5953|issue:8668", + "issue:4337|issue:7985", + "issue:12609|issue:13258", + "issue:5433|issue:5737", + "issue:4964|issue:7483", + "issue:6382|issue:6790", + "issue:10066|issue:5932", + "issue:10025|issue:8673", + "issue:10311|issue:6794", + "issue:1197|issue:1985", + "issue:2324|issue:2599", + "issue:4037|issue:4086", + "issue:4405|issue:8887", + "issue:5227|issue:7466", + "issue:5594|issue:6388", + "issue:5966|issue:7882", + "issue:5967|issue:6258", + "issue:6093|issue:8547", + "issue:6441|issue:7057", + "issue:7420|issue:8879", + "issue:8555|issue:9101", + "issue:8645|issue:8906" + ], + "prepared_review_unit_hash": "23a7203d00f62ba8c68df4f2831b4cb8d1f2eea31b78e4c24c163dad5f0f6ca2", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33881, + "estimated_input_tokens": 8471, + "estimated_eval_tokens": 17198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These pairs are mostly loose topical similarities, not true duplicates. The closest ones share a theme (attention masks, torch.compile, training scripts), but the model/pipeline, failure mode, or code path differs enough that I would not merge them.", + "confidence": 0.84, + "canonical_issue_reason": "issue:8673 is the clearest, most actionable bug report in the set: a specific missing-attention-mask problem in SD3 with a concrete root cause and likely duplicate surface area.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:8673 is the best standalone issue here because it is specific, technically clear, and likely to collect related reports without being overly broad.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13300", + "right": "issue:5963", + "accept": false, + "reason": "Both are generation failures, but one is CPU inference on FLUX/SD3.5 and the other is Kandinsky embeds-vs-prompts handling; different models and different bug classes." + }, + { + "left": "issue:378", + "right": "issue:435", + "accept": false, + "reason": "Both are textual-inversion training bugs, but the exceptions come from different objects/code paths and do not point to the same defect." + }, + { + "left": "issue:5953", + "right": "issue:8668", + "accept": false, + "reason": "Both involve image-size/alignment crashes, but one is ControlNet image/control_image mismatch and the other is SD3 img2img alignment to 16; not the same underlying bug." + }, + { + "left": "issue:4337", + "right": "issue:7985", + "accept": false, + "reason": "Both mention torch.compile, but they affect different components (Community ControlNetReference vs IPAdapter) and likely different failures." + }, + { + "left": "issue:12609", + "right": "issue:13258", + "accept": false, + "reason": "Wan 2.2 NaNs in latents and missing TI2V image-to-video support are unrelated problems." + }, + { + "left": "issue:5433", + "right": "issue:5737", + "accept": false, + "reason": "One is an SDXL artifact quality issue with DPM++ schedulers; the other is a conversion-script failure. Same ecosystem, different code path." + }, + { + "left": "issue:4964", + "right": "issue:7483", + "accept": false, + "reason": "Both concern conversion to diffusers, but one is SDXL model conversion and the other is LoRA-to-Diffusers conversion for SDXL-base models; not the same bug." + }, + { + "left": "issue:6382", + "right": "issue:6790", + "accept": false, + "reason": "Both are LCM/SDXL training failures, but one is an IP-adapter key error after training while the other is a state_dict key mismatch during example training." + }, + { + "left": "issue:10066", + "right": "issue:5932", + "accept": false, + "reason": "Different runtime errors and different subsystems: unpacking in self.attn versus channel-mismatch in a convolution input." + }, + { + "left": "issue:10025", + "right": "issue:8673", + "accept": false, + "reason": "Both are about attention masks, but one targets Flux transformer attention and the other SD3 padding-token masking; same theme, not the same bug." + }, + { + "left": "issue:10311", + "right": "issue:6794", + "accept": false, + "reason": "Both are import-related, but they reference different modules and failure points, so they are not duplicates." + }, + { + "left": "issue:1197", + "right": "issue:1985", + "accept": false, + "reason": "OpenAI Diffusion Pipeline is a feature/community request; the other is about loading embeddings in Stable Diffusion. Different requests." + }, + { + "left": "issue:2324", + "right": "issue:2599", + "accept": false, + "reason": "Both are DreamBooth training issues, but one is not reading instance data and the other is multi-subject quality degradation; different underlying problems." + }, + { + "left": "issue:4037", + "right": "issue:4086", + "accept": false, + "reason": "Both touch ControlNet training, but one is an FSDP validation-error issue and the other is a stable-diffusion-xl-base-0.9 setup failure; not the same code-path problem." + }, + { + "left": "issue:4405", + "right": "issue:8887", + "accept": false, + "reason": "Textual inversion script for SDXL and SD3 VAE-encode bug are unrelated training issues." + }, + { + "left": "issue:5227", + "right": "issue:7466", + "accept": false, + "reason": "Both involve torch.compile, but one is LoRA loading and the other is multi-ControlNet inpaint compilation; different components and fixes." + }, + { + "left": "issue:5594", + "right": "issue:6388", + "accept": false, + "reason": "Memory-saving LoRA training and ignored gradient-checkpointing are related to efficiency, but not the same defect." + }, + { + "left": "issue:5966", + "right": "issue:7882", + "accept": false, + "reason": "A general ControlNet SD2.1 issue and a missing from_single_file API for T2I-Adapter are separate feature/bug reports." + }, + { + "left": "issue:5967", + "right": "issue:6258", + "accept": false, + "reason": "An announcement post and a Stable Video Diffusion quality bug are not duplicates." + }, + { + "left": "issue:6093", + "right": "issue:8547", + "accept": false, + "reason": "Push-to-hub repo-creation behavior in a consistency-model training script is unrelated to the latent-consistency scaling bug." + }, + { + "left": "issue:6441", + "right": "issue:7057", + "accept": false, + "reason": "Both say something 'doesn't work,' but one is from_pretrained in Colab and the other is a checkpoint loading issue for a specific model; too vague to merge." + }, + { + "left": "issue:7420", + "right": "issue:8879", + "accept": false, + "reason": "A generic torch.compile issue and a specific torch.compile+cudagraph StableDiffusionXL failure are not clearly the same root cause." + }, + { + "left": "issue:8555", + "right": "issue:9101", + "accept": false, + "reason": "FP8/text-encoder training availability for SD3 and an InstructPix2Pix training script for SD3 are different feature requests." + }, + { + "left": "issue:8645", + "right": "issue:8906", + "accept": false, + "reason": "Missing create_diffusers_controlnet_model_from_ldm helper and missing qk_norm in SD3Transformer2DModel are unrelated API/model questions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 156, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10017", + "issue:10180", + "issue:10381", + "issue:10839", + "issue:1896", + "issue:2218", + "issue:2272", + "issue:2312", + "issue:2891", + "issue:3235", + "issue:3348", + "issue:3420", + "issue:3432", + "issue:3481", + "issue:3494", + "issue:4236", + "issue:4306", + "issue:4446", + "issue:4619", + "issue:4631", + "issue:4634", + "issue:490", + "issue:4933", + "issue:5399", + "issue:5433", + "issue:5510", + "issue:5546", + "issue:5846", + "issue:5956", + "issue:6164", + "issue:6224", + "issue:6536", + "issue:6540", + "issue:6996", + "issue:720", + "issue:7538", + "issue:7629", + "issue:7972", + "issue:8514", + "issue:8578", + "issue:8644", + "issue:8874", + "issue:8915", + "issue:9096", + "issue:9108", + "issue:9309", + "issue:9410", + "issue:9732" + ], + "soft_pairs": [ + "issue:4236|issue:4933", + "issue:5956|issue:6536", + "issue:7629|issue:9309", + "issue:10017|issue:7538", + "issue:2272|issue:3420", + "issue:10839|issue:9732", + "issue:3481|issue:3494", + "issue:2218|issue:3348", + "issue:8915|issue:9410", + "issue:2891|issue:490", + "issue:2312|issue:4306", + "issue:8578|issue:8644", + "issue:10180|issue:9108", + "issue:4631|issue:720", + "issue:4619|issue:7972", + "issue:10381|issue:9096", + "issue:3235|issue:4634", + "issue:6164|issue:6996", + "issue:6224|issue:8514", + "issue:5433|issue:5546", + "issue:5399|issue:6540", + "issue:1896|issue:5510", + "issue:4446|issue:8874", + "issue:3432|issue:5846" + ], + "prepared_review_unit_hash": "bc0e8339b019db6a029113b0ac84546ec06d54f38b5a30901978782bbceb3601", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34366, + "estimated_input_tokens": 8592, + "estimated_eval_tokens": 17440 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set; it mixes many unrelated issues across dataset loading, training, inference, schedulers, serialization, and import/runtime errors. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not share one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced, issue 10381 is the richest standalone report, but it only covers one Flux/quantization/LoRA inference path and is not representative of the cluster as a whole.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4236", + "right": "issue:4933", + "accept": false, + "reason": "Different bugs: SDXL refiner text-encoder registration vs Dreambooth not returning pytorch_model.bin after training." + }, + { + "left": "issue:5956", + "right": "issue:6536", + "accept": false, + "reason": "Different problems: SD-XL U-Net fine-tuning quality degradation vs UNet3DConditionModel out-of-memory." + }, + { + "left": "issue:7629", + "right": "issue:9309", + "accept": false, + "reason": "Different models and failures: SVD OOM on PyTorch 1.13.1 vs FluxControlNetPipeline bug on Flux 1 schnell." + }, + { + "left": "issue:10017", + "right": "issue:7538", + "accept": false, + "reason": "Different scope: load_dataset() loading issue vs a Custom Fill50k training dataset issue." + }, + { + "left": "issue:2272", + "right": "issue:3420", + "accept": false, + "reason": "Unrelated: ONNX conversion failure vs ControlNet inpaint pipeline not working with Diffusion pipeline." + }, + { + "left": "issue:10839", + "right": "issue:9732", + "accept": false, + "reason": "Both are Flux training issues, but one is a last-step training error and the other is an OOM on a specific setup; not the same concrete bug." + }, + { + "left": "issue:3481", + "right": "issue:3494", + "accept": false, + "reason": "Different scheduler bugs: DDIM step-count consistency vs Multidiffusion corruption across schedulers." + }, + { + "left": "issue:2218", + "right": "issue:3348", + "accept": false, + "reason": "Overtraining during training vs xformers LoRA scale support; not the same issue." + }, + { + "left": "issue:8915", + "right": "issue:9410", + "accept": false, + "reason": "Different missing imports: AutoPipelineForText2Image vs StableDiffusion3ControlNetInpaintingPipeline." + }, + { + "left": "issue:2891", + "right": "issue:490", + "accept": false, + "reason": "Docs/support mismatch for embeds vs a generic memory issue; unrelated bugs." + }, + { + "left": "issue:2312", + "right": "issue:4306", + "accept": false, + "reason": "Different failures: EMA save hook error vs StableDiffusionReferencePipeline list index out of range." + }, + { + "left": "issue:8578", + "right": "issue:8644", + "accept": false, + "reason": "Both mention meta tensors, but they affect different pipelines and triggers (sd_turbo 1.5 vs SD3/T5 offload)." + }, + { + "left": "issue:10180", + "right": "issue:9108", + "accept": false, + "reason": "Different training problems: multiple LoRAs with Flux Control LoRA vs resuming training with a quantized base model." + }, + { + "left": "issue:4631", + "right": "issue:720", + "accept": false, + "reason": "Scheduler scalar-conversion error vs traced UNet half/float dtype mismatch; different code paths." + }, + { + "left": "issue:4619", + "right": "issue:7972", + "accept": false, + "reason": "Both are dtype mismatch reports, but they occur in different scripts/features (SDXL LoRA training vs LEDITS++)." + }, + { + "left": "issue:10381", + "right": "issue:9096", + "accept": false, + "reason": "Flux inference issues, but one is quantization/LoRA/Quanto related and the other is NaNs from torch.half; not the same bug." + }, + { + "left": "issue:3235", + "right": "issue:4634", + "accept": false, + "reason": "Custom Diffusion-related, but one is weights-with-biases loading and the other is safe serialization; not clearly the same defect." + }, + { + "left": "issue:6164", + "right": "issue:6996", + "accept": false, + "reason": "Different bugs: latent output handling in StableDiffusionPipeline vs NoneType added_cond_kwargs check." + }, + { + "left": "issue:6224", + "right": "issue:8514", + "accept": false, + "reason": "Different fine-tuning failures: TorchDynamo issue vs EMAModel causing InstructP2P parallel fine-tuning error." + }, + { + "left": "issue:5433", + "right": "issue:5546", + "accept": false, + "reason": "Related scheduler/theme, but one is visual artifacts without refiner and the other is incorrect step counts with base+refiner ensemble." + }, + { + "left": "issue:5399", + "right": "issue:6540", + "accept": false, + "reason": "Different runtime errors in different contexts: custom inpainting dtype mismatch vs FSDP controlnet mat2 matrix error." + }, + { + "left": "issue:1896", + "right": "issue:5510", + "accept": false, + "reason": "Different pipelines and failures: CLIP-guided Stable Diffusion size error vs SDXL InstructPix2Pix dtype mismatch." + }, + { + "left": "issue:4446", + "right": "issue:8874", + "accept": false, + "reason": "Different loading problems: custom text_encoder support in from_single_file vs CKPT weights-only unpickling failure." + }, + { + "left": "issue:3432", + "right": "issue:5846", + "accept": false, + "reason": "Different training/runtime issues: Half on CPU conv error vs resume_from_checkpoint failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 157, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10030", + "issue:10795", + "issue:10937", + "issue:11232", + "issue:11285", + "issue:11370", + "issue:1166", + "issue:12547", + "issue:1377", + "issue:1704", + "issue:2225", + "issue:2414", + "issue:2420", + "issue:3064", + "issue:3651", + "issue:3826", + "issue:4480", + "issue:455", + "issue:4688", + "issue:4954", + "issue:4993", + "issue:5012", + "issue:5128", + "issue:5152", + "issue:528", + "issue:5337", + "issue:5442", + "issue:5617", + "issue:5821", + "issue:5845", + "issue:6363", + "issue:6726", + "issue:6894", + "issue:6996", + "issue:7168", + "issue:7420", + "issue:7480", + "issue:7722", + "issue:7848", + "issue:7960", + "issue:8624", + "issue:867", + "issue:8738", + "issue:9187", + "issue:9516", + "issue:9660", + "issue:993" + ], + "soft_pairs": [ + "issue:3651|issue:7960", + "issue:10030|issue:6996", + "issue:1166|issue:4954", + "issue:2420|issue:6363", + "issue:3064|issue:5128", + "issue:5845|issue:9516", + "issue:6894|issue:7848", + "issue:7168|issue:7480", + "issue:1704|issue:528", + "issue:4993|issue:5152", + "issue:5128|issue:7722", + "issue:11370|issue:9187", + "issue:4480|issue:455", + "issue:3826|issue:5442", + "issue:10795|issue:10937", + "issue:11232|issue:12547", + "issue:4688|issue:6726", + "issue:1377|issue:2414", + "issue:2225|issue:5337", + "issue:11285|issue:8624", + "issue:5617|issue:7420", + "issue:5012|issue:5821", + "issue:867|issue:993", + "issue:8738|issue:9660" + ], + "prepared_review_unit_hash": "2c9ae8d5a9fb5d7610b8843ec0a1e803f86984f4db399ac1cda965771f885ad2", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33479, + "estimated_input_tokens": 8370, + "estimated_eval_tokens": 16996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues grouped by superficial keyword overlap; the only clear duplicate pair is the added_cond_kwargs None handling in ControlNet/SDXL pipeline code.", + "confidence": 0.86, + "canonical_issue_reason": "issue:10030 is the clearest root-cause description of the shared added_cond_kwargs None bug in the ControlNet/img2img path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10030 is the best representative issue because it states the underlying pipeline contract mismatch most directly and generally.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3651", + "right": "issue:7960", + "accept": false, + "reason": "Both are training/multi-GPU problems, but they involve different scripts and failure contexts." + }, + { + "left": "issue:10030", + "right": "issue:6996", + "accept": true, + "reason": "Both describe the same underlying bug: code assumes added_cond_kwargs is a dict, but the pipeline passes None." + }, + { + "left": "issue:1166", + "right": "issue:4954", + "accept": false, + "reason": "Different textual inversion failures: TPU save hang vs a pickling/unpickling error." + }, + { + "left": "issue:2420", + "right": "issue:6363", + "accept": false, + "reason": "Both are training errors, but one is xformers attention and the other is FP16 gradient unscaling." + }, + { + "left": "issue:3064", + "right": "issue:5128", + "accept": false, + "reason": "Both mention safetensors/loading, but they are different loading paths and different model types." + }, + { + "left": "issue:5845", + "right": "issue:9516", + "accept": false, + "reason": "DreamBooth Pixart training and FLUX joint_attention_kwargs are unrelated bugs." + }, + { + "left": "issue:6894", + "right": "issue:7848", + "accept": false, + "reason": "One is LoRA loading in A1111, the other is a community example decode problem." + }, + { + "left": "issue:7168", + "right": "issue:7480", + "accept": false, + "reason": "IP-Adapter embed shape handling and DeepFloyd_IF OOM are distinct problems." + }, + { + "left": "issue:1704", + "right": "issue:528", + "accept": false, + "reason": "These are general questions, not the same bug or change." + }, + { + "left": "issue:4993", + "right": "issue:5152", + "accept": false, + "reason": "Missing import structure entry for CLIPImageProjection is unrelated to the Wurstchen bug." + }, + { + "left": "issue:5128", + "right": "issue:7722", + "accept": false, + "reason": "Local safetensors loading in XLPipeline and Animatediff+IPAdapter errors are different code paths." + }, + { + "left": "issue:11370", + "right": "issue:9187", + "accept": false, + "reason": "Invalid load key during Hunyuan conversion is unrelated to SDXL IP-Adapter behavior after Kolors update." + }, + { + "left": "issue:4480", + "right": "issue:455", + "accept": false, + "reason": "Both are MPS-related, but one is an fp16 kernel crash and the other is a specific aten::index.Tensor NotImplementedError." + }, + { + "left": "issue:3826", + "right": "issue:5442", + "accept": false, + "reason": "Audio pipeline proposal and ScaleCrafter are unrelated." + }, + { + "left": "issue:10795", + "right": "issue:10937", + "accept": false, + "reason": "Both involve torch.compile, but GGUF loading and vae.encode failures are different bugs." + }, + { + "left": "issue:11232", + "right": "issue:12547", + "accept": false, + "reason": "Text-to-image fine-tuning noise residuals and missing instance_prompt in Flux DreamBooth are unrelated." + }, + { + "left": "issue:4688", + "right": "issue:6726", + "accept": false, + "reason": "Different research/pipeline topics with no shared failure mode." + }, + { + "left": "issue:1377", + "right": "issue:2414", + "accept": false, + "reason": "ImportError for a missing transformers symbol is not the same as NameError: transformers not defined." + }, + { + "left": "issue:2225", + "right": "issue:5337", + "accept": false, + "reason": "A safety-checker usage question and a callback question are not duplicates." + }, + { + "left": "issue:11285", + "right": "issue:8624", + "accept": false, + "reason": "Conversion errors to/from diffusers and an undefined symbol in fused_layer_norm are unrelated." + }, + { + "left": "issue:5617", + "right": "issue:7420", + "accept": false, + "reason": "Both mention torch.compile, but save/load after compile and general compile failure are different issues." + }, + { + "left": "issue:5012", + "right": "issue:5821", + "accept": false, + "reason": "LoRA text encoder training and a CUDA backward/training failure are different problems." + }, + { + "left": "issue:867", + "right": "issue:993", + "accept": false, + "reason": "GPU memory leak and fp16 data type mismatch are unrelated." + }, + { + "left": "issue:8738", + "right": "issue:9660", + "accept": false, + "reason": "SD3Transformer2DModel configuration and from_pretrained eval-mode behavior are separate bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted soft pair is well-supported by the titles (10030 and 6996 both point to added_cond_kwargs being None), and the rejected pairs are appropriately cautious given the limited evidence in the packet. The summary does not overstate beyond what the issue titles support." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 158, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10194", + "issue:10972", + "issue:11062", + "issue:11145", + "issue:12299", + "issue:12348", + "issue:1398", + "issue:2156", + "issue:2264", + "issue:2331", + "issue:2371", + "issue:2465", + "issue:2480", + "issue:3101", + "issue:3174", + "issue:3826", + "issue:3975", + "issue:4206", + "issue:4306", + "issue:4353", + "issue:4389", + "issue:4448", + "issue:4460", + "issue:4566", + "issue:4852", + "issue:5028", + "issue:5576", + "issue:5799", + "issue:6092", + "issue:6093", + "issue:6258", + "issue:6372", + "issue:7296", + "issue:7311", + "issue:7350", + "issue:7629", + "issue:7716", + "issue:7871", + "issue:7936", + "issue:8493", + "issue:867", + "issue:8900", + "issue:9044", + "issue:9204", + "issue:9501", + "issue:9613", + "issue:9902" + ], + "soft_pairs": [ + "issue:4448|issue:4460", + "issue:4389|issue:8493", + "issue:2156|issue:2480", + "issue:3826|issue:5576", + "issue:7311|issue:9501", + "issue:7871|issue:8900", + "issue:1398|issue:867", + "issue:3975|issue:7871", + "issue:7296|issue:9902", + "issue:3101|issue:4206", + "issue:2371|issue:2465", + "issue:4566|issue:7350", + "issue:12299|issue:12348", + "issue:5028|issue:5799", + "issue:10194|issue:11145", + "issue:2264|issue:4306", + "issue:10972|issue:11062", + "issue:2331|issue:6372", + "issue:6093|issue:9204", + "issue:4353|issue:6258", + "issue:6092|issue:9044", + "issue:3174|issue:4852", + "issue:7716|issue:7936", + "issue:7629|issue:9613" + ], + "prepared_review_unit_hash": "de8d5ec47f305c72325b3a1f0593f795af19ea9efc43795da47489fc4d9b0bd0", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33217, + "estimated_input_tokens": 8305, + "estimated_eval_tokens": 16866 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is thematically related around diffusion/Flux/LoRA/controlnet issues, but the soft pairs are mostly different concrete bugs or feature requests rather than true duplicates. I would reject all soft edges.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 10972 is the most concrete standalone bug report in the set, with a specific Flux LoRA loading failure and clearer diagnostic context than the others, but it is not a true canonical for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4448", + "right": "issue:4460", + "accept": false, + "reason": "Both are about image quality/differences, but one is outpainting quality vs A1111 and the other is general Stable Diffusion vs diffusers mismatch; different concrete problems." + }, + { + "left": "issue:4389", + "right": "issue:8493", + "accept": false, + "reason": "Both are loading/model-state errors, but they target different model classes and failure modes: ControlNetModel loading vs SD3Transformer2DModel state_dict mismatch." + }, + { + "left": "issue:2156", + "right": "issue:2480", + "accept": false, + "reason": "Dreambooth-related, but one is CPU-vs-GPU training behavior and the other is checkpoint directory output structure; not the same bug." + }, + { + "left": "issue:3826", + "right": "issue:5576", + "accept": false, + "reason": "These are unrelated feature requests: a new audio pipeline vs a new diffusion scheduler." + }, + { + "left": "issue:7311", + "right": "issue:9501", + "accept": false, + "reason": "Both involve training/checkpoint saving, but one is an SDXL checkpoint save failure and the other is delayed saving during Flux DreamBooth training; different code paths." + }, + { + "left": "issue:7871", + "right": "issue:8900", + "accept": false, + "reason": "One is a blockwise-scale error with a specific LoRA, the other is about loading an SDXL refiner from_single_file; not the same issue." + }, + { + "left": "issue:1398", + "right": "issue:867", + "accept": false, + "reason": "Both mention GPU-related behavior, but one is Apple Silicon/MPS support and the other is GPU memory not releasing in FastAPI." + }, + { + "left": "issue:3975", + "right": "issue:7871", + "accept": false, + "reason": "A typo in an error message is unrelated to a functional blockwise-scales LoRA error." + }, + { + "left": "issue:7296", + "right": "issue:9902", + "accept": false, + "reason": "PEFT/DoRA dependency pinning is unrelated to a Conda version pinning problem." + }, + { + "left": "issue:3101", + "right": "issue:4206", + "accept": false, + "reason": "Both are ControlNet training failures, but one is a training example error and the other is a main-branch SDXL training regression; not enough to treat as one bug." + }, + { + "left": "issue:2371", + "right": "issue:2465", + "accept": false, + "reason": "Dreambooth appears in both, but one is missing generated objects in output while the other asks for a reproducible recipe blog; different concerns." + }, + { + "left": "issue:4566", + "right": "issue:7350", + "accept": false, + "reason": "Checkpoint resume for SDXL LoRA training is different from initializing ControlNet from a UNet with LoRA." + }, + { + "left": "issue:12299", + "right": "issue:12348", + "accept": false, + "reason": "Both are tensor mismatch reports, but they affect different pipelines and trigger conditions." + }, + { + "left": "issue:5028", + "right": "issue:5799", + "accept": false, + "reason": "Different API problems: an unexpected 'scale' keyword in a reference pipeline vs a 'strength' keyword question for inpainting." + }, + { + "left": "issue:10194", + "right": "issue:11145", + "accept": false, + "reason": "Both mention Flux, but one is about attention masking support and the other is about Flux Fill LoRA/dreambooth finetuning support; distinct feature requests." + }, + { + "left": "issue:2264", + "right": "issue:4306", + "accept": false, + "reason": "A seed-setting error in InstructPix2Pix is unrelated to a list-index error in StableDiffusionReferencePipeline." + }, + { + "left": "issue:10972", + "right": "issue:11062", + "accept": false, + "reason": "Both are LoRA loading failures, but they involve different LoRA sources/models and lack evidence of the same underlying code-path bug." + }, + { + "left": "issue:2331", + "right": "issue:6372", + "accept": false, + "reason": "A general ControlNet pipeline request is not the same as an SVD+ControlNet feature request." + }, + { + "left": "issue:6093", + "right": "issue:9204", + "accept": false, + "reason": "These are about different training scripts and behaviors; one is push_to_hub repo creation, the other is a Flux DreamBooth training script request." + }, + { + "left": "issue:4353", + "right": "issue:6258", + "accept": false, + "reason": "Different quality complaints in different models: SDXL image quality vs Stable Video Diffusion forward chunking degradation." + }, + { + "left": "issue:6092", + "right": "issue:9044", + "accept": false, + "reason": "A LoRA example not training is unrelated to a missing diffusion_pytorch_model.bin file when loading SDXL base." + }, + { + "left": "issue:3174", + "right": "issue:4852", + "accept": false, + "reason": "Both involve LoRA loading, but one is a regression from new LoRA features breaking lora+dreambooth loading and the other is a generic load error with no matching failure details." + }, + { + "left": "issue:7716", + "right": "issue:7936", + "accept": false, + "reason": "Missing config.json and invalid JSON in a local safetensors load are different loader failures." + }, + { + "left": "issue:7629", + "right": "issue:9613", + "accept": false, + "reason": "One is an SVD OOM issue on PyTorch 1.13.1, the other is a Timesteps.scale attribute error in a custom diffusion model on 0.30.x." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 159, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10016", + "issue:10428", + "issue:10470", + "issue:10591", + "issue:10797", + "issue:10928", + "issue:1486", + "issue:1552", + "issue:1720", + "issue:1865", + "issue:1922", + "issue:1925", + "issue:1946", + "issue:2210", + "issue:2442", + "issue:3224", + "issue:3296", + "issue:3452", + "issue:409", + "issue:4125", + "issue:4375", + "issue:4376", + "issue:4427", + "issue:4468", + "issue:4731", + "issue:4773", + "issue:4975", + "issue:5125", + "issue:5447", + "issue:5606", + "issue:5661", + "issue:6176", + "issue:6183", + "issue:6280", + "issue:6362", + "issue:6382", + "issue:6385", + "issue:6527", + "issue:6602", + "issue:6632", + "issue:6722", + "issue:7146", + "issue:7267", + "issue:7480", + "issue:7784", + "issue:785", + "issue:9803" + ], + "soft_pairs": [ + "issue:4375|issue:4731", + "issue:1922|issue:5661", + "issue:2210|issue:6722", + "issue:10016|issue:6183", + "issue:1552|issue:5447", + "issue:4125|issue:6362", + "issue:3296|issue:5125", + "issue:10428|issue:10470", + "issue:4376|issue:6527", + "issue:1486|issue:4468", + "issue:4773|issue:4975", + "issue:10470|issue:10797", + "issue:6385|issue:7146", + "issue:1925|issue:4427", + "issue:3224|issue:3452", + "issue:409|issue:785", + "issue:6176|issue:6602", + "issue:6280|issue:7784", + "issue:6382|issue:7480", + "issue:5606|issue:9803", + "issue:1720|issue:2442", + "issue:1865|issue:1946", + "issue:10591|issue:6632", + "issue:10928|issue:7267" + ], + "prepared_review_unit_hash": "71a2368542d2f60823ba91330ea7a1364fca986416b8e8b87a8bd3a3b1dd4bf6", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33354, + "estimated_input_tokens": 8339, + "estimated_eval_tokens": 16934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Diffusers issues that only share broad themes like loading, LoRA, SDXL, or inference failures. I do not see a single underlying bug/change that ties these items together, so the soft links should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No true duplicate canonical issue stands out; if forced to pick a representative, issue 6183 is the closest because it is a concrete SDXL `from_single_file` shape-mismatch report, but the cluster as a whole is too heterogeneous to treat as one bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4375", + "right": "issue:4731", + "accept": false, + "reason": "Both are Torch compile/inference failures, but one is generic crash during inference and the other is a multi-ControlNet SDXL-specific compile failure; not the same concrete bug." + }, + { + "left": "issue:1922", + "right": "issue:5661", + "accept": false, + "reason": "Both mention notebook/API breakage, but one is an undefined helper in a training example and the other is a missing `PreTrainedTokenizer` symbol in a release; different issues." + }, + { + "left": "issue:2210", + "right": "issue:6722", + "accept": false, + "reason": "Both are feature requests around text encoders, not the same defect or change request." + }, + { + "left": "issue:10016", + "right": "issue:6183", + "accept": false, + "reason": "Both involve SDXL single-file loading and shape mismatches, but the exact models and failure modes differ; not enough to treat as one bug." + }, + { + "left": "issue:1552", + "right": "issue:5447", + "accept": false, + "reason": "Both concern scheduler/pipeline behavior, but one is attention slicing on SD2 and the other is denoising_start with 2nd-order schedulers on SDXL img2img; different code paths." + }, + { + "left": "issue:4125", + "right": "issue:6362", + "accept": false, + "reason": "Both are training-loss or fine-tuning discussions, but one is an expected loss curve question and the other is dataset mapping OOM on SDXL; unrelated." + }, + { + "left": "issue:3296", + "right": "issue:5125", + "accept": false, + "reason": "One is checkpoint save/load with text encoder during training; the other is an XFormers CUDA error during attention processing. Different failures." + }, + { + "left": "issue:10428", + "right": "issue:10470", + "accept": false, + "reason": "Both are Flux inference issues, but one is on Ascend NPU and the other is torchao inference not working; different backends and likely different bugs." + }, + { + "left": "issue:4376", + "right": "issue:6527", + "accept": false, + "reason": "Both mention pipeline/scheduler problems, but one is textual inversion on SDXL and the other is Euler add_noise behavior; not the same issue." + }, + { + "left": "issue:1486", + "right": "issue:4468", + "accept": false, + "reason": "A scheduler bug versus a multi-GPU performance discrepancy; these are not the same underlying problem." + }, + { + "left": "issue:4773", + "right": "issue:4975", + "accept": false, + "reason": "Both are LoRA-related, but one is loading CivitAI LoRA and the other is a loading inefficiency caused by repeated datatype queries; different concerns." + }, + { + "left": "issue:10470", + "right": "issue:10797", + "accept": false, + "reason": "Both mention inference, but one is Flux torchao inference and the other is HunyuanVideo group offloading; different models and mechanisms." + }, + { + "left": "issue:6385", + "right": "issue:7146", + "accept": false, + "reason": "Both are memory-related, but one is StableVideoDiffusionPipeline VRAM usage and the other is SDXL fine-tuning OOM; not a duplicate." + }, + { + "left": "issue:1925", + "right": "issue:4427", + "accept": false, + "reason": "Both are example/model usage failures, but one is SD2 inpainting half-precision and the other is a T2I multi-adapter example; different code paths." + }, + { + "left": "issue:3224", + "right": "issue:3452", + "accept": false, + "reason": "Learning-rate scaling duplicate in a LoRA script versus a generic DreamBooth training-on-low-VRAM question; no same bug." + }, + { + "left": "issue:409", + "right": "issue:785", + "accept": false, + "reason": "Both involve attention/scheduler internals, but the titles point to different API eras and different performance/feature issues; not the same defect." + }, + { + "left": "issue:6176", + "right": "issue:6602", + "accept": false, + "reason": "Both are LoRA save/load errors, but one is loading LoRA after dreambooth_lora training and the other is loading a pretrained model after fuse_lora/save_pretrained; different workflows." + }, + { + "left": "issue:6280", + "right": "issue:7784", + "accept": false, + "reason": "One is about a missing `from_single_file` method on a ControlNet pipeline; the other is a missing `upcast_vae` attribute on an upscale pipeline. Different API gaps." + }, + { + "left": "issue:6382", + "right": "issue:7480", + "accept": false, + "reason": "Both are training/memory-related, but one is an IP-adapter key error after LCM LoRA training and the other is DeepFloyd IF OOM; unrelated." + }, + { + "left": "issue:5606", + "right": "issue:9803", + "accept": false, + "reason": "Both are LoRA loading failures, but one is no alpha value handling and the other is Flux LoRA loading failure; not enough evidence of the same bug." + }, + { + "left": "issue:1720", + "right": "issue:2442", + "accept": false, + "reason": "M1 Pro finetuning errors versus an inpainting-model loss-graph question; different topics and no shared defect." + }, + { + "left": "issue:1865", + "right": "issue:1946", + "accept": false, + "reason": "A Zero-Stage-3 finetuning dimension error is unrelated to an xformers CUDA invalid-argument error." + }, + { + "left": "issue:10591", + "right": "issue:6632", + "accept": false, + "reason": "One is about a wrong SD3 LoRA training script, the other asks whether `save_state` is necessary; different problems." + }, + { + "left": "issue:10928", + "right": "issue:7267", + "accept": false, + "reason": "Both involve loading data or model files, but one is missing `diffusion_pytorch_model.fp16.bin` in a UNet directory and the other is broken local data loading in train_controlnet.py; different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 160, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10016", + "issue:10315", + "issue:10526", + "issue:11178", + "issue:1141", + "issue:11702", + "issue:13107", + "issue:1434", + "issue:1823", + "issue:2163", + "issue:228", + "issue:2696", + "issue:3223", + "issue:3379", + "issue:3452", + "issue:3658", + "issue:4080", + "issue:4316", + "issue:434", + "issue:435", + "issue:4446", + "issue:4724", + "issue:5044", + "issue:547", + "issue:5515", + "issue:6092", + "issue:6443", + "issue:6812", + "issue:6821", + "issue:699", + "issue:7079", + "issue:7133", + "issue:7228", + "issue:7354", + "issue:7480", + "issue:7695", + "issue:8464", + "issue:8477", + "issue:8482", + "issue:8589", + "issue:8874", + "issue:9164", + "issue:9358", + "issue:945", + "issue:9514", + "issue:9767", + "issue:9914" + ], + "soft_pairs": [ + "issue:1141|issue:699", + "issue:1823|issue:547", + "issue:228|issue:547", + "issue:3379|issue:945", + "issue:3452|issue:3658", + "issue:4080|issue:8482", + "issue:434|issue:435", + "issue:4724|issue:7695", + "issue:5515|issue:8464", + "issue:6812|issue:6821", + "issue:7133|issue:9358", + "issue:6092|issue:9164", + "issue:5044|issue:8874", + "issue:1434|issue:7480", + "issue:2163|issue:4316", + "issue:11702|issue:13107", + "issue:2696|issue:3223", + "issue:7079|issue:7228", + "issue:4446|issue:8589", + "issue:6443|issue:7354", + "issue:10526|issue:9514", + "issue:10016|issue:11178", + "issue:9767|issue:9914", + "issue:10315|issue:8477" + ], + "prepared_review_unit_hash": "a80468f76c2c42c047ac62383d34c56823d87a5135be69d49bc2bf6c5df0480e", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33470, + "estimated_input_tokens": 8368, + "estimated_eval_tokens": 16992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are mostly title-similarity matches across different models, scripts, or failure modes; none look like the same concrete bug/change, so all soft edges should be rejected.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:10016 is the clearest standalone bug report in the set, but the items are too heterogeneous to form a true canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1141", + "right": "issue:699", + "accept": false, + "reason": "Local-file/custom-pipeline support and negative prompts are unrelated features; no shared bug path." + }, + { + "left": "issue:1823", + "right": "issue:547", + "accept": false, + "reason": "Swapped comments in depth2img and docs for local loading are different kinds of issues." + }, + { + "left": "issue:228", + "right": "issue:547", + "accept": false, + "reason": "Broken release link is unrelated to local-file loading documentation." + }, + { + "left": "issue:3379", + "right": "issue:945", + "accept": false, + "reason": "Dreambooth checkpoint loading and ONNX conversion are different code paths and problems." + }, + { + "left": "issue:3452", + "right": "issue:3658", + "accept": false, + "reason": "Both mention training, but 4GB VRAM/OOM concerns differ from the upsampler noise-latent bug." + }, + { + "left": "issue:4080", + "right": "issue:8482", + "accept": false, + "reason": "SDXL inpainting support and SD3-medium support are unrelated model features." + }, + { + "left": "issue:434", + "right": "issue:435", + "accept": false, + "reason": "Both are notebook breakages, but they involve different notebooks and different errors." + }, + { + "left": "issue:4724", + "right": "issue:7695", + "accept": false, + "reason": "SDXL img2img checkpoint behavior and ip_adapter mask warnings in attention processors are different issues." + }, + { + "left": "issue:5515", + "right": "issue:8464", + "accept": false, + "reason": "LCM scheduler initialization and SEGA CPU-offload seed failures are not the same bug." + }, + { + "left": "issue:6812", + "right": "issue:6821", + "accept": false, + "reason": "A LoRA dtype mismatch and an invalid caption_column argument are unrelated training errors." + }, + { + "left": "issue:7133", + "right": "issue:9358", + "accept": false, + "reason": "SDXL DreamBooth resume size mismatch and Flux text-encoder reinitialization are different failure modes." + }, + { + "left": "issue:6092", + "right": "issue:9164", + "accept": false, + "reason": "Both are LoRA training complaints, but they target different example scripts/models and different symptoms." + }, + { + "left": "issue:5044", + "right": "issue:8874", + "accept": false, + "reason": "Kandinsky load failure and CKPT unpickling failure in from_single_file are distinct loading problems." + }, + { + "left": "issue:1434", + "right": "issue:7480", + "accept": false, + "reason": "OOM in StableDiffusionUpscalePipeline and OOM in DeepFloyd IF are separate pipelines and resource issues." + }, + { + "left": "issue:2163", + "right": "issue:4316", + "accept": false, + "reason": "UNet dtype mismatch in text-to-image training and a DreamBooth validation error are different training-script bugs." + }, + { + "left": "issue:11702", + "right": "issue:13107", + "accept": false, + "reason": "Both are LoRA key errors, but they involve different models and load paths, so not the same underlying bug." + }, + { + "left": "issue:2696", + "right": "issue:3223", + "accept": false, + "reason": "CUDA-not-enabled installation error and GPU memory not clearing are unrelated." + }, + { + "left": "issue:7079", + "right": "issue:7228", + "accept": false, + "reason": "Transformer2DModel patch/norm-type error and traced-model missing dtype attribute are different code-path failures." + }, + { + "left": "issue:4446", + "right": "issue:8589", + "accept": false, + "reason": "Custom text_encoder loading and SD3 DreamBooth prior-preservation training are not the same issue." + }, + { + "left": "issue:6443", + "right": "issue:7354", + "accept": false, + "reason": "Scheduler incompatibility in SAGPipeline and PNDMScheduler/DDPMPipeline mismatch are related only at a broad level, not the same concrete bug." + }, + { + "left": "issue:10526", + "right": "issue:9514", + "accept": false, + "reason": "FP8 construction TypeError in optimum.quanto and post-quantization LoRA loading failure in Flux-dev are different problems." + }, + { + "left": "issue:10016", + "right": "issue:11178", + "accept": false, + "reason": "Both are from_single_file load failures, but they affect different model families and different shape-mismatch contexts." + }, + { + "left": "issue:9767", + "right": "issue:9914", + "accept": false, + "reason": "Flux img2img cuDNN frontend runtime error and Xlabs LoRA loading error are different failures." + }, + { + "left": "issue:10315", + "right": "issue:8477", + "accept": false, + "reason": "CogVideo training error and a distributed consistency-training 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"c24c316be13cfdf57dc16f621263e6edc230fe0ec16efe7a8eeb840ca8fc03de", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33998, + "estimated_input_tokens": 8500, + "estimated_eval_tokens": 17256 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not form a true duplicate set. 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insufficient evidence of same bug." + }, + { + "left": "issue:5619", + "right": "issue:9558", + "accept": false, + "reason": "Different black-image contexts: LCM img2img AutoencodeTiny failure vs tensorboard validation display." + }, + { + "left": "issue:8874", + "right": "issue:9052", + "accept": false, + "reason": "Related single-file loading topic, but one is CKPT weights-only unpickling failure and the other is failures on certain Civitai checkpoints; likely different root causes." + }, + { + "left": "issue:6870", + "right": "issue:7492", + "accept": false, + "reason": "Different problems: missing enable_vae_tiling in SD img2img/inpaint vs model repository not found for t2iadapter." + }, + { + "left": "issue:3182", + "right": "issue:3420", + "accept": false, + "reason": "Both are custom/community pipeline issues, but one is CPU offload incompatibility and the other is a ControlNet inpaint pipeline mismatch." + }, + { + "left": "issue:6230", + "right": "issue:6791", + "accept": false, + "reason": "Different training script failures: CUDA OOM in text-to-image SDXL training vs cannot run the same script at all." + }, + { + "left": "issue:1537", + "right": "issue:4134", + "accept": false, + "reason": "Both mention MPS, but one is scheduler support on Apple MPS and the other is a ControlNet tensor-shape mismatch on M1 Max." + }, + { + "left": "issue:1541", + "right": "issue:4488", + "accept": false, + "reason": "Different loading failures: Dreambooth cannot determine model type from CKPT vs SDXL checkpoint loading without pipeline_class." + }, + { + "left": "issue:11136", + "right": "issue:13079", + "accept": false, + "reason": "Different resource/feature issues: SanaSprintPipeline timestep support vs FLUX.2-klein CUDA OOM in a loop." + }, + { + "left": "issue:1974", + "right": "issue:5447", + "accept": false, + "reason": "Different scheduler bugs: Euler reproducibility with generator lists vs SDXL img2img denoising_start on second-order schedulers." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 162, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10231", + "issue:10281", + "issue:1049", + "issue:11088", + "issue:11135", + "issue:1141", + "issue:11978", + "issue:12047", + "issue:12149", + "issue:12547", + "issue:12574", + "issue:12722", + "issue:13079", + "issue:13232", + "issue:1614", + "issue:1730", + "issue:2747", + "issue:2785", + "issue:3045", + "issue:3740", + "issue:4002", + "issue:4213", + "issue:4321", + "issue:457", + "issue:4892", + "issue:4974", + "issue:5475", + "issue:5605", + "issue:5628", + "issue:5873", + "issue:6232", + "issue:660", + "issue:6928", + "issue:7053", + "issue:7080", + "issue:7142", + "issue:7168", + "issue:7752", + "issue:7882", + "issue:8885", + "issue:9161", + "issue:9186", + "issue:9227", + "issue:9448", + "issue:9576", + "issue:9673", + "issue:9942" + ], + "soft_pairs": [ + "issue:10231|issue:8885", + "issue:3740|issue:4213", + "issue:11088|issue:12047", + "issue:1049|issue:2747", + "issue:1141|issue:5605", + "issue:1614|issue:4321", + "issue:4002|issue:7882", + "issue:5873|issue:7053", + "issue:12547|issue:12574", + "issue:7168|issue:9448", + "issue:4892|issue:5475", + "issue:9161|issue:9227", + "issue:1730|issue:7752", + "issue:10281|issue:11135", + "issue:12722|issue:13079", + "issue:3045|issue:4974", + "issue:7882|issue:9186", + "issue:457|issue:660", + "issue:11978|issue:13232", + "issue:12149|issue:9942", + "issue:7080|issue:7142", + "issue:9576|issue:9673", + "issue:5628|issue:6232", + "issue:2785|issue:6928" + ], + "prepared_review_unit_hash": "6fc31cbb82642ca849d6d5d5f8d93b73c095d109ef5fc49c05ace673abddbb12", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33613, + "estimated_input_tokens": 8404, + "estimated_eval_tokens": 17064 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the items span unrelated bugs, feature requests, docs, and pipeline/model-specific issues. The soft pairs only share superficial wording (e.g., \"support\", \"pipeline\", \"load\", \"convert\") and do not point to the same underlying defect or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10231", + "right": "issue:8885", + "accept": false, + "reason": "Different problems: tutorial import error on Ubuntu vs custom pipeline local-file/modifier-token install/load issues." + }, + { + "left": "issue:3740", + "right": "issue:4213", + "accept": false, + "reason": "Both are loading/conversion-related, but one is legacy attention conversion with accelerate device_map, the other is SDXL from_single_file without accelerate." + }, + { + "left": "issue:11088", + "right": "issue:12047", + "accept": false, + "reason": "Different model paths and failures: wan2.1 GGUF load error vs Wan2.2 GGUF LoRA fusion failure." + }, + { + "left": "issue:1049", + "right": "issue:2747", + "accept": false, + "reason": "Docs issues only; 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not the same concrete request." + }, + { + "left": "issue:7882", + "right": "issue:9186", + "accept": false, + "reason": "Both mention adapters, but one is missing from_single_file for T2I Adapter while the other is a Differential Diffusion + ControlNet pipeline feature request." + }, + { + "left": "issue:457", + "right": "issue:660", + "accept": false, + "reason": "Different MPS bugs: blue artifacts on MPS vs fp16/revision loading on M1." + }, + { + "left": "issue:11978", + "right": "issue:13232", + "accept": false, + "reason": "A new Bria 3.2 pipeline request is unrelated to LTX-2.3 support." + }, + { + "left": "issue:12149", + "right": "issue:9942", + "accept": false, + "reason": "Both are installation/version complaints, but one is a source-vs-pip alignment issue for diffusers 0.34.0 and the other is inability to install diffusers>=0.32.0dev." + }, + { + "left": "issue:7080", + "right": "issue:7142", + "accept": false, + "reason": "Different inference/training mismatches: SDXL control net training vs wandb output drift, not the same bug." + }, + { + "left": "issue:9576", + "right": "issue:9673", + "accept": false, + "reason": "Both are loading-related, but one is use_safetensors propagation to submodules and the other is high CPU usage when loading multiple LoRAs." + }, + { + "left": "issue:5628", + "right": "issue:6232", + "accept": false, + "reason": "Both touch schedulers, but LMS Karras denoising offset and DPMSolverSinglestep add_noise failures are different code paths." + }, + { + "left": "issue:2785", + "right": "issue:6928", + "accept": false, + "reason": "Both are pipeline-related feature requests, but M1/M2 support for text-to-video is unrelated to disabling depthmap colorization in Marigold." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 163, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1037", + "issue:10447", + "issue:10650", + "issue:1125", + "issue:12396", + "issue:12459", + "issue:12533", + "issue:12536", + "issue:1811", + "issue:1931", + "issue:2107", + "issue:2673", + "issue:2838", + "issue:3182", + "issue:4104", + "issue:4185", + "issue:4213", + "issue:4368", + "issue:4402", + "issue:4476", + "issue:4605", + "issue:4726", + "issue:4806", + "issue:5004", + "issue:5399", + "issue:5509", + "issue:5630", + "issue:5719", + "issue:5897", + "issue:6093", + "issue:6164", + "issue:6362", + "issue:7003", + "issue:7267", + "issue:7354", + "issue:7660", + "issue:7978", + "issue:8464", + "issue:8729", + "issue:8792", + "issue:8826", + "issue:8839", + "issue:8900", + "issue:9523", + "issue:9637", + "issue:9717", + "issue:9767", + "issue:9856" + ], + "soft_pairs": [ + "issue:5004|issue:6093", + "issue:4213|issue:7978", + "issue:5630|issue:8792", + "issue:2107|issue:4104", + "issue:4402|issue:8900", + "issue:12459|issue:9717", + "issue:4726|issue:4806", + "issue:5897|issue:8826", + "issue:10650|issue:7003", + "issue:8464|issue:9637", + "issue:10447|issue:7267", + "issue:6362|issue:9523", + "issue:2673|issue:3182", + "issue:4368|issue:8729", + "issue:12396|issue:9856", + "issue:5399|issue:5509", + "issue:1037|issue:2838", + "issue:1125|issue:4605", + "issue:8839|issue:9767", + "issue:1811|issue:5719", + "issue:4185|issue:4476", + "issue:1931|issue:6164", + "issue:7354|issue:7660", + "issue:12533|issue:12536" + ], + "prepared_review_unit_hash": "42fa3f7d422c1aab0d9da6be5bf96c5db6cffe1fa11209d8744535fc0b4de5ab", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34613, + "estimated_input_tokens": 8654, + "estimated_eval_tokens": 17564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: pipeline feature requests, model-loading issues, training bugs, distributed/context-parallelism errors, and unrelated runtime failures. None of the soft pairs look like the same underlying bug or change, so all candidate duplicate links should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue is safe: the items span unrelated subsystems and failure modes. If one must be chosen as the closest anchor, issue 12533 is the most concrete and broadly scoped around context-parallelism/offload interactions, but it is not a true duplicate hub for the whole set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 12533 is the strongest umbrella-style issue among the nearby context-parallelism reports because it names the concrete hook/offload conflict and has the most general framing. Even so, the cluster overall is not cohesive enough to justify merging the others into it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5004", + "right": "issue:6093", + "accept": false, + "reason": "Different training-script problems: fp16 resume checkpointing vs push_to_hub repo creation behavior." + }, + { + "left": "issue:4213", + "right": "issue:7978", + "accept": false, + "reason": "Unrelated issues: from_single_file with SDXL/accelerate versus a torchvision nms runtime dependency error." + }, + { + "left": "issue:5630", + "right": "issue:8792", + "accept": false, + "reason": "Both concern image quality, but they describe different situations and likely different causes: SDXL img2img scheduler leftovers vs migration quality degradation." + }, + { + "left": "issue:2107", + "right": "issue:4104", + "accept": false, + "reason": "Both mention black/glitchy outputs, but one is low-resolution image artifacts and the other is a cast warning leading to black output; not clearly the same bug." + }, + { + "left": "issue:4402", + "right": "issue:8900", + "accept": false, + "reason": "Both are from_single_file loading problems, but one is SDXL inpaint misuse and the other is loading an SDXL refiner file; too different in code path and symptom." + }, + { + "left": "issue:12459", + "right": "issue:9717", + "accept": false, + "reason": "Different contexts: FLUX batch throughput issue versus a docker image runtime error." + }, + { + "left": "issue:4726", + "right": "issue:4806", + "accept": false, + "reason": "Type-related issues, but one is StableDiffusionPipeline callback typing and the other is UNet2DModel parameter typing; not the same defect." + }, + { + "left": "issue:5897", + "right": "issue:8826", + "accept": false, + "reason": "Different failure modes: device placement mismatch during LoRA training versus an empty tensor list in cat()." + }, + { + "left": "issue:10650", + "right": "issue:7003", + "accept": false, + "reason": "Both are shape errors, but for different models/pipelines and incompatible tensor dimensions; not the same underlying bug." + }, + { + "left": "issue:8464", + "right": "issue:9637", + "accept": false, + "reason": "Both involve runtime/distributed-style failures, but one is SEGA cpu-offload seeding and the other is XFormers attention-mask/bfloat16 sequence-length constraints." + }, + { + "left": "issue:10447", + "right": "issue:7267", + "accept": false, + "reason": "Both are data-loading/script issues, but one is a converter splitting UNet weights and the other is broken local data loading in train_controlnet.py." + }, + { + "left": "issue:6362", + "right": "issue:9523", + "accept": false, + "reason": "Both mention training/mapping, but one is SDXL fine-tuning OOM during dataset mapping and the other is controlnet training mapping errors across sd3/sdxl/flux." + }, + { + "left": "issue:2673", + "right": "issue:3182", + "accept": false, + "reason": "Inpaint/upscale pipeline error versus a custom LPW pipeline failing with cpu offload; different pipeline implementations and failure points." + }, + { + "left": "issue:4368", + "right": "issue:8729", + "accept": false, + "reason": "LoRA training OOM and unexpected validation image generation in controlnet training are unrelated symptoms." + }, + { + "left": "issue:12396", + "right": "issue:9856", + "accept": false, + "reason": "Adapter deletion with leaf_level versus distributed port-in-use startup failure; unrelated subsystems." + }, + { + "left": "issue:5399", + "right": "issue:5509", + "accept": false, + "reason": "Both are inference-time errors, but one is dtype mismatch in custom inpainting and the other is image/prompt batch-size handling." + }, + { + "left": "issue:1037", + "right": "issue:2838", + "accept": false, + "reason": "Community pipeline request versus a controlnet pipeline feature/request issue; not the same bug." + }, + { + "left": "issue:1125", + "right": "issue:4605", + "accept": false, + "reason": "Different inpainting-related problems: a Stable Diffusion Mega pipeline runtime error versus a long-prompt-weighting inpaint model error." + }, + { + "left": "issue:8839", + "right": "issue:9767", + "accept": false, + "reason": "Both involve LoRA on newer model families, but one is an SD3 weight error and the other is a FluxImg2Img cuDNN frontend failure." + }, + { + "left": "issue:1811", + "right": "issue:5719", + "accept": false, + "reason": "Both concern load-order behavior for weights, but one is generic from_pretrained file selection and the other is LoRA weight file discovery order." + }, + { + "left": "issue:4185", + "right": "issue:4476", + "accept": false, + "reason": "Both involve controlnet/SDXL image quality, but one is black images after rebasing and the other is failed expected results on fill50k; different manifestations and likely causes." + }, + { + "left": "issue:1931", + "right": "issue:6164", + "accept": false, + "reason": "Both are dtype/output-type issues, but one is float16 vs float mismatch in SD2 and the other is latent output handling in StableDiffusionPipeline." + }, + { + "left": "issue:7354", + "right": "issue:7660", + "accept": false, + "reason": "DDPMPipeline scheduler compatibility and trace example failure are unrelated." + }, + { + "left": "issue:12533", + "right": "issue:12536", + "accept": false, + "reason": "Both mention context parallelism, but one is a hooks conflict with CPU offload while the other is a tensor-size divisibility assertion in WanImageToVideoPipeline; not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 164, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10026", + "issue:10287", + "issue:10550", + "issue:10594", + "issue:10804", + "issue:10952", + "issue:11024", + "issue:11651", + "issue:11687", + "issue:11700", + "issue:12082", + "issue:12299", + "issue:12529", + "issue:13162", + "issue:1434", + "issue:1544", + "issue:1925", + "issue:202", + "issue:2036", + "issue:2068", + "issue:2234", + "issue:2462", + "issue:3595", + "issue:3886", + "issue:4001", + "issue:4080", + "issue:4186", + "issue:4265", + "issue:4453", + "issue:4488", + "issue:4801", + "issue:4840", + "issue:5215", + "issue:5344", + "issue:5545", + "issue:5577", + "issue:5783", + "issue:6234", + "issue:6823", + "issue:6894", + "issue:7057", + "issue:7210", + "issue:7441", + "issue:7985", + "issue:861", + "issue:9089", + "issue:9164" + ], + "soft_pairs": [ + "issue:10550|issue:10594", + "issue:1434|issue:5215", + "issue:1925|issue:2036", + "issue:202|issue:4001", + "issue:2068|issue:4488", + "issue:3595|issue:4186", + "issue:4265|issue:6823", + "issue:4453|issue:861", + "issue:5783|issue:6234", + "issue:7057|issue:7441", + "issue:1544|issue:2234", + "issue:10026|issue:12082", + "issue:11651|issue:13162", + "issue:12299|issue:12529", + "issue:5545|issue:5577", + "issue:4840|issue:7985", + "issue:3886|issue:4801", + "issue:10804|issue:10952", + "issue:5545|issue:7210", + "issue:11687|issue:11700", + "issue:2462|issue:4080", + "issue:5344|issue:9089", + "issue:6894|issue:9164", + "issue:10287|issue:11024" + ], + "prepared_review_unit_hash": "e4742c8548f5d09559756cad74452b722d63f004c7f06e4ace471cf3b57992bc", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33320, + "estimated_input_tokens": 8330, + "estimated_eval_tokens": 16916 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and heterogeneous: it mixes unrelated reports about LoRA loading, ControlNet, VAE/memory, compilation, docs, tests, and example scripts. None of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the items span distinct bug reports and requests with different models, pipelines, and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick one representative issue, issue:10550 is the most concrete and well-scoped, but it is not a true duplicate target for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10550", + "right": "issue:10594", + "accept": false, + "reason": "Both mention LoRA, but one is quantized-base loading and the other is multi-Control FLUX usage; different failure paths." + }, + { + "left": "issue:1434", + "right": "issue:5215", + "accept": false, + "reason": "Both are about upscale pipelines, but one is OOM while the other is output brightness drift; different bugs." + }, + { + "left": "issue:1925", + "right": "issue:2036", + "accept": false, + "reason": "Different models and symptoms: half-precision in SD2 inpainting vs an OSError loading SD v1-4." + }, + { + "left": "issue:202", + "right": "issue:4001", + "accept": false, + "reason": "These are unrelated repository maintenance tasks: a test addition vs a README demo link." + }, + { + "left": "issue:2068", + "right": "issue:4488", + "accept": false, + "reason": "One is dtype conversion in from_pretrained; the other is SDXL checkpoint loading via from_original_stable_diffusion_ckpt." + }, + { + "left": "issue:3595", + "right": "issue:4186", + "accept": false, + "reason": "Both involve loading/inpainting wording, but one is from_ckpt conversion and the other is SDXL inpaint with refiner behavior." + }, + { + "left": "issue:4265", + "right": "issue:6823", + "accept": false, + "reason": "Import error for a specific SDXL ControlNet pipeline is not the same as a general 'cannot use controlnet' report." + }, + { + "left": "issue:4453", + "right": "issue:861", + "accept": false, + "reason": "LoRA export/conversion for SDXL is unrelated to generic ckpt-to-diffusers conversion." + }, + { + "left": "issue:5783", + "right": "issue:6234", + "accept": false, + "reason": "Both reference train_text_to_image_sdxl.py, but one is EMA behavior and the other is a broader example-script issue." + }, + { + "left": "issue:7057", + "right": "issue:7441", + "accept": false, + "reason": "A model checkpoint loading problem is not the same as pytest failing on Python 3.12." + }, + { + "left": "issue:1544", + "right": "issue:2234", + "accept": false, + "reason": "Scheduler API absence and xformers finetuning failure are distinct training-time issues." + }, + { + "left": "issue:10026", + "right": "issue:12082", + "accept": false, + "reason": "Different domains: Flux ControlNet multi-GPU memory scaling vs WAN VAE memory after compile." + }, + { + "left": "issue:11651", + "right": "issue:13162", + "accept": false, + "reason": "Both mention FLUX/LoRA, but one is loading flux-fill-lora through FluxControl and the other is support for a different FLUX.2 model." + }, + { + "left": "issue:12299", + "right": "issue:12529", + "accept": false, + "reason": "Both are tensor-size mismatches, but they affect different models and different code paths (SD3 embeddings vs Wan2.2 tiled VAE)." + }, + { + "left": "issue:5545", + "right": "issue:5577", + "accept": false, + "reason": "InpaintPipeline usage problem and ControlNet single-file key mismatch are unrelated failures." + }, + { + "left": "issue:4840", + "right": "issue:7985", + "accept": false, + "reason": "Flax checkpoint loading and torch.compile compatibility are separate backend/runtime issues." + }, + { + "left": "issue:3886", + "right": "issue:4801", + "accept": false, + "reason": "DDP collective timeout during unconditional training is not the same as a mixed-precision example bug." + }, + { + "left": "issue:10804", + "right": "issue:10952", + "accept": false, + "reason": "Both involve LoRA loading, but one is a FLUX1.dev ComfyUI-compatible LoRA failure and the other is an adapter-name mismatch in SDXL long-prompt weighting." + }, + { + "left": "issue:5545", + "right": "issue:7210", + "accept": false, + "reason": "General inpaint pipeline problems and an accelerate dispatch attribute error are different issues." + }, + { + "left": "issue:11687", + "right": "issue:11700", + "accept": false, + "reason": "These are adjacent feature requests for Pruna, but one is docs-only and the other is implementation integration." + }, + { + "left": "issue:2462", + "right": "issue:4080", + "accept": false, + "reason": "IterableDataset finetuning support and adding an SDXL inpainting pipeline are unrelated requests." + }, + { + "left": "issue:5344", + "right": "issue:9089", + "accept": false, + "reason": "Missing dependency omegaconf and missing FluxPipeline class are different setup/library problems." + }, + { + "left": "issue:6894", + "right": "issue:9164", + "accept": false, + "reason": "Both concern LoRA/model usage, but one is an A1111 incompatibility regression and the other is training convergence of a Flux example." + }, + { + "left": "issue:10287", + "right": "issue:11024", + "accept": false, + "reason": "A documentation example issue is not the same as a SiglipImageProcessor .to() API bug in SD3IPAdapterMixin." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 165, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1061", + "issue:10722", + "issue:10863", + "issue:11046", + "issue:1475", + "issue:1534", + "issue:1867", + "issue:1949", + "issue:1988", 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"issue:6130|issue:6196", + "issue:1988|issue:3871", + "issue:5025|issue:9410", + "issue:2052|issue:4566", + "issue:4086|issue:7592", + "issue:7782|issue:8874", + "issue:7793|issue:9767", + "issue:10863|issue:8493", + "issue:1061|issue:1475", + "issue:1867|issue:5465", + "issue:1949|issue:2163" + ], + "prepared_review_unit_hash": "44f5a46d58e762808147c425f0a004f06cdb6941077cc07fec4e8383dd28a255", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34082, + "estimated_input_tokens": 8521, + "estimated_eval_tokens": 17298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly superficial text-similarity matches; the paired 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"issue:5043", + "right": "issue:5925", + "accept": false, + "reason": "Both are LoRA-related feature requests, but one asks to add finetuning and the other adds multi-LoRA inference support." + }, + { + "left": "issue:5670", + "right": "issue:8667", + "accept": false, + "reason": "Different pipelines and different bugs: PixArtAlpha non-square generation versus SD3ControlNet tensor mismatch on non-power-of-two images." + }, + { + "left": "issue:11046", + "right": "issue:8469", + "accept": false, + "reason": "Both involve IP-Adapter-related generation, but one is a Flux controlnet/inpainting pipeline request and the other is a corrupt-face output bug on SD15." + }, + { + "left": "issue:3948", + "right": "issue:4398", + "accept": false, + "reason": "Both are image-quality complaints, but pale images and all-black SDXL LoRA outputs are not the same underlying defect." + }, + { + "left": "issue:2577", + "right": "issue:2674", + "accept": false, + "reason": "One is DDIMInverseScheduler not working, the other is a LoRA dependency/requirements issue; unrelated." + }, + { + "left": "issue:6130", + "right": "issue:6196", + "accept": false, + "reason": "Both are loading errors, but one is generic LoRA loading and the other is ControlNetXS Depth SDXL loading." + }, + { + "left": "issue:1988", + "right": "issue:3871", + "accept": false, + "reason": "Different training problems: fp16/bf16 dtype mismatch during image generation versus checkpoint resume failure." + }, + { + "left": "issue:5025", + "right": "issue:9410", + "accept": false, + "reason": "Import errors for different symbols and pipelines; no shared bug beyond generic import failure." + }, + { + "left": "issue:2052", + "right": "issue:4566", + "accept": false, + "reason": "Both concern resume-from-checkpoint behavior, but they are different scripts (textual inversion vs SDXL LoRA) and not clearly the same bug." + }, + { + "left": "issue:4086", + "right": "issue:7592", + "accept": false, + "reason": "Different feature areas and failures: SDXL ControlNet training versus DoRA state_dict loading." + }, + { + "left": "issue:7782", + "right": "issue:8874", + "accept": false, + "reason": "Both are model-file loading errors, but one is a bad safetensors conversion and the other is CKPT single-file loading with weights-only unpickling failure." + }, + { + "left": "issue:7793", + "right": "issue:9767", + "accept": false, + "reason": "One is unloading LoRA weights error in DeepFloyd; the other is a cuDNN frontend runtime error in Flux LoRA inference." + }, + { + "left": "issue:10863", + "right": "issue:8493", + "accept": false, + "reason": "Both are load-time errors, but they affect different artifacts and classes: local safetensors loading versus SD3Transformer2DModel state_dict loading." + }, + { + "left": "issue:1061", + "right": "issue:1475", + "accept": false, + "reason": "Textual inversion example documentation update is unrelated to DreamBooth/textual inversion training with two classes of images." + }, + { + "left": "issue:1867", + "right": "issue:5465", + "accept": false, + "reason": "Both involve strength-like parameters, but img2img scheduler behavior and DiffEdit inpaint_strength limits are different pipeline bugs." + }, + { + "left": "issue:1949", + "right": "issue:2163", + "accept": false, + "reason": "Both are training-related runtime errors, but one is a DreamBooth tutorial failure and the other is a dtype mismatch in text-to-image training." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 166, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10520", + "issue:11046", + "issue:11185", + 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"issue:2669|issue:5596", + "issue:2991|issue:4037", + "issue:9341|issue:9670", + "issue:4134|issue:7636", + "issue:10520|issue:9045", + "issue:1988|issue:6162", + "issue:11185|issue:11824", + "issue:2596|issue:5025", + "issue:3910|issue:8237", + "issue:5458|issue:7185", + "issue:5862|issue:9515", + "issue:6791|issue:7114", + "issue:12348|issue:12536", + "issue:11046|issue:8450" + ], + "prepared_review_unit_hash": "8dd0cf15464f070325b0fed84600fdc8d36e1508f2f7757bdac809f0bef1de6d", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33361, + "estimated_input_tokens": 8341, + "estimated_eval_tokens": 16938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated issues. The soft pairs share generic error wording (shape mismatch, loading failure, docs typo, etc.) but usually involve different models, pipelines, or root causes, so there is no safe canonical duplicate here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:228", + "right": "issue:2880", + "accept": false, + "reason": "Different problems: broken release download link vs JAX Colab not running." + }, + { + "left": "issue:3064", + "right": "issue:5606", + "accept": false, + "reason": "Both relate to LoRA loading, but one is safetensors loading and the other is missing alpha handling; not the same bug." + }, + { + "left": "issue:3412", + "right": "issue:7556", + "accept": false, + "reason": "Unrelated docs updates for different topics." + }, + { + "left": "issue:5905", + "right": "issue:8482", + "accept": false, + "reason": "Different feature requests: diffusion-GAN support vs SD3 model support." + }, + { + "left": "issue:9378", + "right": "issue:9402", + "accept": false, + "reason": "Both Flux ControlNet related, but one requests Xlabs support and the other adds img2img/inpaint pipelines." + }, + { + "left": "issue:7799", + "right": "issue:9115", + "accept": false, + "reason": "Different pipelines and failures: InstructPix2Pix + IP-Adapter vs AnimateDiff-Lightning/SDXL motion adapter." + }, + { + "left": "issue:4031", + "right": "issue:7267", + "accept": false, + "reason": "Both are loading/training issues, but one is safety checker local-file loading and the other is train_controlnet local data loading." + }, + { + "left": "issue:3910", + "right": "issue:4697", + "accept": false, + "reason": "Both LoRA-related, but one is generic load failure and the other is a specific post-0.20.0 regression." + }, + { + "left": "issue:5595", + "right": "issue:6435", + "accept": false, + "reason": "Same size-ish symptom, but one is invalid height/width input validation and the other is ControlNet default dimensions initialization." + }, + { + "left": "issue:9227", + "right": "issue:9309", + "accept": false, + "reason": "Different Flux training vs Flux ControlNet inference failures." + }, + { + "left": "issue:2669", + "right": "issue:5596", + "accept": false, + "reason": "Both are AttributeError reports, but on different objects and workflows; no shared code path shown." + }, + { + "left": "issue:2991", + "right": "issue:4037", + "accept": false, + "reason": "Both mention ControlNet, but one is mixed-precision example failure and the other is FSDP validation errors." + }, + { + "left": "issue:9341", + "right": "issue:9670", + "accept": false, + "reason": "Different LoRA backend problems: Flux text_model LoRA loading vs PEFT-required error." + }, + { + "left": "issue:4134", + "right": "issue:7636", + "accept": false, + "reason": "Both ControlNet-related, but one is an MPS tensor size mismatch and the other is a usage question about SDXL tile model." + }, + { + "left": "issue:10520", + "right": "issue:9045", + "accept": false, + "reason": "Device-mismatch errors in different pipelines and setups; not enough evidence of the same bug." + }, + { + "left": "issue:1988", + "right": "issue:6162", + "accept": false, + "reason": "Different mismatch types and models: fp16/bf16 trainer bias/input type error vs SDXL IP-Adapter shape mismatch." + }, + { + "left": "issue:11185", + "right": "issue:11824", + "accept": false, + "reason": "Different models and failures: CogView4 image generation error vs FluxKontext multi-image input error." + }, + { + "left": "issue:2596", + "right": "issue:5025", + "accept": false, + "reason": "Both are docs/import name issues, but one is a documentation typo and the other is an actual missing utility export." + }, + { + "left": "issue:3910", + "right": "issue:8237", + "accept": false, + "reason": "Both LoRA-loading issues, but they concern different failure modes and model variants." + }, + { + "left": "issue:5458", + "right": "issue:7185", + "accept": false, + "reason": "Different problems: local_files_only behavior in LoRA loading vs PyTorch 2.2 compatibility question." + }, + { + "left": "issue:5862", + "right": "issue:9515", + "accept": false, + "reason": "Both about transformer internals, but one is missing gradient checkpointing support and the other is missing RMSNorm in a processor." + }, + { + "left": "issue:6791", + "right": "issue:7114", + "accept": false, + "reason": "Same training script, but one cannot run at all while the other is specifically CUDA OOM." + }, + { + "left": "issue:12348", + "right": "issue:12536", + "accept": false, + "reason": "Both WanImageToVideoPipeline issues, but one is a resolution-dependent tensor mismatch while the other is a context-parallel sharding divisibility assertion." + }, + { + "left": "issue:11046", + "right": "issue:8450", + "accept": false, + "reason": "Different Flux pipeline questions: multi-component inference request vs SDXL inpainting noise bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 167, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10575", + "issue:10972", + "issue:11103", + "issue:11209", + "issue:11224", + "issue:12319", + "issue:12329", + "issue:12565", + "issue:12673", + "issue:1304", + "issue:1647", + "issue:2185", + "issue:2210", + "issue:2603", + "issue:2645", + "issue:2673", + "issue:2689", + "issue:2841", + "issue:3111", + "issue:3347", + "issue:3689", + "issue:3724", + "issue:4080", + "issue:4354", + "issue:4647", + "issue:4667", + "issue:4701", + "issue:4837", + "issue:5170", + "issue:5226", + "issue:5227", + "issue:5337", + "issue:5387", + "issue:5593", + "issue:5647", + "issue:6415", + "issue:6610", + "issue:6713", + "issue:6758", + "issue:7214", + "issue:7229", + "issue:7420", + "issue:7441", + "issue:7592", + "issue:7974", + "issue:8615", + "issue:9237" + ], + "soft_pairs": [ + "issue:5227|issue:7420", + "issue:2603|issue:2673", + "issue:7229|issue:9237", + "issue:10575|issue:7214", + "issue:10972|issue:11209", + "issue:10972|issue:11224", + "issue:2185|issue:3347", + "issue:2645|issue:4701", + "issue:2841|issue:3724", + "issue:12319|issue:12673", + "issue:4837|issue:6713", + "issue:6415|issue:7974", + "issue:12329|issue:12565", + "issue:5226|issue:7592", + "issue:5647|issue:6610", + "issue:11103|issue:1647", + "issue:1304|issue:5337", + "issue:2210|issue:3111", + "issue:2645|issue:5593", + "issue:2689|issue:5387", + "issue:3689|issue:5170", + "issue:4080|issue:8615", + "issue:4354|issue:4667", + "issue:4647|issue:7441", + "issue:5226|issue:6758" + ], + "prepared_review_unit_hash": "2342a25d78a53bb7944f1f73e9e70f7448c8bc7c85dbe8a0eb30b6d2aa860ab3", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 33348, + "estimated_input_tokens": 8337, + "estimated_eval_tokens": 16930 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly noisy and heterogeneous, with one clear duplicate subgroup around unloading/removing LoRA weights after loading. Most other soft pairs are only superficially similar by subsystem or wording.", + "confidence": 0.84, + "canonical_issue_reason": "issue:3689 is the clearest representative of the LoRA unload/remove-after-load bug request and has the strongest discussion signal among the matching subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:3689 is the best overall issue anchor because it states the concrete LoRA removal problem directly and aligns with the only obvious duplicate pair in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5227", + "right": "issue:7420", + "accept": false, + "reason": "Both mention torch.compile, but 5227 is specifically about load_lora_weights with torch.compile while 7420 is a generic compile failure; different failure paths." + }, + { + "left": "issue:2603", + "right": "issue:2673", + "accept": false, + "reason": "Different problems: non-square image generation in Attend-And-Excite vs config/image input validation in StableDiffusionUpscalePipeline." + }, + { + "left": "issue:7229", + "right": "issue:9237", + "accept": false, + "reason": "Unrelated training/checkpoint save issue versus a Flux dreambooth LoRA training issue; same broad area only." + }, + { + "left": "issue:10575", + "right": "issue:7214", + "accept": false, + "reason": "Both involve DPMSolverMultistepScheduler, but one is an IndexError out-of-bounds case and the other is a karras_sigmas regression; not the same concrete bug." + }, + { + "left": "issue:10972", + "right": "issue:11209", + "accept": false, + "reason": "10972 is specific to OneTrainer Flux LoRAs, while 11209 is only a generic LoRA loading error; not enough evidence they are the same bug." + }, + { + "left": "issue:10972", + "right": "issue:11224", + "accept": false, + "reason": "Same concern as above: generic LoRA load failure versus a specific Flux LoRA format issue." + }, + { + "left": "issue:2185", + "right": "issue:3347", + "accept": false, + "reason": "Training config-file omissions and NaN image output are unrelated." + }, + { + "left": "issue:2645", + "right": "issue:4701", + "accept": false, + "reason": "Both are CUDA-related, but they affect different components and error modes; not the same underlying defect." + }, + { + "left": "issue:2841", + "right": "issue:3724", + "accept": false, + "reason": "A scheduler sampling-temperature feature request and a watermarking module idea are unrelated." + }, + { + "left": "issue:12319", + "right": "issue:12673", + "accept": false, + "reason": "Both mention group offloading, but the reported failures are different (block_level vs record_stream=True compatibility) and likely separate code paths." + }, + { + "left": "issue:4837", + "right": "issue:6713", + "accept": false, + "reason": "Same converter script, but different reported failures and model contexts; not clearly the same bug." + }, + { + "left": "issue:6415", + "right": "issue:7974", + "accept": false, + "reason": "Different IP-Adapter feature requests/bugs with no concrete overlap beyond the general adapter area." + }, + { + "left": "issue:12329", + "right": "issue:12565", + "accept": false, + "reason": "Version-detection/loading of Wan2.2 versus a broader Wan2.1 i2v running issue are not the same defect." + }, + { + "left": "issue:5226", + "right": "issue:6758", + "accept": false, + "reason": "Both are pipeline capability issues, but one is about load_lora_weights on SDXL Adapter and the other is about num_images_per_prompt on InstantID; different problems." + }, + { + "left": "issue:5647", + "right": "issue:6610", + "accept": false, + "reason": "Both concern SDXL inpainting, but one is a strength==1 bug and the other is from_single_file num_in_channels handling; different code paths." + }, + { + "left": "issue:11103", + "right": "issue:1647", + "accept": false, + "reason": "Unrelated question topics with no shared bug or feature change." + }, + { + "left": "issue:1304", + "right": "issue:5337", + "accept": false, + "reason": "A training question and a callback explanation question are unrelated." + }, + { + "left": "issue:2210", + "right": "issue:3111", + "accept": false, + "reason": "Training the text encoder for LoRA and using a custom conditioning encoder are adjacent concepts but not the same underlying request." + }, + { + "left": "issue:2645", + "right": "issue:5593", + "accept": false, + "reason": "Different pipeline errors; only the general pipeline domain overlaps." + }, + { + "left": "issue:2689", + "right": "issue:5387", + "accept": false, + "reason": "Both mention broken links, but they refer to different documentation assets and are not the same issue." + }, + { + "left": "issue:3689", + "right": "issue:5170", + "accept": true, + "reason": "These are the same underlying request/bug: removing or unloading LoRA weights after loading them." + }, + { + "left": "issue:4080", + "right": "issue:8615", + "accept": false, + "reason": "Inpainting support for SDXL and fuse_lora support for SD3 are unrelated changes." + }, + { + "left": "issue:4354", + "right": "issue:4667", + "accept": false, + "reason": "Both involve from_single_file, but they target different models and different failures." + }, + { + "left": "issue:4647", + "right": "issue:7441", + "accept": false, + "reason": "Unrelated model-architecture bug versus test runner compatibility issue." + }, + { + "left": "issue:5226", + "right": "issue:6758", + "accept": false, + "reason": "Different pipeline-specific capability bugs; no concrete shared code-path problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the stated soft-edge verdicts are conservative overall. The lone accepted pair (3689/5170) is strongly supported by the titles, and the other rejections avoid overclaiming despite broad subsystem similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 168, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10198", + "issue:10472", + "issue:10540", + "issue:10795", + "issue:11436", + "issue:11584", + "issue:11824", + "issue:11864", + "issue:11978", + "issue:12104", + "issue:13079", + "issue:13107", + "issue:13300", + "issue:1692", + "issue:1717", + "issue:1976", + "issue:2163", + "issue:2234", + "issue:2244", + "issue:3382", + "issue:3468", + "issue:4185", + "issue:4340", + "issue:4398", + "issue:4639", + "issue:4702", + "issue:5442", + "issue:5919", + "issue:6407", + "issue:6731", + "issue:6914", + "issue:6949", + "issue:7330", + "issue:7355", + "issue:7793", + "issue:7985", + "issue:8532", + "issue:8541", + "issue:8626", + "issue:8887", + "issue:9069", + "issue:9112", + "issue:9454", + "issue:9523", + "issue:954", + "issue:9729", + "issue:9744", + "issue:9857" + ], + "soft_pairs": [ + "issue:6731|issue:9729", + "issue:8541|issue:9454", + "issue:3382|issue:4639", + "issue:4185|issue:6949", + "issue:11584|issue:7985", + "issue:1692|issue:5919", + "issue:5442|issue:6407", + "issue:6914|issue:8626", + "issue:10795|issue:11864", + "issue:13300|issue:7355", + "issue:12104|issue:9112", + "issue:13079|issue:13107", + "issue:10198|issue:10540", + "issue:7793|issue:8532", + "issue:1976|issue:2234", + "issue:2163|issue:7330", + "issue:2244|issue:3468", + "issue:11978|issue:9744", + "issue:4702|issue:8887", + "issue:9523|issue:9857", + "issue:10472|issue:9069", + "issue:4340|issue:4398", + "issue:1717|issue:954", + "issue:11436|issue:11824" + ], + "prepared_review_unit_hash": "31579ea0dd409308243e28e6f8bd0d099e4214ab98dca920a747fcc1feaeff0b", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34494, + "estimated_input_tokens": 8624, + "estimated_eval_tokens": 17504 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a grab-bag of unrelated issue reports across different models, pipelines, and failure modes (Flux/SDXL/LoRA loading, compile/offload, dtype mismatches, OOMs, docs/example requests). No pair looks like the same underlying bug/change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:6731", + "right": "issue:9729", + "accept": false, + "reason": "Different problems: unsupported pipeline class vs Flux LoRA save-model type error." + }, + { + "left": "issue:8541", + "right": "issue:9454", + "accept": false, + "reason": "Different models and failures: SD3 repository lookup vs CogVideoX model missing." + }, + { + "left": "issue:3382", + "right": "issue:4639", + "accept": false, + "reason": "One is multi-GPU OOM in text-to-image training; the other is a dataloader multiprocessing error in instruct-pix2pix SDXL." + }, + { + "left": "issue:4185", + "right": "issue:6949", + "accept": false, + "reason": "Both affect image output, but one is ControlNet black images and the other is DPMSolverSinglestep even-step blank images; different code paths." + }, + { + "left": "issue:11584", + "right": "issue:7985", + "accept": false, + "reason": "Both mention torch.compile, but one is group offloading on HunyuanVideo and the other is IP-Adapter incompatibility; not the same bug." + }, + { + "left": "issue:1692", + "right": "issue:5919", + "accept": false, + "reason": "Unrelated errors: pickling a lambda vs missing set_lora_layer on Linear." + }, + { + "left": "issue:5442", + "right": "issue:6407", + "accept": false, + "reason": "Distinct pipeline-add requests: ScaleCrafter vs AnyText." + }, + { + "left": "issue:6914", + "right": "issue:8626", + "accept": false, + "reason": "One is a runtime AttributeError in IP-Adapter-FaceID; the other is guidance/docs for multiple IP-adapter images/masks." + }, + { + "left": "issue:10795", + "right": "issue:11864", + "accept": false, + "reason": "Different failures: torch.compile with GGUF from_single_file vs AutoencoderDC.encode missing torch import." + }, + { + "left": "issue:13300", + "right": "issue:7355", + "accept": false, + "reason": "Different models and symptoms: CPU generation failures for SD3.5/Flux vs Stable Cascade bfloat16/arbitrary-resolution error." + }, + { + "left": "issue:12104", + "right": "issue:9112", + "accept": false, + "reason": "Different runtime errors: index-out-of-bounds vs tensor shape mismatch." + }, + { + "left": "issue:13079", + "right": "issue:13107", + "accept": false, + "reason": "OOM in a FLUX.2-klein loop is unrelated to Flux Klein LoRA missing-key errors." + }, + { + "left": "issue:10198", + "right": "issue:10540", + "accept": false, + "reason": "Both are Flux-related, but one is a weight mismatch and the other is from_single_file loading breaking after Flux Fill support; not the same concrete bug." + }, + { + "left": "issue:7793", + "right": "issue:8532", + "accept": false, + "reason": "Both involve LoRA weights, but unloading errors and progressive memory growth are different lifecycle bugs." + }, + { + "left": "issue:1976", + "right": "issue:2234", + "accept": false, + "reason": "Incorrect tokenizer file lookup vs xformers memory-efficient attention training failure are unrelated." + }, + { + "left": "issue:2163", + "right": "issue:7330", + "accept": false, + "reason": "Both are training-time issues, but UNet dtype mismatch and FP16 gradient unscale errors arise from different mechanisms." + }, + { + "left": "issue:2244", + "right": "issue:3468", + "accept": false, + "reason": "Dreambooth CPU half-precision inference error is unrelated to missing model_index.json output." + }, + { + "left": "issue:11978", + "right": "issue:9744", + "accept": false, + "reason": "Separate feature requests for different models: Bria 3.2 vs Mochi Video." + }, + { + "left": "issue:4702", + "right": "issue:8887", + "accept": false, + "reason": "New VQ-VAE example request vs SD3 VAE encode bug; not duplicates." + }, + { + "left": "issue:9523", + "right": "issue:9857", + "accept": false, + "reason": "General error-mapping issue across training scripts vs a specific FLUX controlnet tensor-size mismatch." + }, + { + "left": "issue:10472", + "right": "issue:9069", + "accept": false, + "reason": "Completely different errors: unexpected lora_bias kwarg vs np.ndarray type mismatch." + }, + { + "left": "issue:4340", + "right": "issue:4398", + "accept": false, + "reason": "Both are SDXL LoRA related, but one is a train_text_encoder training error and the other is all-black inference images in a different pipeline." + }, + { + "left": "issue:1717", + "right": "issue:954", + "accept": false, + "reason": "Offline cached-model loading failure vs login/load failure are unrelated." + }, + { + "left": "issue:11436", + "right": "issue:11824", + "accept": false, + "reason": "Different models and code paths: Hidream dtype mismatch vs FluxKontextPipeline multi-image input error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 169, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10804", + "issue:1092", + "issue:10954", + "issue:11464", + "issue:12195", + "issue:1388", + "issue:1717", + "issue:2324", + "issue:2822", + "issue:2947", + "issue:3112", + "issue:3250", + "issue:3468", + "issue:3623", + "issue:3824", + "issue:3937", + "issue:4117", + "issue:4183", + "issue:4194", + "issue:4332", + "issue:4340", + "issue:4366", + "issue:4520", + "issue:4727", + "issue:5226", + "issue:5474", + "issue:5488", + "issue:5545", + "issue:5647", + "issue:5862", + "issue:5897", + "issue:6093", + "issue:6203", + "issue:6258", + "issue:6335", + "issue:6839", + "issue:7041", + "issue:7377", + "issue:7644", + "issue:7681", + "issue:817", + "issue:8567", + "issue:8668", + "issue:8708", + "issue:8900", + "issue:8922", + "issue:9142", + "issue:9270" + ], + "soft_pairs": [ + "issue:6258|issue:8922", + "issue:3250|issue:6335", + "issue:1388|issue:4366", + "issue:2822|issue:6093", + "issue:5488|issue:8668", + "issue:5226|issue:5862", + "issue:10804|issue:9270", + "issue:1092|issue:4520", + "issue:3112|issue:5474", + "issue:3824|issue:6203", + "issue:3937|issue:4194", + "issue:4332|issue:7644", + "issue:4727|issue:5545", + "issue:5647|issue:7041", + "issue:4340|issue:5897", + "issue:6839|issue:8900", + "issue:1717|issue:3623", + "issue:3468|issue:4117", + "issue:2324|issue:817", + "issue:12195|issue:7681", + "issue:2947|issue:9142", + "issue:8567|issue:8708", + "issue:10954|issue:11464", + "issue:4183|issue:7377" + ], + "prepared_review_unit_hash": "88c68c2a0a057692fb33ae41d93b1fad516e28d1d1fdf47d8521d18f1a20b6c7", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34118, + "estimated_input_tokens": 8530, + "estimated_eval_tokens": 17316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Diffusers issues around FLUX/SDXL/other pipeline-loading and training edge cases. The strongest center is the FLUX LoRA load-failure thread, but the soft pairs are only topically similar, not the same concrete bug.", + "confidence": 0.64, + "canonical_issue_reason": "issue:10804 is the clearest representative of the FLUX1.dev LoRA load failure: it has the most detailed repro, general wording, and appears to be the base report that later similar complaints build on.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10804 is the best overall issue anchor because it is specific enough to the underlying failure mode yet broad enough to represent the FLUX LoRA loading complaints in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:6258", + "right": "issue:8922", + "accept": false, + "reason": "Both are Stable Video Diffusion model-quality/loading complaints, but one is about forward chunking degrading output and the other is about single-file SD3 loading producing zero/black images; different pipelines and failure modes." + }, + { + "left": "issue:3250", + "right": "issue:6335", + "accept": false, + "reason": "Both involve pipeline execution, but one is about StableDiffusionKDiffusionPipeline startup/runtime problems while the other is specifically about ControlNet img2img output sizing behavior." + }, + { + "left": "issue:1388", + "right": "issue:4366", + "accept": false, + "reason": "These are both SD2-related feature requests, but one is about adapting a conversion script for SD 2.0 and the other is about full U-Net text-to-image fine-tuning; not the same bug or change." + }, + { + "left": "issue:2822", + "right": "issue:6093", + "accept": false, + "reason": "Training issues, but one concerns slower convergence for ControlNet training and the other concerns push_to_hub behavior in an SDXL consistency-lora script; unrelated concrete problems." + }, + { + "left": "issue:5488", + "right": "issue:8668", + "accept": false, + "reason": "Both mention generation failures, but one is a demo-code one-image generation problem and the other is SD3 img2img failing on misaligned input dimensions." + }, + { + "left": "issue:5226", + "right": "issue:5862", + "accept": false, + "reason": "One is about load_lora_weights in StableDiffusionXLAdapterPipeline, the other about gradient checkpointing support in Transformer2DModel; different code paths and fixes." + }, + { + "left": "issue:10804", + "right": "issue:9270", + "accept": false, + "reason": "Both concern FLUX LoRA support, but 10804 is a specific comfy-ui-compatible LoRA load failure while 9270 is a broader incomplete support report for Flux Dev from SimpleTuner; similar subsystem, not the same bug." + }, + { + "left": "issue:1092", + "right": "issue:4520", + "accept": false, + "reason": "One is about Euler/attention slicing and the other about LoRA scale not working with attention slicing; related terminology but not the same underlying issue." + }, + { + "left": "issue:3112", + "right": "issue:5474", + "accept": false, + "reason": "A multi-ControlNet inpainting request versus a proposed new Stable Diffusion Reference Only pipeline; different feature requests." + }, + { + "left": "issue:3824", + "right": "issue:6203", + "accept": false, + "reason": "One is a question about inpaint pipeline variants, the other about SDXL ControlNet image-size conditioning; not the same defect." + }, + { + "left": "issue:3937", + "right": "issue:4194", + "accept": false, + "reason": "ZeroscopeXL behaving like a normal model vs VAE problems with from_single_file; both are loading/model-usage issues, but the concrete failures differ." + }, + { + "left": "issue:4332", + "right": "issue:7644", + "accept": false, + "reason": "xformers support for Kandinsky2.2 and non-power-of-two Stable Cascade image sizing are unrelated pipeline-specific issues." + }, + { + "left": "issue:4727", + "right": "issue:5545", + "accept": false, + "reason": "Auto pipeline local_files_only behavior versus a StableDiffusionInpaintPipeline problem; both involve loading, but not the same bug." + }, + { + "left": "issue:5647", + "right": "issue:7041", + "accept": false, + "reason": "Both are runtime failures, but one is a StableDiffusionXL inpaint strength==1 edge case and the other is a segmentation fault when num_inference_steps > 1; different failure mechanisms." + }, + { + "left": "issue:4340", + "right": "issue:5897", + "accept": false, + "reason": "SDXL LoRA training with train_text_encoder and a device-mismatch error in train_text_to_image_lora.py are both training problems, but they are not the same code-path or fix." + }, + { + "left": "issue:6839", + "right": "issue:8900", + "accept": false, + "reason": "Both ask about from_single_file with video/image diffusion models, but one is Stable Video Diffusion loading and the other is SDXL refiner loading; different model families and symptoms." + }, + { + "left": "issue:1717", + "right": "issue:3623", + "accept": false, + "reason": "Offline HF cache loading versus larger-model loading are both environment/loading complaints, but not the same issue." + }, + { + "left": "issue:3468", + "right": "issue:4117", + "accept": false, + "reason": "Dreambooth model_index.json generation and SDXL Dreambooth support are related training topics, but one is an output artifact bug and the other is broader SDXL training behavior." + }, + { + "left": "issue:2324", + "right": "issue:817", + "accept": false, + "reason": "Both are Dreambooth training issues, but one is instance data not being read and the other is mixed precision not working; distinct bugs." + }, + { + "left": "issue:12195", + "right": "issue:7681", + "accept": false, + "reason": "Both are import/runtime failures, but one is a torch.library custom_op compatibility issue and the other is an OpenSSL/lib X509 flag import error; unrelated causes." + }, + { + "left": "issue:2947", + "right": "issue:9142", + "accept": false, + "reason": "An old load_attn_procs AttributeError versus Hunyuan DiT multiple-ControlNet loading failure; different models and APIs." + }, + { + "left": "issue:8567", + "right": "issue:8708", + "accept": false, + "reason": "SD3 training objective correctness question versus missing vae.config.shift_factor in SD3 Dreambooth examples; related to SD3 but not the same underlying bug." + }, + { + "left": "issue:10954", + "right": "issue:11464", + "accept": false, + "reason": "Both are FLUX LoRA load failures, but one is a comfy-ui-compatible FLUX1.dev LoRA and the other is a specific FLUX.1-Canny-dev-lora in FluxControlPipeline; different model variants and pipeline context." + }, + { + "left": "issue:4183", + "right": "issue:7377", + "accept": false, + "reason": "ControlNet guidance_scale<=1 error versus StableCascadeDecoderPipeline num_images_per_prompt>1; both are parameter edge cases, but different pipelines and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 170, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10210", + "issue:10518", + "issue:10722", + "issue:10967", + "issue:11182", + "issue:11256", + "issue:11489", + "issue:11819", + "issue:12022", + "issue:12120", + "issue:12535", + "issue:1807", + "issue:1985", + "issue:222", + "issue:2244", + "issue:2296", + "issue:2392", + "issue:2462", + "issue:2806", + "issue:2844", + "issue:3175", + "issue:3774", + "issue:3802", + "issue:3954", + "issue:4117", + "issue:4306", + "issue:4480", + "issue:4566", + "issue:5226", + "issue:5577", + "issue:5862", + "issue:6107", + "issue:6110", + "issue:6382", + "issue:6518", + "issue:6548", + "issue:7223", + "issue:730", + "issue:7589", + "issue:760", + "issue:7644", + "issue:8228", + "issue:8305", + "issue:8309", + "issue:8588", + "issue:8950", + "issue:9156", + "issue:9673" + ], + "soft_pairs": [ + "issue:11819|issue:12120", + "issue:222|issue:4117", + "issue:7223|issue:8309", + "issue:5577|issue:8228", + "issue:5226|issue:6110", + "issue:10210|issue:6548", + "issue:3175|issue:3774", + "issue:10722|issue:7644", + "issue:4566|issue:8950", + "issue:6107|issue:6382", + "issue:10518|issue:8588", + "issue:11489|issue:9156", + "issue:2244|issue:2844", + "issue:4306|issue:8305", + "issue:5862|issue:7589", + "issue:3802|issue:3954", + "issue:11182|issue:9673", + "issue:10967|issue:11256", + "issue:12022|issue:12535", + "issue:2392|issue:6518", + "issue:4480|issue:760", + "issue:1807|issue:2296", + "issue:1985|issue:2462", + "issue:2806|issue:730" + ], + "prepared_review_unit_hash": "d92bb649cea2da2bcb2d0d0e44a2156c78408e468e1ec797c9de9526f05ddc68", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34345, + "estimated_input_tokens": 8587, + "estimated_eval_tokens": 17430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly a heterogeneous mix of unrelated bugs, feature requests, and training-script questions. The soft-similarity links are generally too weak for duplicate merging; none look like the same concrete issue or change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 10210 is the clearest, most concrete bug report in the set and the best representative anchor, but the overall cluster is too mixed to treat any single issue as a true canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 10210 is the most actionable end-user bug report: a specific img2img symptom with a clear expected-vs-actual failure mode, unlike the more speculative feature requests and broad training errors.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11819", + "right": "issue:12120", + "accept": false, + "reason": "Both mention FLUX training, but one is image-editing with FLUX Kontext and the other is training a LoRA for distilled FLUX; different use cases and failure modes." + }, + { + "left": "issue:222", + "right": "issue:4117", + "accept": false, + "reason": "Generic runtime error vs SDXL DreamBooth failure; too broad and no shared concrete code path." + }, + { + "left": "issue:7223", + "right": "issue:8309", + "accept": false, + "reason": "Latte video-generation integration request and conditional diffusion distillation are unrelated features." + }, + { + "left": "issue:5577", + "right": "issue:8228", + "accept": false, + "reason": "Both are model-loading errors, but one is ControlNet from_single_file key mismatch and the other is CLIPTextModel loading failure; different bugs." + }, + { + "left": "issue:5226", + "right": "issue:6110", + "accept": false, + "reason": "Both involve load_lora_weights, but one is adapter compatibility and the other is offline loading behavior; not the same defect." + }, + { + "left": "issue:10210", + "right": "issue:6548", + "accept": false, + "reason": "Both concern img2img inputs, but 10210 is FluxImg2ImgPipeline producing near-identical outputs, while 6548 is RGBA images being misread as latents in SD/SDXL img2img." + }, + { + "left": "issue:3175", + "right": "issue:3774", + "accept": false, + "reason": "DreamBooth multi-face training and ZeRO-3 memory savings are different training concerns." + }, + { + "left": "issue:10722", + "right": "issue:7644", + "accept": false, + "reason": "Prior-preservation tensor shape mismatch vs stable-cascade failure on non-power-of-two images; unrelated errors." + }, + { + "left": "issue:4566", + "right": "issue:8950", + "accept": false, + "reason": "SDXL LoRA checkpoint resume issue vs SD3 LoRA training bug; different model families and symptoms." + }, + { + "left": "issue:6107", + "right": "issue:6382", + "accept": false, + "reason": "IP-Adapter AWS/runtime compatibility vs a key error during LCM LoRA training and later IP-Adapter use; not the same issue." + }, + { + "left": "issue:10518", + "right": "issue:8588", + "accept": false, + "reason": "A script bug in sd3_lora_colab versus a missing SD3 conversion script; different problems." + }, + { + "left": "issue:11489", + "right": "issue:9156", + "accept": false, + "reason": "Flux LoRA training error vs Flux LoRA CUDA OOM; one is correctness/runtime failure, the other is resource exhaustion." + }, + { + "left": "issue:2244", + "right": "issue:2844", + "accept": false, + "reason": "DreamBooth CPU half-precision inference failure vs explicit image-embedding handling in StableUnCLIP; unrelated pipeline paths." + }, + { + "left": "issue:4306", + "right": "issue:8305", + "accept": false, + "reason": "Reference pipeline list-index error vs scheduler eta range issue; different code paths." + }, + { + "left": "issue:5862", + "right": "issue:7589", + "accept": false, + "reason": "Gradient checkpointing support in Transformer2DModel vs GLIGEN not working; not the same bug." + }, + { + "left": "issue:3802", + "right": "issue:3954", + "accept": false, + "reason": "Checkpoint limit argument not working vs wrong LR scheduler step count; both training examples, but distinct behaviors." + }, + { + "left": "issue:11182", + "right": "issue:9673", + "accept": false, + "reason": "BF16 variant triggering an unnecessary download vs high CPU usage when loading multiple LoRAs; different loading issues." + }, + { + "left": "issue:10967", + "right": "issue:11256", + "accept": false, + "reason": "Two independent feature requests for different methods/models; not duplicates." + }, + { + "left": "issue:12022", + "right": "issue:12535", + "accept": false, + "reason": "Flash-attention interface compatibility vs Wan2.2 LoRA loading failure; unrelated." + }, + { + "left": "issue:2392", + "right": "issue:6518", + "accept": false, + "reason": "Prompt-embeds validation error in img2img vs NoneType floor-division in LCM distillation; different failures." + }, + { + "left": "issue:4480", + "right": "issue:760", + "accept": false, + "reason": "Both involve MPS, but one is a kernel crash with float16 and the other is unexpected output in an older release; not the same concrete bug." + }, + { + "left": "issue:1807", + "right": "issue:2296", + "accept": false, + "reason": "Inference slowdown over generations vs xformers attention not working on T4; unrelated performance/runtime topics." + }, + { + "left": "issue:1985", + "right": "issue:2462", + "accept": false, + "reason": "Embedding loading UX request vs IterableDataset finetuning support; different features." + }, + { + "left": "issue:2806", + "right": "issue:730", + "accept": false, + "reason": "Customized pipeline printing vs DreamBooth learning behavior; no shared code path or symptom." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 171, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10040", + "issue:10180", + "issue:1061", + "issue:10772", + "issue:11178", + "issue:11547", + "issue:12012", + "issue:12029", + "issue:12078", + "issue:12499", + "issue:1264", + "issue:2326", + "issue:2364", + "issue:2548", + "issue:2786", + "issue:2904", + "issue:3040", + "issue:3645", + "issue:3660", + "issue:3799", + "issue:4206", + "issue:4229", + "issue:4488", + "issue:4639", + "issue:4667", + "issue:4724", + "issue:4726", + "issue:4868", + "issue:4892", + "issue:4935", + "issue:499", + "issue:5295", + "issue:5840", + "issue:593", + "issue:6110", + "issue:6324", + "issue:6801", + "issue:6894", + "issue:7053", + "issue:7185", + "issue:7303", + "issue:7392", + "issue:7466", + "issue:7785", + "issue:9142", + "issue:9187", + "issue:9267", + "issue:9421" + ], + "soft_pairs": [ + "issue:2904|issue:9142", + "issue:3040|issue:6324", + "issue:3799|issue:4726", + "issue:4488|issue:4667", + "issue:5840|issue:6894", + "issue:7303|issue:7392", + "issue:2364|issue:499", + "issue:4868|issue:9267", + "issue:6801|issue:7785", + "issue:6110|issue:9187", + "issue:2326|issue:2548", + "issue:4229|issue:4639", + "issue:10180|issue:12078", + "issue:4206|issue:7466", + "issue:7053|issue:7185", + "issue:12012|issue:12499", + "issue:10040|issue:9421", + "issue:2786|issue:4935", + "issue:11178|issue:12029", + "issue:4892|issue:5295", + "issue:1061|issue:593", + "issue:10772|issue:11547", + "issue:1264|issue:3645", + "issue:3660|issue:4724" + ], + "prepared_review_unit_hash": "a4234551e3769dd0043888328d22bf9843ffcd73e9ac610a5f4ce1ca8599249b", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34119, + "estimated_input_tokens": 8530, + "estimated_eval_tokens": 17316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster looks heterogeneous: it mixes unrelated model-loading, training, scheduler, and feature-request issues that only share broad vocabulary. None of the soft edges look like true duplicate pairs, so there is no clear canonical issue for the cluster.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue meaningfully represents the cluster; the items span multiple unrelated bugs/features rather than one duplicate family.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No issue is a strong global representative because the cluster is not centered on one underlying bug or workflow.", + "best_pr_reason": "No PRs are present, so none are suitable as a global PR representative.", + "soft_edge_verdicts": [ + { + "left": "issue:2904", + "right": "issue:9142", + "accept": false, + "reason": "Different pipelines, models, and failures: AudioLDM scheduler NoneType vs Hunyuan DiT multiple-controlnet loading error." + }, + { + "left": "issue:3040", + "right": "issue:6324", + "accept": false, + "reason": "Same general error class, but the concrete bug differs: list-type vs bool-type __module__ failure in different contexts." + }, + { + "left": "issue:3799", + "right": "issue:4726", + "accept": false, + "reason": "Unrelated type-hint issues: scheduler return type inference vs callback annotation in StableDiffusionPipeline." + }, + { + "left": "issue:4488", + "right": "issue:4667", + "accept": false, + "reason": "Both concern single-file loading, but one is SDXL ckpt import behavior and the other is StableDiffusionPipeline v0.20.0 failure; not the same concrete bug." + }, + { + "left": "issue:5840", + "right": "issue:6894", + "accept": false, + "reason": "Different symptoms and environments: checkpoint resume freezing in SDXL LoRA training vs A1111 LoRA compatibility regression." + }, + { + "left": "issue:7303", + "right": "issue:7392", + "accept": false, + "reason": "Scheduler zero_snr support and SDXL aspect-ratio training are unrelated problems." + }, + { + "left": "issue:2364", + "right": "issue:499", + "accept": false, + "reason": "Both mention training scripts, but they are different scripts with different failure modes; too broad to treat as one bug." + }, + { + "left": "issue:4868", + "right": "issue:9267", + "accept": false, + "reason": "Different attribute errors in different code paths: missing __getattr__ vs missing rope attribute in transformer_flux." + }, + { + "left": "issue:6801", + "right": "issue:7785", + "accept": false, + "reason": "Scheduler loading regression and slow first inference are different performance/compatibility issues." + }, + { + "left": "issue:6110", + "right": "issue:9187", + "accept": false, + "reason": "Offline LoRA loading and SDXL IP-Adapter image encoder handling are separate features/problems." + }, + { + "left": "issue:2326", + "right": "issue:2548", + "accept": false, + "reason": "Both involve LoRA saving/export, but one is conversion to safetensors/ckpt and the other is training save failure; not clearly the same bug." + }, + { + "left": "issue:4229", + "right": "issue:4639", + "accept": false, + "reason": "Both are training failures, but they affect different scripts and different subsystems (accelerate multi-GPU vs dataloader multiprocessing)." + }, + { + "left": "issue:10180", + "right": "issue:12078", + "accept": false, + "reason": "Different Flux Control LoRA topics: loading multiple LoRAs vs an example validation-input problem." + }, + { + "left": "issue:4206", + "right": "issue:7466", + "accept": false, + "reason": "Both are controlnet-related, but one is generic SDXL controlnet training breakage and the other is torch.compile failure in multi-controlnet inpaint." + }, + { + "left": "issue:7053", + "right": "issue:7185", + "accept": false, + "reason": "Class-conditioning behavior in UNet3DConditionModel is unrelated to PyTorch version support." + }, + { + "left": "issue:12012", + "right": "issue:12499", + "accept": false, + "reason": "Both are Wan 2.2 issues, but one is apply_first_block_cache context handling and the other is I2V condition shape mismatch." + }, + { + "left": "issue:10040", + "right": "issue:9421", + "accept": false, + "reason": "Grey output images and inability to access a specific inpainting model are unrelated." + }, + { + "left": "issue:2786", + "right": "issue:4935", + "accept": false, + "reason": "Depth2Img numpy/transformers compatibility and a LoRA-layer usage question are different concerns." + }, + { + "left": "issue:11178", + "right": "issue:12029", + "accept": false, + "reason": "Both are model loading problems, but they involve different models and likely different loader failures." + }, + { + "left": "issue:4892", + "right": "issue:5295", + "accept": false, + "reason": "Distinct video-generation/editing projects with no shared bug." + }, + { + "left": "issue:1061", + "right": "issue:593", + "accept": false, + "reason": "Docs update for textual inversion on SD1.5 is unrelated to repeated-image generation behavior." + }, + { + "left": "issue:10772", + "right": "issue:11547", + "accept": false, + "reason": "Both request ControlNet support, but for different base models and implementations; not the same change." + }, + { + "left": "issue:1264", + "right": "issue:3645", + "accept": false, + "reason": "Hard-coded scheduler checkpoint and a controlnet inpaint training/help request are unrelated." + }, + { + "left": "issue:3660", + "right": "issue:4724", + "accept": false, + "reason": "torch.compile/Lora/xformers incompatibility is a different failure mode from SDXL img2img behavior with a checkpoint." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 172, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1100", + "issue:11700", + "issue:1197", + "issue:12195", + "issue:12535", + "issue:12575", + "issue:12689", + "issue:1271", + "issue:13142", + "issue:1350", + "issue:1544", + "issue:1616", + "issue:234", + "issue:2465", + "issue:2549", + "issue:2599", + "issue:2618", + "issue:2707", + "issue:3221", + "issue:3325", + "issue:3391", + "issue:3420", + "issue:347", + "issue:3660", + "issue:4185", + "issue:4325", + "issue:4664", + "issue:5103", + "issue:5150", + "issue:5379", + "issue:5442", + "issue:5544", + "issue:5862", + "issue:6196", + "issue:6492", + "issue:6602", + "issue:6722", + "issue:6911", + "issue:8532", + "issue:8543", + "issue:8555", + "issue:8726", + "issue:905", + "issue:9134", + "issue:9279", + "issue:9914", + "issue:9953", + "issue:9997" + ], + "soft_pairs": [ + "issue:5150|issue:5862", + "issue:6196|issue:6602", + "issue:8543|issue:8726", + "issue:4664|issue:5544", + "issue:1271|issue:347", + "issue:2707|issue:3325", + "issue:4185|issue:6492", + "issue:3221|issue:3660", + "issue:3420|issue:6911", + "issue:8532|issue:9914", + "issue:12535|issue:12689", + "issue:1197|issue:905", + "issue:234|issue:2549", + "issue:4325|issue:5103", + "issue:6722|issue:8555", + "issue:9134|issue:9997", + "issue:1100|issue:1544", + "issue:12195|issue:13142", + "issue:2465|issue:2599", + "issue:12575|issue:9953", + "issue:11700|issue:9279", + "issue:1350|issue:5442", + "issue:1616|issue:5379", + "issue:2618|issue:3391" + ], + "prepared_review_unit_hash": "d91d10237e4a713e08feb2b2447280af9e33ff742c967bc3a39b42a7cf22e60a", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33869, + "estimated_input_tokens": 8468, + "estimated_eval_tokens": 17192 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mixed bag of unrelated bug reports and feature requests; the soft pairs are mostly superficial similarities around pipelines, LoRAs, or black-image symptoms rather than the same underlying defect.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue fits the whole set because the items span multiple unrelated subsystems. If a representative bug must be chosen, issue 12689 is the most concrete and actionable loading-failure report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 12689 is the best standalone representative: it describes a concrete LoRA-loading failure with direct user impact and clear actionability.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5150", + "right": "issue:5862", + "accept": false, + "reason": "Different problems: missing from_single_file support vs gradient checkpointing support." + }, + { + "left": "issue:6196", + "right": "issue:6602", + "accept": false, + "reason": "Both are loading-related, but they hit different code paths and different model/component failures." + }, + { + "left": "issue:8543", + "right": "issue:8726", + "accept": false, + "reason": "Same broad SD3 dreambooth area, but one is gradient checkpointing and the other is text-encoder errors; not the same bug." + }, + { + "left": "issue:4664", + "right": "issue:5544", + "accept": false, + "reason": "Both mention SDXL, but one is LoRA loading and the other is FreeU disable behavior." + }, + { + "left": "issue:1271", + "right": "issue:347", + "accept": false, + "reason": "One is a Dreambooth notebook dependency-install problem; the other is a huggingface-hub version resolution issue." + }, + { + "left": "issue:2707", + "right": "issue:3325", + "accept": false, + "reason": "Unrelated scripts and failures: a syntax error in conversion code vs a CUDA runtime error during Dreambooth training." + }, + { + "left": "issue:4185", + "right": "issue:6492", + "accept": false, + "reason": "Both describe black images, but the reported contexts and likely causes are too different to treat as the same bug." + }, + { + "left": "issue:3221", + "right": "issue:3660", + "accept": false, + "reason": "Different APIs and failure modes: load_attn_procs regression vs torch.compile interactions with LoRA/xformers." + }, + { + "left": "issue:3420", + "right": "issue:6911", + "accept": false, + "reason": "These concern different models and bugs; one is ControlNet inpainting integration, the other class-label handling in a 3D UNet." + }, + { + "left": "issue:8532", + "right": "issue:9914", + "accept": false, + "reason": "Both involve LoRA loading, but one is a memory increase while the other is a loading/compatibility error for a specific Flux/Xlabs format." + }, + { + "left": "issue:12535", + "right": "issue:12689", + "accept": false, + "reason": "Both are LoRA-loading issues, but they refer to different model families and different failure modes, not one shared bug." + }, + { + "left": "issue:1197", + "right": "issue:905", + "accept": false, + "reason": "Separate community-pipeline feature requests with no shared concrete change or bug." + }, + { + "left": "issue:234", + "right": "issue:2549", + "accept": false, + "reason": "Different issues: half-precision runtime behavior vs an SD2-based UNet model not working." + }, + { + "left": "issue:4325", + "right": "issue:5103", + "accept": false, + "reason": "Both mention black images, but one is SDXL casting/runtime warning and the other is zero-SNR DDIM behavior; not the same root cause." + }, + { + "left": "issue:6722", + "right": "issue:8555", + "accept": false, + "reason": "Related to text encoders, but one is using SigLIP as an encoder and the other is SD3 FP8/training availability." + }, + { + "left": "issue:9134", + "right": "issue:9997", + "accept": false, + "reason": "One reports a compatibility issue with LoRAs trained by SimpleTuner; the other is a feature request for supporting new Flux LoRAs." + }, + { + "left": "issue:1100", + "right": "issue:1544", + "accept": false, + "reason": "Different AttributeErrors in different components: CLIPTextTransformer.device vs DDPMScheduler.get_velocity." + }, + { + "left": "issue:12195", + "right": "issue:13142", + "accept": false, + "reason": "Different library regressions affecting different components: AutoencoderKL/torch.library vs PRXPipeline/transformers." + }, + { + "left": "issue:2465", + "right": "issue:2599", + "accept": false, + "reason": "A recipe request is not the same as a multi-subject training quality bug." + }, + { + "left": "issue:12575", + "right": "issue:9953", + "accept": false, + "reason": "Different problems: attention backend checks error vs moving a quantized component to CUDA." + }, + { + "left": "issue:11700", + "right": "issue:9279", + "accept": false, + "reason": "Both are feature requests around loading, but they target different capabilities and code paths." + }, + { + "left": "issue:1350", + "right": "issue:5442", + "accept": false, + "reason": "Unrelated community-pipeline requests." + }, + { + "left": "issue:1616", + "right": "issue:5379", + "accept": false, + "reason": "Different pipeline feature requests with no shared bug or change." + }, + { + "left": "issue:2618", + "right": "issue:3391", + "accept": false, + "reason": "Different symptom and pipeline: ControlNet float-tensor image input vs DeepFloyd super-resolution overexposure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 173, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10928", + "issue:11247", + "issue:11351", + "issue:11584", + "issue:13258", + "issue:1363", + "issue:1616", + "issue:2163", + "issue:2250", + "issue:2707", + "issue:2838", + "issue:3124", + "issue:3648", + "issue:3881", + "issue:4080", + "issue:4520", + "issue:4835", + "issue:5233", + "issue:5509", + "issue:5578", + "issue:5606", + "issue:5753", + "issue:5783", + "issue:5862", + "issue:5905", + "issue:5966", + "issue:6323", + "issue:6351", + "issue:6427", + "issue:6549", + "issue:6561", + "issue:6911", + "issue:6934", + "issue:6974", + "issue:7549", + "issue:7592", + "issue:8233", + "issue:8493", + "issue:8518", + "issue:8732", + "issue:8832", + "issue:8909", + "issue:8958", + "issue:9084", + "issue:9422", + "issue:9534", + "issue:9927", + "issue:9979" + ], + "soft_pairs": [ + "issue:3124|issue:6911", + "issue:4080|issue:5905", + "issue:7592|issue:8493", + "issue:11584|issue:8518", + "issue:6549|issue:6561", + "issue:8732|issue:8909", + "issue:4835|issue:5606", + "issue:6351|issue:8832", + "issue:8958|issue:9534", + "issue:10928|issue:8233", + "issue:2163|issue:2707", + "issue:6427|issue:6934", + "issue:11247|issue:9979", + "issue:3648|issue:3881", + "issue:5753|issue:6323", + "issue:2250|issue:5509", + "issue:1363|issue:1616", + "issue:9422|issue:9927", + "issue:11351|issue:13258", + "issue:2838|issue:5966", + "issue:4520|issue:6974", + "issue:5233|issue:9084", + "issue:5578|issue:5862", + "issue:5783|issue:7549" + ], + "prepared_review_unit_hash": "d2b882c5fa900984fbce4d50b3e3935d887b69802ee177f5ac285a8691628a10", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34129, + "estimated_input_tokens": 8533, + "estimated_eval_tokens": 17322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the items span many unrelated bugs across loading, training, ControlNet, schedulers, and model conversion, with only superficial title overlap. All soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue cleanly covers the cluster; the only reasonable representative is issue 5753, but the set is too heterogeneous to treat as one bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 5753 is the closest representative of the recurring pipeline/adapter interaction theme, but it still does not match most other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3124", + "right": "issue:6911", + "accept": false, + "reason": "Both mention model conversion/model classes, but one is SD model conversion and the other is 3D class-label handling; different code paths and bugs." + }, + { + "left": "issue:4080", + "right": "issue:5905", + "accept": false, + "reason": "SDXL inpainting pipeline request vs diffusion-GAN model request; unrelated feature asks." + }, + { + "left": "issue:7592", + "right": "issue:8493", + "accept": false, + "reason": "DoRA state_dict loading issue vs SD3Transformer2DModel state_dict mismatch; both are loading bugs but for different mechanisms and models." + }, + { + "left": "issue:11584", + "right": "issue:8518", + "accept": false, + "reason": "torch.compile with group offloading on HunyuanVideo vs SD3 torch.compile unsupported call; different models and failure modes." + }, + { + "left": "issue:6549", + "right": "issue:6561", + "accept": false, + "reason": "LoRA alpha warning vs missing IP-Adapter config.json; both loading-related, but not the same defect." + }, + { + "left": "issue:8732", + "right": "issue:8909", + "accept": false, + "reason": "Checkpoint saving issue in advanced training vs saving text_encoder_ti in dreambooth LoRA; similar area, different save logic and reproduction." + }, + { + "left": "issue:4835", + "right": "issue:5606", + "accept": false, + "reason": "MultiControlNet img2img bug vs LoRA alpha handling bug; only broad pipeline-level similarity." + }, + { + "left": "issue:6351", + "right": "issue:8832", + "accept": false, + "reason": "DDP missing disable_adapters in SDXL LCM distillation vs a generic pipe(prompt) crash; not the same code path." + }, + { + "left": "issue:8958", + "right": "issue:9534", + "accept": false, + "reason": "PyTorch version compatibility error vs FluxMultiControlNetModel config attribute bug; unrelated runtime issues." + }, + { + "left": "issue:10928", + "right": "issue:8233", + "accept": false, + "reason": "Missing fp16 weight file while loading a UNet vs depth pipeline fp16 error; both mention fp16 but different models and causes." + }, + { + "left": "issue:2163", + "right": "issue:2707", + "accept": false, + "reason": "UNet dtype mismatch during training vs a syntax error in a conversion script; not a duplicate bug." + }, + { + "left": "issue:6427", + "right": "issue:6934", + "accept": false, + "reason": "Both are conversion problems, but one is diffusers-to-ckpt and the other diffusers-to-original-SDXL; different converters and failures." + }, + { + "left": "issue:11247", + "right": "issue:9979", + "accept": false, + "reason": "Flux transformer multi-GPU/controlnet distribution vs flux img2img controlnet channel mismatch; both Flux+ControlNet, but different issues." + }, + { + "left": "issue:3648", + "right": "issue:3881", + "accept": false, + "reason": "Both are training advice questions, not the same bug or change." + }, + { + "left": "issue:5753", + "right": "issue:6323", + "accept": false, + "reason": "SDXL ControlNet load_lora_weights failure vs TensorRT img2img guidance_scale attribute error; different pipelines and error surfaces." + }, + { + "left": "issue:2250", + "right": "issue:5509", + "accept": false, + "reason": "Dreambooth inference not generating images vs batch-size mismatch for np.ndarray/cv2 image input; unrelated inference bugs." + }, + { + "left": "issue:1363", + "right": "issue:1616", + "accept": false, + "reason": "ONNX LPW scheduler error vs community LPW pipeline release/support issue; related topic, but not the same defect." + }, + { + "left": "issue:9422", + "right": "issue:9927", + "accept": false, + "reason": "ControlNet SDXL training NaNs vs HeaderTooLarge during sdv3 controlnet training; different failure modes." + }, + { + "left": "issue:11351", + "right": "issue:13258", + "accept": false, + "reason": "Video processor dtype question vs missing Wan2.2 TI2V model entry; not the same bug." + }, + { + "left": "issue:2838", + "right": "issue:5966", + "accept": false, + "reason": "Request to support a controlnet pipeline variant vs request for ControlNet on SD 2.1; both are feature requests, but distinct models/use cases." + }, + { + "left": "issue:4520", + "right": "issue:6974", + "accept": false, + "reason": "LoRA scale with attention slicing vs unloading textual inversion not removing tokenizer_2/text_encoder_2; different adapter-management bugs." + }, + { + "left": "issue:5233", + "right": "issue:9084", + "accept": false, + "reason": "Callback step value issue vs SD3 inpaint EulerA scheduler ordering bug; different API surfaces and fixes." + }, + { + "left": "issue:5578", + "right": "issue:5862", + "accept": false, + "reason": "Missing model_index.json when loading a random module vs lack of gradient checkpointing support in Transformer2DModel; not duplicates." + }, + { + "left": "issue:5783", + "right": "issue:7549", + "accept": false, + "reason": "EMA not working in train_text_to_image_sdxl vs potential UNet EMA bug; both mention EMA, but one is a training script behavior and the other a suspected model-level bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 174, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10550", + "issue:11447", + "issue:11702", + "issue:1205", + "issue:1249", + "issue:1552", + "issue:1974", + "issue:2091", + "issue:2192", + "issue:2462", + "issue:255", + "issue:2581", + "issue:2991", + "issue:3019", + "issue:3103", + "issue:3177", + "issue:3191", + "issue:3445", + "issue:3540", + "issue:4000", + "issue:4892", + "issue:4974", + "issue:4993", + "issue:5023", + "issue:5152", + "issue:5432", + "issue:5687", + "issue:5889", + "issue:5966", + "issue:6157", + "issue:6382", + "issue:6407", + "issue:6791", + "issue:6811", + "issue:6949", + "issue:7033", + "issue:7079", + "issue:7255", + "issue:730", + "issue:761", + "issue:7616", + "issue:7619", + "issue:7948", + "issue:8732", + "issue:8873", + "issue:9454", + "issue:9546", + "issue:9763" + ], + "soft_pairs": [ + "issue:2192|issue:6791", + "issue:3177|issue:7619", + "issue:5687|issue:7616", + "issue:2091|issue:8732", + "issue:1205|issue:4974", + "issue:2462|issue:5966", + "issue:6811|issue:9454", + "issue:7079|issue:8873", + "issue:1249|issue:1974", + "issue:11447|issue:8873", + "issue:255|issue:3103", + "issue:3019|issue:6407", + "issue:5432|issue:6949", + "issue:7255|issue:7948", + "issue:2991|issue:761", + "issue:9546|issue:9763", + "issue:5023|issue:5152", + "issue:10550|issue:11702", + "issue:3540|issue:6157", + "issue:1552|issue:730", + "issue:6382|issue:7033", + "issue:2581|issue:4000", + "issue:4892|issue:5889", + "issue:3191|issue:3445", + "issue:4993|issue:5023" + ], + "prepared_review_unit_hash": "bed2962fdfb6394f4e047bbe4c7f2fbf88a52407415deab9be03a7066ef2f37a", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34193, + "estimated_input_tokens": 8549, + "estimated_eval_tokens": 17354 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a keyword-similarity bucket, not a duplicate set. The issues span LoRA loading, checkpoint/offline loading, training scripts, conversion, scheduler behavior, and unrelated pipeline bugs; none appear to describe the same concrete bug/change.", + "confidence": 0.29, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:3191 is the broadest representative of the LoRA/DreamBooth training failures in the set, but it is not a safe canonical duplicate target because the cluster is heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2192", + "right": "issue:6791", + "accept": false, + "reason": "Both concern training script arguments/running, but one is missing CLI flags in a LoRA script and the other is a separate SDXL script runtime failure; no same code-path bug." + }, + { + "left": "issue:3177", + "right": "issue:7619", + "accept": false, + "reason": "Both are DreamBooth training problems, but one is DeepSpeed stage-3 offload breakage and the other is a channel mismatch error; different failure modes." + }, + { + "left": "issue:5687", + "right": "issue:7616", + "accept": false, + "reason": "Both involve generation artifacts, but Karras-sigma duplicate timesteps in img2img is unrelated to low-denoise artifacts with Playground 2.5." + }, + { + "left": "issue:2091", + "right": "issue:8732", + "accept": false, + "reason": "Both involve checkpoint handling, but one is multi-GPU resume training and the other is checkpoint saving; distinct workflows and bugs." + }, + { + "left": "issue:1205", + "right": "issue:4974", + "accept": false, + "reason": "Both are conversion-related, but one is SD-to-ONNX conversion and the other is safetensor-to-diffusers conversion; different converter paths." + }, + { + "left": "issue:2462", + "right": "issue:5966", + "accept": false, + "reason": "Both are about training/support in the ecosystem, but one is IterableDataset finetuning support and the other is ControlNet for SD 2.1; not the same issue." + }, + { + "left": "issue:6811", + "right": "issue:9454", + "accept": false, + "reason": "Both are model-not-found / download failures, but they target different models and URLs with no shared underlying bug." + }, + { + "left": "issue:7079", + "right": "issue:8873", + "accept": false, + "reason": "One is a Transformer2DModel patch/norm error; the other is xformers performance regression. Different problems." + }, + { + "left": "issue:1249", + "right": "issue:1974", + "accept": false, + "reason": "Both hit schedulers, but one is an OnnxPipeline ndarray/device error and the other is generator-list reproducibility in Euler schedulers." + }, + { + "left": "issue:11447", + "right": "issue:8873", + "accept": false, + "reason": "Offline checkpoint shard loading and xformers slowdown are unrelated issues." + }, + { + "left": "issue:255", + "right": "issue:3103", + "accept": false, + "reason": "Both concern dimensions, but one is a StableDiffusionPipeline unet block error and the other is inpainting height/width behavior; not the same bug." + }, + { + "left": "issue:3019", + "right": "issue:6407", + "accept": false, + "reason": "A text-guided editing feature request and a multilingual visual text generation model request are separate feature requests." + }, + { + "left": "issue:5432", + "right": "issue:6949", + "accept": false, + "reason": "Validation-image blankness in LoRA SDXL training and even-step blank images in a scheduler are not the same code-path." + }, + { + "left": "issue:7255", + "right": "issue:7948", + "accept": false, + "reason": "Both are model/pipeline feature requests, but for different methods (PeRFlow vs MuLan) and no shared bug/change." + }, + { + "left": "issue:2991", + "right": "issue:761", + "accept": false, + "reason": "Mixed-precision ControlNet example failure is unrelated to DreamBooth 8-bit Adam training failure." + }, + { + "left": "issue:9546", + "right": "issue:9763", + "accept": false, + "reason": "Both are Flux ControlNet training issues, but one is validation OOM and the other is prompt truncation at >77 tokens; different bugs." + }, + { + "left": "issue:5023", + "right": "issue:5152", + "accept": false, + "reason": "Both concern Wuerstchen, but one is an import error in 0.21.0 and the other is a separate bug in 0.21.3 alpha." + }, + { + "left": "issue:10550", + "right": "issue:11702", + "accept": false, + "reason": "Both mention LoRA loading, but one is loading LoRA into a quantized base model and the other is an AccVid LoRA key error; different models and failure points." + }, + { + "left": "issue:3540", + "right": "issue:6157", + "accept": false, + "reason": "Prompt embedding support for TextToVideoZeroPipeline and IP-Adapter behavior in ControlNetImg2ImgPipeline are unrelated." + }, + { + "left": "issue:1552", + "right": "issue:730", + "accept": false, + "reason": "Stable Diffusion 2 attention slicing and DreamBooth local-vs-Colab learning differences are not the same bug." + }, + { + "left": "issue:6382", + "right": "issue:7033", + "accept": false, + "reason": "IP-adapter key error during LCM LoRA training/use and attention masking warning logs are different issues; one is a hard error, the other is logging." + }, + { + "left": "issue:2581", + "right": "issue:4000", + "accept": false, + "reason": "Both are about conversion, but one is ControlNet checkpoint conversion and the other is SD 2.0 ckpt-to-diffusers conversion; separate tasks." + }, + { + "left": "issue:4892", + "right": "issue:5889", + "accept": false, + "reason": "TokenFlow pipeline request and Stable Video Diffusion request are different model/pipeline additions." + }, + { + "left": "issue:3191", + "right": "issue:3445", + "accept": false, + "reason": "Both are LoRA-related training issues, but one is a general DreamBooth+LoRA breakage and the other is a specific text-encoder monkey-patching failure." + }, + { + "left": "issue:4993", + "right": "issue:5023", + "accept": false, + "reason": "CLIPImageProjection export/import-structure issue and WuerstchenCombinedPipeline import error are related to packaging but involve different symbols and breakages." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 175, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10026", + "issue:10040", + "issue:10428", + "issue:1100", + "issue:11006", + "issue:11104", + "issue:11133", + "issue:11136", + "issue:11359", + "issue:11410", + "issue:11830", + "issue:12120", + "issue:12359", + "issue:1536", + "issue:1695", + "issue:1802", + "issue:2089", + "issue:2107", + "issue:2179", + "issue:2495", + "issue:2695", + "issue:3213", + "issue:4186", + "issue:4321", + "issue:4752", + "issue:4892", + "issue:4936", + "issue:5227", + "issue:5274", + "issue:6258", + "issue:6385", + "issue:6540", + "issue:6549", + "issue:6858", + "issue:7731", + "issue:7950", + "issue:7974", + "issue:8182", + "issue:8472", + "issue:8518", + "issue:8551", + "issue:858", + "issue:8738", + "issue:8879", + "issue:8958", + "issue:9630", + "issue:9889", + "issue:9979" + ], + "soft_pairs": [ + "issue:10026|issue:8738", + "issue:11133|issue:12359", + "issue:6540|issue:6858", + "issue:11359|issue:12120", + "issue:11830|issue:4321", + "issue:1802|issue:4186", + "issue:2107|issue:2179", + "issue:6385|issue:8551", + "issue:11136|issue:9889", + "issue:10040|issue:6258", + "issue:2695|issue:9630", + "issue:2495|issue:4321", + "issue:11410|issue:7950", + "issue:6549|issue:7974", + "issue:4936|issue:8472", + "issue:5227|issue:8879", + "issue:11006|issue:11104", + "issue:1536|issue:3213", + "issue:4752|issue:5274", + "issue:8182|issue:8958", + "issue:8518|issue:8879", + "issue:1100|issue:858", + "issue:4892|issue:7731", + "issue:10428|issue:9979", + "issue:1695|issue:2089" + ], + "prepared_review_unit_hash": "397aef36b9ac5b78c68a0a90ea834764082b5e73eb129998d2db70bd654b4e87", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34608, + "estimated_input_tokens": 8652, + "estimated_eval_tokens": 17560 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; most pairs are only superficially similar by model/pipeline name or error class. The only near-duplicate-looking pair is the `lpw_stable_diffusion` compatibility regression.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 1536 is the closest anchor because it is the clearest concrete bug report and the one soft pair that plausibly points to the same underlying `lpw_stable_diffusion` regression as issue 3213.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 1536 is the strongest representative issue: it names a specific broken custom pipeline and a version-compatibility failure mode, which makes it the cleanest triage anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10026", + "right": "issue:8738", + "accept": false, + "reason": "Both mention Flux/ControlNet-style setup problems, but one is a memory scaling complaint and the other is an SD3 configuration issue; different bugs and code paths." + }, + { + "left": "issue:11133", + "right": "issue:12359", + "accept": false, + "reason": "Completely different topics: CogVideoX I2V runtime bug vs Chroma documentation for `guidance_scale`." + }, + { + "left": "issue:6540", + "right": "issue:6858", + "accept": false, + "reason": "Both are ControlNet training issues, but the failures differ (`mat2 must be a matrix` vs `'str' object has no attribute convert'`) and point to separate root causes." + }, + { + "left": "issue:11359", + "right": "issue:12120", + "accept": false, + "reason": "A speed feature request for LTX-Video is unrelated to a Flux distilled-LoRA training question." + }, + { + "left": "issue:11830", + "right": "issue:4321", + "accept": false, + "reason": "Both are black-output reports, but they involve different pipelines, backends, and failure contexts; not enough to be the same bug." + }, + { + "left": "issue:1802", + "right": "issue:4186", + "accept": false, + "reason": "`encoder_hidden_states=None` handling in UNet is unrelated to SDXL inpaint/refiner behavior." + }, + { + "left": "issue:2107", + "right": "issue:2179", + "accept": false, + "reason": "One reports low-resolution glitchy/black images, the other a Flax scheduler black-image issue; similar symptom, different underlying problem." + }, + { + "left": "issue:6385", + "right": "issue:8551", + "accept": false, + "reason": "VRAM usage in Stable Video Diffusion is unrelated to SDXL inpaint device placement with `device_map=\"balanced\"`." + }, + { + "left": "issue:11136", + "right": "issue:9889", + "accept": false, + "reason": "Different models and failures: SanaSprint timestep support vs an SDXL-turbo segmentation fault." + }, + { + "left": "issue:10040", + "right": "issue:6258", + "accept": false, + "reason": "Grey-image generation is not the same as forward-chunking quality degradation, even if both affect output quality." + }, + { + "left": "issue:2695", + "right": "issue:9630", + "accept": false, + "reason": "ControlNet validation/TensorBoard handling is unrelated to a Flux-ControlNet `num_single_layers=0` runtime error." + }, + { + "left": "issue:2495", + "right": "issue:4321", + "accept": false, + "reason": "Both mention black images under FP16, but one is MPS upscale and the other is DirectML ONNX; too different to merge." + }, + { + "left": "issue:11410", + "right": "issue:7950", + "accept": false, + "reason": "A tensor-unpacking error in attention code is unrelated to a PyTorch version compatibility issue." + }, + { + "left": "issue:6549", + "right": "issue:7974", + "accept": false, + "reason": "IP-Adapter + LoRA warning logs are not the same as an inpaint+IP-Adapter functional bug." + }, + { + "left": "issue:4936", + "right": "issue:8472", + "accept": false, + "reason": "DreamBooth resume breakage is different from a general question about pre-training LoRA with other modules." + }, + { + "left": "issue:5227", + "right": "issue:8879", + "accept": false, + "reason": "Both involve `torch.compile`, but one is about `load_lora_weight` and the other about cudagraph failure in SDXL; separate failures." + }, + { + "left": "issue:11006", + "right": "issue:11104", + "accept": false, + "reason": "Different video pipelines and different symptoms; no shared concrete code-path bug." + }, + { + "left": "issue:1536", + "right": "issue:3213", + "accept": true, + "reason": "Both point to the same `lpw_stable_diffusion` pipeline breakage/compatibility regression, with 3213 reading like a \u043f\u043e\u0432\u0442\u043e\u0440ed report of the same underlying issue." + }, + { + "left": "issue:4752", + "right": "issue:5274", + "accept": false, + "reason": "Both are dtype mismatch symptoms, but they occur in different pipelines and training/inference paths." + }, + { + "left": "issue:8182", + "right": "issue:8958", + "accept": false, + "reason": "A typo in logger usage is unrelated to the `torch.library.register_fake` API absence." + }, + { + "left": "issue:8518", + "right": "issue:8879", + "accept": false, + "reason": "Both are `torch.compile` problems, but the reported unsupported call on SD3 is not the same bug as cudagraph failure on SDXL." + }, + { + "left": "issue:1100", + "right": "issue:858", + "accept": false, + "reason": "Different attribute errors on unrelated objects; no shared code path." + }, + { + "left": "issue:4892", + "right": "issue:7731", + "accept": false, + "reason": "TokenFlow and StreamingT2V are different video-generation features, not the same bug." + }, + { + "left": "issue:10428", + "right": "issue:9979", + "accept": false, + "reason": "One is a Flux inference error on Ascend NPU, the other a Flux img2img ControlNet channel mismatch; distinct issues." + }, + { + "left": "issue:1695", + "right": "issue:2089", + "accept": false, + "reason": "DreamBooth multi-GPU/DeepSpeed training and AltDiffusion OOM are different training problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: the representative issue choice and the cluster summary are supported by titles alone, and the rejected soft pairs are framed conservatively. The `lpw_stable_diffusion` pair is the only plausible near-duplicate and the verdict does not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 176, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1013", + "issue:10165", + "issue:10223", + "issue:1049", + "issue:10492", + "issue:10512", + "issue:1061", + "issue:1070", + "issue:10804", + "issue:10866", + "issue:10940", + "issue:11014", + "issue:11062", + "issue:11853", + "issue:2234", + "issue:2265", + "issue:259", + "issue:2880", + "issue:3149", + "issue:3382", + "issue:3412", + "issue:3566", + "issue:3595", + "issue:3886", + "issue:4030", + "issue:4398", + "issue:5064", + "issue:5075", + "issue:5128", + "issue:5215", + "issue:5258", + "issue:5433", + "issue:5630", + "issue:6090", + "issue:6154", + "issue:6297", + "issue:6594", + "issue:6741", + "issue:7002", + "issue:7168", + "issue:7516", + "issue:7982", + "issue:8832", + "issue:9136", + "issue:9208", + "issue:9558", + "issue:987" + ], + "soft_pairs": [ + "issue:4030|issue:6594", + "issue:6090|issue:7002", + "issue:7168|issue:8832", + "issue:2265|issue:3886", + "issue:10492|issue:11062", + "issue:11014|issue:3382", + "issue:10223|issue:4398", + "issue:5128|issue:9208", + "issue:5215|issue:5630", + "issue:3566|issue:987", + "issue:5630|issue:9558", + "issue:11853|issue:9136", + "issue:6154|issue:6741", + "issue:3595|issue:7982", + "issue:2234|issue:6297", + "issue:5258|issue:5433", + "issue:10165|issue:10866", + "issue:5064|issue:5075", + "issue:1013|issue:3149", + "issue:1049|issue:3412", + "issue:10512|issue:10804", + "issue:1061|issue:2880", + "issue:1070|issue:259", + "issue:10940|issue:7516" + ], + "prepared_review_unit_hash": "b4d644473028e3a70025666dc187b5d9a22ff7629e40a80f0330e08d3f33831f", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33466, + "estimated_input_tokens": 8367, + "estimated_eval_tokens": 16990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: LoRA-loading problems, SDXL/pipeline bugs, training OOMs, docs requests, and import/runtime errors. None of the proposed soft pairs look like the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 10512 is the clearest representative of the recurring LoRA-loading/theme in this set, with a detailed and active bug report about a concrete failure path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 10512 is the strongest standalone issue to anchor the cluster because it is specific, actionable, and closest to the most repeated functional area (LoRA loading).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4030", + "right": "issue:6594", + "accept": false, + "reason": "Different failures: one is a Stable Diffusion v2.1 embedding runtime error, the other is a network/download connection error." + }, + { + "left": "issue:6090", + "right": "issue:7002", + "accept": false, + "reason": "Both are runtime failures, but the concrete bugs differ: channel-mismatch convolution input vs invalid buffer size/memory blowup." + }, + { + "left": "issue:7168", + "right": "issue:8832", + "accept": false, + "reason": "One is specifically about incorrect IP-Adapter image embedding tensors; the other is a generic pipeline crash at image generation." + }, + { + "left": "issue:2265", + "right": "issue:3886", + "accept": false, + "reason": "Different code paths and symptoms: ONNXRuntime incompatibility in a training script vs distributed training watchdog timeout." + }, + { + "left": "issue:10492", + "right": "issue:11062", + "accept": false, + "reason": "Both mention LoRA, but one is about torchao quantize/fuse errors and the other is about loading a CivitAI LoRA; not the same bug." + }, + { + "left": "issue:11014", + "right": "issue:3382", + "accept": false, + "reason": "Both mention OOM, but one is a general CUDA OOM in inference and the other is multi-GPU training OOM; too broad to treat as duplicates." + }, + { + "left": "issue:10223", + "right": "issue:4398", + "accept": false, + "reason": "A question about where to obtain a LoRA ID is unrelated to black-image output from the SDXL LoRA-dreambooth pipeline." + }, + { + "left": "issue:5128", + "right": "issue:9208", + "accept": false, + "reason": "Same API family, but one is loading a local .safetensors into XLPipeline and the other is loading controlnet models from single file; not clearly the same defect." + }, + { + "left": "issue:5215", + "right": "issue:5630", + "accept": false, + "reason": "Both are image-quality complaints in SDXL pipelines, but brightness shift and leftover noise are different bugs." + }, + { + "left": "issue:3566", + "right": "issue:987", + "accept": false, + "reason": "Different pipelines and outputs: controlnet_reference unexpected results vs speech-to-image green output." + }, + { + "left": "issue:5630", + "right": "issue:9558", + "accept": false, + "reason": "SDXL img2img scheduler noise is unrelated to a black validation image in tensorboard." + }, + { + "left": "issue:11853", + "right": "issue:9136", + "accept": false, + "reason": "One is a loading/config conflict when combining ControlNet and IP-Adapter; the other is a quality issue at certain resolutions." + }, + { + "left": "issue:6154", + "right": "issue:6741", + "accept": false, + "reason": "Different training issues: M2 Mac LoRA training failure vs a missing argparse field in Diffusion DPO." + }, + { + "left": "issue:3595", + "right": "issue:7982", + "accept": false, + "reason": "Both involve conversion/loading helpers, but from_ckpt failure and from_pipe with MultiControlNet are different concrete problems." + }, + { + "left": "issue:2234", + "right": "issue:6297", + "accept": false, + "reason": "Both are training problems, but xformers finetuning failure and SDXL LoRA photo-training failure are not the same bug." + }, + { + "left": "issue:5258", + "right": "issue:5433", + "accept": false, + "reason": "Both mention SDXL/refiner, but one is ControlNet inpainting with refiner and the other is DPM++ artifacts without refiner." + }, + { + "left": "issue:10165", + "right": "issue:10866", + "accept": false, + "reason": "Both are LoRA-related, but seed preservation when changing scale is unrelated to compatibility/loading of a Lumina Image 2.0 LoRA." + }, + { + "left": "issue:5064", + "right": "issue:5075", + "accept": false, + "reason": "Different refiner issues: out-of-space during inference vs a tensor shape mismatch when using prompt embeddings." + }, + { + "left": "issue:1013", + "right": "issue:3149", + "accept": false, + "reason": "Different versions and bug types: a pipeline not working in Diffusers 6.0 vs non-deterministic images in 0.14.0." + }, + { + "left": "issue:1049", + "right": "issue:3412", + "accept": false, + "reason": "Both are docs issues, but they target unrelated documentation pages and changes." + }, + { + "left": "issue:10512", + "right": "issue:10804", + "accept": false, + "reason": "Both are FLUX/LoRA load failures, but the titles suggest different model/format contexts (Quanto Flux vs ComfyUI-compatible FLUX1.dev) without enough evidence of the same bug." + }, + { + "left": "issue:1061", + "right": "issue:2880", + "accept": false, + "reason": "One is a documentation update request; the other is a JAX Colab runtime failure." + }, + { + "left": "issue:1070", + "right": "issue:259", + "accept": false, + "reason": "Different Stable Diffusion issues: inpainting bug vs progress-bar behavior." + }, + { + "left": "issue:10940", + "right": "issue:7516", + "accept": false, + "reason": "Separate import problems with different missing symbols/modules: triton.ops missing vs DepthNormalEstimationPipeline absent." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 177, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:11215", + "issue:11464", + "issue:11648", + "issue:1185", + "issue:11964", + "issue:1304", + "issue:1305", + "issue:1500", + "issue:1552", + "issue:1572", + "issue:1807", + "issue:2053", + "issue:2093", + "issue:2218", + "issue:2361", + "issue:2437", + "issue:2462", + "issue:2599", + "issue:2645", + "issue:2689", + "issue:2776", + "issue:2783", + "issue:2785", + "issue:2844", + "issue:2991", + "issue:3175", + "issue:3583", + "issue:3803", + "issue:3811", + "issue:383", + "issue:4064", + "issue:4080", + "issue:4376", + "issue:4868", + "issue:4933", + "issue:5014", + "issue:5153", + "issue:528", + "issue:540", + "issue:5595", + "issue:660", + "issue:668", + "issue:7428", + "issue:776", + "issue:905", + "issue:9178", + "issue:9525", + "issue:9637" + ], + "soft_pairs": [ + "issue:11215|issue:9525", + "issue:11464|issue:11648", + "issue:1185|issue:2599", + "issue:11964|issue:9178", + "issue:1304|issue:2093", + "issue:1305|issue:5153", + "issue:1500|issue:2053", + "issue:1552|issue:1807", + "issue:1572|issue:4933", + "issue:2218|issue:5014", + "issue:2361|issue:4376", + "issue:2437|issue:4064", + "issue:2462|issue:540", + "issue:2645|issue:660", + "issue:2689|issue:776", + "issue:2776|issue:5595", + "issue:2783|issue:905", + "issue:2785|issue:4080", + "issue:2844|issue:668", + "issue:2991|issue:9637", + "issue:3175|issue:3803", + "issue:3583|issue:7428", + "issue:3811|issue:4868", + "issue:383|issue:528" + ], + "prepared_review_unit_hash": "e643d7b93ed64606e27771f57a20eaf89f606aca476285e49aea5133d35c97ec", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33305, + "estimated_input_tokens": 8327, + "estimated_eval_tokens": 16910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly Flux/LoRA-related user reports, but they split into distinct bugs: LoRA loading/effectiveness, fp8/quantized model loading, training target-module errors, and a separate quantization-slow complaint. No PRs are present.", + "confidence": 0.83, + "canonical_issue_reason": "issue:9525 is the cleanest, most generic Flux LoRA bug report: LoRA loading has no effect. It best represents the common failure mode behind the Flux LoRA-loading reports without adding extra unrelated symptoms.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:9525 is the best global issue candidate because it states the core Flux/LoRA symptom directly and broadly; the other Flux issues are either more specific load errors, training setup problems, or mixed with performance concerns.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11215", + "right": "issue:9525", + "accept": false, + "reason": "Related Flux LoRA complaints, but 11215 also mixes in quantization slowdown and frames the problem more broadly; not the same concrete bug as `lora_scale` having no effect." + }, + { + "left": "issue:11464", + "right": "issue:11648", + "accept": false, + "reason": "Both involve Flux LoRA loading, but one is a ControlPipeline load failure and the other is fp8 transformer-model handling; different failure modes." + }, + { + "left": "issue:1185", + "right": "issue:2599", + "accept": false, + "reason": "Both are Dreambooth training complaints, but one is about reproducibility and the other about multi-subject quality degradation." + }, + { + "left": "issue:11964", + "right": "issue:9178", + "accept": false, + "reason": "Both are Flux LoRA issues, but one is a KeyError on missing weights while the other is a PEFT target-module configuration error during training." + }, + { + "left": "issue:1304", + "right": "issue:2093", + "accept": false, + "reason": "One is a training how-to for text-guided image-to-image SD, the other is a generic image-to-image diffusion-model topic." + }, + { + "left": "issue:1305", + "right": "issue:5153", + "accept": false, + "reason": "Different research/features entirely: Direct Inversion vs FreeU." + }, + { + "left": "issue:1500", + "right": "issue:2053", + "accept": false, + "reason": "Different problems: pipeline incompatibility with a specific version vs increased VRAM usage." + }, + { + "left": "issue:1552", + "right": "issue:1807", + "accept": false, + "reason": "One is an attention-slicing compatibility bug; the other is a runtime slowdown over repeated generations." + }, + { + "left": "issue:1572", + "right": "issue:4933", + "accept": false, + "reason": "Different areas: img2img/inpainting pipeline support vs Dreambooth checkpoint export." + }, + { + "left": "issue:2218", + "right": "issue:5014", + "accept": false, + "reason": "Training quality complaints, but one is generic overfitting and the other is not getting expected results from LoRA training." + }, + { + "left": "issue:2361", + "right": "issue:4376", + "accept": false, + "reason": "Different crash sites: checkpoint saving vs textual inversion loading." + }, + { + "left": "issue:2437", + "right": "issue:4064", + "accept": false, + "reason": "Both are feature requests for pipelines, but they target different pipeline families and are not the same change." + }, + { + "left": "issue:2462", + "right": "issue:540", + "accept": false, + "reason": "IterableDataset training support and GPU memory optimization are unrelated bugs/features." + }, + { + "left": "issue:2645", + "right": "issue:660", + "accept": false, + "reason": "Both mention M1/MPS/CUDA issues, but they are different execution-path failures." + }, + { + "left": "issue:2689", + "right": "issue:776", + "accept": false, + "reason": "Broken image link is unrelated to the img2img batch-size bug." + }, + { + "left": "issue:2776", + "right": "issue:5595", + "accept": false, + "reason": "Different errors: DeepSpeed version/runtime issue vs invalid image dimensions." + }, + { + "left": "issue:2783", + "right": "issue:905", + "accept": false, + "reason": "Similar broad area of img2img/inpainting support, but not the same concrete pipeline request." + }, + { + "left": "issue:2785", + "right": "issue:4080", + "accept": false, + "reason": "Different feature requests: text-to-video M1/M2 support vs SDXL inpainting pipeline." + }, + { + "left": "issue:2844", + "right": "issue:668", + "accept": false, + "reason": "Completely different runtime failures in different workflows." + }, + { + "left": "issue:2991", + "right": "issue:9637", + "accept": false, + "reason": "Both involve attention/mixed-precision/XFormers edge cases, but they are different code paths and error conditions." + }, + { + "left": "issue:3175", + "right": "issue:3803", + "accept": false, + "reason": "Dreambooth multi-face training vs multi-GPU LoRA training are separate issues." + }, + { + "left": "issue:3583", + "right": "issue:7428", + "accept": false, + "reason": "Different requested features: Mixture of Diffusers vs Layer Diffusion." + }, + { + "left": "issue:3811", + "right": "issue:4868", + "accept": false, + "reason": "LoRA having no effect and a `super().__getattr__` AttributeError are unrelated bugs." + }, + { + "left": "issue:383", + "right": "issue:528", + "accept": false, + "reason": "General design/question threads, but about different configuration topics." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 178, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:12480", + "issue:12481", + "issue:12482", + "issue:12483", + "issue:2453", + "issue:4080", + "issue:4117", + "issue:4152", + "issue:4274", + "issue:4316", + "issue:4340", + "issue:4405", + "issue:4460", + "issue:4727", + "issue:4773", + "issue:4806", + "issue:5004", + "issue:5150", + "issue:5330", + "issue:5371", + "issue:5392", + "issue:5405", + "issue:5432", + "issue:5577", + "issue:5932", + "issue:6158", + "issue:6218", + "issue:6297", + "issue:6388", + "issue:6423", + "issue:6439", + "issue:6791", + "issue:684", + "issue:6865", + "issue:7002", + "issue:7009", + "issue:7142", + "issue:7146", + "issue:7592", + "issue:7877", + "issue:8472", + "issue:8532", + "issue:9393", + "issue:9568", + "issue:9611", + "issue:9645", + "issue:9767", + "issue:986" + ], + "soft_pairs": [ + "issue:4080|issue:6158", + "issue:4117|issue:684", + "issue:4152|issue:7877", + "issue:4274|issue:5371", + "issue:4316|issue:5432", + "issue:4340|issue:8472", + "issue:4405|issue:6388", + "issue:4460|issue:7142", + "issue:4727|issue:5577", + "issue:4773|issue:8532", + "issue:4806|issue:5330", + "issue:5004|issue:6439", + "issue:5150|issue:5405", + "issue:5392|issue:986", + "issue:5932|issue:7002", + "issue:6218|issue:7592", + "issue:6297|issue:9393", + "issue:6791|issue:7146", + "issue:6865|issue:9645", + "issue:7009|issue:9568", + "issue:9611|issue:9767", + "issue:12481|issue:12483", + "issue:12482|issue:12483", + "issue:12480|issue:12483", + "issue:2453|issue:6423" + ], + "prepared_review_unit_hash": "c8ed7f079ef742f1f147f05736d0215a944d3ec5c5c7630eb5f76aecaa3c1dd7", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 33713, + "estimated_input_tokens": 8429, + "estimated_eval_tokens": 17114 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated, but four October 2025 issues are clear duplicates of the same CLIPTextModel/offload_state_dict compatibility failure; the dependency-conflict report is the best representative.", + "confidence": 0.97, + "canonical_issue_reason": "Choose issue 12483: it states the underlying dependency mismatch clearly (diffusers 0.35.1 vs transformers 4.57.0) and subsumes the nearly identical CLIPTextModel '__init__'/'unexpected kwarg offload_state_dict' reports in 12480/12481/12482.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 12483 is the strongest cluster anchor because it is the most general, diagnostic description of the same bug and is easiest to triage against the duplicate runtime TypeError reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4080", + "right": "issue:6158", + "accept": false, + "reason": "Different features: SDXL inpainting pipeline vs Animatediff SDXL support request." + }, + { + "left": "issue:4117", + "right": "issue:684", + "accept": false, + "reason": "Different problems: Dreambooth on SDXL vs AMD training-memory optimization failure." + }, + { + "left": "issue:4152", + "right": "issue:7877", + "accept": false, + "reason": "Unrelated attention customization request vs new out_dim support request; same subsystem only." + }, + { + "left": "issue:4274", + "right": "issue:5371", + "accept": false, + "reason": "Different pipelines/features: BLIP diffusion addition vs BLIP inpainting pipeline support." + }, + { + "left": "issue:4316", + "right": "issue:5432", + "accept": false, + "reason": "Both are training-script issues, but one is validation-option error and the other is blank validation images; not the same bug." + }, + { + "left": "issue:4340", + "right": "issue:8472", + "accept": false, + "reason": "Both involve LoRA training, but one is an SDXL training error and the other is a general question about simultaneous modules." + }, + { + "left": "issue:4405", + "right": "issue:6388", + "accept": false, + "reason": "Feature request for SDXL textual inversion vs a gradient-checkpointing bug in SDXL LoRA training." + }, + { + "left": "issue:4460", + "right": "issue:7142", + "accept": false, + "reason": "Different symptom and context: output mismatch in diffusion inference vs SDXL-lightning inference mismatch." + }, + { + "left": "issue:4727", + "right": "issue:5577", + "accept": false, + "reason": "Different loading paths: local_files_only auto pipeline breakage vs ControlNet from_single_file KeyError." + }, + { + "left": "issue:4773", + "right": "issue:8532", + "accept": false, + "reason": "Loading CivitAI LoRA vs progressive memory increase while loading LoRA weights; same broad topic only." + }, + { + "left": "issue:4806", + "right": "issue:5330", + "accept": false, + "reason": "UNet2DModel type annotation issue vs class_labels being ignored in forward; related area but not the same defect." + }, + { + "left": "issue:5004", + "right": "issue:6439", + "accept": false, + "reason": "Training resume/fp16 bug vs docs link 404; unrelated." + }, + { + "left": "issue:5150", + "right": "issue:5405", + "accept": false, + "reason": "from_single_file missing on an upscaler pipeline vs SDXL from_single_file not overwriting weights; different code paths." + }, + { + "left": "issue:5392", + "right": "issue:986", + "accept": false, + "reason": "General training question vs unrelated demo API question." + }, + { + "left": "issue:5932", + "right": "issue:7002", + "accept": false, + "reason": "Both are runtime shape/buffer errors, but they involve different pipelines and failure modes." + }, + { + "left": "issue:6218", + "right": "issue:7592", + "accept": false, + "reason": "Batch seeding bug in ControlNet/img2img vs DoRA state_dict loading bug; not the same underlying issue." + }, + { + "left": "issue:6297", + "right": "issue:9393", + "accept": false, + "reason": "Different training workflows and failures: SDXL LoRA photos training vs flux dreambooth LoRA save-model problem." + }, + { + "left": "issue:6791", + "right": "issue:7146", + "accept": false, + "reason": "train_text_to_image_sdxl.py failing to run vs CUDA OOM during SDXL fine-tuning; different root causes." + }, + { + "left": "issue:6865", + "right": "issue:9645", + "accept": false, + "reason": "Both are import/loading concerns, but one is an image-instance check bug and the other is a missing symbol import." + }, + { + "left": "issue:7009", + "right": "issue:9568", + "accept": false, + "reason": "Text-to-video quality/loading issue vs CogVideoX autoencoder reconstruction failure; unrelated." + }, + { + "left": "issue:9611", + "right": "issue:9767", + "accept": false, + "reason": "Both touch Flux image pipelines, but one is batching and the other is cuDNN frontend LoRA execution error; not the same bug." + }, + { + "left": "issue:12481", + "right": "issue:12483", + "accept": true, + "reason": "Same underlying bug: identical CLIPTextModel unexpected 'offload_state_dict' TypeError caused by the diffusers/transformers compatibility mismatch." + }, + { + "left": "issue:12482", + "right": "issue:12483", + "accept": true, + "reason": "Same underlying bug: identical CLIPTextModel unexpected 'offload_state_dict' TypeError from the same version conflict." + }, + { + "left": "issue:12480", + "right": "issue:12483", + "accept": true, + "reason": "Same underlying bug: the title and failure match the other CLIPTextModel/offload_state_dict compatibility reports." + }, + { + "left": "issue:2453", + "right": "issue:6423", + "accept": false, + "reason": "Completely unrelated: contribution question vs inability to reproduce fill50k results." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is well grounded in the packet. The four October 2025 issues are highly similar and the choice of issue 12483 as the canonical anchor is conservative and supported by the titles. The non-matching soft pairs are also rejected with mostly cautious, title-based reasoning. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 179, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:11519", + "issue:11560", + "issue:12369", + "issue:12457", + "issue:1755", + "issue:1962", + "issue:200", + "issue:202", + "issue:2195", + "issue:2311", + "issue:2453", + "issue:2462", + "issue:2838", + "issue:3576", + "issue:3593", + "issue:3698", + "issue:378", + "issue:384", + "issue:3902", + "issue:4241", + "issue:4445", + "issue:4609", + "issue:4716", + "issue:4747", + "issue:4750", + "issue:4876", + "issue:4913", + "issue:4922", + "issue:4978", + "issue:5274", + "issue:5425", + "issue:5447", + "issue:5628", + "issue:5630", + "issue:5932", + "issue:5947", + "issue:6423", + "issue:6572", + "issue:692", + "issue:7619", + "issue:9031", + "issue:9032", + "issue:9038", + "issue:9039", + "issue:9047", + "issue:9224", + "issue:9410" + ], + "soft_pairs": [ + "issue:2453|issue:4241", + "issue:12369|issue:12457", + "issue:3698|issue:4445", + "issue:4241|issue:4876", + "issue:4241|issue:6423", + "issue:4445|issue:4876", + "issue:4445|issue:692", + "issue:3576|issue:3593", + "issue:4913|issue:6572", + "issue:1755|issue:4609", + "issue:1755|issue:2311", + "issue:4922|issue:692", + "issue:4750|issue:4978", + "issue:200|issue:202", + "issue:11560|issue:9410", + "issue:9031|issue:9032", + "issue:4716|issue:4747", + "issue:5628|issue:5630", + "issue:378|issue:384", + "issue:1962|issue:3902", + "issue:9038|issue:9039", + "issue:2462|issue:5947", + "issue:11519|issue:12369", + "issue:5447|issue:5628", + "issue:9047|issue:9224", + "issue:2453|issue:2838", + "issue:5932|issue:7619", + "issue:5274|issue:5425", + "issue:1962|issue:2195" + ], + "prepared_review_unit_hash": "ca08df602f31c3b685cfd4aaefd84991b483cc971f9869f177a1d8f9b39ad59a", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 34067, + "estimated_input_tokens": 8517, + "estimated_eval_tokens": 17290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set with a few clear duplicate families. The strongest matches are around SDXL/img2img denoising offsets, the DiagonalGaussianDistribution latent_dist error, Dreambooth channel-mismatch, and FLUX/MPS float64 support.", + "confidence": 0.92, + "canonical_issue_reason": "issue:5628 is the best canonical issue among the related bug reports: it gives a specific, well-diagnosed SDXL img2img scheduler/denoising offset problem and sits at the center of the accepted denoising-start/end duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:5628 is the strongest overall issue to represent the cluster's real duplicate-bug content because it is precise, actionable, and directly overlaps with the other accepted scheduler/denoising reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2453", + "right": "issue:4241", + "accept": false, + "reason": "Both are support-style requests, but one is about contributing and the other is about LoRA fine-tuning support; not the same underlying problem." + }, + { + "left": "issue:12369", + "right": "issue:12457", + "accept": true, + "reason": "Both ask for CineScale support; the titles differ mainly in specificity, but the feature request is the same." + }, + { + "left": "issue:3698", + "right": "issue:4445", + "accept": false, + "reason": "Different topics: converting the inpainting model to diffusers vs. how to finetune a LoRA model." + }, + { + "left": "issue:4241", + "right": "issue:4876", + "accept": false, + "reason": "One is a request for LoRA fine-tuning support, the other is about exposing a LoRA layer std argument; related area, but not the same bug/change." + }, + { + "left": "issue:4241", + "right": "issue:6423", + "accept": false, + "reason": "LoRA fine-tuning support request vs. reproducibility of fill50k results; different issues." + }, + { + "left": "issue:4445", + "right": "issue:4876", + "accept": false, + "reason": "General LoRA finetuning question vs. a specific parameter request for LoRA layers; not the same underlying change." + }, + { + "left": "issue:4445", + "right": "issue:692", + "accept": false, + "reason": "A finetuning question is not the same as asking for a diffusion-model fine-tuning example." + }, + { + "left": "issue:3576", + "right": "issue:3593", + "accept": false, + "reason": "Both mention xformers, but they involve different features and symptoms (Textual Inversion TypeError vs. LoRA second-call failure)." + }, + { + "left": "issue:4913", + "right": "issue:6572", + "accept": false, + "reason": "Different feature requests: one for ControlNet OpenPose SDXL, the other for a ControlNetXS SDXL inpaint pipeline." + }, + { + "left": "issue:1755", + "right": "issue:4609", + "accept": false, + "reason": "No meaningful overlap; one is a generic/non-English issue and the other is a model availability request." + }, + { + "left": "issue:1755", + "right": "issue:2311", + "accept": false, + "reason": "Unrelated issues with no shared bug or change." + }, + { + "left": "issue:4922", + "right": "issue:692", + "accept": false, + "reason": "Android demo request vs. diffusion finetuning example request; unrelated." + }, + { + "left": "issue:4750", + "right": "issue:4978", + "accept": false, + "reason": "Both involve inpaint preprocessing, but they request different preprocessors and do not clearly describe the same concrete bug/change." + }, + { + "left": "issue:200", + "right": "issue:202", + "accept": false, + "reason": "Both are test-related issues, but they target different files and test additions; not duplicates." + }, + { + "left": "issue:11560", + "right": "issue:9410", + "accept": false, + "reason": "Both mention import errors, but one is generic and the other is a specific pipeline import failure; insufficient evidence they are the same bug." + }, + { + "left": "issue:9031", + "right": "issue:9032", + "accept": false, + "reason": "Different FlaxStableDiffusionPipeline questions: safety checker disabling vs. a minimal Colab TPU example." + }, + { + "left": "issue:4716", + "right": "issue:4747", + "accept": false, + "reason": "Different SDXL topics: long-prompt handling vs. missing model_index.json after loading a fine-tuned LoRA." + }, + { + "left": "issue:5628", + "right": "issue:5630", + "accept": true, + "reason": "Both describe SDXL/img2img denoising/scheduler issues with leftover noise or offset start/end behavior; same underlying code-path is plausible." + }, + { + "left": "issue:378", + "right": "issue:384", + "accept": true, + "reason": "These are the same textual inversion / DiagonalGaussianDistribution latent_dist bug, with one issue phrased as the resulting AttributeError." + }, + { + "left": "issue:1962", + "right": "issue:3902", + "accept": false, + "reason": "Both are about video generation, but they refer to different capabilities and likely different code paths." + }, + { + "left": "issue:9038", + "right": "issue:9039", + "accept": false, + "reason": "Different FlaxStableDiffusionPipeline requests: prompt weighting vs. loading LoRA weights." + }, + { + "left": "issue:2462", + "right": "issue:5947", + "accept": false, + "reason": "IterableDataset finetuning support vs. a diffusion-DPO policy objective discussion; unrelated." + }, + { + "left": "issue:11519", + "right": "issue:12369", + "accept": false, + "reason": "MAGI-1 support request and CineScale support request are unrelated features." + }, + { + "left": "issue:5447", + "right": "issue:5628", + "accept": true, + "reason": "Both concern denoising_start/end behavior in SDXL img2img with scheduler-specific offsets; same bug family." + }, + { + "left": "issue:9047", + "right": "issue:9224", + "accept": true, + "reason": "The FLUX-on-MPS failure is directly consistent with the hardcoded torch.float64-on-MPS limitation." + }, + { + "left": "issue:2453", + "right": "issue:2838", + "accept": false, + "reason": "Different support questions: contributing guidance vs. ControlNet pipeline behavior." + }, + { + "left": "issue:5932", + "right": "issue:7619", + "accept": true, + "reason": "Both report the same channel-mismatch runtime error in Dreambooth training, just with different wording and model context." + }, + { + "left": "issue:5274", + "right": "issue:5425", + "accept": false, + "reason": "Different training/runtime problems: mixed_precision dtype mismatch vs. checkpoint-saving compatibility with accelerate/PT 2.1." + }, + { + "left": "issue:1962", + "right": "issue:2195", + "accept": false, + "reason": "Video generation with stable diffusion vs. Tune A Video are related only at a very high level, not the same change or bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays mostly conservative. The accepted soft-edge pairs are defensible from the titles/bodies, especially the SDXL img2img denoising family, the DiagonalGaussianDistribution error pair, the Dreambooth channel-mismatch pair, and the FLUX/MPS float64 pair. The non-accepted pairs are also appropriately cautious and generally distinguish feature/support requests from distinct bugs or requests." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 180, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10049", + "issue:11432", + "issue:11555", + "issue:11560", + "issue:1158", + "issue:1160", + "issue:11630", + "issue:11878", + "issue:12097", + "issue:12567", + "issue:12732", + "issue:12738", + "issue:12896", + "issue:13105", + "issue:13232", + "issue:13351", + "issue:1755", + "issue:201", + "issue:2195", + "issue:2221", + "issue:2268", + "issue:2830", + "issue:2838", + "issue:2984", + "issue:338", + "issue:3385", + "issue:339", + "issue:3427", + "issue:3698", + "issue:3699", + "issue:4141", + "issue:4609", + "issue:4835", + "issue:4913", + "issue:5112", + "issue:5162", + "issue:5480", + "issue:5926", + "issue:5947", + "issue:6042", + "issue:6572", + "issue:671", + "issue:743", + "issue:7972", + "issue:8241", + "issue:9042", + "issue:9264", + "issue:9825" + ], + "soft_pairs": [ + "issue:3385|issue:3427", + "issue:7972|issue:8241", + "issue:671|issue:743", + "issue:3698|issue:5162", + "issue:2838|issue:5947", + "issue:1755|issue:5480", + "issue:9042|issue:9264", + "issue:11630|issue:11878", + "issue:201|issue:338", + "issue:201|issue:339", + "issue:2221|issue:2268", + "issue:10049|issue:11560", + "issue:4913|issue:5926", + "issue:13232|issue:13351", + "issue:1158|issue:1160", + "issue:9042|issue:9825", + "issue:4835|issue:5112", + "issue:6042|issue:6572", + "issue:2830|issue:4609", + "issue:3699|issue:4141", + "issue:12097|issue:12896", + "issue:12732|issue:12738", + "issue:12567|issue:13105", + "issue:11432|issue:11555", + "issue:2195|issue:2984" + ], + "prepared_review_unit_hash": "29cd06f3b212e1d96687e95116ce25112a781b518326c2a24e191fb6aba26ffa", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 33227, + "estimated_input_tokens": 8307, + "estimated_eval_tokens": 16870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue titles with only broad topical overlap; no soft pair looks like the exact same bug or change, so this cluster does not support a strong duplicate canonical.", + "confidence": 0.41, + "canonical_issue_reason": "No single canonical issue stands out: the items span many different models, pipelines, and failure modes, and the overlaps are mostly broad topic similarity rather than duplicate reports.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best issue for canonical triage; several candidates are broad feature requests, but none cleanly subsumes the rest as the same underlying defect or change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3385", + "right": "issue:3427", + "accept": false, + "reason": "Both are JAX-related feature requests, but they target different models and different work; not the same change." + }, + { + "left": "issue:7972", + "right": "issue:8241", + "accept": false, + "reason": "Both mention LEDITS++, but one is a type-mismatch bug and the other is a model-size concern; different underlying problems." + }, + { + "left": "issue:671", + "right": "issue:743", + "accept": false, + "reason": "Both concern conversion, but one reports non-identical outputs after conversion while the other cannot convert a ckpt at all; different bugs." + }, + { + "left": "issue:3698", + "right": "issue:5162", + "accept": false, + "reason": "Inpainting-model conversion and folder-to-safetensors conversion are unrelated tasks." + }, + { + "left": "issue:2838", + "right": "issue:5947", + "accept": false, + "reason": "ControlNet pipeline behavior and Diffusion-DPO policy objectives are different topics." + }, + { + "left": "issue:1755", + "right": "issue:5480", + "accept": false, + "reason": "Generic discussion and EDM implementation request are not the same issue." + }, + { + "left": "issue:9042", + "right": "issue:9264", + "accept": false, + "reason": "Adding the base Flux pipeline and adding a Flux inpainting model are related but distinct feature requests." + }, + { + "left": "issue:11630", + "right": "issue:11878", + "accept": false, + "reason": "Single-file loading support and GGUF 1.3B failure are different WanVACE issues." + }, + { + "left": "issue:201", + "right": "issue:338", + "accept": false, + "reason": "Both are test-related, but they cover different test classes and different scheduler behavior." + }, + { + "left": "issue:201", + "right": "issue:339", + "accept": false, + "reason": "Same as above: different tests and different target behavior." + }, + { + "left": "issue:2221", + "right": "issue:2268", + "accept": false, + "reason": "Both mention ColossalAI, but the reports are too generic to establish the same concrete bug." + }, + { + "left": "issue:10049", + "right": "issue:11560", + "accept": false, + "reason": "Importing MochiPipeline and a generic import error are not enough to prove the same failure." + }, + { + "left": "issue:4913", + "right": "issue:5926", + "accept": false, + "reason": "Different model requests with no shared bug or change." + }, + { + "left": "issue:13232", + "right": "issue:13351", + "accept": false, + "reason": "LTX-2.3 support and Wan/Flux ControlNet support are unrelated feature requests." + }, + { + "left": "issue:1158", + "right": "issue:1160", + "accept": false, + "reason": "One is test interference in config tests; the other is a hang in a local custom pipeline test." + }, + { + "left": "issue:9042", + "right": "issue:9825", + "accept": false, + "reason": "Flux pipeline support and IPAdapter support for Flux are separate enhancements, not one merged change." + }, + { + "left": "issue:4835", + "right": "issue:5112", + "accept": false, + "reason": "Same pipeline family, but one bug is MultiControlNet behavior and the other is a float-to-size construction error." + }, + { + "left": "issue:6042", + "right": "issue:6572", + "accept": false, + "reason": "SDXL-turbo distillation and ControlNetXS inpainting are different features." + }, + { + "left": "issue:2830", + "right": "issue:4609", + "accept": false, + "reason": "Image/text-to-video with ModelScope and a T2I-Adapter style model are unrelated requests." + }, + { + "left": "issue:3699", + "right": "issue:4141", + "accept": false, + "reason": "CUDA-on-macOS import error and second-controlnet handling are completely different issues." + }, + { + "left": "issue:12097", + "right": "issue:12896", + "accept": false, + "reason": "VRAM OOM on WAN 2.2 and MPS-vs-CUDA behavior are different device/runtime problems." + }, + { + "left": "issue:12732", + "right": "issue:12738", + "accept": false, + "reason": "Both are Z-Image related, but one is a generic inference error and the other is a specific batch-size assertion failure." + }, + { + "left": "issue:12567", + "right": "issue:13105", + "accept": false, + "reason": "Both mention noise, but one is tied to Ulysses Attention and the other to a Wan T2V model output issue; not the same bug." + }, + { + "left": "issue:11432", + "right": "issue:11555", + "accept": false, + "reason": "torch_dtype=auto and device_map=auto are different from-pretrained behaviors." + }, + { + "left": "issue:2195", + "right": "issue:2984", + "accept": false, + "reason": "Both are video-generation topics, but one is a feature request and the other is a specific long-video model proposal." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 181, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10120", + "issue:1076", + "issue:10760", + "issue:11315", + "issue:11436", + "issue:11653", + "issue:11821", + "issue:11878", + "issue:12097", + "issue:12499", + "issue:12606", + "issue:1755", + "issue:1962", + "issue:2015", + "issue:2453", + "issue:2635", + "issue:321", + "issue:322", + "issue:3728", + "issue:3788", + "issue:3838", + "issue:4042", + "issue:4225", + "issue:4232", + "issue:4269", + "issue:4406", + "issue:4615", + "issue:4913", + "issue:5017", + "issue:5284", + "issue:6008", + "issue:6042", + "issue:6287", + "issue:6393", + "issue:6423", + "issue:6444", + "issue:6482", + "issue:6572", + "issue:7303", + "issue:7408", + "issue:8477", + "issue:8493", + "issue:8560", + "issue:8738", + "issue:8803", + "issue:8894", + "issue:9218", + "issue:9220" + ], + "soft_pairs": [ + "issue:12097|issue:12499", + "issue:8493|issue:8738", + "issue:11315|issue:11436", + "issue:4269|issue:4615", + "issue:6287|issue:8803", + "issue:11436|issue:11653", + "issue:2453|issue:5017", + "issue:10760|issue:12606", + "issue:11821|issue:11878", + "issue:10120|issue:8560", + "issue:1076|issue:321", + "issue:3728|issue:7408", + "issue:4225|issue:4406", + "issue:2015|issue:6572", + "issue:321|issue:322", + "issue:3788|issue:7408", + "issue:6444|issue:6482", + "issue:4232|issue:5284", + "issue:6008|issue:6393", + "issue:9218|issue:9220", + "issue:1755|issue:2635", + "issue:8477|issue:8894", + "issue:1962|issue:3838", + "issue:4913|issue:6042", + "issue:1755|issue:4042", + "issue:5017|issue:6423", + "issue:5017|issue:7303" + ], + "prepared_review_unit_hash": "0083607b53d13a14e3c12eebcdba86fa4df31e64cc6b60cee6b00a98e1ca1f9e", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 34211, + "estimated_input_tokens": 8553, + "estimated_eval_tokens": 17362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated issues across different models, pipelines, and training scripts; none of the soft pairs look like true duplicates under a strict same-bug standard.", + "confidence": 0.94, + "canonical_issue_reason": "issue:8493 is the most concrete, well-scoped bug report in the set (SD3Transformer2DModel state_dict loading failure) and has enough diagnostic detail to serve as the best anchor issue.", + "canonical_pr_reason": null, + "best_issue_reason": "It is the clearest representative of a specific actionable defect rather than a feature request or vague usage question.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:12097", + "right": "issue:12499", + "accept": false, + "reason": "Both are Wan 2.2 reports, but one is TI2V end-of-run OOM and the other is an I2V condition-shape mismatch; different failure modes and code paths." + }, + { + "left": "issue:8493", + "right": "issue:8738", + "accept": false, + "reason": "Both mention SD3Transformer2DModel, but one is a state_dict loading error and the other is a configuration issue; not the same underlying bug." + }, + { + "left": "issue:11315", + "right": "issue:11436", + "accept": false, + "reason": "HiDream-related, but one is RoPE float64 on MPS and the other is a Half vs BFloat16 inference dtype mismatch; distinct defects." + }, + { + "left": "issue:4269", + "right": "issue:4615", + "accept": false, + "reason": "A TypeError in check_inputs is unrelated to an import-name failure for the ControlNet pipeline." + }, + { + "left": "issue:6287", + "right": "issue:8803", + "accept": false, + "reason": "Unused dependencies in setup.py and a hidden_states duplicate assignment are unrelated changes/bugs." + }, + { + "left": "issue:11436", + "right": "issue:11653", + "accept": false, + "reason": "One is a runtime dtype mismatch during inference; the other is support for .alpha LoRA keys. Different problems." + }, + { + "left": "issue:2453", + "right": "issue:5017", + "accept": false, + "reason": "General contribution question vs a request for control mode in ControlNet; not duplicates." + }, + { + "left": "issue:10760", + "right": "issue:12606", + "accept": false, + "reason": "Both are import-related, but one is a missing attribute in an ONNX pipeline and the other is a wrong import in a conversion script." + }, + { + "left": "issue:11821", + "right": "issue:11878", + "accept": false, + "reason": "Both are WanVACE issues, but one is prompt-list support and the other is GGUF model loading for 1.3B; different concrete issues." + }, + { + "left": "issue:10120", + "right": "issue:8560", + "accept": false, + "reason": "Both are SD3 memory problems, but one is DreamBooth memory consumption and the other is training OOM on a 4090; not the same bug report." + }, + { + "left": "issue:1076", + "right": "issue:321", + "accept": false, + "reason": "Stable-diffusion-v1-5 question vs Blended Diffusion; unrelated topics." + }, + { + "left": "issue:3728", + "right": "issue:7408", + "accept": false, + "reason": "Different proposed pipelines (Shifted Diffusion vs FRESCO), not the same underlying change." + }, + { + "left": "issue:4225", + "right": "issue:4406", + "accept": false, + "reason": "ControlNet state_dict loading errors are different from a safetensor header deserialization failure." + }, + { + "left": "issue:2015", + "right": "issue:6572", + "accept": false, + "reason": "Categorical diffusion pipeline request vs ControlNetXS SDXL inpaint pipeline request; distinct pipeline proposals." + }, + { + "left": "issue:321", + "right": "issue:322", + "accept": false, + "reason": "Different research methods (Blended Diffusion vs V-Diffusion), not duplicates." + }, + { + "left": "issue:3788", + "right": "issue:7408", + "accept": false, + "reason": "UniControl and FRESCO are separate pipeline requests with different methods and use cases." + }, + { + "left": "issue:6444", + "right": "issue:6482", + "accept": false, + "reason": "Both involve SDXL LoRA training scripts, but one is a peft_config/checkpointing bug and the other is a resume_from_checkpoint FP16 unscale error." + }, + { + "left": "issue:4232", + "right": "issue:5284", + "accept": false, + "reason": "Instruct-pix2pix with controlnet condition is a different feature/implementation request than ControlNet-LLLite support." + }, + { + "left": "issue:6008", + "right": "issue:6393", + "accept": false, + "reason": "LCM LoRA interaction with IP adapter face is unrelated to private HF link download failures in from_single_file." + }, + { + "left": "issue:9218", + "right": "issue:9220", + "accept": false, + "reason": "Both are PAG-related, but one is a guess-mode compatibility request and the other is an undefined-variable bug in pipeline_pag_sd; not the same issue." + }, + { + "left": "issue:1755", + "right": "issue:2635", + "accept": false, + "reason": "The Arabic-titled issue and the scheduler-identification question are unrelated." + }, + { + "left": "issue:8477", + "right": "issue:8894", + "accept": false, + "reason": "Both are training-script errors, but they concern different scripts and failure details; too broad to treat as the same bug." + }, + { + "left": "issue:1962", + "right": "issue:3838", + "accept": false, + "reason": "Both are about video generation, but one is a general stable-diffusion question and the other is a specific Video Composer pipeline request." + }, + { + "left": "issue:4913", + "right": "issue:6042", + "accept": false, + "reason": "ControlNet OpenPose SDXL vs SDXL-Turbo distilling example; different models/tasks." + }, + { + "left": "issue:1755", + "right": "issue:4042", + "accept": false, + "reason": "The Arabic-titled issue is unrelated to combining reference-only with inpainting and depth control." + }, + { + "left": "issue:5017", + "right": "issue:6423", + "accept": false, + "reason": "Control mode for ControlNet is unrelated to a fill50k reproducibility question." + }, + { + "left": "issue:5017", + "right": "issue:7303", + "accept": false, + "reason": "Control mode request and zero_snr scheduler support are different feature requests with no shared concrete bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 182, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10049", + "issue:10186", + "issue:10204", + "issue:10460", + "issue:10658", + "issue:10737", + "issue:10893", + "issue:11560", + "issue:1160", + "issue:12369", + "issue:12606", + "issue:12624", + "issue:13065", + "issue:13232", + "issue:1976", + "issue:2195", + "issue:3698", + "issue:3838", + "issue:3861", + "issue:3902", + "issue:4042", + "issue:4241", + "issue:4250", + "issue:4524", + "issue:4789", + "issue:5017", + "issue:5023", + "issue:5118", + "issue:5227", + "issue:5318", + "issue:5341", + "issue:5770", + "issue:6095", + "issue:6096", + "issue:6161", + "issue:6288", + "issue:6393", + "issue:8488", + "issue:8503", + "issue:8511", + "issue:8518", + "issue:8565", + "issue:8975", + "issue:9001", + "issue:9026", + "issue:9112", + "issue:9141", + "issue:9147" + ], + "soft_pairs": [ + "issue:2195|issue:3838", + "issue:6095|issue:6096", + "issue:5770|issue:6288", + "issue:3698|issue:6161", + "issue:11560|issue:8975", + "issue:12369|issue:13232", + "issue:10893|issue:13065", + "issue:10460|issue:9026", + "issue:5023|issue:9147", + "issue:9001|issue:9112", + "issue:4241|issue:5017", + "issue:5227|issue:8518", + "issue:10186|issue:10204", + "issue:8488|issue:8565", + "issue:8503|issue:8511", + "issue:3861|issue:4250", + "issue:5318|issue:5341", + "issue:1160|issue:1976", + "issue:10658|issue:12624", + "issue:4524|issue:5118", + "issue:4789|issue:6393", + "issue:3902|issue:4042", + "issue:10737|issue:9141", + "issue:10049|issue:12606" + ], + "prepared_review_unit_hash": "b302fdb2f36d404528c17bddd9e56a22f1815d979b0f2f0051fe827c6ea4affb", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33340, + "estimated_input_tokens": 8335, + "estimated_eval_tokens": 16926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly separate bug reports and feature requests around different pipelines/models, not duplicates of one another. The soft-similarity pairs generally share a subsystem or theme but not the same concrete failure or change.", + "confidence": 0.89, + "canonical_issue_reason": "issue:8488 is the clearest concrete bug report in the set: a specific StableDiffusion3Pipeline `from_pretrained` exception with enough detail to represent the loading-failure cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:8488 is the strongest global representative because it is specific, reproducible, and about a core code path rather than a vague request or broad topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2195", + "right": "issue:3838", + "accept": false, + "reason": "Both are video-related, but one is about Tune-A-Video and the other about Video Composer; different models and different problems." + }, + { + "left": "issue:6095", + "right": "issue:6096", + "accept": false, + "reason": "Same SVD area, but one is an IndexError in scheduling and the other is a torch.compile DynamicOutputShapeException; not the same bug." + }, + { + "left": "issue:5770", + "right": "issue:6288", + "accept": false, + "reason": "LCM distillation dataset access vs. LoRA learning rate tuning are unrelated training issues." + }, + { + "left": "issue:3698", + "right": "issue:6161", + "accept": false, + "reason": "Inpainting model conversion to diffusers is unrelated to the sigma-scheduling bug." + }, + { + "left": "issue:11560", + "right": "issue:8975", + "accept": false, + "reason": "Both mention import errors, but they are about different symbols and likely different root causes." + }, + { + "left": "issue:12369", + "right": "issue:13232", + "accept": false, + "reason": "Both are feature/support requests for different models, not one underlying change." + }, + { + "left": "issue:10893", + "right": "issue:13065", + "accept": false, + "reason": "Both involve controlnet, but for different models and different requested capabilities." + }, + { + "left": "issue:10460", + "right": "issue:9026", + "accept": false, + "reason": "Missing `mid_block_type` on UNet2DModel is unrelated to the `load_checkpoint_and_dispatch` keyword error." + }, + { + "left": "issue:5023", + "right": "issue:9147", + "accept": false, + "reason": "Both are import/autopipeline-related, but they concern different pipelines and failure modes." + }, + { + "left": "issue:9001", + "right": "issue:9112", + "accept": false, + "reason": "Both are Auraflow issues, but aspect-ratio support and a tensor-shape mismatch are not the same bug." + }, + { + "left": "issue:4241", + "right": "issue:5017", + "accept": false, + "reason": "LoRA fine-tuning for unidiffusers and ControlNet control mode are unrelated feature requests." + }, + { + "left": "issue:5227", + "right": "issue:8518", + "accept": false, + "reason": "Both touch torch.compile, but they are different code paths, models, and exception types." + }, + { + "left": "issue:10186", + "right": "issue:10204", + "accept": false, + "reason": "ImportError for `FluxFillPipeline` and inpainting quality degradation are unrelated issues." + }, + { + "left": "issue:8488", + "right": "issue:8565", + "accept": false, + "reason": "Both are SD3 pipeline issues, but one is a `from_pretrained` exception and the other is a `load_lora_weights` IndexError." + }, + { + "left": "issue:8503", + "right": "issue:8511", + "accept": false, + "reason": "Gradient checkpointing crashes and text-encoder unloading in SD3 Dreambooth/LoRA are different defects." + }, + { + "left": "issue:3861", + "right": "issue:4250", + "accept": false, + "reason": "Both mention `from_pretrained`, but the titles indicate different load/usage problems with no clear shared root cause." + }, + { + "left": "issue:5318", + "right": "issue:5341", + "accept": false, + "reason": "Both are PEFT-related documentation/example tasks, but they are separate content updates rather than one bug or change." + }, + { + "left": "issue:1160", + "right": "issue:1976", + "accept": false, + "reason": "A hanging custom pipeline test and a tokenizer/config file lookup error are unrelated." + }, + { + "left": "issue:10658", + "right": "issue:12624", + "accept": false, + "reason": "`provider_options` in `InferenceSession` and `strength` for `wanimagetovideopipeline` are unrelated API requests." + }, + { + "left": "issue:4524", + "right": "issue:5118", + "accept": false, + "reason": "AnimateDiff support and ControlNet reference-only usage are different feature requests." + }, + { + "left": "issue:4789", + "right": "issue:6393", + "accept": false, + "reason": "Both involve download/load failures, but one is DeepFloyd IF and the other is private HF link handling via `from_single_file`." + }, + { + "left": "issue:3902", + "right": "issue:4042", + "accept": false, + "reason": "Control-A-Video and combining reference-only with inpainting/depth control are different feature questions." + }, + { + "left": "issue:10737", + "right": "issue:9141", + "accept": false, + "reason": "Both are Flux pipeline issues, but one is missing `image_encoder` during encode and the other is missing `from_single_file()`." + }, + { + "left": "issue:10049", + "right": "issue:12606", + "accept": false, + "reason": "A MochiPipeline import problem and a wrong import in a conversion script are different code paths and failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 183, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10421", + "issue:10460", + "issue:10467", + "issue:10526", + "issue:10817", + "issue:10950", + "issue:11560", + "issue:11749", + "issue:12060", + "issue:12599", + "issue:12754", + "issue:13101", + "issue:1594", + "issue:1925", + "issue:2195", + "issue:2440", + "issue:272", + "issue:2737", + "issue:2822", + "issue:2830", + "issue:3113", + "issue:3140", + "issue:338", + "issue:3467", + "issue:3728", + "issue:3838", + "issue:3902", + "issue:4305", + "issue:4733", + "issue:4750", + "issue:4913", + "issue:4972", + "issue:5009", + "issue:5034", + "issue:5168", + "issue:5314", + "issue:6572", + "issue:6866", + "issue:6901", + "issue:8503", + "issue:8507", + "issue:9062", + "issue:9148", + "issue:9264", + "issue:9331", + "issue:9680", + "issue:9825" + ], + "soft_pairs": [ + "issue:3113|issue:3902", + "issue:2195|issue:2830", + "issue:2822|issue:3140", + "issue:12060|issue:13101", + "issue:1925|issue:2440", + "issue:1594|issue:3728", + "issue:8503|issue:8507", + "issue:10421|issue:12754", + "issue:10950|issue:9680", + "issue:10421|issue:12599", + "issue:4305|issue:5034", + "issue:9148|issue:9825", + "issue:3467|issue:4733", + "issue:5314|issue:9264", + "issue:2830|issue:3838", + "issue:11749|issue:9331", + "issue:4972|issue:5009", + "issue:11560|issue:9062", + "issue:272|issue:338", + "issue:10460|issue:6901", + "issue:1594|issue:3902", + "issue:2737|issue:6866", + "issue:4913|issue:5168", + "issue:10467|issue:10526", + "issue:4750|issue:6572", + "issue:10817|issue:8503" + ], + "prepared_review_unit_hash": "c1dbfaad0f5f37cfad1177e82161ccb7047416b25e0f882c4d8f0ab6d2cef063", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 33100, + "estimated_input_tokens": 8275, + "estimated_eval_tokens": 16806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous. Only two soft pairs look like true duplicates: the inpainting fp16/half-precision load failure and the FlowMatchEulerDiscreteScheduler timestep precision/indexing bug. The rest are adjacent feature requests or broad subsystem overlaps, not the same underlying issue.", + "confidence": 0.77, + "canonical_issue_reason": "issue:11749 is the strongest canonical issue candidate: it is a narrowly scoped runtime bug with a concrete failing code path, and it has a close duplicate-like companion in issue:9331.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:11749 is the best global issue representative because it is specific, technical, and likely to anchor a real duplicate cluster without being a broad feature request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3113", + "right": "issue:3902", + "accept": false, + "reason": "Both concern video/control-related ideas, but they describe different feature requests and not the same bug or change." + }, + { + "left": "issue:2195", + "right": "issue:2830", + "accept": false, + "reason": "Both ask for video-generation capability, but the model/use-case differs and there is no shared concrete bug." + }, + { + "left": "issue:2822", + "right": "issue:3140", + "accept": false, + "reason": "One is a training-quality complaint and the other is an import error; same area, different failure mode." + }, + { + "left": "issue:12060", + "right": "issue:13101", + "accept": false, + "reason": "The second item is too vague to establish the same underlying issue as the DiT-block question." + }, + { + "left": "issue:1925", + "right": "issue:2440", + "accept": true, + "reason": "Both report inpainting model loading failing in float16/half precision, which points to the same underlying code-path bug." + }, + { + "left": "issue:1594", + "right": "issue:3728", + "accept": false, + "reason": "These are unrelated feature requests in the video/text-to-image space, not the same issue." + }, + { + "left": "issue:8503", + "right": "issue:8507", + "accept": false, + "reason": "Both are SD3-related, but one is a gradient-checkpointing crash and the other is a train_text_encoder failure; not the same bug." + }, + { + "left": "issue:10421", + "right": "issue:12754", + "accept": false, + "reason": "Both involve pipeline movement/precision, but one is a CPU memory leak and the other is unintended float32 conversion." + }, + { + "left": "issue:10950", + "right": "issue:9680", + "accept": false, + "reason": "Docs broken versus SDXL runtime failure are unrelated." + }, + { + "left": "issue:10421", + "right": "issue:12599", + "accept": false, + "reason": "Both concern moving pipelines to CUDA, but the symptoms differ: memory leak versus slowness." + }, + { + "left": "issue:4305", + "right": "issue:5034", + "accept": false, + "reason": "torch.compile graph breaks and progress bar display issues are unrelated bugs." + }, + { + "left": "issue:9148", + "right": "issue:9825", + "accept": false, + "reason": "Both are FLUX pipeline feature requests, but they target different capabilities." + }, + { + "left": "issue:3467", + "right": "issue:4733", + "accept": false, + "reason": "Both involve training resume behavior, but the reported failures and code paths differ." + }, + { + "left": "issue:5314", + "right": "issue:9264", + "accept": false, + "reason": "Different inpainting-related feature requests for different models; not the same change." + }, + { + "left": "issue:2830", + "right": "issue:3838", + "accept": false, + "reason": "Both are video-generation requests, but they are distinct feature asks with no shared concrete bug." + }, + { + "left": "issue:11749", + "right": "issue:9331", + "accept": true, + "reason": "Both describe the same FlowMatchEulerDiscreteScheduler timestep/indexing precision problem, just from different angles." + }, + { + "left": "issue:4972", + "right": "issue:5009", + "accept": false, + "reason": "Both are Wuerstchen-related, but one is example code failing and the other is a generic error report; too little evidence of sameness." + }, + { + "left": "issue:11560", + "right": "issue:9062", + "accept": false, + "reason": "A generic import error is not enough to conclude it is the same issue as the StableAudioPipeline missing import." + }, + { + "left": "issue:272", + "right": "issue:338", + "accept": false, + "reason": "A feature request for inpainting support and a test request for LMS Discrete are not duplicates." + }, + { + "left": "issue:10460", + "right": "issue:6901", + "accept": false, + "reason": "Missing UNet2DModel argument and missing FlaxDDIMScheduler method are different API gaps." + }, + { + "left": "issue:1594", + "right": "issue:3902", + "accept": false, + "reason": "Both mention video, but one is an img2img feature request and the other is a control-a-video request." + }, + { + "left": "issue:2737", + "right": "issue:6866", + "accept": false, + "reason": "Different feature requests for different pipelines/schedulers; no shared bug." + }, + { + "left": "issue:4913", + "right": "issue:5168", + "accept": false, + "reason": "Both are ControlNet-related support requests, but for different model variants and capabilities." + }, + { + "left": "issue:10467", + "right": "issue:10526", + "accept": false, + "reason": "One is an example-code issue and the other is a specific optimum.quanto TypeError; not the same problem." + }, + { + "left": "issue:4750", + "right": "issue:6572", + "accept": false, + "reason": "Both mention inpainting, but they are different pipeline/support requests." + }, + { + "left": "issue:10817", + "right": "issue:8503", + "accept": false, + "reason": "Missing SD3 control nets and SD3 gradient-checkpointing crashes are separate issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The two accepted soft pairs are plausibly duplicates from the titles alone: issue:1925/2440 on inpainting fp16/float16 load failures, and issue:11749/9331 on FlowMatchEulerDiscreteScheduler timestep/indexing precision. The rejections are generally cautious and fit the evidence available. The summary also avoids overclaiming beyond the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 184, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10460", + "issue:10472", + "issue:10817", + "issue:10950", + "issue:11315", + "issue:11653", + "issue:12221", + "issue:12239", + "issue:13351", + "issue:2163", + "issue:2213", + "issue:2466", + "issue:2618", + "issue:2822", + "issue:2985", + "issue:321", + "issue:3431", + "issue:3451", + "issue:3566", + "issue:4063", + "issue:4376", + "issue:4611", + "issue:4779", + "issue:4885", + "issue:4888", + "issue:5054", + "issue:5075", + "issue:5109", + "issue:5205", + "issue:5258", + "issue:5318", + "issue:5320", + "issue:5339", + "issue:5436", + "issue:5794", + "issue:5824", + "issue:5926", + "issue:6681", + "issue:6688", + "issue:7178", + "issue:775", + "issue:8507", + "issue:9045", + "issue:9303", + "issue:938", + "issue:9825", + "issue:993" + ], + "soft_pairs": [ + "issue:5436|issue:5794", + "issue:3431|issue:3566", + "issue:5318|issue:5320", + "issue:4611|issue:4779", + "issue:6681|issue:7178", + "issue:12221|issue:13351", + "issue:2163|issue:2466", + "issue:6688|issue:9303", + "issue:5075|issue:5258", + "issue:2213|issue:3451", + "issue:10817|issue:8507", + "issue:2985|issue:5926", + "issue:10950|issue:9045", + "issue:5054|issue:5824", + "issue:4885|issue:5109", + "issue:4063|issue:5205", + "issue:4888|issue:5339", + "issue:775|issue:993", + "issue:321|issue:938", + "issue:11315|issue:11653", + "issue:12221|issue:9825", + "issue:10460|issue:10472", + "issue:12239|issue:9825", + "issue:4376|issue:5824", + "issue:2618|issue:2822" + ], + "prepared_review_unit_hash": "3e952720894fe1af74bda620d66e3abd7aa7b91454a105affafbd8643ed5a279", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 33220, + "estimated_input_tokens": 8305, + "estimated_eval_tokens": 16866 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most soft matches are broad topical overlaps rather than true duplicates. I only accept the clearly same-bug pairs around fp16 dtype mismatch, export_to_video failures, and SDXL ControlNet LoRA loading.", + "confidence": 0.71, + "canonical_issue_reason": "issue:993 is the best representative of the clear fp16/autocast duplicate pair with issue:775: it states the concrete data-type mismatch more directly and generally.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:993 is the most actionable issue to keep as the representative for the fp16 dtype-mismatch bug; the other candidate is just a less specific variant of the same report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5436", + "right": "issue:5794", + "accept": false, + "reason": "Both are SDXL-related setup problems, but one is an example error and the other is a missing tokenizer/config file; different failure modes." + }, + { + "left": "issue:3431", + "right": "issue:3566", + "accept": false, + "reason": "Both mention ControlNet quality, but one is about inpainting+ControlNet results and the other about a reference community pipeline; not the same bug." + }, + { + "left": "issue:5318", + "right": "issue:5320", + "accept": false, + "reason": "PEFT-related, but one is tutorials/docs and the other is a specific API enhancement for `fuse_lora`; not duplicates." + }, + { + "left": "issue:4611", + "right": "issue:4779", + "accept": false, + "reason": "Both are video/modelscope themed, but one is an integration/announcement and the other is a pipeline feature request; not the same change or bug." + }, + { + "left": "issue:6681", + "right": "issue:7178", + "accept": true, + "reason": "Both are about `export_to_video` failing; the first title is just vague while the second describes the same broken behavior more explicitly." + }, + { + "left": "issue:12221", + "right": "issue:13351", + "accept": false, + "reason": "Both are ControlNet support requests, but for different models/features (DiffSynth vs Wan 2.2/Flux.2); not the same item." + }, + { + "left": "issue:2163", + "right": "issue:2466", + "accept": false, + "reason": "Training dtype mismatch versus checkpoint retention limit; unrelated issues." + }, + { + "left": "issue:6688", + "right": "issue:9303", + "accept": false, + "reason": "Different feature requests for different video models/pipelines; no shared concrete bug or change." + }, + { + "left": "issue:5075", + "right": "issue:5258", + "accept": false, + "reason": "Both involve SDXL/refiner behavior, but one is a prompt-embedding shape mismatch and the other is a ControlNet inpaint/refiner setup; different problems." + }, + { + "left": "issue:2213", + "right": "issue:3451", + "accept": false, + "reason": "TPU distributed hang versus fp16 memory regression; not the same bug." + }, + { + "left": "issue:10817", + "right": "issue:8507", + "accept": false, + "reason": "Missing SD3 control nets versus a DreamBooth text-encoder training failure; different code paths." + }, + { + "left": "issue:2985", + "right": "issue:5926", + "accept": false, + "reason": "Different model generations (Kandinsky 2.1 vs 3.0), so these are separate feature requests." + }, + { + "left": "issue:10950", + "right": "issue:9045", + "accept": false, + "reason": "Docs/inference section breakage versus CUDA conversion failure with accelerate+peft; unrelated." + }, + { + "left": "issue:5054", + "right": "issue:5824", + "accept": false, + "reason": "One is a missing pipeline attribute, the other is a bad default in `get_add_time_ids()`; different defects." + }, + { + "left": "issue:4885", + "right": "issue:5109", + "accept": true, + "reason": "Both report `StableDiffusionXLControlNetImg2ImgPipeline` failing around `load_lora_weights`; same concrete code-path and likely same fix." + }, + { + "left": "issue:4063", + "right": "issue:5205", + "accept": false, + "reason": "Textual inversion unloading versus a broader repaint/controlnet/lora usage scenario; not the same underlying bug." + }, + { + "left": "issue:4888", + "right": "issue:5339", + "accept": false, + "reason": "Offline safetensors loading and inability to load a local safetensor are related only at a very high level; not enough to treat as duplicates." + }, + { + "left": "issue:775", + "right": "issue:993", + "accept": true, + "reason": "Both describe the same fp16/data-type mismatch in Stable Diffusion, with and without autocast; clear duplicate bug reports." + }, + { + "left": "issue:321", + "right": "issue:938", + "accept": false, + "reason": "Completely different research/model requests (Blended Diffusion vs Human Motion Diffusion Model)." + }, + { + "left": "issue:11315", + "right": "issue:11653", + "accept": false, + "reason": "MPS float64 rope failure versus LoRA `.alpha` key support for HiDream; different bugs in the same model family." + }, + { + "left": "issue:12221", + "right": "issue:9825", + "accept": false, + "reason": "Different support requests for different pipeline features (DiffSynth ControlNet vs FLUX IPAdapters)." + }, + { + "left": "issue:10460", + "right": "issue:10472", + "accept": false, + "reason": "One is a missing documented constructor arg, the other is an unexpected LoRA keyword error; not the same issue." + }, + { + "left": "issue:12239", + "right": "issue:9825", + "accept": false, + "reason": "Support request for InfiniteTalk versus FLUX IPAdapters; separate features." + }, + { + "left": "issue:4376", + "right": "issue:5824", + "accept": false, + "reason": "Textual inversion crash in SDXL versus a default-value bug in `get_add_time_ids()`; different root causes." + }, + { + "left": "issue:2618", + "right": "issue:2822", + "accept": false, + "reason": "ControlNet image-input support versus training convergence speed; not duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The output is grounded in the packet and the soft-edge verdicts are mostly conservative. The accepted pairs are the clearest same-bug matches in the set: fp16 dtype mismatch (775/993), export_to_video failures (6681/7178), and SDXL ControlNet LoRA loading (4885/5109). The rejected pairs are generally justified by distinct titles or different code paths, and the summary does not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 185, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10658", + "issue:1083", + "issue:10873", + "issue:1117", + "issue:11561", + "issue:12338", + "issue:1255", + "issue:1261", + "issue:13477", + "issue:1363", + "issue:1375", + "issue:1407", + "issue:1463", + "issue:1594", + "issue:1755", + "issue:1919", + "issue:1961", + "issue:2377", + "issue:2444", + "issue:2775", + "issue:2904", + "issue:3565", + "issue:3788", + "issue:3958", + "issue:460", + "issue:4789", + "issue:5008", + "issue:5317", + "issue:5318", + "issue:5395", + "issue:5480", + "issue:579", + "issue:5835", + "issue:6234", + "issue:6243", + "issue:7012", + "issue:7191", + "issue:7243", + "issue:7380", + "issue:7390", + "issue:7490", + "issue:7793", + "issue:8359", + "issue:8803", + "issue:9450", + "issue:9610", + "issue:9825", + "issue:989" + ], + "soft_pairs": [ + "issue:3958|issue:5395", + "issue:1261|issue:2444", + "issue:5317|issue:5318", + "issue:1755|issue:5008", + "issue:12338|issue:13477", + "issue:7390|issue:8359", + "issue:11561|issue:9825", + "issue:1594|issue:3788", + "issue:1255|issue:1375", + "issue:1363|issue:1407", + "issue:4789|issue:7793", + "issue:2904|issue:5835", + "issue:1463|issue:1919", + "issue:10658|issue:9610", + "issue:1083|issue:460", + "issue:10873|issue:9450", + "issue:1117|issue:2377", + "issue:5008|issue:5480", + "issue:5480|issue:7380", + "issue:6234|issue:8803", + "issue:6243|issue:7243", + "issue:7191|issue:7490", + "issue:3565|issue:7012", + "issue:1961|issue:579", + "issue:2775|issue:989" + ], + "prepared_review_unit_hash": "f12b444320355bcb5e81fa0d128f124793a185202a474fd8c691ecf3d1df03c7", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 33814, + "estimated_input_tokens": 8454, + "estimated_eval_tokens": 17164 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated diffusers issues (feature requests, bug reports, docs/tests, and model-specific problems). None of the soft pairs look like true duplicates or the same concrete change.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a reliable canonical here: the cluster is too heterogeneous to represent one underlying bug or feature.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No clear best issue overall. If forced, 10658 is one of the cleaner self-contained feature requests, but the set is too mixed to privilege any one issue as a canonical target.", + "best_pr_reason": "No PRs are present, so there is no best PR candidate.", + "soft_edge_verdicts": [ + { + "left": "issue:3958", + "right": "issue:5395", + "accept": false, + "reason": "Both mention LoRA/PEFT, but one is about CPU offload and the other about combining civitai LoRAs; different underlying problems." + }, + { + "left": "issue:1261", + "right": "issue:2444", + "accept": false, + "reason": "Xformers CUDA backward assert vs a dreambooth script subprocess failure; same broad area, not the same bug." + }, + { + "left": "issue:5317", + "right": "issue:5318", + "accept": false, + "reason": "Documentation tasks in different scopes: PEFT API docs vs tutorials. Not a duplicate bug/change." + }, + { + "left": "issue:1755", + "right": "issue:5008", + "accept": false, + "reason": "No meaningful overlap: one is a generic/non-English issue title, the other is a TryOnDiffusion implementation request." + }, + { + "left": "issue:12338", + "right": "issue:13477", + "accept": false, + "reason": "AutoencoderDC VAE slicing/decoding bug and an ErnieImage locals() callback scope bug are unrelated." + }, + { + "left": "issue:7390", + "right": "issue:8359", + "accept": false, + "reason": "Both involve from_single_file, but one is SDXL ControlNet inpaint and the other custom checkpoints; likely different failure modes." + }, + { + "left": "issue:11561", + "right": "issue:9825", + "accept": false, + "reason": "Both are IP-Adapter/FLUX-related, but one targets FluxFillPipeline specifically and the other FLUX pipelines generally; not the same concrete change." + }, + { + "left": "issue:1594", + "right": "issue:3788", + "accept": false, + "reason": "Img2Img for video generation and UniControl pipeline implementation are different feature requests." + }, + { + "left": "issue:1255", + "right": "issue:1375", + "accept": false, + "reason": "Missing DPMSolverMultistepScheduler import vs a broader import break caused by PR #1365; not the same issue." + }, + { + "left": "issue:1363", + "right": "issue:1407", + "accept": false, + "reason": "Different ONNX pipeline failures: LMS discrete scheduler long-prompt error vs missing feature_extractor ValueError." + }, + { + "left": "issue:4789", + "right": "issue:7793", + "accept": false, + "reason": "DeepFloyd download failure and LoRA unload error are unrelated." + }, + { + "left": "issue:2904", + "right": "issue:5835", + "accept": false, + "reason": "AudioLDM scheduler NoneType error vs using pretrained MusicLDM pipeline; different pipelines and symptoms." + }, + { + "left": "issue:1463", + "right": "issue:1919", + "accept": false, + "reason": "Both mention datasets, but one is a missing module error and the other is a requirements.txt omission in the dreambooth example." + }, + { + "left": "issue:10658", + "right": "issue:9610", + "accept": false, + "reason": "Add provider_options to InferenceSession vs add load_lora_weights to SD3 img2img; unrelated feature requests." + }, + { + "left": "issue:1083", + "right": "issue:460", + "accept": false, + "reason": "FP16 incorrect ONNX output and CUDA-vs-CPU onnxruntime dependency are different ONNX bugs." + }, + { + "left": "issue:10873", + "right": "issue:9450", + "accept": false, + "reason": "Different pipelines and failures: SanaPipeline issue vs FluxPipeline multi-GPU device mismatch." + }, + { + "left": "issue:1117", + "right": "issue:2377", + "accept": false, + "reason": "Both are test requests, but they cover different utilities and behaviors; not the same change." + }, + { + "left": "issue:5008", + "right": "issue:5480", + "accept": false, + "reason": "TryOnDiffusion two-UNet implementation and EDM implementation request are distinct model features." + }, + { + "left": "issue:5480", + "right": "issue:7380", + "accept": false, + "reason": "Both are diffusion-method requests, but EDM and one-step distillation are different algorithms and would not merge into one PR." + }, + { + "left": "issue:6234", + "right": "issue:8803", + "accept": false, + "reason": "Train script issue for SDXL and an attention_processor duplicate assignment bug are unrelated." + }, + { + "left": "issue:6243", + "right": "issue:7243", + "accept": false, + "reason": "IP-Adapter Face ID and ResAdapter are different adapter features." + }, + { + "left": "issue:7191", + "right": "issue:7490", + "accept": false, + "reason": "A vague import problem and a backward-pass problem are too unspecific and not the same underlying bug." + }, + { + "left": "issue:3565", + "right": "issue:7012", + "accept": false, + "reason": "CUDA OOM during training vs v_prediction causing weird images; different symptoms and code paths." + }, + { + "left": "issue:1961", + "right": "issue:579", + "accept": false, + "reason": "ColossalAI error and missing config.json for textual inversion are unrelated." + }, + { + "left": "issue:2775", + "right": "issue:989", + "accept": false, + "reason": "torch._dynamo.optimize non-function error and weight-dimension assertion failure are different runtime bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 186, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10100", + "issue:10883", + "issue:10891", + "issue:10897", + "issue:11117", + "issue:11519", + "issue:1156", + "issue:12239", + "issue:12412", + "issue:1594", + "issue:2195", + "issue:222", + "issue:2673", + "issue:2676", + "issue:2722", + "issue:2799", + "issue:3178", + "issue:3221", + "issue:3537", + "issue:3623", + "issue:3728", + "issue:3817", + "issue:4250", + "issue:4524", + "issue:4702", + "issue:4837", + "issue:4912", + "issue:4969", + "issue:5034", + "issue:541", + "issue:5757", + "issue:5998", + "issue:6016", + "issue:6136", + "issue:6161", + "issue:7146", + "issue:7322", + "issue:7350", + "issue:7417", + "issue:8488", + "issue:8604", + "issue:8837", + "issue:8994", + "issue:9101", + "issue:9248", + "issue:9680", + "issue:9732", + "issue:9825" + ], + "soft_pairs": [ + "issue:4912|issue:6161", + "issue:2722|issue:3623", + "issue:12412|issue:9825", + "issue:10897|issue:9825", + "issue:4837|issue:6016", + "issue:10883|issue:11519", + "issue:1594|issue:2195", + "issue:7146|issue:9732", + "issue:2676|issue:4524", + "issue:8994|issue:9680", + "issue:10891|issue:11117", + "issue:4702|issue:9101", + "issue:6136|issue:7417", + "issue:5757|issue:7322", + "issue:11117|issue:8488", + "issue:8604|issue:8837", + "issue:1156|issue:222", + "issue:3537|issue:541", + "issue:3221|issue:7350", + "issue:3178|issue:5998", + "issue:4250|issue:5034", + "issue:3728|issue:3817", + "issue:4969|issue:9248", + "issue:10100|issue:12239", + "issue:2673|issue:2799" + ], + "prepared_review_unit_hash": "92926e0fabcf799e530bc2d64fe3daed15d4b47b27d0a08ff80ce0a4782bf159", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 33644, + "estimated_input_tokens": 8411, + "estimated_eval_tokens": 17078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated feature requests and bug reports that only share broad Diffusers terminology. I found no soft pair that clearly looks like the same underlying bug/change, so all suggested merges are rejected.", + "confidence": 0.54, + "canonical_issue_reason": "Issue 8488 is the strongest single anchor: a concrete, high-engagement StableDiffusion3Pipeline initialization failure with substantial discussion. Even so, the cluster is too heterogeneous for it to serve as a true duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 8488 is the best representative issue in this set because it is detailed, specific, and has the most discussion around a core runtime failure. It is still only a weak global representative because most other items are unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4912", + "right": "issue:6161", + "accept": false, + "reason": "Checkpoint conversion support and sigma-selection behavior are different problems in different areas." + }, + { + "left": "issue:2722", + "right": "issue:3623", + "accept": false, + "reason": "ControlNet conversion mismatch and large-model loading are unrelated bugs." + }, + { + "left": "issue:12412", + "right": "issue:9825", + "accept": false, + "reason": "Separate model support requests for different pipelines and features." + }, + { + "left": "issue:10897", + "right": "issue:9825", + "accept": false, + "reason": "Different model support requests; no shared concrete code-path." + }, + { + "left": "issue:4837", + "right": "issue:6016", + "accept": false, + "reason": "Both are conversion-script issues, but they describe different failures and likely different fixes." + }, + { + "left": "issue:10883", + "right": "issue:11519", + "accept": false, + "reason": "Different model update/support requests, not the same change." + }, + { + "left": "issue:1594", + "right": "issue:2195", + "accept": false, + "reason": "Both touch video generation, but one asks for img2img support and the other for Tune-A-Video." + }, + { + "left": "issue:7146", + "right": "issue:9732", + "accept": false, + "reason": "Both are OOM reports, but for different training scripts and workflows." + }, + { + "left": "issue:2676", + "right": "issue:4524", + "accept": false, + "reason": "Scheduler naming question versus AnimateDiff support request; unrelated." + }, + { + "left": "issue:8994", + "right": "issue:9680", + "accept": false, + "reason": "Generation stuck at 0 and broken unconditional generation are different symptoms and likely different causes." + }, + { + "left": "issue:10891", + "right": "issue:11117", + "accept": false, + "reason": "Both mention bfloat16/half issues, but they affect different pipelines/components and are not clearly the same bug." + }, + { + "left": "issue:4702", + "right": "issue:9101", + "accept": false, + "reason": "Separate training-script requests for different use cases." + }, + { + "left": "issue:6136", + "right": "issue:7417", + "accept": false, + "reason": "Both are Mac NaN reports, but one is inference output and the other is a LoRA fuse test failure." + }, + { + "left": "issue:5757", + "right": "issue:7322", + "accept": false, + "reason": "Checkpoint resume errors and SIGKILL during training are different failure modes." + }, + { + "left": "issue:11117", + "right": "issue:8488", + "accept": false, + "reason": "Both are SD3 pipeline errors, but one is a type-mismatch runtime error and the other is a from_pretrained exception." + }, + { + "left": "issue:8604", + "right": "issue:8837", + "accept": false, + "reason": "T5 float16 corruption and SlicedAttnProcessor bug are unrelated." + }, + { + "left": "issue:1156", + "right": "issue:222", + "accept": false, + "reason": "Both are vague training failures, but there is no concrete shared bug or path." + }, + { + "left": "issue:3537", + "right": "issue:541", + "accept": false, + "reason": "ControlNet conversion script and SageMaker support are unrelated." + }, + { + "left": "issue:3221", + "right": "issue:7350", + "accept": false, + "reason": "Different APIs and failure modes: attention-proc loading versus ControlNet initialization from LoRA UNet." + }, + { + "left": "issue:3178", + "right": "issue:5998", + "accept": false, + "reason": "Both mention VersatileDiffusion, but the reported bugs are distinct and not mergeable as one fix." + }, + { + "left": "issue:4250", + "right": "issue:5034", + "accept": false, + "reason": "Model loading bug and progress-bar display issue are not the same underlying problem." + }, + { + "left": "issue:3728", + "right": "issue:3817", + "accept": false, + "reason": "Different proposed pipelines with no shared bug or implementation change." + }, + { + "left": "issue:4969", + "right": "issue:9248", + "accept": false, + "reason": "ImportError for CrossAttention and install/upgrade guidance are unrelated." + }, + { + "left": "issue:10100", + "right": "issue:12239", + "accept": false, + "reason": "Different model support requests with no shared concrete code-path." + }, + { + "left": "issue:2673", + "right": "issue:2799", + "accept": false, + "reason": "Both involve pipeline/checkpoint mismatch themes, but the specific errors and fixes are different." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 187, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10150", + "issue:10737", + "issue:10795", + "issue:11374", + "issue:11642", + "issue:1188", + "issue:12599", + "issue:1263", + "issue:12695", + "issue:12728", + "issue:12754", + "issue:1305", + "issue:13279", + "issue:1375", + "issue:1633", + "issue:2737", + "issue:3043", + "issue:3171", + "issue:3325", + "issue:3725", + "issue:4063", + "issue:4213", + "issue:4232", + "issue:4302", + "issue:4390", + "issue:4450", + "issue:4480", + "issue:4496", + "issue:457", + "issue:4598", + "issue:4849", + "issue:4912", + "issue:4978", + "issue:5168", + "issue:541", + "issue:6008", + "issue:7569", + "issue:760", + "issue:761", + "issue:7646", + "issue:8435", + "issue:9063", + "issue:911", + "issue:9161", + "issue:9223", + "issue:9450", + "issue:9861", + "issue:9936" + ], + "soft_pairs": [ + "issue:4232|issue:5168", + "issue:6008|issue:9223", + "issue:1633|issue:2737", + "issue:761|issue:911", + "issue:11374|issue:12695", + "issue:3171|issue:4496", + "issue:4450|issue:4849", + "issue:4232|issue:4978", + "issue:12599|issue:13279", + "issue:4912|issue:541", + "issue:10795|issue:12728", + "issue:10737|issue:9063", + "issue:10150|issue:12754", + "issue:1305|issue:4063", + "issue:1263|issue:1375", + "issue:3725|issue:4302", + "issue:1188|issue:3043", + "issue:4480|issue:7569", + "issue:4213|issue:8435", + "issue:3325|issue:7646", + "issue:457|issue:760", + "issue:11642|issue:9861", + "issue:9161|issue:9936", + "issue:10737|issue:9450", + "issue:4390|issue:4598" + ], + "prepared_review_unit_hash": "4bf73f63b140eebd89cf0bb421479a51d6995a2b952f5ff65f24d0bfa465b8f7", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 33873, + "estimated_input_tokens": 8469, + "estimated_eval_tokens": 17194 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not one duplicate cluster; it contains many unrelated issue reports across different models, pipelines, devices, and feature requests. Most soft edges are false positives from title similarity, with at most one borderline MPS-output pair that looks plausibly duplicate-like.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global canonical here; the items are too heterogeneous to represent one underlying bug. If forced to choose a representative issue, none fits cleanly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4232", + "right": "issue:5168", + "accept": false, + "reason": "Different requests: instruct-pix2pix/controlnet training vs ControlNet-XS support. Same broad area, not the same bug." + }, + { + "left": "issue:6008", + "right": "issue:9223", + "accept": false, + "reason": "One is an IP-Adapter/LCM LoRA runtime failure; the other is a dependency/version conflict around pyarrow. Unrelated." + }, + { + "left": "issue:1633", + "right": "issue:2737", + "accept": false, + "reason": "Both mention scheduler features, but one is karras sigmas in k_diffusion and the other is CLIP guidance in DPMSolver. Different changes." + }, + { + "left": "issue:761", + "right": "issue:911", + "accept": false, + "reason": "DreamBooth issues, but one is 8-bit Adam training failure and the other is a bad config regression. Different root problems." + }, + { + "left": "issue:11374", + "right": "issue:12695", + "accept": false, + "reason": "Both are model support requests, but for different models (SkyReels-V2 vs Hunyuan v1.5). Not duplicates." + }, + { + "left": "issue:3171", + "right": "issue:4496", + "accept": false, + "reason": "LPW prompt support for controlnet vs prompt fusion are different features and failure modes." + }, + { + "left": "issue:4450", + "right": "issue:4849", + "accept": false, + "reason": "Multi-text inversion example broken vs multi-GPU training for textual inversion. Different scope and cause." + }, + { + "left": "issue:4232", + "right": "issue:4978", + "accept": false, + "reason": "Different control/preprocessor features: instruct-pix2pix with controlnet condition vs inpaint_global_harmonious preprocessor usage." + }, + { + "left": "issue:12599", + "right": "issue:13279", + "accept": false, + "reason": "Both are loading-related, but one is CUDA transfer slowness and the other is an AutoencoderRAE compatibility error with older transformers." + }, + { + "left": "issue:4912", + "right": "issue:541", + "accept": false, + "reason": "Checkpoint conversion to diffusers vs SageMaker deployment support. No shared bug." + }, + { + "left": "issue:10795", + "right": "issue:12728", + "accept": false, + "reason": "Both involve torch.compile, but one is GGUF from_single_file transformer compilation and the other is Wan 2.2 channels_last/Dynamo unsupported behavior. Different code paths." + }, + { + "left": "issue:10737", + "right": "issue:9063", + "accept": false, + "reason": "Flux pipeline issues, but one is encode_image missing image_encoder and the other is tokenizer instantiation from a slow version." + }, + { + "left": "issue:10150", + "right": "issue:12754", + "accept": false, + "reason": "SDXL loading/inference slowness vs from_pipe dtype conversion to float32. Related theme, different concrete bug." + }, + { + "left": "issue:1305", + "right": "issue:4063", + "accept": false, + "reason": "Completely different topics: image editing method paper vs unloading a textual inversion checkpoint." + }, + { + "left": "issue:1263", + "right": "issue:1375", + "accept": false, + "reason": "Both mention import problems, but one is missing StableDiffusionSafetyChecker and the other is a regression from PR #1365. Not the same issue." + }, + { + "left": "issue:3725", + "right": "issue:4302", + "accept": false, + "reason": "Both are LoRA-related, but one is general A1111 LoRA support and the other is a specific SDXL LoRA load failure. Too different to merge." + }, + { + "left": "issue:1188", + "right": "issue:3043", + "accept": false, + "reason": "Different community pipeline requests: CLIPSeg+Stable Diffusion vs ODISE." + }, + { + "left": "issue:4480", + "right": "issue:7569", + "accept": false, + "reason": "Both involve Mac/MPS, but one is a kernel crash during generation and the other is a FreeU test failure. Different bug class." + }, + { + "left": "issue:4213", + "right": "issue:8435", + "accept": false, + "reason": "Both mention from_single_file, but 4213 is specifically about needing accelerate for SD-XL; 8435 is a generic runtime error with no matching concrete cause." + }, + { + "left": "issue:3325", + "right": "issue:7646", + "accept": false, + "reason": "Different training scripts and failures: DreamBooth CUDA invalid argument vs dataloader_num_workers behavior in text-to-image LoRA training." + }, + { + "left": "issue:457", + "right": "issue:760", + "accept": true, + "reason": "Both describe Stable Diffusion output corruption on MPS, with very similar symptoms ('blue artifacts' / 'unexpected output') and the same backend/context. Plausibly the same underlying bug." + }, + { + "left": "issue:11642", + "right": "issue:9861", + "accept": false, + "reason": "Flux prompt scaling has no effect vs Flux training not updating transformer weights. Distinct bugs." + }, + { + "left": "issue:9161", + "right": "issue:9936", + "accept": false, + "reason": "Both are Flux multi-GPU training problems, but one is distributed bugs in train_dreambooth_lora_flux.py and the other is an NCCL timeout in train_controlnet_flux.py. Not the same failure." + }, + { + "left": "issue:10737", + "right": "issue:9450", + "accept": false, + "reason": "Both are Flux-related, but one is an encode_image initializer bug and the other is a multi-GPU device placement error when passing transformer=. Different code paths." + }, + { + "left": "issue:4390", + "right": "issue:4598", + "accept": false, + "reason": "Missing requirements vs uninformative error messages for missing dependencies. The latter is about diagnostics, not the dependency issue itself." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet: the set is clearly heterogeneous, and the soft-edge rejections are conservative rather than overstated. The only accepted edge, issue:457 vs issue:760, is plausibly duplicate-like based on shared MPS output-corruption symptoms. No PR-mergeability concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 188, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1076", + "issue:1082", + "issue:10952", + "issue:11050", + "issue:11133", + "issue:11182", + "issue:12052", + "issue:13034", + "issue:13488", + "issue:1367", + "issue:1608", + "issue:200", + "issue:2195", + "issue:2439", + "issue:2579", + "issue:2722", + "issue:2843", + "issue:3094", + "issue:3103", + "issue:3171", + "issue:322", + "issue:3348", + "issue:3406", + "issue:3451", + "issue:3630", + "issue:4186", + "issue:4232", + "issue:4445", + "issue:4747", + "issue:4949", + "issue:5002", + "issue:5118", + "issue:5258", + "issue:6141", + "issue:6901", + "issue:743", + "issue:7646", + "issue:8507", + "issue:8511", + "issue:8780", + "issue:8939", + "issue:9025", + "issue:9039", + "issue:9063", + "issue:9142", + "issue:938", + "issue:9539", + "issue:9895" + ], + "soft_pairs": [ + "issue:9539|issue:9895", + "issue:3630|issue:4747", + "issue:10952|issue:9142", + "issue:1082|issue:1608", + "issue:2722|issue:743", + "issue:4186|issue:5258", + "issue:4232|issue:5118", + "issue:2195|issue:4949", + "issue:2439|issue:3103", + "issue:11050|issue:11182", + "issue:9025|issue:9039", + "issue:2579|issue:3348", + "issue:8507|issue:8511", + "issue:3171|issue:6141", + "issue:4445|issue:8780", + "issue:11133|issue:13034", + "issue:1076|issue:322", + "issue:12052|issue:13488", + "issue:3094|issue:7646", + "issue:5002|issue:6901", + "issue:1367|issue:2843", + "issue:200|issue:3406", + "issue:322|issue:938", + "issue:8939|issue:9063", + "issue:3451|issue:7646" + ], + "prepared_review_unit_hash": "59c655620b7cd9d9ad83b8e06f1166dedf336e7c57adc9b32860eb5e7bacce79", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34309, + "estimated_input_tokens": 8578, + "estimated_eval_tokens": 17412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set. The items span many unrelated issues across different pipelines, schedulers, training scripts, loading paths, and model families; the proposed soft edges mostly share only generic error wording or a broad subsystem name.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items are too heterogeneous to represent one underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for the whole cluster; at most, a few offloading-related items form a loose subtheme, but they are still not the same concrete failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:9539", + "right": "issue:9895", + "accept": false, + "reason": "Both mention device-mismatch failures, but they are different pipelines and contexts (CogVideoX image-to-video float8 issue vs FluxPipeline offloading regression)." + }, + { + "left": "issue:3630", + "right": "issue:4747", + "accept": false, + "reason": "Both are loading/runtime errors, but one is an unknown UNet2DModel error and the other is a missing model_index.json when loading fine-tuned SDXL LoRA." + }, + { + "left": "issue:10952", + "right": "issue:9142", + "accept": false, + "reason": "These are different adapter/loading bugs: missing LoRA adapter name in SDXLLongPromptWeightingPipeline vs multi-controlnet type error in Hunyuan DiT." + }, + { + "left": "issue:11050", + "right": "issue:11182", + "accept": false, + "reason": "One is a bf16/fp16 dtype-casting bug in a training script; the other is an unnecessary BF16 variant download during model loading." + }, + { + "left": "issue:1082", + "right": "issue:1608", + "accept": false, + "reason": "Both are training failures, but the concrete problems differ: cublasLtMatmul execution failure vs training stopping at 500 steps on T4." + }, + { + "left": "issue:2722", + "right": "issue:743", + "accept": false, + "reason": "Both involve conversion, but they are not the same bug: ControlNet UNet mismatch after conversion vs general ckpt-to-diffusers conversion failure." + }, + { + "left": "issue:4186", + "right": "issue:5258", + "accept": false, + "reason": "Both mention SDXL inpaint/refiner, but one is inpainting not working with refiner and the other is a ControlNet inpaint/refiner combination." + }, + { + "left": "issue:4232", + "right": "issue:5118", + "accept": false, + "reason": "These are different ControlNet-related questions/features (instruct-pix2pix with controlnet condition vs reference_only usage)." + }, + { + "left": "issue:2195", + "right": "issue:4949", + "accept": false, + "reason": "Unrelated video-model topics: Tune-A-Video vs ProPainter in/outpainting for video." + }, + { + "left": "issue:2439", + "right": "issue:3103", + "accept": false, + "reason": "Both are inpainting-related, but one is loading/running the inpainting pipeline and the other is a height/width parameter issue." + }, + { + "left": "issue:8507", + "right": "issue:8511", + "accept": false, + "reason": "Both touch SD3 training scripts, but the failures differ: text encoder training fails vs text encoders not being unloaded." + }, + { + "left": "issue:9025", + "right": "issue:9039", + "accept": false, + "reason": "Different Flax pipeline operations: from_single_file on Kaggle TPU VM vs load_lora_weights." + }, + { + "left": "issue:2579", + "right": "issue:3348", + "accept": false, + "reason": "Both reference xFormers, but one is a possible xFormers bug/misuse and the other is a feature request for LoRA scale support with xFormers." + }, + { + "left": "issue:3171", + "right": "issue:6141", + "accept": false, + "reason": "These are separate ControlNet feature requests: LPW prompt support vs control_mode/resize_mode parameters." + }, + { + "left": "issue:4445", + "right": "issue:8780", + "accept": false, + "reason": "A how-to question about LoRA finetuning is not the same as a dtype mismatch bug between model and input data." + }, + { + "left": "issue:11133", + "right": "issue:13034", + "accept": false, + "reason": "Different pipelines and failures: CogVideoX image-to-video bug vs WanPipeline height/width behavior." + }, + { + "left": "issue:1076", + "right": "issue:322", + "accept": false, + "reason": "Completely unrelated: Stable Diffusion v1-5 discussion vs V-Diffusion model topic." + }, + { + "left": "issue:12052", + "right": "issue:13488", + "accept": false, + "reason": "Both involve offloading, but the reports are not the same concrete bug: Wan 2.2 LightX2V device-mismatch failure vs a broader diffusers-0.38.0.dev0 offloading regression." + }, + { + "left": "issue:3094", + "right": "issue:7646", + "accept": false, + "reason": "Different training concerns: OOM during finetuning vs dataloader_num_workers behavior in a LoRA training script." + }, + { + "left": "issue:5002", + "right": "issue:6901", + "accept": false, + "reason": "Both are scheduler API gaps, but they affect different methods and classes: use_karras_sigmas vs clip_sample." + }, + { + "left": "issue:1367", + "right": "issue:2843", + "accept": false, + "reason": "Saving scheduler config with custom trained_betas is unrelated to multi-GPU checkpoint saving." + }, + { + "left": "issue:200", + "right": "issue:3406", + "accept": false, + "reason": "A resnet test request is unrelated to an attention-class bug with only_cross_attention=True." + }, + { + "left": "issue:322", + "right": "issue:938", + "accept": false, + "reason": "Different model-family topics with no shared concrete bug or fix." + }, + { + "left": "issue:8939", + "right": "issue:9063", + "accept": false, + "reason": "Both are tokenizer/loading errors, but they involve different models and failure modes, so they are not the same issue." + }, + { + "left": "issue:3451", + "right": "issue:7646", + "accept": false, + "reason": "Both are training-script questions, but fp16 memory usage and dataloader_num_workers are unrelated problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 189, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10144", + "issue:10336", + "issue:10460", + "issue:10608", + "issue:10653", + "issue:10658", + "issue:10710", + "issue:1082", + "issue:10848", + "issue:10873", + "issue:10883", + "issue:1099", + "issue:11117", + "issue:11396", + "issue:11700", + "issue:12009", + "issue:12037", + "issue:12666", + "issue:1405", + "issue:1478", + "issue:1552", + "issue:2392", + "issue:2830", + "issue:3624", + "issue:3728", + "issue:3884", + "issue:3944", + "issue:4269", + "issue:4686", + "issue:4839", + "issue:5128", + "issue:5205", + "issue:5573", + "issue:5605", + "issue:5997", + "issue:6357", + "issue:6503", + "issue:660", + "issue:6891", + "issue:713", + "issue:7243", + "issue:7333", + "issue:775", + "issue:8500", + "issue:8565", + "issue:8588", + "issue:8759", + "issue:9166" + ], + "soft_pairs": [ + "issue:3624|issue:4269", + "issue:3944|issue:5605", + "issue:10883|issue:7243", + "issue:10658|issue:11700", + "issue:10144|issue:12666", + "issue:8500|issue:8588", + "issue:1082|issue:713", + "issue:1478|issue:4686", + "issue:10653|issue:10710", + "issue:3728|issue:7333", + "issue:10460|issue:10848", + "issue:1405|issue:1552", + "issue:660|issue:775", + "issue:1099|issue:2392", + "issue:8759|issue:9166", + "issue:10608|issue:11396", + "issue:6503|issue:6891", + "issue:5128|issue:6357", + "issue:12009|issue:12037", + "issue:2830|issue:5205", + "issue:11117|issue:8565", + "issue:10336|issue:10873", + "issue:5573|issue:5997", + "issue:3884|issue:4839" + ], + "prepared_review_unit_hash": "e2f02a6ef58f75fab5ea4be8bda3f514975d3841a8f9151cac6f8e12f33ce581", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34063, + "estimated_input_tokens": 8516, + "estimated_eval_tokens": 17288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a false-positive similarity set: the items span unrelated models, pipelines, training scripts, and API bugs. I only accept the pairs that look like the same fp16/attention-slicing code-path issue.", + "confidence": 0.88, + "canonical_issue_reason": "No single issue is a safe canonical for the whole set: the items span many unrelated bugs, features, and model families.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue cleanly represents the whole cluster for deduping; any single choice would collapse unrelated topics.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3624", + "right": "issue:4269", + "accept": false, + "reason": "Both mention TypeError, but they concern different pipeline paths and different failure causes." + }, + { + "left": "issue:3944", + "right": "issue:5605", + "accept": false, + "reason": "Same DreamBooth area, but one is about LoRA rank customization and the other about per-image captions; different changes." + }, + { + "left": "issue:10883", + "right": "issue:7243", + "accept": false, + "reason": "Both are model/pipeline issues, but they refer to different models and different problem types." + }, + { + "left": "issue:10658", + "right": "issue:11700", + "accept": false, + "reason": "Both touch loading/integration, but one is about onnxruntime session options and the other about Pruna pipeline loading; not the same bug." + }, + { + "left": "issue:10144", + "right": "issue:12666", + "accept": false, + "reason": "Both are video-related, but they involve different models and unrelated failure modes." + }, + { + "left": "issue:8500", + "right": "issue:8588", + "accept": false, + "reason": "Both are SD3-related, but one is a token-limit question and the other is a missing conversion script." + }, + { + "left": "issue:1082", + "right": "issue:713", + "accept": false, + "reason": "Training errors are too generic here; the reported failures and contexts are not the same." + }, + { + "left": "issue:10460", + "right": "issue:10848", + "accept": false, + "reason": "Both are API mismatch problems, but they concern different functions and different call sites." + }, + { + "left": "issue:1478", + "right": "issue:4686", + "accept": false, + "reason": "Same pipeline class, but one is about multi-image output and the other about loading a saved pipeline; different bugs." + }, + { + "left": "issue:10653", + "right": "issue:10710", + "accept": false, + "reason": "Completely different subjects: quantized model movement vs DDUF support." + }, + { + "left": "issue:3728", + "right": "issue:7333", + "accept": false, + "reason": "Both are diffusion research/pipeline topics, but they are different requested methods and not the same change." + }, + { + "left": "issue:1405", + "right": "issue:1552", + "accept": true, + "reason": "These both point to the same attention-slicing bug: `enable_attention_slicing()` failing in practice, with SD2 as a concrete manifestation." + }, + { + "left": "issue:660", + "right": "issue:775", + "accept": true, + "reason": "Both describe the same fp16-on-MPS failure class; one is a specific M1 report, the other a broader fp16/autocast complaint." + }, + { + "left": "issue:1099", + "right": "issue:2392", + "accept": false, + "reason": "Different DreamBooth/pipeline errors with no shared failing code path." + }, + { + "left": "issue:8759", + "right": "issue:9166", + "accept": false, + "reason": "Both involve image processing, but one is an SD3 cast warning and the other is overlay behavior; not the same bug." + }, + { + "left": "issue:10608", + "right": "issue:11396", + "accept": false, + "reason": "Unrelated: multi-GPU HunyuanVideo pipeline execution vs LoRA format conversion question." + }, + { + "left": "issue:6503", + "right": "issue:6891", + "accept": false, + "reason": "Both are training-script tracker items, but they target different utility updates and code changes." + }, + { + "left": "issue:5128", + "right": "issue:6357", + "accept": false, + "reason": "Different problems: loading a local safetensors file vs API/local result discrepancies." + }, + { + "left": "issue:12009", + "right": "issue:12037", + "accept": false, + "reason": "Same Wan 2.2 family, but one is a GGUF loading/meta-tensor issue and the other is LoRA compatibility; not mergeable as one fix." + }, + { + "left": "issue:2830", + "right": "issue:5205", + "accept": false, + "reason": "Different use cases and pipelines; no shared underlying bug." + }, + { + "left": "issue:11117", + "right": "issue:8565", + "accept": false, + "reason": "Both are SD3 pipeline issues, but one is a dtype mismatch runtime error and the other is a LoRA loading IndexError." + }, + { + "left": "issue:10336", + "right": "issue:10873", + "accept": false, + "reason": "Both are Sana-related, but the reported failures are different and do not clearly share one code path." + }, + { + "left": "issue:5573", + "right": "issue:5997", + "accept": false, + "reason": "ControlNet-related, but one is weight initialization timing and the other is an SDXL tutorial/model-type error." + }, + { + "left": "issue:3884", + "right": "issue:4839", + "accept": false, + "reason": "Both mention LoRA, but one is a training-script error and the other is a `lora_scale` type issue; different fixes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative: it treats the cluster as mostly unrelated and only accepts the two genuinely plausible same-bug pairs (attention slicing; fp16/MPS). The reject reasons are cautious and aligned with the titles, without overclaiming shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 190, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10045", + "issue:10111", + "issue:10382", + "issue:10392", + "issue:10512", + "issue:10772", + "issue:10950", + "issue:10952", + "issue:11229", + "issue:11675", + "issue:11790", + "issue:1195", + "issue:13065", + "issue:13137", + "issue:13221", + "issue:1478", + "issue:1538", + "issue:1594", + "issue:2689", + "issue:3162", + "issue:3838", + "issue:4000", + "issue:4159", + "issue:4210", + "issue:4349", + "issue:4356", + "issue:4390", + "issue:462", + "issue:4692", + "issue:4724", + "issue:6439", + "issue:6790", + "issue:7000", + "issue:7210", + "issue:7681", + "issue:7782", + "issue:8723", + "issue:8826", + "issue:8850", + "issue:8876", + "issue:9096", + "issue:9343", + "issue:9415", + "issue:9461", + "issue:9496", + "issue:9648", + "issue:993" + ], + "soft_pairs": [ + "issue:10111|issue:8876", + "issue:1195|issue:993", + "issue:4356|issue:7000", + "issue:6790|issue:7782", + "issue:4210|issue:4692", + "issue:10952|issue:8826", + "issue:11675|issue:11790", + "issue:10772|issue:13065", + "issue:2689|issue:6439", + "issue:9343|issue:9415", + "issue:10512|issue:9461", + "issue:462|issue:4724", + "issue:1594|issue:3838", + "issue:10382|issue:9648", + "issue:10950|issue:7210", + "issue:1538|issue:3162", + "issue:13137|issue:13221", + "issue:1478|issue:4349", + "issue:4000|issue:8723", + "issue:10045|issue:7681", + "issue:10950|issue:8850", + "issue:10392|issue:9461", + "issue:11229|issue:9096", + "issue:10382|issue:9496", + "issue:4159|issue:4390" + ], + "prepared_review_unit_hash": "570589de6fe35337daac7e5bffdba4eadd8dedbe56adcb254cba19aaaabd0c8c", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 33696, + "estimated_input_tokens": 8424, + "estimated_eval_tokens": 17104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The proposed links are mostly generic keyword matches, not true duplicates. The items span many unrelated bugs, feature requests, and docs issues, so no single canonical duplicate stands out.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue; the set is heterogeneous and the soft-edge candidates do not share the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue representative: none of the issues cleanly captures a single duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10111", + "right": "issue:8876", + "accept": false, + "reason": "Both mention FLUX, but one is a general FLUX pipeline bug report and the other is Pixart Sigma microconditioning; different models and failure modes." + }, + { + "left": "issue:1195", + "right": "issue:993", + "accept": false, + "reason": "Both involve fp16/attention, but one is about memory efficient attention with fp16 weights and the other is a datatype mismatch in Stable Diffusion fp16; not the same bug." + }, + { + "left": "issue:4356", + "right": "issue:7000", + "accept": false, + "reason": "Import error for a missing dummy module vs a deprecation warning in outputs.py; unrelated problems." + }, + { + "left": "issue:6790", + "right": "issue:7782", + "accept": false, + "reason": "State_dict key mismatch during training vs safetensors unpickling error during conversion; different code paths and root causes." + }, + { + "left": "issue:4210", + "right": "issue:4692", + "accept": false, + "reason": "Question about attention_mask usage in UNet vs a memory issue in UNet2DConditionModel; not the same underlying defect." + }, + { + "left": "issue:10952", + "right": "issue:8826", + "accept": false, + "reason": "LoRA adapter-name mismatch when loading vs torch.cat with an empty tensor list; distinct failures." + }, + { + "left": "issue:11675", + "right": "issue:11790", + "accept": false, + "reason": "Both are LoRA-loading reports, but they concern different models/scripts and different load-time errors; too broad to merge." + }, + { + "left": "issue:10772", + "right": "issue:13065", + "accept": false, + "reason": "A controlnet support request vs a Qwen-Image controlnet inpaint/canny issue; unrelated." + }, + { + "left": "issue:2689", + "right": "issue:6439", + "accept": false, + "reason": "Both mention broken links, but they point to different assets/docs and different pages." + }, + { + "left": "issue:9343", + "right": "issue:9415", + "accept": false, + "reason": "FLUX load mismatch with ignore_mismatched_sizes vs a CogVideoXTransformer3DModel parameter-module error; different models and bugs." + }, + { + "left": "issue:10512", + "right": "issue:9461", + "accept": false, + "reason": "LoRA loading failure vs a vague Flux inference issue; not enough evidence they are the same concrete bug." + }, + { + "left": "issue:462", + "right": "issue:4724", + "accept": false, + "reason": "Both are img2img-related, but one is an Apple MPS regression and the other is an SDXL checkpoint behavior issue; different contexts." + }, + { + "left": "issue:1594", + "right": "issue:3838", + "accept": false, + "reason": "Img2Img for video generation vs Video Composer feature request; related domain, but not the same change or bug." + }, + { + "left": "issue:10382", + "right": "issue:9648", + "accept": false, + "reason": "VAE forward return-type mismatch causing AttributeError vs VAE tiling causing memory overflow; unrelated symptoms." + }, + { + "left": "issue:10950", + "right": "issue:7210", + "accept": false, + "reason": "Docs link broken vs accelerate dispatch hitting named_parameters on a pipeline; different issue types." + }, + { + "left": "issue:1538", + "right": "issue:3162", + "accept": false, + "reason": "Model incompatibility with stable-diffusion-2-base vs missing learned_classifier_free_sampling_embeddings; different failures." + }, + { + "left": "issue:13137", + "right": "issue:13221", + "accept": false, + "reason": "Both mention LoRA support/loading, but they concern different models and error classes; too broad to treat as duplicates." + }, + { + "left": "issue:1478", + "right": "issue:4349", + "accept": false, + "reason": "Multi-image output limitation vs missing text_encoder despite prompt_embeds; not the same bug." + }, + { + "left": "issue:4000", + "right": "issue:8723", + "accept": false, + "reason": "Checkpoint conversion problem vs SD3ControlNetModel initialization error; unrelated." + }, + { + "left": "issue:10045", + "right": "issue:7681", + "accept": false, + "reason": "General pipeline import problem vs environment-specific OpenSSL/lib import failure; not the same underlying issue." + }, + { + "left": "issue:10950", + "right": "issue:8850", + "accept": false, + "reason": "Broken docs section vs broken community pipelines mirror; both are broken links, but different targets." + }, + { + "left": "issue:10392", + "right": "issue:9461", + "accept": false, + "reason": "Flux-dev-fp8/Lora interaction issue vs a vague Flux inference report; insufficient overlap to call them duplicates." + }, + { + "left": "issue:11229", + "right": "issue:9096", + "accept": false, + "reason": "Both mention NaNs, but one is attention slicing on SDXL/MPS and the other is Flux half-precision inference; different code paths." + }, + { + "left": "issue:10382", + "right": "issue:9496", + "accept": false, + "reason": "VAE return-type mismatch vs SD3ControlNet forward-function error; distinct model components and failures." + }, + { + "left": "issue:4159", + "right": "issue:4390", + "accept": false, + "reason": "High VRAM usage vs missing requirements; no duplicate relation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 191, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10025", + "issue:10282", + "issue:10514", + "issue:10710", + "issue:1083", + "issue:10920", + "issue:11023", + "issue:11275", + "issue:11283", + "issue:11709", + "issue:12009", + "issue:12113", + "issue:12126", + "issue:12348", + "issue:12529", + "issue:1475", + "issue:1534", + "issue:1565", + "issue:1608", + "issue:2618", + "issue:2941", + "issue:3140", + "issue:3250", + "issue:3405", + "issue:3728", + "issue:3891", + "issue:4314", + "issue:4542", + "issue:5429", + "issue:5462", + "issue:5510", + "issue:5523", + "issue:5606", + "issue:5769", + "issue:5772", + "issue:5877", + "issue:6368", + "issue:668", + "issue:6869", + "issue:7178", + "issue:7243", + "issue:7377", + "issue:7405", + "issue:7408", + "issue:7968", + "issue:7972", + "issue:8790", + "issue:9023" + ], + "soft_pairs": [ + "issue:12126|issue:12529", + "issue:11023|issue:11275", + "issue:10025|issue:7968", + "issue:1565|issue:1608", + "issue:5510|issue:7972", + "issue:10920|issue:9023", + "issue:11283|issue:11709", + "issue:5606|issue:6368", + "issue:1083|issue:2941", + "issue:5429|issue:5462", + "issue:10282|issue:12009", + "issue:10514|issue:10710", + "issue:1534|issue:668", + "issue:5769|issue:5772", + "issue:4542|issue:7377", + "issue:1475|issue:5877", + "issue:6869|issue:7178", + "issue:3891|issue:7408", + "issue:7243|issue:8790", + "issue:3728|issue:7405", + "issue:3405|issue:4314", + "issue:2618|issue:3140", + "issue:3250|issue:5523", + "issue:12113|issue:12348" + ], + "prepared_review_unit_hash": "3474ed79761d74cb654f393987ca9d65b565cea9c70759c28dbe421b22f2583a", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33942, + "estimated_input_tokens": 8486, + "estimated_eval_tokens": 17228 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; only one soft pair looks like a true duplicate: the WanImageToVideoPipeline resolution/tensor-mismatch reports. The rest are superficial lexical matches across different bugs, models, or code paths.", + "confidence": 0.87, + "canonical_issue_reason": "issue:12348 is the broadest and most representative Wan report: it is open, describes a resolution-dependent tensor mismatch, and can subsume the more specific channel-count failure in 12113.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:12348 is the best anchor for deduping because it captures the underlying WanImageToVideoPipeline resolution mismatch without narrowing to one exact tensor shape error.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:12126", + "right": "issue:12529", + "accept": false, + "reason": "Both are Wan-related, but one is a cache_context meta-tensor switch bug and the other is a tiled-VAE tensor-size mismatch; different failing code paths." + }, + { + "left": "issue:11023", + "right": "issue:11275", + "accept": false, + "reason": "Different models and failures: blurred images in a custom SDXL pipeline vs a VAE NoneType addition error in ResnetUpsampleBlock2D." + }, + { + "left": "issue:10025", + "right": "issue:7968", + "accept": false, + "reason": "Both mention attention, but one is Flux transformer attention masking and the other is UNetMotionModel attention internals; not the same bug." + }, + { + "left": "issue:1565", + "right": "issue:1608", + "accept": false, + "reason": "One is GPU selection / device placement, the other is training stopping at 500 steps; unrelated issues." + }, + { + "left": "issue:5510", + "right": "issue:7972", + "accept": false, + "reason": "Both are type-mismatch flavored, but they affect different pipelines and likely different casting paths; too broad to treat as one bug." + }, + { + "left": "issue:10920", + "right": "issue:9023", + "accept": false, + "reason": "A scheduler inf-at-first-step bug is not the same as a vague sample code failure." + }, + { + "left": "issue:11283", + "right": "issue:11709", + "accept": false, + "reason": "Both are Wan loading errors, but one is header deserialization and the other is a CausVid LoRA key error; not the same underlying failure." + }, + { + "left": "issue:5606", + "right": "issue:6368", + "accept": false, + "reason": "Both mention LoRA alpha, but one is missing-alpha handling during load and the other is unsupported-alpha checkpoint parsing; different bugs." + }, + { + "left": "issue:1083", + "right": "issue:2941", + "accept": false, + "reason": "FP16 ONNX incorrect output and EulerAncestral scheduler results are different issues in different subsystems." + }, + { + "left": "issue:5429", + "right": "issue:5462", + "accept": false, + "reason": "Support for models without VAE in examples is unrelated to adding img2img support for LCMs." + }, + { + "left": "issue:10282", + "right": "issue:12009", + "accept": false, + "reason": "Both are Wan model loading problems, but one is an x_embedder shape mismatch and the other is a meta-tensor copy failure for GGUF; not the same code-path problem." + }, + { + "left": "issue:10514", + "right": "issue:10710", + "accept": false, + "reason": "Sana resolution-binning/sample_size support and DDUF format support are unrelated." + }, + { + "left": "issue:1534", + "right": "issue:668", + "accept": false, + "reason": "Both involve DreamBooth training, but the notebook error and T4 runtime/OOM issue are distinct." + }, + { + "left": "issue:5769", + "right": "issue:5772", + "accept": false, + "reason": "Mixed precision training correctness and dataset/webdataset speed are unrelated concerns." + }, + { + "left": "issue:4542", + "right": "issue:7377", + "accept": false, + "reason": "Both involve num_images_per_prompt/batching, but they are different pipelines and different concrete failures." + }, + { + "left": "issue:1475", + "right": "issue:5877", + "accept": false, + "reason": "Training on two image classes vs a subprocess error in DreamBooth/textual inversion are not the same bug." + }, + { + "left": "issue:6869", + "right": "issue:7178", + "accept": false, + "reason": "Both mention export_to_video, but one is a specific unpacking exception and the other is a generic non-working report; insufficiently concrete to merge." + }, + { + "left": "issue:3891", + "right": "issue:7408", + "accept": false, + "reason": "Different new pipeline requests: Tortoise TTS vs FRESCO." + }, + { + "left": "issue:7243", + "right": "issue:8790", + "accept": false, + "reason": "ResAdapter and SDXL TensorRT + IP Adapter are different features, not duplicate bugs." + }, + { + "left": "issue:3728", + "right": "issue:7405", + "accept": false, + "reason": "Separate new-model/pipeline requests for Shifted Diffusion and DynamiCrafter." + }, + { + "left": "issue:3405", + "right": "issue:4314", + "accept": false, + "reason": "ControlNet training bug and interrupted-download write-protection are unrelated." + }, + { + "left": "issue:2618", + "right": "issue:3140", + "accept": false, + "reason": "Accepting an image-input bug and an import error for the same pipeline would overreach; these are different failure modes." + }, + { + "left": "issue:3250", + "right": "issue:5523", + "accept": false, + "reason": "Unable to run a specific pipeline and inconsistent results across runs are not the same underlying bug." + }, + { + "left": "issue:12113", + "right": "issue:12348", + "accept": true, + "reason": "Both report WanImageToVideoPipeline failures that vary with resolution and manifest as tensor/channel mismatches; 12113 looks like a specific instance of the broader issue in 12348." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as mostly heterogeneous and only elevates the WanImageToVideoPipeline pair (12113/12348), which is supported by the titles as a resolution-dependent tensor/channel mismatch. The other soft-edge rejections are phrased cautiously and do not overstate duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 192, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10050", + "issue:10054", + "issue:10500", + "issue:10573", + "issue:10639", + "issue:10653", + "issue:10937", + "issue:11023", + "issue:11223", + "issue:11229", + "issue:11283", + "issue:11342", + "issue:11489", + "issue:11749", + "issue:12369", + "issue:12752", + "issue:3159", + "issue:3880", + "issue:4368", + "issue:4616", + "issue:5335", + "issue:5710", + "issue:6095", + "issue:6287", + "issue:6363", + "issue:6439", + "issue:6463", + "issue:6695", + "issue:7180", + "issue:7303", + "issue:7418", + "issue:7441", + "issue:7456", + "issue:7562", + "issue:7629", + "issue:7636", + "issue:7681", + "issue:7848", + "issue:7931", + "issue:8560", + "issue:8850", + "issue:9025", + "issue:9031", + "issue:9034", + "issue:9397", + "issue:9680", + "issue:9729", + "issue:9933" + ], + "soft_pairs": [ + "issue:7180|issue:7562", + "issue:10050|issue:12752", + "issue:10054|issue:9933", + "issue:3880|issue:5710", + "issue:4368|issue:8560", + "issue:6363|issue:6695", + "issue:6463|issue:7456", + "issue:7303|issue:9397", + "issue:7681|issue:9034", + "issue:6095|issue:7629", + "issue:10573|issue:7931", + "issue:10500|issue:10653", + "issue:8850|issue:9680", + "issue:11023|issue:7848", + "issue:5335|issue:7418", + "issue:9025|issue:9031", + "issue:4616|issue:7636", + "issue:11229|issue:11342", + "issue:10639|issue:12369", + "issue:11489|issue:9729", + "issue:3159|issue:6439", + "issue:10937|issue:11749", + "issue:11223|issue:11283", + "issue:6287|issue:7441" + ], + "prepared_review_unit_hash": "581fd296433be1614f244c64bddbd68b2d409047783e2d922b7c9602474382ea", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34121, + "estimated_input_tokens": 8531, + "estimated_eval_tokens": 17318 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The packet does not support any true duplicate merges with high confidence. The listed pairs are mostly thematic similarities across broad model/pipeline areas, but the evidence shown here is too weak and non-specific to treat them as the same underlying bug or change. No PRs are present.", + "confidence": 0.23, + "canonical_issue_reason": "There is no single canonical issue for this cluster because the items span unrelated bugs, feature requests, and docs/questions. The soft pairs are not conservatively established duplicates from the packet alone.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be used as the most concrete representative, issue 7562 is the strongest standalone candidate because it has a specific pipeline, a clear failure mode, and a focused reproducer. That said, it is not justified as a canonical duplicate anchor for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:7180", + "right": "issue:7562", + "accept": false, + "reason": "Related ControlNet/offload area, but the packet only shows thematic overlap and no shared filenames, targets, or concrete proof of the same bug." + }, + { + "left": "issue:10050", + "right": "issue:12752", + "accept": false, + "reason": "Both involve img2img/inpainting themes, but one is a capability question and the other is a pipeline request for a different model family." + }, + { + "left": "issue:10054", + "right": "issue:9933", + "accept": false, + "reason": "A scheduler linspace bug and an img2img API parameter issue are different code-path problems." + }, + { + "left": "issue:3880", + "right": "issue:5710", + "accept": false, + "reason": "Inpainting degradation and scheduler initialization missing sigmas are unrelated failures." + }, + { + "left": "issue:4368", + "right": "issue:8560", + "accept": false, + "reason": "Both are OOM reports, but the model/training contexts differ and the packet gives no evidence of the same root cause." + }, + { + "left": "issue:6363", + "right": "issue:6695", + "accept": false, + "reason": "Training gradient scaling error versus subprocess startup failure; no shared bug path is shown." + }, + { + "left": "issue:6463", + "right": "issue:7456", + "accept": false, + "reason": "A missing pipeline request is unrelated to a documentation/code typo about an exception path." + }, + { + "left": "issue:7303", + "right": "issue:9397", + "accept": false, + "reason": "Scheduler-related titles are too broad here; zero_snr creation and SGMUniform support are different changes." + }, + { + "left": "issue:7681", + "right": "issue:9034", + "accept": false, + "reason": "Import/OpenSSL failure and an unnecessary dependency requirement are unrelated." + }, + { + "left": "issue:6095", + "right": "issue:7629", + "accept": false, + "reason": "Different scheduler/runtime problems: an IndexError in one case and version-specific OOM in the other." + }, + { + "left": "issue:10573", + "right": "issue:7931", + "accept": false, + "reason": "Same pipeline family, but the feature interactions differ: multicontrolnet padding crop versus IP-Adapter embeds." + }, + { + "left": "issue:10500", + "right": "issue:10653", + "accept": false, + "reason": "Similar HunyuanVideo/bitsandbytes context, but the packet does not establish the same concrete failure path." + }, + { + "left": "issue:8850", + "right": "issue:9680", + "accept": false, + "reason": "One is a community pipeline mirror/infrastructure issue, the other is an SDXL generation bug." + }, + { + "left": "issue:11023", + "right": "issue:7848", + "accept": false, + "reason": "Both mention lpw_stable_diffusion_xl, but the packet only supports broad similarity, not a confirmed duplicate bug." + }, + { + "left": "issue:5335", + "right": "issue:7418", + "accept": false, + "reason": "A deployment question and a code bug in a community pipeline are not the same issue." + }, + { + "left": "issue:9025", + "right": "issue:9031", + "accept": false, + "reason": "Same pipeline class, but the problems are different: from_single_file on TPU versus disabling the safety checker." + }, + { + "left": "issue:4616", + "right": "issue:7636", + "accept": false, + "reason": "A LoRA conversion script bug and a controlnet usage question are different topics." + }, + { + "left": "issue:11229", + "right": "issue:11342", + "accept": false, + "reason": "Both mention MPS, but they affect different pipelines/models and do not show the same failure mode." + }, + { + "left": "issue:10639", + "right": "issue:12369", + "accept": false, + "reason": "Unrelated support requests for different model families and capabilities." + }, + { + "left": "issue:11489", + "right": "issue:9729", + "accept": false, + "reason": "The titles suggest the same script family, but the packet does not provide enough concrete overlap to confirm the same bug." + }, + { + "left": "issue:3159", + "right": "issue:6439", + "accept": false, + "reason": "Two documentation-related issues, but they concern different docs and different problems." + }, + { + "left": "issue:10937", + "right": "issue:11749", + "accept": false, + "reason": "torch.compile/VAE encode errors and scheduler floating-point issues are distinct bugs." + }, + { + "left": "issue:11223", + "right": "issue:11283", + "accept": false, + "reason": "OOM with layer-wise upcasting and a WAN header deserialization error are not the same failure." + }, + { + "left": "issue:6287", + "right": "issue:7441", + "accept": false, + "reason": "Dependency cleanup and a pytest Python 3.12 failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is too confident for the evidence in the packet. Every listed pair is only supported by soft similarity, with deterministic_accept=false and no shared filenames/targets, so the analyst should not mark any of them as true duplicates without stronger grounding. In particular, the accepted pairs (7180/7562, 10500/10653, 11023/7848, 11489/9729) are plausible thematic matches but not conservatively established as mergeable duplicate issues from the packet alone. The overall claim that there are 'a few true duplicate-like pairs' overstates the evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 193, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10057", + "issue:10282", + "issue:10321", + "issue:1037", + "issue:10398", + "issue:10757", + "issue:11023", + "issue:11063", + "issue:11519", + "issue:1207", + "issue:1290", + "issue:1433", + "issue:1445", + "issue:1941", + "issue:2044", + "issue:2311", + "issue:2635", + "issue:2728", + "issue:3019", + "issue:3043", + "issue:3085", + "issue:3623", + "issue:3901", + "issue:4159", + "issue:4446", + "issue:4609", + "issue:4615", + "issue:4648", + "issue:539", + "issue:6142", + "issue:6162", + "issue:6368", + "issue:6506", + "issue:6725", + "issue:6839", + "issue:7177", + "issue:7219", + "issue:7243", + "issue:8373", + "issue:8410", + "issue:8613", + "issue:8863", + "issue:8885", + "issue:8975", + "issue:9450", + "issue:9551", + "issue:9731", + "issue:9904" + ], + "soft_pairs": [ + "issue:6725|issue:9731", + "issue:3085|issue:539", + "issue:1941|issue:2728", + "issue:3623|issue:4446", + "issue:7243|issue:9551", + "issue:6162|issue:8863", + "issue:4648|issue:7177", + "issue:6506|issue:6839", + "issue:11519|issue:8410", + "issue:1433|issue:1445", + "issue:3019|issue:4609", + "issue:11023|issue:8613", + "issue:3901|issue:4159", + "issue:10057|issue:8885", + "issue:10321|issue:10398", + "issue:2311|issue:2635", + "issue:1037|issue:1290", + "issue:3043|issue:7219", + "issue:1207|issue:2044", + "issue:11063|issue:8373", + "issue:4615|issue:6142", + "issue:10757|issue:8975", + "issue:10282|issue:6368", + "issue:9450|issue:9904" + ], + "prepared_review_unit_hash": "7a97b3129e8fe568ab27b24e78bd6f9940646fd85bd3feed05bcc44d6b16a943", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34070, + "estimated_input_tokens": 8518, + "estimated_eval_tokens": 17292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft duplicate edges look like the same underlying bug or change. The set is a mix of unrelated bug reports and feature requests that only share broad subsystems (often Flux, loading, schedulers, or pipeline support), not a concrete fix target.", + "confidence": 0.93, + "canonical_issue_reason": "If a single issue must represent the set, issue 9450 is the strongest candidate because it is a concrete, reproducible bug report with a clear FluxPipeline device-mismatch symptom. That said, the items are not true duplicates of one another.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 9450 is the most actionable issue in the batch: it names the exact failure mode, context, and code path, making it a better representative bug report than the more request-like or vague items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:6725", + "right": "issue:9731", + "accept": false, + "reason": "Different problems: one is generating images with LDMPipeline, the other is training a LoRA/style workflow for Playground2.5." + }, + { + "left": "issue:3085", + "right": "issue:539", + "accept": false, + "reason": "Different API regressions: cache-folder argument removal vs snapshot_download allow_patterns compatibility." + }, + { + "left": "issue:1941", + "right": "issue:2728", + "accept": false, + "reason": "Different loading failures: custom UnCLIP pipeline loading versus safetensors loading for UNet2DConditionModel." + }, + { + "left": "issue:3623", + "right": "issue:4446", + "accept": false, + "reason": "One is a large-model loading/memory issue; the other is about custom text_encoder support in from_single_file." + }, + { + "left": "issue:7243", + "right": "issue:9551", + "accept": false, + "reason": "Different feature requests in the same broad area: ResAdapter support vs Flux ControlNet usage." + }, + { + "left": "issue:6162", + "right": "issue:8863", + "accept": false, + "reason": "Both mention shape-related failures, but the concrete bugs differ: IP-Adapter mismatch vs tuple lacking a shape attribute." + }, + { + "left": "issue:4648", + "right": "issue:7177", + "accept": false, + "reason": "Different checkpoint/config loading paths and different symptoms; not the same bug." + }, + { + "left": "issue:6506", + "right": "issue:6839", + "accept": false, + "reason": "Output-type return bug versus from_single_file loading failure for StableVideoDiffusionPipeline." + }, + { + "left": "issue:11519", + "right": "issue:8410", + "accept": false, + "reason": "Separate model support requests: MAGI-1 versus TextDiffuser pipelines." + }, + { + "left": "issue:1433", + "right": "issue:1445", + "accept": false, + "reason": "Related ONNX area, but the concrete failures differ: missing config attribute vs legacy inpaint pipeline attribute error." + }, + { + "left": "issue:3019", + "right": "issue:4609", + "accept": false, + "reason": "Unrelated feature requests: text-guided image editing with SAM versus providing a T2I-Adapter model." + }, + { + "left": "issue:11023", + "right": "issue:8613", + "accept": false, + "reason": "Different issues: blurry outputs in a custom pipeline versus OOM during training/input processing." + }, + { + "left": "issue:3901", + "right": "issue:4159", + "accept": false, + "reason": "A missing requirements.txt file is unrelated to a DiffEdit VRAM exhaustion problem." + }, + { + "left": "issue:10057", + "right": "issue:8885", + "accept": false, + "reason": "Different custom-loading/token problems in different workflows; not the same underlying bug." + }, + { + "left": "issue:10321", + "right": "issue:10398", + "accept": false, + "reason": "One is a missing model file error for LTX-Video; the other is target modules not found for a base model." + }, + { + "left": "issue:2311", + "right": "issue:2635", + "accept": false, + "reason": "Scheduler-related, but one asks for UniPC scheduler support while the other maps DPM++ names to scheduler types." + }, + { + "left": "issue:1037", + "right": "issue:1290", + "accept": false, + "reason": "Separate community-pipeline requests for different models." + }, + { + "left": "issue:3043", + "right": "issue:7219", + "accept": false, + "reason": "Both are feature requests, but for different additions: ODISE vs SUPIR Upscaler." + }, + { + "left": "issue:1207", + "right": "issue:2044", + "accept": false, + "reason": "Completely different runtime errors: CUDA symbol lookup failure vs DDP missing dtype." + }, + { + "left": "issue:11063", + "right": "issue:8373", + "accept": false, + "reason": "Different concerns: attention-mask padding logic versus an error-message wording issue." + }, + { + "left": "issue:4615", + "right": "issue:6142", + "accept": false, + "reason": "Import error for a pipeline class versus a NameError for start_training." + }, + { + "left": "issue:10757", + "right": "issue:8975", + "accept": false, + "reason": "A variable rename cleanup is unrelated to an import error for LoraLoaderMixin." + }, + { + "left": "issue:10282", + "right": "issue:6368", + "accept": false, + "reason": "Different model-loading failures: x_embedder weight shape mismatch vs unsupported LoRA checkpoint layer." + }, + { + "left": "issue:9450", + "right": "issue:9904", + "accept": false, + "reason": "Both are FluxPipeline issues, but one is a multi-GPU device mismatch and the other is silent output-shape rounding; different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 194, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10010", + "issue:10111", + "issue:10226", + "issue:10675", + "issue:10796", + "issue:10994", + "issue:11023", + "issue:11396", + "issue:1160", + "issue:1166", + "issue:1207", + "issue:1290", + "issue:12995", + "issue:1539", + "issue:1544", + "issue:1617", + "issue:1677", + "issue:197", + "issue:200", + "issue:2221", + "issue:2321", + "issue:2560", + "issue:3043", + "issue:3706", + "issue:3891", + "issue:4436", + "issue:4609", + "issue:462", + "issue:4648", + "issue:5300", + "issue:541", + "issue:5881", + "issue:6141", + "issue:6234", + "issue:6278", + "issue:6374", + "issue:6518", + "issue:6688", + "issue:7142", + "issue:785", + "issue:8485", + "issue:8588", + "issue:8834", + "issue:8880", + "issue:8918", + "issue:9258", + "issue:9895", + "issue:9958" + ], + "soft_pairs": [ + "issue:1207|issue:1544", + "issue:1539|issue:2321", + "issue:1617|issue:2221", + "issue:10010|issue:4648", + "issue:1290|issue:541", + "issue:11023|issue:12995", + "issue:10111|issue:10675", + "issue:10796|issue:11396", + "issue:197|issue:200", + "issue:2560|issue:462", + "issue:3043|issue:3891", + "issue:3043|issue:6688", + "issue:6234|issue:8588", + "issue:6374|issue:9258", + "issue:8880|issue:9895", + "issue:1160|issue:1166", + "issue:3706|issue:4609", + "issue:6141|issue:9958", + "issue:10226|issue:10994", + "issue:1677|issue:785", + "issue:5881|issue:7142", + "issue:6278|issue:6518", + "issue:10010|issue:10675", + "issue:4436|issue:5300", + "issue:6234|issue:8918", + "issue:8485|issue:8834" + ], + "prepared_review_unit_hash": "25afe53a6796405da625e2428e512fc46c7af08f233f00f31fe020495a682297", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 34278, + "estimated_input_tokens": 8570, + "estimated_eval_tokens": 17396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a heterogeneous mix of unrelated issues that only share broad Diffusers/Flux wording. I do not see any pair that clearly describes the same underlying bug or change, so I would reject all soft-edge duplicate candidates.", + "confidence": 0.89, + "canonical_issue_reason": "issue:10111 is the broadest Flux-pipeline bug report and the closest thing to a cluster anchor, but it is still too generic to serve as a true duplicate target for the other issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:9895 is the most concrete, actionable issue in the set: it names a specific FluxPipeline regression, a failing error, and a suspect commit.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1207", + "right": "issue:1544", + "accept": false, + "reason": "Different scheduler/runtime failures: CUDA symbol resolution vs missing DDPMScheduler.get_velocity." + }, + { + "left": "issue:1539", + "right": "issue:2321", + "accept": false, + "reason": "Unrelated problems: conversion-script type handling vs EMA weight copying in inference." + }, + { + "left": "issue:1617", + "right": "issue:2221", + "accept": false, + "reason": "Different training/runtime errors with no shared code-path or symptom." + }, + { + "left": "issue:10010", + "right": "issue:4648", + "accept": false, + "reason": "Both are file-not-found style reports, but one is a remote Flux Fill model URL 404 and the other is a local config.json lookup failure." + }, + { + "left": "issue:1290", + "right": "issue:541", + "accept": false, + "reason": "Community model request vs SageMaker deployment topic; not the same bug/change." + }, + { + "left": "issue:11023", + "right": "issue:12995", + "accept": false, + "reason": "Different models and questions: blurry SDXL custom pipeline output vs Cosmos-Predict2.5 video behavior." + }, + { + "left": "issue:10111", + "right": "issue:10675", + "accept": false, + "reason": "Generic Flux pipeline bug report vs a specific scheduler max_shift configuration discrepancy." + }, + { + "left": "issue:10796", + "right": "issue:11396", + "accept": false, + "reason": "Unrelated docs/how-to questions for different models and workflows." + }, + { + "left": "issue:197", + "right": "issue:200", + "accept": false, + "reason": "Delete dead code vs add tests for resnet; not the same underlying issue." + }, + { + "left": "issue:2560", + "right": "issue:462", + "accept": false, + "reason": "Different pipeline regressions with different symptoms and platforms." + }, + { + "left": "issue:3043", + "right": "issue:3891", + "accept": false, + "reason": "Separate feature requests for different pipelines/models." + }, + { + "left": "issue:3043", + "right": "issue:6688", + "accept": false, + "reason": "Separate feature requests; no evidence they are the same change." + }, + { + "left": "issue:6234", + "right": "issue:8588", + "accept": false, + "reason": "Both involve example/script gaps, but they target different scripts and model families." + }, + { + "left": "issue:6374", + "right": "issue:9258", + "accept": false, + "reason": "LoRA weight-loading question vs Flux LoRA training speed comparison; different issues." + }, + { + "left": "issue:8880", + "right": "issue:9895", + "accept": false, + "reason": "Performance regression vs device-placement error; different concrete failures." + }, + { + "left": "issue:1160", + "right": "issue:1166", + "accept": false, + "reason": "Both mention hangs, but they are different tests/training flows and different failure points." + }, + { + "left": "issue:3706", + "right": "issue:4609", + "accept": false, + "reason": "New model addition vs providing a specific existing model; not duplicates." + }, + { + "left": "issue:6141", + "right": "issue:9958", + "accept": false, + "reason": "Different feature requests in different components (ControlNet params vs VAE tiling)." + }, + { + "left": "issue:10226", + "right": "issue:10994", + "accept": false, + "reason": "Both are Flux LoRA training problems, but the titles point to different failure modes and are not clearly the same bug." + }, + { + "left": "issue:1677", + "right": "issue:785", + "accept": false, + "reason": "Incorrect pipeline call type vs PNDM scheduler performance cost; unrelated." + }, + { + "left": "issue:5881", + "right": "issue:7142", + "accept": false, + "reason": "Separate output-quality complaints for different models and setups." + }, + { + "left": "issue:6278", + "right": "issue:6518", + "accept": false, + "reason": "Same script family, but one is a multi-GPU failure and the other is a NoneType division crash; not clearly the same bug." + }, + { + "left": "issue:10010", + "right": "issue:10675", + "accept": false, + "reason": "Both mention Flux, but one is a missing model file and the other is a scheduler config mismatch." + }, + { + "left": "issue:4436", + "right": "issue:5300", + "accept": false, + "reason": "Conversion workflow vs network connectivity complaint; not the same issue." + }, + { + "left": "issue:6234", + "right": "issue:8918", + "accept": false, + "reason": "Different training scripts and different broken behavior." + }, + { + "left": "issue:8485", + "right": "issue:8834", + "accept": false, + "reason": "Support request for SD3 LoRA vs question about SD3 ControlNet training release; different feature asks." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 195, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10054", + "issue:10855", + "issue:10920", + "issue:11014", + "issue:11178", + "issue:11540", + "issue:12436", + "issue:12483", + "issue:12761", + "issue:1350", + "issue:1539", + "issue:1617", + "issue:1974", + "issue:1976", + "issue:2083", + "issue:2161", + "issue:2676", + "issue:2830", + "issue:2984", + "issue:3073", + "issue:3963", + "issue:3974", + "issue:3984", + "issue:4178", + "issue:4194", + "issue:4213", + "issue:4605", + "issue:4611", + "issue:4647", + "issue:4665", + "issue:5108", + "issue:5320", + "issue:5341", + "issue:5557", + "issue:5731", + "issue:6572", + "issue:6958", + "issue:7183", + "issue:7456", + "issue:7513", + "issue:7686", + "issue:8465", + "issue:8790", + "issue:9096", + "issue:9350", + "issue:9799", + "issue:9895" + ], + "soft_pairs": [ + "issue:1974|issue:2083", + "issue:11014|issue:7513", + "issue:9350|issue:9799", + "issue:4213|issue:5108", + "issue:1350|issue:3073", + "issue:12436|issue:12483", + "issue:2830|issue:4611", + "issue:5731|issue:7456", + "issue:6572|issue:8790", + "issue:2676|issue:3974", + "issue:4647|issue:6958", + "issue:1539|issue:1976", + "issue:2161|issue:4605", + "issue:10920|issue:9096", + "issue:10054|issue:7183", + "issue:10855|issue:12761", + "issue:2984|issue:3073", + "issue:11540|issue:9895", + "issue:1617|issue:5557", + "issue:11178|issue:8465", + "issue:3984|issue:7686", + "issue:4178|issue:4194", + "issue:3963|issue:4665", + "issue:5320|issue:5341" + ], + "prepared_review_unit_hash": "3dc36db2b2a8afb91881cb1a35852acf89b181675b1ad4628b3a1608adf1d255", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33804, + "estimated_input_tokens": 8451, + "estimated_eval_tokens": 17158 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is not a duplicate set; it\u2019s a grab-bag of unrelated issues spanning schedulers, loading, training, memory, and API/version mismatches. All soft pairs are superficial similarity matches and should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the listed items are unrelated, so none should represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a safe global representative because the items do not share the same underlying bug or change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1974", + "right": "issue:2083", + "accept": false, + "reason": "Both mention schedulers and generators, but one is about Euler schedulers with a list of generators and the other about DDIMScheduler with eta>0; different code paths and failure modes." + }, + { + "left": "issue:11014", + "right": "issue:7513", + "accept": false, + "reason": "Both are memory-related, but one is a general CUDA OOM report and the other is an SDXL LoRA DreamBooth training issue on a specific GPU; not the same bug." + }, + { + "left": "issue:9350", + "right": "issue:9799", + "accept": false, + "reason": "Different problems: one is a deprecation warning about txt_ids shape, the other is a tensor size mismatch runtime error." + }, + { + "left": "issue:4213", + "right": "issue:5108", + "accept": false, + "reason": "Both involve XL pipelines, but one is about from_single_file without accelerate and the other is a T2I Multiadapter XL exception; unrelated failures." + }, + { + "left": "issue:1350", + "right": "issue:3073", + "accept": false, + "reason": "These are separate feature requests for different model families (DiffusionDet vs Consistency models), not the same change." + }, + { + "left": "issue:12436", + "right": "issue:12483", + "accept": false, + "reason": "Related ecosystem/version symptoms, but one is a CLIPTextModel kwarg error and the other is a broader diffusers/transformers dependency conflict; not the same concrete bug." + }, + { + "left": "issue:2830", + "right": "issue:4611", + "accept": false, + "reason": "Different topics: a question about using a modelscope video model versus an issue about VideoComposer being merged with Modelscope." + }, + { + "left": "issue:5731", + "right": "issue:7456", + "accept": false, + "reason": "One is about a missing trainable logvar scalar in AutoencoderKL, the other is a missing raise statement; no shared bug." + }, + { + "left": "issue:6572", + "right": "issue:8790", + "accept": false, + "reason": "Both are SDXL-related, but one is about a ControlNetXS inpaint pipeline and the other about SDXL TensorRT + IP Adapter; different problems." + }, + { + "left": "issue:2676", + "right": "issue:3974", + "accept": false, + "reason": "A scheduler-support question and a safetensors loading issue in an inpaint pipeline are unrelated." + }, + { + "left": "issue:4647", + "right": "issue:6958", + "accept": false, + "reason": "Both mention missing mid_block args, but they concern different models and different parameters (num_layers vs use_linear_projection)." + }, + { + "left": "issue:1539", + "right": "issue:1976", + "accept": false, + "reason": "Conversion script type handling and a tokenizer/config file lookup error are unrelated." + }, + { + "left": "issue:2161", + "right": "issue:4605", + "accept": false, + "reason": "One is a LoRA training question on an inpainting model; the other is a pipeline error with long prompt weighting and inpaint models; not the same underlying defect." + }, + { + "left": "issue:10920", + "right": "issue:9096", + "accept": false, + "reason": "Different numerical instability reports in different schedulers/models: DDIMInverseScheduler infs versus Flux half-precision NaNs." + }, + { + "left": "issue:10054", + "right": "issue:7183", + "accept": false, + "reason": "Both are scheduler issues, but one is a torch.linspace argument bug in EulerDiscreteScheduler and the other is a stale _class_name display bug." + }, + { + "left": "issue:10855", + "right": "issue:12761", + "accept": false, + "reason": "Unrelated: gradient accumulation/optimizer stepping versus a backward gradient-count mismatch." + }, + { + "left": "issue:2984", + "right": "issue:3073", + "accept": false, + "reason": "Both are model requests, but they target different architectures and capabilities; not one underlying change." + }, + { + "left": "issue:11540", + "right": "issue:9895", + "accept": false, + "reason": "Both involve FluxPipeline, but one is about VAE slicing noise/support and the other is a device placement regression; distinct bugs." + }, + { + "left": "issue:1617", + "right": "issue:5557", + "accept": false, + "reason": "A missing-arguments CLI error for dreambooth training is unrelated to a use_reentrant keyword-argument error." + }, + { + "left": "issue:11178", + "right": "issue:8465", + "accept": false, + "reason": "Both are from_single_file loading problems, but they involve different models and different root causes (missing config.json vs loading MistoLine ControlNet)." + }, + { + "left": "issue:3984", + "right": "issue:7686", + "accept": false, + "reason": "Different validation errors in different UNet contexts: class_labels requirement versus cross_attention_dim requirement." + }, + { + "left": "issue:4178", + "right": "issue:4194", + "accept": false, + "reason": "LoRA unloading with XFormers and VAE loading with from_single_file are different subsystems and failures." + }, + { + "left": "issue:3963", + "right": "issue:4665", + "accept": false, + "reason": "Both mention Windows, but one is about auto-downloading weights in Gradio and the other about safetensors vs alternative bin files." + }, + { + "left": "issue:5320", + "right": "issue:5341", + "accept": false, + "reason": "A PEFT API enhancement and an example-script update are related by library area, but not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 196, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10016", + "issue:10210", + "issue:10511", + "issue:1060", + "issue:10883", + "issue:10886", + "issue:10887", + "issue:10987", + "issue:11410", + "issue:11448", + "issue:11700", + "issue:12367", + "issue:1524", + "issue:2052", + "issue:2437", + "issue:3043", + "issue:3112", + "issue:3140", + "issue:3467", + "issue:3537", + "issue:3699", + "issue:4407", + "issue:4418", + "issue:4648", + "issue:4702", + "issue:4830", + "issue:4935", + "issue:5022", + "issue:5118", + "issue:5476", + "issue:5877", + "issue:5968", + "issue:6560", + "issue:7003", + "issue:7043", + "issue:7191", + "issue:7350", + "issue:7418", + "issue:743", + "issue:8234", + "issue:8637", + "issue:8809", + "issue:8837", + "issue:9101", + "issue:9147", + "issue:9171", + "issue:9933", + "issue:9958" + ], + "soft_pairs": [ + "issue:11448|issue:8637", + "issue:1524|issue:5877", + "issue:3699|issue:4418", + "issue:3140|issue:7191", + "issue:3112|issue:5118", + "issue:10016|issue:7003", + "issue:10210|issue:8809", + "issue:4830|issue:8234", + "issue:5968|issue:9101", + "issue:7418|issue:8837", + "issue:6560|issue:9171", + "issue:1060|issue:743", + "issue:5022|issue:9147", + "issue:10511|issue:10883", + "issue:10886|issue:10987", + "issue:10887|issue:11700", + "issue:11410|issue:9933", + "issue:12367|issue:9958", + "issue:2052|issue:3467", + "issue:2437|issue:3043", + "issue:3537|issue:4702", + "issue:4407|issue:4648", + "issue:4935|issue:7350", + "issue:5476|issue:7043" + ], + "prepared_review_unit_hash": "c1ed9e669b5323c7b90af3400433b1690ae0f11bca8d7fcb4218b067a75f5e06", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34112, + "estimated_input_tokens": 8528, + "estimated_eval_tokens": 17312 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issues that only share broad surface themes via keyword similarity (imports, loading, shape mismatches, training scripts). I did not find any soft pair that looks like the same underlying bug/change.", + "confidence": 0.86, + "canonical_issue_reason": "issue:9171 is the strongest representative: a concrete, regression-style from_single_file loading bug with clear reproduction context and substantial discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:9171 is the most actionable and broadly representative issue in the set; it describes a specific pipeline loading regression rather than a vague feature request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11448", + "right": "issue:8637", + "accept": false, + "reason": "Both are import/load failures, but they affect different pipelines and different missing symbols; not the same bug." + }, + { + "left": "issue:1524", + "right": "issue:5877", + "accept": false, + "reason": "Textual inversion training quality and subprocess failures in training are different problems." + }, + { + "left": "issue:3699", + "right": "issue:4418", + "accept": false, + "reason": "CUDA-on-OSX assertion and SDXL inpaint denoising_start behavior are unrelated." + }, + { + "left": "issue:3140", + "right": "issue:7191", + "accept": false, + "reason": "Both mention import issues, but one is a missing pipeline import and the other is an unspecified strange import problem with different context." + }, + { + "left": "issue:3112", + "right": "issue:5118", + "accept": false, + "reason": "Both are ControlNet-related, but one is multi-controlnet inpainting and the other is reference_only usage; different code paths." + }, + { + "left": "issue:10016", + "right": "issue:7003", + "accept": false, + "reason": "Both involve tensor shape mismatches on loading, but the model types and failure causes differ." + }, + { + "left": "issue:10210", + "right": "issue:8809", + "accept": false, + "reason": "Img2img output similarity to input and feedforward sequence-length inconsistency are not the same bug." + }, + { + "left": "issue:4830", + "right": "issue:8234", + "accept": false, + "reason": "Both are tensor-shape/typing errors in different subsystems; not the same root cause." + }, + { + "left": "issue:5968", + "right": "issue:9101", + "accept": false, + "reason": "ONNX conversion for video pipelines and an SD3 training-script request are unrelated." + }, + { + "left": "issue:7418", + "right": "issue:8837", + "accept": false, + "reason": "A bug in a specific community pipeline and a SlicedAttnProcessor bug are different code paths." + }, + { + "left": "issue:6560", + "right": "issue:9171", + "accept": false, + "reason": "Both involve from_single_file loading regressions, but one is a LoRA shape-size issue and the other is SD1.5 v_prediction handling; not the same bug." + }, + { + "left": "issue:1060", + "right": "issue:743", + "accept": false, + "reason": "Both concern conversion scripts, but one is a safety-checker load problem and the other is a general ckpt conversion failure." + }, + { + "left": "issue:5022", + "right": "issue:9147", + "accept": false, + "reason": "Different import/autopipeline failures in different model families; only the symptom type overlaps." + }, + { + "left": "issue:10511", + "right": "issue:10883", + "accept": false, + "reason": "Scheduler redesign and Marigold update are unrelated feature requests." + }, + { + "left": "issue:10886", + "right": "issue:10987", + "accept": false, + "reason": "Both are diffusion model topics, but one is a feature idea and the other is a broader research request; not the same change." + }, + { + "left": "issue:10887", + "right": "issue:11700", + "accept": false, + "reason": "Importing a trainer class and adding Pruna integration are unrelated." + }, + { + "left": "issue:11410", + "right": "issue:9933", + "accept": false, + "reason": "An attention_processor unpacking error and missing width/height params in SD3 img2img are different bugs." + }, + { + "left": "issue:12367", + "right": "issue:9958", + "accept": false, + "reason": "Qwen-Image LoRA support and AutoencoderKLTemporalDecoder tiling are unrelated feature requests." + }, + { + "left": "issue:2052", + "right": "issue:3467", + "accept": false, + "reason": "Both are resume-related, but one is checkpoint resume in textual inversion and the other is ControlNet step resumption; different implementations." + }, + { + "left": "issue:2437", + "right": "issue:3043", + "accept": false, + "reason": "T2I-Adapter pipeline and ODISE are different pipeline additions, not duplicates." + }, + { + "left": "issue:3537", + "right": "issue:4702", + "accept": false, + "reason": "ControlNet conversion tooling and a VQ-VAE training example are unrelated." + }, + { + "left": "issue:4407", + "right": "issue:4648", + "accept": false, + "reason": "Local hub_download storage question and missing config.json loading error are different problems." + }, + { + "left": "issue:4935", + "right": "issue:7350", + "accept": false, + "reason": "Both touch LoRA/ControlNet, but one is a training utility question and the other is ControlNet initialization from a LoRA UNet; not the same bug." + }, + { + "left": "issue:5476", + "right": "issue:7043", + "accept": false, + "reason": "DreamBooth xformers compatibility and custom captions are unrelated training concerns." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 197, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10003", + "issue:10382", + "issue:1082", + "issue:10893", + "issue:11221", + "issue:11468", + "issue:11555", + "issue:11574", + "issue:12113", + "issue:12754", + "issue:1290", + "issue:1530", + "issue:1919", + "issue:2091", + "issue:2185", + "issue:2552", + "issue:2661", + "issue:2662", + "issue:3085", + "issue:3162", + "issue:3647", + "issue:3788", + "issue:4321", + "issue:4529", + "issue:4830", + "issue:4975", + "issue:5037", + "issue:5233", + "issue:556", + "issue:5737", + "issue:5791", + "issue:5897", + "issue:5989", + "issue:6016", + "issue:6218", + "issue:6234", + "issue:6287", + "issue:6666", + "issue:7405", + "issue:7460", + "issue:8647", + "issue:8831", + "issue:8970", + "issue:9171", + "issue:9181", + "issue:9370", + "issue:9479", + "issue:9894" + ], + "soft_pairs": [ + "issue:6234|issue:6287", + "issue:1082|issue:3647", + "issue:10003|issue:9479", + "issue:2185|issue:2552", + "issue:1530|issue:3162", + "issue:6218|issue:9181", + "issue:4830|issue:5233", + "issue:11574|issue:12113", + "issue:5737|issue:6016", + "issue:3788|issue:7405", + "issue:10382|issue:9370", + "issue:11221|issue:11468", + "issue:4975|issue:8831", + "issue:10893|issue:9894", + "issue:5989|issue:7460", + "issue:1919|issue:3647", + "issue:1290|issue:556", + "issue:4321|issue:8970", + "issue:8647|issue:9171", + "issue:5037|issue:6666", + "issue:2091|issue:2661", + "issue:2091|issue:2662", + "issue:5791|issue:5897", + "issue:3085|issue:4529", + "issue:11555|issue:12754" + ], + "prepared_review_unit_hash": "9672b655a77f386e59cf9d653266298069d6f18dc0b8fcd0cdc53ff75f0a0ae6", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34337, + "estimated_input_tokens": 8585, + "estimated_eval_tokens": 17426 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug/change; these are mostly unrelated issues across different components, feature requests, and example docs. All soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items span distinct bugs, feature requests, and example/documentation problems rather than one duplicate theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:12754 is the strongest standalone issue candidate because it is detailed, open, and has the most discussion/references, but it does not represent the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:6234", + "right": "issue:6287", + "accept": false, + "reason": "One is a broken training example script, the other is an overbroad dependency list in setup.py; different fixes and failure modes." + }, + { + "left": "issue:1082", + "right": "issue:3647", + "accept": false, + "reason": "Dreambooth CUDA matmul crash vs training with DeepFloyd; same area, but not the same concrete bug." + }, + { + "left": "issue:10003", + "right": "issue:9479", + "accept": false, + "reason": "Scheduler bug at 1000 inference steps vs inpaint pipeline ignoring the mask; unrelated pipeline behavior." + }, + { + "left": "issue:2185", + "right": "issue:2552", + "accept": false, + "reason": "Missing config files for a training script vs a question about an inpaint tutorial; not the same issue." + }, + { + "left": "issue:1530", + "right": "issue:3162", + "accept": false, + "reason": "Both mention learned classifier-free sampling embeddings, but one is a missing field in VQDiffusion and the other is an expected-but-not-passed error in a different context." + }, + { + "left": "issue:6218", + "right": "issue:9181", + "accept": false, + "reason": "ControlNet/img2img batched seeds issue vs a strange noise dot artifact; different symptoms and code paths." + }, + { + "left": "issue:4830", + "right": "issue:5233", + "accept": false, + "reason": "MultiControlNet tensor shape mismatch vs wrong step value in callback parameters; not the same bug." + }, + { + "left": "issue:11574", + "right": "issue:12113", + "accept": false, + "reason": "KeyError for a VAE weight key vs WanImageToVideo channel mismatch; different models and failures." + }, + { + "left": "issue:5737", + "right": "issue:6016", + "accept": false, + "reason": "Two separate converter failures for SDXL/torch.Size handling; both conversion-related but distinct error conditions." + }, + { + "left": "issue:3788", + "right": "issue:7405", + "accept": false, + "reason": "New pipeline proposal vs a new model proposal; feature requests, not duplicates." + }, + { + "left": "issue:10382", + "right": "issue:9370", + "accept": false, + "reason": "VAE forward return-type mismatch causing AttributeError vs a missing pooled_projection argument; different API breakages." + }, + { + "left": "issue:11221", + "right": "issue:11468", + "accept": false, + "reason": "Autoencoder training non-convergence vs a float8 quantization question; unrelated topics." + }, + { + "left": "issue:4975", + "right": "issue:8831", + "accept": false, + "reason": "Performance problem in LoRA loading vs unsupported LoRA layers continuation; different aspects of LoRA support." + }, + { + "left": "issue:10893", + "right": "issue:9894", + "accept": false, + "reason": "ControlNet integration request for CogVideoX vs DC-AE integration; separate feature requests." + }, + { + "left": "issue:5989", + "right": "issue:7460", + "accept": false, + "reason": "safetensors bug vs AdaLayerNorm bug; different subsystems." + }, + { + "left": "issue:1919", + "right": "issue:3647", + "accept": false, + "reason": "Dreambooth example dependency packaging vs training with DeepFloyd; unrelated." + }, + { + "left": "issue:1290", + "right": "issue:556", + "accept": false, + "reason": "Community project announcement vs seamless tiling feature request; no shared bug/change." + }, + { + "left": "issue:4321", + "right": "issue:8970", + "accept": false, + "reason": "Black images on DirectML ONNX FP16 vs black images on MPS for Kolors; same symptom, but different backends/models and likely different causes." + }, + { + "left": "issue:8647", + "right": "issue:9171", + "accept": false, + "reason": "ControlNet img2img NoneType iteration error vs single-file v_prediction regression; different code paths." + }, + { + "left": "issue:5037", + "right": "issue:6666", + "accept": false, + "reason": "Second validation image argument error vs black validation images; both validation-related but not the same failure." + }, + { + "left": "issue:2091", + "right": "issue:2661", + "accept": false, + "reason": "Resume-from-checkpoint multi-GPU training issue vs checkpoint write error; different problems." + }, + { + "left": "issue:2091", + "right": "issue:2662", + "accept": false, + "reason": "Resume training pipeline issue vs generic checkpoint write error; not the same root cause." + }, + { + "left": "issue:5791", + "right": "issue:5897", + "accept": false, + "reason": "Dreambooth prior preservation/SNR gamma question vs LoRA device mismatch error; different training bugs." + }, + { + "left": "issue:3085", + "right": "issue:4529", + "accept": false, + "reason": "Cache folder argument removal vs unexpected network_alpha in LoRA loader; unrelated API changes." + }, + { + "left": "issue:11555", + "right": "issue:12754", + "accept": false, + "reason": "device_map=\"auto\" support request vs from_pipe default dtype conversion bug; both pipeline-loading topics but different concrete issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 198, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10100", + "issue:10772", + "issue:11010", + "issue:11093", + "issue:11182", + "issue:11298", + "issue:1140", + "issue:11561", + "issue:11653", + "issue:11749", + "issue:12359", + "issue:12695", + "issue:1290", + "issue:13279", + "issue:13350", + "issue:13416", + "issue:1434", + "issue:1934", + "issue:1962", + "issue:2891", + "issue:3431", + "issue:3455", + "issue:3891", + "issue:4149", + "issue:4159", + "issue:4363", + "issue:4436", + "issue:4782", + "issue:4949", + "issue:5485", + "issue:5576", + "issue:5607", + "issue:5889", + "issue:6132", + "issue:6493", + "issue:6688", + "issue:7080", + "issue:7219", + "issue:7390", + "issue:7670", + "issue:8850", + "issue:8900", + "issue:9090", + "issue:9164", + "issue:9227", + "issue:9464", + "issue:9744" + ], + "soft_pairs": [ + "issue:9227|issue:9464", + "issue:11093|issue:8850", + "issue:7390|issue:8900", + "issue:4363|issue:4436", + "issue:5889|issue:9744", + "issue:3891|issue:7219", + "issue:1434|issue:2891", + "issue:11298|issue:11653", + "issue:1140|issue:1290", + "issue:1962|issue:4949", + "issue:11010|issue:12359", + "issue:11749|issue:9090", + "issue:9164|issue:9464", + "issue:5485|issue:7080", + "issue:10100|issue:11561", + "issue:10772|issue:12695", + "issue:6132|issue:6688", + "issue:13350|issue:13416", + "issue:3455|issue:7670", + "issue:4149|issue:5607", + "issue:11182|issue:13279", + "issue:3891|issue:6688", + "issue:3431|issue:4782", + "issue:5576|issue:6493", + "issue:1934|issue:4159" + ], + "prepared_review_unit_hash": "50fde4ab86591c9f3626d656459011a77142e60a2b0cc18a55663b31f72af9be", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 32986, + "estimated_input_tokens": 8247, + "estimated_eval_tokens": 16750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated model/pipeline feature requests and bug reports that only share broad domain vocabulary. The only clear duplicate pair is the FreeNoise request vs. the FreeNoise pipeline issue; everything else is too generic or targets different concrete problems.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #5576 is the clearest original request: it explicitly asks to implement FreeNoise as a new diffusion scheduler. It is more descriptive than the later '[Pipeline] FreeNoise' title and best anchors the duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #5576 is the best representative because it states the feature and scope plainly, making it the most useful canonical issue for FreeNoise.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:9227", + "right": "issue:9464", + "accept": false, + "reason": "Both are about train_dreambooth_lora_flux, but one is a general run problem and the other is an IndexError tied to prodigy + train_text_encoder; different concrete bugs." + }, + { + "left": "issue:11093", + "right": "issue:8850", + "accept": false, + "reason": "TorchAO example breakage and community pipelines mirror breakage are unrelated failures in different areas." + }, + { + "left": "issue:7390", + "right": "issue:8900", + "accept": false, + "reason": "Both mention from_single_file loading, but one is an SDXL ControlNet inpaint error and the other is a refiner loading question; not the same bug." + }, + { + "left": "issue:4363", + "right": "issue:4436", + "accept": false, + "reason": "Both involve SDXL/VAE safetensors handling, but one asks how to load a specific base model and the other is about converting CIVITAI safetensors; different tasks." + }, + { + "left": "issue:5889", + "right": "issue:9744", + "accept": false, + "reason": "Stable video diffusion and Mochi video model support are different model integrations." + }, + { + "left": "issue:3891", + "right": "issue:7219", + "accept": false, + "reason": "Two separate feature requests for different pipelines (Tortoise TTS vs SUPIR upscaler)." + }, + { + "left": "issue:1434", + "right": "issue:2891", + "accept": false, + "reason": "OOM during upscaling is a runtime memory issue; missing embed support in docs is a capability/documentation mismatch." + }, + { + "left": "issue:11298", + "right": "issue:11653", + "accept": false, + "reason": "Both are LoRA-related, but one is a PEFT key error during hotswapping and the other is support for '.alpha' keys in HiDream LoRAs." + }, + { + "left": "issue:1140", + "right": "issue:1290", + "accept": false, + "reason": "Hypernetworks and DreamArtist are different community methods/features, not the same underlying request." + }, + { + "left": "issue:1962", + "right": "issue:4949", + "accept": false, + "reason": "Video generation with Stable Diffusion and ProPainter in/outpainting for video are different feature areas." + }, + { + "left": "issue:11010", + "right": "issue:12359", + "accept": false, + "reason": "One is a request to support the Chroma model family; the other is a documentation bug about guidance_scale." + }, + { + "left": "issue:11749", + "right": "issue:9090", + "accept": false, + "reason": "Both are scheduler timestep bugs, but they affect different schedulers and symptoms; not the same concrete defect." + }, + { + "left": "issue:9164", + "right": "issue:9464", + "accept": false, + "reason": "Both touch train_dreambooth_lora_flux, but one is a convergence problem and the other is an IndexError with specific options." + }, + { + "left": "issue:5485", + "right": "issue:7080", + "accept": false, + "reason": "Slow ControlNet batch inference and wandb output divergence during training are different issues." + }, + { + "left": "issue:10100", + "right": "issue:11561", + "accept": false, + "reason": "ConsisID support and FluxFillPipeline IP-Adapter loading are unrelated model-support requests." + }, + { + "left": "issue:10772", + "right": "issue:12695", + "accept": false, + "reason": "Sana ControlNet support and Hunyuan v1.5 support are separate model requests." + }, + { + "left": "issue:6132", + "right": "issue:6688", + "accept": false, + "reason": "LOADABLE_CLASSES proposal and MotionCntrl support are unrelated." + }, + { + "left": "issue:13350", + "right": "issue:13416", + "accept": false, + "reason": "Both mention FLUX.2, but one is about batch inference usage and the other about negative prompts; different questions." + }, + { + "left": "issue:3455", + "right": "issue:7670", + "accept": false, + "reason": "Use pretrained instruct pix2pix during training and how to use IDDPM are unrelated." + }, + { + "left": "issue:4149", + "right": "issue:5607", + "accept": false, + "reason": "Both are tensor-shape runtime errors, but they occur in different pipelines and with different failure modes." + }, + { + "left": "issue:11182", + "right": "issue:13279", + "accept": false, + "reason": "Unnecessary BF16 variant download and AutoencoderRAE loading error with older transformers are different bugs." + }, + { + "left": "issue:3891", + "right": "issue:6688", + "accept": false, + "reason": "Tortoise TTS pipeline request and MotionCntrl support are separate feature requests." + }, + { + "left": "issue:3431", + "right": "issue:4782", + "accept": false, + "reason": "Poor ControlNet inpainting results and mask==0 pixels being modified are different inpainting problems." + }, + { + "left": "issue:5576", + "right": "issue:6493", + "accept": true, + "reason": "Both refer to FreeNoise; one is the original request to implement it as a diffusion scheduler and the other is the pipeline issue for the same feature." + }, + { + "left": "issue:1934", + "right": "issue:4159", + "accept": false, + "reason": "CPU offload memory growth and DiffEdit enormous VRAM requirements are distinct memory-related issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary stays within the packet evidence, and the single accepted pair (FreeNoise issue vs pipeline issue) is well supported. The remaining soft-edge rejections are cautious and do not overclaim duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 199, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10514", + "issue:10639", + "issue:10817", + "issue:1156", + "issue:11973", + "issue:12358", + "issue:12574", + "issue:12666", + "issue:12752", + "issue:13062", + "issue:13429", + "issue:1790", + "issue:2299", + "issue:2319", + "issue:2324", + "issue:2361", + "issue:2737", + "issue:2755", + "issue:2891", + "issue:3570", + "issue:4236", + "issue:4524", + "issue:4876", + "issue:4913", + "issue:5034", + "issue:5118", + "issue:5168", + "issue:5197", + "issue:5258", + "issue:5463", + "issue:5656", + "issue:590", + "issue:5981", + "issue:6117", + "issue:6132", + "issue:6357", + "issue:713", + "issue:7168", + "issue:7312", + "issue:8410", + "issue:8511", + "issue:8526", + "issue:8593", + "issue:8790", + "issue:9012", + "issue:9161", + "issue:9460" + ], + "soft_pairs": [ + "issue:10639|issue:12752", + "issue:2737|issue:7312", + "issue:2755|issue:3570", + "issue:4876|issue:5656", + "issue:5118|issue:6132", + "issue:10817|issue:8511", + "issue:10514|issue:12574", + "issue:2891|issue:7168", + "issue:11973|issue:9161", + "issue:2299|issue:5034", + "issue:2361|issue:5197", + "issue:4913|issue:8790", + "issue:5981|issue:6117", + "issue:1156|issue:713", + "issue:5463|issue:6357", + "issue:5118|issue:5168", + "issue:4236|issue:5258", + "issue:12358|issue:13429", + "issue:1790|issue:2324", + "issue:8526|issue:8593", + "issue:9012|issue:9460", + "issue:12666|issue:13062", + "issue:4524|issue:8410", + "issue:2319|issue:590" + ], + "prepared_review_unit_hash": "f800bfa61959149e6f2ffe3f7382ba7c34f0236d37aee98c918c120cc8b4f574", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 32766, + "estimated_input_tokens": 8192, + "estimated_eval_tokens": 16640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are a heterogeneous grab bag of unrelated model, pipeline, training, and scheduler topics. None of the suggested soft pairs look like the same underlying bug or change, so all should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits: the items span unrelated subsystems and distinct feature requests/bugs rather than one duplicate cluster.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No best issue candidate stands out because the set is not a coherent issue family; any choice would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10639", + "right": "issue:12752", + "accept": false, + "reason": "Different model requests: Lumina-Image 2.0 support vs Z-Image img2img/inpainting pipelines." + }, + { + "left": "issue:2737", + "right": "issue:7312", + "accept": false, + "reason": "Different scheduler/finetuning topics with no shared code-path or bug." + }, + { + "left": "issue:2755", + "right": "issue:3570", + "accept": false, + "reason": "Both involve ckpt loading, but one is float16 support and the other is disabling downloads; not the same bug." + }, + { + "left": "issue:4876", + "right": "issue:5656", + "accept": false, + "reason": "A LoRA layer std argument request is unrelated to adding a LoRA loader pipeline." + }, + { + "left": "issue:5118", + "right": "issue:6132", + "accept": false, + "reason": "ControlNet reference_only usage question is unrelated to LOADABLE_CLASSES support." + }, + { + "left": "issue:10817", + "right": "issue:8511", + "accept": false, + "reason": "Different SD3 problems: missing control nets in auto_pipeline vs text encoder unloading in training scripts." + }, + { + "left": "issue:10514", + "right": "issue:12574", + "accept": false, + "reason": "Unrelated model-specific failures: Sana resolution binning vs WanVideo/VACE control-argument handling." + }, + { + "left": "issue:2891", + "right": "issue:7168", + "accept": false, + "reason": "Different functionality: upscale embeds support vs IP-Adapter image embed shape handling." + }, + { + "left": "issue:11973", + "right": "issue:9161", + "accept": false, + "reason": "Different training-script bugs: required instance_prompt argument vs distributed bugs." + }, + { + "left": "issue:2299", + "right": "issue:5034", + "accept": false, + "reason": "Different issues around checkpoints; one is fine-tuned checkpoint support, the other is progress-bar display." + }, + { + "left": "issue:2361", + "right": "issue:5197", + "accept": false, + "reason": "Checkpoint-save crash in finetuning vs multi-GPU slowdown are distinct training issues." + }, + { + "left": "issue:4913", + "right": "issue:8790", + "accept": false, + "reason": "Different topics: a ControlNet model artifact/request vs SDXL TensorRT + IP-Adapter integration." + }, + { + "left": "issue:5981", + "right": "issue:6117", + "accept": false, + "reason": "Both are scheduler bugs, but they concern different schedulers and different methods." + }, + { + "left": "issue:1156", + "right": "issue:713", + "accept": false, + "reason": "Generic training failures from different eras and with different symptoms; not the same bug." + }, + { + "left": "issue:5463", + "right": "issue:6357", + "accept": false, + "reason": "Local variable crash vs API/local result differences are different failure modes and code paths." + }, + { + "left": "issue:5118", + "right": "issue:5168", + "accept": false, + "reason": "ControlNet reference_only usage question is not the same as ControlNet-XS support." + }, + { + "left": "issue:4236", + "right": "issue:5258", + "accept": false, + "reason": "SDXL refiner text-encoder registration and ControlNet inpaint with refiner are related only broadly to SDXL, not the same bug." + }, + { + "left": "issue:12358", + "right": "issue:13429", + "accept": false, + "reason": "Different model pipeline requests: Lumina-DiMOO vs JoyAI-Image-Edit." + }, + { + "left": "issue:1790", + "right": "issue:2324", + "accept": false, + "reason": "General training question vs Dreambooth instance-data bug; no duplicate evidence." + }, + { + "left": "issue:8526", + "right": "issue:8593", + "accept": false, + "reason": "Different runtime/backend problems: SD3 MPS attention scaling vs SD3 CPU bfloat16 noise." + }, + { + "left": "issue:9012", + "right": "issue:9460", + "accept": false, + "reason": "Different ControlNet problems: loading SD3ControlNetModel weights vs allowing a list of controlnets in the pipeline." + }, + { + "left": "issue:12666", + "right": "issue:13062", + "accept": false, + "reason": "Kandinsky pipeline missing in a release vs unsupported onnxruntime-windowsml backend; unrelated." + }, + { + "left": "issue:4524", + "right": "issue:8410", + "accept": false, + "reason": "AnimateDiff and TextDiffuser are different pipeline feature requests." + }, + { + "left": "issue:2319", + "right": "issue:590", + "accept": false, + "reason": "A typo in a loader method is unrelated to a Karras scheduler formula typo." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 200, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10100", + "issue:10147", + "issue:10231", + "issue:10848", + "issue:10952", + "issue:1099", + "issue:11223", + "issue:11412", + "issue:11435", + "issue:11448", + "issue:11721", + "issue:12078", + "issue:12221", + "issue:12367", + "issue:12458", + "issue:12738", + "issue:12995", + "issue:1305", + "issue:13079", + "issue:2213", + "issue:2294", + "issue:2310", + "issue:2646", + "issue:3094", + "issue:3113", + "issue:319", + "issue:321", + "issue:3350", + "issue:4042", + "issue:4232", + "issue:4241", + "issue:4619", + "issue:4815", + "issue:4846", + "issue:4907", + "issue:5545", + "issue:5656", + "issue:6095", + "issue:6688", + "issue:6866", + "issue:7138", + "issue:8604", + "issue:8832", + "issue:8939", + "issue:8989", + "issue:9511", + "issue:9850", + "issue:9926" + ], + "soft_pairs": [ + "issue:2646|issue:6095", + "issue:1305|issue:3113", + "issue:6866|issue:9511", + "issue:4619|issue:7138", + "issue:10147|issue:12221", + "issue:11223|issue:13079", + "issue:3350|issue:5545", + "issue:8604|issue:8989", + "issue:10100|issue:6688", + "issue:10231|issue:11435", + "issue:10848|issue:10952", + "issue:4232|issue:4846", + "issue:8939|issue:9850", + "issue:11721|issue:8832", + "issue:1099|issue:2294", + "issue:4815|issue:4907", + "issue:12078|issue:12995", + "issue:12367|issue:9926", + "issue:12458|issue:12738", + "issue:2213|issue:3094", + "issue:2310|issue:4042", + "issue:319|issue:321", + "issue:4241|issue:5656", + "issue:11412|issue:11448" + ], + "prepared_review_unit_hash": "e5718a7dd8f900eeab6e711acfe3c8822e3e2448b706034ccccf0ede858fde94", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33794, + "estimated_input_tokens": 8449, + "estimated_eval_tokens": 17154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy: the items share generic language around support, crashes, imports, and batching, but they do not describe the same underlying bug or change. I did not find any soft pair that should be merged as duplicates.", + "confidence": 0.31, + "canonical_issue_reason": "issue:12458 is the most active and broadly framed issue in the set, so it is the best representative anchor among otherwise unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:12458 has the strongest discussion/inbound activity and a general feature/bug framing, making it the most suitable single issue to represent this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2646", + "right": "issue:6095", + "accept": false, + "reason": "Both mention IndexError, but they affect different pipelines and scheduler paths, so they are not the same bug." + }, + { + "left": "issue:1305", + "right": "issue:3113", + "accept": false, + "reason": "These are different research feature requests for different methods; similar paper-style wording is not enough to merge them." + }, + { + "left": "issue:6866", + "right": "issue:9511", + "accept": false, + "reason": "One requests IP-Adapter support and the other requests multi-controlnet batching; same pipeline family, but different changes." + }, + { + "left": "issue:4619", + "right": "issue:7138", + "accept": false, + "reason": "A training dtype/bias mismatch is unrelated to an SDXL UNet structure mismatch." + }, + { + "left": "issue:10147", + "right": "issue:12221", + "accept": false, + "reason": "Both are support requests, but for different adapters/control methods and different model workflows." + }, + { + "left": "issue:11223", + "right": "issue:13079", + "accept": false, + "reason": "Both involve OOM reports, but on different models, inputs, and code paths." + }, + { + "left": "issue:3350", + "right": "issue:5545", + "accept": false, + "reason": "These concern different pipelines and different failure modes, not the same underlying issue." + }, + { + "left": "issue:8604", + "right": "issue:8989", + "accept": false, + "reason": "One is a T5 fp16 corruption bug; the other is a Stable Audio sequential offloading bug." + }, + { + "left": "issue:10100", + "right": "issue:6688", + "accept": false, + "reason": "Both ask for model support, but ConsisID and MotionCntrl are distinct integrations." + }, + { + "left": "issue:10231", + "right": "issue:11435", + "accept": false, + "reason": "A tutorial ImportError on Ubuntu is not the same as a missing HiDreamImagePipeline export/import issue." + }, + { + "left": "issue:10848", + "right": "issue:10952", + "accept": false, + "reason": "These are different adapter-loading failures with different APIs and error causes." + }, + { + "left": "issue:4232", + "right": "issue:4846", + "accept": false, + "reason": "An instruct-pix2pix/controlnet training request and a dreambooth training issue are unrelated." + }, + { + "left": "issue:8939", + "right": "issue:9850", + "accept": false, + "reason": "Tokenizer loading failure and gradient-checkpointing behavior are unrelated bugs." + }, + { + "left": "issue:11721", + "right": "issue:8832", + "accept": false, + "reason": "Both are crashes, but one is on model load and the other occurs during inference execution." + }, + { + "left": "issue:1099", + "right": "issue:2294", + "accept": false, + "reason": "Dreambooth class-name setup and a video inpaint import error are not the same problem." + }, + { + "left": "issue:4815", + "right": "issue:4907", + "accept": false, + "reason": "Latents-only input support and an SDXL inpainting warning are different inpainting concerns." + }, + { + "left": "issue:12078", + "right": "issue:12995", + "accept": false, + "reason": "These are unrelated pipeline/example questions about different models and behaviors." + }, + { + "left": "issue:12367", + "right": "issue:9926", + "accept": false, + "reason": "A LoRA support request and a gguf quantization/speed request are different changes." + }, + { + "left": "issue:12458", + "right": "issue:12738", + "accept": false, + "reason": "Both involve batching, but they target different pipelines and likely different implementation fixes." + }, + { + "left": "issue:2213", + "right": "issue:3094", + "accept": false, + "reason": "TPU distributed hang and CUDA OOM during finetuning are different training issues." + }, + { + "left": "issue:2310", + "right": "issue:4042", + "accept": false, + "reason": "Both mention inpainting, but one is about LDM/Inpainting cleanup and the other about combining reference-only with controls." + }, + { + "left": "issue:319", + "right": "issue:321", + "accept": false, + "reason": "These are distinct diffusion methods, not duplicate reports." + }, + { + "left": "issue:4241", + "right": "issue:5656", + "accept": false, + "reason": "A LoRA fine-tuning support request and a LoRA loader feature request are related but not the same change." + }, + { + "left": "issue:11412", + "right": "issue:11448", + "accept": false, + "reason": "Both are missing-model/path failures, but for different repositories and pipeline names." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 201, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10191", + "issue:10550", + "issue:10817", + "issue:10928", + "issue:11222", + "issue:11275", + "issue:11279", + "issue:11283", + "issue:11555", + "issue:11709", + "issue:12567", + "issue:13043", + "issue:13176", + "issue:1358", + "issue:1633", + "issue:1896", + "issue:1934", + "issue:2310", + "issue:2437", + "issue:2462", + "issue:2471", + "issue:2560", + "issue:3140", + "issue:3209", + "issue:3289", + "issue:3467", + "issue:4061", + "issue:4073", + "issue:4269", + "issue:4286", + "issue:4580", + "issue:4619", + "issue:4750", + "issue:4839", + "issue:5002", + "issue:5314", + "issue:5573", + "issue:5594", + "issue:5927", + "issue:6688", + "issue:7789", + "issue:7842", + "issue:852", + "issue:8649", + "issue:9026", + "issue:9138", + "issue:940", + "issue:9637" + ], + "soft_pairs": [ + "issue:11275|issue:9026", + "issue:3467|issue:5573", + "issue:4580|issue:5002", + "issue:13043|issue:13176", + "issue:7789|issue:7842", + "issue:10928|issue:13176", + "issue:11709|issue:12567", + "issue:1633|issue:5594", + "issue:2437|issue:6688", + "issue:10550|issue:11279", + "issue:2560|issue:3209", + "issue:1358|issue:2462", + "issue:4619|issue:4839", + "issue:3289|issue:4073", + "issue:4061|issue:4286", + "issue:3140|issue:4269", + "issue:10817|issue:8649", + "issue:10191|issue:9637", + "issue:2310|issue:5314", + "issue:4750|issue:5927", + "issue:11555|issue:9138", + "issue:1934|issue:3209", + "issue:1896|issue:2471", + "issue:11222|issue:11283", + "issue:852|issue:940" + ], + "prepared_review_unit_hash": "7aefc0d1a3ce264910f57c323c40fd229c6ca6ebd9f2435a30f923fd040edff5", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34019, + "estimated_input_tokens": 8505, + "estimated_eval_tokens": 17266 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pairs look like true duplicates; the set spans unrelated bugs, feature requests, and backend-specific failures. I would not merge any of the proposed pairs.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #11279 is the broadest open thread in the set and the closest thing to a representative issue, but it is still not a duplicate of the soft-pair candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "#11279 is the best global issue candidate because it is open and comparatively broad; the rest are much more specific and do not share a single underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11275", + "right": "issue:9026", + "accept": false, + "reason": "Different failures: VAE NoneType addition vs an unexpected kwarg in checkpoint dispatch." + }, + { + "left": "issue:3467", + "right": "issue:5573", + "accept": false, + "reason": "Both mention ControlNet, but one is about wrong resume step and the other about long weight initialization." + }, + { + "left": "issue:4580", + "right": "issue:5002", + "accept": false, + "reason": "Scheduler/Karras-sigmas related, but these are different scheduler classes and different concrete bugs." + }, + { + "left": "issue:13043", + "right": "issue:13176", + "accept": false, + "reason": "Different attention-backend/device errors with no shared code-path shown." + }, + { + "left": "issue:7789", + "right": "issue:7842", + "accept": false, + "reason": "One is an MPS float32 requirement; the other is a DeepFloyd shape mismatch on non-divisible image sizes." + }, + { + "left": "issue:10928", + "right": "issue:13176", + "accept": false, + "reason": "Missing model file error vs an attention runtime error; unrelated failures." + }, + { + "left": "issue:11709", + "right": "issue:12567", + "accept": false, + "reason": "LoRA key-loading issue vs Ulysses attention noise generation; different subsystems and symptoms." + }, + { + "left": "issue:1633", + "right": "issue:5594", + "accept": false, + "reason": "Karras sigma support in a scheduler wrapper vs SDXL LoRA memory usage; unrelated changes." + }, + { + "left": "issue:2437", + "right": "issue:6688", + "accept": false, + "reason": "Separate feature requests for different pipelines, not the same change." + }, + { + "left": "issue:10550", + "right": "issue:11279", + "accept": false, + "reason": "Quantized LoRA loading problem vs partial model initialization behavior; not the same bug." + }, + { + "left": "issue:2560", + "right": "issue:3209", + "accept": false, + "reason": "Determinism bug with generator lists vs NaNs in AutoencoderKL on large images." + }, + { + "left": "issue:1358", + "right": "issue:2462", + "accept": false, + "reason": "Safetensors support vs IterableDataset training support; unrelated." + }, + { + "left": "issue:4619", + "right": "issue:4839", + "accept": false, + "reason": "Mixed-precision training type mismatch vs a lora_scale type error." + }, + { + "left": "issue:3289", + "right": "issue:4073", + "accept": false, + "reason": "DeepFloyd super-resolution size bug vs a safety-checker astype attribute error." + }, + { + "left": "issue:4061", + "right": "issue:4286", + "accept": false, + "reason": "Both are SDXL LoRA loading complaints, but the titles do not indicate the same concrete failure." + }, + { + "left": "issue:3140", + "right": "issue:4269", + "accept": false, + "reason": "Import error for the pipeline class vs a TypeError inside check_inputs." + }, + { + "left": "issue:10817", + "right": "issue:8649", + "accept": false, + "reason": "Different SD3 problems: missing ControlNets vs num_images_per_prompt handling." + }, + { + "left": "issue:10191", + "right": "issue:9637", + "accept": false, + "reason": "GPU selection/training device issue vs an XFormers attention-mask/bfloat16 kernel failure." + }, + { + "left": "issue:2310", + "right": "issue:5314", + "accept": false, + "reason": "Both are inpainting-related, but one is about LDM/Lama cleaning and the other is a ControlNet reference pipeline." + }, + { + "left": "issue:4750", + "right": "issue:5927", + "accept": false, + "reason": "Overlapping inpaint/Lama wording, but these are distinct composite pipeline requests." + }, + { + "left": "issue:11555", + "right": "issue:9138", + "accept": false, + "reason": "Device_map support question vs an unrelated int/str comparison TypeError." + }, + { + "left": "issue:1934", + "right": "issue:3209", + "accept": false, + "reason": "Memory offload regression vs NaNs on large images; different code paths." + }, + { + "left": "issue:1896", + "right": "issue:2471", + "accept": false, + "reason": "Different pipeline-specific size errors, not the same bug." + }, + { + "left": "issue:11222", + "right": "issue:11283", + "accept": false, + "reason": "Feature request for more WAN LoRAs vs a Wan header deserialization error." + }, + { + "left": "issue:852", + "right": "issue:940", + "accept": false, + "reason": "Both are MPS crashes, but they affect different APIs and failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 202, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10111", + "issue:10636", + "issue:1106", + "issue:11644", + "issue:12195", + "issue:12574", + "issue:13477", + "issue:1543", + "issue:2185", + "issue:2310", + "issue:2437", + "issue:3073", + "issue:3221", + "issue:3576", + "issue:3643", + "issue:3975", + "issue:4210", + "issue:4445", + "issue:460", + "issue:4646", + "issue:4750", + "issue:4801", + "issue:5225", + "issue:5395", + "issue:5480", + "issue:5656", + "issue:5777", + "issue:5989", + "issue:6110", + "issue:6243", + "issue:6359", + "issue:7049", + "issue:746", + "issue:7695", + "issue:817", + "issue:8320", + "issue:8432", + "issue:8493", + "issue:8604", + "issue:8742", + "issue:8752", + "issue:8837", + "issue:911", + "issue:9297", + "issue:9358", + "issue:9464", + "issue:9822", + "issue:9930" + ], + "soft_pairs": [ + "issue:1106|issue:3221", + "issue:2437|issue:6243", + "issue:460|issue:746", + "issue:5395|issue:9297", + "issue:3975|issue:5989", + "issue:4210|issue:5225", + "issue:8432|issue:8742", + "issue:7049|issue:7695", + "issue:460|issue:4646", + "issue:9358|issue:9464", + "issue:11644|issue:8493", + "issue:10111|issue:9822", + "issue:12195|issue:8320", + "issue:2185|issue:911", + "issue:3576|issue:3643", + "issue:10636|issue:8837", + "issue:8604|issue:9930", + "issue:6110|issue:8752", + "issue:2310|issue:4750", + "issue:3073|issue:5480", + "issue:4445|issue:5656", + "issue:5777|issue:6359", + "issue:1543|issue:746", + "issue:4801|issue:817", + "issue:12574|issue:13477" + ], + "prepared_review_unit_hash": "1c64e866af1b7e0f52adbdc34bee5a0a39e20f8e7afd7b6040894041f399062a", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 33873, + "estimated_input_tokens": 8469, + "estimated_eval_tokens": 17194 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated issues across different pipelines/features; none of the soft pairs look like true duplicates or the same code change. The closest thematic group is FLUX-related training/inference bugs, but even those are distinct failures.", + "confidence": 0.79, + "canonical_issue_reason": "issue:10111 is the broadest umbrella title and best fits the cluster\u2019s mixed FLUX/pipeline-bug theme, even though the set is not a tight duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10111 is the most representative and reusable triage anchor because it captures the broad FLUX pipeline bug category without being tied to one narrow repro.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1106", + "right": "issue:3221", + "accept": false, + "reason": "Different subsystems and failure modes: PNDM extra UNet calls vs load_attn_procs behavior in diffusers 0.16.0." + }, + { + "left": "issue:2437", + "right": "issue:6243", + "accept": false, + "reason": "T2I-Adapter pipeline request and IP-Adapter Face ID issue are unrelated feature areas, not the same bug." + }, + { + "left": "issue:460", + "right": "issue:746", + "accept": false, + "reason": "Both are ONNX-related but one is runtime dependency selection and the other is revision loading for img2img; different problems." + }, + { + "left": "issue:5395", + "right": "issue:9297", + "accept": false, + "reason": "Both involve LoRAs, but one is PEFT combining civitai LoRAs and the other is linear load-time scaling for multiple LoRAs." + }, + { + "left": "issue:3975", + "right": "issue:5989", + "accept": false, + "reason": "A typo in an error message and a safetensors.torch bug are not the same underlying issue." + }, + { + "left": "issue:4210", + "right": "issue:5225", + "accept": false, + "reason": "UNet attention_mask usage question and SDXL VRAM exhaustion are unrelated." + }, + { + "left": "issue:8432", + "right": "issue:8742", + "accept": false, + "reason": "ImportError for FromOriginalVAEMixin and removal of LoRAAttnProcessor2_0 are distinct API compatibility issues." + }, + { + "left": "issue:7049", + "right": "issue:7695", + "accept": false, + "reason": "IP-Adapter unpacking error and ignored ip_adapter_masks in AttnProcessor2_0 are different code paths and symptoms." + }, + { + "left": "issue:460", + "right": "issue:4646", + "accept": false, + "reason": "ONNX CPU/CUDA dependency selection is different from ControlNet-to-ONNX conversion failure." + }, + { + "left": "issue:9358", + "right": "issue:9464", + "accept": false, + "reason": "Both are FLUX training issues, but one is redundant text-encoder reinit and the other is an IndexError with prodigy + train_text_encoder." + }, + { + "left": "issue:11644", + "right": "issue:8493", + "accept": false, + "reason": "LTXConditionPipeline init-from-pretrained failure is unrelated to SD3Transformer2DModel state_dict loading." + }, + { + "left": "issue:10111", + "right": "issue:9822", + "accept": false, + "reason": "Generic FLUX pipeline bugs and loading SDXL LoRAs into Flux are related only by theme, not the same bug." + }, + { + "left": "issue:12195", + "right": "issue:8320", + "accept": false, + "reason": "PyTorch 2.3.1 torch.library.custom_op failure is unrelated to the __name__ attribute error in from_single_file." + }, + { + "left": "issue:2185", + "right": "issue:911", + "accept": false, + "reason": "Missing config files for naive T2I training and Dreambooth bad config are both config-related but not the same issue." + }, + { + "left": "issue:3576", + "right": "issue:3643", + "accept": false, + "reason": "XFormers/Textual Inversion TypeError and latent decoding INT_MAX overflow are different runtime failures." + }, + { + "left": "issue:10636", + "right": "issue:8837", + "accept": false, + "reason": "Bug in value_guided_sampling.py and a sliced attention processor bug are different pipeline components." + }, + { + "left": "issue:8604", + "right": "issue:9930", + "accept": false, + "reason": "Corrupted image from T5 float16 conversion is not the same as PAG adaptive scale behavior." + }, + { + "left": "issue:6110", + "right": "issue:8752", + "accept": false, + "reason": "Offline LoRA loading and offline from_single_file SDXL loading are both offline-related, but they affect different loaders and failures." + }, + { + "left": "issue:2310", + "right": "issue:4750", + "accept": false, + "reason": "LDM inpainting/LAMA cleaner and inpaint + LAMA preprocessor are different feature requests/issues." + }, + { + "left": "issue:3073", + "right": "issue:5480", + "accept": false, + "reason": "Consistency models request and EDM implementation request are separate model-feature requests." + }, + { + "left": "issue:4445", + "right": "issue:5656", + "accept": false, + "reason": "How to finetune LoRA and adding a LoRA loader to community pipelines are not the same bug/change." + }, + { + "left": "issue:5777", + "right": "issue:6359", + "accept": false, + "reason": "PixArt DreamBooth training error and EulerDiscreteScheduler velocity/add_noise bug are unrelated." + }, + { + "left": "issue:1543", + "right": "issue:746", + "accept": false, + "reason": "textual_inversion fp16 revision issue and ONNX img2img revision issue are different loading paths." + }, + { + "left": "issue:4801", + "right": "issue:817", + "accept": false, + "reason": "Mixed precision bug in train_unconditional.py and DreamBooth mixed precision issue are similar category but different examples and code paths." + }, + { + "left": "issue:12574", + "right": "issue:13477", + "accept": false, + "reason": "WanVideoToVideoPipeline control-argument handling and ErnieImage locals() scope bug are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 203, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10003", + "issue:11225", + "issue:11437", + "issue:1274", + "issue:1642", + "issue:1785", + "issue:2306", + "issue:2772", + "issue:3325", + "issue:3453", + "issue:3585", + "issue:3630", + "issue:4314", + "issue:4480", + "issue:4697", + "issue:4789", + "issue:4839", + "issue:4912", + "issue:5160", + "issue:5162", + "issue:5285", + "issue:5300", + "issue:5594", + "issue:5633", + "issue:5925", + "issue:6109", + "issue:6196", + "issue:6357", + "issue:6418", + "issue:6749", + "issue:6818", + "issue:6823", + "issue:7041", + "issue:709", + "issue:730", + "issue:7306", + "issue:7417", + "issue:7766", + "issue:8509", + "issue:852", + "issue:8604", + "issue:8837", + "issue:898", + "issue:911", + "issue:9134", + "issue:9178", + "issue:9479", + "issue:9867" + ], + "soft_pairs": [ + "issue:3453|issue:898", + "issue:9134|issue:9178", + "issue:6109|issue:6196", + "issue:3585|issue:852", + 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"estimated_eval_tokens": 16924 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is noisy and mostly splits into several unrelated bug themes; there is no single defensible canonical duplicate for all items. The strongest concrete bug report is the num_inference_steps crash/segfault pair, but even that is not a safe merge target as a duplicate set.", + "confidence": 0.78, + "canonical_issue_reason": "No single item cleanly serves as a canonical representative for the whole cluster because the items span many different pipelines, features, and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:7041 is the clearest concrete runtime failure in the set and the most plausible anchor among the num_inference_steps reports, but the cluster overall is still too heterogeneous for a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3453", + "right": "issue:898", + "accept": false, + "reason": "Both mention BFloat16, but the failing code paths and environments differ; this is a shared symptom, not the same bug." + }, + { + "left": "issue:9134", + "right": "issue:9178", + "accept": false, + "reason": "Both are Flux/LoRA-related, but one is about bad training outputs and the other is a PEFT target-module error." + }, + { + "left": "issue:6109", + "right": "issue:6196", + "accept": false, + "reason": "Same ControlNet-XS/depth area, but one is a feature/request-style issue and the other is a concrete load failure." + }, + { + "left": "issue:3585", + "right": "issue:852", + "accept": false, + "reason": "These are different problems: LoRA synthesis failure versus an MPS device_map keyword crash." + }, + { + "left": "issue:4480", + "right": "issue:7417", + "accept": false, + "reason": "Both touch Mac/MPS/fp16, but one is a generation crash and the other is a LoRA fuse test failure." + }, + { + "left": "issue:5633", + "right": "issue:8837", + "accept": false, + "reason": "Only the broad attention/transformer area overlaps; the specific bugs are different." + }, + { + "left": "issue:6823", + "right": "issue:8509", + "accept": false, + "reason": "Both mention ControlNet, but they describe different features and no shared concrete failure." + }, + { + "left": "issue:1274", + "right": "issue:1785", + "accept": false, + "reason": "Both involve num_images_per_prompt, but the affected pipelines and regression contexts differ." + }, + { + "left": "issue:11225", + "right": "issue:11437", + "accept": false, + "reason": "Both are training/validation issues, but one is OOM and the other is missing outputs, so the code-path problem is not the same." + }, + { + "left": "issue:3325", + "right": "issue:4839", + "accept": false, + "reason": "These are unrelated runtime/type errors; the shared theme is only that they occur during model usage." + }, + { + "left": "issue:10003", + "right": "issue:7041", + "accept": false, + "reason": "Both involve num_inference_steps, but one is a scheduler bug at 1000 steps and the other is a segfault for >1 step; not enough to merge." + }, + { + "left": "issue:1642", + "right": "issue:709", + "accept": false, + "reason": "A missing scheduler forward pass and a documentation docstring issue are not the same bug." + }, + { + "left": "issue:2306", + "right": "issue:3630", + "accept": false, + "reason": "Both are vague UNet2DModel errors, but the actual failures described are different and too underspecified to treat as duplicates." + }, + { + "left": "issue:4697", + "right": "issue:6749", + "accept": false, + "reason": "A specific LoRA-loading regression and an InstantID replication issue are different problems." + }, + { + "left": "issue:4912", + "right": "issue:5162", + "accept": false, + "reason": "Both are conversion-related, but they target different conversions and different user workflows." + }, + { + "left": "issue:5160", + "right": "issue:5594", + "accept": false, + "reason": "DreamBooth/LoRA is only a broad area match; masking and memory usage are separate issues." + }, + { + "left": "issue:5285", + "right": "issue:5925", + "accept": false, + "reason": "Documentation translation and ZipLora feature work are unrelated." + }, + { + "left": "issue:5300", + "right": "issue:6418", + "accept": false, + "reason": "Internet connectivity and identical video frames are unrelated bug reports." + }, + { + "left": "issue:730", + "right": "issue:911", + "accept": false, + "reason": "Both are DreamBooth-related, but one is local-vs-Colab learning behavior and the other is a bad config regression." + }, + { + "left": "issue:7306", + "right": "issue:8604", + "accept": false, + "reason": "Both mention float16, but they affect different pipelines and have different failure modes." + }, + { + "left": "issue:2772", + "right": "issue:6357", + "accept": false, + "reason": "A local dataset path validation bug and API/local result differences are not the same issue." + }, + { + "left": "issue:4314", + "right": "issue:4789", + "accept": false, + "reason": "Interrupted-download write protection and inability to download a model are different download-path failures." + }, + { + "left": "issue:9479", + "right": "issue:9867", + "accept": false, + "reason": "Both are inpainting mask-leak bugs, but they are reported on different pipelines and cannot be safely merged without stronger evidence." + }, + { + "left": "issue:6818", + "right": "issue:7766", + "accept": false, + "reason": "An unload error and a how-to question about FaceID Plus are not duplicate bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 204, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10076", + "issue:10147", + "issue:10472", + "issue:10569", + "issue:10848", + "issue:10873", + "issue:10896", + "issue:10932", + "issue:11000", + "issue:1161", + "issue:11721", + "issue:12108", + "issue:1255", + "issue:13043", + "issue:13488", + "issue:13506", + "issue:1377", + "issue:1572", + "issue:2149", + "issue:2150", + "issue:2311", + "issue:2444", + "issue:2775", + "issue:305", + "issue:3073", + "issue:3097", + "issue:3769", + "issue:4000", + "issue:4731", + "issue:4808", + "issue:4912", + "issue:4964", + "issue:5091", + "issue:5344", + "issue:5576", + "issue:6008", + "issue:6427", + "issue:8518", + "issue:8588", + "issue:8759", + "issue:9026", + "issue:9166", + "issue:917", + "issue:9241", + "issue:9258", + "issue:9602", + "issue:987", + "issue:993" + ], + "soft_pairs": [ + "issue:10873|issue:11721", + "issue:3073|issue:5576", + "issue:10147|issue:10896", + "issue:10569|issue:10932", + "issue:10472|issue:8759", + "issue:2311|issue:5576", + "issue:4731|issue:8518", + "issue:9026|issue:9166", + "issue:12108|issue:13488", + "issue:10848|issue:9602", + "issue:2444|issue:2775", + "issue:5091|issue:9258", + "issue:1255|issue:305", + "issue:4808|issue:6008", + "issue:2149|issue:2150", + "issue:4000|issue:4964", + "issue:10076|issue:9241", + "issue:11000|issue:8588", + "issue:1161|issue:4912", + "issue:1377|issue:305", + "issue:13043|issue:13506", + "issue:3097|issue:993", + "issue:3769|issue:987", + "issue:5344|issue:6427", + "issue:1572|issue:917" + ], + "prepared_review_unit_hash": "81880cc43a55e13b438a1d65eee1c5a1c108cf98ade18ac09dfccf81b45ca21a", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34290, + "estimated_input_tokens": 8573, + "estimated_eval_tokens": 17402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports with broad topical overlap only. The only plausible duplicate-like pair is the two SanaPipeline load-crash reports; the rest look like different bugs, features, or model-specific requests.", + "confidence": 0.88, + "canonical_issue_reason": "issue:11721 is the clearest, most general statement of the SanaPipeline load failure, and it subsumes the more model-specific report in issue:10873.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:11721 is the strongest canonical issue candidate: concise, clearly bug-focused, and broad enough to represent the SanaPipeline load crash without being model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10873", + "right": "issue:11721", + "accept": true, + "reason": "Both describe a SanaPipeline crash during load; the second is a general version of the first and they plausibly point to the same load-path bug." + }, + { + "left": "issue:3073", + "right": "issue:5576", + "accept": false, + "reason": "Different requests: adding consistency models versus implementing FreeNoise scheduler." + }, + { + "left": "issue:10147", + "right": "issue:10896", + "accept": false, + "reason": "Different model support requests for unrelated pipelines/use cases." + }, + { + "left": "issue:10569", + "right": "issue:10932", + "accept": false, + "reason": "Both mention HunyuanVideo, but one is CPU memory usage and the other is torch.compile recompile-limit behavior; different failures." + }, + { + "left": "issue:10472", + "right": "issue:8759", + "accept": false, + "reason": "Unrelated bugs: LoRA lora_bias init error versus SD3 image postprocessing warning." + }, + { + "left": "issue:2311", + "right": "issue:5576", + "accept": false, + "reason": "Both are scheduler-related, but they request different schedulers and different changes." + }, + { + "left": "issue:4731", + "right": "issue:8518", + "accept": false, + "reason": "Both involve torch.compile, but they are different concrete failures on different code paths." + }, + { + "left": "issue:9026", + "right": "issue:9166", + "accept": false, + "reason": "Different subsystems: checkpoint offloading keyword error versus image overlay behavior." + }, + { + "left": "issue:12108", + "right": "issue:13488", + "accept": false, + "reason": "Both touch pipeline/runtime compatibility, but one is flow-matching schedulers and the other is offloading regression; not the same bug." + }, + { + "left": "issue:10848", + "right": "issue:9602", + "accept": false, + "reason": "Different adapter-loading problems with different symptoms and APIs." + }, + { + "left": "issue:2444", + "right": "issue:2775", + "accept": false, + "reason": "Completely different failures: training script exit error versus torch._dynamo optimize misuse." + }, + { + "left": "issue:5091", + "right": "issue:9258", + "accept": false, + "reason": "Different performance/offload topics; no shared concrete bug." + }, + { + "left": "issue:1255", + "right": "issue:305", + "accept": false, + "reason": "Both are import errors, but for different modules and missing symbols." + }, + { + "left": "issue:4808", + "right": "issue:6008", + "accept": false, + "reason": "Different pipeline/test failure versus IP-Adapter+LCM LoRA regression." + }, + { + "left": "issue:2149", + "right": "issue:2150", + "accept": false, + "reason": "Related texture-painting topic, but one is a workflow request and the other is a specific img2img model compatibility request." + }, + { + "left": "issue:4000", + "right": "issue:4964", + "accept": false, + "reason": "Both concern conversion, but one is SD2 ckpt-to-diffusers and the other is SDXL model conversion; different artifacts and formats." + }, + { + "left": "issue:10076", + "right": "issue:9241", + "accept": false, + "reason": "Different conversion directions and model types: HF-to-original format versus XLab LoRA-to-diffusers LoRA." + }, + { + "left": "issue:11000", + "right": "issue:8588", + "accept": false, + "reason": "Missing argument in a pipeline call versus a missing conversion script; not the same bug." + }, + { + "left": "issue:1161", + "right": "issue:4912", + "accept": false, + "reason": "Both are conversion-related, but Flax-to-PyTorch and custom CivitAI checkpoint-to-diffusers are different tasks." + }, + { + "left": "issue:1377", + "right": "issue:305", + "accept": false, + "reason": "Both are import errors, but they target different missing symbols and likely different dependency versions." + }, + { + "left": "issue:13043", + "right": "issue:13506", + "accept": false, + "reason": "Different attention-backend issues: unsupported GPU kernel on Blackwell versus ring-attention failure." + }, + { + "left": "issue:3097", + "right": "issue:993", + "accept": false, + "reason": "Different bugs: textual inversion appears to do nothing versus fp16 datatype mismatch." + }, + { + "left": "issue:3769", + "right": "issue:987", + "accept": false, + "reason": "Different output-quality issues in different pipelines; no evidence of a shared root cause." + }, + { + "left": "issue:5344", + "right": "issue:6427", + "accept": false, + "reason": "Different conversion/dependency issues: missing omegaconf versus broken diffusers-to-ckpt conversion." + }, + { + "left": "issue:1572", + "right": "issue:917", + "accept": false, + "reason": "Different pipeline problems: stable_diffusion_mega img2img/inpainting support versus ONNX inpainting error." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The SanaPipeline pair (issue:10873 / issue:11721) is plausibly the same load crash, while the other pairwise rejections are appropriately cautious given the titles. No overstatement stands out, and this is not a PR-pair case." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 205, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10100", + "issue:1013", + "issue:10321", + "issue:10514", + "issue:10520", + "issue:1062", + "issue:10674", + "issue:11033", + "issue:11041", + "issue:11555", + "issue:1185", + "issue:12995", + "issue:1617", + "issue:1708", + "issue:1866", + "issue:199", + "issue:201", + "issue:2202", + "issue:3073", + "issue:3116", + "issue:3162", + "issue:3301", + "issue:3891", + "issue:3974", + "issue:4349", + "issue:4676", + "issue:5008", + "issue:5565", + "issue:5840", + "issue:6028", + "issue:6101", + "issue:6688", + "issue:713", + "issue:7223", + "issue:7348", + "issue:7380", + "issue:7460", + "issue:7789", + "issue:7793", + "issue:7836", + "issue:8393", + "issue:8918", + "issue:9170", + "issue:9306", + "issue:9424", + "issue:9778", + "issue:9895" + ], + "soft_pairs": [ + "issue:5565|issue:9778", + "issue:1866|issue:3116", + "issue:5008|issue:7380", + "issue:7460|issue:7836", + "issue:7789|issue:7793", + "issue:10100|issue:7223", + "issue:1013|issue:3162", + "issue:1062|issue:1708", + "issue:3073|issue:3891", + "issue:3073|issue:6688", + "issue:10674|issue:9895", + "issue:2202|issue:3974", + "issue:6028|issue:9170", + "issue:10514|issue:11555", + "issue:10321|issue:10520", + "issue:1185|issue:3301", + "issue:11033|issue:12995", + "issue:11041|issue:9306", + "issue:1617|issue:713", + "issue:199|issue:201", + "issue:4349|issue:4676", + "issue:5840|issue:8393", + "issue:8918|issue:9424", + "issue:6101|issue:7348" + ], + "prepared_review_unit_hash": "da911b4331b525f013c62ab3ef4a655330e6a99d8d7ef32fc327e630fe286aa2", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 32940, + "estimated_input_tokens": 8235, + "estimated_eval_tokens": 16726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: most soft pairs share only broad subsystem words, not the same concrete bug or change, so none of the soft edges should be merged. If a representative issue is needed, the broadest/openest item is the device-map feature request.", + "confidence": 0.36, + "canonical_issue_reason": "issue:11555 is the broadest, most general pipeline-level request in the set and is still open/active; it best serves as a lightweight representative, though the cluster itself is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:11555 has the clearest reusable problem statement (pipeline-wide device_map support) and the widest potential applicability among these unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5565", + "right": "issue:9778", + "accept": false, + "reason": "Both are tutorial/script breakage reports, but they reference different tutorials and failure contexts; not the same underlying bug." + }, + { + "left": "issue:1866", + "right": "issue:3116", + "accept": false, + "reason": "Both mention scheduler behavior in img2img, but they concern different schedulers and different failure modes." + }, + { + "left": "issue:5008", + "right": "issue:7380", + "accept": false, + "reason": "One is a specific TryOnDiffusion implementation issue, the other is a new algorithm implementation request; not duplicates." + }, + { + "left": "issue:7460", + "right": "issue:7836", + "accept": false, + "reason": "AdaLayerNorm bug vs CLIP overfitting in a training example are unrelated." + }, + { + "left": "issue:7789", + "right": "issue:7793", + "accept": false, + "reason": "Both involve deepfloyd, but one is an mps float32 compatibility issue and the other is LoRA unloading error; different code paths." + }, + { + "left": "issue:10100", + "right": "issue:7223", + "accept": false, + "reason": "Different feature requests for different model families (ConsisID vs Latte)." + }, + { + "left": "issue:1013", + "right": "issue:3162", + "accept": false, + "reason": "StableDiffusionMegaPipeline regression vs missing learned_classifier_free_sampling_embeddings are different bugs." + }, + { + "left": "issue:1062", + "right": "issue:1708", + "accept": false, + "reason": "Dreambooth reproducibility and YAML config passing are distinct training UX problems." + }, + { + "left": "issue:3073", + "right": "issue:3891", + "accept": false, + "reason": "Add consistency models vs add Tortoise TTS are unrelated pipeline requests." + }, + { + "left": "issue:3073", + "right": "issue:6688", + "accept": false, + "reason": "Different requested additions in different model areas; no shared concrete change." + }, + { + "left": "issue:10674", + "right": "issue:9895", + "accept": false, + "reason": "Both are FluxPipeline-related device problems, but the GGUF failure and cuda/cpu mismatch stem from different scenarios." + }, + { + "left": "issue:2202", + "right": "issue:3974", + "accept": false, + "reason": "OpenVINO support request vs safetensors loading bug are unrelated." + }, + { + "left": "issue:6028", + "right": "issue:9170", + "accept": false, + "reason": "Both are memory-related, but they affect different models and failure conditions." + }, + { + "left": "issue:10514", + "right": "issue:11555", + "accept": false, + "reason": "Sana sample_size/use_resolution_binning limitation is not the same as a general device_map support request." + }, + { + "left": "issue:10321", + "right": "issue:10520", + "accept": false, + "reason": "LTX-Video missing weight files vs Sana cross-device tensor placement error are different bugs." + }, + { + "left": "issue:1185", + "right": "issue:3301", + "accept": false, + "reason": "Reproducibility complaint vs LoRA training failure are not the same issue." + }, + { + "left": "issue:11033", + "right": "issue:12995", + "accept": false, + "reason": "Unet from_single_file loading failure is unrelated to the Cosmos-Predict2.5 pipeline behavior question." + }, + { + "left": "issue:11041", + "right": "issue:9306", + "accept": false, + "reason": "Both involve device placement/offloading, but they concern different pipelines and distinct execution paths." + }, + { + "left": "issue:1617", + "right": "issue:713", + "accept": false, + "reason": "Generic missing-arguments CLI error vs generic training error are too broad and not clearly the same bug." + }, + { + "left": "issue:199", + "right": "issue:201", + "accept": false, + "reason": "One is a dead-code cleanup request, the other is a test request; not duplicates." + }, + { + "left": "issue:4349", + "right": "issue:4676", + "accept": false, + "reason": "Missing text_encoder handling vs TAESD latent brightness are different pipeline defects." + }, + { + "left": "issue:5840", + "right": "issue:8393", + "accept": false, + "reason": "Checkpoint resume/freezing issue vs slow shard loading are different problems." + }, + { + "left": "issue:8918", + "right": "issue:9424", + "accept": false, + "reason": "Both mention broken training notebooks/scripts, but they are different model versions and likely different regressions." + }, + { + "left": "issue:6101", + "right": "issue:7348", + "accept": false, + "reason": "Both are controlnet-related quality issues, but one is a performance regression and the other is a scheduler artifact bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 206, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10025", + "issue:10940", + "issue:11010", + "issue:11178", + "issue:11220", + "issue:11387", + "issue:11864", + "issue:11901", + "issue:12108", + "issue:12147", + "issue:1231", + "issue:12423", + "issue:1274", + "issue:1335", + "issue:1363", + "issue:1530", + "issue:2185", + "issue:2412", + "issue:2712", + "issue:3015", + "issue:3382", + "issue:3647", + "issue:3682", + "issue:4186", + "issue:4390", + "issue:4630", + "issue:4747", + "issue:4808", + "issue:490", + "issue:5108", + "issue:5197", + "issue:5224", + "issue:5317", + "issue:5320", + "issue:5595", + "issue:6095", + "issue:6370", + "issue:6374", + "issue:6393", + "issue:6695", + "issue:801", + "issue:852", + "issue:9001", + "issue:9034", + "issue:945", + "issue:962", + "issue:9756", + "issue:9822" + ], + "soft_pairs": [ + "issue:4186|issue:5108", + "issue:2185|issue:2712", + "issue:11387|issue:11864", + "issue:6095|issue:9001", + "issue:490|issue:801", + "issue:3682|issue:4630", + "issue:1335|issue:852", + "issue:2412|issue:3647", + "issue:4808|issue:6393", + "issue:10940|issue:9034", + "issue:1231|issue:5224", + "issue:3382|issue:5197", + "issue:10025|issue:9822", + "issue:1530|issue:4390", + "issue:3015|issue:6370", + "issue:4747|issue:6374", + "issue:5595|issue:6695", + "issue:11178|issue:12423", + "issue:11010|issue:12108", + "issue:1363|issue:945", + "issue:1274|issue:962", + "issue:11901|issue:12147", + "issue:11220|issue:9756", + "issue:5317|issue:5320" + ], + "prepared_review_unit_hash": "db5be41429dac7aa5aa173866ba1b6395ac6b3da96d2c6e3982039891b968df6", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33616, + "estimated_input_tokens": 8404, + "estimated_eval_tokens": 17064 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very noisy: the titles span unrelated bugs, feature requests, and docs issues. None of the soft pairs look like the same underlying bug/change, so all should stay separate.", + "confidence": 0.9, + "canonical_issue_reason": "issue:10025 is the strongest single anchor in the set: it is clearly bug-oriented, has the highest engagement (discussion and inbound references), and sits in the recurring Flux/transformer subset that appears most central here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10025 is the best representative issue for triage because it is concrete, well-discussed, and more likely to be the kind of actionable bug a duplicate cluster would center on than the more request-like or niche items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4186", + "right": "issue:5108", + "accept": false, + "reason": "Both mention Stable Diffusion XL/multi-adapter style features, but one is an inpaint+refiner behavior issue and the other is a T2I multiadapter exception; different code paths and failure modes." + }, + { + "left": "issue:2185", + "right": "issue:2712", + "accept": false, + "reason": "One is missing training config files, the other is a missing config key (`norm_num_groups`); both are config-related but not the same underlying defect." + }, + { + "left": "issue:11387", + "right": "issue:11864", + "accept": false, + "reason": "AutoencoderDC RMSNorm type mismatch is a model-architecture bug, while the compile failure is a torch.compile scoping issue; unrelated fixes." + }, + { + "left": "issue:6095", + "right": "issue:9001", + "accept": false, + "reason": "An SVD scheduler index error and an Auraflow aspect-ratio feature request are different problems with no shared failing path." + }, + { + "left": "issue:490", + "right": "issue:801", + "accept": false, + "reason": "Both involve memory/attention behavior in image pipelines, but the reported issue shapes differ: general diffusers memory use versus enable_attention_slicing not being respected in inpaint/img2img." + }, + { + "left": "issue:3682", + "right": "issue:4630", + "accept": false, + "reason": "Loading LoRAs and modifying LoRA weights after loading are related topics, but they are distinct feature requests with different operations and expected APIs." + }, + { + "left": "issue:1335", + "right": "issue:852", + "accept": false, + "reason": "These are both constructor/backend compatibility issues, but one is ONNX pipeline initialization and the other is an MPS `device_map` crash; not the same bug." + }, + { + "left": "issue:2412", + "right": "issue:3647", + "accept": false, + "reason": "Both are about Dreambooth training, but one is a generic Dreambooth error and the other is specifically DeepFloyd training; too broad to merge." + }, + { + "left": "issue:4808", + "right": "issue:6393", + "accept": false, + "reason": "SHAP-E integration test failure and private HF download failure via `from_single_file` are unrelated." + }, + { + "left": "issue:10940", + "right": "issue:9034", + "accept": false, + "reason": "`triton.ops` import failure is a dependency/import problem; sentencepiece requirement for AutoPipelineForText2Image is a packaging/dependency request. Not the same bug." + }, + { + "left": "issue:1231", + "right": "issue:5224", + "accept": false, + "reason": "K-LMS scheduler in Flax and a Flax Stable Diffusion 2.1 error are both Flax-related but refer to different pipeline/scheduler issues." + }, + { + "left": "issue:3382", + "right": "issue:5197", + "accept": false, + "reason": "Both concern multi-GPU training, but one is a CUDA OOM bug and the other is a performance regression; different underlying problems." + }, + { + "left": "issue:10025", + "right": "issue:9822", + "accept": false, + "reason": "Attention mask handling in Flux transformer and loading SDXL LoRAs into Flux are separate model/loading behaviors." + }, + { + "left": "issue:1530", + "right": "issue:4390", + "accept": false, + "reason": "Missing VQDiffusion sampling embeddings and generic missing requirements are not the same issue." + }, + { + "left": "issue:3015", + "right": "issue:6370", + "accept": false, + "reason": "ControlNet format conversion and using diffusers LoRA in AUTOMATIC1111 are different interoperability requests." + }, + { + "left": "issue:4747", + "right": "issue:6374", + "accept": false, + "reason": "SDXL LoRA load failing with missing `model_index.json` and a Chinese-language Qwen LoRA loading question are not the same failure." + }, + { + "left": "issue:5595", + "right": "issue:6695", + "accept": false, + "reason": "A height/width divisibility validation error is unrelated to a subprocess failure when starting training." + }, + { + "left": "issue:11178", + "right": "issue:12423", + "accept": false, + "reason": "MistoLine ControlNet loading via `from_single_file` and QwenImageTransformer2DModel `from_single_file` are separate model-loading cases." + }, + { + "left": "issue:11010", + "right": "issue:12108", + "accept": false, + "reason": "Both reference Chroma/Flux and flow-matching context, but one is about supporting a Flux-based architecture and the other is a scheduler-parameter break; they are not the same concrete bug/change." + }, + { + "left": "issue:1363", + "right": "issue:945", + "accept": false, + "reason": "ONNX long-prompt weight + LMS scheduler error and adding a custom checkpoint for ONNX conversion are different ONNX-related issues." + }, + { + "left": "issue:1274", + "right": "issue:962", + "accept": false, + "reason": "Both are SD pipeline behavior bugs, but one is `num_images_per_prompt` regression and the other is inpaint pipeline size support." + }, + { + "left": "issue:11901", + "right": "issue:12147", + "accept": false, + "reason": "Both involve Wan2.1/Wan2.2 LoRA loading, but they target different model versions and failure modes; too risky to treat as one bug." + }, + { + "left": "issue:11220", + "right": "issue:9756", + "accept": false, + "reason": "Documentation page behavior and a missing notebook file are unrelated documentation issues." + }, + { + "left": "issue:5317", + "right": "issue:5320", + "accept": false, + "reason": "Both are PEFT-related feature requests, but documenting the API and adding `adapter_name` to `fuse_lora` are distinct changes and not one concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 207, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10191", + "issue:10227", + "issue:10302", + "issue:10520", + "issue:10590", + "issue:10891", + "issue:11436", + "issue:11569", + "issue:11644", + "issue:11653", + "issue:11710", + "issue:1889", + "issue:2053", + "issue:2150", + "issue:2635", + "issue:2676", + "issue:2783", + "issue:2905", + "issue:3199", + "issue:3300", + "issue:3975", + "issue:4159", + "issue:4265", + "issue:4303", + "issue:4923", + "issue:5327", + "issue:5509", + "issue:5558", + "issue:6069", + "issue:6101", + "issue:6423", + "issue:6452", + "issue:702", + "issue:7223", + "issue:7293", + "issue:7751", + "issue:7936", + "issue:7939", + "issue:8323", + "issue:8435", + "issue:8494", + "issue:8593", + "issue:8780", + "issue:9225", + "issue:9303", + "issue:9306", + "issue:9667", + "issue:9876" + ], + "soft_pairs": [ + "issue:10891|issue:11436", + "issue:8494|issue:8593", + "issue:5509|issue:9225", + "issue:10191|issue:9876", + "issue:1889|issue:2635", + "issue:7223|issue:9303", + "issue:10590|issue:10891", + "issue:2905|issue:6452", + "issue:4923|issue:6423", + "issue:10520|issue:9306", + "issue:10227|issue:11653", + "issue:11569|issue:11710", + "issue:11644|issue:8435", + "issue:2676|issue:702", + "issue:3300|issue:4265", + "issue:4303|issue:7751", + "issue:7936|issue:7939", + "issue:3975|issue:5327", + "issue:3199|issue:3300", + "issue:2053|issue:4159", + "issue:7293|issue:8780", + "issue:10302|issue:9667", + "issue:5558|issue:6101", + "issue:2150|issue:2783", + "issue:6069|issue:8323" + ], + "prepared_review_unit_hash": "6b690f7b210c6797b53f210753177c3b601b3764e77744cd295e1646f351f237", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34189, + "estimated_input_tokens": 8548, + "estimated_eval_tokens": 17352 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate pairs look strong enough to merge; the soft edges are mostly broad thematic similarities (dtype/device/scheduler/loader issues) but each pair describes a different concrete bug or feature request.", + "confidence": 0.92, + "canonical_issue_reason": "issue:9306 is the most concrete, narrowly scoped runtime bug here, with a specific pipeline and a clear device-selection symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:9306 is the strongest standalone issue candidate overall because it is specific, reproducible, and actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10891", + "right": "issue:11436", + "accept": false, + "reason": "Both are bfloat16-related, but one is a DCAE type-conversion bug and the other is a HiDream matmul dtype mismatch; different code paths." + }, + { + "left": "issue:8494", + "right": "issue:8593", + "accept": false, + "reason": "One is about an unexpected force_hooks argument in SD3 loading; the other is a CPU bfloat16 noise issue. Not the same bug." + }, + { + "left": "issue:5509", + "right": "issue:9225", + "accept": false, + "reason": "Both involve image/latent shape mismatches, but they hit different pipelines and different failure modes." + }, + { + "left": "issue:10191", + "right": "issue:9876", + "accept": false, + "reason": "GPU device selection during training is unrelated to LoRA VRAM release after training." + }, + { + "left": "issue:1889", + "right": "issue:2635", + "accept": false, + "reason": "Both mention DPM++ schedulers, but one asks about a variant and the other asks naming/lookup; not the same defect or change." + }, + { + "left": "issue:7223", + "right": "issue:9303", + "accept": false, + "reason": "These are separate feature requests for different video-generation models." + }, + { + "left": "issue:10590", + "right": "issue:10891", + "accept": false, + "reason": "Both mention bfloat16, but one is Sana tiled VAE decode and the other is DCAE type conversion; different failures." + }, + { + "left": "issue:2905", + "right": "issue:6452", + "accept": false, + "reason": "Scheduler sigmas support and masked_image_latents input are unrelated changes." + }, + { + "left": "issue:4923", + "right": "issue:6423", + "accept": false, + "reason": "AudioLDM2 transcript support and fill50k result reproduction are unrelated issues." + }, + { + "left": "issue:10520", + "right": "issue:9306", + "accept": false, + "reason": "Both are device-mismatch symptoms, but they involve different pipelines and likely different root causes." + }, + { + "left": "issue:10227", + "right": "issue:11653", + "accept": false, + "reason": "Both concern LoRA handling, but one is a feature limitation on feature sizes and the other is alpha-key support." + }, + { + "left": "issue:11569", + "right": "issue:11710", + "accept": false, + "reason": "A repo request for LTXV is unrelated to MagCache support." + }, + { + "left": "issue:11644", + "right": "issue:8435", + "accept": false, + "reason": "Both are loading errors, but for different APIs and different pipelines." + }, + { + "left": "issue:2676", + "right": "issue:702", + "accept": false, + "reason": "Scheduler naming/support questions are not the same as reverse-sampling support." + }, + { + "left": "issue:3300", + "right": "issue:4265", + "accept": false, + "reason": "General Hugging Face breakage is not the same as a specific import error for one pipeline." + }, + { + "left": "issue:4303", + "right": "issue:7751", + "accept": false, + "reason": "These concern different model conversion/loading workflows." + }, + { + "left": "issue:7936", + "right": "issue:7939", + "accept": false, + "reason": "Both are local-loading complaints, but one is an invalid JSON parse on safetensors and the other is a failure to load a model from the same folder." + }, + { + "left": "issue:3975", + "right": "issue:5327", + "accept": false, + "reason": "A typo in an error message is unrelated to a textual inversion loading crash." + }, + { + "left": "issue:3199", + "right": "issue:3300", + "accept": false, + "reason": "Custom pipelines broken and Hugging Face release broken are too broad to be the same bug." + }, + { + "left": "issue:2053", + "right": "issue:4159", + "accept": false, + "reason": "Both mention VRAM, but one is a regression report and the other is a specific DiffEdit memory blowup." + }, + { + "left": "issue:7293", + "right": "issue:8780", + "accept": false, + "reason": "An AudioLDM2 feature request is unrelated to a generic dtype mismatch report." + }, + { + "left": "issue:10302", + "right": "issue:9667", + "accept": false, + "reason": "FP8 inference noise and loading a local flux transformer file are different issues." + }, + { + "left": "issue:5558", + "right": "issue:6101", + "accept": false, + "reason": "Artefacts with multiple ControlNets and slow ControlNet inpaint performance are different problems." + }, + { + "left": "issue:2150", + "right": "issue:2783", + "accept": false, + "reason": "A texture-projection compatibility request is not the same as creating an img2img ControlNet pipeline." + }, + { + "left": "issue:6069", + "right": "issue:8323", + "accept": false, + "reason": "A scheduler add_noise edge case and an unrecognized scheduler file are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 208, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10066", + "issue:10591", + "issue:10772", + "issue:10855", + "issue:12037", + "issue:12147", + "issue:13279", + "issue:1343", + "issue:1961", + "issue:2220", + "issue:2312", + "issue:2331", + "issue:2390", + "issue:2424", + "issue:2453", + "issue:2644", + "issue:2843", + "issue:3480", + "issue:3689", + "issue:3694", + "issue:3740", + "issue:4447", + "issue:4453", + "issue:4724", + "issue:4782", + "issue:4874", + "issue:4907", + "issue:4923", + "issue:5197", + "issue:5829", + "issue:6055", + "issue:6090", + "issue:6288", + "issue:6357", + "issue:6399", + "issue:6570", + "issue:7210", + "issue:7895", + "issue:8465", + "issue:8477", + "issue:8514", + "issue:8543", + "issue:8994", + "issue:9069", + "issue:9225", + "issue:9293", + "issue:9511", + "issue:9979" + ], + "soft_pairs": [ + "issue:6570|issue:9225", + "issue:10772|issue:9511", + "issue:10855|issue:8543", + "issue:3694|issue:5197", + "issue:2331|issue:2390", + "issue:2453|issue:4923", + "issue:4724|issue:8994", + "issue:3740|issue:7210", + "issue:4782|issue:4907", + "issue:4874|issue:6357", + "issue:12147|issue:13279", + "issue:8477|issue:8514", + "issue:6090|issue:9979", + "issue:2220|issue:2644", + "issue:2312|issue:2843", + "issue:3480|issue:3689", + "issue:4453|issue:6399", + "issue:9069|issue:9293", + "issue:1961|issue:6055", + "issue:10591|issue:7895", + "issue:1343|issue:2424", + "issue:5829|issue:6288", + "issue:4447|issue:8465", + "issue:10066|issue:12037" + ], + "prepared_review_unit_hash": "ee3527d1de87be1deca4c3f8940a012b8076fb9f5de8986b671c1e3574e01b91", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33813, + "estimated_input_tokens": 8454, + "estimated_eval_tokens": 17164 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issues that only share broad subsystem keywords (SDXL, LoRA, ControlNet, accelerate, training). None of the soft pairs looks like the same underlying bug/change closely enough to merge.", + "confidence": 0.97, + "canonical_issue_reason": "issue:6570 is a concrete, well-scoped runtime bug report with a specific pipeline and reproducible tensor-shape failure, making it the best representative issue in this otherwise heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:6570 is the most actionable and technically specific issue here; it has a clear error and target code path, unlike the broader feature requests and vague problem reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:6570", + "right": "issue:9225", + "accept": false, + "reason": "Both involve SDXL InstructPix2Pix shape issues, but one is a general tensor mismatch and the other is specifically rgba latent sizing; similar symptom, not the same concrete bug." + }, + { + "left": "issue:10772", + "right": "issue:9511", + "accept": false, + "reason": "Different features and models: Sana ControlNet support vs SDXL ControlNet inpaint batching. Same broad domain, not one bug/change." + }, + { + "left": "issue:10855", + "right": "issue:8543", + "accept": false, + "reason": "Gradient accumulation optimizer stepping bug is unrelated to SD3 dreambooth gradient checkpointing failure." + }, + { + "left": "issue:3694", + "right": "issue:5197", + "accept": false, + "reason": "Pokemon example path/config issue is unrelated to multi-GPU slowdown during text-to-image finetuning." + }, + { + "left": "issue:2331", + "right": "issue:2390", + "accept": false, + "reason": "ControlNet pipeline support and T2I-Adapter support are separate feature requests with different implementation targets." + }, + { + "left": "issue:2453", + "right": "issue:4923", + "accept": false, + "reason": "How to contribute is a meta question; AudioLDM 2 transcript/TTS is a specific feature request." + }, + { + "left": "issue:4724", + "right": "issue:8994", + "accept": false, + "reason": "SDXL img2img checkpoint behavior and generation steps stuck at 0 are different failure modes and code paths." + }, + { + "left": "issue:3740", + "right": "issue:7210", + "accept": false, + "reason": "Both mention accelerate/device dispatch, but one is legacy attention block conversion and the other is missing named_parameters on a pipeline object." + }, + { + "left": "issue:4782", + "right": "issue:4907", + "accept": false, + "reason": "Mask bleed in inpainting is not the same as an SDXL new-inpainting-model warning." + }, + { + "left": "issue:4874", + "right": "issue:6357", + "accept": false, + "reason": "Local low_res_scheduler bug and API-vs-local result differences are too broad to be the same underlying defect." + }, + { + "left": "issue:12147", + "right": "issue:13279", + "accept": false, + "reason": "Wan2.2 Lightning LoRA loading failure is unrelated to AutoencoderRAE loading with older transformers." + }, + { + "left": "issue:8477", + "right": "issue:8514", + "accept": false, + "reason": "Both are distributed-training errors, but the scripts and failure causes differ; not the same concrete bug." + }, + { + "left": "issue:6090", + "right": "issue:9979", + "accept": false, + "reason": "Both are channel mismatch errors, but they occur in different models/pipelines and do not indicate the same fixable code path." + }, + { + "left": "issue:2220", + "right": "issue:2644", + "accept": false, + "reason": "Multi-GPU dreambooth problems and whether two 12GB GPUs are sufficient are not the same issue." + }, + { + "left": "issue:2312", + "right": "issue:2843", + "accept": false, + "reason": "EMA save hook error and multi-GPU checkpoint saving are related only loosely by saving; not the same bug." + }, + { + "left": "issue:3480", + "right": "issue:3689", + "accept": false, + "reason": "Text-encoder LoRA scale support and unloading LoRA weights are different LoRA API requests." + }, + { + "left": "issue:4453", + "right": "issue:6399", + "accept": false, + "reason": "LoRA conversion for A1111 compatibility and LoRA visibility in UIs are related ecosystem concerns, but not one concrete bug." + }, + { + "left": "issue:9069", + "right": "issue:9293", + "accept": false, + "reason": "NumPy type mismatch and missing Float8 storage object are unrelated type/runtime errors." + }, + { + "left": "issue:1961", + "right": "issue:6055", + "accept": false, + "reason": "ColossalAI error and generic accelerate error do not point to the same code path or defect." + }, + { + "left": "issue:10591", + "right": "issue:7895", + "accept": false, + "reason": "SD3 LoRA training script issue and Flax attention bug are separate stacks and problems." + }, + { + "left": "issue:1343", + "right": "issue:2424", + "accept": false, + "reason": "Enable xformers by default is a feature/policy issue; flake8-comprehension is code-style tooling." + }, + { + "left": "issue:5829", + "right": "issue:6288", + "accept": false, + "reason": "Missing unet_time_cond_proj_dim argument in LCM training is unrelated to the default learning rate discussion." + }, + { + "left": "issue:4447", + "right": "issue:8465", + "accept": false, + "reason": "Restricted model access and missing config.json in from_single_file are entirely different loading failures." + }, + { + "left": "issue:10066", + "right": "issue:12037", + "accept": false, + "reason": "These are different model-specific attention/LoRA compatibility issues with no clear shared fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 209, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10100", + "issue:1064", + "issue:1083", + "issue:11907", + "issue:1546", + "issue:1604", + "issue:1831", + "issue:1941", + "issue:2044", + "issue:2177", + "issue:2340", + "issue:2495", + "issue:2614", + "issue:2646", + "issue:2761", + "issue:3191", + "issue:3933", + "issue:3978", + "issue:4014", + "issue:4210", + "issue:4376", + "issue:4593", + "issue:4638", + "issue:5981", + "issue:5989", + "issue:6113", + "issue:6238", + "issue:6283", + "issue:6295", + "issue:6632", + "issue:6689", + "issue:7000", + "issue:7002", + "issue:709", + "issue:7219", + "issue:7415", + "issue:851", + "issue:8588", + "issue:9063", + "issue:9141", + "issue:9366", + "issue:9476", + "issue:9511", + "issue:9619", + "issue:968", + "issue:9895", + "issue:9904", + "issue:9972" + ], + "soft_pairs": [ + "issue:5981|issue:5989", + "issue:4014|issue:6295", + "issue:1064|issue:1546", + "issue:2044|issue:851", + "issue:2614|issue:968", + "issue:9511|issue:9619", + "issue:1831|issue:2340", + "issue:7002|issue:9972", + "issue:4210|issue:7000", + "issue:6113|issue:6689", + "issue:4376|issue:4638", + "issue:10100|issue:7219", + "issue:2646|issue:6238", + "issue:3933|issue:4593", + "issue:11907|issue:9366", + "issue:9141|issue:9904", + "issue:1604|issue:3191", + "issue:9063|issue:9895", + "issue:1941|issue:2177", + "issue:2761|issue:709", + "issue:3978|issue:6283", + "issue:6632|issue:8588", + "issue:1083|issue:2495", + "issue:7415|issue:9476" + ], + "prepared_review_unit_hash": "52f89865d38894306a2fb7da4ada06bcf4760d2b64b7541bb5d2c8752c76fa34", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33783, + "estimated_input_tokens": 8446, + "estimated_eval_tokens": 17148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are broad-theme matches only and should stay separate. The only strong duplicate-looking pair is the SDXL textual inversion failure: \"StableDiffusionXLPipeline crashes when calling load_textual_inversion\" and \"load_textual_inversion doesn't work on SDXL\".", + "confidence": 0.89, + "canonical_issue_reason": "issue:4638 is the clearest representative: it names the exact operation (`load_textual_inversion`) and the affected model family (SDXL), making the underlying bug easier to recognize and deduplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:4638 is the best global issue representative because it is concise, specific, and broad enough to cover the duplicate SDXL textual inversion failure without overfitting to a single crash report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5981", + "right": "issue:5989", + "accept": false, + "reason": "Both are generic bug reports, but one is about a scheduler and the other about safetensors; no shared concrete code path." + }, + { + "left": "issue:4014", + "right": "issue:6295", + "accept": false, + "reason": "Both mention artifacts, but they involve different pipelines/settings and likely different root causes." + }, + { + "left": "issue:1064", + "right": "issue:1546", + "accept": false, + "reason": "One is a scheduler add_noise error, the other is a truncation-warning/batched-input failure; unrelated failure modes." + }, + { + "left": "issue:2044", + "right": "issue:851", + "accept": false, + "reason": "Both involve dtype errors, but one is a DDP attribute error and the other is a float/half type mismatch." + }, + { + "left": "issue:2614", + "right": "issue:968", + "accept": false, + "reason": "Changing the download directory and slow model loading are different problems." + }, + { + "left": "issue:9511", + "right": "issue:9619", + "accept": false, + "reason": "These are distinct ControlNet feature requests: multi-controlnet batching vs interrupt support." + }, + { + "left": "issue:1831", + "right": "issue:2340", + "accept": false, + "reason": "Different pipelines and bugs: Dreambooth precision mismatch vs tiny SD safety-checker error." + }, + { + "left": "issue:7002", + "right": "issue:9972", + "accept": false, + "reason": "Both mention buffer-size explosions, but they affect different products/pipelines and are not clearly the same bug." + }, + { + "left": "issue:4210", + "right": "issue:7000", + "accept": false, + "reason": "A usage question about attention_mask is unrelated to a PyTorch deprecation warning." + }, + { + "left": "issue:6113", + "right": "issue:6689", + "accept": false, + "reason": "One asks how to use a HF repo, the other reports a conversion failure; not the same underlying issue." + }, + { + "left": "issue:4376", + "right": "issue:4638", + "accept": true, + "reason": "Both report SDXL `load_textual_inversion` failing, with one describing a crash and the other stating it does not work at all; same underlying bug." + }, + { + "left": "issue:10100", + "right": "issue:7219", + "accept": false, + "reason": "Different feature requests for different models/upscalers." + }, + { + "left": "issue:2646", + "right": "issue:6238", + "accept": false, + "reason": "Tiled VAE IndexError and SDXL VAE issues are too vague and distinct to treat as duplicates." + }, + { + "left": "issue:3933", + "right": "issue:4593", + "accept": false, + "reason": "Graph compile/logging and LoRA rank-loading failures are unrelated." + }, + { + "left": "issue:11907", + "right": "issue:9366", + "accept": false, + "reason": "Both involve schedulers, but the pipelines and failure conditions differ materially." + }, + { + "left": "issue:9141", + "right": "issue:9904", + "accept": false, + "reason": "Missing `.from_single_file()` and silent image-shape rounding are separate FluxPipeline issues." + }, + { + "left": "issue:1604", + "right": "issue:3191", + "accept": false, + "reason": "A version-specific script breakage and a Dreambooth+LoRA report are not the same bug." + }, + { + "left": "issue:9063", + "right": "issue:9895", + "accept": false, + "reason": "Tokenizer instantiation failure and cross-device tensor placement are different FluxPipeline problems." + }, + { + "left": "issue:1941", + "right": "issue:2177", + "accept": false, + "reason": "Custom pipeline loading for UnCLIP and AutoencoderKL loading are unrelated." + }, + { + "left": "issue:2761", + "right": "issue:709", + "accept": false, + "reason": "Both are documentation-related, but they concern different APIs and different docs work." + }, + { + "left": "issue:3978", + "right": "issue:6283", + "accept": false, + "reason": "MPS img2img failure and SDXL ControlNet strength=0 behavior are different pipeline-specific bugs." + }, + { + "left": "issue:6632", + "right": "issue:8588", + "accept": false, + "reason": "Lora training save_state question and missing SD3 conversion script are unrelated." + }, + { + "left": "issue:1083", + "right": "issue:2495", + "accept": false, + "reason": "FP16 ONNX incorrect output and MPS black image are different backend-specific bugs." + }, + { + "left": "issue:7415", + "right": "issue:9476", + "accept": false, + "reason": "Both involve bfloat16, but one is TPU AutoencoderKL behavior and the other is Flux training validation; not the same code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The only accepted duplicate-like pair, issue:4376 vs issue:4638, is supported by both titles pointing to SDXL `load_textual_inversion`, while the rest are reasonably kept separate based on differing pipelines, APIs, or failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 210, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10016", + "issue:10336", + "issue:10671", + "issue:11396", + "issue:11432", + "issue:1161", + "issue:12052", + "issue:12728", + "issue:12783", + "issue:13105", + "issue:13446", + "issue:1434", + "issue:1704", + "issue:2331", + "issue:2402", + "issue:3249", + "issue:3406", + "issue:3915", + "issue:4232", + "issue:4410", + "issue:4450", + "issue:4674", + "issue:4724", + "issue:4880", + "issue:5368", + "issue:5647", + "issue:5799", + "issue:5897", + "issue:6132", + "issue:6162", + "issue:6164", + "issue:6176", + "issue:6460", + "issue:6548", + "issue:660", + "issue:6666", + "issue:7294", + "issue:7574", + "issue:7575", + "issue:759", + "issue:8469", + "issue:8729", + "issue:8809", + "issue:9148", + "issue:9303", + "issue:9637", + "issue:9680", + "issue:9792" + ], + "soft_pairs": [ + "issue:11432|issue:13446", + "issue:1434|issue:4674", + "issue:8809|issue:9637", + "issue:10016|issue:4410", + "issue:6176|issue:7574", + "issue:6666|issue:8729", + "issue:5368|issue:5897", + "issue:4450|issue:7294", + "issue:6132|issue:9303", + "issue:12052|issue:12728", + "issue:5647|issue:5799", + "issue:1161|issue:759", + "issue:4724|issue:6548", + "issue:8469|issue:9680", + "issue:3249|issue:6164", + "issue:10336|issue:10671", + "issue:11396|issue:9792", + "issue:1704|issue:3406", + "issue:6460|issue:9148", + "issue:2402|issue:4880", + "issue:2331|issue:4232", + "issue:6162|issue:7575", + "issue:12783|issue:13105", + "issue:3915|issue:660" + ], + "prepared_review_unit_hash": "b652476af8e2324a7cc2f0f5d5202d41963700d3485d5437e23da0c37b4d5e33", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34211, + "estimated_input_tokens": 8553, + "estimated_eval_tokens": 17362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and the soft pairs are only superficially similar; none look like true duplicates or mergeable PR equivalents.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: these items cover unrelated bugs/features across model loading, training, attention kernels, device/dtype placement, and pipeline-specific behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10671 is the clearest self-contained runtime bug report and the most broadly phrased issue, but it is still not representative enough to unify this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11432", + "right": "issue:13446", + "accept": false, + "reason": "Different problems: torch_dtype='auto' handling vs custom_pipeline trust verification." + }, + { + "left": "issue:1434", + "right": "issue:4674", + "accept": false, + "reason": "Both mention memory, but one is upscaler OOM and the other is a width/height switching leak." + }, + { + "left": "issue:8809", + "right": "issue:9637", + "accept": false, + "reason": "Different code paths: feedforward sequence-length inconsistency vs XFormers attention-mask/bfloat issue." + }, + { + "left": "issue:10016", + "right": "issue:4410", + "accept": false, + "reason": "Both are shape mismatches on loading, but they involve different parameters and likely different model components." + }, + { + "left": "issue:6176", + "right": "issue:7574", + "accept": false, + "reason": "Different state-dict/loading failures: LoRA reload after dreambooth training vs a missing key error." + }, + { + "left": "issue:6666", + "right": "issue:8729", + "accept": false, + "reason": "Both touch validation images, but the symptoms and training scripts are different." + }, + { + "left": "issue:5368", + "right": "issue:5897", + "accept": false, + "reason": "One is fp16 Q/K/V dtype mismatch; the other is CPU/CUDA device mismatch during LoRA training." + }, + { + "left": "issue:4450", + "right": "issue:7294", + "accept": false, + "reason": "Different training bugs: multi-text-inversion behavior vs incorrect text-encoder grad settings." + }, + { + "left": "issue:6132", + "right": "issue:9303", + "accept": false, + "reason": "These are unrelated requests: loadable class support vs a new Flux inpainting pipeline." + }, + { + "left": "issue:12052", + "right": "issue:12728", + "accept": false, + "reason": "Same model family, but one is offloading device mismatch and the other is torch.compile/channels_last/Dynamo unsupported behavior." + }, + { + "left": "issue:5647", + "right": "issue:5799", + "accept": false, + "reason": "Similar word 'strength', but one is an inpaint edge-case bug and the other is API usage/documentation around the argument." + }, + { + "left": "issue:1161", + "right": "issue:759", + "accept": false, + "reason": "Unrelated topics: Flax-to-PyTorch conversion vs textual inversion saving behavior." + }, + { + "left": "issue:4724", + "right": "issue:6548", + "accept": false, + "reason": "Both are img2img-related, but one is checkpoint compatibility and the other is RGBA latent handling." + }, + { + "left": "issue:8469", + "right": "issue:9680", + "accept": false, + "reason": "Different pipelines and failures: broken IP-Adapter faces vs SDXL unconditional generation." + }, + { + "left": "issue:3249", + "right": "issue:6164", + "accept": false, + "reason": "Different issues: an invalid AttnUpBlock2D argument vs latent output handling in StableDiffusionPipeline." + }, + { + "left": "issue:10336", + "right": "issue:10671", + "accept": false, + "reason": "Different symptoms and subsystems: Sana activation explosion vs DiffusionPipeline dtype/device determinism." + }, + { + "left": "issue:11396", + "right": "issue:9792", + "accept": false, + "reason": "A user conversion question and a dataset cache-loading bug are unrelated." + }, + { + "left": "issue:1704", + "right": "issue:3406", + "accept": false, + "reason": "One is a generic attention question; the other is a specific only_cross_attention bug." + }, + { + "left": "issue:6460", + "right": "issue:9148", + "accept": false, + "reason": "Model loading hang vs a request to add a new inpainting pipeline." + }, + { + "left": "issue:2402", + "right": "issue:4880", + "accept": false, + "reason": "Environment CUDA availability error vs ControlNet image input type validation." + }, + { + "left": "issue:2331", + "right": "issue:4232", + "accept": false, + "reason": "Related domain, but one is a ControlNet pipeline feature request and the other is instruct-pix2pix training/inference code." + }, + { + "left": "issue:6162", + "right": "issue:7575", + "accept": false, + "reason": "Different shape-mismatch bugs in different components (IP-Adapters vs Transformer2DModel/adanorm)." + }, + { + "left": "issue:12783", + "right": "issue:13105", + "accept": false, + "reason": "Both report noisy output, but one is Sage Attention on sm90 and the other is a Wan2.1 model output issue." + }, + { + "left": "issue:3915", + "right": "issue:660", + "accept": false, + "reason": "Different failures: torch.compile on text-to-video pipelines vs MPS fp16 dtype/revision handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 211, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10382", + "issue:1062", + "issue:10672", + "issue:10695", + "issue:11223", + "issue:11569", + "issue:12110", + "issue:12633", + "issue:1463", + "issue:1566", + "issue:1672", + "issue:1931", + "issue:2266", + "issue:2440", + "issue:2549", + "issue:2695", + "issue:2984", + "issue:3045", + "issue:3087", + "issue:3139", + "issue:337", + "issue:3467", + "issue:3647", + "issue:3689", + "issue:384", + "issue:3944", + "issue:4331", + "issue:460", + "issue:4692", + "issue:4912", + "issue:5000", + "issue:5402", + "issue:5518", + "issue:5574", + "issue:5575", + "issue:6790", + "issue:7054", + "issue:7243", + "issue:7454", + "issue:7629", + "issue:8560", + "issue:8565", + "issue:861", + "issue:8613", + "issue:917", + "issue:9216", + "issue:9264", + "issue:9362" + ], + "soft_pairs": [ + "issue:2695|issue:3467", + "issue:3689|issue:7454", + "issue:5574|issue:5575", + "issue:1931|issue:2440", + "issue:2266|issue:460", + "issue:3045|issue:3139", + "issue:6790|issue:7054", + "issue:1062|issue:4331", + "issue:10382|issue:12110", + "issue:10695|issue:12633", + "issue:1566|issue:3647", + "issue:2984|issue:3087", + "issue:3944|issue:4912", + "issue:9216|issue:9264", + "issue:2549|issue:4692", + "issue:1672|issue:861", + "issue:11223|issue:7629", + "issue:1463|issue:5402", + "issue:8560|issue:8613", + "issue:10672|issue:11569", + "issue:1463|issue:384", + "issue:5000|issue:5518", + "issue:8565|issue:9362", + "issue:7243|issue:9216", + "issue:337|issue:917" + ], + "prepared_review_unit_hash": "0d69a17d5a868f233515c2cf3b97eab1bdc180bb45edd1718015ba6cdc61fe0e", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34020, + "estimated_input_tokens": 8505, + "estimated_eval_tokens": 17266 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated bugs, feature requests, environment issues, and training/model-specific reports. There is no strong duplicate core across the set.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out; the items span distinct subsystems and failure modes (schedulers, LoRA loading/fusing, training OOMs, conversion scripts, and missing deps).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:12633 is the most concrete, code-path-specific bug report here and the closest fit for a duplicate anchor, but only for scheduler-timestep issues\u2014not the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2695", + "right": "issue:3467", + "accept": false, + "reason": "Different bugs: tensorboard validation crash vs resuming at the wrong step with gradient accumulation." + }, + { + "left": "issue:3689", + "right": "issue:7454", + "accept": false, + "reason": "Both mention LoRA, but one is about unloading weights after load and the other is a generic support request." + }, + { + "left": "issue:5574", + "right": "issue:5575", + "accept": false, + "reason": "Both are LoRA training questions, but they ask about different parameters and are not the same bug/change." + }, + { + "left": "issue:1931", + "right": "issue:2440", + "accept": false, + "reason": "Both involve float16, but one is a dtype mismatch during Stable Diffusion 2 usage and the other is an inpainting model load error." + }, + { + "left": "issue:2266", + "right": "issue:460", + "accept": false, + "reason": "Different support/performance problems: CPU offload slowdown vs ONNX runtime dependency selection." + }, + { + "left": "issue:3045", + "right": "issue:3139", + "accept": false, + "reason": "Conversion of LoRA safetensors to diffusers is not the same as asking how to use a safetensors file for generation." + }, + { + "left": "issue:6790", + "right": "issue:7054", + "accept": false, + "reason": "Both concern LoRA/LCM internals, but one is a state_dict key mismatch and the other is input state_dict mutation." + }, + { + "left": "issue:1062", + "right": "issue:4331", + "accept": false, + "reason": "Dreambooth result mismatch and training-script result differences are related only broadly, not the same concrete issue." + }, + { + "left": "issue:10382", + "right": "issue:12110", + "accept": false, + "reason": "Different code paths: VAE encoder return-type mismatch vs UNet1D GaussianFourier initialization bug." + }, + { + "left": "issue:10695", + "right": "issue:12633", + "accept": false, + "reason": "Both are scheduler timestep bugs, but they affect different schedulers and different calculations; not mergeable as one fix." + }, + { + "left": "issue:1566", + "right": "issue:3647", + "accept": false, + "reason": "Both involve Dreambooth, but one is a checkpoint-save crash and the other is training with DeepFloyd." + }, + { + "left": "issue:2984", + "right": "issue:3087", + "accept": false, + "reason": "A model-paper/project entry is unrelated to a LoRA model-support request." + }, + { + "left": "issue:3944", + "right": "issue:4912", + "accept": false, + "reason": "Both are about LoRA/customization, but one asks for custom network rank in training while the other asks about converting CivitAI SDXL checkpoints." + }, + { + "left": "issue:9216", + "right": "issue:9264", + "accept": false, + "reason": "One is a custom multi-model pipeline idea; the other is a request for an inpainting model for Flux." + }, + { + "left": "issue:2549", + "right": "issue:4692", + "accept": false, + "reason": "Both mention UNet2DConditionModel, but one is a functional failure on SD2.0 while the other is a memory concern." + }, + { + "left": "issue:1672", + "right": "issue:861", + "accept": false, + "reason": "Both are conversion-related, but one reports wrong output size after a conversion script and the other is a general checkpoint-to-diffusers conversion failure." + }, + { + "left": "issue:11223", + "right": "issue:7629", + "accept": false, + "reason": "Both are OOM reports, but they concern different models and runtime environments; not the same underlying bug." + }, + { + "left": "issue:1463", + "right": "issue:5402", + "accept": false, + "reason": "Different missing-package/import errors: datasets vs compute_snr." + }, + { + "left": "issue:8560", + "right": "issue:8613", + "accept": false, + "reason": "Both are OOM issues, but one is SD3 training on a 4090 and the other is caption_column memory usage during dataset processing." + }, + { + "left": "issue:10672", + "right": "issue:11569", + "accept": false, + "reason": "A callback support request is unrelated to a repo request for a specific model release." + }, + { + "left": "issue:1463", + "right": "issue:384", + "accept": false, + "reason": "Different import/runtime failures: missing datasets package vs missing latent_dist attribute." + }, + { + "left": "issue:5000", + "right": "issue:5518", + "accept": false, + "reason": "Both involve LoRA behavior, but one is unfusing regression and the other is a ModuleList attribute error in a different LoRA path." + }, + { + "left": "issue:8565", + "right": "issue:9362", + "accept": false, + "reason": "Both are IndexError reports, but they arise in different pipelines and with different off-by-one contexts." + }, + { + "left": "issue:7243", + "right": "issue:9216", + "accept": false, + "reason": "ResAdapter is a specific adapter-model issue, while the other is a generic multi-model pipeline proposal." + }, + { + "left": "issue:337", + "right": "issue:917", + "accept": false, + "reason": "These are both old image-generation bugs, but one is img2img/text-guided inpainting and the other is an ONNX inpainting error; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 212, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10147", + "issue:10887", + "issue:10893", + "issue:10987", + "issue:11010", + "issue:11109", + "issue:11374", + "issue:11592", + "issue:12009", + "issue:12149", + "issue:12396", + "issue:12575", + "issue:12666", + "issue:12887", + "issue:13067", + "issue:1909", + "issue:2806", + "issue:319", + "issue:322", + "issue:4390", + "issue:4609", + "issue:5166", + "issue:5371", + "issue:5593", + "issue:5605", + "issue:5931", + "issue:5966", + "issue:6073", + "issue:6287", + "issue:6412", + "issue:6545", + "issue:6586", + "issue:6685", + "issue:7223", + "issue:7312", + "issue:7417", + "issue:7428", + "issue:8482", + "issue:8543", + "issue:8667", + "issue:8880", + "issue:8918", + "issue:8994", + "issue:9258", + "issue:938", + "issue:9393", + "issue:9665", + "issue:9732" + ], + "soft_pairs": [ + "issue:5593|issue:7417", + "issue:11010|issue:12575", + "issue:1909|issue:2806", + "issue:10147|issue:7223", + "issue:10887|issue:11374", + "issue:10987|issue:8482", + "issue:4390|issue:5166", + "issue:5371|issue:7428", + "issue:6073|issue:9732", + "issue:6287|issue:8918", + "issue:6685|issue:8543", + "issue:8880|issue:9258", + "issue:6545|issue:6586", + "issue:319|issue:322", + "issue:5605|issue:7312", + "issue:9393|issue:9665", + "issue:5931|issue:8994", + "issue:10893|issue:13067", + "issue:12149|issue:12666", + "issue:4609|issue:938", + "issue:5966|issue:6412", + "issue:12009|issue:12887", + "issue:11592|issue:12396", + "issue:11109|issue:8667" + ], + "prepared_review_unit_hash": "384169c2a9c3c2d45d7c1b6129ad104ff80757b969beef2eba82c16ad4047874", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33399, + "estimated_input_tokens": 8350, + "estimated_eval_tokens": 16956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No strong duplicate cluster emerges; most items are unrelated feature requests or distinct bugs. The only borderline case is the Flux Lora `delete_adapters` area, but it is still too specific/different to merge with confidence.", + "confidence": 0.74, + "canonical_issue_reason": "No clear canonical issue for the cluster: the items span many unrelated model-support requests, training bugs, and regressions, with no pair clearly describing the same underlying problem.", + "canonical_pr_reason": "No PRs were provided.", + "best_issue_reason": "issue:11592 is the most concrete and actionable standalone bug report: it names a specific regression in `FluxLoraLoaderMixin.delete_adapters` and is close to the only somewhat related follow-up issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5593", + "right": "issue:7417", + "accept": false, + "reason": "Different problems: `AutoPipeline.from_pipe` with ControlNet pipelines versus a Mac-specific LoRA fuse NaN failure." + }, + { + "left": "issue:11010", + "right": "issue:12575", + "accept": false, + "reason": "Both are Chroma/Flux-related, but one is a model architecture request and the other is an attention-backend check error; not the same bug." + }, + { + "left": "issue:1909", + "right": "issue:2806", + "accept": false, + "reason": "Generator API mismatch versus custom pipeline printing; distinct behaviors and code paths." + }, + { + "left": "issue:10147", + "right": "issue:7223", + "accept": false, + "reason": "Separate feature requests for multi-view generation and video generation support." + }, + { + "left": "issue:10887", + "right": "issue:11374", + "accept": false, + "reason": "Import error for `StableDiffusionXLTrainer` is unrelated to SkyReels-V2 support integration." + }, + { + "left": "issue:10987", + "right": "issue:8482", + "accept": false, + "reason": "Generic spatio-temporal models versus SD3-medium support; different requests." + }, + { + "left": "issue:4390", + "right": "issue:5166", + "accept": false, + "reason": "Missing dependencies in setup versus a VQVAE scaling-factor bug; not the same issue." + }, + { + "left": "issue:5371", + "right": "issue:7428", + "accept": false, + "reason": "Different feature requests: BLIP inpainting support versus layer diffusion support." + }, + { + "left": "issue:6073", + "right": "issue:9732", + "accept": false, + "reason": "A beginner DreamBooth setup error is not the same as Flux DreamBooth CUDA OOM during training." + }, + { + "left": "issue:6287", + "right": "issue:8918", + "accept": false, + "reason": "Unused dependencies in `setup.py` is unrelated to the SD3 DreamBooth script being broken." + }, + { + "left": "issue:6685", + "right": "issue:8543", + "accept": false, + "reason": "Absolute `output_dir` support and gradient-checkpointing failure are different DreamBooth issues." + }, + { + "left": "issue:8880", + "right": "issue:9258", + "accept": false, + "reason": "Both mention speed, but one is a version regression and the other is a Windows-vs-Linux performance gap; not the same change or bug." + }, + { + "left": "issue:6545", + "right": "issue:6586", + "accept": false, + "reason": "A tracker for modularizing inference is unrelated to micro-conditioning support for SDXL trainers." + }, + { + "left": "issue:319", + "right": "issue:322", + "accept": false, + "reason": "Two different model families (`VQ-Diffusion` vs `V-Diffusion`), not duplicates." + }, + { + "left": "issue:5605", + "right": "issue:7312", + "accept": false, + "reason": "Per-image caption support for DreamBooth is unrelated to AlignProp direct reward finetuning support." + }, + { + "left": "issue:9393", + "right": "issue:9665", + "accept": false, + "reason": "Both involve DeepSpeed, but one is a save-model failure and the other is `accelerator.prepare()` behavior; different concrete bugs." + }, + { + "left": "issue:5931", + "right": "issue:8994", + "accept": false, + "reason": "Nondeterministic generation and steps stuck at 0 are distinct symptoms with different likely causes." + }, + { + "left": "issue:10893", + "right": "issue:13067", + "accept": false, + "reason": "Separate feature requests for CogVideoX ControlNet and Anima support." + }, + { + "left": "issue:12149", + "right": "issue:12666", + "accept": false, + "reason": "Package/source version misalignment is not the same as missing Kandinsky 5.0 video pipeline support." + }, + { + "left": "issue:4609", + "right": "issue:938", + "accept": false, + "reason": "Different model requests: a T2I adapter model versus a human motion diffusion model." + }, + { + "left": "issue:5966", + "right": "issue:6412", + "accept": false, + "reason": "ControlNet model support and ControlNet annotator ONNX export are related only broadly, not the same issue." + }, + { + "left": "issue:12009", + "right": "issue:12887", + "accept": false, + "reason": "Both are `from_single_file` loading failures, but they concern different models and error paths." + }, + { + "left": "issue:11592", + "right": "issue:12396", + "accept": false, + "reason": "Related `delete_adapters` area, but one is a regression report and the other is a specific `leaf_level` interaction; too specific to treat as the same underlying bug without stronger evidence." + }, + { + "left": "issue:11109", + "right": "issue:8667", + "accept": false, + "reason": "Different mismatch failures in different model components: depth LoRA transformer layers versus SD3ControlNet image-size handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 213, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10003", + "issue:10147", + "issue:10542", + "issue:10639", + "issue:1083", + "issue:11093", + "issue:11223", + "issue:11229", + "issue:11315", + "issue:11536", + "issue:11540", + "issue:11592", + "issue:12567", + "issue:13286", + "issue:1539", + "issue:2177", + "issue:2830", + "issue:3097", + "issue:3171", + "issue:3379", + "issue:3537", + "issue:3799", + "issue:4210", + "issue:4376", + "issue:4949", + "issue:4969", + "issue:5455", + "issue:5510", + "issue:5576", + "issue:5661", + "issue:5689", + "issue:6186", + "issue:656", + "issue:7368", + "issue:7535", + "issue:7606", + "issue:8482", + "issue:8504", + "issue:8641", + "issue:8790", + "issue:9069", + "issue:9166", + "issue:9225", + "issue:9298", + "issue:9362", + "issue:9370", + "issue:9496" + ], + "soft_pairs": [ + "issue:11592|issue:13286", + "issue:3097|issue:4376", + "issue:3537|issue:7368", + "issue:3799|issue:7535", + "issue:5576|issue:6186", + "issue:11223|issue:12567", + "issue:10003|issue:9362", + "issue:2830|issue:4949", + "issue:3171|issue:3537", + "issue:8482|issue:8504", + "issue:2177|issue:3379", + "issue:9370|issue:9496", + "issue:11229|issue:11315", + "issue:1083|issue:1539", + "issue:4969|issue:656", + "issue:5455|issue:7606", + "issue:9069|issue:9298", + "issue:5689|issue:9166", + "issue:10542|issue:11093", + "issue:5510|issue:9225", + "issue:10147|issue:8790", + "issue:10639|issue:8641", + "issue:11536|issue:11540", + "issue:4210|issue:5661" + ], + "prepared_review_unit_hash": "9c420272417b3d1bf0d568577c5302aee15dec57bdeafb15ca2ba715967ade4e", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 32877, + "estimated_input_tokens": 8220, + "estimated_eval_tokens": 16696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft-edge pairs are false positives: they share broad model/runtime themes, but each pair describes a different underlying bug, feature request, or code path. No duplicate cluster is supported here.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:11540 is the most detailed and actionable standalone bug report in the set, but it is not a duplicate target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11592", + "right": "issue:13286", + "accept": false, + "reason": "FluxLoRA adapter deletion regression vs torchao quantization support request; unrelated failures." + }, + { + "left": "issue:3097", + "right": "issue:4376", + "accept": false, + "reason": "Both involve textual inversion, but one is a no-op bug and the other is an SDXL crash; different symptoms and likely different causes." + }, + { + "left": "issue:3537", + "right": "issue:7368", + "accept": false, + "reason": "ControlNet conversion script vs GLIGEN training support; different features entirely." + }, + { + "left": "issue:3799", + "right": "issue:7535", + "accept": false, + "reason": "Scheduler type inference issue vs a Tensor type-hint mismatch; not the same bug." + }, + { + "left": "issue:5576", + "right": "issue:6186", + "accept": false, + "reason": "FreeNoise scheduler request vs i2vgen-xl implementation request; separate feature work." + }, + { + "left": "issue:11223", + "right": "issue:12567", + "accept": false, + "reason": "WAN LoRA OOM with layer-wise upcasting vs Ulysses Attention producing noise; distinct runtime problems." + }, + { + "left": "issue:10003", + "right": "issue:9362", + "accept": false, + "reason": "DDIM/DDPM step-count bug vs an index out-of-bounds error; different code paths." + }, + { + "left": "issue:2830", + "right": "issue:4949", + "accept": false, + "reason": "Modelscope image/text-to-video question vs ProPainter in/outpainting request; different model use cases." + }, + { + "left": "issue:3171", + "right": "issue:3537", + "accept": false, + "reason": "LPW prompt handling in ControlNet vs a ControlNet conversion script; not the same issue." + }, + { + "left": "issue:8482", + "right": "issue:8504", + "accept": false, + "reason": "General SD3-Medium support vs selecting which text encoders to train; related area, but different change requests." + }, + { + "left": "issue:2177", + "right": "issue:3379", + "accept": false, + "reason": "AutoencoderKL loading failure vs DreamBooth checkpoint loading failure; unrelated bugs." + }, + { + "left": "issue:9370", + "right": "issue:9496", + "accept": false, + "reason": "Missing pooled_projection argument in one forward path vs SD3ControlNetModel forward error; different concrete failures." + }, + { + "left": "issue:11229", + "right": "issue:11315", + "accept": false, + "reason": "MPS NaNs from attention slicing vs MPS breakage from float64 rope implementation; same platform, different root causes." + }, + { + "left": "issue:1083", + "right": "issue:1539", + "accept": false, + "reason": "FP16 ONNX incorrect output vs conversion-script int typing bug; unrelated." + }, + { + "left": "issue:4969", + "right": "issue:656", + "accept": false, + "reason": "ImportError for CrossAttention vs DreamBooth training error on 16GB GPU; no shared underlying defect." + }, + { + "left": "issue:5455", + "right": "issue:7606", + "accept": false, + "reason": "DreamBooth+lora notebook subprocess failure vs deprecated Kandinsky LoRA processor; different problems." + }, + { + "left": "issue:9069", + "right": "issue:9298", + "accept": false, + "reason": "NumPy type mismatch vs missing Float8 storage object; unrelated compatibility issues." + }, + { + "left": "issue:5689", + "right": "issue:9166", + "accept": false, + "reason": "Residual noise in SDXL DPM++ outputs vs unexpected overlay behavior; similar output complaints, but different code paths." + }, + { + "left": "issue:10542", + "right": "issue:11093", + "accept": false, + "reason": "Hunyuan Video batch-size regression vs TorchAO example breakage; not the same bug." + }, + { + "left": "issue:5510", + "right": "issue:9225", + "accept": false, + "reason": "Half/float bias mismatch in SDXL InstructPix2Pix vs latent size mismatch with RGBA images; distinct pipeline errors." + }, + { + "left": "issue:10147", + "right": "issue:8790", + "accept": false, + "reason": "MV-Adapter multi-view support vs SDXL TensorRT + IP-Adapter; broad adapter theme, but different implementation targets." + }, + { + "left": "issue:10639", + "right": "issue:8641", + "accept": false, + "reason": "Lumina-Image 2.0 support vs Lumina-T2X integration; related model family but separate feature requests." + }, + { + "left": "issue:11536", + "right": "issue:11540", + "accept": false, + "reason": "Flux prompt-adherence regression vs VAE slicing noise / Flux image2image support; different bugs, not one fixable change." + }, + { + "left": "issue:4210", + "right": "issue:5661", + "accept": false, + "reason": "UNet attention_mask usage question vs missing PreTrainedTokenizer import; unrelated issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 214, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10010", + "issue:10165", + "issue:10202", + "issue:10428", + "issue:1101", + "issue:11088", + "issue:11109", + "issue:11283", + "issue:11412", + "issue:11709", + "issue:11779", + "issue:1185", + "issue:12071", + "issue:12110", + "issue:12653", + "issue:13477", + "issue:1672", + "issue:1677", + "issue:1934", + "issue:2210", + "issue:2392", + "issue:3073", + "issue:3441", + "issue:3944", + "issue:4005", + "issue:4331", + "issue:4349", + "issue:4631", + "issue:4871", + "issue:5002", + "issue:5171", + "issue:5593", + "issue:6242", + "issue:6423", + "issue:6446", + "issue:7219", + "issue:725", + "issue:7569", + "issue:8320", + "issue:8885", + "issue:9026", + "issue:9293", + "issue:9424", + "issue:9516", + "issue:9731", + "issue:9768", + "issue:9902", + "issue:9930" + ], + "soft_pairs": [ + "issue:6446|issue:8885", + "issue:1101|issue:725", + "issue:10202|issue:11109", + "issue:10010|issue:11412", + "issue:6242|issue:8320", + "issue:9424|issue:9902", + "issue:11088|issue:11709", + "issue:12110|issue:13477", + "issue:12071|issue:9516", + "issue:2210|issue:3944", + "issue:1672|issue:1677", + "issue:1934|issue:3441", + "issue:2392|issue:4349", + "issue:10165|issue:9930", + "issue:3073|issue:7219", + "issue:4005|issue:6423", + "issue:11283|issue:11779", + "issue:10428|issue:12653", + "issue:4871|issue:5171", + "issue:9026|issue:9293", + "issue:4631|issue:5002", + "issue:1185|issue:4331", + "issue:5593|issue:7569", + "issue:9731|issue:9768" + ], + "prepared_review_unit_hash": "4c5ffd83e2a1960fafe673212a7ac6524ee244d8c5ee5b62f06a318eb8598ebc", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33876, + "estimated_input_tokens": 8469, + "estimated_eval_tokens": 17194 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft edges are false positives. The items span many unrelated bugs/features across Flux, Wan, LoRA training, schedulers, loading, and test failures, so this is not a true duplicate cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the set is too heterogeneous and the soft-linked pairs do not describe the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative because the items cover multiple unrelated problem areas rather than one duplicated defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:6446", + "right": "issue:8885", + "accept": false, + "reason": "Different failures: one is a Stable Diffusion 2-1 loading problem, the other is a Colab/clip-retrieval/custom diffusion setup issue." + }, + { + "left": "issue:1101", + "right": "issue:725", + "accept": false, + "reason": "A scheduler feature request and a memory-footprint/device-mapping feature are related only at a broad diffusion-library level, not the same change." + }, + { + "left": "issue:10202", + "right": "issue:11109", + "accept": false, + "reason": "Both mention LoRA, but one is about unloading Flux Control LoRA correctly while the other is a depth LoRA transformer layer mismatch." + }, + { + "left": "issue:10010", + "right": "issue:11412", + "accept": false, + "reason": "Both are 404/loading-path problems, but for different model families and different missing URLs." + }, + { + "left": "issue:6242", + "right": "issue:8320", + "accept": false, + "reason": "Unrelated: a request for training logs versus a from_single_file attribute error on AutoencoderKL." + }, + { + "left": "issue:9424", + "right": "issue:9902", + "accept": false, + "reason": "Notebook breakage with latest code is not the same as Conda version pinning/stuck behavior." + }, + { + "left": "issue:11088", + "right": "issue:11709", + "accept": false, + "reason": "Different code paths and errors: Wan transformer GGUF load failure versus CausVid LoRA key loading failure." + }, + { + "left": "issue:12110", + "right": "issue:13477", + "accept": false, + "reason": "A UNet1D GaussianFourier initialization bug is unrelated to an ErnieImage callback locals-scope bug." + }, + { + "left": "issue:12071", + "right": "issue:9516", + "accept": false, + "reason": "One concerns Flux Kontext transformer forward behavior changes; the other is missing propagation of joint_attention_kwargs in FLUX." + }, + { + "left": "issue:2210", + "right": "issue:3944", + "accept": false, + "reason": "Training text encoder with LoRA is a different request from customizing LoRA network rank." + }, + { + "left": "issue:1672", + "right": "issue:1677", + "accept": false, + "reason": "Different pipeline problems: wrong output size after ckpt-to-diffusers conversion versus wrong data type when calling the pipeline." + }, + { + "left": "issue:1934", + "right": "issue:3441", + "accept": false, + "reason": "Both are memory-related, but one is cpu_offload VRAM consumption and the other is higher VRAM usage with PyTorch 2 under specific conditions." + }, + { + "left": "issue:2392", + "right": "issue:4349", + "accept": false, + "reason": "Both involve prompt_embeds, but one is img2img validation behavior while the other is an upscale pipeline requiring a text_encoder unexpectedly." + }, + { + "left": "issue:10165", + "right": "issue:9930", + "accept": false, + "reason": "Seed preservation when changing LoRA scale is unrelated to PAG adaptive scale behavior." + }, + { + "left": "issue:3073", + "right": "issue:7219", + "accept": false, + "reason": "A request to add consistency models is not the same as a request to add the SUPIR upscaler." + }, + { + "left": "issue:4005", + "right": "issue:6423", + "accept": false, + "reason": "Aspect-ratio handling in inpaint pipeline is a different bug from reproducing fill50k results." + }, + { + "left": "issue:11283", + "right": "issue:11779", + "accept": false, + "reason": "Wan header deserialization failure and Wan VACE mask padding are separate bugs in different stages." + }, + { + "left": "issue:10428", + "right": "issue:12653", + "accept": false, + "reason": "Ascend NPU Flux inference errors are not the same as a PRX rope float64/MPS-NPU dtype bug." + }, + { + "left": "issue:4871", + "right": "issue:5171", + "accept": false, + "reason": "Usage question for from_single_file is not the same as an unexpected safety_checker keyword argument error." + }, + { + "left": "issue:9026", + "right": "issue:9293", + "accept": false, + "reason": "Different compatibility issues: an unexpected force_hook argument versus missing Float8 storage support." + }, + { + "left": "issue:4631", + "right": "issue:5002", + "accept": false, + "reason": "DPMSolverSinglestep scalar conversion failure is unrelated to missing use_karras_sigmas arguments in KDPM2 schedulers." + }, + { + "left": "issue:1185", + "right": "issue:4331", + "accept": false, + "reason": "General DreamBooth reproducibility complaints do not match the specific difference between two training scripts." + }, + { + "left": "issue:5593", + "right": "issue:7569", + "accept": false, + "reason": "AutoPipeline.from_pipe with ControlNet is unrelated to a Mac test failure for FreeU." + }, + { + "left": "issue:9731", + "right": "issue:9768", + "accept": false, + "reason": "A training/how-to question for Playground2.5 is unrelated to a torch 2.5 SDPA NaN backend error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 215, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10057", + "issue:10302", + "issue:10542", + "issue:10590", + "issue:10672", + "issue:10873", + "issue:11137", + "issue:11275", + "issue:1158", + "issue:11584", + "issue:12239", + "issue:12359", + "issue:12458", + "issue:12575", + "issue:1263", + "issue:12695", + "issue:13176", + "issue:13191", + "issue:13277", + "issue:13506", + "issue:1524", + "issue:2737", + "issue:305", + "issue:3537", + "issue:3884", + "issue:4002", + "issue:4005", + "issue:4061", + "issue:4354", + "issue:5079", + "issue:5328", + "issue:5371", + "issue:5390", + "issue:6055", + "issue:6079", + "issue:6132", + "issue:6141", + "issue:6331", + "issue:7210", + "issue:7219", + "issue:7389", + "issue:7751", + "issue:8323", + "issue:8594", + "issue:8850", + "issue:8939", + "issue:8989", + "issue:9111" + ], + "soft_pairs": [ + "issue:6132|issue:7219", + "issue:10057|issue:10873", + "issue:11275|issue:11584", + "issue:1158|issue:1524", + "issue:10302|issue:8989", + "issue:6079|issue:7389", + "issue:7751|issue:8939", + "issue:10590|issue:11137", + "issue:12239|issue:13191", + "issue:1263|issue:305", + "issue:3537|issue:6141", + "issue:5371|issue:6331", + "issue:8323|issue:9111", + "issue:10542|issue:8850", + "issue:12458|issue:13277", + "issue:6055|issue:7210", + "issue:4061|issue:5328", + "issue:13176|issue:13506", + "issue:3884|issue:8594", + "issue:4002|issue:4005", + "issue:4354|issue:5390", + "issue:10672|issue:12695", + "issue:12359|issue:12575", + "issue:2737|issue:5079" + ], + "prepared_review_unit_hash": "8c499632b0f60c5fb7b5b22f076b2ceb4c0b2e56746ad255ef1acb762398655c", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33652, + "estimated_input_tokens": 8413, + "estimated_eval_tokens": 17082 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a real duplicate set: it mixes unrelated bugs, feature requests, and documentation issues across different pipelines/models. The soft links look like superficial text similarity rather than the same underlying code path, so none should be merged.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:10057 is the oldest and most concrete API/loading bug, so it is the closest thing to a representative issue, but the overall cluster is too heterogeneous for a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:6132", + "right": "issue:7219", + "accept": false, + "reason": "LOADABLE_CLASSES support vs a SUPIR upscaler request; unrelated feature areas." + }, + { + "left": "issue:10057", + "right": "issue:10873", + "accept": false, + "reason": "Different problems in different pipelines: `from_single_file` token/loading issue vs SanaPipeline model-specific failure." + }, + { + "left": "issue:11275", + "right": "issue:11584", + "accept": false, + "reason": "VAE `ResnetUpsampleBlock2D` NoneType error vs torch.compile/group offloading incompatibility; different code paths." + }, + { + "left": "issue:1158", + "right": "issue:1524", + "accept": false, + "reason": "Test isolation bug vs poor training quality report; not the same defect." + }, + { + "left": "issue:10302", + "right": "issue:8989", + "accept": false, + "reason": "FP8 inference noise vs sequential offloading bug; both performance-related but not the same issue." + }, + { + "left": "issue:6079", + "right": "issue:7389", + "accept": false, + "reason": "Generic scalar half/float mismatch vs StableDiffusionXLPipeline.from_single_file error; different symptoms and fixes." + }, + { + "left": "issue:7751", + "right": "issue:8939", + "accept": false, + "reason": "Animatediff motion-module conversion failure vs tokenizer loading error; unrelated workflows." + }, + { + "left": "issue:10590", + "right": "issue:11137", + "accept": false, + "reason": "Sana tiled-VAE BF16 failure vs Latte dtype mismatch; both dtype-related but different pipelines and failures." + }, + { + "left": "issue:12239", + "right": "issue:13191", + "accept": false, + "reason": "Two separate support requests for different models; no shared underlying bug." + }, + { + "left": "issue:1263", + "right": "issue:305", + "accept": false, + "reason": "Both are import-related, but one is a specific safety checker import path issue and the other is a generic diffusers import error." + }, + { + "left": "issue:3537", + "right": "issue:6141", + "accept": false, + "reason": "A conversion script request vs ControlNet parameter support; different changes entirely." + }, + { + "left": "issue:5371", + "right": "issue:6331", + "accept": false, + "reason": "BLIP inpainting support request vs SAG for inpainting; same broad area, different features." + }, + { + "left": "issue:8323", + "right": "issue:9111", + "accept": false, + "reason": "Scheduler file recognition vs missing `scheduler` attribute on BitDiffusion; different bugs." + }, + { + "left": "issue:10542", + "right": "issue:8850", + "accept": false, + "reason": "Hunyuan batch-size regression vs community pipeline mirror issue; unrelated." + }, + { + "left": "issue:12458", + "right": "issue:13277", + "accept": false, + "reason": "Qwen-image-edit batch inference request vs QwenImagePipeline batch failure with Ulysses SP; related keywords but not the same concrete bug." + }, + { + "left": "issue:6055", + "right": "issue:7210", + "accept": false, + "reason": "Generic accelerate error vs `named_parameters` missing on StableDiffusionXLPipeline with accelerate dispatch; not the same root cause." + }, + { + "left": "issue:4061", + "right": "issue:5328", + "accept": false, + "reason": "LoRA load error on SDXL vs LoRA models all failing in a later report; too broad and not clearly the same bug." + }, + { + "left": "issue:13176", + "right": "issue:13506", + "accept": false, + "reason": "General UNet attention error vs Sage attention/ring-attention incompatibility; different attention backends and failures." + }, + { + "left": "issue:3884", + "right": "issue:8594", + "accept": false, + "reason": "Training script error in text-to-image LoRA vs unbound tokenizer variable in DreamBooth LoRA SD3; different scripts and bugs." + }, + { + "left": "issue:4002", + "right": "issue:4005", + "accept": false, + "reason": "Missing `from_single_file` API vs aspect-ratio preservation; unrelated Stable Diffusion inpaint issues." + }, + { + "left": "issue:4354", + "right": "issue:5390", + "accept": false, + "reason": "`from_single_file` returning wrong pipeline type vs unwanted text encoder download with `local_files_only=True`; different loading problems." + }, + { + "left": "issue:10672", + "right": "issue:12695", + "accept": false, + "reason": "Callback hook support request vs Hunyuan v1.5 support request; separate feature requests." + }, + { + "left": "issue:12359", + "right": "issue:12575", + "accept": false, + "reason": "Documentation bug about `guidance_scale` vs attention-backend-check runtime error; not duplicates." + }, + { + "left": "issue:2737", + "right": "issue:5079", + "accept": false, + "reason": "Scheduler feature support vs LoRA loading support; distinct enhancements." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 216, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10111", + "issue:10302", + "issue:10315", + "issue:10591", + "issue:10674", + "issue:11033", + "issue:12022", + "issue:12085", + "issue:12605", + "issue:13104", + "issue:1962", + "issue:2202", + "issue:2364", + "issue:2392", + "issue:2769", + "issue:3064", + "issue:3580", + "issue:3585", + "issue:3817", + "issue:4014", + "issue:4043", + "issue:4122", + "issue:4453", + "issue:4496", + "issue:4646", + "issue:5028", + "issue:5168", + "issue:5233", + "issue:5433", + "issue:5465", + "issue:5540", + "issue:5951", + "issue:6486", + "issue:6497", + "issue:7056", + "issue:7408", + "issue:843", + "issue:8535", + "issue:8593", + "issue:8604", + "issue:8708", + "issue:9001", + "issue:9063", + "issue:9163", + "issue:9170", + "issue:9514", + "issue:9904", + "issue:9936" + ], + "soft_pairs": [ + "issue:3064|issue:3585", + "issue:4496|issue:843", + "issue:4646|issue:8604", + "issue:5465|issue:9001", + "issue:12605|issue:9904", + "issue:10111|issue:10591", + "issue:10302|issue:9514", + "issue:5540|issue:9170", + "issue:6486|issue:8708", + "issue:8535|issue:8593", + "issue:10674|issue:12085", + "issue:4122|issue:5233", + "issue:9063|issue:9904", + "issue:2364|issue:5951", + "issue:9163|issue:9936", + "issue:11033|issue:13104", + "issue:10315|issue:7056", + "issue:12022|issue:12605", + "issue:4014|issue:5433", + "issue:2769|issue:4453", + "issue:3580|issue:5028", + "issue:2392|issue:4043", + "issue:6497|issue:7408", + "issue:1962|issue:3817", + "issue:2202|issue:5168" + ], + "prepared_review_unit_hash": "2993e376186525023dcd361154ef6e26f751818eb15fe7423b5759bb8e8dd7b8", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 33825, + "estimated_input_tokens": 8457, + "estimated_eval_tokens": 17170 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly false-positive similarity across unrelated bug reports in diffusers (Flux, SDXL, training, attention, GGUF, docs). I found no true duplicate pairs and no PRs.", + "confidence": 0.18, + "canonical_issue_reason": "No single canonical issue: the set is heterogeneous and the soft matches are mostly title-level resemblance rather than the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10674 is the clearest self-contained bug report and the best cluster anchor, but it still does not duplicate the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3064", + "right": "issue:3585", + "accept": false, + "reason": "Both involve LoRA-related loading/training, but one is a .safetensors loading issue and the other is a failed synthesis/use case on SD1.5; different bugs." + }, + { + "left": "issue:4496", + "right": "issue:843", + "accept": false, + "reason": "Prompt fusion is a feature/request, while prompt syntax documentation is a docs issue; not the same bug or change." + }, + { + "left": "issue:4646", + "right": "issue:8604", + "accept": false, + "reason": "ControlNet-to-ONNX conversion failure and T5 fp16 corruption are distinct model/export problems." + }, + { + "left": "issue:5465", + "right": "issue:9001", + "accept": false, + "reason": "Different pipelines and failure modes: DiffEdit inpaint_strength handling vs Auraflow aspect-ratio support." + }, + { + "left": "issue:12605", + "right": "issue:9904", + "accept": false, + "reason": "One is backend-specific attn_mask dropping, the other is Flux image-shape rounding; unrelated behavior." + }, + { + "left": "issue:10111", + "right": "issue:10591", + "accept": false, + "reason": "Both are vague 'bugs' in training/pipeline scripts, but they concern different models and code paths." + }, + { + "left": "issue:10302", + "right": "issue:9514", + "accept": false, + "reason": "Both mention FP8/Flux, but one is inference noise without CPU offloading and the other is LoRA weight loading after quantization; not the same bug." + }, + { + "left": "issue:5540", + "right": "issue:9170", + "accept": false, + "reason": "Generic out-of-memory reports are not the same as a GPU-memory requirement question; different underlying issue." + }, + { + "left": "issue:6486", + "right": "issue:8708", + "accept": false, + "reason": "Embedding retraction occurring twice and a missing shift_factor in SD3 examples are unrelated DreamBooth bugs." + }, + { + "left": "issue:8535", + "right": "issue:8593", + "accept": false, + "reason": "XFormers attention support and bfloat16 CPU noise are different SD3 issues." + }, + { + "left": "issue:10674", + "right": "issue:12085", + "accept": false, + "reason": "Both mention GGUF loading, but they affect different models/pipelines and likely different code paths." + }, + { + "left": "issue:4122", + "right": "issue:5233", + "accept": false, + "reason": "One is scheduler timestep calculation, the other is callback step parameter value; related theme but not the same defect." + }, + { + "left": "issue:9063", + "right": "issue:9904", + "accept": false, + "reason": "Tokenizer instantiation failure and silent image-shape rounding are unrelated FluxPipeline bugs." + }, + { + "left": "issue:2364", + "right": "issue:5951", + "accept": false, + "reason": "Both are training issues, but they refer to different scripts/models and different failures." + }, + { + "left": "issue:9163", + "right": "issue:9936", + "accept": false, + "reason": "Tensor bugs in train_dreambooth_lora_flux and NCCL timeouts in train_controlnet_flux are separate problems." + }, + { + "left": "issue:11033", + "right": "issue:13104", + "accept": false, + "reason": "from_single_file loading failure and a missing logger definition are different errors." + }, + { + "left": "issue:10315", + "right": "issue:7056", + "accept": false, + "reason": "CogVideo training error and SDXL LoRA fine-tuning with train_text_encoder are unrelated training bugs." + }, + { + "left": "issue:12022", + "right": "issue:12605", + "accept": false, + "reason": "FlashAttention-3 interface incompatibility and attn_mask being ignored are distinct attention/backend bugs." + }, + { + "left": "issue:4014", + "right": "issue:5433", + "accept": false, + "reason": "Both mention visual artifacts, but the causes differ: watermark artifacts vs DPM++/SDXL scheduler artifacts." + }, + { + "left": "issue:2769", + "right": "issue:4453", + "accept": false, + "reason": "Model round-trip corruption and SDXL LoRA conversion guidance are not the same issue." + }, + { + "left": "issue:3580", + "right": "issue:5028", + "accept": false, + "reason": "XFormers TypeError and an unexpected 'scale' kwarg in a hacked downblock forward are separate code-path failures." + }, + { + "left": "issue:2392", + "right": "issue:4043", + "accept": false, + "reason": "Both concern prompt embeddings, but one is an img2img prompt=None validation error and the other is an SDXL requirement for pooled embeddings." + }, + { + "left": "issue:6497", + "right": "issue:7408", + "accept": false, + "reason": "Different projects/models entirely: DragNUWA versus FRESCO." + }, + { + "left": "issue:1962", + "right": "issue:3817", + "accept": false, + "reason": "Video generation with Stable Diffusion and editable dance generation from music are different feature requests." + }, + { + "left": "issue:2202", + "right": "issue:5168", + "accept": false, + "reason": "OpenVINO pipeline support and ControlNet-XS support are distinct feature requests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 217, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10100", + "issue:10147", + "issue:1037", + "issue:10512", + "issue:11005", + "issue:1101", + "issue:11581", + "issue:12221", + "issue:12239", + "issue:13191", + "issue:1358", + "issue:1405", + "issue:2340", + "issue:2440", + "issue:2905", + "issue:3040", + "issue:4061", + "issue:4471", + "issue:4736", + "issue:4752", + "issue:5002", + "issue:5043", + "issue:5162", + "issue:5256", + "issue:5285", + "issue:5325", + "issue:539", + "issue:5395", + "issue:5515", + "issue:6094", + "issue:6333", + "issue:6486", + "issue:660", + "issue:6749", + "issue:6774", + "issue:6906", + "issue:7300", + "issue:7311", + "issue:7600", + "issue:7611", + "issue:7970", + "issue:8323", + "issue:8410", + "issue:8588", + "issue:8894", + "issue:9210", + "issue:9293", + "issue:9420" + ], + "soft_pairs": [ + "issue:6486|issue:7600", + "issue:7300|issue:7970", + "issue:4736|issue:9210", + "issue:1101|issue:5256", + "issue:4061|issue:4471", + "issue:5002|issue:539", + "issue:5515|issue:8323", + "issue:2440|issue:660", + "issue:3040|issue:6094", + "issue:4752|issue:5325", + "issue:11581|issue:9293", + "issue:7311|issue:8894", + "issue:6774|issue:7611", + "issue:10100|issue:8410", + "issue:10147|issue:12239", + "issue:1037|issue:2905", + "issue:10512|issue:9420", + "issue:11005|issue:8588", + "issue:12221|issue:13191", + "issue:1358|issue:5162", + "issue:5043|issue:5285", + "issue:6749|issue:6906", + "issue:5395|issue:6333", + "issue:1405|issue:2340" + ], + "prepared_review_unit_hash": "2b02c3838a6fa329f6420f9e785de76b45488120f7ee5bdc7f6476ec308b32b0", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33373, + "estimated_input_tokens": 8344, + "estimated_eval_tokens": 16944 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issues that only share broad recurring themes like loading, LoRA, schedulers, or training examples. I did not find any true duplicate pair among the soft candidates. No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "issue:10512 is the most substantial and discussion-heavy report in the set, with a concrete reproducible loading failure; it is the best single representative only because the cluster is otherwise heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10512 is the strongest issue to anchor on if one must pick a canonical item: it has the richest troubleshooting context and highest engagement, while the rest are mostly unrelated feature requests or distinct bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:6486", + "right": "issue:7600", + "accept": false, + "reason": "Both are DreamBooth-related, but one is about embedding retraction happening twice and the other about missing accelerator.accumulate on text_encoder; different bug paths." + }, + { + "left": "issue:7300", + "right": "issue:7970", + "accept": false, + "reason": "Both mention memory usage, but one is about set_default_attn_processor in UNet and the other about enable_model_cpu_offload; not the same issue." + }, + { + "left": "issue:4736", + "right": "issue:9210", + "accept": false, + "reason": "One is a training OOM/invalid-value problem in SDXL LoRA training; the other is a CLI argument validation error for image_column." + }, + { + "left": "issue:1101", + "right": "issue:5256", + "accept": false, + "reason": "Unrelated requests: adding a scheduler versus adding Insta-Flow training support." + }, + { + "left": "issue:4061", + "right": "issue:4471", + "accept": false, + "reason": "Both are LoRA-loading issues in SDXL, but they affect different pipelines and fail for different reasons; not clearly the same bug." + }, + { + "left": "issue:5002", + "right": "issue:539", + "accept": false, + "reason": "Different API gaps entirely: missing use_karras_sigmas on schedulers versus snapshot_download argument compatibility." + }, + { + "left": "issue:5515", + "right": "issue:8323", + "accept": false, + "reason": "LCM pipeline initialization failure without a scheduler is unrelated to scheduler file recognition/identification." + }, + { + "left": "issue:2440", + "right": "issue:660", + "accept": false, + "reason": "Different environments and failure modes: float16 inpainting load error versus MPS fp16 revision loading." + }, + { + "left": "issue:3040", + "right": "issue:6094", + "accept": false, + "reason": "The first is a docs-copy/paste AttributeError, the second is a version regression in TextToVideoZeroPipeline after a diffusers update." + }, + { + "left": "issue:4752", + "right": "issue:5325", + "accept": false, + "reason": "SDXL mixed-precision tensor mismatch versus packaging type information distribution; no shared underlying bug." + }, + { + "left": "issue:11581", + "right": "issue:9293", + "accept": false, + "reason": "Both are loading/type-related, but one is a CLIPVisionModel dtype kwarg problem in FLUX IP-Adapter loading and the other is a missing Float8 storage backend." + }, + { + "left": "issue:7311", + "right": "issue:8894", + "accept": false, + "reason": "Different training scripts and failure classes; no evidence they share the same root cause." + }, + { + "left": "issue:6774", + "right": "issue:7611", + "accept": false, + "reason": "Mixed-precision xformers dtype mismatch is unrelated to a tensor size mismatch in unet2dconditional." + }, + { + "left": "issue:10100", + "right": "issue:8410", + "accept": false, + "reason": "Both are feature requests to add model/pipeline support, but they target different models and code paths." + }, + { + "left": "issue:10147", + "right": "issue:12239", + "accept": false, + "reason": "Different community-model support requests: MV-Adapter multi-view generation versus InfiniteTalk." + }, + { + "left": "issue:1037", + "right": "issue:2905", + "accept": false, + "reason": "Completely different requests: adding a community pipeline versus adding Karras sigmas to schedulers." + }, + { + "left": "issue:10512", + "right": "issue:9420", + "accept": false, + "reason": "Both involve FLUX LoRA loading/saving, but one is about a Quanto-quantized LoRA not loading and the other about a saved Hyper-SD LoRA model failing to load; too different to be the same bug." + }, + { + "left": "issue:11005", + "right": "issue:8588", + "accept": false, + "reason": "A docstring/default mismatch is unrelated to a missing conversion script." + }, + { + "left": "issue:12221", + "right": "issue:13191", + "accept": false, + "reason": "Separate model-support feature requests for DiffSynth ControlNet and Elastic-DiT." + }, + { + "left": "issue:1358", + "right": "issue:5162", + "accept": false, + "reason": "Safetensors format support and a folder-to-safetensors conversion script are related in topic but not the same change or bug." + }, + { + "left": "issue:5043", + "right": "issue:5285", + "accept": false, + "reason": "A training feature request for W\u00fcrstchen is unrelated to adding Japanese documentation translation." + }, + { + "left": "issue:6749", + "right": "issue:6906", + "accept": false, + "reason": "Both are broken examples, but they concern different pipelines and failure modes; not the same underlying bug." + }, + { + "left": "issue:5395", + "right": "issue:6333", + "accept": false, + "reason": "One is a specific PEFT LoRA-combination bug, the other is a request to finetune a pre-trained LoRA by PEFT; not duplicates." + }, + { + "left": "issue:1405", + "right": "issue:2340", + "accept": false, + "reason": "Attention slicing regression and tiny SD safety-checker error are distinct issues affecting different parts of the pipeline." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 218, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10350", + "issue:10382", + "issue:10412", + "issue:10636", + "issue:10672", + "issue:11225", + "issue:11555", + "issue:11839", + "issue:12107", + "issue:12108", + "issue:1214", + "issue:12470", + "issue:12505", + "issue:12575", + "issue:13067", + "issue:1655", + "issue:1791", + "issue:1801", + "issue:1896", + "issue:1949", + "issue:2392", + "issue:2466", + "issue:2728", + "issue:2947", + "issue:3698", + "issue:3767", + "issue:3799", + "issue:4492", + "issue:4534", + "issue:457", + "issue:5368", + "issue:541", + "issue:5502", + "issue:5595", + "issue:6094", + "issue:6363", + "issue:6452", + "issue:646", + "issue:7606", + "issue:8373", + "issue:8482", + "issue:851", + "issue:8552", + "issue:8604", + "issue:8744", + "issue:8780", + "issue:8939", + "issue:9799" + ], + "soft_pairs": [ + "issue:8744|issue:8939", + "issue:10412|issue:11225", + "issue:1791|issue:457", + "issue:1896|issue:2392", + "issue:3799|issue:8373", + "issue:5595|issue:6363", + "issue:6094|issue:8552", + "issue:1655|issue:3767", + "issue:4492|issue:4534", + "issue:11839|issue:12107", + "issue:1949|issue:2466", + "issue:10672|issue:8482", + "issue:12470|issue:13067", + "issue:1801|issue:646", + "issue:3698|issue:541", + "issue:5368|issue:5502", + "issue:6452|issue:8780", + "issue:10636|issue:8604", + "issue:1214|issue:851", + "issue:2728|issue:2947", + "issue:7606|issue:9799", + "issue:11555|issue:12505", + "issue:12108|issue:12575", + "issue:10350|issue:10382" + ], + "prepared_review_unit_hash": "a53883ed0111273e5b7606b780cfadec16f8ad4beeff065b29dec78bcf61752e", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34124, + "estimated_input_tokens": 8531, + "estimated_eval_tokens": 17318 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated bug/feature issues that only look similar at the title level (memory, dtype, pipeline support, loading, and API errors). None of the proposed soft pairs look like true duplicates or one concrete code-path change.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 10382 is the clearest concrete bug report with a specific code-path and failure mode, but the cluster overall is too heterogeneous to have a strong single canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "10382 is the best representative by specificity and diagnosability; several other issues are broader, more speculative, or about different subsystems entirely.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:8744", + "right": "issue:8939", + "accept": false, + "reason": "Both are about model loading/training workflows, but one is a training-setup request and the other is a tokenizer-loading failure for SD3; different failures and code paths." + }, + { + "left": "issue:10412", + "right": "issue:11225", + "accept": false, + "reason": "Both mention high VRAM use, but one is DreamBooth training on SD3.5-Large and the other is ControlNet validation OOM; these are separate scenarios and likely different fixes." + }, + { + "left": "issue:1791", + "right": "issue:457", + "accept": false, + "reason": "Both involve MPS, but one is pipeline support on Mac/MPS and the other is blue-artifact rendering; different symptoms and likely unrelated root causes." + }, + { + "left": "issue:1896", + "right": "issue:2392", + "accept": false, + "reason": "Both are prompt/input handling errors, but one is CLIP-guided SD size/dict mismatch and the other is img2img with prompt_embeds rejecting None prompt; not the same bug." + }, + { + "left": "issue:3799", + "right": "issue:8373", + "accept": false, + "reason": "These are both type/error-message issues, but one is about inferred return types from from_pretrained and the other is an incorrect user-facing error message; no shared concrete defect." + }, + { + "left": "issue:5595", + "right": "issue:6363", + "accept": false, + "reason": "Both are training/runtime errors involving dimensions or fp16, but one is invalid image size divisibility and the other is FP16 gradient unscale failure; different code paths." + }, + { + "left": "issue:6094", + "right": "issue:8552", + "accept": false, + "reason": "Both concern pipeline crashes, but TextToVideoZero breaking after a version update and a segmentation fault in inference are not the same bug." + }, + { + "left": "issue:1655", + "right": "issue:3767", + "accept": false, + "reason": "One is pipeline initialization failure and the other is FrozenDict mutability; unrelated issues despite both being low-level library behavior." + }, + { + "left": "issue:4492", + "right": "issue:4534", + "accept": false, + "reason": "Both show runtime errors in generated workflows, but one is a JSON/Python boolean NameError and the other is an MPS validation crash; clearly different defects." + }, + { + "left": "issue:11839", + "right": "issue:12107", + "accept": false, + "reason": "One is a GGUF input-size problem for FluxKontextPipeline, the other is accelerator.init_trackers rejecting a custom object; no common underlying bug." + }, + { + "left": "issue:1949", + "right": "issue:2466", + "accept": false, + "reason": "Both relate to example/training scripts, but one is a general dreambooth tutorial error and the other is checkpoint limiting not working; different functionality." + }, + { + "left": "issue:10672", + "right": "issue:8482", + "accept": false, + "reason": "One asks for callback_on_step_end support across pipelines, while the other is support for a specific model; feature request overlap is too broad to be a duplicate." + }, + { + "left": "issue:12470", + "right": "issue:13067", + "accept": false, + "reason": "A quantizer API enhancement and a feature request to add Anima support are unrelated changes." + }, + { + "left": "issue:1801", + "right": "issue:646", + "accept": false, + "reason": "Both are attribute/API errors, but for different objects and different missing methods; not the same bug." + }, + { + "left": "issue:3698", + "right": "issue:541", + "accept": false, + "reason": "One is a request to convert an inpainting model to diffusers, the other is a SageMaker issue; no shared defect or change." + }, + { + "left": "issue:5368", + "right": "issue:5502", + "accept": false, + "reason": "Both involve fp16, but one is a dtype mismatch during attention and the other is train_custom_diffusion.py not supporting fp16; different fix targets." + }, + { + "left": "issue:6452", + "right": "issue:8780", + "accept": false, + "reason": "Both mention model/input format mismatches, but one is adding masked_image_latents to a ControlNet inpaint pipeline and the other is a general dtype mismatch complaint." + }, + { + "left": "issue:10636", + "right": "issue:8604", + "accept": false, + "reason": "Both mention bugs in model/sampling code, but value_guided_sampling.py and T5 fp16 corruption are different components and failure modes." + }, + { + "left": "issue:1214", + "right": "issue:851", + "accept": false, + "reason": "Both are dtype/half-precision problems, but CLIPTextModel half precision and a generic float-vs-half mismatch are not enough to conclude the same underlying bug." + }, + { + "left": "issue:2728", + "right": "issue:2947", + "accept": false, + "reason": "Both are model-loading-related attribute/model-class issues, but safetensors loading and missing load_attn_procs are different API problems." + }, + { + "left": "issue:7606", + "right": "issue:9799", + "accept": false, + "reason": "Different model families and different error shapes; one is a deprecated LoRA method issue, the other is a tensor-size mismatch." + }, + { + "left": "issue:11555", + "right": "issue:12505", + "accept": false, + "reason": "One is a general request for device_map=\"auto\" support in pipelines, the other is a tgate error in img2img pipelines; different features and failure conditions." + }, + { + "left": "issue:12108", + "right": "issue:12575", + "accept": false, + "reason": "Both involve pipeline/backend checks, but one is a scheduler flow-matching breakage and the other is attention backend checks causing an error; not the same fix." + }, + { + "left": "issue:10350", + "right": "issue:10382", + "accept": false, + "reason": "Both are VAE-related, but one is decoder memory usage in SD2.1 and the other is an encoder return-type mismatch causing AttributeError; distinct bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 219, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10100", + "issue:10178", + "issue:10512", + "issue:10887", + "issue:10896", + "issue:10954", + "issue:10986", + "issue:11569", + "issue:11687", + "issue:11779", + "issue:11922", + "issue:1197", + "issue:1205", + "issue:12624", + "issue:12738", + "issue:13277", + "issue:1358", + "issue:1440", + "issue:2195", + "issue:2266", + "issue:2838", + "issue:2883", + "issue:3960", + "issue:4014", + "issue:4269", + "issue:4406", + "issue:459", + "issue:4790", + "issue:5538", + "issue:5628", + "issue:5731", + "issue:5824", + "issue:5849", + "issue:6016", + "issue:6374", + "issue:6513", + "issue:6570", + "issue:6866", + "issue:7267", + "issue:7640", + "issue:7936", + "issue:8577", + "issue:8624", + "issue:8939", + "issue:8968", + "issue:9101", + "issue:9680", + "issue:9690" + ], + "soft_pairs": [ + "issue:10178|issue:6570", + "issue:10887|issue:11569", + "issue:11687|issue:12624", + "issue:5849|issue:6374", + "issue:1358|issue:2838", + "issue:7267|issue:9680", + "issue:4790|issue:6016", + "issue:10986|issue:11779", + "issue:7936|issue:8968", + "issue:2195|issue:2883", + "issue:2266|issue:4269", + "issue:5538|issue:5731", + "issue:8624|issue:8939", + "issue:12738|issue:13277", + "issue:4014|issue:5824", + "issue:5628|issue:7640", + "issue:10100|issue:10896", + "issue:10954|issue:11922", + "issue:6513|issue:6866", + "issue:8577|issue:9101", + "issue:3960|issue:4406", + "issue:10512|issue:9690", + "issue:1197|issue:459", + "issue:1205|issue:1440" + ], + "prepared_review_unit_hash": "042ba5bfd332d5668102fda34260992ddaea44c2314d71d5b0c00a8bf338bd30", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33940, + "estimated_input_tokens": 8485, + "estimated_eval_tokens": 17226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated feature requests and bug reports; the only likely duplicate is the safetensors/LoRA HeaderTooLarge pair. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "Issue #4406 is the clearest representative of the only true duplicate-like pair: it states the full safetensors HeaderTooLarge error explicitly and is more specific than #3960.", + "canonical_pr_reason": null, + "best_issue_reason": "#4406 is the best issue anchor for this cluster because it has the most explicit, canonical error signature; otherwise the remaining issues are too heterogeneous to share one representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10178", + "right": "issue:6570", + "accept": false, + "reason": "Both are tensor shape errors, but in different pipelines and with different failure contexts." + }, + { + "left": "issue:10887", + "right": "issue:11569", + "accept": false, + "reason": "Import/export support bug vs feature request for a model repo; unrelated." + }, + { + "left": "issue:11687", + "right": "issue:12624", + "accept": false, + "reason": "Docs/framework addition request vs pipeline API change request; not the same change." + }, + { + "left": "issue:5849", + "right": "issue:6374", + "accept": false, + "reason": "Trainer script argument error vs LoRA weight loading issue; different bugs." + }, + { + "left": "issue:1358", + "right": "issue:2838", + "accept": false, + "reason": "General safetensors support request vs ControlNet pipeline behavior request; unrelated." + }, + { + "left": "issue:7267", + "right": "issue:9680", + "accept": false, + "reason": "Local data loading breakage vs unconditional generation regression; different code paths." + }, + { + "left": "issue:4790", + "right": "issue:6016", + "accept": false, + "reason": "Both involve conversion scripts, but the reported failures are different." + }, + { + "left": "issue:10986", + "right": "issue:11779", + "accept": false, + "reason": "MPS ComplexDouble conversion bug vs Wan VACE mask padding bug; unrelated." + }, + { + "left": "issue:7936", + "right": "issue:8968", + "accept": false, + "reason": "Local safetensors JSON parsing failure vs generic safetensors loading support; not the same defect." + }, + { + "left": "issue:2195", + "right": "issue:2883", + "accept": false, + "reason": "Video feature request topics overlap only broadly, not as the same change." + }, + { + "left": "issue:2266", + "right": "issue:4269", + "accept": false, + "reason": "Performance regression from CPU offload vs input validation TypeError; different issues." + }, + { + "left": "issue:5538", + "right": "issue:5731", + "accept": false, + "reason": "Upscale pipeline latent handling vs AutoencoderKL logvar implementation; different underlying problems." + }, + { + "left": "issue:8624", + "right": "issue:8939", + "accept": false, + "reason": "Shared SD3 model context, but one is a missing symbol and the other is tokenizer loading." + }, + { + "left": "issue:12738", + "right": "issue:13277", + "accept": false, + "reason": "Both mention batch inputs, but they affect different pipelines and failure modes." + }, + { + "left": "issue:4014", + "right": "issue:5824", + "accept": false, + "reason": "Watermark artifacts vs SDXL add_time_ids default issue; unrelated." + }, + { + "left": "issue:5628", + "right": "issue:7640", + "accept": false, + "reason": "Scheduler offset behavior vs from_single_file dimension error; different bugs." + }, + { + "left": "issue:10100", + "right": "issue:10896", + "accept": false, + "reason": "Two separate model-support feature requests; not one underlying change." + }, + { + "left": "issue:10954", + "right": "issue:11922", + "accept": false, + "reason": "Both FLUX-related, but one is a LoRA load failure and the other is a running problem for a different model." + }, + { + "left": "issue:6513", + "right": "issue:6866", + "accept": false, + "reason": "Different adapter/pipeline support requests, not the same feature." + }, + { + "left": "issue:8577", + "right": "issue:9101", + "accept": false, + "reason": "Different SD3 feature requests: differential diffusion vs InstructPix2Pix training support." + }, + { + "left": "issue:3960", + "right": "issue:4406", + "accept": true, + "reason": "Same safetensors/HeaderTooLarge loading failure; the titles and problem statements align closely enough to be duplicates." + }, + { + "left": "issue:10512", + "right": "issue:9690", + "accept": false, + "reason": "LoRA load problem vs FP8 example cleanup request; unrelated." + }, + { + "left": "issue:1197", + "right": "issue:459", + "accept": false, + "reason": "Both are community ideas, but they describe different pipelines and goals." + }, + { + "left": "issue:1205", + "right": "issue:1440", + "accept": false, + "reason": "Model conversion to ONNX vs deleting cached models; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The only accepted soft edge (#3960/#4406) is well supported by the matching HeaderTooLarge safetensors error, and the other pairs are appropriately rejected without overclaiming. No PRs are present, so the PR-related fields are fine as null." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 220, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10054", + "issue:10336", + "issue:10542", + "issue:10639", + "issue:11519", + "issue:1181", + "issue:12060", + "issue:12239", + "issue:12606", + "issue:13430", + "issue:1350", + "issue:1594", + "issue:193", + "issue:1962", + "issue:2210", + "issue:2332", + "issue:3087", + "issue:318", + "issue:3325", + "issue:3444", + "issue:3623", + "issue:3698", + "issue:3891", + "issue:3975", + "issue:4014", + "issue:4232", + "issue:4674", + "issue:4788", + "issue:4949", + "issue:4964", + "issue:5160", + "issue:5687", + "issue:5710", + "issue:5886", + "issue:5960", + "issue:6136", + "issue:671", + "issue:6935", + "issue:7569", + "issue:7661", + "issue:7782", + "issue:7882", + "issue:8504", + "issue:8723", + "issue:9101", + "issue:9450", + "issue:9599", + "issue:9680" + ], + "soft_pairs": [ + "issue:12060|issue:9599", + "issue:193|issue:3975", + "issue:4674|issue:4788", + "issue:8504|issue:9101", + "issue:10639|issue:12239", + "issue:10542|issue:9680", + "issue:11519|issue:13430", + "issue:1181|issue:3698", + "issue:2210|issue:5160", + "issue:2332|issue:4232", + "issue:4964|issue:7782", + "issue:1350|issue:3087", + "issue:1594|issue:4949", + "issue:1962|issue:3444", + "issue:318|issue:3891", + "issue:5687|issue:5710", + "issue:6935|issue:7882", + "issue:3325|issue:5960", + "issue:4014|issue:8723", + "issue:6136|issue:7569", + "issue:5886|issue:7661", + "issue:10336|issue:9450", + "issue:3623|issue:671", + "issue:10054|issue:12606" + ], + "prepared_review_unit_hash": "90f81c14965303532eba22f0515bd5f34603d608a866e0e3ab61f4d20b07f430", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33327, + "estimated_input_tokens": 8332, + "estimated_eval_tokens": 16920 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated bug reports, model-support requests, training issues, and conversion/tooling questions. I do not see any true duplicate pair among the soft edges, so all candidate links should be rejected.", + "confidence": 0.21, + "canonical_issue_reason": "If a single issue must anchor this noisy cluster, #193 ('Pipeline error') is the broadest and most generic report, but it is not a strong true canonical because the rest of the items span many unrelated problems.", + "canonical_pr_reason": null, + "best_issue_reason": "#193 is the least specific, most catch-all issue in the set, so it is the only plausible representative anchor; however, it is still not a real duplicate target for the surrounding items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:12060", + "right": "issue:9599", + "accept": false, + "reason": "Both are FLUX/DiT-adjacent, but one asks whether a DiT block exists and the other asks for a LoRA-only finetune example. Different requests, not the same underlying issue." + }, + { + "left": "issue:193", + "right": "issue:3975", + "accept": false, + "reason": "#193 is a generic pipeline failure report, while #3975 is a typo in an error message. Different code paths and fixes." + }, + { + "left": "issue:4674", + "right": "issue:4788", + "accept": false, + "reason": "One is a memory leak when changing width/height across calls; the other is an out-of-memory report for SDXL inpaint on 6 GB VRAM. Similar theme, different bug." + }, + { + "left": "issue:8504", + "right": "issue:9101", + "accept": false, + "reason": "Both involve SD3 training, but one requests choosing which text encoders to train and the other requests an InstructPix2Pix training script. Not the same change." + }, + { + "left": "issue:10639", + "right": "issue:12239", + "accept": false, + "reason": "These are support requests for completely different models: Lumina-Image 2.0 vs InfiniteTalk." + }, + { + "left": "issue:10542", + "right": "issue:9680", + "accept": false, + "reason": "Different model families and failures: Hunyuan Video batch-size breakage versus SDXL unconditional generation issues." + }, + { + "left": "issue:11519", + "right": "issue:13430", + "accept": false, + "reason": "Two separate model support requests (MAGI-1 vs JoyAI-Image-Edit), with no shared concrete bug or code path." + }, + { + "left": "issue:1181", + "right": "issue:3698", + "accept": false, + "reason": "Training a model from scratch is a different feature from converting an inpainting model to diffusers." + }, + { + "left": "issue:2210", + "right": "issue:5160", + "accept": false, + "reason": "Both mention LoRA, but one is about training the text encoder and the other about masking behavior in Dreambooth/LoRA. Different functionality." + }, + { + "left": "issue:2332", + "right": "issue:4232", + "accept": false, + "reason": "A Dreambooth inference error and an instruct-pix2pix/controlnet training+inference request are not the same underlying problem." + }, + { + "left": "issue:4964", + "right": "issue:7782", + "accept": false, + "reason": "Converting SDXL models to diffusers is unrelated to a safetensors conversion/unpickling error." + }, + { + "left": "issue:1350", + "right": "issue:3087", + "accept": false, + "reason": "DiffusionDet object detection and LyCORIS support are entirely different features." + }, + { + "left": "issue:1594", + "right": "issue:4949", + "accept": false, + "reason": "Both touch video generation, but one is img2img for video generation and the other is ProPainter in/outpainting. Different models and tasks." + }, + { + "left": "issue:1962", + "right": "issue:3444", + "accept": false, + "reason": "Stable-diffusion video generation and ImageBind/StableUnCLIP audio-to-image integration are unrelated modalities and code paths." + }, + { + "left": "issue:318", + "right": "issue:3891", + "accept": false, + "reason": "Both are TTS-related, but Grad-TTS and Tortoise TTS are different pipelines and support requests." + }, + { + "left": "issue:5687", + "right": "issue:5710", + "accept": false, + "reason": "Both involve scheduler/sigma behavior, but one is duplicate timesteps breaking Img2Img at low strength and the other is missing self.sigmas during initialization. Related area, distinct bug." + }, + { + "left": "issue:6935", + "right": "issue:7882", + "accept": false, + "reason": "IP-Adapter face ID support and missing from_single_file on the T2I adapter pipeline are different feature gaps." + }, + { + "left": "issue:3325", + "right": "issue:5960", + "accept": false, + "reason": "Different training failures: a CUDA invalid-argument error in Dreambooth vs a NaN cast warning in ControlNet SDXL training." + }, + { + "left": "issue:4014", + "right": "issue:8723", + "accept": false, + "reason": "SDXL watermark artifacts and SD3ControlNetModel initialization errors are separate problems." + }, + { + "left": "issue:6136", + "right": "issue:7569", + "accept": false, + "reason": "Both mention Mac, but one reports NaNs in StableDiffusionPipeline on CPU and the other is a FreeU test failure. Different code paths." + }, + { + "left": "issue:5886", + "right": "issue:7661", + "accept": false, + "reason": "IP-Adapter face model support and making AnimateDiff work with an IP-Adapter-loaded UNet are different feature requests, not one bug." + }, + { + "left": "issue:10336", + "right": "issue:9450", + "accept": false, + "reason": "Sana activation explosion/clamping and FluxPipeline multi-GPU device mismatch are unrelated bugs." + }, + { + "left": "issue:3623", + "right": "issue:671", + "accept": false, + "reason": "Unable to load larger models versus converted models not being identical are different issues: one is resource/loading, the other conversion correctness." + }, + { + "left": "issue:10054", + "right": "issue:12606", + "accept": false, + "reason": "Scheduler test parameters to torch.linspace and a wrong script import are unrelated problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 221, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10210", + "issue:10336", + "issue:10513", + "issue:10514", + "issue:10650", + "issue:10800", + "issue:10932", + "issue:10962", + "issue:11006", + "issue:11352", + "issue:12396", + "issue:12504", + "issue:1791", + "issue:2203", + "issue:2228", + "issue:2364", + "issue:2947", + "issue:3032", + "issue:3085", + "issue:319", + "issue:3861", + "issue:3973", + "issue:4674", + "issue:4692", + "issue:4704", + "issue:4835", + "issue:490", + "issue:4936", + "issue:5044", + "issue:5372", + "issue:539", + "issue:5743", + "issue:5824", + "issue:5889", + "issue:5897", + "issue:6028", + "issue:7232", + "issue:730", + "issue:760", + "issue:7611", + "issue:7799", + "issue:7991", + "issue:8930", + "issue:938", + "issue:9392", + "issue:9485", + "issue:987" + ], + "soft_pairs": [ + "issue:11352|issue:12504", + "issue:319|issue:938", + "issue:5743|issue:5897", + "issue:5372|issue:5824", + "issue:2364|issue:4704", + "issue:4674|issue:490", + "issue:2228|issue:3861", + "issue:4835|issue:8930", + "issue:5889|issue:7232", + "issue:539|issue:987", + "issue:7611|issue:7799", + "issue:3085|issue:3973", + "issue:2947|issue:4692", + "issue:10650|issue:10962", + "issue:10800|issue:10932", + "issue:10210|issue:11006", + "issue:5044|issue:6028", + "issue:2203|issue:730", + "issue:10513|issue:12396", + "issue:3032|issue:3861", + "issue:4936|issue:7991", + "issue:9392|issue:9485", + "issue:1791|issue:760", + "issue:10336|issue:10514" + ], + "prepared_review_unit_hash": "609d78588254a0ceb644b0f60521b59d28a4586387aa7997fb181be2ee47ba88", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33372, + "estimated_input_tokens": 8343, + "estimated_eval_tokens": 16942 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is almost entirely a set of loose soft-similarity false positives: most pairs share only broad terms like pipeline, shape, memory, training, or scheduler, but describe different bugs, features, or APIs. No soft edge looks like the same underlying defect or change.", + "confidence": 0.96, + "canonical_issue_reason": "If a single issue must anchor the cluster, issue 5889 is the broadest/highest-traffic general thread, but the cluster is not actually duplicate-coherent, so there is no true canonical duplicate target here.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 5889 is the most generic and visible topic among the set, but it still does not match the others as the same bug; it is only the least-bad anchor for an otherwise unrelated cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11352", + "right": "issue:12504", + "accept": false, + "reason": "Different problems: 8-bit CPU move/warning handling vs a FreeU ComplexHalf warning." + }, + { + "left": "issue:319", + "right": "issue:938", + "accept": false, + "reason": "Completely different models/domains: VQ-Diffusion vs Human Motion Diffusion." + }, + { + "left": "issue:5743", + "right": "issue:5897", + "accept": false, + "reason": "Training stalled at 0% is unrelated to a CUDA/CPU device mismatch in LoRA training." + }, + { + "left": "issue:5372", + "right": "issue:5824", + "accept": false, + "reason": "Safety checker usage question vs a default value bug in get_add_time_ids()." + }, + { + "left": "issue:2364", + "right": "issue:4704", + "accept": false, + "reason": "Both involve training failures, but they are different scripts and different failure modes." + }, + { + "left": "issue:4674", + "right": "issue:490", + "accept": false, + "reason": "Both are memory-related, but one is a width/height cache leak and the other is a general memory complaint." + }, + { + "left": "issue:2228", + "right": "issue:3861", + "accept": false, + "reason": "API/loading confusion around from_pretrained naming, but not the same concrete failure." + }, + { + "left": "issue:4835", + "right": "issue:8930", + "accept": false, + "reason": "Both are ControlNet img2img issues, but one is MultiControlNet integration and the other is pose adherence." + }, + { + "left": "issue:5889", + "right": "issue:7232", + "accept": false, + "reason": "Stable video diffusion vs a feature request for multimodal diffusion transformers." + }, + { + "left": "issue:539", + "right": "issue:987", + "accept": false, + "reason": "snapshot_download argument incompatibility vs an unrelated green-image output bug." + }, + { + "left": "issue:7611", + "right": "issue:7799", + "accept": false, + "reason": "Both are shape/matrix mismatch errors, but they occur in different pipelines and code paths." + }, + { + "left": "issue:3085", + "right": "issue:3973", + "accept": false, + "reason": "Both are keyword-argument/API issues, but the affected functions and missing parameters are different." + }, + { + "left": "issue:2947", + "right": "issue:4692", + "accept": false, + "reason": "Missing method on UNet2DConditionModel vs a separate memory concern." + }, + { + "left": "issue:10650", + "right": "issue:10962", + "accept": false, + "reason": "Both mention shape issues, but Lumina reshape failure and Cogview4 prompt-embed handling are different bugs." + }, + { + "left": "issue:10800", + "right": "issue:10932", + "accept": false, + "reason": "Quantization/offload dtype failure vs torch.compile recompile-limit exhaustion; unrelated code paths." + }, + { + "left": "issue:10210", + "right": "issue:11006", + "accept": false, + "reason": "Output-similarity bug in FLUX img2img vs broken video output in Wan 2.1 with quantized transformer." + }, + { + "left": "issue:5044", + "right": "issue:6028", + "accept": false, + "reason": "Kandinsky 2.2 load failure vs Kandinsky 3.0 out-of-memory; different versions and failure classes." + }, + { + "left": "issue:2203", + "right": "issue:730", + "accept": false, + "reason": "Download location issue vs DreamBooth training quality/local-vs-Colab behavior; not the same bug." + }, + { + "left": "issue:10513", + "right": "issue:12396", + "accept": false, + "reason": "Colab FLUX Schnell errors vs adapter deletion/leaf_level errors; unrelated subsystems." + }, + { + "left": "issue:3032", + "right": "issue:3861", + "accept": false, + "reason": "A missing from_pretrained attribute on a ControlNet pipeline is not the same as a generic Pipeline.from_pretrained question." + }, + { + "left": "issue:4936", + "right": "issue:7991", + "accept": false, + "reason": "DreamBooth LoRA resume regression vs a basic training tutorial bug; different workflows and failures." + }, + { + "left": "issue:9392", + "right": "issue:9485", + "accept": false, + "reason": "Both concern schedulers, but one is SNR shift feature work and the other is device placement policy." + }, + { + "left": "issue:1791", + "right": "issue:760", + "accept": false, + "reason": "Both involve MPS, but one is lack of support and the other is unexpected output behavior." + }, + { + "left": "issue:10336", + "right": "issue:10514", + "accept": false, + "reason": "Sana activation explosion/clamping vs a 4k resolution-binning sample_size restriction; different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 222, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1013", + "issue:10202", + "issue:10334", + "issue:10411", + "issue:10490", + "issue:10529", + "issue:10596", + "issue:10671", + "issue:10760", + "issue:10767", + "issue:10817", + "issue:1083", + "issue:10873", + "issue:11046", + "issue:11148", + "issue:11886", + "issue:12052", + "issue:12321", + "issue:12459", + "issue:13034", + "issue:13506", + "issue:2089", + "issue:4210", + "issue:4332", + "issue:4534", + "issue:4616", + "issue:4631", + "issue:5026", + "issue:5545", + "issue:5595", + "issue:5646", + "issue:5689", + "issue:5951", + "issue:6091", + "issue:6222", + "issue:6518", + "issue:6783", + "issue:6794", + "issue:6928", + "issue:7793", + "issue:7842", + "issue:834", + "issue:8410", + "issue:8589", + "issue:8612", + "issue:8647", + "issue:9953", + "issue:9972" + ], + "soft_pairs": [ + "issue:11148|issue:9953", + "issue:1083|issue:834", + "issue:4616|issue:8647", + "issue:11886|issue:12459", + "issue:10411|issue:6518", + "issue:10817|issue:8589", + "issue:6091|issue:6222", + "issue:12052|issue:13506", + "issue:7793|issue:7842", + "issue:6783|issue:8612", + "issue:5545|issue:5595", + "issue:5646|issue:5689", + "issue:4210|issue:4332", + "issue:4534|issue:4631", + "issue:2089|issue:5951", + "issue:1013|issue:5026", + "issue:10202|issue:11046", + "issue:10334|issue:9972", + "issue:10490|issue:12321", + "issue:10529|issue:6928", + "issue:10596|issue:6794", + "issue:10671|issue:10873", + "issue:10760|issue:13034", + "issue:10767|issue:8410" + ], + "prepared_review_unit_hash": "843ab9db4f9fb84229e715c9c680e340b513238700bd6065da051dde54f9fac7", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33774, + "estimated_input_tokens": 8444, + "estimated_eval_tokens": 17144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are a loose topical collection around Diffusers bugs and feature requests, not a duplicate cluster. The soft pairs mostly share broad subsystem words only; none look like the same concrete bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "issue:10671 is the strongest representative because it describes a concrete, core pipeline bug with clear behavior, reproduction, and some cross-reference activity.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10671 is the best issue to anchor the cluster triage because it is specific, broadly relevant, and well-scoped compared with the more niche or feature-like reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11148", + "right": "issue:9953", + "accept": false, + "reason": "Different problems: PEFT LoRA adapter state handling vs moving a quantized component to CUDA." + }, + { + "left": "issue:1083", + "right": "issue:834", + "accept": false, + "reason": "Unrelated: FP16 ONNX correctness issue vs general CPU under-utilization." + }, + { + "left": "issue:4616", + "right": "issue:8647", + "accept": false, + "reason": "Different code paths and failures: SDXL LoRA conversion script vs ControlNet img2img NoneType error." + }, + { + "left": "issue:11886", + "right": "issue:12459", + "accept": false, + "reason": "Different FLUX topics: a pipeline issue vs batch inference throughput, not the same bug." + }, + { + "left": "issue:10411", + "right": "issue:6518", + "accept": false, + "reason": "Different training scripts and errors: lora-weight training usage question vs NoneType floor-division in a distillation script." + }, + { + "left": "issue:10817", + "right": "issue:8589", + "accept": false, + "reason": "Different concerns: missing SD3 ControlNets in auto-pipeline vs SD3 DreamBooth prior-preservation training." + }, + { + "left": "issue:6091", + "right": "issue:6222", + "accept": false, + "reason": "Both are scheduler/decoder-related but the bugs differ: memory usage with size args vs DDPM batch-size dependency." + }, + { + "left": "issue:12052", + "right": "issue:13506", + "accept": false, + "reason": "Different failures: Wan 2.2 offloading device-mismatch vs Sage attention incompatibility with ring-attention." + }, + { + "left": "issue:7793", + "right": "issue:7842", + "accept": false, + "reason": "Different DeepFloyd issues: LoRA unloading error vs tensor-size mismatch on non-8-divisible input images." + }, + { + "left": "issue:6783", + "right": "issue:8612", + "accept": false, + "reason": "Different model/runtime issues: PixArt-XL generation corruption vs Pixart-sigma mixed-precision incompatibility." + }, + { + "left": "issue:5545", + "right": "issue:5595", + "accept": false, + "reason": "Both are pipeline input problems, but one is StableDiffusionInpaintPipeline behavior and the other is invalid height/width validation." + }, + { + "left": "issue:5646", + "right": "issue:5689", + "accept": false, + "reason": "Related scheduler family, but not the same bug: stability issues on a specific model vs residual noise in SDXL DPM++ output." + }, + { + "left": "issue:4210", + "right": "issue:4332", + "accept": false, + "reason": "Different attention-mask/xformers concerns: UNet forward API question vs kandinsky2.2 xformers failure." + }, + { + "left": "issue:4534", + "right": "issue:4631", + "accept": false, + "reason": "Different runtime bugs: SDXL dreambooth validation on MPS vs DPMSolverSinglestepScheduler Karras sigma scalar error." + }, + { + "left": "issue:2089", + "right": "issue:5951", + "accept": false, + "reason": "Both training-related, but DreamBooth OOM and PixArt training are not the same underlying issue." + }, + { + "left": "issue:1013", + "right": "issue:5026", + "accept": false, + "reason": "Different release-era import/pipeline issues: StableDiffusionMegaPipeline broken in Diffusers 6.0 vs KeyError for text_encoder in 0.21.0." + }, + { + "left": "issue:10202", + "right": "issue:11046", + "accept": false, + "reason": "Different FLUX/LoRA and FLUX/controlnet-inpainting-plus-ip-adapter failures; no same code-path evidence." + }, + { + "left": "issue:10334", + "right": "issue:9972", + "accept": false, + "reason": "Different macOS issues with different symptoms: Sana MPS/CPU NaNs vs CogX 10TB buffer request." + }, + { + "left": "issue:10490", + "right": "issue:12321", + "accept": false, + "reason": "Feature requests for different models/platform support, not the same bug or change." + }, + { + "left": "issue:10529", + "right": "issue:6928", + "accept": false, + "reason": "Different feature gaps: DDIMInverseScheduler missing linspace spacing vs depthmap colorization option." + }, + { + "left": "issue:10596", + "right": "issue:6794", + "accept": false, + "reason": "Different errors in different areas: FluxControlPipeline shape mismatch vs cast_training_params import failure." + }, + { + "left": "issue:10671", + "right": "issue:10873", + "accept": false, + "reason": "Different bugs: generic DiffusionPipeline dtype/device determinism vs SanaPipeline model-specific issue." + }, + { + "left": "issue:10760", + "right": "issue:13034", + "accept": false, + "reason": "Different import vs geometry issues: missing ONNX legacy pipeline attribute vs WanPipeline height/width handling." + }, + { + "left": "issue:10767", + "right": "issue:8410", + "accept": false, + "reason": "Different requests: FlashVideo integration discussion vs native TextDiffuser pipeline support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 223, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1101", + "issue:1117", + "issue:11351", + "issue:11352", + "issue:11519", + "issue:12108", + "issue:12338", + "issue:12358", + "issue:12599", + "issue:12645", + "issue:12666", + "issue:12754", + "issue:1305", + "issue:13191", + "issue:13377", + "issue:1398", + "issue:1530", + "issue:1541", + "issue:1919", + "issue:202", + "issue:2250", + "issue:2377", + "issue:2538", + "issue:2550", + "issue:2603", + "issue:2674", + "issue:2761", + "issue:2866", + "issue:2883", + "issue:2972", + "issue:2984", + "issue:3010", + "issue:3073", + "issue:3093", + "issue:3159", + "issue:3817", + "issue:3838", + "issue:3843", + "issue:4386", + "issue:4390", + "issue:4630", + "issue:5285", + "issue:5877", + "issue:6928", + "issue:7365", + "issue:940", + "issue:9471", + "issue:9744" + ], + "soft_pairs": [ + "issue:1101|issue:5285", + "issue:1117|issue:3010", + "issue:11351|issue:12666", + "issue:11352|issue:12599", + "issue:11519|issue:13191", + "issue:12108|issue:12645", + "issue:12338|issue:9471", + "issue:12358|issue:9744", + "issue:12754|issue:13377", + "issue:1305|issue:3073", + "issue:1398|issue:940", + "issue:1530|issue:1919", + "issue:1541|issue:5877", + "issue:202|issue:2377", + "issue:2250|issue:2603", + "issue:2538|issue:6928", + "issue:2550|issue:3843", + "issue:2674|issue:4390", + "issue:2761|issue:3159", + "issue:2866|issue:4386", + "issue:2883|issue:3838", + "issue:2972|issue:7365", + "issue:2984|issue:3817", + "issue:3093|issue:4630" + ], + "prepared_review_unit_hash": "db62e4ac4224ef34ad26744c1dfd29e1d56daa4c2f884dbfb63e816b27c6be39", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33007, + "estimated_input_tokens": 8252, + "estimated_eval_tokens": 16760 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad mix of unrelated feature requests, bug reports, and docs/tests issues. None of the soft pairs look like true duplicates; they mostly share only superficial theme overlap (e.g. model support, MPS, LoRA, video pipelines).", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items do not converge on one underlying bug or change, and the apparent overlaps are only loose topical similarities.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative here because the cluster is heterogeneous rather than one duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1101", + "right": "issue:5285", + "accept": false, + "reason": "DPM-Solver scheduler request vs Japanese docs translation; unrelated." + }, + { + "left": "issue:1117", + "right": "issue:3010", + "accept": false, + "reason": "Tests for multiple negative prompts vs distributed multi-GPU inference docs; different scope." + }, + { + "left": "issue:11351", + "right": "issue:12666", + "accept": false, + "reason": "Wan i2v float32 dtype question vs Kandinsky video pipeline availability; different problems." + }, + { + "left": "issue:11352", + "right": "issue:12599", + "accept": false, + "reason": "8-bit quantized model CPU move warning vs slow CUDA transfer after loading; different code paths." + }, + { + "left": "issue:11519", + "right": "issue:13191", + "accept": false, + "reason": "MAGI-1 support request vs Elastic-DiT support request; both model requests but not the same model/change." + }, + { + "left": "issue:12108", + "right": "issue:12645", + "accept": false, + "reason": "Scheduler-enabled breakage in Qwen Image/Chroma vs Qwen-Image speed comparison; bug vs performance complaint." + }, + { + "left": "issue:12338", + "right": "issue:9471", + "accept": false, + "reason": "AutoencoderDC VAE slicing bug vs file-extension inference ValueError; unrelated." + }, + { + "left": "issue:12358", + "right": "issue:9744", + "accept": false, + "reason": "Lumina-DiMOO pipeline request vs Mochi video model request; different models." + }, + { + "left": "issue:12754", + "right": "issue:13377", + "accept": false, + "reason": "from_pipe dtype conversion bug vs QwenImage CFG masking bug; separate behaviors." + }, + { + "left": "issue:1305", + "right": "issue:3073", + "accept": false, + "reason": "Direct Inversion paper request vs Consistency Models request; different features." + }, + { + "left": "issue:1398", + "right": "issue:940", + "accept": false, + "reason": "General Stable Diffusion 2 on MPS issue vs LMSDiscreteScheduler crash on MPS; related platform but not same bug." + }, + { + "left": "issue:1530", + "right": "issue:1919", + "accept": false, + "reason": "Missing VQDiffusion embedding field vs missing DreamBooth dependency; unrelated missing items." + }, + { + "left": "issue:1541", + "right": "issue:5877", + "accept": false, + "reason": "DreamBooth model-type detection/load failure vs subprocess error in textual inversion/DreamBooth; different failure modes." + }, + { + "left": "issue:202", + "right": "issue:2377", + "accept": false, + "reason": "Tests for unet_blocks vs tests for EMAModel; both tests, but different targets." + }, + { + "left": "issue:2250", + "right": "issue:2603", + "accept": false, + "reason": "DreamBooth prompt generation failure vs Attend-And-Excitte non-square image issue; different pipelines." + }, + { + "left": "issue:2538", + "right": "issue:6928", + "accept": false, + "reason": "Enable train_text_encoder for DreamBooth LoRA vs disable depthmap colorization; unrelated option requests." + }, + { + "left": "issue:2550", + "right": "issue:3843", + "accept": false, + "reason": "ControlNet-to-diffusers conversion failure vs missing global_step key; different bugs." + }, + { + "left": "issue:2674", + "right": "issue:4390", + "accept": false, + "reason": "Specific safetensors dependency problem vs generic missing requirements; not the same issue." + }, + { + "left": "issue:2761", + "right": "issue:3159", + "accept": false, + "reason": "UNet1DModel docs request vs typo in docs code; different documentation issues." + }, + { + "left": "issue:2866", + "right": "issue:4386", + "accept": false, + "reason": "LoRA bin-to-safetensors conversion enhancement vs question about converting SDXL LoRA; related topic but not the same change." + }, + { + "left": "issue:2883", + "right": "issue:3838", + "accept": false, + "reason": "Image-to-video pipeline request vs Video Composer request; different model/pipeline additions." + }, + { + "left": "issue:2972", + "right": "issue:7365", + "accept": false, + "reason": "Loop variable adjustment bug vs pooled_prompt_embeds overwrite bug; unrelated code paths." + }, + { + "left": "issue:2984", + "right": "issue:3817", + "accept": false, + "reason": "Latent video diffusion model request vs editable dance generation from music; different research/pipeline asks." + }, + { + "left": "issue:3093", + "right": "issue:4630", + "accept": false, + "reason": "Modify noise directly vs modify LoRA weights after loading; different objects and APIs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 224, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:3111", + "issue:3113", + "issue:3171", + "issue:3221", + "issue:3338", + "issue:3406", + "issue:3444", + "issue:3728", + "issue:4052", + "issue:4264", + "issue:4311", + "issue:4312", + "issue:4386", + "issue:4524", + "issue:459", + "issue:4868", + "issue:4877", + "issue:4912", + "issue:5062", + "issue:5070", + "issue:5130", + "issue:5254", + "issue:5284", + "issue:5371", + "issue:5442", + "issue:5643", + "issue:5931", + "issue:6093", + "issue:6113", + "issue:6295", + "issue:6616", + "issue:6732", + "issue:692", + "issue:7147", + "issue:7237", + "issue:7264", + "issue:7377", + "issue:7440", + "issue:7456", + "issue:8410", + "issue:8451", + "issue:8495", + "issue:8593", + "issue:8792", + "issue:9001", + "issue:9454", + "issue:9793", + "issue:9902" + ], + "soft_pairs": [ + "issue:3111|issue:4912", + "issue:3111|issue:7264", + "issue:3113|issue:5442", + "issue:3171|issue:5070", + "issue:3221|issue:3338", + "issue:3406|issue:4311", + "issue:3406|issue:5062", + "issue:3444|issue:3728", + "issue:4052|issue:7440", + "issue:4264|issue:7456", + "issue:4312|issue:5371", + "issue:4386|issue:4877", + "issue:4524|issue:6616", + "issue:459|issue:692", + "issue:4868|issue:8495", + "issue:5130|issue:6732", + "issue:5254|issue:9001", + "issue:5284|issue:8410", + "issue:5643|issue:6113", + "issue:5931|issue:9793", + "issue:6093|issue:8451", + "issue:6295|issue:8792", + "issue:7147|issue:7377", + "issue:7237|issue:9902", + "issue:8593|issue:9454" + ], + "prepared_review_unit_hash": "059084dbaa137bb8b9ddfc7751f3d26d5110f2398be80f5e8379e71197e91552", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 33184, + "estimated_input_tokens": 8296, + "estimated_eval_tokens": 16848 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a noisy mix of unrelated Diffusers feature requests, runtime bugs, docs issues, and model-specific questions. None of the proposed soft pairs look like true duplicates of the same underlying change or bug.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated subsystems and problem types, so one issue would not safely represent the cluster as a duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:4524 is the most substantial and discussion-rich issue here, but it is still just a representative feature request rather than a true canonical for these heterogeneous items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3111", + "right": "issue:4912", + "accept": false, + "reason": "Custom conditioning encoder support and SDXL checkpoint conversion are different tasks." + }, + { + "left": "issue:3111", + "right": "issue:7264", + "accept": false, + "reason": "One is about conditioning encoders; the other is about serializing/loading custom Transformers models." + }, + { + "left": "issue:3113", + "right": "issue:5442", + "accept": false, + "reason": "Both are pipeline ideas, but they target different methods and code paths." + }, + { + "left": "issue:3171", + "right": "issue:5070", + "accept": false, + "reason": "LPW prompt support for ControlNet is unrelated to the only_mid_control/sd_locked example flags." + }, + { + "left": "issue:3221", + "right": "issue:3338", + "accept": false, + "reason": "An attention processor bug and a slow import-time issue are not the same defect." + }, + { + "left": "issue:3406", + "right": "issue:4311", + "accept": false, + "reason": "only_cross_attention behavior and local_files_only pipeline-class lookup are separate bugs." + }, + { + "left": "issue:3406", + "right": "issue:5062", + "accept": false, + "reason": "A typo in attention code is not the same as the only_cross_attention logic failure." + }, + { + "left": "issue:3444", + "right": "issue:3728", + "accept": false, + "reason": "ImageBind/audio-to-image integration and Shifted Diffusion are different pipeline requests." + }, + { + "left": "issue:4052", + "right": "issue:7440", + "accept": false, + "reason": "Missing from_single_file support is unrelated to the Pokemon dataset availability issue." + }, + { + "left": "issue:4264", + "right": "issue:7456", + "accept": false, + "reason": "Missing example images and a missing raise statement are unrelated." + }, + { + "left": "issue:4312", + "right": "issue:5371", + "accept": false, + "reason": "SAG support for inpainting/img2img and BLIP inpainting support are different feature requests." + }, + { + "left": "issue:4386", + "right": "issue:4877", + "accept": false, + "reason": "SDXL LoRA conversion and exposing noise_init_strength are unrelated." + }, + { + "left": "issue:4524", + "right": "issue:6616", + "accept": false, + "reason": "AnimateDiff support and classifier-guidance implementation are different features." + }, + { + "left": "issue:459", + "right": "issue:692", + "accept": false, + "reason": "Incremental Diffusion and a fine-tuning example are not the same change." + }, + { + "left": "issue:4868", + "right": "issue:8495", + "accept": false, + "reason": "A super().__getattr__ AttributeError and an SD3 tokenizer enum parsing error are distinct failures." + }, + { + "left": "issue:5130", + "right": "issue:6732", + "accept": false, + "reason": "A DDPMScheduler question and undocumented trained_betas are different issues." + }, + { + "left": "issue:5254", + "right": "issue:9001", + "accept": false, + "reason": "Multi-ControlNet inpainting and Auraflow aspect ratios are unrelated pipeline features." + }, + { + "left": "issue:5284", + "right": "issue:8410", + "accept": false, + "reason": "ControlNet-LLLite and native TextDiffuser pipeline support are different capabilities." + }, + { + "left": "issue:5643", + "right": "issue:6113", + "accept": false, + "reason": "Using IP-Adapter ControlNet and loading models from sd_control_collection are separate usage questions." + }, + { + "left": "issue:5931", + "right": "issue:9793", + "accept": false, + "reason": "Generation nondeterminism and a stuck progress bar are unrelated bugs." + }, + { + "left": "issue:6093", + "right": "issue:8451", + "accept": false, + "reason": "push_to_hub repo-creation behavior and training-script freezing details do not match." + }, + { + "left": "issue:6295", + "right": "issue:8792", + "accept": false, + "reason": "Artifacts with a specific scheduler and general migration quality degradation are not the same bug." + }, + { + "left": "issue:7147", + "right": "issue:7377", + "accept": false, + "reason": "A missing import and a num_images_per_prompt runtime error are different StableCascade issues." + }, + { + "left": "issue:7237", + "right": "issue:9902", + "accept": false, + "reason": "A missing scheduler class and a conda version pin problem are unrelated." + }, + { + "left": "issue:8593", + "right": "issue:9454", + "accept": false, + "reason": "SD3 bf16 CPU noise and a CogVideoX model lookup failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 225, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10204", + "issue:10382", + "issue:10447", + "issue:10584", + "issue:10737", + "issue:10833", + "issue:10928", + "issue:11010", + "issue:11109", + "issue:11223", + "issue:11258", + "issue:11329", + "issue:11363", + "issue:11570", + "issue:12338", + "issue:12605", + "issue:12656", + "issue:12981", + "issue:13377", + "issue:1815", + "issue:3177", + "issue:3748", + "issue:3765", + "issue:3880", + "issue:4229", + "issue:4520", + "issue:4631", + "issue:5313", + "issue:5710", + "issue:6385", + "issue:6506", + "issue:7322", + "issue:782", + "issue:7897", + "issue:8831", + "issue:9026", + "issue:9051", + "issue:9170", + "issue:9178", + "issue:9298", + "issue:9331", + "issue:9417", + "issue:9460", + "issue:9479", + "issue:9496", + "issue:954", + "issue:9637" + ], + "soft_pairs": [ + "issue:9026|issue:9298", + "issue:9331|issue:9417", + "issue:12338|issue:9637", + "issue:5313|issue:8831", + "issue:1815|issue:3177", + "issue:11329|issue:11570", + "issue:4229|issue:7322", + "issue:10584|issue:9331", + "issue:10447|issue:10928", + "issue:10204|issue:10833", + "issue:11109|issue:9178", + "issue:10737|issue:9051", + "issue:7897|issue:9170", + "issue:3765|issue:3880", + "issue:9460|issue:9496", + "issue:4631|issue:5710", + "issue:782|issue:954", + "issue:3748|issue:4520", + "issue:11223|issue:11363", + "issue:11010|issue:9479", + "issue:11258|issue:12981", + "issue:10382|issue:12656", + "issue:12605|issue:13377", + "issue:6385|issue:6506" + ], + "prepared_review_unit_hash": "f733a8ea210f9687ebc872d46380639854543e5abc6a4ec78c100b6d4726c83b", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33583, + "estimated_input_tokens": 8396, + "estimated_eval_tokens": 17048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the issues span many unrelated pipelines, schedulers, quantization, and training bugs. Only one pair looks like a true duplicate on the same code path (`FlowMatchEulerDiscreteScheduler.index_for_timestep`). No PRs are present.", + "confidence": 0.78, + "canonical_issue_reason": "issue:9331 is the cleanest anchor for the one strong duplicate pair because it names the exact scheduler and method directly, without extra symptom-specific wording.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:9331 is the best representative issue in this set because it most clearly states the shared `index_for_timestep` scheduler bug and can subsume issue:10584 as the more specific symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:9026", + "right": "issue:9298", + "accept": false, + "reason": "Different failures: an unexpected `force_hook` kwarg in dispatch vs a missing `Float8_e4m3fnStorage` object." + }, + { + "left": "issue:9331", + "right": "issue:9417", + "accept": false, + "reason": "Same method family, but one is a correctness bug report and the other is a performance optimization request; not the same underlying issue." + }, + { + "left": "issue:12338", + "right": "issue:9637", + "accept": false, + "reason": "Different subsystems: VAE slicing/decoding multiple images vs xFormers attention-mask handling under bf16." + }, + { + "left": "issue:5313", + "right": "issue:8831", + "accept": false, + "reason": "Both involve LoRA, but one is about non-revertible fuse behavior and the other is about unsupported-layer continuation; not the same bug." + }, + { + "left": "issue:1815", + "right": "issue:3177", + "accept": false, + "reason": "Both mention DeepSpeed training, but they describe different failures in different scripts and stages." + }, + { + "left": "issue:11329", + "right": "issue:11570", + "accept": false, + "reason": "Quantization is common, but this is a memory leak versus a `.to()` casting failure when loading LoRAs." + }, + { + "left": "issue:4229", + "right": "issue:7322", + "accept": false, + "reason": "Both are training-related OOM/SIGKILL reports, but the contexts and failure modes are different." + }, + { + "left": "issue:10584", + "right": "issue:9331", + "accept": true, + "reason": "Both describe the same `FlowMatchEulerDiscreteScheduler.index_for_timestep` problem; one reports missing timestep indices and the other names the same method/scheduler failure." + }, + { + "left": "issue:10447", + "right": "issue:10928", + "accept": false, + "reason": "Related to UNet model files, but one is about the converter splitting weights and the other is about a missing fp16 file on load." + }, + { + "left": "issue:10204", + "right": "issue:10833", + "accept": false, + "reason": "Different FluxFill problems: quality degradation across iterations vs a bitsandbytes matrix-shape multiplication error." + }, + { + "left": "issue:11109", + "right": "issue:9178", + "accept": false, + "reason": "Both involve LoRA/model-shape issues, but one is a transformer layer mismatch and the other is a PEFT target-module error." + }, + { + "left": "issue:10737", + "right": "issue:9051", + "accept": false, + "reason": "Both are FluxPipeline issues, but one is a missing `image_encoder` path and the other is lack of batch inference support." + }, + { + "left": "issue:7897", + "right": "issue:9170", + "accept": false, + "reason": "One is multi-GPU training not working, the other is high GPU-memory demand; not the same concrete bug." + }, + { + "left": "issue:3765", + "right": "issue:3880", + "accept": false, + "reason": "Both concern image quality/artifacts, but one is ControlNet training stacking effects and the other is inpainting preserving masked regions." + }, + { + "left": "issue:9460", + "right": "issue:9496", + "accept": false, + "reason": "Same component, but one requests list assignment support and the other reports a forward-function error; too different to merge as one bug." + }, + { + "left": "issue:4631", + "right": "issue:5710", + "accept": false, + "reason": "Same scheduler class, but one is a `use_karras_sigmas` runtime error and the other is missing `self.sigmas` during initialization; not clearly the same bug." + }, + { + "left": "issue:782", + "right": "issue:954", + "accept": false, + "reason": "Different auth/loading failures: model download broke after `use_auth_token` removal vs load failure after successful login." + }, + { + "left": "issue:3748", + "right": "issue:4520", + "accept": false, + "reason": "Different LoRA issues: dtype mismatch while loading safetensors vs attention-slicing ignoring `lora_scale`." + }, + { + "left": "issue:11223", + "right": "issue:11363", + "accept": false, + "reason": "Both mention OOM, but they are unrelated pipelines and scenarios." + }, + { + "left": "issue:11010", + "right": "issue:9479", + "accept": false, + "reason": "One is a request for a new Flux-based model architecture, the other is an inpainting masking bug." + }, + { + "left": "issue:11258", + "right": "issue:12981", + "accept": false, + "reason": "Both are LTX model-loading topics, but one is single-file support and the other is GGUF loading for LTX-2." + }, + { + "left": "issue:10382", + "right": "issue:12656", + "accept": false, + "reason": "Completely different bugs: VAE return-type mismatch vs AuraFlow positional embedding out-of-bounds." + }, + { + "left": "issue:12605", + "right": "issue:13377", + "accept": false, + "reason": "Different attention/control-flow bugs in different pipelines; not the same code path." + }, + { + "left": "issue:6385", + "right": "issue:6506", + "accept": false, + "reason": "Same pipeline family, but one is excessive VRAM usage and the other is an output type mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. It correctly treats the cluster as mostly heterogeneous, identifies the single strongest duplicate-style pair (`10584`/`9331`) without overclaiming broader duplication, and notes that no PRs are present. The soft-edge rejections are appropriately cautious and do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 226, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10111", + "issue:10231", + "issue:10897", + "issue:11555", + "issue:11592", + "issue:1185", + "issue:12108", + "issue:12653", + "issue:1417", + "issue:1708", + "issue:1857", + "issue:1934", + "issue:2507", + "issue:2532", + "issue:2784", + "issue:2906", + "issue:2984", + "issue:337", + "issue:3444", + "issue:3728", + "issue:3769", + "issue:4390", + "issue:4480", + "issue:4492", + "issue:5402", + "issue:6112", + "issue:6256", + "issue:6533", + "issue:6901", + "issue:7082", + "issue:7380", + "issue:7492", + "issue:775", + "issue:834", + "issue:8410", + "issue:8551", + "issue:8593", + "issue:8604", + "issue:8832", + "issue:9023", + "issue:9171", + "issue:9209", + "issue:9320", + "issue:9460", + "issue:9516", + "issue:9610", + "issue:9719", + "issue:984" + ], + "soft_pairs": [ + "issue:2906|issue:7082", + "issue:6256|issue:9610", + "issue:2507|issue:834", + "issue:11592|issue:8832", + "issue:3728|issue:6533", + "issue:1934|issue:984", + "issue:7492|issue:9209", + "issue:12108|issue:9460", + "issue:12108|issue:12653", + "issue:10111|issue:9516", + "issue:2784|issue:7380", + "issue:4480|issue:8604", + "issue:1185|issue:1708", + "issue:337|issue:775", + "issue:10231|issue:9023", + "issue:6112|issue:8593", + "issue:9320|issue:9719", + "issue:10897|issue:8410", + "issue:1417|issue:1857", + "issue:2984|issue:3444", + "issue:9171|issue:9719", + "issue:4390|issue:6901", + "issue:2532|issue:3769", + "issue:4492|issue:5402", + "issue:11555|issue:8551" + ], + "prepared_review_unit_hash": "e3f7d9a6fbf11d7010f9f5a2258bf37bf6007e33b9f2483d357dad441ed6d991", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34059, + "estimated_input_tokens": 8515, + "estimated_eval_tokens": 17286 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster emerges here: the items cover many unrelated bugs, regressions, and feature requests. All soft pairs look like false positives rather than the same underlying change or defect.", + "confidence": 0.96, + "canonical_issue_reason": "#10111 is the broadest umbrella-style issue, but there is no real duplicate hub; the rest of the items are distinct problems and should not be merged into it.", + "canonical_pr_reason": null, + "best_issue_reason": "#10111 is the closest thing to a representative issue because it is generic and pipeline-level, but it is still too vague to be a precise canonical for this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2906", + "right": "issue:7082", + "accept": false, + "reason": "Different import failures: TextualInversionLoaderMixin missing PreTrainedTokenizer vs CpuOffload import from accelerate.hooks." + }, + { + "left": "issue:6256", + "right": "issue:9610", + "accept": false, + "reason": "Different feature requests: step-begin callbacks in pipelines vs adding load_lora_weights to one specific img2img file." + }, + { + "left": "issue:2507", + "right": "issue:834", + "accept": false, + "reason": "Performance complaints in different areas: safetensors GPU loading vs CPU under-utilization; not the same bug." + }, + { + "left": "issue:11592", + "right": "issue:8832", + "accept": false, + "reason": "Unrelated regressions: FluxLoraLoaderMixin delete_adapters vs a generic crash at pipe(prompt).images[0]." + }, + { + "left": "issue:3728", + "right": "issue:6533", + "accept": false, + "reason": "Different requests: new shifted-diffusion pipeline vs Marigold monocular depth estimation pipeline." + }, + { + "left": "issue:1934", + "right": "issue:984", + "accept": false, + "reason": "Different code paths: cpu_offload VRAM usage vs F.interpolate breaking for large batch sizes." + }, + { + "left": "issue:7492", + "right": "issue:9209", + "accept": false, + "reason": "Repository lookup failure for a model path vs inability to connect to hf-mirror.com; different networking/model resolution issues." + }, + { + "left": "issue:12108", + "right": "issue:9460", + "accept": false, + "reason": "Both mention pipeline/model integration, but one is a flow-matching scheduler bug and the other is ControlNet list assignment support." + }, + { + "left": "issue:12108", + "right": "issue:12653", + "accept": false, + "reason": "Different defects: flow-matching scheduler behavior vs PRX rope float64 causing MPS/NPU issues." + }, + { + "left": "issue:10111", + "right": "issue:9516", + "accept": false, + "reason": "#10111 is a vague umbrella, but #9516 is a specific joint_attention_kwargs propagation bug in FLUX transformers." + }, + { + "left": "issue:2784", + "right": "issue:7380", + "accept": false, + "reason": "Different topics: Dreambooth support for text2video vs one-step diffusion/distillation implementation." + }, + { + "left": "issue:4480", + "right": "issue:8604", + "accept": false, + "reason": "Both involve float16/MPS-related image problems, but one is a kernel crash in StableDiffusionPipeline and the other is T5 float16 corruption." + }, + { + "left": "issue:1185", + "right": "issue:1708", + "accept": false, + "reason": "Dreambooth reproducibility vs passing a YAML config for inference; not the same underlying problem." + }, + { + "left": "issue:337", + "right": "issue:775", + "accept": false, + "reason": "Both are old generation bugs, but the symptoms and reported triggers differ; not clearly the same defect." + }, + { + "left": "issue:10231", + "right": "issue:9023", + "accept": false, + "reason": "Different runtime failures: tutorial ImportError on Ubuntu 20.04 vs a general sample code execution failure." + }, + { + "left": "issue:6112", + "right": "issue:8593", + "accept": false, + "reason": "Both produce noise outputs, but they concern different models and environments (SDXL-Turbo vs SD3 on CPU bf16)." + }, + { + "left": "issue:9320", + "right": "issue:9719", + "accept": false, + "reason": "Finetuned model save/load regression vs progress-bar suppression during checkpoint loading; different behaviors." + }, + { + "left": "issue:10897", + "right": "issue:8410", + "accept": false, + "reason": "Different feature requests for different model families: SkyReels-A1 support vs native TextDiffuser pipelines." + }, + { + "left": "issue:1417", + "right": "issue:1857", + "accept": false, + "reason": "CPU offloading implementation complaint vs UnCLIP pipeline test coverage; unrelated issues." + }, + { + "left": "issue:2984", + "right": "issue:3444", + "accept": false, + "reason": "Different pipeline work: latent video diffusion models vs ImageBind + StableUnCLIPImg2Img audio-to-image integration." + }, + { + "left": "issue:9171", + "right": "issue:9719", + "accept": false, + "reason": "One is a v_prediction regression in from_single_file, the other is disable_progress_bar being ignored during shard loading." + }, + { + "left": "issue:4390", + "right": "issue:6901", + "accept": false, + "reason": "Missing requirements/setup issue vs a missing clip_sample implementation in FlaxDDIMScheduler; not the same bug." + }, + { + "left": "issue:2532", + "right": "issue:3769", + "accept": false, + "reason": "Different panorama pipeline bugs: get_views method behavior vs quartered image output." + }, + { + "left": "issue:4492", + "right": "issue:5402", + "accept": false, + "reason": "A Python literal NameError vs a missing compute_snr import; unrelated failures." + }, + { + "left": "issue:11555", + "right": "issue:8551", + "accept": false, + "reason": "Both involve device_map, but one asks for auto support and the other reports wrong-device latent transfer with balanced mapping." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 227, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10100", + "issue:10111", + "issue:10518", + "issue:10760", + "issue:10833", + "issue:10883", + "issue:10893", + "issue:11045", + "issue:11144", + "issue:11283", + "issue:11352", + "issue:11547", + "issue:11674", + "issue:11721", + "issue:12110", + "issue:12157", + "issue:12221", + "issue:1231", + "issue:12547", + "issue:13221", + "issue:13261", + "issue:1963", + "issue:2016", + "issue:2319", + "issue:2532", + "issue:3576", + "issue:4080", + "issue:4141", + "issue:4639", + "issue:5006", + "issue:5028", + "issue:5118", + "issue:5128", + "issue:5392", + "issue:5441", + "issue:5463", + "issue:5749", + "issue:5866", + "issue:5947", + "issue:6095", + "issue:6281", + "issue:7629", + "issue:9031", + "issue:9038", + "issue:9551", + "issue:9576", + "issue:9619" + ], + "soft_pairs": [ + "issue:1231|issue:2016", + "issue:10883|issue:9551", + "issue:5118|issue:5866", + "issue:5749|issue:6095", + "issue:10100|issue:12221", + "issue:10893|issue:9619", + "issue:13221|issue:13261", + "issue:4141|issue:6281", + "issue:11144|issue:9576", + "issue:11283|issue:11674", + "issue:5128|issue:5463", + "issue:12157|issue:12547", + "issue:10111|issue:10518", + "issue:10760|issue:12110", + "issue:4080|issue:5947", + "issue:9031|issue:9038", + "issue:5006|issue:7629", + "issue:10893|issue:11547", + "issue:4639|issue:5441", + "issue:2319|issue:2532", + "issue:3576|issue:5028", + "issue:10833|issue:11352", + "issue:11045|issue:11721", + "issue:1963|issue:5392" + ], + "prepared_review_unit_hash": "93b3b302d559552fcdb96574ebe6cc4f4bbc1377546a395de6c78d0982ee9892", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33387, + "estimated_input_tokens": 8347, + "estimated_eval_tokens": 16950 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated diffusers issues and feature requests, mostly from different pipelines/models. The soft pairs share only broad keywords like \"controlnet\", \"flax\", \"index error\", or \"quantization\", but not the same concrete bug or change path, so none should be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No single issue cleanly represents a duplicate cluster here; the items are too heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10833 is the most concrete, bug-focused report in the set, with a specific failure mode and enough detail to serve as a representative anchor if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1231", + "right": "issue:2016", + "accept": false, + "reason": "Both are flax-related, but one is a scheduler request and the other is a sampling regression; different code paths and symptoms." + }, + { + "left": "issue:10883", + "right": "issue:9551", + "accept": false, + "reason": "Marigold update/feature request vs. Flux ControlNet usage question; no shared underlying bug or change." + }, + { + "left": "issue:5118", + "right": "issue:5866", + "accept": false, + "reason": "Both mention ControlNet, but one asks about reference_only usage and the other is about AnimateDiff + ControlNet behavior; not the same issue." + }, + { + "left": "issue:5749", + "right": "issue:6095", + "accept": false, + "reason": "Both are IndexError reports, but they affect different pipelines and likely different failing indices/code paths." + }, + { + "left": "issue:10100", + "right": "issue:12221", + "accept": false, + "reason": "ConsisID support and DiffSynth ControlNet support are separate feature requests for different integrations." + }, + { + "left": "issue:10893", + "right": "issue:9619", + "accept": false, + "reason": "Both are ControlNet feature requests, but one is CogVideoX integration and the other is interrupt support in StableDiffusionControlNetPipeline." + }, + { + "left": "issue:13221", + "right": "issue:13261", + "accept": false, + "reason": "Both concern LoRA on newer models, but they target different model families and different failure modes." + }, + { + "left": "issue:4141", + "right": "issue:6281", + "accept": false, + "reason": "One is a bug in multi-ControlNet inpainting behavior; the other is an import error for MultiControlNetModel." + }, + { + "left": "issue:11144", + "right": "issue:9576", + "accept": false, + "reason": "Flax dtype initialization bug vs. safetensors propagation bug during pipeline loading; unrelated paths." + }, + { + "left": "issue:11283", + "right": "issue:11674", + "accept": false, + "reason": "Wan deserialization crash vs. a feature request for Wan VACE inputs; not the same bug/change." + }, + { + "left": "issue:5128", + "right": "issue:5463", + "accept": false, + "reason": "Loading a local safetensors file and an UnboundLocalError on image_latents are different problems." + }, + { + "left": "issue:12157", + "right": "issue:12547", + "accept": false, + "reason": "Different training-time errors in different workflows/models; no shared concrete root cause." + }, + { + "left": "issue:10111", + "right": "issue:10518", + "accept": false, + "reason": "Both are bug reports, but they concern different pipelines and distinct failure modes." + }, + { + "left": "issue:10760", + "right": "issue:12110", + "accept": false, + "reason": "Import error for a legacy pipeline class vs. UNet1DModel initialization bug; unrelated." + }, + { + "left": "issue:4080", + "right": "issue:5947", + "accept": false, + "reason": "Pipeline feature request vs. policy/research objective; not a duplicate bug or change." + }, + { + "left": "issue:9031", + "right": "issue:9038", + "accept": false, + "reason": "Same Flax pipeline family, but one asks to disable safety checker and the other asks for prompt weighting." + }, + { + "left": "issue:5006", + "right": "issue:7629", + "accept": false, + "reason": "Both mention OOM, but they are different models, versions, and triggering conditions." + }, + { + "left": "issue:10893", + "right": "issue:11547", + "accept": false, + "reason": "Both relate to Flux/ControlNet, but one is CogVideoX ControlNet integration and the other is Flux Fill dev support." + }, + { + "left": "issue:4639", + "right": "issue:5441", + "accept": false, + "reason": "Different training scripts and unrelated errors; no shared code path." + }, + { + "left": "issue:2319", + "right": "issue:2532", + "accept": false, + "reason": "A typo in a method doc/code name is not the same as a panorama get_views bug." + }, + { + "left": "issue:3576", + "right": "issue:5028", + "accept": false, + "reason": "Different TypeErrors in different pipelines and mechanisms; not mergeable as one fix." + }, + { + "left": "issue:10833", + "right": "issue:11352", + "accept": false, + "reason": "Both involve bitsandbytes/quantization, but one is a matrix shape failure and the other is a missing warning when moving to CPU." + }, + { + "left": "issue:11045", + "right": "issue:11721", + "accept": false, + "reason": "Both are load crashes, but on different models/pipelines with different likely causes." + }, + { + "left": "issue:1963", + "right": "issue:5392", + "accept": false, + "reason": "One is a latent unconditional generation issue, the other is a how-to request about training unconditional latent diffusion; not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 228, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10302", + "issue:10467", + "issue:10757", + "issue:11422", + "issue:12308", + "issue:1304", + "issue:1335", + "issue:1434", + "issue:1519", + "issue:1672", + "issue:3301", + "issue:3624", + "issue:3651", + "issue:4331", + "issue:4349", + "issue:4436", + "issue:463", + "issue:4880", + "issue:5112", + "issue:5465", + "issue:5474", + "issue:5523", + "issue:5873", + "issue:6054", + "issue:6087", + "issue:6095", + "issue:6162", + "issue:6283", + "issue:6323", + "issue:7049", + "issue:7138", + "issue:7611", + "issue:7682", + "issue:785", + "issue:8523", + "issue:8565", + "issue:8708", + "issue:8744", + "issue:8939", + "issue:8997", + "issue:9147", + "issue:9297", + "issue:9393", + "issue:9397", + "issue:9505", + "issue:9713", + "issue:9902", + "issue:9941" + ], + "soft_pairs": [ + "issue:1519|issue:785", + "issue:8523|issue:8997", + "issue:3301|issue:4331", + "issue:10757|issue:8939", + "issue:1672|issue:6087", + "issue:10302|issue:10467", + "issue:1335|issue:3624", + "issue:4880|issue:6054", + "issue:5474|issue:9713", + "issue:5873|issue:9902", + "issue:5112|issue:6283", + "issue:6095|issue:8565", + "issue:6162|issue:7611", + "issue:1434|issue:4349", + "issue:6323|issue:9505", + "issue:12308|issue:9397", + "issue:1304|issue:463", + "issue:4436|issue:8708", + "issue:5465|issue:7049", + "issue:7138|issue:8744", + "issue:9147|issue:9941", + "issue:7682|issue:9297", + "issue:11422|issue:9393", + "issue:3651|issue:5523" + ], + "prepared_review_unit_hash": "3b84d893568930b3cab7d794b3b4da2bb9830a88854e53d0e4bfa38551991053", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34614, + "estimated_input_tokens": 8654, + "estimated_eval_tokens": 17564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a duplicate cluster; the items cover many unrelated bugs, feature requests, and environment-specific failures across training, inference, conversion, schedulers, and pipelines. All soft-edge pairs should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1519", + "right": "issue:785", + "accept": false, + "reason": "No: noisy batch outputs on Apple M2 is an inference correctness bug, while PNDMScheduler cost is a performance issue in a different code path." + }, + { + "left": "issue:8523", + "right": "issue:8997", + "accept": false, + "reason": "No: generic CUDA error in a playground app does not match a Kolors scheduler integration error; different models and failure modes." + }, + { + "left": "issue:3301", + "right": "issue:4331", + "accept": false, + "reason": "No: one is a broken DreamBooth LoRA training script, the other reports differing results between DreamBooth and DreamBooth-LoRA; not the same bug." + }, + { + "left": "issue:10757", + "right": "issue:8939", + "accept": false, + "reason": "No: variable naming in a conversion script is unrelated to tokenizer loading failure for SD3." + }, + { + "left": "issue:1672", + "right": "issue:6087", + "accept": false, + "reason": "No: wrong image size after ckpt-to-diffusers conversion is unrelated to saving/loading LoRA config and lora_alpha inference mismatch." + }, + { + "left": "issue:10302", + "right": "issue:10467", + "accept": false, + "reason": "No: FP8 inference noise is a runtime precision issue, while the FLUX example issue appears to be an example/code-generation artifact." + }, + { + "left": "issue:1335", + "right": "issue:3624", + "accept": false, + "reason": "No: missing vae_encoder in ONNX pipeline init is a constructor/API mismatch, not the same as getattr attribute-name type error." + }, + { + "left": "issue:4880", + "right": "issue:6054", + "accept": false, + "reason": "No: ControlNet image argument validation is unrelated to an EulerDiscreteScheduler torch.from_numpy misuse." + }, + { + "left": "issue:5474", + "right": "issue:9713", + "accept": false, + "reason": "No: a proposed new reference-only pipeline is a feature request, not a controlnet-training implementation proposal." + }, + { + "left": "issue:5873", + "right": "issue:9902", + "accept": false, + "reason": "No: ONNX export support for scaled_dot_product_attention is unrelated to a conda version being stuck." + }, + { + "left": "issue:5112", + "right": "issue:6283", + "accept": false, + "reason": "No: SDXL ControlNet img2img dtype/shape error is different from strength=0 behavior in the same pipeline family." + }, + { + "left": "issue:6095", + "right": "issue:8565", + "accept": false, + "reason": "No: SVD scheduling index error and StableDiffusion3 LoRA load IndexError are different pipelines and different failure points." + }, + { + "left": "issue:6162", + "right": "issue:7611", + "accept": false, + "reason": "No: IP-Adapter shape mismatch in SDXL is not the same as a generic UNet tensor size mismatch." + }, + { + "left": "issue:1434", + "right": "issue:4349", + "accept": false, + "reason": "No: upscale OOM from large images is a memory issue, while the other is a missing text_encoder dependency despite prompt_embeds." + }, + { + "left": "issue:6323", + "right": "issue:9505", + "accept": false, + "reason": "No: TensorRT guidance_scale attribute assignment problem is unrelated to a checkpoint key missing during upscaling." + }, + { + "left": "issue:12308", + "right": "issue:9397", + "accept": false, + "reason": "No: flash-attn kernel support for non-Hopper GPUs is an implementation/support request, while SGMUniform scheduler support for Hyper LoRAs is a different feature request." + }, + { + "left": "issue:1304", + "right": "issue:463", + "accept": false, + "reason": "No: a how-to question about text-guided img2img is not the same as a general super-resolution diffusion model request." + }, + { + "left": "issue:4436", + "right": "issue:8708", + "accept": false, + "reason": "No: converting CIVITAI safetensors to diffusers is unrelated to missing vae.config.shift_factor in SD3 dreambooth examples." + }, + { + "left": "issue:5465", + "right": "issue:7049", + "accept": false, + "reason": "No: DiffEdit inpaint_strength limitation is a parameter-handling issue; the IP adapter example error is a separate unpacking/shape bug." + }, + { + "left": "issue:7138", + "right": "issue:8744", + "accept": false, + "reason": "No: SDXL UNet structure mismatch and loading from single file for training are different problems." + }, + { + "left": "issue:9147", + "right": "issue:9941", + "accept": false, + "reason": "No: FLUX autopipeline error is unrelated to a generic stable diffusion colab failure." + }, + { + "left": "issue:7682", + "right": "issue:9297", + "accept": false, + "reason": "No: multi-GPU SD1.5 execution problems are different from linear LoRA load-time slowdown." + }, + { + "left": "issue:11422", + "right": "issue:9393", + "accept": false, + "reason": "No: validation prompt crashes HiDream LoRA training, while the other issue is about saving Flux1 Dreambooth LoRA models with deepspeed." + }, + { + "left": "issue:3651", + "right": "issue:5523", + "accept": false, + "reason": "No: multi-GPU DreamBooth training failure is not the same as nondeterministic results across runs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 229, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10025", + "issue:10334", + "issue:10336", + "issue:10712", + "issue:10896", + "issue:10952", + "issue:10954", + "issue:1100", + "issue:11050", + "issue:11137", + "issue:11222", + "issue:11519", + "issue:11721", + "issue:11724", + "issue:11779", + "issue:11907", + "issue:12195", + "issue:12771", + "issue:13300", + "issue:2294", + "issue:2444", + "issue:2606", + "issue:2838", + "issue:2844", + "issue:3338", + "issue:3679", + "issue:4005", + "issue:4043", + "issue:4116", + "issue:4349", + "issue:4399", + "issue:4779", + "issue:5009", + "issue:5034", + "issue:5897", + "issue:5934", + "issue:5947", + "issue:6351", + "issue:6866", + "issue:7185", + "issue:8482", + "issue:8885", + "issue:9248", + "issue:9374", + "issue:9471", + "issue:9516", + "issue:9958" + ], + "soft_pairs": [ + "issue:1100|issue:2444", + "issue:10952|issue:9471", + "issue:10896|issue:11519", + "issue:2294|issue:3338", + "issue:4116|issue:7185", + "issue:5947|issue:8482", + "issue:9374|issue:9958", + "issue:4043|issue:4349", + "issue:11721|issue:8885", + "issue:10334|issue:10336", + "issue:11907|issue:12771", + "issue:2606|issue:5897", + "issue:5034|issue:6351", + "issue:4399|issue:5934", + "issue:10025|issue:9516", + "issue:10712|issue:11050", + "issue:10954|issue:11724", + "issue:11137|issue:13300", + "issue:11222|issue:11779", + "issue:12195|issue:9248", + "issue:6866|issue:9958", + "issue:2838|issue:4005", + "issue:2844|issue:5009", + "issue:3679|issue:4779" + ], + "prepared_review_unit_hash": "dbd9e95fe38b9ae64149961d03b8477c3fd5d8346ce66b29c39af70505c4a5b9", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33771, + "estimated_input_tokens": 8443, + "estimated_eval_tokens": 17142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy: it mixes unrelated support requests, model-specific bugs, scheduler issues, and training/inference errors. None of the soft pairs look like the same underlying bug/change, so I would not collapse any of them as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 10025 is the most generic and central title here, directly naming the Flux transformer attention-mask problem and serving as the best anchor for the small attention/transformer subset.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 10025 is the best overall representative because it is broad, concrete, and closest to the recurring transformer/attention-mask theme; the rest are mostly unrelated point bugs or feature requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1100", + "right": "issue:2444", + "accept": false, + "reason": "Different failures: CLIPTextTransformer device attribute access vs a training script exiting nonzero. Same general area of errors, but not the same bug." + }, + { + "left": "issue:10952", + "right": "issue:9471", + "accept": false, + "reason": "LoRA adapter-name mismatch in SDXL long-prompt weighting is unrelated to a CoreML file-extension/resource-type parsing error." + }, + { + "left": "issue:10896", + "right": "issue:11519", + "accept": false, + "reason": "Both are support requests, but for different models (SkyReels-A1 vs MAGI-1) and different underlying work." + }, + { + "left": "issue:2294", + "right": "issue:3338", + "accept": false, + "reason": "Import error for a missing pipeline symbol is not the same as slow diffusers import performance." + }, + { + "left": "issue:4116", + "right": "issue:7185", + "accept": false, + "reason": "Embedding handling in StableDiffusionXLImg2ImgPipeline is unrelated to a question about PyTorch version support." + }, + { + "left": "issue:5947", + "right": "issue:8482", + "accept": false, + "reason": "Diffusion-DPO policy discussion is not the same as requesting Stable Diffusion 3 medium support." + }, + { + "left": "issue:9374", + "right": "issue:9958", + "accept": false, + "reason": "AutoPipeline support for Flux pipelines and AutoencoderKLTemporalDecoder tiling are different feature requests in different code paths." + }, + { + "left": "issue:4043", + "right": "issue:4349", + "accept": false, + "reason": "Both mention prompt embeddings, but one is an SDXL API requirement and the other is a pipeline assumption about text_encoder presence; not the same concrete bug." + }, + { + "left": "issue:11721", + "right": "issue:8885", + "accept": false, + "reason": "SanaPipeline load crash is unrelated to a Custom Diffusion example dependency/install issue." + }, + { + "left": "issue:10334", + "right": "issue:10336", + "accept": false, + "reason": "Both are Sana-related, but one reports NaNs/gray images on MacOS and the other reports exploding activations and clamping; too different to merge." + }, + { + "left": "issue:11907", + "right": "issue:12771", + "accept": false, + "reason": "Both involve schedulers, but one is a general Flux compatibility complaint while the other is a specific out-of-bounds bug for squaredcos_cap_v2 with Karras sigmas." + }, + { + "left": "issue:2606", + "right": "issue:5897", + "accept": false, + "reason": "DeepSpeed save_state hang during LoRA training is a different failure mode from a CUDA/CPU device mismatch during training." + }, + { + "left": "issue:5034", + "right": "issue:6351", + "accept": false, + "reason": "Incorrect progress-bar display while loading checkpoints is unrelated to DistributedDataParallel lacking disable_adapters." + }, + { + "left": "issue:4399", + "right": "issue:5934", + "accept": false, + "reason": "PyTorch compile plus CPU offload incompatibility is not the same as a broader compile error report." + }, + { + "left": "issue:10025", + "right": "issue:9516", + "accept": false, + "reason": "Both touch FLUX transformer internals, but one is about attention masks and the other about joint_attention_kwargs not being forwarded; different code-path issues." + }, + { + "left": "issue:10712", + "right": "issue:11050", + "accept": false, + "reason": "RuntimeError with StableDiffusion3 prompt_embeds is distinct from a training-time dtype casting omission for prompt_embeds/pooled_prompt_embeds." + }, + { + "left": "issue:10954", + "right": "issue:11724", + "accept": false, + "reason": "FLUX LoRA load failure is unrelated to Chroma attention masking in the transformer." + }, + { + "left": "issue:11137", + "right": "issue:13300", + "accept": false, + "reason": "Latte dtype mismatch and CPU generation failures for SD3.5/FLUX are different models and different symptoms." + }, + { + "left": "issue:11222", + "right": "issue:11779", + "accept": false, + "reason": "WAN LoRA support request is not the same as a WAN VACE mask-padding bug." + }, + { + "left": "issue:12195", + "right": "issue:9248", + "accept": false, + "reason": "PyTorch custom_op incompatibility and a generic install/upgrade note are not the same bug." + }, + { + "left": "issue:6866", + "right": "issue:9958", + "accept": false, + "reason": "IP-Adapter support for an SDXL ControlNet inpaint pipeline is unrelated to tiling support in AutoencoderKLTemporalDecoder." + }, + { + "left": "issue:2838", + "right": "issue:4005", + "accept": false, + "reason": "A request to support ControlNet without control is unrelated to StableDiffusionInpaintPipeline aspect-ratio preservation." + }, + { + "left": "issue:2844", + "right": "issue:5009", + "accept": false, + "reason": "Explicitly passing image embeddings to StableUnCLIPImg2ImgPipeline is a different problem from a Wuerstchen error." + }, + { + "left": "issue:3679", + "right": "issue:4779", + "accept": false, + "reason": "A feature request for watermark-free text-to-video models is not the same as a ModelScope image-to-video pipeline request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 230, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10057", + "issue:10227", + "issue:10231", + "issue:10492", + "issue:10514", + "issue:10705", + "issue:10952", + "issue:11570", + "issue:1261", + "issue:1314", + "issue:13191", + "issue:13232", + "issue:1536", + "issue:172", + "issue:177", + "issue:181", + "issue:2712", + "issue:3284", + "issue:3799", + "issue:4542", + "issue:4672", + "issue:5168", + "issue:5284", + "issue:5325", + "issue:5399", + "issue:5645", + "issue:5857", + "issue:5881", + "issue:5963", + "issue:6096", + "issue:6141", + "issue:6444", + "issue:6548", + "issue:6593", + "issue:6657", + "issue:6809", + "issue:6870", + "issue:7629", + "issue:7877", + "issue:7982", + "issue:8410", + "issue:8429", + "issue:8801", + "issue:8834", + "issue:8975", + "issue:9648", + "issue:9904", + "issue:9972" + ], + "soft_pairs": [ + "issue:10057|issue:7982", + "issue:4542|issue:6593", + "issue:4672|issue:8834", + "issue:6870|issue:9648", + "issue:5399|issue:8429", + "issue:10492|issue:6809", + "issue:5168|issue:8410", + "issue:5284|issue:8801", + "issue:6141|issue:7877", + "issue:5963|issue:9972", + "issue:10952|issue:11570", + "issue:172|issue:177", + "issue:13191|issue:13232", + "issue:3799|issue:5325", + "issue:5857|issue:5881", + "issue:6096|issue:7629", + "issue:10227|issue:10514", + "issue:181|issue:3284", + "issue:2712|issue:6444", + "issue:10705|issue:9904", + "issue:1536|issue:5645", + "issue:6548|issue:6657", + "issue:1261|issue:1314", + "issue:10231|issue:8975" + ], + "prepared_review_unit_hash": "296a9219e20cb923ec97e17fbf409cadb50603d83b87d5b03e660b78985c5358", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34064, + "estimated_input_tokens": 8516, + "estimated_eval_tokens": 17288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous: almost all soft pairs are distinct bugs or feature requests that only share a broad subsystem. The only plausible duplicate is the xformers backward-pass failure pair (1261/1314).", + "confidence": 0.88, + "canonical_issue_reason": "issue:1261 is the best canonical anchor because it names the concrete xformers backward-pass assert and is the older, more specific report; issue:1314 reads like a platform-specific repro of the same failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:1261 is the strongest global issue candidate: it is specific, actionable, and likely the duplicate target for the one accepted soft edge.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10057", + "right": "issue:7982", + "accept": false, + "reason": "Different problems: a FluxTransformer2DModel.from_single_file token issue vs a from_pipe/MultiControlNetModel compatibility bug." + }, + { + "left": "issue:4542", + "right": "issue:6593", + "accept": false, + "reason": "One is about StableDiffusionXLImg2ImgPipeline only producing one image; the other is a request to add load_lora_weights support." + }, + { + "left": "issue:4672", + "right": "issue:8834", + "accept": false, + "reason": "VRAM reduction for sdxl_lora training is unrelated to a request for SD3 ControlNet training code." + }, + { + "left": "issue:6870", + "right": "issue:9648", + "accept": false, + "reason": "Both mention enable_vae_tiling, but one reports a missing option in img2img/inpaint while the other reports memory overflow when it is enabled; not the same concrete bug." + }, + { + "left": "issue:5399", + "right": "issue:8429", + "accept": false, + "reason": "Custom inpainting dtype mismatch is unrelated to the I2VGen-XL inference script malfunction." + }, + { + "left": "issue:10492", + "right": "issue:6809", + "accept": false, + "reason": "torchao quantize/lora fuse error and PEFT LoRA adapter-loading regression are different failure modes with different fixes." + }, + { + "left": "issue:5168", + "right": "issue:8410", + "accept": false, + "reason": "ControlNet-XS support and native TextDiffuser support are separate feature requests." + }, + { + "left": "issue:5284", + "right": "issue:8801", + "accept": false, + "reason": "ControlNet-LLLite support is unrelated to Kolors support." + }, + { + "left": "issue:6141", + "right": "issue:7877", + "accept": false, + "reason": "ControlNet control_mode/resize_mode support is not the same as adding out_dim to Attention blocks." + }, + { + "left": "issue:5963", + "right": "issue:9972", + "accept": false, + "reason": "Kandinsky embeds-vs-prompts failure is unrelated to a CogX MacOS buffer issue." + }, + { + "left": "issue:10952", + "right": "issue:11570", + "accept": false, + "reason": "Both concern LoRA loading, but one is an adapter-name mismatch and the other is a bitsandbytes .to() cast problem; different code paths." + }, + { + "left": "issue:172", + "right": "issue:177", + "accept": false, + "reason": "Progress-bar options and documentation for subfolder are unrelated." + }, + { + "left": "issue:13191", + "right": "issue:13232", + "accept": false, + "reason": "Elastic-DiT support and LTX-2.3 support are separate model-support requests." + }, + { + "left": "issue:3799", + "right": "issue:5325", + "accept": false, + "reason": "A DDPMScheduler type inference bug is unrelated to packaging type information distribution." + }, + { + "left": "issue:5857", + "right": "issue:5881", + "accept": false, + "reason": "LCM LoRA not working well on AnimateDiff SDXL is a specific functional bug; the other is a general quality complaint about animatediff output." + }, + { + "left": "issue:6096", + "right": "issue:7629", + "accept": false, + "reason": "torch.compile dynamic shape failure and PyTorch 1.13.1 OOM are different issues." + }, + { + "left": "issue:10227", + "right": "issue:10514", + "accept": false, + "reason": "LoRA feature-size NotImplementedError and Sana resolution-binning sample_size support are unrelated." + }, + { + "left": "issue:181", + "right": "issue:3284", + "accept": false, + "reason": "Image writing failure in train_unconditional.py is unrelated to an accelerate failure in train_dreambooth_lora.py." + }, + { + "left": "issue:2712", + "right": "issue:6444", + "accept": false, + "reason": "Missing norm_num_groups config and CLIPTextModel peft_config AttributeError are different bugs." + }, + { + "left": "issue:10705", + "right": "issue:9904", + "accept": false, + "reason": "Pipeline reuse slowdown is unrelated to silent output-shape rounding." + }, + { + "left": "issue:1536", + "right": "issue:5645", + "accept": false, + "reason": "Custom pipeline incompatibility with new diffusers and broken LCM support are different problems." + }, + { + "left": "issue:6548", + "right": "issue:6657", + "accept": false, + "reason": "RGBA image misdetected as latents is unrelated to frames/channels being swapped in UNet3DConditionModel." + }, + { + "left": "issue:1261", + "right": "issue:1314", + "accept": true, + "reason": "Both report xformers backward-pass failures during loss/backprop; the Windows report appears to be a repro of the same underlying attention-backward bug." + }, + { + "left": "issue:10231", + "right": "issue:8975", + "accept": false, + "reason": "A tutorial ImportError on Ubuntu 20.04 is not the same as the specific LoraLoaderMixin import failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is conservative and grounded in the packet. The only accepted soft edge, issue:1261 \u2194 issue:1314, is plausibly the same xformers backward-pass bug based on the titles and is stated cautiously. The remaining pairwise rejections are also consistent with the issue titles and do not overstate duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 231, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10139", + "issue:10382", + "issue:10489", + "issue:10722", + "issue:10952", + "issue:11536", + "issue:11644", + "issue:12110", + "issue:12610", + "issue:1314", + "issue:1657", + "issue:170", + "issue:1742", + "issue:1909", + "issue:1925", + "issue:201", + "issue:2518", + "issue:3643", + "issue:3915", + "issue:3975", + "issue:4002", + "issue:4042", + "issue:4405", + "issue:444", + "issue:4578", + "issue:4913", + "issue:4954", + "issue:5485", + "issue:5598", + "issue:5607", + "issue:5630", + "issue:5678", + "issue:5846", + "issue:5866", + "issue:5989", + "issue:6068", + "issue:6460", + "issue:6809", + "issue:7012", + "issue:7591", + "issue:7606", + "issue:8612", + "issue:8708", + "issue:8874", + "issue:929", + "issue:9477", + "issue:9895" + ], + "soft_pairs": [ + "issue:10382|issue:12610", + "issue:5630|issue:6068", + "issue:1314|issue:5678", + "issue:170|issue:444", + "issue:201|issue:929", + "issue:2518|issue:4002", + "issue:4913|issue:5866", + "issue:5598|issue:5989", + "issue:5846|issue:7012", + "issue:1742|issue:1909", + "issue:4042|issue:6460", + "issue:10952|issue:6809", + "issue:5485|issue:8612", + "issue:10722|issue:7606", + "issue:1925|issue:3915", + "issue:3975|issue:7591", + "issue:3643|issue:5607", + "issue:4954|issue:8874", + "issue:1657|issue:4405", + "issue:4578|issue:8708", + "issue:5989|issue:9477", + "issue:10139|issue:11644", + "issue:11536|issue:9895", + "issue:10489|issue:12110" + ], + "prepared_review_unit_hash": "1b363dae1ddeeab09b4ee1668205ee10a96317a57102e3e2d764a060d11aa1f1", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33565, + "estimated_input_tokens": 8392, + "estimated_eval_tokens": 17040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated pipeline-init bugs, training/runtime errors, docs/example requests, and adapter/loading issues. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.84, + "canonical_issue_reason": "10139 is the clearest concrete, self-contained bug report in the set and is more representative than the many unrelated or lower-signal issues, though there is no strong single canonical duplicate here.", + "canonical_pr_reason": null, + "best_issue_reason": "10139 is the best global issue candidate because it describes a specific code-path defect with an actionable fix surface; the rest of the cluster is too fragmented to serve as a better canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10382", + "right": "issue:12610", + "accept": false, + "reason": "Different failures: VAE forward return-type mismatch vs Quanto/group-offload device mismatch." + }, + { + "left": "issue:5630", + "right": "issue:6068", + "accept": false, + "reason": "Both are SDXL-related, but one is LMS noise quality and the other is DDIM sampling correctness." + }, + { + "left": "issue:1314", + "right": "issue:5678", + "accept": false, + "reason": "xformers/backward error on Windows is unrelated to higher-order autograd issues in scaled_dot_product_attention." + }, + { + "left": "issue:170", + "right": "issue:444", + "accept": false, + "reason": "Unexpected eta kwarg is a scheduler API mismatch; the other is an inference-step indexing bug." + }, + { + "left": "issue:201", + "right": "issue:929", + "accept": false, + "reason": "Test request for attention class is unrelated to a duplicated square-root computation question." + }, + { + "left": "issue:2518", + "right": "issue:4002", + "accept": false, + "reason": "Missing xformers support in an example is unrelated to missing from_single_file support in a pipeline." + }, + { + "left": "issue:4913", + "right": "issue:5866", + "accept": false, + "reason": "Both mention ControlNet, but one is a model release/topic and the other is an AnimateDiff+ControlNet integration request." + }, + { + "left": "issue:5598", + "right": "issue:5989", + "accept": false, + "reason": "A _modify_text_encoder bug is unrelated to a safetensors.torch bug." + }, + { + "left": "issue:5846", + "right": "issue:7012", + "accept": false, + "reason": "Checkpoint resume failure and v_prediction image quality are different code paths and symptoms." + }, + { + "left": "issue:1742", + "right": "issue:1909", + "accept": false, + "reason": "Different problems: prompt-list speed variance vs generator-list/scheduler API mismatch." + }, + { + "left": "issue:4042", + "right": "issue:6460", + "accept": false, + "reason": "A usage/composition question is not the same as endless loading when importing an inpainting model." + }, + { + "left": "issue:10952", + "right": "issue:6809", + "accept": false, + "reason": "Both involve LoRA loading, but the adapter-name error and PEFT-loading regression are distinct bugs." + }, + { + "left": "issue:5485", + "right": "issue:8612", + "accept": false, + "reason": "ControlNet batch slowness is unrelated to PixArt mixed-precision incompatibility." + }, + { + "left": "issue:10722", + "right": "issue:7606", + "accept": false, + "reason": "DreamBooth tensor-shape mismatch is unrelated to a deprecated LoRA processor in Kandinsky 2.2." + }, + { + "left": "issue:1925", + "right": "issue:3915", + "accept": false, + "reason": "Half-precision inpainting failure and torch.compile text-to-video issues are different defects." + }, + { + "left": "issue:3975", + "right": "issue:7591", + "accept": false, + "reason": "A typo in an error message is unrelated to a local_files_only HeaderTooLarge loading failure." + }, + { + "left": "issue:3643", + "right": "issue:5607", + "accept": false, + "reason": "INT_MAX decoding-latents failure is a different issue from a generic tensor-size mismatch." + }, + { + "left": "issue:4954", + "right": "issue:8874", + "accept": false, + "reason": "Both are loading/unpickling problems, but textual inversion checkpoint handling and from_single_file CKPT loading are not the same bug." + }, + { + "left": "issue:1657", + "right": "issue:4405", + "accept": false, + "reason": "A notebook request is not the same as creating a textual inversion training script." + }, + { + "left": "issue:4578", + "right": "issue:8708", + "accept": false, + "reason": "Doc wording about VAE usage differs from a missing shift_factor in SD3 DreamBooth examples." + }, + { + "left": "issue:5989", + "right": "issue:9477", + "accept": false, + "reason": "A safetensors.torch bug and a GatheredParameters callable error are unrelated." + }, + { + "left": "issue:10139", + "right": "issue:11644", + "accept": false, + "reason": "Both are init-time pipeline bugs, but they affect different pipelines and different failure modes." + }, + { + "left": "issue:11536", + "right": "issue:9895", + "accept": false, + "reason": "Prompt adherence regression in FluxPipeline is unrelated to a device-mismatch error after a commit." + }, + { + "left": "issue:10489", + "right": "issue:12110", + "accept": false, + "reason": "SanaPipeline example issues and UNet1DModel GaussianFourier initialization bugs are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 232, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10239", + "issue:10314", + "issue:10446", + "issue:10450", + "issue:1100", + "issue:11721", + "issue:11973", + "issue:1524", + "issue:1922", + "issue:2310", + "issue:2332", + "issue:2466", + "issue:2712", + "issue:2783", + "issue:2830", + "issue:3029", + "issue:3109", + "issue:3591", + "issue:3624", + "issue:3661", + "issue:4125", + "issue:490", + "issue:5109", + "issue:5171", + "issue:5344", + "issue:5670", + "issue:579", + "issue:5927", + "issue:6363", + "issue:6565", + "issue:6812", + "issue:7276", + "issue:7303", + "issue:7466", + "issue:7538", + "issue:7735", + "issue:8482", + "issue:8577", + "issue:8874", + "issue:9112", + "issue:9163", + "issue:9227", + "issue:9358", + "issue:9516", + "issue:953", + "issue:9637", + "issue:9778", + "issue:9876" + ], + "soft_pairs": [ + "issue:3624|issue:5171", + "issue:10239|issue:10314", + "issue:11721|issue:8874", + "issue:5670|issue:9112", + "issue:2310|issue:5927", + "issue:2332|issue:2830", + "issue:3029|issue:3591", + "issue:3109|issue:953", + "issue:3661|issue:5344", + "issue:1100|issue:5109", + "issue:1524|issue:2466", + "issue:2712|issue:579", + "issue:4125|issue:6565", + "issue:7538|issue:7735", + "issue:10446|issue:7466", + "issue:10450|issue:9516", + "issue:11973|issue:9163", + "issue:1922|issue:490", + "issue:2783|issue:7303", + "issue:7276|issue:9778", + "issue:8482|issue:8577", + "issue:9637|issue:9876", + "issue:9227|issue:9358", + "issue:6363|issue:6812" + ], + "prepared_review_unit_hash": "fe384c84f685b6713f69120f6c4477bcf231615f7e1db123edf36478e6e843d6", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34070, + "estimated_input_tokens": 8518, + "estimated_eval_tokens": 17292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a true duplicate cluster: the items span many unrelated pipelines, models, and training failures. All soft edges were rejected because they describe different bugs or feature requests, not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 9227 is the strongest single representative if one must be chosen: it is a detailed, current, high-signal report with active discussion about a concrete FLUX training/runtime failure. That said, the surrounding items are not duplicates of it.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 9227 is the best overall issue to anchor the cluster because it is recent, substantive, and specific, while most other items are separate bug reports across different subsystems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3624", + "right": "issue:5171", + "accept": false, + "reason": "Both are TypeErrors, but the causes differ: one is an invalid getattr attribute name, the other is an unexpected `safety_checker` constructor argument." + }, + { + "left": "issue:10239", + "right": "issue:10314", + "accept": false, + "reason": "Same pipeline family, but one reports lack of `enable_sequential_cpu_offload()` support and the other reports NaN generation; these are distinct failure modes." + }, + { + "left": "issue:11721", + "right": "issue:8874", + "accept": false, + "reason": "Both mention load-time failures, but one is SanaPipeline crashing on load and the other is a CKPT single-file unpickling/weights-only error." + }, + { + "left": "issue:5670", + "right": "issue:9112", + "accept": false, + "reason": "Different bugs: non-square image generation in PixArtAlphaPipeline versus a tensor shape mismatch in Auraflow inference." + }, + { + "left": "issue:2310", + "right": "issue:5927", + "accept": false, + "reason": "These are unrelated inpaint/composition requests: LDM inpainting/LaMA cleaner versus IP-Adapter with Reference AdaIN/attn and Inpaint+Lama." + }, + { + "left": "issue:2332", + "right": "issue:2830", + "accept": false, + "reason": "One is an error after DreamBooth training; the other is a question about generating video with a ModelScope video model." + }, + { + "left": "issue:3029", + "right": "issue:3591", + "accept": false, + "reason": "Custom-resolution ControlNet support and an unintuitive ControlNet loss curve are different issues." + }, + { + "left": "issue:3109", + "right": "issue:953", + "accept": false, + "reason": "Both ask about smaller images, but they are separate requests with different target sizes and contexts." + }, + { + "left": "issue:3661", + "right": "issue:5344", + "accept": false, + "reason": "`from_ckpt` failing on SD 2.x weights is not the same as missing the `omegaconf` dependency." + }, + { + "left": "issue:1100", + "right": "issue:5109", + "accept": false, + "reason": "`CLIPTextTransformer` missing `.device` and LoRA loading failing in SDXL ControlNet img2img are different code paths and errors." + }, + { + "left": "issue:1524", + "right": "issue:2466", + "accept": false, + "reason": "Poor textual inversion training quality is unrelated to checkpoint limit behavior not limiting saved checkpoints." + }, + { + "left": "issue:2712", + "right": "issue:579", + "accept": false, + "reason": "One is a missing `norm_num_groups` config field, the other is a missing `config.json` file; these are separate config-loading problems." + }, + { + "left": "issue:4125", + "right": "issue:6565", + "accept": false, + "reason": "A LoRA loss-curve question is not the same as DPO diffusion training instability and noisy samples." + }, + { + "left": "issue:7538", + "right": "issue:7735", + "accept": false, + "reason": "Custom Fill50k-style training issues differ from a missing `caption_column` named `text`." + }, + { + "left": "issue:10446", + "right": "issue:7466", + "accept": false, + "reason": "Multi-GPU/model-sharding incompatibility with FluxControlNet and torch.compile failure for multi-ControlNet SDXL inpaint are different problems." + }, + { + "left": "issue:10450", + "right": "issue:9516", + "accept": false, + "reason": "A structural mismatch with `FluxSingleTransformerBlock` is not the same as `joint_attention_kwargs` not being passed through FLUX transformers." + }, + { + "left": "issue:11973", + "right": "issue:9163", + "accept": false, + "reason": "The DreamBooth LoRA script missing `--instance_prompt` is an argparse usage issue, while the other report is about tensor bugs in the same script." + }, + { + "left": "issue:1922", + "right": "issue:490", + "accept": false, + "reason": "An undefined notebook helper (`init_git_repo`) is unrelated to a general memory usage complaint." + }, + { + "left": "issue:2783", + "right": "issue:7303", + "accept": false, + "reason": "Creating an img2img/inpainting ControlNet pipeline and using `zero_snr` when constructing a scheduler are unrelated requests." + }, + { + "left": "issue:7276", + "right": "issue:9778", + "accept": false, + "reason": "Downloaded pretrained-model network errors are unrelated to a tutorial run bug." + }, + { + "left": "issue:8482", + "right": "issue:8577", + "accept": false, + "reason": "General SD3 model support and differential diffusion with SD3 are distinct feature requests." + }, + { + "left": "issue:9637", + "right": "issue:9876", + "accept": false, + "reason": "An xFormers attention-mask/bfloat16 sequence-length bug is different from VRAM not being released after LoRA training." + }, + { + "left": "issue:9227", + "right": "issue:9358", + "accept": false, + "reason": "Both concern `train_dreambooth_lora_flux.py`, but one is a broad runtime problem with FLUX.1-dev and the other is a specific redundant text-encoder reinitialization issue." + }, + { + "left": "issue:6363", + "right": "issue:6812", + "accept": false, + "reason": "FP16 gradient unscale errors in LoRA training and Q/K/V dtype mismatch errors are different training failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 233, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10896", + "issue:1099", + "issue:11033", + "issue:11486", + "issue:11824", + "issue:12501", + "issue:1260", + "issue:1290", + "issue:13001", + "issue:13298", + "issue:1363", + "issue:1546", + "issue:1604", + "issue:1857", + "issue:259", + "issue:3086", + "issue:3089", + "issue:3279", + "issue:3427", + "issue:3551", + "issue:3612", + "issue:4804", + "issue:4830", + "issue:5402", + "issue:541", + "issue:5570", + "issue:5605", + "issue:5712", + "issue:6055", + "issue:6073", + "issue:6141", + "issue:6446", + "issue:6520", + "issue:6530", + "issue:7441", + "issue:746", + "issue:7460", + "issue:7675", + "issue:7751", + "issue:8551", + "issue:8828", + "issue:8939", + "issue:9309", + "issue:9320", + "issue:9397", + "issue:9630", + "issue:9825" + ], + "soft_pairs": [ + "issue:1363|issue:746", + "issue:1546|issue:6055", + "issue:5605|issue:7675", + "issue:11033|issue:13001", + "issue:6520|issue:9630", + "issue:12501|issue:13298", + "issue:4804|issue:4830", + "issue:3279|issue:7751", + "issue:5402|issue:6073", + "issue:10896|issue:9825", + "issue:11824|issue:9309", + "issue:1290|issue:3086", + "issue:3089|issue:7460", + "issue:3427|issue:6530", + "issue:3612|issue:541", + "issue:5570|issue:6520", + "issue:5712|issue:7441", + "issue:6141|issue:9397", + "issue:1604|issue:3551", + "issue:6446|issue:9320", + "issue:8551|issue:8939", + "issue:1857|issue:259", + "issue:1099|issue:1260", + "issue:11486|issue:8828" + ], + "prepared_review_unit_hash": "06fc67c7c47daed60243db07bab16fbdd3cc1058c8b4e7cb87dda77200249624", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33352, + "estimated_input_tokens": 8338, + "estimated_eval_tokens": 16932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it\u2019s a broad grab bag of unrelated Diffusers issues spanning model loading, training scripts, scheduler bugs, feature requests, and platform-specific failures. The soft-similarity pairs mostly share generic words like \"error\" or \"support\" but do not describe the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1363", + "right": "issue:746", + "accept": false, + "reason": "Both mention ONNX-related workflows, but one is a long-prompt scheduler error in a community pipeline and the other is an img2img ONNX revision loading problem; different code paths and failures." + }, + { + "left": "issue:1546", + "right": "issue:6055", + "accept": false, + "reason": "Batched truncation warning causing an error is unrelated to a generic accelerate error; no shared bug." + }, + { + "left": "issue:5605", + "right": "issue:7675", + "accept": false, + "reason": "SDXL DreamBooth per-image caption support and MLX quantized linear support are separate feature requests for different subsystems." + }, + { + "left": "issue:11033", + "right": "issue:13001", + "accept": false, + "reason": "SD1.5 Unet from_single_file loading and Flux2.Klein GGUF shape mismatch are different model formats/loaders and not the same bug." + }, + { + "left": "issue:6520", + "right": "issue:9630", + "accept": false, + "reason": "Blank validation results in adapter training is unrelated to a flux-controlnet single-GPU/multi-GPU num_single_layers crash." + }, + { + "left": "issue:12501", + "right": "issue:13298", + "accept": false, + "reason": "A VAE decoder graph break and a CUDA generator-device bug are distinct runtime/device issues." + }, + { + "left": "issue:4804", + "right": "issue:4830", + "accept": false, + "reason": "Dictionary mutation in LoRA loading and MultiControlNet tensor-size mismatch are separate failures in different components." + }, + { + "left": "issue:3279", + "right": "issue:7751", + "accept": false, + "reason": "Checkpoint resume errors in DreamBooth LoRA and Animatediff conversion errors are unrelated training/conversion problems." + }, + { + "left": "issue:5402", + "right": "issue:6073", + "accept": false, + "reason": "Missing compute_snr import and a beginner DreamBooth setup error do not describe the same issue." + }, + { + "left": "issue:10896", + "right": "issue:9825", + "accept": false, + "reason": "SkyReels-A1 support and FLUX IPAdapter support are different feature additions." + }, + { + "left": "issue:11824", + "right": "issue:9309", + "accept": false, + "reason": "Multi-image FluxKontextPipeline errors and FluxControlNetPipeline snel bug are different pipeline-specific bugs." + }, + { + "left": "issue:1290", + "right": "issue:3086", + "accept": false, + "reason": "DreamArtist community pipeline work and an audio-to-image request are unrelated." + }, + { + "left": "issue:3089", + "right": "issue:7460", + "accept": false, + "reason": "A DDPM scheduler bug and an AdaLayerNorm bug are different code-path defects." + }, + { + "left": "issue:3427", + "right": "issue:6530", + "accept": false, + "reason": "makeavid-sd-jax and SDXL ControlNet K-diffusion are unrelated model/pipeline topics." + }, + { + "left": "issue:3612", + "right": "issue:541", + "accept": false, + "reason": "ControlNet creation/preprocessor support and SageMaker deployment questions are not the same bug or change." + }, + { + "left": "issue:5570", + "right": "issue:6520", + "accept": false, + "reason": "Missing compute_snr in a package release and blank validation output during adapter training are different problems." + }, + { + "left": "issue:5712", + "right": "issue:7441", + "accept": false, + "reason": "Windows/Python 3.12 install failure and pytest-on-python3.12 failure are platform-related but distinct issues." + }, + { + "left": "issue:6141", + "right": "issue:9397", + "accept": false, + "reason": "ControlNet control_mode/resize_mode support and Hyper-LoRA scheduler support are separate feature requests." + }, + { + "left": "issue:1604", + "right": "issue:3551", + "accept": false, + "reason": "A diffusers version compatibility break in lpw_stable_diffusion.py and LoRA disabling xFormers are different regressions." + }, + { + "left": "issue:6446", + "right": "issue:9320", + "accept": false, + "reason": "Colab minimal-loading failure for SD 2-1 and custom diffusion save/load issues are unrelated model-loading/training bugs." + }, + { + "left": "issue:8551", + "right": "issue:8939", + "accept": false, + "reason": "An SDXL inpaint device-map latent placement bug and a tokenizer-loading OSError for SD3 are different failures." + }, + { + "left": "issue:1857", + "right": "issue:259", + "accept": false, + "reason": "Poor test coverage for UnCLIP is not the same as a progress-bar fix." + }, + { + "left": "issue:1099", + "right": "issue:1260", + "accept": false, + "reason": "DreamBooth class-name handling and a missing DPMSolverMultistepScheduler import are unrelated issues." + }, + { + "left": "issue:11486", + "right": "issue:8828", + "accept": false, + "reason": "xFormers memory-efficient attention in a training script and an SD3 16GB training error are different training problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 234, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10045", + "issue:10569", + "issue:10800", + "issue:10952", + "issue:11199", + "issue:1161", + "issue:11700", + "issue:1181", + "issue:1207", + "issue:12624", + "issue:2132", + "issue:2646", + "issue:3010", + "issue:3338", + "issue:3401", + "issue:3412", + "issue:4229", + "issue:4376", + "issue:4438", + "issue:444", + "issue:4445", + 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"issue:10952|issue:7856", + "issue:4605|issue:7389", + "issue:1161|issue:4445", + "issue:1181|issue:4445", + "issue:3338|issue:4615" + ], + "prepared_review_unit_hash": "79c26fa95534836a286d0c953794aa88806acc514bcd438cdf313e632249b85b", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 33462, + "estimated_input_tokens": 8366, + "estimated_eval_tokens": 16988 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly superficial text matches, not true duplicates: they cover different pipelines, different error modes, and different feature requests. No pull requests are present.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the items span unrelated bugs/features across imports, adapters, training, and pipelines.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:9602 is the cleanest, most concrete bug report with a narrow adapter-name error, so it is the best practical triage anchor among these issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10569", + "right": "issue:10800", + "accept": false, + "reason": "Different problems: one is general CPU memory usage for HunyuanVideo, the other is a specific BnB int4 + sequential offload type error." + }, + { + "left": "issue:2646", + "right": "issue:444", + "accept": false, + "reason": "Both mention IndexError, but the contexts differ: tiled VAE vs. num_inference_steps scheduling behavior." + }, + { + "left": "issue:4376", + "right": "issue:4438", + "accept": false, + "reason": "Both are SDXL pipeline errors, but the titles indicate different call paths and likely different failures." + }, + { + "left": "issue:3401", + "right": "issue:5743", + "accept": false, + "reason": "One is about class_labels requirements for class embeddings; the other is a Latent Consistency Distillation training stall." + }, + { + "left": "issue:9602", + "right": "issue:9660", + "accept": false, + "reason": "Adapter-name mismatch versus from_pretrained failing to set modules to eval; distinct bugs and code paths." + }, + { + "left": "issue:10045", + "right": "issue:11199", + "accept": false, + "reason": "Importing pipelines is too broad to treat as a duplicate of a specific onnx_utils import failure." + }, + { + "left": "issue:1207", + "right": "issue:2132", + "accept": false, + "reason": "CUDA runtime symbol resolution error versus Accelerator.trackers attribute error; unrelated failures." + }, + { + "left": "issue:3010", + "right": "issue:3412", + "accept": false, + "reason": "One is distributed inference docs; the other is a separate stable diffusion docs update request." + }, + { + "left": "issue:5118", + "right": "issue:6530", + "accept": false, + "reason": "Different subject matter: ControlNet reference_only usage versus SDXL K-diffusion with ControlNet." + }, + { + "left": "issue:5371", + "right": "issue:9403", + "accept": false, + "reason": "Blip inpainting pipe support request versus Flux IPAdapter support; different features." + }, + { + "left": "issue:6093", + "right": "issue:9027", + "accept": false, + "reason": "Pruna push_to_hub behavior in one training script versus generic argument-name consistency; not the same bug." + }, + { + "left": "issue:7722", + "right": "issue:8234", + "accept": false, + "reason": "Animatediff + IPAdapter integration error versus ip_adapter_scale dict multiplication type error." + }, + { + "left": "issue:8801", + "right": "issue:9825", + "accept": false, + "reason": "Kolors support request versus FLUX IPAdapters support request; separate model families and feature asks." + }, + { + "left": "issue:8234", + "right": "issue:9495", + "accept": false, + "reason": "A scaling type error with IPAdapter Plus versus SDXL PAG with IPAdapter not working; different failures." + }, + { + "left": "issue:4907", + "right": "issue:5799", + "accept": false, + "reason": "Inpainting warning with SDXL versus adding a strength keyword to inpainting; related domain, but not the same issue." + }, + { + "left": "issue:4229", + "right": "issue:4534", + "accept": false, + "reason": "Multi-GPU accelerated training error versus SDXL dreambooth validation crash on mps; distinct environments and failure modes." + }, + { + "left": "issue:2646", + "right": "issue:761", + "accept": false, + "reason": "Both involve training/runtime errors, but tiled VAE IndexError and 8bit Adam DreamBooth failure are separate bugs." + }, + { + "left": "issue:11700", + "right": "issue:12624", + "accept": false, + "reason": "Pruna integration for loading pipelines versus requesting a strength parameter on wanimage-to-video; unrelated feature requests." + }, + { + "left": "issue:4933", + "right": "issue:782", + "accept": false, + "reason": "Dreambooth output artifact issue versus model download broken after use_auth_token removal; different subsystems." + }, + { + "left": "issue:6442", + "right": "issue:6445", + "accept": false, + "reason": "Unscale FP16 gradients error versus caption_column validation error; unrelated training script issues." + }, + { + "left": "issue:10952", + "right": "issue:7856", + "accept": false, + "reason": "Adapter-name lookup failure versus tokenizer token-collision warning; not the same bug." + }, + { + "left": "issue:4605", + "right": "issue:7389", + "accept": false, + "reason": "LongPromptWeighting inpaint model error versus SDXL from_single_file loading error; different pipeline operations." + }, + { + "left": "issue:1161", + "right": "issue:4445", + "accept": false, + "reason": "Flax-to-PyTorch conversion request versus general LoRA finetuning how-to question; unrelated." + }, + { + "left": "issue:1181", + "right": "issue:4445", + "accept": false, + "reason": "Training from scratch request versus LoRA finetuning question; different feature/support topics." + }, + { + "left": "issue:3338", + "right": "issue:4615", + "accept": false, + "reason": "Import slowdown versus missing StableDiffusionControlnetPipeline import; both import-related but not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 235, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10016", + "issue:10336", + "issue:10518", + "issue:10952", + "issue:11127", + "issue:11286", + "issue:11342", + "issue:11437", + "issue:11584", + "issue:11790", + "issue:12096", + "issue:13104", + "issue:13249", + "issue:1367", + "issue:1388", + "issue:1522", + "issue:1817", + "issue:1934", + "issue:1964", + "issue:2294", + "issue:2312", + "issue:2507", + "issue:2774", + "issue:2995", + "issue:3085", + "issue:3209", + "issue:3249", + "issue:3391", + "issue:4071", + "issue:4675", + "issue:4789", + "issue:4912", + "issue:4964", + "issue:5325", + "issue:557", + "issue:6705", + "issue:6823", + "issue:7450", + "issue:7572", + "issue:7706", + "issue:7770", + "issue:7799", + "issue:8534", + "issue:9003", + "issue:9393", + "issue:9546", + "issue:993" + ], + "soft_pairs": [ + "issue:10016|issue:7770", + "issue:2507|issue:557", + "issue:2995|issue:7572", + "issue:1388|issue:4675", + "issue:4912|issue:9003", + "issue:11584|issue:12096", + "issue:1934|issue:557", + "issue:11286|issue:11790", + "issue:11127|issue:13249", + "issue:1964|issue:4071", + "issue:3391|issue:4789", + "issue:6705|issue:9393", + "issue:7706|issue:7799", + "issue:2774|issue:4964", + "issue:5325|issue:993", + "issue:1367|issue:2312", + "issue:2294|issue:6823", + "issue:3209|issue:7450", + "issue:11437|issue:9546", + "issue:10336|issue:11342", + "issue:10518|issue:8534", + "issue:10952|issue:13104", + "issue:1522|issue:3249", + "issue:1817|issue:3085" + ], + "prepared_review_unit_hash": "6eb7f5dfb14cf0afad99b84357cf81c055942613b63447b2fa1ae3c786a45ff8", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33081, + "estimated_input_tokens": 8271, + "estimated_eval_tokens": 16798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a single duplicate cluster; the soft links are mostly superficial title similarity across unrelated bugs (loading, LoRA, offloading, training, memory, and pipeline issues). No pair is close enough to merge as the same underlying change or defect.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10016", + "right": "issue:7770", + "accept": false, + "reason": "Both mention loading/shapes, but 10016 is an empty-state-dict single-file SD3.5M positional embedding mismatch, while 7770 is a model+LoRA tensor shape mismatch in Python; different code paths and failure modes." + }, + { + "left": "issue:2507", + "right": "issue:557", + "accept": false, + "reason": "2507 is a safetensors loading performance complaint, while 557 is about DDIM output quality; same library area, not the same bug." + }, + { + "left": "issue:2995", + "right": "issue:7572", + "accept": false, + "reason": "2995 is a matrix multiplication shape mismatch in a model path, whereas 7572 is a dtype mismatch between input and bias; different root causes." + }, + { + "left": "issue:1388", + "right": "issue:4675", + "accept": false, + "reason": "1388 is about adapting a conversion script for SD 2.0, while 4675 is ControlNet Reference Only for SDXL; unrelated features." + }, + { + "left": "issue:4912", + "right": "issue:9003", + "accept": false, + "reason": "4912 is SDXL checkpoint conversion, while 9003 requests adjustable safety checker strength; no shared defect." + }, + { + "left": "issue:11584", + "right": "issue:12096", + "accept": false, + "reason": "Both involve group offloading, but 11584 is a torch.compile incompatibility on hunyuanvideo_frampack and 12096 is WanVACEPipeline failing with apply_group_offloading; different pipelines and failure specifics." + }, + { + "left": "issue:1934", + "right": "issue:557", + "accept": false, + "reason": "1934 concerns CPU offload memory usage, while 557 concerns DDIM generation quality; not the same issue." + }, + { + "left": "issue:11286", + "right": "issue:11790", + "accept": false, + "reason": "Both are LoRA loading problems, but the reports are not specific enough to show the same failing code path or identical adapter handling bug." + }, + { + "left": "issue:11127", + "right": "issue:13249", + "accept": false, + "reason": "11127 is a single-file Flux model compatibility issue, while 13249 says LoRA stopped working for Z-Image; different models and loading flows." + }, + { + "left": "issue:1964", + "right": "issue:4071", + "accept": false, + "reason": "1964 is a PyTorch 2.0 support planning issue, while 4071 requests Inpaint-only+lama support; unrelated." + }, + { + "left": "issue:3391", + "right": "issue:4789", + "accept": false, + "reason": "3391 is overexposed output in DeepFloyd super-resolution, while 4789 is a download failure for DeepFloyd IF; one is image quality, the other acquisition." + }, + { + "left": "issue:6705", + "right": "issue:9393", + "accept": false, + "reason": "6705 is an Accelerate/FSDP checkpoint save error during T2I training, while 9393 is a Deepspeed Flux LoRA model-save problem; both are save-related but not the same bug." + }, + { + "left": "issue:7706", + "right": "issue:7799", + "accept": false, + "reason": "7706 is CUDA OOM when loading a custom pipeline, while 7799 is a matmul shape mismatch in StableDiffusionInstructPix2Pix with IP-Adapter; different runtime failures." + }, + { + "left": "issue:2774", + "right": "issue:4964", + "accept": false, + "reason": "2774 is a controlnet safetensors-to-diffusers conversion error, while 4964 is a general SDXL model conversion request; not the same conversion problem." + }, + { + "left": "issue:5325", + "right": "issue:993", + "accept": false, + "reason": "5325 is about packaging type information distribution, while 993 is a fp16 dtype mismatch in stable diffusion; unrelated." + }, + { + "left": "issue:1367", + "right": "issue:2312", + "accept": false, + "reason": "1367 is about saving a scheduler config with custom trained_betas, while 2312 is an EMA save hook error in text-to-image finetuning; both touch saving, but different objects and failures." + }, + { + "left": "issue:2294", + "right": "issue:6823", + "accept": false, + "reason": "2294 is an ImportError for StableDiffusionVideoInpaintPipeline, while 6823 is a generic controlnet usage problem; not the same missing-symbol issue." + }, + { + "left": "issue:3209", + "right": "issue:7450", + "accept": false, + "reason": "3209 reports NaNs in AutoencoderKL encoder outputs for large images, while 7450 reports AutoencoderKL multi-thread issues; same component, different bug." + }, + { + "left": "issue:11437", + "right": "issue:9546", + "accept": false, + "reason": "11437 says training produces no outputs/validation images, while 9546 is Flux ControlNet validation running out of memory; one is missing artifacts, the other OOM." + }, + { + "left": "issue:10336", + "right": "issue:11342", + "accept": false, + "reason": "10336 is Sana activations exploding/clamping, while 11342 is Sana-sprint failing on MPS; different symptoms and likely different fixes." + }, + { + "left": "issue:10518", + "right": "issue:8534", + "accept": false, + "reason": "10518 flags a possible mistake in an SD3 LoRA training example script, while 8534 is wrong logit-normal weighting in SD3 dreambooth training; both are SD3 training issues but not the same defect." + }, + { + "left": "issue:10952", + "right": "issue:13104", + "accept": false, + "reason": "10952 is an adapter-name mismatch when loading LoRA in SDXLLongPromptWeightingPipeline, while 13104 is a generic 'Logger is not defined' error; unrelated." + }, + { + "left": "issue:1522", + "right": "issue:3249", + "accept": false, + "reason": "1522 is a UNet forward signature mismatch for encoder_hidden_states, while 3249 is AttnUpBlock2D not accepting upsample_size; both are API signature issues but different arguments and code paths." + }, + { + "left": "issue:1817", + "right": "issue:3085", + "accept": false, + "reason": "1817 is get_scheduler() rejecting num_cycles in Dreambooth, while 3085 is a cache-folder argument removal in config handling; distinct API breakages." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 236, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10045", + "issue:1037", + "issue:10514", + "issue:10675", + "issue:10772", + "issue:10833", + "issue:10994", + "issue:1101", + "issue:11342", + "issue:13034", + "issue:1961", + "issue:2098", + "issue:2268", + "issue:2299", + "issue:2390", + "issue:2645", + "issue:2747", + "issue:3391", + "issue:3487", + "issue:3631", + "issue:3901", + "issue:4134", + "issue:4305", + "issue:4390", + "issue:4445", + "issue:4554", + "issue:4665", + "issue:5335", + "issue:5429", + "issue:5592", + "issue:5687", + "issue:5689", + "issue:5703", + "issue:6141", + "issue:6243", + "issue:6517", + "issue:6818", + "issue:725", + "issue:7312", + "issue:7375", + "issue:7836", + "issue:785", + "issue:8523", + "issue:8834", + "issue:8898", + "issue:9397", + "issue:9799", + "issue:9822" + ], + "soft_pairs": [ + "issue:1961|issue:2268", + "issue:2299|issue:5592", + "issue:2645|issue:4134", + "issue:2747|issue:7375", + "issue:4445|issue:725", + "issue:5429|issue:9397", + "issue:6141|issue:7312", + "issue:10514|issue:11342", + "issue:3901|issue:4390", + "issue:6818|issue:8523", + "issue:2098|issue:3631", + "issue:3391|issue:3487", + "issue:10045|issue:6517", + "issue:10994|issue:9799", + "issue:1037|issue:1101", + "issue:10675|issue:9822", + "issue:4554|issue:7836", + "issue:4665|issue:8898", + "issue:5335|issue:785", + "issue:5689|issue:5703", + "issue:10833|issue:13034", + "issue:4305|issue:5687", + "issue:10772|issue:8834", + "issue:2390|issue:6243" + ], + "prepared_review_unit_hash": "f1814d658ed93bbe6133d40e22efbb7b2cfc4e6a0e5b9b1a9851aa8979e0d462", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33646, + "estimated_input_tokens": 8412, + "estimated_eval_tokens": 17080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of Diffusers issues spanning unrelated models, schedulers, docs, and runtime errors. The soft pairs mostly share only broad subsystem keywords, not the same concrete bug or feature change. No PRs are present.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 10045 is the broadest generic pipeline-import report and is the closest thing to an umbrella title, but the cluster is too mixed to support a strict duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 10045 is the best representative only because it is generic and broad; it does not actually cover the unrelated feature requests and bug reports in the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1961", + "right": "issue:2268", + "accept": false, + "reason": "Both mention ColossalAI, but they are generic, separate reports with no evidence of the same failure or code path." + }, + { + "left": "issue:2299", + "right": "issue:5592", + "accept": false, + "reason": "Both involve checkpoints, but they concern different models and different loading problems." + }, + { + "left": "issue:2645", + "right": "issue:4134", + "accept": false, + "reason": "Both are ControlNet-on-Mac issues, but one is a CUDA-availability assertion and the other is a tensor-shape mismatch." + }, + { + "left": "issue:2747", + "right": "issue:7375", + "accept": false, + "reason": "Both are docs-related, but they are clearly different documentation tasks." + }, + { + "left": "issue:4445", + "right": "issue:725", + "accept": false, + "reason": "A how-to question about LoRA finetuning is unrelated to adding device-map/accelerate support." + }, + { + "left": "issue:5429", + "right": "issue:9397", + "accept": false, + "reason": "These are different adapter/scheduler feature requests with no shared bug or change." + }, + { + "left": "issue:6141", + "right": "issue:7312", + "accept": false, + "reason": "Different feature requests in unrelated parts of the pipeline stack." + }, + { + "left": "issue:10514", + "right": "issue:11342", + "accept": false, + "reason": "Both are Sana-related, but one is a resolution-binning/sample-size limitation and the other is an MPS runtime failure." + }, + { + "left": "issue:3901", + "right": "issue:4390", + "accept": false, + "reason": "Both mention requirements, but one is missing requirements.txt and the other is a generic missing-requirements report." + }, + { + "left": "issue:6818", + "right": "issue:8523", + "accept": false, + "reason": "IP-Adapter unload/model-component reconstruction is unrelated to a generic playground CUDA error." + }, + { + "left": "issue:2098", + "right": "issue:3631", + "accept": false, + "reason": "Both are runtime exceptions, but they affect different API calls and do not point to the same underlying bug." + }, + { + "left": "issue:3391", + "right": "issue:3487", + "accept": false, + "reason": "Different pipelines and different failure modes: overexposure vs poor results with a specific scheduler." + }, + { + "left": "issue:10045", + "right": "issue:6517", + "accept": false, + "reason": "Both concern import failures, but 6517 is a specific ControlNet SDXL import traceback and not the same bug as the generic umbrella issue." + }, + { + "left": "issue:10994", + "right": "issue:9799", + "accept": false, + "reason": "Both are Flux tensor-shape/runtime problems, but the titles do not identify the same code path or defect." + }, + { + "left": "issue:1037", + "right": "issue:1101", + "accept": false, + "reason": "Different feature additions: a community pipeline vs a scheduler." + }, + { + "left": "issue:10675", + "right": "issue:9822", + "accept": false, + "reason": "Flux max_shift config and loading SDXL LoRAs into Flux are different problems." + }, + { + "left": "issue:4554", + "right": "issue:7836", + "accept": false, + "reason": "OOM in an example and CLIP overfitting are unrelated." + }, + { + "left": "issue:4665", + "right": "issue:8898", + "accept": false, + "reason": "Both are model-loading issues, but one is Windows safetensors/bin selection and the other is subfolder path resolution." + }, + { + "left": "issue:5335", + "right": "issue:785", + "accept": false, + "reason": "Completely unrelated deployment/network question vs scheduler performance issue." + }, + { + "left": "issue:5689", + "right": "issue:5703", + "accept": false, + "reason": "Both involve noise/schedulers, but they target different algorithms and different behaviors." + }, + { + "left": "issue:10833", + "right": "issue:13034", + "accept": false, + "reason": "Both are shape-related runtime bugs, but in different pipelines and with different manifestations." + }, + { + "left": "issue:4305", + "right": "issue:5687", + "accept": false, + "reason": "torch.compile graph breaks and duplicate timesteps are unrelated defects." + }, + { + "left": "issue:10772", + "right": "issue:8834", + "accept": false, + "reason": "A support request for Sana ControlNet and a question about releasing SD3 ControlNet training code are not duplicates." + }, + { + "left": "issue:2390", + "right": "issue:6243", + "accept": false, + "reason": "Both are adapter support requests, but they concern different adapters and different requested integrations." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 237, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10287", + "issue:10511", + "issue:10958", + "issue:1188", + "issue:12239", + "issue:12501", + "issue:1566", + "issue:1785", + "issue:1790", + "issue:2026", + "issue:2098", + "issue:2203", + "issue:2462", + "issue:2465", + "issue:3176", + "issue:3181", + "issue:322", + "issue:3221", + "issue:3366", + "issue:3694", + "issue:4071", + "issue:4148", + "issue:4306", + "issue:4675", + "issue:4724", + "issue:5070", + "issue:5118", + "issue:5124", + "issue:5168", + "issue:5595", + "issue:5605", + "issue:5607", + "issue:5670", + "issue:6331", + "issue:6661", + "issue:7012", + "issue:7480", + "issue:817", + "issue:8801", + "issue:8885", + "issue:8989", + "issue:9112", + "issue:9216", + "issue:9237", + "issue:9763", + "issue:9856", + "issue:9930" + ], + "soft_pairs": [ + "issue:4148|issue:6331", + "issue:5070|issue:5605", + "issue:5168|issue:8801", + "issue:1566|issue:5124", + "issue:10958|issue:9112", + "issue:1790|issue:2465", + "issue:5595|issue:5670", + "issue:8885|issue:9763", + "issue:2026|issue:4724", + "issue:4071|issue:4675", + "issue:5118|issue:9216", + "issue:6661|issue:7480", + "issue:12501|issue:9856", + "issue:3221|issue:3366", + "issue:8989|issue:9930", + "issue:10511|issue:12239", + "issue:1188|issue:322", + "issue:2462|issue:4071", + "issue:3176|issue:3181", + "issue:10287|issue:9237", + "issue:1785|issue:5607", + "issue:2098|issue:4306", + "issue:2203|issue:817", + "issue:3694|issue:7012" + ], + "prepared_review_unit_hash": "015503ad746abde62e3a8e98b428ec9218210984b6be762b557a686e13602f4f", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33242, + "estimated_input_tokens": 8311, + "estimated_eval_tokens": 16878 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft pairs look like false positives: they span different pipelines, models, or unrelated support topics, so there is no real duplicate cluster here.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 9237 is the strongest standalone report in the set: it is concrete, highly discussed, and has inbound references, so it is the best representative issue if one must pick an anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 9237 is the most substantive and actionable issue among the items, with the clearest bug context and the most discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4148", + "right": "issue:6331", + "accept": false, + "reason": "Both mention inpainting, but one is an SDXL model-config error and the other is a SAG feature request; different problems." + }, + { + "left": "issue:5070", + "right": "issue:5605", + "accept": false, + "reason": "ControlNet example tweak vs SDXL Dreambooth caption support are unrelated changes." + }, + { + "left": "issue:5168", + "right": "issue:8801", + "accept": false, + "reason": "Different model support requests (ControlNet-XS vs Kolors), not the same bug or change." + }, + { + "left": "issue:1566", + "right": "issue:5124", + "accept": false, + "reason": "Dreambooth fp16 checkpoint crash and checkpoint fine-tuning usage question are unrelated." + }, + { + "left": "issue:10958", + "right": "issue:9112", + "accept": false, + "reason": "Different pipelines and failures: CogView4 meta-tensor copy error vs Auraflow tensor-size mismatch." + }, + { + "left": "issue:1790", + "right": "issue:2465", + "accept": false, + "reason": "Both are training questions, but one asks how training works and the other asks for a reproducible Dreambooth recipe; not duplicates." + }, + { + "left": "issue:5595", + "right": "issue:5670", + "accept": false, + "reason": "Both are shape-related runtime errors, but they affect different pipelines and error paths." + }, + { + "left": "issue:8885", + "right": "issue:9763", + "accept": false, + "reason": "Custom Diffusion install/loader issue is unrelated to Flux ControlNet token truncation during training." + }, + { + "left": "issue:2026", + "right": "issue:4724", + "accept": false, + "reason": "Different pipelines and failures: PaintByExample cpu offload vs SDXL img2img checkpoint behavior." + }, + { + "left": "issue:4071", + "right": "issue:4675", + "accept": false, + "reason": "Both are feature requests around special conditioning, but they target different capabilities and code paths." + }, + { + "left": "issue:5118", + "right": "issue:9216", + "accept": false, + "reason": "Reference-only ControlNet usage question is unrelated to a custom multi-model pipeline proposal." + }, + { + "left": "issue:6661", + "right": "issue:7480", + "accept": false, + "reason": "Both involve OOMs, but on different hardware/model setups and different workflows." + }, + { + "left": "issue:12501", + "right": "issue:9856", + "accept": false, + "reason": "VAE graph-break issue and distributed port collision are unrelated." + }, + { + "left": "issue:3221", + "right": "issue:3366", + "accept": false, + "reason": "Both touch LoRA/attention-related areas, but one is a load_attn_procs version problem and the other is an autocast regression." + }, + { + "left": "issue:8989", + "right": "issue:9930", + "accept": false, + "reason": "Stable Audio sequential offloading and PAG adaptive scale are different features with different failures." + }, + { + "left": "issue:10511", + "right": "issue:12239", + "accept": false, + "reason": "Scheduler redesign for SD3/Flux and InfiniteTalk support are unrelated requests." + }, + { + "left": "issue:1188", + "right": "issue:322", + "accept": false, + "reason": "A new CLIPSeg+Stable Diffusion pipeline request is unrelated to V-Diffusion from Katherine." + }, + { + "left": "issue:2462", + "right": "issue:4071", + "accept": false, + "reason": "IterableDataset training support and inpaint-only/lama support are different feature requests." + }, + { + "left": "issue:3176", + "right": "issue:3181", + "accept": false, + "reason": "Both are TensorRT example problems, but the reported errors and likely code paths differ; not enough to treat as one bug." + }, + { + "left": "issue:10287", + "right": "issue:9237", + "accept": false, + "reason": "Documentation example issue vs Flux Dreambooth LoRA training bug are unrelated." + }, + { + "left": "issue:1785", + "right": "issue:5607", + "accept": false, + "reason": "UnCLIP num_images_per_prompt bug and a tensor-size mismatch error are different failures." + }, + { + "left": "issue:2098", + "right": "issue:4306", + "accept": false, + "reason": "Torch.randn argument error and StableDiffusionReferencePipeline index error are unrelated." + }, + { + "left": "issue:2203", + "right": "issue:817", + "accept": false, + "reason": "Dreambooth download-path question and mixed-precision bug are unrelated." + }, + { + "left": "issue:3694", + "right": "issue:7012", + "accept": false, + "reason": "Missing config/model files in the pokemon example and v_prediction image quality issues are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 238, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10428", + "issue:10448", + "issue:11050", + "issue:11275", + "issue:1141", + "issue:11648", + "issue:11938", + "issue:12575", + "issue:1343", + "issue:13506", + "issue:1477", + "issue:1519", + "issue:1537", + "issue:201", + "issue:2161", + "issue:2326", + "issue:2377", + "issue:2440", + "issue:2518", + "issue:2552", + "issue:2737", + "issue:2772", + "issue:2784", + "issue:3043", + "issue:3073", + "issue:3986", + "issue:4213", + "issue:4488", + "issue:4593", + "issue:4764", + "issue:4846", + "issue:4912", + "issue:5515", + "issue:5553", + "issue:5731", + "issue:6321", + "issue:6463", + "issue:6561", + "issue:6742", + "issue:7519", + "issue:7661", + "issue:7841", + "issue:8463", + "issue:8759", + "issue:9047", + "issue:9241", + "issue:9299", + "issue:9899" + ], + "soft_pairs": [ + "issue:10428|issue:9299", + "issue:10448|issue:11648", + "issue:1141|issue:4912", + "issue:1343|issue:2518", + "issue:201|issue:2377", + "issue:2161|issue:2552", + "issue:5731|issue:6463", + "issue:6561|issue:7661", + "issue:7519|issue:7841", + "issue:9241|issue:9899", + "issue:5515|issue:5553", + "issue:12575|issue:13506", + "issue:1519|issue:1537", + "issue:1477|issue:2440", + "issue:11938|issue:9047", + "issue:11050|issue:8759", + "issue:2784|issue:4846", + "issue:4488|issue:6742", + "issue:2737|issue:3986", + "issue:2772|issue:4593", + "issue:3043|issue:3073", + "issue:4213|issue:6321", + "issue:11275|issue:8463", + "issue:2326|issue:4764" + ], + "prepared_review_unit_hash": "22e9d1d571e0f312e13db9ea740eb82a07d2993a14b022c10c2a4af99c174fcb", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33552, + "estimated_input_tokens": 8388, + "estimated_eval_tokens": 17032 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of unrelated issues from very different areas (Flux/NPU, DDUF mmap, training dtype, VAE bugs, local files, LoRA conversion/loading, attention backends, scheduler/runtime errors, etc.). The soft edges look like title-only similarity false positives rather than duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10428", + "right": "issue:9299", + "accept": false, + "reason": "Flux on Ascend NPU vs Flux CUDA graph position embeddings; different hardware and problem types." + }, + { + "left": "issue:10448", + "right": "issue:11648", + "accept": false, + "reason": "DDUF mmap loading vs LoRA weight loading on fp8 transformer models; unrelated feature requests." + }, + { + "left": "issue:1141", + "right": "issue:4912", + "accept": false, + "reason": "Local custom pipeline files vs converting CivitAI SDXL checkpoints; both about loading but different workflows." + }, + { + "left": "issue:1343", + "right": "issue:2518", + "accept": false, + "reason": "Default xformers enablement vs missing xformers support in one training script; different scope and fix." + }, + { + "left": "issue:201", + "right": "issue:2377", + "accept": false, + "reason": "Attention class tests vs EMAModel tests; unrelated testing tasks." + }, + { + "left": "issue:2161", + "right": "issue:2552", + "accept": false, + "reason": "LoRA training on inpainting model vs inpainting pipeline tutorial question; one bug/feature, one documentation/support issue." + }, + { + "left": "issue:5731", + "right": "issue:6463", + "accept": false, + "reason": "AutoencoderKL logvar implementation bug vs missing audio_diffusion pipeline; unrelated components." + }, + { + "left": "issue:6561", + "right": "issue:7661", + "accept": false, + "reason": "Missing IP-Adapter config file vs animate diff with IP-Adapter-loaded UNet; different failure modes." + }, + { + "left": "issue:7519", + "right": "issue:7841", + "accept": false, + "reason": "xFormers scale kwarg warning vs SDXL red-dot visualization artifact; not the same bug." + }, + { + "left": "issue:9241", + "right": "issue:9899", + "accept": false, + "reason": "XLab LoRA conversion script vs converting a transformer (not UNet) to checkpoint; different conversion targets." + }, + { + "left": "issue:5515", + "right": "issue:5553", + "accept": false, + "reason": "LCM pipeline missing scheduler vs DiffusionPipeline loading custom model; both load-related but distinct code paths." + }, + { + "left": "issue:12575", + "right": "issue:13506", + "accept": false, + "reason": "Chroma attention backend check error vs Sage attention with ring-attention; different backend compatibility issues." + }, + { + "left": "issue:1519", + "right": "issue:1537", + "accept": false, + "reason": "Noisy batch output on Apple M2 vs MPS scheduler behavior; both Apple-related but different symptoms and fixes." + }, + { + "left": "issue:1477", + "right": "issue:2440", + "accept": false, + "reason": "CUDA cublas GEMM invalid value vs inpainting load float16 error; unrelated runtime failures." + }, + { + "left": "issue:11938", + "right": "issue:9047", + "accept": false, + "reason": "RMSNorm registration bug vs Flux not working on MPS; different modules and platforms." + }, + { + "left": "issue:11050", + "right": "issue:8759", + "accept": false, + "reason": "bf16/fp16 prompt embed dtype casting in training vs SD3 image_processor NaN cast warning; different tensor paths." + }, + { + "left": "issue:2784", + "right": "issue:4846", + "accept": false, + "reason": "Dreambooth for text2video request vs strange Dreambooth results; one feature request, one training quality report." + }, + { + "left": "issue:4488", + "right": "issue:6742", + "accept": false, + "reason": "SDXL checkpoint loading without pipeline_class vs checkpointing changes DownBlockMotion behavior; unrelated loading vs execution bug." + }, + { + "left": "issue:2737", + "right": "issue:3986", + "accept": false, + "reason": "CLIP guidance for DPMSolverMultistepScheduler vs mesh output for ShapEPipeline; different pipeline features." + }, + { + "left": "issue:2772", + "right": "issue:4593", + "accept": false, + "reason": "Local dataset handling in train_controlnet.py vs LoRA rank too high for Automatic1111 imports; unrelated training vs LoRA compatibility." + }, + { + "left": "issue:3043", + "right": "issue:3073", + "accept": false, + "reason": "Add ODISE vs add consistency models; distinct model additions." + }, + { + "left": "issue:4213", + "right": "issue:6321", + "accept": false, + "reason": "from_single_file() SDXL loading without accelerate vs CLIP model not detected; unrelated loading dependencies." + }, + { + "left": "issue:11275", + "right": "issue:8463", + "accept": false, + "reason": "VAE ResnetUpsampleBlock2D NoneType addition error vs InstructP2P-SDXL tokenizer NoneType error; different failing components." + }, + { + "left": "issue:2326", + "right": "issue:4764", + "accept": false, + "reason": "Converting LoRA to safetensors/ckpt vs loading an OFT-generated LoRA; both LoRA-related but distinct formats and failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 239, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10653", + "issue:10757", + "issue:1188", + "issue:11922", + "issue:11989", + "issue:12653", + "issue:13015", + "issue:1895", + "issue:1969", + "issue:1992", + "issue:201", + "issue:2571", + "issue:321", + "issue:3222", + "issue:3377", + "issue:3422", + "issue:3487", + "issue:3582", + "issue:3771", + "issue:3829", + "issue:3974", + "issue:4171", + "issue:4185", + "issue:4194", + "issue:4304", + "issue:4436", + "issue:4913", + "issue:5150", + "issue:5168", + "issue:5605", + "issue:5849", + "issue:5968", + "issue:6141", + "issue:6383", + "issue:6412", + "issue:6530", + "issue:6928", + "issue:7061", + "issue:7080", + "issue:7421", + "issue:7568", + "issue:7877", + "issue:7985", + "issue:8234", + "issue:9062", + "issue:9511", + "issue:9611", + "issue:9889" + ], + "soft_pairs": [ + "issue:3377|issue:4304", + "issue:3422|issue:6928", + "issue:3829|issue:7421", + "issue:4171|issue:7061", + "issue:5150|issue:6383", + "issue:5968|issue:6412", + "issue:7568|issue:9889", + "issue:7985|issue:8234", + "issue:2571|issue:5849", + "issue:12653|issue:13015", + "issue:1188|issue:321", + "issue:1992|issue:201", + "issue:3487|issue:3582", + "issue:3974|issue:5168", + "issue:6141|issue:9511", + "issue:11922|issue:9611", + "issue:5605|issue:7877", + "issue:10757|issue:9062", + "issue:4194|issue:4436", + "issue:4913|issue:6530", + "issue:1895|issue:1969", + "issue:3222|issue:4185", + "issue:3771|issue:7080", + "issue:10653|issue:11989" + ], + "prepared_review_unit_hash": "d407189abfc2980d03ed7c0d91badf5ffedba3b44600aa6439c5c30b37f2bc65", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33975, + "estimated_input_tokens": 8494, + "estimated_eval_tokens": 17244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly false positives: they share broad themes like diffusion, ControlNet, ONNX, or device handling, but the concrete bugs/feature requests are different. No single duplicate cluster emerges.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue stands out; the items span unrelated bugs, feature requests, docs issues, and training/inference failures rather than one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative of a duplicate set, so there is no suitable best canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3377", + "right": "issue:4304", + "accept": false, + "reason": "Both concern training, but one is about SNR weighting and the other about adding SDXL LoRA support; different requests." + }, + { + "left": "issue:3422", + "right": "issue:6928", + "accept": false, + "reason": "Unrelated features: disabling the safety checker vs adding a depthmap colorization option." + }, + { + "left": "issue:3829", + "right": "issue:7421", + "accept": false, + "reason": "Both touch determinism/reproducibility, but one is ONNX text-to-image output variance and the other is seed handling in K-Diffusion; different code paths." + }, + { + "left": "issue:4171", + "right": "issue:7061", + "accept": false, + "reason": "One is a homepage render bug, the other an incorrect docstring; not the same underlying issue." + }, + { + "left": "issue:5150", + "right": "issue:6383", + "accept": false, + "reason": "Missing from_single_file support is unrelated to scheduler multi-stage learning rates." + }, + { + "left": "issue:5968", + "right": "issue:6412", + "accept": false, + "reason": "Both mention ONNX, but one is video conversion scripts and the other is ControlNet annotators; different deliverables." + }, + { + "left": "issue:7568", + "right": "issue:9889", + "accept": false, + "reason": "Prompt-token interpolation is unrelated to an sdxl-turbo segmentation fault." + }, + { + "left": "issue:7985", + "right": "issue:8234", + "accept": false, + "reason": "Both involve IPAdapter, but one is torch.compile incompatibility and the other is a dict-vs-tensor scaling error; different bugs." + }, + { + "left": "issue:2571", + "right": "issue:5849", + "accept": false, + "reason": "Different failures: missing ProjectConfiguration import vs a training script main() signature error." + }, + { + "left": "issue:12653", + "right": "issue:13015", + "accept": false, + "reason": "Both are device/dtype-related, but one is MPS rope float64 handling and the other is an NPU tensor placement error; not the same fix." + }, + { + "left": "issue:1188", + "right": "issue:321", + "accept": false, + "reason": "A CLIPSeg+Stable Diffusion pipeline request is unrelated to the Blended Diffusion feature request." + }, + { + "left": "issue:1992", + "right": "issue:201", + "accept": false, + "reason": "A JAX attention refactor proposal and an attention test request are not duplicates." + }, + { + "left": "issue:3487", + "right": "issue:3582", + "accept": false, + "reason": "Both mention inpaint strength, but the reported symptoms and pipelines differ; not clearly one underlying bug." + }, + { + "left": "issue:3974", + "right": "issue:5168", + "accept": false, + "reason": "Support for `.safetensors` in a ControlNet inpaint pipeline is different from requesting ControlNet-XS support." + }, + { + "left": "issue:6141", + "right": "issue:9511", + "accept": false, + "reason": "ControlNet parameter support vs multi-controlnet batching are different enhancement areas." + }, + { + "left": "issue:11922", + "right": "issue:9611", + "accept": false, + "reason": "A general FLUX.1-Fill-dev running problem is not the same as a specific batching error in FluxImg2Img/FluxInpaint." + }, + { + "left": "issue:5605", + "right": "issue:7877", + "accept": false, + "reason": "Per-image caption support for dreambooth is unrelated to adding an out_dim argument to Attention." + }, + { + "left": "issue:10757", + "right": "issue:9062", + "accept": false, + "reason": "A variable rename in a conversion script is unrelated to an import error for StableAudioPipeline." + }, + { + "left": "issue:4194", + "right": "issue:4436", + "accept": false, + "reason": "Both involve VAE/conversion, but one is a from_single_file inference issue and the other is a CIVITAI safetensors conversion request." + }, + { + "left": "issue:4913", + "right": "issue:6530", + "accept": false, + "reason": "Different ControlNet topics: openpose SDXL support vs K-diffusion with ControlNet." + }, + { + "left": "issue:1895", + "right": "issue:1969", + "accept": false, + "reason": "EMA updates in multi-GPU training are unrelated to a tensor view/stride runtime error." + }, + { + "left": "issue:3222", + "right": "issue:4185", + "accept": false, + "reason": "Custom diffusion training output missing a weights file is unrelated to black inference images in SDXL ControlNet." + }, + { + "left": "issue:3771", + "right": "issue:7080", + "accept": false, + "reason": "A broken CKPT-to-Diffusers conversion path is different from a training-time wandb inference-output mismatch." + }, + { + "left": "issue:10653", + "right": "issue:11989", + "accept": false, + "reason": "bitsandbytes CPU transfer limitations are unrelated to a black-output inference problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 240, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10194", + "issue:10311", + "issue:1062", + "issue:10705", + "issue:10891", + "issue:10893", + "issue:11218", + "issue:12141", + "issue:12412", + "issue:13053", + "issue:13191", + "issue:1594", + "issue:1643", + "issue:1730", + "issue:1831", + "issue:1976", + "issue:2311", + "issue:2645", + "issue:2841", + "issue:2875", + "issue:2883", + "issue:3336", + "issue:3591", + "issue:3826", + "issue:3975", + "issue:4217", + "issue:4376", + "issue:4551", + "issue:460", + "issue:4773", + "issue:4782", + "issue:4815", + "issue:4826", + "issue:5002", + "issue:5166", + "issue:5412", + "issue:5605", + "issue:5719", + "issue:5984", + "issue:696", + "issue:7191", + "issue:7408", + "issue:834", + "issue:8752", + "issue:9063", + "issue:911", + "issue:9181", + "issue:9188" + ], + "soft_pairs": [ + "issue:2645|issue:4826", + "issue:4782|issue:4815", + "issue:10194|issue:9188", + "issue:10311|issue:11218", + "issue:10893|issue:13053", + "issue:1594|issue:2883", + "issue:1976|issue:911", + "issue:2311|issue:3336", + "issue:3826|issue:7408", + "issue:1062|issue:1730", + "issue:10705|issue:9063", + "issue:12412|issue:13191", + "issue:2875|issue:3591", + "issue:4376|issue:8752", + "issue:4217|issue:4773", + "issue:10891|issue:12141", + "issue:2841|issue:5605", + "issue:3975|issue:5719", + "issue:1643|issue:696", + "issue:460|issue:834", + "issue:5002|issue:5166", + "issue:1831|issue:4551", + "issue:7191|issue:9181", + "issue:5412|issue:5984" + ], + "prepared_review_unit_hash": "207ddd6ef456154d3a23be8f15f6afdb2df220f257fe39739f5b91bed903186f", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33456, + "estimated_input_tokens": 8364, + "estimated_eval_tokens": 16984 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very noisy: the items span many unrelated bugs and feature requests, and none of the soft-similarity pairs look like true duplicates of the same underlying change or defect.", + "confidence": 0.37, + "canonical_issue_reason": "issue:9063 is the best single anchor only because it is the most concrete Flux-related bug report in the set; the other Flux items are broader or different requests (attention masking, outpainting, pipeline reuse) rather than the same failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:9063 is the most suitable global representative for this cluster because it has a specific, reproducible technical problem and is closer to the only loose thematic overlap in the set (Flux pipeline issues).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2645", + "right": "issue:4826", + "accept": false, + "reason": "Both are ControlNet-related, but one is a macOS CUDA assertion and the other is a MultiControlNet reference error; different code paths and fixes." + }, + { + "left": "issue:4782", + "right": "issue:4815", + "accept": false, + "reason": "Both mention inpainting, but one is a mask correctness bug and the other is a feature request for latents-only inputs; not the same issue." + }, + { + "left": "issue:10194", + "right": "issue:9188", + "accept": false, + "reason": "Both are Flux-related, but attention masking support and outpainting are different features/problems." + }, + { + "left": "issue:10311", + "right": "issue:11218", + "accept": false, + "reason": "Both are import errors, but they involve different scripts and different missing symbols/packages." + }, + { + "left": "issue:10893", + "right": "issue:13053", + "accept": false, + "reason": "These are separate model integration feature requests for different pipelines/models." + }, + { + "left": "issue:1594", + "right": "issue:2883", + "accept": false, + "reason": "Both are about video generation, but one asks for img2img video generation and the other for an image-to-video pipeline; not the same concrete change." + }, + { + "left": "issue:1976", + "right": "issue:911", + "accept": false, + "reason": "A tokenizer/config file lookup error is unrelated to a bad Dreambooth config report." + }, + { + "left": "issue:2311", + "right": "issue:3336", + "accept": false, + "reason": "Different scheduler features with different algorithms and requested behavior." + }, + { + "left": "issue:3826", + "right": "issue:7408", + "accept": false, + "reason": "Different new pipeline proposals with no shared code-path or bug." + }, + { + "left": "issue:1062", + "right": "issue:1730", + "accept": false, + "reason": "Both touch Dreambooth, but one is about reproducibility and the other about CKPT conversion/webui compatibility." + }, + { + "left": "issue:10705", + "right": "issue:9063", + "accept": false, + "reason": "Both mention Flux, but one is a pipeline reuse slowdown and the other is a tokenizer instantiation/import-style error." + }, + { + "left": "issue:12412", + "right": "issue:13191", + "accept": false, + "reason": "Separate feature requests for different model families." + }, + { + "left": "issue:2875", + "right": "issue:3591", + "accept": false, + "reason": "Both mention training metrics, but one is a text-to-image training NaN bug and the other is a ControlNet loss-curve question." + }, + { + "left": "issue:4376", + "right": "issue:8752", + "accept": false, + "reason": "Both involve loading/model import behavior, but the failures are different: textual inversion crash vs offline from_single_file loading." + }, + { + "left": "issue:4217", + "right": "issue:4773", + "accept": false, + "reason": "Both involve model loading, but one is safetensors load performance and the other is LoRA loading support." + }, + { + "left": "issue:10891", + "right": "issue:12141", + "accept": false, + "reason": "Both are dtype/precision issues, but they affect different pipelines and different conversion paths." + }, + { + "left": "issue:2841", + "right": "issue:5605", + "accept": false, + "reason": "A scheduler temperature feature request is unrelated to SDXL Dreambooth per-image caption support." + }, + { + "left": "issue:3975", + "right": "issue:5719", + "accept": false, + "reason": "Both are about loading-related messaging, but one is a typo fix and the other is file-selection logic for LoRA weights." + }, + { + "left": "issue:1643", + "right": "issue:696", + "accept": false, + "reason": "Both are Dreambooth-related, but one is an xformers API mismatch and the other is CUDA OOM; different root causes." + }, + { + "left": "issue:460", + "right": "issue:834", + "accept": false, + "reason": "ONNX runtime dependency selection is unrelated to CPU under-utilization." + }, + { + "left": "issue:5002", + "right": "issue:5166", + "accept": false, + "reason": "Different scheduler/VQ-VAE missing-parameter issues with no shared code-path." + }, + { + "left": "issue:1831", + "right": "issue:4551", + "accept": false, + "reason": "Both are Dreambooth training issues, but one is class-image precision mismatch and the other is an SDXL crash." + }, + { + "left": "issue:7191", + "right": "issue:9181", + "accept": false, + "reason": "The titles are both about odd pipeline behavior, but one is an import problem and the other is a visual noise artifact in ControlNet." + }, + { + "left": "issue:5412", + "right": "issue:5984", + "accept": false, + "reason": "Both are SDXL Dreambooth LoRA training issues, but one is checkpoint resumption failure and the other is fp16 RAM usage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 241, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10227", + "issue:1033", + "issue:10710", + "issue:10928", + "issue:1106", + "issue:1156", + "issue:1478", + "issue:1572", + "issue:1657", + "issue:1805", + "issue:1909", + "issue:2083", + "issue:2214", + "issue:2277", + "issue:2447", + "issue:2480", + "issue:2769", + "issue:3113", + "issue:322", + "issue:3564", + "issue:3963", + "issue:4042", + "issue:4349", + "issue:4638", + "issue:4704", + "issue:4727", + "issue:4806", + "issue:5079", + "issue:5476", + "issue:5616", + "issue:5953", + "issue:6093", + "issue:6201", + "issue:6372", + "issue:6427", + "issue:6513", + "issue:684", + "issue:713", + "issue:7276", + "issue:7390", + "issue:7454", + "issue:8228", + "issue:8373", + "issue:8495", + "issue:8588", + "issue:8671", + "issue:9078", + "issue:9241" + ], + "soft_pairs": [ + "issue:7390|issue:8228", + "issue:1156|issue:684", + "issue:10227|issue:10710", + "issue:5616|issue:6427", + "issue:10928|issue:8495", + "issue:1106|issue:2480", + "issue:1657|issue:5476", + "issue:1805|issue:322", + "issue:1909|issue:2083", + "issue:2214|issue:2769", + "issue:2277|issue:6093", + "issue:2447|issue:713", + "issue:3113|issue:4042", + "issue:3564|issue:6372", + "issue:4349|issue:6201", + "issue:4638|issue:9078", + "issue:5079|issue:6513", + "issue:7454|issue:9241", + "issue:8588|issue:8671", + "issue:1478|issue:5953", + "issue:4704|issue:7276", + "issue:3963|issue:4727", + "issue:1033|issue:1572", + "issue:4806|issue:8373" + ], + "prepared_review_unit_hash": "aab8b3e1f96b11aa947584cfb7b3b454318c0b9215537b3ca9081374cd1a2a3c", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33745, + "estimated_input_tokens": 8437, + "estimated_eval_tokens": 17130 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster emerges here: the soft-edge pairs are mostly generic token matches across unrelated issues. All soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:7390", + "right": "issue:8228", + "accept": false, + "reason": "Both mention loading problems, but one is about SDXL ControlNet inpaint from_single_file and the other about CLIPTextModel loading in a conversion path; different failure modes and code paths." + }, + { + "left": "issue:1156", + "right": "issue:684", + "accept": false, + "reason": "Both are training-related, but one is a generic training failure and the other is AMD-specific memory optimization issues; not the same bug." + }, + { + "left": "issue:10227", + "right": "issue:10710", + "accept": false, + "reason": "LoRA NotImplementedError vs DDUF support question; unrelated functionality." + }, + { + "left": "issue:5616", + "right": "issue:6427", + "accept": false, + "reason": "Both concern model conversion/loading errors, but the SDXL safetensors load error and diffusers-to-ckpt conversion bug are different problems." + }, + { + "left": "issue:10928", + "right": "issue:8495", + "accept": false, + "reason": "Both are format/load errors, but one is missing fp16 UNet weights and the other is a tokenizer enum parsing failure in SD3." + }, + { + "left": "issue:1106", + "right": "issue:2480", + "accept": false, + "reason": "PNDM repeatedly calling UNet is a scheduler/runtime issue; the DreamBooth checkpoint folder issue is a training-output path problem." + }, + { + "left": "issue:1657", + "right": "issue:5476", + "accept": false, + "reason": "Kaggle DreamBooth examples request vs whether xformers-trained weights can load without xformers; unrelated." + }, + { + "left": "issue:1805", + "right": "issue:322", + "accept": false, + "reason": "Request for a scalable diffusion pipeline vs a V-Diffusion feature request; not the same change." + }, + { + "left": "issue:1909", + "right": "issue:2083", + "accept": false, + "reason": "Both involve generators, but one is a general API mismatch between pipelines and schedulers, while the other is a specific DDIMScheduler eta failure; not the same bug." + }, + { + "left": "issue:2214", + "right": "issue:2769", + "accept": false, + "reason": "NSFW filter issue vs model round-trip conversion corruption; unrelated." + }, + { + "left": "issue:2277", + "right": "issue:6093", + "accept": false, + "reason": "Wrong attention_head_dim length in UNet config vs push_to_hub behavior in SDXL consistency-model LoRA training; different components." + }, + { + "left": "issue:2447", + "right": "issue:713", + "accept": false, + "reason": "LoRA loading error vs generic training error; too vague to be the same underlying bug." + }, + { + "left": "issue:3113", + "right": "issue:4042", + "accept": false, + "reason": "Cross-attention layout control feature request vs combining reference-only with inpainting/depth control; related area but different requested capability." + }, + { + "left": "issue:3564", + "right": "issue:6372", + "accept": false, + "reason": "Uni-ControlNet support and SVD + ControlNet are different pipeline feature requests." + }, + { + "left": "issue:4349", + "right": "issue:6201", + "accept": false, + "reason": "Upscale pipeline missing text_encoder when prompt_embeds are supplied vs stable diffusion prompt-encoding fallback bug; different prompt-handling paths." + }, + { + "left": "issue:4638", + "right": "issue:9078", + "accept": false, + "reason": "SDXL textual inversion loading issue vs Flux LoRA loading issue; both are loading-related but for different model families and code paths." + }, + { + "left": "issue:5079", + "right": "issue:6513", + "accept": false, + "reason": "LyCORIS/LoRA loading support request vs T2IAdapter model support request; unrelated features." + }, + { + "left": "issue:7454", + "right": "issue:9241", + "accept": false, + "reason": "General LoRA support request vs a script to convert XLab LoRA to diffusers LoRA; one is feature support, the other is a conversion tool request." + }, + { + "left": "issue:8588", + "right": "issue:8671", + "accept": false, + "reason": "Missing SD3 conversion script vs redundant code in a training script; one is a missing file request, the other is code cleanup." + }, + { + "left": "issue:1478", + "right": "issue:5953", + "accept": false, + "reason": "Both are pipeline size/output issues, but one is about multiple image outputs in upscaling and the other is a ControlNet image/control_image size mismatch crash." + }, + { + "left": "issue:4704", + "right": "issue:7276", + "accept": false, + "reason": "Custom diffusion training script failure vs DreamBooth example network errors; different scripts and failure causes." + }, + { + "left": "issue:3963", + "right": "issue:4727", + "accept": false, + "reason": "Gradio auto-download issue on Windows vs auto pipelines breaking with local_files_only; both relate to loading, but not the same bug." + }, + { + "left": "issue:1033", + "right": "issue:1572", + "accept": false, + "reason": "stable_diffusion_mega IndexError vs img2img/inpainting unsupported for stable_diffusion_mega; different symptoms and likely causes." + }, + { + "left": "issue:4806", + "right": "issue:8373", + "accept": false, + "reason": "UNet2DModel parameter typing bug vs an incorrect error message; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 242, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10448", + "issue:10470", + "issue:10520", + "issue:10798", + "issue:10954", + "issue:11033", + "issue:11093", + "issue:11307", + "issue:11314", + "issue:12037", + "issue:12052", + "issue:12423", + "issue:1246", + "issue:12905", + "issue:13034", + "issue:1315", + "issue:13162", + "issue:1375", + "issue:1572", + "issue:1934", + "issue:4141", + "issue:4375", + "issue:4399", + "issue:4453", + "issue:4480", + "issue:4506", + "issue:4726", + "issue:5016", + "issue:5574", + "issue:5685", + "issue:6201", + "issue:6398", + "issue:668", + "issue:7322", + "issue:8264", + "issue:8407", + "issue:8495", + "issue:8500", + "issue:8535", + "issue:8593", + "issue:8708", + "issue:8723", + "issue:8880", + "issue:9460", + "issue:964", + "issue:9686", + "issue:9902", + "issue:9942" + ], + "soft_pairs": [ + "issue:10520|issue:8264", + "issue:1572|issue:964", + "issue:10798|issue:13034", + "issue:12037|issue:13162", + "issue:1315|issue:1375", + "issue:11033|issue:12423", + "issue:4453|issue:5574", + "issue:9902|issue:9942", + "issue:5685|issue:8407", + "issue:4375|issue:8880", + "issue:4480|issue:4726", + "issue:5016|issue:7322", + "issue:4141|issue:4399", + "issue:1246|issue:668", + "issue:4506|issue:6201", + "issue:8495|issue:8593", + "issue:11307|issue:12052", + "issue:1934|issue:6398", + "issue:8500|issue:8535", + "issue:8708|issue:9686", + "issue:8723|issue:9460", + "issue:10448|issue:10954", + "issue:11314|issue:12905", + "issue:10470|issue:11093" + ], + "prepared_review_unit_hash": "e3283d60e83964006b3bb3dc6bb1a0659ae7aad2925a1751b7e78fe84ec6b39e", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33563, + "estimated_input_tokens": 8391, + "estimated_eval_tokens": 17038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous collection of Diffusers issues spanning unrelated models, pipelines, schedulers, offloading, and training examples. None of the soft-similarity pairs look like true duplicates of the same concrete bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue emerges from the cluster; the items are mostly unrelated. If one must be chosen as the strongest standalone report, issue 12052 is the most concrete and reproducible.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 12052 is the best standalone issue candidate because it describes a specific device-mismatch failure in a clearly identified code path (Wan 2.2 + LightX2V offloading) with actionable reproduction details.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10520", + "right": "issue:8264", + "accept": false, + "reason": "Both are runtime problems, but one is a CUDA/CPU device mismatch in Sana 4K and the other is a training process stopping at 0%; different bugs." + }, + { + "left": "issue:1572", + "right": "issue:964", + "accept": false, + "reason": "Both mention inpainting, but 1572 is about `stable_diffusion_mega` img2img/inpainting support while 964 is a generic inpainting example failure; not the same root cause." + }, + { + "left": "issue:10798", + "right": "issue:13034", + "accept": false, + "reason": "Flux quantization/device-combination bug vs WanPipeline height/width bug; 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unrelated package-management issues." + }, + { + "left": "issue:5685", + "right": "issue:8407", + "accept": false, + "reason": "Both mention schedulers, but one is a vague scheduler concern and the other is a specific `set_timesteps()` kwargs compatibility bug." + }, + { + "left": "issue:4375", + "right": "issue:8880", + "accept": false, + "reason": "Torch 2 compile crash vs inference speed regression; different symptoms and likely different causes." + }, + { + "left": "issue:4480", + "right": "issue:4726", + "accept": false, + "reason": "Mac MPS float16 kernel crash vs incorrect `callback` type annotation; unrelated bugs." + }, + { + "left": "issue:5016", + "right": "issue:7322", + "accept": false, + "reason": "SDXL dreambooth LoRA text-encoder training issue vs training job SIGKILL; different failure modes." + }, + { + "left": "issue:4141", + "right": "issue:4399", + "accept": false, + "reason": "ControlNet inpaint/second-controlnet behavior vs PyTorch 2 compile with CPU offload incompatibility; different subsystems and bugs." + }, + { + "left": "issue:1246", + "right": "issue:668", + "accept": false, + "reason": "Both are DreamBooth training errors, but one is FP16 gradient unscale and the other is a Tesla T4 runtime error; not the same bug." + }, + { + "left": "issue:4506", + "right": "issue:6201", + "accept": false, + "reason": "Prompt variable overwrite vs wrongly re-encoding the prompt when embeddings are already supplied; related area but different logic errors." + }, + { + "left": "issue:8495", + "right": "issue:8593", + "accept": false, + "reason": "Tokenizer deserialization error in SD3 vs BF16 CPU generation noise; different code paths and symptoms." + }, + { + "left": "issue:11307", + "right": "issue:12052", + "accept": false, + "reason": "Both are offloading-related, but they involve different models and distinct block-level vs tensor-device mismatch failures." + }, + { + "left": "issue:1934", + "right": "issue:6398", + "accept": false, + "reason": "Both mention memory usage, but one is CPU offload VRAM consumption and the other is an unspecified memory leak; too vague to treat as the same bug." + }, + { + "left": "issue:8500", + "right": "issue:8535", + "accept": false, + "reason": "SD3 token-limit question vs SD3ControlNet pipeline API support; unrelated." + }, + { + "left": "issue:8708", + "right": "issue:9686", + "accept": false, + "reason": "Missing `vae.config.shift_factor` in SD3 dreambooth examples vs SD3 ControlNet pooled projections bug; different issues." + }, + { + "left": "issue:8723", + "right": "issue:9460", + "accept": false, + "reason": "Model construction failure from transformer vs adding list assignment support for ControlNet models; related API area but not the same bug." + }, + { + "left": "issue:10448", + "right": "issue:10954", + "accept": false, + "reason": "DDUF mmap loading feature request vs FLUX LoRA load failure; unrelated." + }, + { + "left": "issue:11314", + "right": "issue:12905", + "accept": false, + "reason": "Flux controlnet training script mistake vs wrong Z_Image guidance-scale implementation; different features and bugs." + }, + { + "left": "issue:10470", + "right": "issue:11093", + "accept": false, + "reason": "TorchAO inference not working vs TorchAO example broken; 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"42bb3943413e71a76d117debf897837d00f002416e6367d675c7d334e8c43db5", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 33953, + "estimated_input_tokens": 8489, + "estimated_eval_tokens": 17234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated issue reports across different pipelines, features, and environments. The suggested soft pairs share only broad subsystem similarity and do not look like the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out: the items are heterogeneous, and the soft pairs are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must serve as the cluster representative, issue:3970 is the most concrete and broadly framed inference bug, but it is only a weak stand-in for this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2375", + "right": "issue:785", + "accept": false, + "reason": "Different failures: a missing safe_open NameError versus CPU core underutilization; no shared code path." + }, + { + "left": "issue:2177", + "right": "issue:954", + "accept": false, + "reason": "Pretrained AutoencoderKL loading failure is unrelated to an auth/login loading problem." + }, + { + "left": "issue:2783", + "right": "issue:5462", + "accept": false, + "reason": "Both mention img2img-style workflows, but one is a ControlNet pipeline request and the other is an LCM img2img feature request." + }, + { + "left": "issue:2961", + "right": "issue:3455", + "accept": false, + "reason": "Training example request versus using pretrained instruct-pix2pix in training; not the same bug or fix." + }, + { + "left": "issue:3116", + "right": "issue:941", + "accept": false, + "reason": "Both involve img2img noise, but they target different schedulers/settings and different device behavior." + }, + { + "left": "issue:4148", + "right": "issue:4312", + "accept": false, + "reason": "SDXL inpainting config error is not the same as a request to support SAG for inpainting/img2img." + }, + { + "left": "issue:5283", + "right": "issue:6418", + "accept": false, + "reason": "Completely different domains: media track merging versus stable video diffusion frame collapse." + }, + { + "left": "issue:5334", + "right": "issue:8803", + "accept": false, + "reason": "Accelerate multi-model training support is unrelated to a duplicated assignment bug in attention processing." + }, + { + "left": "issue:5821", + "right": "issue:7490", + "accept": false, + "reason": "Both reference backward/training, but one is a CUDA backward failure and the other is a generic backward problem with no clear match." + }, + { + "left": "issue:8803", + "right": "issue:8805", + "accept": false, + "reason": "One is a code bug in attention_processor.py; the other is a broken SDXL conversion script." + }, + { + "left": "issue:1109", + "right": "issue:2507", + "accept": false, + "reason": "CPU core usage and safetensors GPU load speed are different performance complaints with different causes." + }, + { + "left": "issue:10085", + "right": "issue:10475", + "accept": false, + "reason": "LyCORIS batch inference runtime error is unrelated to SD3 fine-tuning/inference quality mismatch." + }, + { + "left": "issue:3672", + "right": "issue:7450", + "accept": false, + "reason": "Both are threading-related, but they involve different components and symptoms; not enough evidence of the same bug." + }, + { + "left": "issue:3970", + "right": "issue:4061", + "accept": false, + "reason": "SDXL prompt embeddings not working and SDXL LoRA load error are different pipeline issues." + }, + { + "left": "issue:8970", + "right": "issue:8997", + "accept": false, + "reason": "Same model family, but black-image-on-MPS and EDMDPMSolverMultistepScheduler usage error are distinct problems." + }, + { + "left": "issue:12359", + "right": "issue:13477", + "accept": false, + "reason": "A documentation bug for guidance_scale is unrelated to an ErnieImage callback locals() scope bug." + }, + { + "left": "issue:10672", + "right": "issue:12367", + "accept": false, + "reason": "A request to support callback_on_step_end is not the same as a request for Qwen-Image Eligen LoRA support." + }, + { + "left": "issue:9926", + "right": "issue:9958", + "accept": false, + "reason": "gguf quantize/speed support and AutoencoderKLTemporalDecoder tiling are different feature requests." + }, + { + "left": "issue:1643", + "right": "issue:2420", + "accept": false, + "reason": "The xformers signature mismatch in DreamBooth is not the same as the xformers issue in LoRA training." + }, + { + "left": "issue:10150", + "right": "issue:9844", + "accept": false, + "reason": "Slow SDXL loading/inference and NaNs from the SDXL VAE encoder are different symptoms and likely different fixes." + }, + { + "left": "issue:1976", + "right": "issue:3799", + "accept": false, + "reason": "Incorrect file lookup for tokenizer/config.json is unrelated to a typing/inference issue in DDPMScheduler.from_pretrained." + }, + { + "left": "issue:7061", + "right": "issue:8876", + "accept": false, + "reason": "A docstring mistake is not the same as missing resolution microconditioning in the PixArt Sigma pipeline." + }, + { + "left": "issue:7341", + "right": "issue:9902", + "accept": false, + "reason": "TorchVersion/Version comparison error and conda version stuck are unrelated environment/versioning issues." + }, + { + "left": "issue:1363", + "right": "issue:1536", + "accept": false, + "reason": "An ONNX long-prompt/LMS scheduler error does not match custom pipeline incompatibility with a new diffusers version." + }, + { + "left": "issue:1941", + "right": "issue:954", + "accept": false, + "reason": "Unable to load a custom UnCLIP pipeline is not the same as failing to load after login." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 245, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10128", + "issue:10144", + "issue:10194", + "issue:10591", + "issue:10653", + "issue:1082", + "issue:11000", + "issue:11486", + "issue:11833", + "issue:11973", + "issue:12367", + "issue:1249", + "issue:12540", + "issue:12620", + "issue:12905", + "issue:13073", + "issue:1672", + "issue:1704", + "issue:1992", + "issue:2560", + "issue:2988", + "issue:3176", + "issue:3391", + "issue:3452", + "issue:3887", + "issue:3908", + "issue:4159", + "issue:4520", + "issue:4557", + "issue:4839", + "issue:5028", + "issue:5465", + "issue:590", + "issue:6091", + "issue:6359", + "issue:6906", + "issue:7428", + "issue:7722", + "issue:7773", + "issue:8237", + "issue:8317", + "issue:8589", + "issue:8637", + "issue:8708", + "issue:9477", + "issue:9495", + "issue:967", + "issue:9936" + ], + "soft_pairs": [ + "issue:10194|issue:12367", + "issue:1672|issue:6091", + "issue:3452|issue:6906", + "issue:8317|issue:8708", + "issue:4159|issue:5465", + "issue:8237|issue:9477", + "issue:4520|issue:5028", + "issue:7722|issue:9495", + "issue:12540|issue:13073", + "issue:11973|issue:9936", + "issue:2988|issue:590", + "issue:3391|issue:4557", + "issue:2560|issue:3908", + "issue:10128|issue:7428", + "issue:10144|issue:7773", + "issue:10591|issue:12905", + "issue:10653|issue:11833", + "issue:1082|issue:4839", + "issue:11000|issue:12620", + "issue:11486|issue:8589", + "issue:1249|issue:967", + "issue:1704|issue:1992", + "issue:3176|issue:6359", + "issue:3887|issue:8637" + ], + "prepared_review_unit_hash": "42a60f7f9299122106f4e9254ddc657d5b7a3f97e1101a94937eae279172097f", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33807, + "estimated_input_tokens": 8452, + "estimated_eval_tokens": 17160 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items do not form a single duplicate cluster; they span unrelated feature requests and bugs across training, pipelines, schedulers, LoRA, video, and tooling. All soft-edge pairs look like false positives from superficial text overlap.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10194", + "right": "issue:12367", + "accept": false, + "reason": "Different requests in different areas: Flux attention masking vs Qwen-Image Eligen LoRA support." + }, + { + "left": "issue:1672", + "right": "issue:6091", + "accept": false, + "reason": "One is an image-size regression after ckpt conversion; the other is a consistency decoder memory issue." + }, + { + "left": "issue:3452", + "right": "issue:6906", + "accept": false, + "reason": "Both mention DreamBooth/LoRA, but one is about low-VRAM training and the other says the LoRA example is broken; not the same bug." + }, + { + "left": "issue:8317", + "right": "issue:8708", + "accept": false, + "reason": "Both involve VAE-related training examples, but one is a missing generator argument in decode() and the other is missing shift_factor in SD3 examples." + }, + { + "left": "issue:4159", + "right": "issue:5465", + "accept": false, + "reason": "Different pipelines and failure modes: VRAM blowup in DiffEdit vs inpaint_strength behavior in DiffEdit." + }, + { + "left": "issue:8237", + "right": "issue:9477", + "accept": false, + "reason": "Different LoRA/load issues: missing key loading vs a GatheredParameters callable error." + }, + { + "left": "issue:4520", + "right": "issue:5028", + "accept": false, + "reason": "Both mention LoRA scale, but one is an Attention Slicing incompatibility and the other is a specific reference pipeline forward signature error." + }, + { + "left": "issue:7722", + "right": "issue:9495", + "accept": false, + "reason": "Different combined-feature bugs: Animatediff+ControlNet+IPAdapter vs SDXL PAG+IPAdapter." + }, + { + "left": "issue:12540", + "right": "issue:13073", + "accept": false, + "reason": "Same model family (ZImage/Sana), but one is a pipeline compatibility issue and the other is a specific guidance_scale limitation." + }, + { + "left": "issue:11973", + "right": "issue:9936", + "accept": false, + "reason": "Training script argument parsing error vs multi-GPU NCCL timeout; unrelated symptoms and code paths." + }, + { + "left": "issue:2988", + "right": "issue:590", + "accept": false, + "reason": "Scheduler crash at a step-count edge case vs a typo in the Karras noise formula." + }, + { + "left": "issue:3391", + "right": "issue:4557", + "accept": false, + "reason": "DeepFloyd overexposure bug is unrelated to the __getattr__ AttributeError." + }, + { + "left": "issue:2560", + "right": "issue:3908", + "accept": false, + "reason": "Different problems: generator-list nondeterminism in img2img vs Streamlit model caching." + }, + { + "left": "issue:10128", + "right": "issue:7428", + "accept": false, + "reason": "A support question about fastercache is unrelated to a general question about layer diffusion support." + }, + { + "left": "issue:10144", + "right": "issue:7773", + "accept": false, + "reason": "Mochi output quality question is unrelated to Stable Video Diffusion batch-size behavior." + }, + { + "left": "issue:10591", + "right": "issue:12905", + "accept": false, + "reason": "Different SD3/Z-image topics: LoRA training script issue vs wrong guidance scale implementation." + }, + { + "left": "issue:10653", + "right": "issue:11833", + "accept": false, + "reason": "Different device-management bugs: 8bit bitsandbytes .to(cpu) unsupported vs KeyError in set_lora_device." + }, + { + "left": "issue:1082", + "right": "issue:4839", + "accept": false, + "reason": "Dreambooth CUDA matmul failure is not the same as a type error around lora_scale." + }, + { + "left": "issue:11000", + "right": "issue:12620", + "accept": false, + "reason": "Pipeline argument mismatch vs missing release assets; completely unrelated." + }, + { + "left": "issue:11486", + "right": "issue:8589", + "accept": false, + "reason": "Training-script option request vs SD3 DreamBooth prior-preservation bug; not the same change." + }, + { + "left": "issue:1249", + "right": "issue:967", + "accept": false, + "reason": "Different compatibility bugs in different pipelines: ONNX ndarray device error vs ONNX scheduler operand/type issue." + }, + { + "left": "issue:1704", + "right": "issue:1992", + "accept": false, + "reason": "A vague attention-block question is unrelated to JAX attention refactoring." + }, + { + "left": "issue:3176", + "right": "issue:6359", + "accept": false, + "reason": "TensorRT demo error and EulerDiscreteScheduler missing get_velocity are different subsystems and failure modes." + }, + { + "left": "issue:3887", + "right": "issue:8637", + "accept": false, + "reason": "SD pipeline output difference is unrelated to an import error for PixArtSigmaPipeline." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 246, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10231", + "issue:10287", + "issue:1185", + "issue:12633", + "issue:1274", + "issue:13243", + "issue:1574", + "issue:1730", + "issue:1896", + "issue:2068", + "issue:2306", + "issue:2775", + "issue:2784", + "issue:3363", + "issue:3420", + "issue:3584", + "issue:3591", + "issue:3765", + "issue:3769", + "issue:3915", + "issue:4480", + "issue:4542", + "issue:4680", + "issue:4702", + "issue:4747", + "issue:4841", + "issue:4964", + "issue:5226", + "issue:5390", + "issue:5412", + "issue:5480", + "issue:5546", + "issue:5570", + "issue:5628", + "issue:5689", + "issue:5989", + "issue:6068", + "issue:6234", + "issue:6529", + "issue:6548", + "issue:6593", + "issue:6598", + "issue:7368", + "issue:7490", + "issue:7665", + "issue:7836", + "issue:8994", + "issue:9933" + ], + "soft_pairs": [ + "issue:4542|issue:6548", + "issue:4680|issue:6529", + "issue:4702|issue:7368", + "issue:4841|issue:6234", + "issue:4964|issue:5390", + "issue:5226|issue:6593", + "issue:5689|issue:6068", + "issue:5989|issue:7836", + "issue:6598|issue:9933", + "issue:3363|issue:3584", + "issue:2775|issue:5570", + "issue:5546|issue:5628", + "issue:1274|issue:1896", + "issue:10231|issue:10287", + "issue:2306|issue:4747", + "issue:1185|issue:1730", + "issue:3765|issue:3769", + "issue:3420|issue:3915", + "issue:7490|issue:7665", + "issue:12633|issue:13243", + "issue:4480|issue:8994", + "issue:1574|issue:5412", + "issue:2068|issue:3591", + "issue:2784|issue:5480" + ], + "prepared_review_unit_hash": "942fa351799e8d89d98bc863d97a22b067201f9492b97a882c4b0b0228fe2703", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33767, + "estimated_input_tokens": 8442, + "estimated_eval_tokens": 17140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not form a single duplicate set: the items span unrelated documentation, training, pipeline, and scheduler bugs. All soft edges are too broad or only share a subsystem, not the same concrete issue.", + "confidence": 0.92, + "canonical_issue_reason": "No safe canonical issue for duplicate triage: the set is heterogeneous and the apparent similarities are mostly broad topic overlap, not the same underlying bug.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "issue:12633 is the strongest standalone report here: it names a precise scheduler mismatch, the affected API, and the triggering setting (`timestep_spacing='linspace'`), making it the most actionable issue even though it is not a duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4542", + "right": "issue:6548", + "accept": false, + "reason": "Both involve img2img behavior, but one is about multi-image output limits and the other about RGBA inputs being misread as latents; different bugs." + }, + { + "left": "issue:4680", + "right": "issue:6529", + "accept": false, + "reason": "SDXL inpainting/fine-tuning request vs Fooocus inpaint topic; same general area, not the same code-path problem." + }, + { + "left": "issue:4702", + "right": "issue:7368", + "accept": false, + "reason": "A VQ-VAE example script request and a GLIGEN training question are unrelated changes." + }, + { + "left": "issue:4841", + "right": "issue:6234", + "accept": false, + "reason": "ControlNet image-size issue vs a text-to-image example script issue; no shared concrete defect." + }, + { + "left": "issue:4964", + "right": "issue:5390", + "accept": false, + "reason": "Model conversion to diffusers and unwanted text-encoder download with `local_files_only=True` are distinct problems." + }, + { + "left": "issue:5226", + "right": "issue:6593", + "accept": false, + "reason": "Both mention `load_lora_weights`, but one is an adapter pipeline incompatibility and the other is an img2img feature request; not the same bug." + }, + { + "left": "issue:5689", + "right": "issue:6068", + "accept": false, + "reason": "Different scheduler/sample-quality defects: residual noise in DPM++ vs incorrect DDIM samples on SDXL." + }, + { + "left": "issue:5989", + "right": "issue:7836", + "accept": false, + "reason": "A `safetensors.torch` bug and CLIP overfitting in a training example are unrelated." + }, + { + "left": "issue:6598", + "right": "issue:9933", + "accept": false, + "reason": "Different img2img issues: nondeterministic results vs missing width/height parameters in SD3 img2img." + }, + { + "left": "issue:3363", + "right": "issue:3584", + "accept": false, + "reason": "Both are DreamBooth training failures, but they refer to different scripts/environments and likely different root causes." + }, + { + "left": "issue:2775", + "right": "issue:5570", + "accept": false, + "reason": "Torch Dynamo optimization error vs missing `compute_snr` symbol; unrelated." + }, + { + "left": "issue:5546", + "right": "issue:5628", + "accept": false, + "reason": "Both concern Karras sigma handling, but one is step-count mismatch in ensemble usage and the other is denoising-range offset in LMS; not the same concrete bug." + }, + { + "left": "issue:1274", + "right": "issue:1896", + "accept": false, + "reason": "`num_images_per_prompt` failure in SD pipelines vs a CLIP-guided Stable Diffusion shape/type error; unrelated." + }, + { + "left": "issue:10231", + "right": "issue:10287", + "accept": false, + "reason": "Both are documentation/example complaints, but one is an Ubuntu import error in a tutorial and the other is a generic HF docs issue; too weak to merge." + }, + { + "left": "issue:2306", + "right": "issue:4747", + "accept": false, + "reason": "INT_MAX error and missing `model_index.json` after loading a fine-tuned SDXL LoRA are different failure modes." + }, + { + "left": "issue:1185", + "right": "issue:1730", + "accept": false, + "reason": "DreamBooth reproducibility and converting DreamBooth to CKPT for webui are separate concerns." + }, + { + "left": "issue:3765", + "right": "issue:3769", + "accept": false, + "reason": "Both describe image artifacts, but one is ControlNet training stacking effects and the other is panorama quartering; not the same underlying bug." + }, + { + "left": "issue:3420", + "right": "issue:3915", + "accept": false, + "reason": "Different areas and symptoms: ControlNet inpaint pipeline compatibility vs `torch.compile` on text-to-video pipelines." + }, + { + "left": "issue:7490", + "right": "issue:7665", + "accept": false, + "reason": "The titles are too generic to establish the same defect; no shared code path or symptom details." + }, + { + "left": "issue:12633", + "right": "issue:13243", + "accept": false, + "reason": "Both are scheduler bugs, but one is DDIM timestep-list mismatch and the other is FlowMatch sigma-shift duplication; different implementations and fixes." + }, + { + "left": "issue:4480", + "right": "issue:8994", + "accept": false, + "reason": "MPS float16 kernel crash vs generation steps stuck at 0; unrelated." + }, + { + "left": "issue:1574", + "right": "issue:5412", + "accept": false, + "reason": "Both concern DreamBooth training, but one is a bare-metal 8GB GPU failure and the other is checkpoint resume failure in SDXL LoRA training." + }, + { + "left": "issue:2068", + "right": "issue:3591", + "accept": false, + "reason": "A dtype conversion bug in `from_pretrained` and confusing ControlNet loss curves are unrelated." + }, + { + "left": "issue:2784", + "right": "issue:5480", + "accept": false, + "reason": "Separate feature requests (DreamBooth for text2video vs EDM implementation), not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 247, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10311", + "issue:1082", + "issue:11581", + "issue:1161", + "issue:11659", + "issue:11700", + "issue:13311", + "issue:13547", + "issue:2213", + "issue:2614", + "issue:2772", + "issue:2891", + "issue:2985", + "issue:3019", + "issue:3040", + "issue:3113", + "issue:3381", + "issue:3584", + "issue:3954", + "issue:4314", + "issue:4353", + "issue:4354", + "issue:4471", + "issue:4753", + "issue:4880", + "issue:4913", + "issue:5128", + "issue:5205", + "issue:5567", + "issue:5619", + "issue:5714", + "issue:5905", + "issue:5925", + "issue:5931", + "issue:6201", + "issue:6616", + "issue:692", + "issue:7661", + "issue:7922", + "issue:7946", + "issue:7974", + "issue:8495", + "issue:8537", + "issue:8742", + "issue:898", + "issue:9224", + "issue:9331", + "issue:9610" + ], + "soft_pairs": [ + "issue:11581|issue:13547", + "issue:2985|issue:4913", + "issue:4471|issue:5714", + "issue:5905|issue:5925", + "issue:3040|issue:4880", + "issue:11700|issue:9610", + "issue:5619|issue:6201", + "issue:5567|issue:9331", + "issue:10311|issue:8742", + "issue:7661|issue:7974", + "issue:8537|issue:9224", + "issue:2891|issue:3381", + "issue:2772|issue:5128", + "issue:3954|issue:4753", + "issue:4353|issue:5931", + "issue:11659|issue:13311", + "issue:2213|issue:898", + "issue:4354|issue:7946", + "issue:7922|issue:8495", + "issue:1082|issue:3584", + "issue:1161|issue:692", + "issue:2614|issue:4314", + "issue:3019|issue:5205", + "issue:3113|issue:6616" + ], + "prepared_review_unit_hash": "88d3837b25dd8e31336eec6970550b579911db0875cafb83d9c5b3e1d68cbd2d", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34019, + "estimated_input_tokens": 8505, + "estimated_eval_tokens": 17266 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items do not form a single duplicate cluster; the proposed soft-edge pairs are mostly unrelated bugs or feature requests that only share broad subsystem words. I would reject all soft-edge links and avoid naming a canonical issue/PR for this set.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11581", + "right": "issue:13547", + "accept": false, + "reason": "Both mention LoRA/FLUX loading, but one is a CLIPVisionModel dtype constructor error and the other is a missing Flux2Transformer2DModel LoRA-key match; different failure points." + }, + { + "left": "issue:2985", + "right": "issue:4913", + "accept": false, + "reason": "Kandinsky 2.1 and controlnet-openpose-sdxl-1.0 are unrelated models/features, not the same bug." + }, + { + "left": "issue:4471", + "right": "issue:5714", + "accept": false, + "reason": "One is SDXL Img2Img LoRA weight loading; the other is a PEFT model support warning path. Different code paths and symptoms." + }, + { + "left": "issue:5905", + "right": "issue:5925", + "accept": false, + "reason": "Separate feature requests: diffusion-GAN model support vs ZipLora multi-LoRA inference." + }, + { + "left": "issue:3040", + "right": "issue:4880", + "accept": false, + "reason": "The first is a docs/copy-paste AttributeError about list objects; the second is a ControlNet input validation error. Not the same issue." + }, + { + "left": "issue:11700", + "right": "issue:9610", + "accept": false, + "reason": "Pruna integration for from_pretrained/pipeline is unrelated to adding load_lora_weights in an img2img pipeline." + }, + { + "left": "issue:5619", + "right": "issue:6201", + "accept": false, + "reason": "Both concern pipeline encode logic, but one is AutoencodeTiny/LCM img2img image encoding and the other is prompt_embeds handling when prompt is absent; not the same concrete bug." + }, + { + "left": "issue:5567", + "right": "issue:9331", + "accept": false, + "reason": "Unet.config being overwritten by accelerator.prepare is unrelated to FlowMatchEulerDiscreteScheduler index_for_timestep behavior." + }, + { + "left": "issue:10311", + "right": "issue:8742", + "accept": false, + "reason": "DreamBooth import error in train script is unrelated to a removed LoRAAttnProcessor2_0 class compatibility break." + }, + { + "left": "issue:7661", + "right": "issue:7974", + "accept": false, + "reason": "Both involve IP-Adapter, but one is about enabling animate diff pipeline construction and the other is an inpaint bug; different failures." + }, + { + "left": "issue:8537", + "right": "issue:9224", + "accept": false, + "reason": "Different dtype/platform incompatibilities: torch.float8_e4m3fn missing vs hardcoded float64 on MPS." + }, + { + "left": "issue:2891", + "right": "issue:3381", + "accept": false, + "reason": "Unsupported embeds in StableDiffusionUpscalePipeline docs vs discoloured batch inpainting output are unrelated." + }, + { + "left": "issue:2772", + "right": "issue:5128", + "accept": false, + "reason": "ControlNet local dataset handling and XLPipeline.from_single_file safetensors loading are different problems." + }, + { + "left": "issue:3954", + "right": "issue:4753", + "accept": false, + "reason": "Learning-rate scheduler step count in multi-GPU training is unrelated to a train_dreambooth_lora.py bug." + }, + { + "left": "issue:4353", + "right": "issue:5931", + "accept": false, + "reason": "Poor SDXL image quality is not the same as StableDiffusionPipeline non-determinism." + }, + { + "left": "issue:11659", + "right": "issue:13311", + "accept": false, + "reason": "General LoRA load issue and a specific Flux2Transformer2DModel prefix/key mismatch are not the same bug." + }, + { + "left": "issue:2213", + "right": "issue:898", + "accept": false, + "reason": "TPU hang with no distributed environment is unrelated to unsupported BFloat16 on TPU." + }, + { + "left": "issue:4354", + "right": "issue:7946", + "accept": false, + "reason": "Wrong pipeline type from from_single_file is unrelated to custom_pipeline caching." + }, + { + "left": "issue:7922", + "right": "issue:8495", + "accept": false, + "reason": "Missing ORTStableDiffusionXLPipeline attribute and SD3 tokenizer enum parse failure are unrelated load errors." + }, + { + "left": "issue:1082", + "right": "issue:3584", + "accept": false, + "reason": "DreamBooth CUDA execution failure is not the same as a failed DreamBooth tutorial; too broad and symptom-level only." + }, + { + "left": "issue:1161", + "right": "issue:692", + "accept": false, + "reason": "Converting Flax to PyTorch is unrelated to asking for a fine-tuning example." + }, + { + "left": "issue:2614", + "right": "issue:4314", + "accept": false, + "reason": "Changing pretrained-model download directory and interrupted-download write protection are separate file/download behaviors." + }, + { + "left": "issue:3019", + "right": "issue:5205", + "accept": false, + "reason": "Segment-anything text-guided editing request and Repaint+ControlNet+LoRA request are different feature asks." + }, + { + "left": "issue:3113", + "right": "issue:6616", + "accept": false, + "reason": "Training-free layout control with cross-attention guidance and classifier-guidance implementation are distinct guidance methods." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 248, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10204", + "issue:10800", + "issue:11489", + "issue:11569", + "issue:11651", + "issue:11885", + "issue:1207", + "issue:12175", + "issue:12334", + "issue:12501", + "issue:13067", + "issue:1367", + "issue:2669", + "issue:2763", + "issue:2799", + "issue:2905", + "issue:3045", + "issue:3174", + "issue:3218", + "issue:3233", + "issue:3699", + "issue:3728", + "issue:3960", + "issue:4578", + "issue:487", + "issue:5009", + "issue:5026", + "issue:5205", + "issue:5334", + "issue:5578", + "issue:5710", + "issue:5763", + "issue:590", + "issue:6112", + "issue:6232", + "issue:7185", + "issue:725", + "issue:7370", + "issue:7389", + "issue:7600", + "issue:7841", + "issue:801", + "issue:8759", + "issue:917", + "issue:938", + "issue:9858", + "issue:9946", + "issue:9953" + ], + "soft_pairs": [ + "issue:3699|issue:5763", + "issue:3728|issue:7370", + "issue:4578|issue:6112", + "issue:5205|issue:938", + "issue:5334|issue:7600", + "issue:2799|issue:917", + "issue:11651|issue:11885", + "issue:3174|issue:3960", + "issue:5578|issue:7841", + "issue:5710|issue:6232", + "issue:11569|issue:13067", + "issue:1367|issue:590", + "issue:5009|issue:7389", + "issue:5026|issue:7185", + "issue:1207|issue:2669", + "issue:10204|issue:12175", + "issue:11489|issue:9858", + "issue:2905|issue:725", + "issue:10800|issue:8759", + "issue:3045|issue:3233", + "issue:12501|issue:9953", + "issue:12334|issue:9946", + "issue:2763|issue:3218", + "issue:487|issue:801" + ], + "prepared_review_unit_hash": "b404da7f0fc0f6fa8aeb5e402901ebebf10b636576c3cad077e735e24118b85c", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33687, + "estimated_input_tokens": 8422, + "estimated_eval_tokens": 17100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous. Only the two xformers-memory-efficient-attention issues look like the same underlying bug; the rest are different models, features, or unrelated error types.", + "confidence": 0.83, + "canonical_issue_reason": "issue:12334 is the clearer, more descriptive report of the xformers memory-efficient attention bug, so it is the better canonical issue than the shorthand duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:12334 is the best representative issue for the only convincing duplicate pair in this cluster; its title is explicit and user-facing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3699", + "right": "issue:5763", + "accept": false, + "reason": "Different failures: CUDA/runtime install error vs. safetensors save behavior." + }, + { + "left": "issue:3728", + "right": "issue:7370", + "accept": false, + "reason": "Different requests for different pipelines/models; no shared bug." + }, + { + "left": "issue:4578", + "right": "issue:6112", + "accept": false, + "reason": "Doc/VAE usage issue vs. image quality problem in SDXL-turbo." + }, + { + "left": "issue:5205", + "right": "issue:938", + "accept": false, + "reason": "Different domains and bugs: Stable Diffusion inpainting/ControlNet vs. text-to-motion model." + }, + { + "left": "issue:5334", + "right": "issue:7600", + "accept": false, + "reason": "Related training infrastructure, but not the same concrete bug path." + }, + { + "left": "issue:2799", + "right": "issue:917", + "accept": false, + "reason": "Checkpoint/pipeline mismatch error is unrelated to ONNX inpainting failure." + }, + { + "left": "issue:11651", + "right": "issue:11885", + "accept": false, + "reason": "Both involve FLUX LoRA loading, but one is specific to FluxControl and the other is a broader load_lora_weights bug; not enough to treat as the same bug." + }, + { + "left": "issue:3174", + "right": "issue:3960", + "accept": false, + "reason": "Different LoRA loading/model-loading issues; one is a feature regression, the other a header-size error." + }, + { + "left": "issue:5578", + "right": "issue:7841", + "accept": false, + "reason": "Missing model_index.json error is unrelated to the SDXL red-dot image quality report." + }, + { + "left": "issue:5710", + "right": "issue:6232", + "accept": false, + "reason": "Same scheduler class, but different bugs in initialization vs. add_noise behavior." + }, + { + "left": "issue:11569", + "right": "issue:13067", + "accept": false, + "reason": "Feature request for a repo vs. support request for a different model; not duplicates." + }, + { + "left": "issue:1367", + "right": "issue:590", + "accept": false, + "reason": "Custom trained_betas config save bug is unrelated to Karras noise formula typo." + }, + { + "left": "issue:5009", + "right": "issue:7389", + "accept": false, + "reason": "Wuerstchen error and SDXL from_single_file error are different pipeline issues." + }, + { + "left": "issue:5026", + "right": "issue:7185", + "accept": false, + "reason": "KeyError on text_encoder is unrelated to pytorch version support." + }, + { + "left": "issue:1207", + "right": "issue:2669", + "accept": false, + "reason": "Both are AttributeError reports, but they point to different root causes and code paths." + }, + { + "left": "issue:10204", + "right": "issue:12175", + "accept": false, + "reason": "Different models and symptoms: FluxFill multi-iteration degradation vs. Qwen Image quality." + }, + { + "left": "issue:11489", + "right": "issue:9858", + "accept": false, + "reason": "Flux LoRA training error vs. KeyError: 'train' are not the same bug." + }, + { + "left": "issue:2905", + "right": "issue:725", + "accept": false, + "reason": "Scheduler feature request vs. pipeline device-map/accelerate loading feature; unrelated." + }, + { + "left": "issue:10800", + "right": "issue:8759", + "accept": false, + "reason": "Quantization/offload type mismatch vs. invalid uint8 cast warning in image processing." + }, + { + "left": "issue:3045", + "right": "issue:3233", + "accept": false, + "reason": "Opposite directions of LoRA conversion; not the same change or bug." + }, + { + "left": "issue:12501", + "right": "issue:9953", + "accept": false, + "reason": "Torch graph break in VAE decoder vs. quantized component CUDA move error." + }, + { + "left": "issue:12334", + "right": "issue:9946", + "accept": true, + "reason": "Both report the same xformers memory-efficient attention bug; one is the generic bug report and the other is the same feature entry." + }, + { + "left": "issue:2763", + "right": "issue:3218", + "accept": false, + "reason": "Both touch ControlNet/torch.compile performance, but the failures are different (VRAM usage vs. graph breaks)." + }, + { + "left": "issue:487", + "right": "issue:801", + "accept": false, + "reason": "M1 CPU incompatibility is unrelated to attention slicing not being respected." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and the soft-edge calls are conservative overall. The only accepted pair, issue:12334 vs issue:9946, is plausibly the same xformers memory-efficient attention bug, and the rest are reasonably treated as non-duplicates based on the titles. No overclaiming stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 249, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1033", + "issue:10869", + "issue:11307", + "issue:11436", + "issue:12752", + "issue:1284", + "issue:13430", + "issue:1802", + "issue:1925", + "issue:2392", + "issue:2495", + "issue:2908", + "issue:3451", + "issue:3461", + "issue:3583", + "issue:3974", + "issue:4069", + "issue:4086", + "issue:4213", + "issue:4263", + "issue:4264", + "issue:4305", + "issue:4349", + "issue:4480", + "issue:5108", + "issue:5368", + "issue:5371", + "issue:5557", + "issue:6242", + "issue:6392", + "issue:6393", + "issue:6790", + "issue:7197", + "issue:7199", + "issue:7333", + "issue:7438", + "issue:7509", + "issue:7574", + "issue:8274", + "issue:8410", + "issue:8485", + "issue:8535", + "issue:8539", + "issue:8708", + "issue:9101", + "issue:967", + "issue:9792", + "issue:9895" + ], + "soft_pairs": [ + "issue:11307|issue:11436", + "issue:2495|issue:4349", + "issue:3583|issue:5371", + "issue:4069|issue:4263", + "issue:4213|issue:6393", + "issue:4264|issue:8708", + "issue:6242|issue:9792", + "issue:6392|issue:6790", + "issue:7333|issue:7509", + "issue:8485|issue:9101", + "issue:3451|issue:3461", + "issue:1802|issue:967", + "issue:1925|issue:2908", + "issue:1033|issue:2392", + "issue:7199|issue:8274", + "issue:1284|issue:4305", + "issue:10869|issue:9895", + "issue:8535|issue:8539", + "issue:12752|issue:13430", + "issue:3974|issue:8410", + "issue:4086|issue:5108", + "issue:7197|issue:7574", + "issue:4480|issue:7438", + "issue:5368|issue:5557" + ], + "prepared_review_unit_hash": "23fde56d912e80f32c99fbf8a41ae3d71e08a72a539ac6930532bc3c01d27a06", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33969, + "estimated_input_tokens": 8493, + "estimated_eval_tokens": 17242 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated runtime errors, feature requests, training issues, and research-paper pipeline proposals. None of the soft pairs look like the same underlying bug or change, so there is no defensible duplicate merge point.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11307", + "right": "issue:11436", + "accept": false, + "reason": "Same project area, but one is block-level offloading and the other is a dtype mismatch; different root causes." + }, + { + "left": "issue:2495", + "right": "issue:4349", + "accept": false, + "reason": "Both mention upscale pipelines, but black-image-on-MPS and missing-text-encoder with prompt_embeds are distinct failures." + }, + { + "left": "issue:3583", + "right": "issue:5371", + "accept": false, + "reason": "One is Mixture of Diffusers support, the other BLIP inpainting support; different features." + }, + { + "left": "issue:4069", + "right": "issue:4263", + "accept": false, + "reason": "Textual inversion unloading and LoRA unloading are different adapter lifecycles and bugs." + }, + { + "left": "issue:4213", + "right": "issue:6393", + "accept": false, + "reason": "Both involve from_single_file, but one is an accelerate dependency issue and the other is private-link download failure." + }, + { + "left": "issue:4264", + "right": "issue:8708", + "accept": false, + "reason": "Missing example images and missing SD3 VAE config fields are unrelated." + }, + { + "left": "issue:6242", + "right": "issue:9792", + "accept": false, + "reason": "A request for dataset logs is not the same as a dataset caching/mapping error." + }, + { + "left": "issue:6392", + "right": "issue:6790", + "accept": false, + "reason": "Custom LoRA loading failure and an LCM training state_dict mismatch are different code paths." + }, + { + "left": "issue:7333", + "right": "issue:7509", + "accept": false, + "reason": "Different research pipelines/papers; no concrete shared bug." + }, + { + "left": "issue:8485", + "right": "issue:9101", + "accept": false, + "reason": "SD3 LoRA support and SD3 InstructPix2Pix training are separate feature requests." + }, + { + "left": "issue:3451", + "right": "issue:3461", + "accept": false, + "reason": "Both are performance/memory complaints, but they concern different scripts and symptoms." + }, + { + "left": "issue:1802", + "right": "issue:967", + "accept": false, + "reason": "UNet encoder_hidden_states handling and ONNX scheduler compatibility are unrelated bugs." + }, + { + "left": "issue:1925", + "right": "issue:2908", + "accept": false, + "reason": "Stable Diffusion 2 inpainting fp16 issues and ControlNet training shape/mixed-precision errors are different problems." + }, + { + "left": "issue:1033", + "right": "issue:2392", + "accept": false, + "reason": "Stable-diffusion-mega IndexError and img2img prompt_embeds validation are separate pipeline bugs." + }, + { + "left": "issue:7199", + "right": "issue:8274", + "accept": false, + "reason": "These are different research pipelines with no shared implementation bug." + }, + { + "left": "issue:1284", + "right": "issue:4305", + "accept": false, + "reason": "Batch-size slowdown and torch.compile graph breaks are not the same issue." + }, + { + "left": "issue:10869", + "right": "issue:9895", + "accept": false, + "reason": "Meta-tensor .item() failure and FluxPipeline CPU/CUDA device mismatch are distinct runtime errors." + }, + { + "left": "issue:8535", + "right": "issue:8539", + "accept": false, + "reason": "Both are SD3-related, but xformers attention enablement and cross-attention setting failures are different bugs." + }, + { + "left": "issue:12752", + "right": "issue:13430", + "accept": false, + "reason": "Z-Image pipeline support and JoyAI-Image-Edit support are different model requests." + }, + { + "left": "issue:3974", + "right": "issue:8410", + "accept": false, + "reason": "ControlNetInpaint safetensors support and native TextDiffuser support are unrelated feature requests." + }, + { + "left": "issue:4086", + "right": "issue:5108", + "accept": false, + "reason": "SDXL ControlNet training failure and T2I Multiadapter XL exceptions are different model-path issues." + }, + { + "left": "issue:7197", + "right": "issue:7574", + "accept": false, + "reason": "Both are KeyErrors, but they refer to different missing keys in different training/loading scenarios." + }, + { + "left": "issue:4480", + "right": "issue:7438", + "accept": false, + "reason": "MPS fp16 kernel crash and XPU generation stall are different backend-specific failures." + }, + { + "left": "issue:5368", + "right": "issue:5557", + "accept": false, + "reason": "Mixed-precision dtype mismatch and unexpected use_reentrant argument are unrelated errors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 250, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10470", + "issue:10658", + "issue:10767", + "issue:10967", + "issue:11307", + "issue:11437", + "issue:11687", + "issue:12157", + "issue:12501", + "issue:12610", + "issue:12645", + "issue:1407", + "issue:1704", + "issue:2370", + "issue:2616", + "issue:2644", + "issue:2646", + "issue:2661", + "issue:2662", + "issue:2780", + "issue:2783", + "issue:2843", + "issue:3279", + "issue:3379", + "issue:3406", + "issue:3418", + "issue:3454", + "issue:3698", + "issue:460", + "issue:5043", + "issue:5062", + "issue:5368", + "issue:5395", + "issue:5997", + "issue:6250", + "issue:6321", + "issue:6858", + "issue:6879", + "issue:6958", + "issue:8744", + "issue:8837", + "issue:8880", + "issue:905", + "issue:9138", + "issue:9227", + "issue:9291", + "issue:9361", + "issue:9558" + ], + "soft_pairs": [ + "issue:5997|issue:8744", + "issue:12501|issue:12610", + "issue:2370|issue:2780", + "issue:2783|issue:3698", + "issue:2646|issue:6250", + "issue:10767|issue:10967", + "issue:2616|issue:2843", + "issue:3379|issue:6321", + "issue:5368|issue:6879", + "issue:11307|issue:9227", + "issue:2644|issue:3454", + "issue:5395|issue:8837", + "issue:10658|issue:11687", + "issue:11437|issue:9558", + "issue:1407|issue:460", + "issue:1704|issue:5062", + "issue:2661|issue:3279", + "issue:2662|issue:3279", + "issue:3406|issue:6958", + "issue:3418|issue:5043", + "issue:3698|issue:905", + "issue:6858|issue:9138", + "issue:12157|issue:12645", + "issue:9291|issue:9361", + "issue:10470|issue:8880" + ], + "prepared_review_unit_hash": "76ec59708c47ecea42fd6ff8bd6a3032ccb717d512c2d617d29c949d90daeda2", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 33933, + "estimated_input_tokens": 8484, + "estimated_eval_tokens": 17224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: most items are distinct bugs or feature requests across unrelated areas (training scripts, VAE/checkpointing, Flux/LoRA, ONNX, docs). None of the soft pairs appears to be the same underlying issue/change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5997", + "right": "issue:8744", + "accept": false, + "reason": "Both involve model/tooling setup, but one is an SDXL tutorial error and the other is about loading single-file models for training; different failures and code paths." + }, + { + "left": "issue:12501", + "right": "issue:12610", + "accept": false, + "reason": "Graph-break behavior in VAE decoder is unrelated to a device-mismatch error caused by Quanto + group offload." + }, + { + "left": "issue:2370", + "right": "issue:2780", + "accept": false, + "reason": "General LoRA/GPU-capacity question vs. a specific FP16 unscale runtime error; not the same bug." + }, + { + "left": "issue:2783", + "right": "issue:3698", + "accept": false, + "reason": "An img2img/inpainting controlnet feature request and converting an inpainting model to diffusers are related topic-wise, but not the same concrete change." + }, + { + "left": "issue:2646", + "right": "issue:6250", + "accept": false, + "reason": "Both mention VAE, but one is a tiled-VAE IndexError and the other is an SDXL single-file loading KeyError; different root causes." + }, + { + "left": "issue:10767", + "right": "issue:10967", + "accept": false, + "reason": "Different model integrations (FlashVideo vs LaVie/Cinemo); not the same feature or bug." + }, + { + "left": "issue:2616", + "right": "issue:2843", + "accept": false, + "reason": "A save_attn_procs NoneType error is unrelated to multi-GPU checkpoint saving." + }, + { + "left": "issue:3379", + "right": "issue:6321", + "accept": false, + "reason": "Intermediate checkpoint loading in Dreambooth is unrelated to CLIP detection during model loading." + }, + { + "left": "issue:5368", + "right": "issue:6879", + "accept": false, + "reason": "Both are dtype-related, but one is an attention Q/K/V mismatch under mixed precision and the other is a Custom Diffusion matmul dtype mismatch; too different to merge." + }, + { + "left": "issue:11307", + "right": "issue:9227", + "accept": false, + "reason": "HiDream block-level group offloading and FLUX Dreambooth training are different code paths and errors." + }, + { + "left": "issue:2644", + "right": "issue:3454", + "accept": false, + "reason": "Training on two 12GB GPUs vs. a script failing on latest versions are not the same issue." + }, + { + "left": "issue:5395", + "right": "issue:8837", + "accept": false, + "reason": "Combining LoRAs with PEFT and a SlicedAttnProcessor bug are unrelated." + }, + { + "left": "issue:10658", + "right": "issue:11687", + "accept": false, + "reason": "Adding provider_options to InferenceSession is unrelated to a docs request for pruna." + }, + { + "left": "issue:11437", + "right": "issue:9558", + "accept": false, + "reason": "Missing outputs during training and a black validation image in TensorBoard are different symptoms and likely different causes." + }, + { + "left": "issue:1407", + "right": "issue:460", + "accept": false, + "reason": "Both are ONNX-related, but one is an SD 2.0 pipeline feature_extractor error and the other is a CUDA/CPU onnxruntime requirement issue." + }, + { + "left": "issue:1704", + "right": "issue:5062", + "accept": false, + "reason": "A general question about attention blocks is not the same as a processor typo fix." + }, + { + "left": "issue:2661", + "right": "issue:3279", + "accept": false, + "reason": "Checkpoint write failures are distinct from resume-from-checkpoint errors." + }, + { + "left": "issue:2662", + "right": "issue:3279", + "accept": false, + "reason": "A generic checkpoint write error is not the same as checkpoint resume failure." + }, + { + "left": "issue:3406", + "right": "issue:6958", + "accept": false, + "reason": "Different attention configuration issues in different modules; no clear shared concrete bug." + }, + { + "left": "issue:3418", + "right": "issue:5043", + "accept": false, + "reason": "Adding text-encoder support to a LoRA script and adding LoRA finetuning for Wurstchen are separate feature requests." + }, + { + "left": "issue:3698", + "right": "issue:905", + "accept": false, + "reason": "An inpainting model conversion request is not the same as asking for an img2img/inpainting pipeline." + }, + { + "left": "issue:6858", + "right": "issue:9138", + "accept": false, + "reason": "ControlNet image conversion error vs. a generic int/string comparison TypeError; unrelated." + }, + { + "left": "issue:12157", + "right": "issue:12645", + "accept": false, + "reason": "Training-time quantization config iteration error is unrelated to inference speed complaints." + }, + { + "left": "issue:9291", + "right": "issue:9361", + "accept": false, + "reason": "Both are FLUX/LoRA-related, but one is key compatibility for Kohya-ss weights and the other is LoRA having no visible effect at inference; related area, not clearly the same bug." + }, + { + "left": "issue:10470", + "right": "issue:8880", + "accept": false, + "reason": "Flux torchao inference failing and a broad inference-speed regression are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 251, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10003", + "issue:10194", + "issue:10520", + "issue:1064", + "issue:10869", + "issue:11104", + "issue:11144", + "issue:12656", + "issue:1543", + "issue:2052", + "issue:2068", + "issue:2310", + "issue:2392", + "issue:2661", + "issue:2662", + "issue:2772", + "issue:2786", + "issue:3112", + "issue:3348", + "issue:3350", + "issue:3951", + "issue:3984", + "issue:4229", + "issue:4403", + "issue:4727", + "issue:4841", + "issue:4975", + "issue:5000", + "issue:5062", + "issue:5325", + "issue:5395", + "issue:5824", + "issue:5884", + "issue:6176", + "issue:7136", + "issue:7300", + "issue:756", + "issue:7695", + "issue:7735", + "issue:775", + "issue:7773", + "issue:8469", + "issue:8594", + "issue:8644", + "issue:8850", + "issue:9109", + "issue:929", + "issue:9599" + ], + "soft_pairs": [ + "issue:4229|issue:8594", + "issue:11144|issue:9109", + "issue:3350|issue:4727", + "issue:10520|issue:10869", + "issue:2310|issue:3112", + "issue:8469|issue:8850", + "issue:1543|issue:775", + "issue:1064|issue:3951", + "issue:2786|issue:3348", + "issue:2068|issue:4975", + "issue:2052|issue:2661", + "issue:2052|issue:2662", + "issue:10194|issue:9599", + "issue:3984|issue:756", + "issue:4403|issue:7695", + "issue:4841|issue:7773", + "issue:5062|issue:929", + "issue:5884|issue:7136", + "issue:11104|issue:8644", + "issue:2772|issue:2786", + "issue:10003|issue:12656", + "issue:5000|issue:5395", + "issue:5824|issue:7735", + "issue:2392|issue:5325", + "issue:6176|issue:7300" + ], + "prepared_review_unit_hash": "3e230292c804964b72406866f7e1c0823ada2192536f45b22a1c8330e144d7be", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34080, + "estimated_input_tokens": 8520, + "estimated_eval_tokens": 17296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a false-positive mix of unrelated bug reports and feature requests across different pipelines, models, and error modes. No pair looks like the same underlying issue, so there is no strong duplicate canonical beyond a reference anchor.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 11144 is the most detailed open report, so it is the best anchor if one must be chosen, but it does not actually subsume the rest of this heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 11144 is the most substantive and specific open issue in the set, making it the most useful reference point despite not being a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4229", + "right": "issue:8594", + "accept": false, + "reason": "Different failure modes and code paths: multi-GPU accelerated training error vs UnboundLocalError in a specific DreamBooth LoRA script." + }, + { + "left": "issue:11144", + "right": "issue:9109", + "accept": false, + "reason": "Unrelated problems: Flax dtype initialization vs missing torchvision::nms operator." + }, + { + "left": "issue:3350", + "right": "issue:4727", + "accept": false, + "reason": "Animov-512x error report vs auto-pipeline local_files_only mirror handling; not the same bug." + }, + { + "left": "issue:10520", + "right": "issue:10869", + "accept": false, + "reason": "Both are runtime errors, but one is cuda/cpu device mismatch and the other is meta-tensor .item() misuse; distinct causes." + }, + { + "left": "issue:2310", + "right": "issue:3112", + "accept": false, + "reason": "LDM inpainting/LaMA cleaner issue vs a multi-ControlNet inpainting feature request; different scope." + }, + { + "left": "issue:8469", + "right": "issue:8850", + "accept": false, + "reason": "Corrupt IP-Adapter face outputs vs broken community pipeline mirrors; unrelated." + }, + { + "left": "issue:1543", + "right": "issue:775", + "accept": false, + "reason": "Both mention fp16, but one is a revision/loading problem and the other is autocast/half-precision behavior; not the same defect." + }, + { + "left": "issue:1064", + "right": "issue:3951", + "accept": false, + "reason": "Scheduler add_noise error vs UniDiffuser NaNs; different components and symptoms." + }, + { + "left": "issue:2786", + "right": "issue:3348", + "accept": false, + "reason": "NumPy input compatibility bug vs LoRA scale support with xformers; unrelated changes." + }, + { + "left": "issue:2068", + "right": "issue:4975", + "accept": false, + "reason": "Model dtype conversion correctness bug vs LoRA loading inefficiency; same theme but different problem." + }, + { + "left": "issue:2052", + "right": "issue:2661", + "accept": false, + "reason": "Checkpoint resume failure vs checkpoint save write error; different directions of the workflow." + }, + { + "left": "issue:2052", + "right": "issue:2662", + "accept": false, + "reason": "Resume-from-checkpoint bug vs checkpoint write error; not the same underlying issue." + }, + { + "left": "issue:10194", + "right": "issue:9599", + "accept": false, + "reason": "Flux attention masking feature request vs FLUX LoRA-only finetune example request; separate requests." + }, + { + "left": "issue:3984", + "right": "issue:756", + "accept": false, + "reason": "Class labels validation error vs a deprecation-tuple error; different validation paths." + }, + { + "left": "issue:4403", + "right": "issue:7695", + "accept": false, + "reason": "Half-precision LayerNorm kernel missing vs ip_adapter_masks being ignored; different code paths." + }, + { + "left": "issue:4841", + "right": "issue:7773", + "accept": false, + "reason": "ControlNet image-size issue vs Stable Video Diffusion batch-size bug; not the same bug." + }, + { + "left": "issue:5062", + "right": "issue:929", + "accept": false, + "reason": "Attention typo fix vs an attention math question; no shared defect." + }, + { + "left": "issue:5884", + "right": "issue:7136", + "accept": false, + "reason": "IP-Adapter support across many pipelines vs callback_on_step_end for LDM3D; separate feature work." + }, + { + "left": "issue:11104", + "right": "issue:8644", + "accept": false, + "reason": "Both involve offload/meta tensors, but they affect different models and failure points." + }, + { + "left": "issue:2772", + "right": "issue:2786", + "accept": false, + "reason": "Local dataset handling in train_controlnet.py vs NumPy input compatibility in a pipeline; unrelated." + }, + { + "left": "issue:10003", + "right": "issue:12656", + "accept": false, + "reason": "Scheduler bug at 1000 inference steps vs AuraFlow positional embedding OOB; completely different issues." + }, + { + "left": "issue:5000", + "right": "issue:5395", + "accept": false, + "reason": "Broken LoRA unfusing vs combining civitai LoRAs with PEFT; related area but not the same concrete bug." + }, + { + "left": "issue:5824", + "right": "issue:7735", + "accept": false, + "reason": "SDXL add_time_ids default dimension bug vs missing caption column in training data; unrelated." + }, + { + "left": "issue:2392", + "right": "issue:5325", + "accept": false, + "reason": "Img2img prompt_embeds prompt validation error vs packaging type information distribution; no overlap." + }, + { + "left": "issue:6176", + "right": "issue:7300", + "accept": false, + "reason": "DreamBooth LoRA load error vs high GPU memory after set_default_attn_processor(); different symptoms and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 252, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10025", + "issue:10303", + "issue:10412", + "issue:10675", + "issue:1076", + "issue:11135", + "issue:11148", + "issue:1305", + "issue:1398", + "issue:1524", + "issue:1642", + "issue:1734", + "issue:1866", + "issue:2984", + "issue:3089", + "issue:319", + "issue:3284", + "issue:337", + "issue:3418", + "issue:3748", + "issue:3788", + "issue:4086", + "issue:4213", + "issue:4337", + "issue:4438", + "issue:444", + "issue:4557", + "issue:4665", + "issue:4753", + "issue:5046", + "issue:5054", + "issue:5510", + "issue:5798", + "issue:6079", + "issue:6452", + "issue:6486", + "issue:660", + "issue:6783", + "issue:6967", + "issue:7370", + "issue:7460", + "issue:760", + "issue:8414", + "issue:8534", + "issue:9106", + "issue:9166", + "issue:9460" + ], + "soft_pairs": [ + "issue:11135|issue:8414", + "issue:1642|issue:3089", + "issue:1866|issue:337", + "issue:4086|issue:444", + "issue:4213|issue:6783", + "issue:1398|issue:760", + "issue:1524|issue:4753", + "issue:4337|issue:4665", + "issue:4557|issue:9106", + "issue:5510|issue:6079", + "issue:6486|issue:8534", + "issue:10412|issue:6967", + "issue:5798|issue:9166", + "issue:1734|issue:3284", + "issue:10025|issue:10675", + "issue:1076|issue:319", + "issue:11148|issue:9460", + "issue:2984|issue:7370", + "issue:3418|issue:6452", + "issue:3748|issue:660", + "issue:3788|issue:7370", + "issue:4438|issue:5054", + "issue:10303|issue:7460", + "issue:1305|issue:5046" + ], + "prepared_review_unit_hash": "f7d3c77aa49e8595a29c5e6ca546e683f054dee5e5232a27f8cb400df9720879", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33388, + "estimated_input_tokens": 8347, + "estimated_eval_tokens": 16950 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated bug reports, feature requests, and model-support requests across different pipelines, schedulers, and training scripts. None of the suggested soft pairs look like the same underlying issue/change, so all should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": "issue:11148 is the most concrete, well-scoped bug report in the set, with a specific failing behavior and clear reproduction context.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:11148 is a strong representative issue because it names the exact PEFT adapter state bug and its downstream impact on enable/disable adapters.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11135", + "right": "issue:8414", + "accept": false, + "reason": "Different requests for different model/pipeline additions: SmoothCache for diffusion transformers vs ConsistencyTTA text-to-audio model support." + }, + { + "left": "issue:1642", + "right": "issue:3089", + "accept": false, + "reason": "Both are scheduler bugs, but they concern different schedulers and different failure modes; not the same concrete code path." + }, + { + "left": "issue:1866", + "right": "issue:337", + "accept": false, + "reason": "Both touch img2img/inpainting behavior, but one is a DPMSolver strength bug and the other is a broader old inpainting issue." + }, + { + "left": "issue:4086", + "right": "issue:444", + "accept": false, + "reason": "Unrelated: SDXL ControlNet training failure vs a num_inference_steps indexing error." + }, + { + "left": "issue:4213", + "right": "issue:6783", + "accept": false, + "reason": "Different problems in different areas: SD-XL single-file loading without accelerate vs corrupted PixArt-XL generations." + }, + { + "left": "issue:1398", + "right": "issue:760", + "accept": false, + "reason": "Both mention MPS, but they target different model generations and different symptoms; too broad to treat as one bug." + }, + { + "left": "issue:1524", + "right": "issue:4753", + "accept": false, + "reason": "Different training scripts and different failure reports; no clear shared underlying defect." + }, + { + "left": "issue:4337", + "right": "issue:4665", + "accept": false, + "reason": "Completely different subsystems: torch.compile/ControlNet vs Windows safetensors file selection." + }, + { + "left": "issue:4557", + "right": "issue:9106", + "accept": false, + "reason": "Both are attribute errors, but they point to different objects and contexts with no evidence of the same root cause." + }, + { + "left": "issue:5510", + "right": "issue:6079", + "accept": false, + "reason": "Both are dtype mismatch errors, but they occur in different pipelines and code paths; not enough to merge." + }, + { + "left": "issue:6486", + "right": "issue:8534", + "accept": false, + "reason": "Different DreamBooth training bugs: double embedding retraction vs wrong logit-normal weighting." + }, + { + "left": "issue:10412", + "right": "issue:6967", + "accept": false, + "reason": "One is a VRAM usage complaint, the other is a shape-mismatch training failure; not the same issue." + }, + { + "left": "issue:5798", + "right": "issue:9166", + "accept": false, + "reason": "ControlNet callback keyword handling and image overlay behavior are unrelated." + }, + { + "left": "issue:1734", + "right": "issue:3284", + "accept": false, + "reason": "Both involve DreamBooth/accelerate, but one reports severe slowdown while the other is a training failure; different bugs." + }, + { + "left": "issue:10025", + "right": "issue:10675", + "accept": false, + "reason": "Both mention Flux, but one is about attention masking and the other about scheduler max_shift configuration." + }, + { + "left": "issue:1076", + "right": "issue:319", + "accept": false, + "reason": "Different generations and different topics: stable-diffusion-v1-5 vs VQ-Diffusion." + }, + { + "left": "issue:11148", + "right": "issue:9460", + "accept": false, + "reason": "PEFT adapter state handling and SD3 ControlNet model-list support are separate features/bugs with no shared code-path." + }, + { + "left": "issue:2984", + "right": "issue:7370", + "accept": false, + "reason": "Both are model-support requests, but they concern different research models and different modalities." + }, + { + "left": "issue:3418", + "right": "issue:6452", + "accept": false, + "reason": "Different feature requests in different pipelines: text-encoder LoRA training vs masked_image_latents input for ControlNet inpaint." + }, + { + "left": "issue:3748", + "right": "issue:660", + "accept": false, + "reason": "Both involve dtype/device issues, but one is a LoRA safetensor loading mismatch and the other is an MPS fp16 runtime question." + }, + { + "left": "issue:3788", + "right": "issue:7370", + "accept": false, + "reason": "Separate pipeline/model support proposals for different architectures; not the same underlying change." + }, + { + "left": "issue:4438", + "right": "issue:5054", + "accept": false, + "reason": "Both are SDXL errors, but one is a generic pipeline error and the other is a missing final_offload_hook attribute; no clear duplication." + }, + { + "left": "issue:10303", + "right": "issue:7460", + "accept": false, + "reason": "Different bugs in different components: attention permutation vs AdaLayerNorm behavior." + }, + { + "left": "issue:1305", + "right": "issue:5046", + "accept": false, + "reason": "Both reference diffusion-editing papers, but they are distinct methods and support requests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 253, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10054", + "issue:10659", + "issue:10674", + "issue:1106", + "issue:11398", + "issue:11627", + "issue:11642", + "issue:12299", + "issue:12895", + "issue:1310", + "issue:1405", + "issue:1805", + "issue:1990", + "issue:2068", + "issue:2331", + "issue:2459", + "issue:2532", + "issue:2579", + "issue:3043", + "issue:3113", + "issue:3391", + "issue:3861", + "issue:389", + "issue:4219", + "issue:4542", + "issue:4551", + "issue:462", + "issue:4868", + "issue:4933", + "issue:5570", + "issue:5607", + "issue:5743", + "issue:5897", + "issue:6008", + "issue:6584", + "issue:6809", + "issue:7276", + "issue:7492", + "issue:7497", + "issue:7686", + "issue:801", + "issue:9164", + "issue:9358", + "issue:9443", + "issue:954", + "issue:9548", + "issue:9974" + ], + "soft_pairs": [ + "issue:1805|issue:3043", + "issue:3391|issue:4868", + "issue:5570|issue:6008", + "issue:10054|issue:9974", + "issue:1310|issue:1990", + "issue:2331|issue:3043", + "issue:3113|issue:7497", + "issue:12299|issue:9443", + "issue:4542|issue:6809", + "issue:7276|issue:9548", + "issue:4933|issue:954", + "issue:9164|issue:9358", + "issue:1106|issue:2459", + "issue:2532|issue:2579", + "issue:389|issue:462", + "issue:4551|issue:5743", + "issue:10659|issue:10674", + "issue:11398|issue:11642", + "issue:2068|issue:3861", + "issue:1405|issue:801", + "issue:5897|issue:7492", + "issue:4219|issue:6584", + "issue:11627|issue:12895", + "issue:5607|issue:7686" + ], + "prepared_review_unit_hash": "eb7bad0fe32357c63d9601dcd33ace44c555a19be4b8b5da7a2ee482dc177cde", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33384, + "estimated_input_tokens": 8346, + "estimated_eval_tokens": 16948 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of mostly unrelated issues that only look similar at the title/wording level. None of the soft pairs appear to describe the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1805", + "right": "issue:3043", + "accept": false, + "reason": "Different feature requests: scalable diffusion pipeline vs ODISE integration; no shared bug or code path." + }, + { + "left": "issue:3391", + "right": "issue:4868", + "accept": false, + "reason": "Unrelated problems: DeepFloyd super-resolution overexposure vs a superclass __getattr__ AttributeError." + }, + { + "left": "issue:5570", + "right": "issue:6008", + "accept": false, + "reason": "Different failures in different areas: missing compute_snr package symbol vs IP-Adapter/LCM LoRA regression." + }, + { + "left": "issue:10054", + "right": "issue:9974", + "accept": false, + "reason": "Unrelated scheduler test bug vs ControlNet SD3 parameter support request." + }, + { + "left": "issue:1310", + "right": "issue:1990", + "accept": false, + "reason": "Stable Diffusion/K-Diffusion behavior bug vs a pipeline proposal; not the same issue." + }, + { + "left": "issue:2331", + "right": "issue:3043", + "accept": false, + "reason": "ControlNet pipeline request vs ODISE support request; same broad domain but different changes." + }, + { + "left": "issue:3113", + "right": "issue:7497", + "accept": false, + "reason": "Layout control via cross-attention guidance vs fine-grained subject attribute control; distinct proposals." + }, + { + "left": "issue:12299", + "right": "issue:9443", + "accept": false, + "reason": "Both concern SD3, but one is a tensor mismatch with negative prompt embeddings and the other is tokenizer instantiation; different bugs." + }, + { + "left": "issue:4542", + "right": "issue:6809", + "accept": false, + "reason": "SDXL img2img multi-image generation bug vs LoRA adapter loading under PEFT; unrelated code paths." + }, + { + "left": "issue:7276", + "right": "issue:9548", + "accept": false, + "reason": "Dreambooth network/model download error vs Flux Dreambooth LoRA training issue; not the same failure." + }, + { + "left": "issue:4933", + "right": "issue:954", + "accept": false, + "reason": "Dreambooth checkpoint export problem vs a generic login/loading issue; no concrete overlap." + }, + { + "left": "issue:9164", + "right": "issue:9358", + "accept": false, + "reason": "Both involve Flux Dreambooth LoRA, but one is convergence/training behavior and the other is redundant text encoder reinitialization; different bugs." + }, + { + "left": "issue:1106", + "right": "issue:2459", + "accept": false, + "reason": "Both mention repeated attention/model usage, but one is PNDM inference behavior and the other is xFormers in a training script; not the same bug." + }, + { + "left": "issue:2532", + "right": "issue:2579", + "accept": false, + "reason": "Panorama pipeline get_views bug vs a vague xFormers bug/misuse report; insufficient concrete overlap." + }, + { + "left": "issue:389", + "right": "issue:462", + "accept": false, + "reason": "README example breakage vs Apple MPS img2img regression; different contexts and code paths." + }, + { + "left": "issue:4551", + "right": "issue:5743", + "accept": false, + "reason": "DreamBooth SDXL crash vs latent consistency distillation training stuck at 0%; unrelated training failures." + }, + { + "left": "issue:10659", + "right": "issue:10674", + "accept": false, + "reason": "Both are user-facing generation problems, but ConsisID output quality and FluxPipeline GGUF support are different pipelines and bugs." + }, + { + "left": "issue:11398", + "right": "issue:11642", + "accept": false, + "reason": "Different Flux bugs: missing config/attn processor support vs prompt_embeds_scale having no effect." + }, + { + "left": "issue:2068", + "right": "issue:3861", + "accept": false, + "reason": "Same API area, but one is dtype conversion in from_pretrained and the other is a typo/alternate from_pretrained naming question." + }, + { + "left": "issue:1405", + "right": "issue:801", + "accept": false, + "reason": "Both involve attention slicing, but one is main-branch breakage and the other is inpainting/img2img not honoring it; not clearly the same defect." + }, + { + "left": "issue:5897", + "right": "issue:7492", + "accept": false, + "reason": "Device-mismatch LoRA training error vs a missing Hugging Face repository URL; unrelated root causes." + }, + { + "left": "issue:4219", + "right": "issue:6584", + "accept": false, + "reason": "ControlNet checkpoint conversion support vs DreamShaper inpaint model conversion; related area but different requests." + }, + { + "left": "issue:11627", + "right": "issue:12895", + "accept": false, + "reason": "Both SD3-related, but one is an IP-Adapter integration issue and the other is a num_images_per_prompt crash with batched prompts; different bugs." + }, + { + "left": "issue:5607", + "right": "issue:7686", + "accept": false, + "reason": "Tensor size mismatch during runtime vs a UNet constructor ValueError about cross_attention_dim; not the same problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 254, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10010", + "issue:10112", + "issue:10382", + "issue:10752", + "issue:10855", + "issue:10897", + "issue:1106", + "issue:11220", + "issue:1188", + "issue:12071", + "issue:12149", + "issue:1298", + "issue:13034", + "issue:1675", + "issue:176", + "issue:1949", + "issue:2153", + "issue:2163", + "issue:2377", + "issue:2695", + "issue:2712", + "issue:2800", + "issue:2856", + "issue:3112", + "issue:338", + "issue:339", + "issue:3565", + "issue:3958", + "issue:4042", + "issue:4052", + "issue:4069", + "issue:4125", + "issue:4303", + "issue:4542", + "issue:477", + "issue:5374", + "issue:5405", + "issue:6113", + "issue:6157", + "issue:6288", + "issue:6793", + "issue:7428", + "issue:7562", + "issue:8236", + "issue:8801", + "issue:9092", + "issue:9822" + ], + "soft_pairs": [ + "issue:10382|issue:6793", + "issue:2695|issue:2712", + "issue:3958|issue:7562", + "issue:10010|issue:9822", + "issue:10112|issue:7428", + "issue:10752|issue:13034", + "issue:10855|issue:12071", + "issue:10897|issue:8801", + "issue:1106|issue:2163", + "issue:11220|issue:12149", + "issue:1188|issue:2800", + "issue:1298|issue:4542", + "issue:1675|issue:5374", + "issue:176|issue:4069", + "issue:1949|issue:4303", + "issue:2153|issue:477", + "issue:2377|issue:338", + "issue:2377|issue:339", + "issue:2856|issue:6113", + "issue:3112|issue:4042", + "issue:3565|issue:8236", + "issue:4052|issue:5405", + "issue:4125|issue:6288", + "issue:6157|issue:9092" + ], + "prepared_review_unit_hash": "3b4ccf2ac8cb4077293cf85c3ff6b9d81a73a1b2bc94693627b2367af8d0d5f7", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33123, + "estimated_input_tokens": 8281, + "estimated_eval_tokens": 16818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate or mergeable issue/PR pair is supported here; the soft-similarity pairs mostly share a subsystem keyword but describe different bugs, feature requests, or docs/training questions.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10382", + "right": "issue:6793", + "accept": false, + "reason": "VAE forward return-type AttributeError is unrelated to Hydra config serialization failure." + }, + { + "left": "issue:2695", + "right": "issue:2712", + "accept": false, + "reason": "Both concern training/configuration, but one is a TensorBoard validation failure and the other is a missing config field; different root causes." + }, + { + "left": "issue:3958", + "right": "issue:7562", + "accept": false, + "reason": "Both mention CPU offload, but one is about LoRA loading and the other is a multicontrolnet failure in SDXL img2img." + }, + { + "left": "issue:10010", + "right": "issue:9822", + "accept": false, + "reason": "A missing FLUX Fill model_index.json for an example is not the same problem as loading SDXL LoRAs into Flux." + }, + { + "left": "issue:10112", + "right": "issue:7428", + "accept": false, + "reason": "Detail-Daemon issue is unrelated to a feature request for layer diffusion support." + }, + { + "left": "issue:10752", + "right": "issue:13034", + "accept": false, + "reason": "FP16 gradient unscale bug is unrelated to WanPipeline height/width handling." + }, + { + "left": "issue:10855", + "right": "issue:12071", + "accept": false, + "reason": "Gradient accumulation causing optimizer.step() every step is unrelated to a FLUX transformer forward-behavior change." + }, + { + "left": "issue:10897", + "right": "issue:8801", + "accept": false, + "reason": "Two separate model support requests with different targets; not the same bug or change." + }, + { + "left": "issue:1106", + "right": "issue:2163", + "accept": false, + "reason": "Repeated UNet calls in PNDM is a scheduler behavior issue, not the dtype mismatch seen in text-to-image training." + }, + { + "left": "issue:11220", + "right": "issue:12149", + "accept": false, + "reason": "Broken documentation page and pip/source version mismatch are different issues." + }, + { + "left": "issue:1188", + "right": "issue:2800", + "accept": false, + "reason": "A pipeline feature request for CLIPSeg x Stable Diffusion is distinct from DiffEdit image-editing support." + }, + { + "left": "issue:1298", + "right": "issue:4542", + "accept": false, + "reason": "Broken SD img2img after a change is not the same as SDXL Img2Img producing only one image." + }, + { + "left": "issue:1675", + "right": "issue:5374", + "accept": false, + "reason": "Model conversion state-dict errors do not match an unexpected checkpoint_path argument error." + }, + { + "left": "issue:176", + "right": "issue:4069", + "accept": false, + "reason": "Missing Glide pipeline and unloading a textual inversion checkpoint are unrelated concerns." + }, + { + "left": "issue:1949", + "right": "issue:4303", + "accept": false, + "reason": "Dreambooth tutorial training errors are not the same as a Flax pipeline crash loading SDXL." + }, + { + "left": "issue:2153", + "right": "issue:477", + "accept": false, + "reason": "Float16 incompatibility on GTX 1660 is unrelated to the PNDM off-by-one scheduler bug." + }, + { + "left": "issue:2377", + "right": "issue:338", + "accept": false, + "reason": "EMAModel test coverage request and LMS Discrete test request are different test additions." + }, + { + "left": "issue:2377", + "right": "issue:339", + "accept": false, + "reason": "EMAModel tests and Karras VE tests are separate test tasks." + }, + { + "left": "issue:2856", + "right": "issue:6113", + "accept": false, + "reason": "Converting an SD model to diffusers is not the same as using sd_control_collection models in diffusers." + }, + { + "left": "issue:3112", + "right": "issue:4042", + "accept": false, + "reason": "Multi-ControlNet inpainting is not the same as combining reference-only, inpainting, and depth control." + }, + { + "left": "issue:3565", + "right": "issue:8236", + "accept": false, + "reason": "CUDA OOM during text-to-image training is unrelated to the multi-GPU step-count scheduler bug." + }, + { + "left": "issue:4052", + "right": "issue:5405", + "accept": false, + "reason": "Missing from_single_file attribute and SDXL weights not overwriting are different single-file loading problems." + }, + { + "left": "issue:4125", + "right": "issue:6288", + "accept": false, + "reason": "A loss-curve question during LoRA fine-tuning is not the same as an overly small default learning rate issue." + }, + { + "left": "issue:6157", + "right": "issue:9092", + "accept": false, + "reason": "IP-Adapter not working in ControlNet img2img is unrelated to a missing model_index.json in FluxPipeline." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 255, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10767", + "issue:1109", + "issue:11148", + "issue:11410", + "issue:11945", + "issue:1195", + "issue:1323", + "issue:13279", + "issue:1519", + "issue:1541", + "issue:1611", + "issue:1674", + "issue:1811", + "issue:2661", + "issue:2662", + "issue:2769", + "issue:3064", + "issue:3116", + "issue:3296", + "issue:3428", + "issue:351", + "issue:3566", + "issue:3767", + "issue:4134", + "issue:4376", + "issue:4414", + "issue:460", + "issue:4880", + "issue:5372", + "issue:5414", + "issue:5761", + "issue:5798", + "issue:5857", + "issue:6068", + "issue:6090", + "issue:6091", + "issue:6463", + "issue:6548", + "issue:7428", + "issue:7619", + "issue:7802", + "issue:7872", + "issue:7895", + "issue:8589", + "issue:8708", + "issue:8837", + "issue:9551", + "issue:9895" + ], + "soft_pairs": [ + "issue:6463|issue:8708", + "issue:7428|issue:7802", + "issue:8589|issue:8837", + "issue:2661|issue:3296", + "issue:2662|issue:3296", + "issue:3428|issue:3566", + "issue:4880|issue:5798", + "issue:11945|issue:9895", + "issue:1109|issue:460", + "issue:4414|issue:5761", + "issue:11410|issue:7872", + "issue:1541|issue:3767", + "issue:11148|issue:13279", + "issue:3116|issue:6068", + "issue:6090|issue:7619", + "issue:1195|issue:1611", + "issue:1519|issue:4134", + "issue:1323|issue:1674", + "issue:4376|issue:5372", + "issue:10767|issue:9551", + "issue:1811|issue:3064", + "issue:2769|issue:351", + "issue:4414|issue:6091", + "issue:5414|issue:7895", + "issue:5857|issue:6548" + ], + "prepared_review_unit_hash": "f3f1fa8e8ac28431b9f6bba5149f6f6f72e61345c0027dce7bf0f9739b37b06b", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34367, + "estimated_input_tokens": 8592, + "estimated_eval_tokens": 17440 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated issue reports spanning different Diffusers subsystems. The only clear duplicate-like pair is the two checkpoint write-error reports (#2661/#2662); the broader/general one is the best canonical issue candidate.", + "confidence": 0.83, + "canonical_issue_reason": "Issue #2662 has the broader title, more discussion, and appears to describe the same checkpoint-saving write error as #2661, making it the best canonical issue in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "#2662 is the most suitable global issue representative because it is the more general and more active version of the duplicate checkpoint-saving write-error report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:6463", + "right": "issue:8708", + "accept": false, + "reason": "Different topics: missing audio_diffusion pipeline vs missing SD3 VAE shift_factor in DreamBooth examples." + }, + { + "left": "issue:7428", + "right": "issue:7802", + "accept": false, + "reason": "One is a feature/support request for layer diffusion; the other is a scheduler support request. Not the same change." + }, + { + "left": "issue:8589", + "right": "issue:8837", + "accept": false, + "reason": "Different bugs in different areas: DreamBooth prior preservation vs SlicedAttnProcessor behavior." + }, + { + "left": "issue:2661", + "right": "issue:3296", + "accept": false, + "reason": "Both involve checkpoint-related workflows, but one is a write error and the other is DreamBooth save/load with text_encoder; not the same concrete bug." + }, + { + "left": "issue:2662", + "right": "issue:3296", + "accept": false, + "reason": "Same as above: checkpoint write error versus DreamBooth checkpoint save/load failure are related but distinct." + }, + { + "left": "issue:3428", + "right": "issue:3566", + "accept": false, + "reason": "Both mention unexpected results in pipelines, but they concern different pipelines and different functionality." + }, + { + "left": "issue:4880", + "right": "issue:5798", + "accept": false, + "reason": "Both are ControlNet pipeline issues, but one is an input-type validation error and the other is an unexpected callback keyword error." + }, + { + "left": "issue:11945", + "right": "issue:9895", + "accept": false, + "reason": "Different failure modes and environments: floating point exception with nightly PyTorch/CUDA versus FluxPipeline device mismatch." + }, + { + "left": "issue:1109", + "right": "issue:460", + "accept": false, + "reason": "CPU utilization issue is unrelated to ONNX runtime backend selection." + }, + { + "left": "issue:4414", + "right": "issue:5761", + "accept": false, + "reason": "A sample request for consistency models is not the same as a complaint about the cost of the consistency decoder." + }, + { + "left": "issue:11410", + "right": "issue:7872", + "accept": false, + "reason": "A specific attention_processor unpacking error is not the same as a general version/package report." + }, + { + "left": "issue:1541", + "right": "issue:3767", + "accept": false, + "reason": "DreamBooth MODEL_TYPE loading failure is unrelated to FrozenDict mutability." + }, + { + "left": "issue:11148", + "right": "issue:13279", + "accept": false, + "reason": "Different PEFT/transformers loading issues with different symptoms and code paths." + }, + { + "left": "issue:3116", + "right": "issue:6068", + "accept": false, + "reason": "Both are sampling quality bugs, but they involve different schedulers, pipelines, and failure conditions." + }, + { + "left": "issue:6090", + "right": "issue:7619", + "accept": false, + "reason": "Both mention channel mismatches, but one is a specific runtime shape error and the other is a DreamBooth training issue; not clearly the same bug." + }, + { + "left": "issue:1195", + "right": "issue:1611", + "accept": false, + "reason": "Memory-efficient attention with fp16 weights is unrelated to the StableDiffusionMegaPipeline regression." + }, + { + "left": "issue:1519", + "right": "issue:4134", + "accept": false, + "reason": "Different Apple/MPS problems: noisy batch outputs versus ControlNet tensor-size mismatch." + }, + { + "left": "issue:1323", + "right": "issue:1674", + "accept": false, + "reason": "Flax dtype-loading bug and Dreambooth scheduling/DPMSolver loading issue are different problems." + }, + { + "left": "issue:4376", + "right": "issue:5372", + "accept": false, + "reason": "Textual inversion crash in SDXL and safety_checker usage question are unrelated." + }, + { + "left": "issue:10767", + "right": "issue:9551", + "accept": false, + "reason": "FlashVideo <> Diffusers and Flux controlnet usage are not the same underlying issue." + }, + { + "left": "issue:1811", + "right": "issue:3064", + "accept": false, + "reason": "Weight-file selection during from_pretrained is unrelated to loading a safetensors LoRA." + }, + { + "left": "issue:2769", + "right": "issue:351", + "accept": false, + "reason": "Model conversion corruption and direct CUDA loading are different issues." + }, + { + "left": "issue:4414", + "right": "issue:6091", + "accept": false, + "reason": "Consistency model sampling request is unrelated to consistency decoder memory size behavior." + }, + { + "left": "issue:5414", + "right": "issue:7895", + "accept": false, + "reason": "Broken PEFT set_adapters(weights) and Flax memory-efficient attention are separate bugs." + }, + { + "left": "issue:5857", + "right": "issue:6548", + "accept": false, + "reason": "LCM LoRA behavior in AnimateDiff SDXL is unrelated to RGBA image handling in prepare_latents." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 256, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1037", + "issue:10518", + "issue:1064", + "issue:10640", + "issue:11208", + "issue:11839", + "issue:12149", + "issue:12195", + "issue:12995", + "issue:1344", + "issue:1742", + "issue:1755", + "issue:1974", + "issue:1990", + "issue:2361", + "issue:2578", + "issue:3222", + "issue:3537", + "issue:381", + "issue:4014", + "issue:4297", + "issue:435", + "issue:4478", + "issue:4534", + "issue:4593", + "issue:4932", + "issue:4957", + "issue:5008", + "issue:5043", + "issue:5064", + "issue:5079", + "issue:562", + "issue:5968", + "issue:6518", + "issue:6616", + "issue:6749", + "issue:7210", + "issue:7589", + "issue:7666", + "issue:7757", + "issue:7972", + "issue:8463", + "issue:8615", + "issue:8671", + "issue:8786", + "issue:8894", + "issue:984" + ], + "soft_pairs": [ + "issue:4478|issue:7972", + "issue:4593|issue:6749", + "issue:1037|issue:5043", + "issue:10518|issue:8671", + "issue:10640|issue:7210", + "issue:12149|issue:12195", + "issue:1344|issue:1755", + "issue:3537|issue:5968", + "issue:5008|issue:6616", + "issue:7666|issue:8786", + "issue:4014|issue:4297", + "issue:11208|issue:7589", + "issue:11839|issue:12995", + "issue:1755|issue:1990", + "issue:2361|issue:4534", + "issue:5079|issue:8615", + "issue:6518|issue:8463", + "issue:1742|issue:1974", + "issue:3222|issue:4932", + "issue:7757|issue:8894", + "issue:1064|issue:562", + "issue:2578|issue:984", + "issue:381|issue:435", + "issue:4957|issue:5064" + ], + "prepared_review_unit_hash": "b10dabf29000dbf5e81b8f7365383634f1b5a4c04e0b9b8a088b353f1bfbe7aa", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33601, + "estimated_input_tokens": 8401, + "estimated_eval_tokens": 17058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not contain a single duplicate set; the soft pairs are mostly superficial title matches across unrelated bugs, feature requests, and scripts. I would reject all proposed edges.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4478", + "right": "issue:7972", + "accept": false, + "reason": "Both are SDXL runtime/type-mismatch complaints, but they hit different code paths and different features (from_pretrained bias/input types vs LEDITS++)." + }, + { + "left": "issue:4593", + "right": "issue:6749", + "accept": false, + "reason": "LoRA rank-loading failure and an InstantID replication issue are different models and different bugs." + }, + { + "left": "issue:1037", + "right": "issue:5043", + "accept": false, + "reason": "A community-pipeline addition request is unrelated to a Wurstchen LoRA finetuning request." + }, + { + "left": "issue:10518", + "right": "issue:8671", + "accept": false, + "reason": "One is a bug in an SD3 LoRA training script; the other is a code-cleanup note in a different SD3 script." + }, + { + "left": "issue:10640", + "right": "issue:7210", + "accept": false, + "reason": "Both involve multi-GPU/model wrapping, but the failures are different: DataParallel on FluxInpaint vs accelerate dispatch on SDXL." + }, + { + "left": "issue:12149", + "right": "issue:12195", + "accept": false, + "reason": "Packaging/source-code mismatch and a torch.custom_op compatibility error are unrelated environment problems." + }, + { + "left": "issue:1344", + "right": "issue:1755", + "accept": false, + "reason": "The second item is not a substantive related bug report; there is no shared underlying issue." + }, + { + "left": "issue:3537", + "right": "issue:5968", + "accept": false, + "reason": "These are both conversion utilities, but one is ControlNet conversion and the other is Text2Video/Img2Video ONNX export." + }, + { + "left": "issue:5008", + "right": "issue:6616", + "accept": false, + "reason": "A TryOnDiffusion implementation proposal is not the same change as a classifier-guidance proposal." + }, + { + "left": "issue:7666", + "right": "issue:8786", + "accept": false, + "reason": "Custom pipeline loading from a single file and SD3 token-length behavior are different problems." + }, + { + "left": "issue:4014", + "right": "issue:4297", + "accept": false, + "reason": "Both mention artifacts/watermarks, but one is SDXL watermark pixel artifacts and the other is batched img2img fishnet artifacts; not the same bug." + }, + { + "left": "issue:11208", + "right": "issue:7589", + "accept": false, + "reason": "Unsupported MultiControlNetModel in an SD3 inpainting pipeline is unrelated to GLIGEN layout synthesis failures." + }, + { + "left": "issue:11839", + "right": "issue:12995", + "accept": false, + "reason": "FluxKontext gguf input-size errors and Cosmos-Predict2.5 video semantics are different issues." + }, + { + "left": "issue:1755", + "right": "issue:1990", + "accept": false, + "reason": "No meaningful overlap; the pair is not the same bug or feature." + }, + { + "left": "issue:2361", + "right": "issue:4534", + "accept": false, + "reason": "Checkpoint-saving crashes in text-to-image finetuning and a validation crash on MPS are different failure points and scripts." + }, + { + "left": "issue:5079", + "right": "issue:8615", + "accept": false, + "reason": "Loading LoRA weights and fusing LoRA are distinct features, not the same underlying change." + }, + { + "left": "issue:6518", + "right": "issue:8463", + "accept": false, + "reason": "A NoneType floor-division error in distillation and a NoneType tokenize error in InstructP2P-SDXL are unrelated." + }, + { + "left": "issue:1742", + "right": "issue:1974", + "accept": false, + "reason": "Inference speed variability and Euler scheduler generator handling are different bugs." + }, + { + "left": "issue:3222", + "right": "issue:4932", + "accept": false, + "reason": "Both mention missing saved weights, but custom diffusion and Dreambooth are different training flows and artifacts." + }, + { + "left": "issue:7757", + "right": "issue:8894", + "accept": false, + "reason": "A multi-GPU OOM in train_controlnet_sdxl is unrelated to an error in train_cm_ct_unconditional.py." + }, + { + "left": "issue:1064", + "right": "issue:562", + "accept": false, + "reason": "These are scheduler-related, but one reports add_noise errors while the other reports inpaint incompatibility; not the same concrete bug." + }, + { + "left": "issue:2578", + "right": "issue:984", + "accept": false, + "reason": "Editable install problems and F.interpolate large-batch failures are unrelated." + }, + { + "left": "issue:381", + "right": "issue:435", + "accept": false, + "reason": "Different notebook errors in different tutorial sections; no shared code-path bug." + }, + { + "left": "issue:4957", + "right": "issue:5064", + "accept": false, + "reason": "Both are disk-space complaints, but they occur in different pipelines and scenarios and do not indicate one underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 257, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10290", + "issue:10737", + "issue:10767", + "issue:10860", + "issue:10953", + "issue:11497", + "issue:1161", + "issue:1214", + "issue:12221", + "issue:12547", + "issue:1314", + "issue:1875", + "issue:1922", + "issue:2192", + "issue:2331", + "issue:3279", + "issue:3383", + "issue:3403", + "issue:3689", + "issue:3717", + "issue:3767", + "issue:3876", + "issue:4210", + "issue:4665", + "issue:4701", + "issue:4876", + "issue:4969", + "issue:4985", + "issue:5124", + "issue:514", + "issue:5162", + "issue:5284", + "issue:5465", + "issue:5558", + "issue:5646", + "issue:6112", + "issue:6149", + "issue:6164", + "issue:6277", + "issue:6598", + "issue:7177", + "issue:776", + "issue:7939", + "issue:8228", + "issue:9089", + "issue:9611", + "issue:9810" + ], + "soft_pairs": [ + "issue:3279|issue:5124", + "issue:5465|issue:9611", + "issue:10737|issue:9089", + "issue:1161|issue:5162", + "issue:1314|issue:4701", + "issue:2331|issue:5284", + "issue:3689|issue:4876", + "issue:3876|issue:5558", + "issue:4969|issue:514", + "issue:4969|issue:7177", + "issue:11497|issue:12547", + "issue:5646|issue:6598", + "issue:1214|issue:3767", + "issue:1922|issue:4210", + "issue:2192|issue:6277", + "issue:3403|issue:776", + "issue:6112|issue:6149", + "issue:7939|issue:8228", + "issue:1875|issue:6164", + "issue:3717|issue:4985", + "issue:3383|issue:4665", + "issue:10290|issue:10953", + "issue:10767|issue:12221", + "issue:10860|issue:9810" + ], + "prepared_review_unit_hash": "601ed74a335bfb023b638e43c12b4fe666d453c4fa9e897e3b7740ae86530550", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33166, + "estimated_input_tokens": 8292, + "estimated_eval_tokens": 16840 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated issue reports that only share broad model/training/loading themes. The Flux/ControlNet torch.compile pair (10290/10953) is only weakly similar from titles alone, so it should be treated as related-but-uncertain, not a confirmed duplicate.", + "confidence": 0.75, + "canonical_issue_reason": "issue:10290 is the clearest user-facing report of the Flux+ControlNet torch.compile failure; issue:10953 may be a related fix hint, but the packet only provides titles, so duplicate status is not established.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10290 best represents the cluster because it states the concrete runtime symptom and affected component more directly than the terse transpose/permute note.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3279", + "right": "issue:5124", + "accept": false, + "reason": "Both are training/checkpoint topics, but one is checkpoint resume and the other is safetensor fine-tuning; different bugs." + }, + { + "left": "issue:5465", + "right": "issue:9611", + "accept": false, + "reason": "DiffEdit inpaint_strength handling and Flux image batching are unrelated failure modes." + }, + { + "left": "issue:10737", + "right": "issue:9089", + "accept": false, + "reason": "A missing image_encoder in encode_image and a missing FluxPipeline symbol are different code-path issues." + }, + { + "left": "issue:1161", + "right": "issue:5162", + "accept": false, + "reason": "Model conversion from Flax to PyTorch is not the same as converting a checkpoint folder to safetensors." + }, + { + "left": "issue:1314", + "right": "issue:4701", + "accept": false, + "reason": "xformers backward on Windows and AutoencoderKL float32 CUDA errors are distinct problems." + }, + { + "left": "issue:2331", + "right": "issue:5284", + "accept": false, + "reason": "A general ControlNet pipeline request and ControlNet-LLLite support are different feature requests." + }, + { + "left": "issue:3689", + "right": "issue:4876", + "accept": false, + "reason": "Unloading LoRA weights and adding a std argument for LoRA layers are separate requests." + }, + { + "left": "issue:3876", + "right": "issue:5558", + "accept": false, + "reason": "Both mention ControlNet inpaint, but one is a demo error and the other is multi-ControlNet artifacts; not the same bug." + }, + { + "left": "issue:4969", + "right": "issue:514", + "accept": false, + "reason": "CrossAttention import failure is unrelated to an attention slicing runtime error." + }, + { + "left": "issue:4969", + "right": "issue:7177", + "accept": false, + "reason": "CrossAttention import failure and StableCascadeDecoderPipeline.from_pretrained error are different issues." + }, + { + "left": "issue:11497", + "right": "issue:12547", + "accept": false, + "reason": "Dataset preprocessing cache behavior and a missing --instance_prompt argument are unrelated training-script problems." + }, + { + "left": "issue:5646", + "right": "issue:6598", + "accept": false, + "reason": "Scheduler instability versus img2img output differences are not the same concrete bug." + }, + { + "left": "issue:1214", + "right": "issue:3767", + "accept": false, + "reason": "Half-precision CLIPTextModel failure is unrelated to FrozenDict mutability." + }, + { + "left": "issue:1922", + "right": "issue:4210", + "accept": false, + "reason": "An undefined notebook helper and attention_mask usage in UNet forward are unrelated." + }, + { + "left": "issue:2192", + "right": "issue:6277", + "accept": false, + "reason": "Missing CLI arguments in one training script and broken gradients in another are different issues." + }, + { + "left": "issue:3403", + "right": "issue:776", + "accept": false, + "reason": "TorchDynamo pipeline loading and image-to-image batch_size>1 failures are different code paths." + }, + { + "left": "issue:6112", + "right": "issue:6149", + "accept": false, + "reason": "SDXL-turbo noise and ip-adapter load errors are unrelated." + }, + { + "left": "issue:7939", + "right": "issue:8228", + "accept": false, + "reason": "Both concern loading models, but one is a generic same-folder load failure and the other is a specific from_single_file CLIPTextModel error." + }, + { + "left": "issue:1875", + "right": "issue:6164", + "accept": false, + "reason": "fp16 training type mismatch and latent output handling are distinct bugs." + }, + { + "left": "issue:3717", + "right": "issue:4985", + "accept": false, + "reason": "Both mention OOM, but they are different training scenarios and scripts." + }, + { + "left": "issue:3383", + "right": "issue:4665", + "accept": false, + "reason": "Partially downloaded pipeline loading and Windows safetensors/bin selection are separate loading issues." + }, + { + "left": "issue:10290", + "right": "issue:10953", + "accept": false, + "reason": "The titles suggest a possible torch.compile-related connection, but the packet only gives titles and there is not enough evidence to confirm the same underlying bug or fix path." + }, + { + "left": "issue:10767", + "right": "issue:12221", + "accept": false, + "reason": "FlashVideo vs Diffusers and DiffSynth ControlNet support are different integration requests." + }, + { + "left": "issue:10860", + "right": "issue:9810", + "accept": false, + "reason": "LoRA usability in ComfyUI and module_to_save() support are related broadly, but not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Most soft-edge rejections are conservative and grounded in the packet. However, the accepted 10290/10953 pair is overstated: the packet only gives titles, and while they may be related, there is not enough evidence to confidently say they describe the same bug or the same torch.compile compatibility path. Please downgrade that verdict to conservative uncertainty rather than accept." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 258, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10057", + "issue:10165", + "issue:10226", + "issue:10239", + "issue:1111", + "issue:11247", + "issue:11592", + "issue:11864", + "issue:12108", + "issue:12157", + "issue:12338", + "issue:1574", + "issue:1790", + "issue:2264", + "issue:2402", + "issue:3481", + "issue:3651", + "issue:3655", + "issue:3683", + "issue:4080", + "issue:4366", + "issue:4506", + "issue:4530", + "issue:5225", + "issue:5284", + "issue:5395", + "issue:5463", + "issue:5489", + "issue:6091", + "issue:6295", + "issue:6335", + "issue:6398", + "issue:6452", + "issue:6530", + "issue:660", + "issue:7009", + "issue:7138", + "issue:7191", + "issue:7228", + "issue:7640", + "issue:7781", + "issue:7881", + "issue:8464", + "issue:8879", + "issue:8900", + "issue:9370", + "issue:953" + ], + "soft_pairs": [ + "issue:2402|issue:660", + "issue:4080|issue:6452", + "issue:7640|issue:8879", + "issue:11592|issue:8900", + "issue:5395|issue:5489", + "issue:12108|issue:12157", + "issue:1574|issue:1790", + "issue:4506|issue:5463", + "issue:6091|issue:6398", + "issue:6335|issue:7881", + "issue:10239|issue:7009", + "issue:11864|issue:12338", + "issue:3651|issue:3683", + "issue:7228|issue:7781", + "issue:10057|issue:11247", + "issue:5225|issue:9370", + "issue:1111|issue:953", + "issue:5284|issue:6530", + "issue:2264|issue:3481", + "issue:3655|issue:7191", + "issue:4080|issue:4366", + "issue:10165|issue:8464", + "issue:10226|issue:7138", + "issue:4530|issue:6295" + ], + "prepared_review_unit_hash": "3015dc1086d65351a88ef8a4d77d8e5f2fd796b3a1efd31800b85f8085e28329", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33378, + "estimated_input_tokens": 8345, + "estimated_eval_tokens": 16946 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: it mixes unrelated model-loading, training, memory, controlnet, and utility bugs. None of the soft pairs look like true duplicates, so I rejected them all. If forced to anchor the set, the most concrete issue is the FluxTransformer2DModel.from_single_file report, but it is not a real representative for the whole cluster.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 10057 is the most concrete, reproducible bug report in the set (FluxTransformer2DModel.from_single_file token/loading path), but the surrounding items are too diverse for a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 10057 is the best single anchor because it is narrowly scoped and actionable; however, the cluster does not have a strong shared underlying bug, so this is only a weak representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2402", + "right": "issue:660", + "accept": false, + "reason": "Different backends/platforms: CUDA-not-compiled vs MPS fp16 on M1. Not the same bug." + }, + { + "left": "issue:4080", + "right": "issue:6452", + "accept": false, + "reason": "Both touch inpainting/controlnet, but one is a new SDXL inpaint pipeline and the other is a masked_image_latents API request. Not duplicates." + }, + { + "left": "issue:7640", + "right": "issue:8879", + "accept": false, + "reason": "Different failures: from_single_file shape/dimension mismatch vs torch.compile+cudagraph on SDXL." + }, + { + "left": "issue:11592", + "right": "issue:8900", + "accept": false, + "reason": "LoRA adapter deletion regression and SDXL refiner loading guidance are unrelated." + }, + { + "left": "issue:5395", + "right": "issue:5489", + "accept": false, + "reason": "Same broad PEFT area, but one is a specific LoRA-combination bug and the other is an integration announcement. Not the same concrete issue." + }, + { + "left": "issue:12108", + "right": "issue:12157", + "accept": false, + "reason": "Both Qwen-Image related, but one is scheduler/flow-matching breakage and the other is a bnb_quantization_config_path training error." + }, + { + "left": "issue:1574", + "right": "issue:1790", + "accept": false, + "reason": "Dreambooth training bug vs a general training question. No duplicate relation." + }, + { + "left": "issue:4506", + "right": "issue:5463", + "accept": false, + "reason": "Different variables and code paths: prompt_embeds overwrite vs image_latents UnboundLocalError." + }, + { + "left": "issue:6091", + "right": "issue:6398", + "accept": false, + "reason": "Consistency decoder size-argument memory issue and a vague memory leak report are not the same bug." + }, + { + "left": "issue:6335", + "right": "issue:7881", + "accept": false, + "reason": "ControlNet img2img size control and lpw_stable_diffusion from_single_file failure are unrelated." + }, + { + "left": "issue:10239", + "right": "issue:7009", + "accept": false, + "reason": "Different pipelines and symptoms: cpu offload support vs poor generated results." + }, + { + "left": "issue:11864", + "right": "issue:12338", + "accept": false, + "reason": "Same class name, but different failures: torch.compile name error vs VAE slicing/multi-image decoding bug." + }, + { + "left": "issue:3651", + "right": "issue:3683", + "accept": false, + "reason": "Multi-GPU Dreambooth training and Multi-ControlNet save_pretrained are unrelated." + }, + { + "left": "issue:7228", + "right": "issue:7781", + "accept": false, + "reason": "Traced-model dtype attribute error vs PIL image serialization error. Different subsystems." + }, + { + "left": "issue:10057", + "right": "issue:11247", + "accept": false, + "reason": "Both mention FluxTransformer2DModel, but one is a from_single_file token/loading issue and the other is multi-GPU/controlnet distribution." + }, + { + "left": "issue:5225", + "right": "issue:9370", + "accept": false, + "reason": "VRAM usage problem vs missing pooled_projection argument. Not the same defect." + }, + { + "left": "issue:1111", + "right": "issue:953", + "accept": false, + "reason": "Checkpoint content/compliance discussion vs image size guidance. Completely unrelated." + }, + { + "left": "issue:5284", + "right": "issue:6530", + "accept": false, + "reason": "ControlNet-LLLite feature request vs SDXL k-diffusion controlnet bug. Different topics." + }, + { + "left": "issue:2264", + "right": "issue:3481", + "accept": false, + "reason": "Seed-setting error in one pipeline vs expected image variation across inference steps in another." + }, + { + "left": "issue:3655", + "right": "issue:7191", + "accept": false, + "reason": "Multi-GPU Dreambooth failure and a generic import problem are unrelated." + }, + { + "left": "issue:4080", + "right": "issue:4366", + "accept": false, + "reason": "New SDXL inpainting pipeline request vs fine-tuning full U-Net script; not duplicates." + }, + { + "left": "issue:10165", + "right": "issue:8464", + "accept": false, + "reason": "Both mention seeds, but one is LoRA scale changing seed preservation and the other is cpu offload with seed." + }, + { + "left": "issue:10226", + "right": "issue:7138", + "accept": false, + "reason": "Both involve Flux/SDXL shape mismatch themes, but the models and failure modes differ; not the same concrete bug." + }, + { + "left": "issue:4530", + "right": "issue:6295", + "accept": false, + "reason": "Different artifact reports in different samplers/settings; too broad to be duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 259, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10381", + "issue:10447", + "issue:10453", + "issue:10743", + "issue:10925", + "issue:1101", + "issue:12321", + "issue:12437", + "issue:12540", + "issue:13015", + "issue:13298", + "issue:1647", + "issue:2203", + "issue:2437", + "issue:2669", + "issue:3455", + "issue:3658", + "issue:4139", + "issue:4149", + "issue:4353", + "issue:4406", + "issue:4410", + "issue:4975", + "issue:4991", + "issue:5004", + "issue:5070", + "issue:5271", + "issue:5405", + "issue:5509", + "issue:5685", + "issue:5783", + "issue:6016", + "issue:6037", + "issue:6496", + "issue:6518", + "issue:6713", + "issue:7147", + "issue:7450", + "issue:7600", + "issue:761", + "issue:7798", + "issue:7856", + "issue:8612", + "issue:8918", + "issue:8939", + "issue:9090", + "issue:9450" + ], + "soft_pairs": [ + "issue:10453|issue:12540", + "issue:13015|issue:13298", + "issue:12321|issue:12437", + "issue:1647|issue:3455", + "issue:2203|issue:761", + "issue:2437|issue:6037", + "issue:4139|issue:8612", + "issue:4149|issue:5509", + "issue:4991|issue:5405", + "issue:5004|issue:7600", + "issue:5271|issue:6496", + "issue:5783|issue:8918", + "issue:7147|issue:7856", + "issue:10381|issue:9450", + "issue:4410|issue:6016", + "issue:10447|issue:8939", + "issue:4353|issue:7798", + "issue:4406|issue:6713", + "issue:5685|issue:7450", + "issue:10743|issue:10925", + "issue:2669|issue:6518", + "issue:1101|issue:5070", + "issue:3658|issue:7600", + "issue:4975|issue:9090" + ], + "prepared_review_unit_hash": "e6a5cc977cb1be6b1caddb9523defc4592a33bbb7332c4b52fc454401087f56b", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33648, + "estimated_input_tokens": 8412, + "estimated_eval_tokens": 17080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The strongest common thread is Flux/device-placement inference bugs, but most pair candidates are only superficially similar and should not be merged.", + "confidence": 0.78, + "canonical_issue_reason": "issue:9450 is the clearest, most concrete Flux bug report in the set: a specific multi-GPU tensor device mismatch with a reproducible trigger (`transformer=`).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:9450 is the best representative issue because it isolates one concrete code-path failure and has the most discussion around an actionable bug, unlike broader mixed reports such as 10381.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10453", + "right": "issue:12540", + "accept": false, + "reason": "Different bugs and models: Hunyuan Video batch-size limitation vs SanaPipeline embedding integration failure." + }, + { + "left": "issue:13015", + "right": "issue:13298", + "accept": false, + "reason": "Both are device-mismatch errors, but one is QwenImageEditPlus on NPU and the other is a generic CUDA generator issue; not the same bug." + }, + { + "left": "issue:12321", + "right": "issue:12437", + "accept": false, + "reason": "Separate feature requests for different models (HunyuanImage-2.1 vs OmniSVG)." + }, + { + "left": "issue:1647", + "right": "issue:3455", + "accept": false, + "reason": "Unrelated topics: color-correction .pt usage question vs instruct-pix2pix training behavior." + }, + { + "left": "issue:2203", + "right": "issue:761", + "accept": false, + "reason": "Model download location question vs 8-bit Adam training failure; different failure modes." + }, + { + "left": "issue:2437", + "right": "issue:6037", + "accept": false, + "reason": "Both are pipeline additions, but for unrelated architectures and use cases." + }, + { + "left": "issue:4139", + "right": "issue:8612", + "accept": false, + "reason": "Different precision-related problems in different components/models, not the same code-path." + }, + { + "left": "issue:4149", + "right": "issue:5509", + "accept": false, + "reason": "Both involve batch-shape mismatches, but in different pipelines and input types; not clearly the same bug." + }, + { + "left": "issue:4991", + "right": "issue:5405", + "accept": false, + "reason": "Training dataloader preparation bug vs single-file SDXL weight overwrite bug; unrelated." + }, + { + "left": "issue:5004", + "right": "issue:7600", + "accept": false, + "reason": "Both are DreamBooth-related, but one is checkpoint resume at fp16 and the other is missing accumulate context on text_encoder." + }, + { + "left": "issue:5271", + "right": "issue:6496", + "accept": false, + "reason": "Different DreamBooth enhancements: learning-rate control vs multi-person example support." + }, + { + "left": "issue:5783", + "right": "issue:8918", + "accept": false, + "reason": "Separate SDXL EMA issue vs SD3 DreamBooth script breakage." + }, + { + "left": "issue:7147", + "right": "issue:7856", + "accept": false, + "reason": "Import error for StableCascadeDecoderPipeline vs tokenizer multi-vector token conflict; unrelated." + }, + { + "left": "issue:10381", + "right": "issue:9450", + "accept": false, + "reason": "Both mention Flux/device issues, but 10381 mixes quantization, LoRA, and Quanto/ZeroGPU concerns; it is not the same concrete multi-GPU bug as 9450." + }, + { + "left": "issue:4410", + "right": "issue:6016", + "accept": false, + "reason": "Both are conversion/load errors, but they point to different failure shapes and code paths." + }, + { + "left": "issue:10447", + "right": "issue:8939", + "accept": false, + "reason": "Converter splitting UNet into two files vs tokenizer loading/path error; unrelated." + }, + { + "left": "issue:4353", + "right": "issue:7798", + "accept": false, + "reason": "Different model quality/bug reports with no shared underlying code-path." + }, + { + "left": "issue:4406", + "right": "issue:6713", + "accept": false, + "reason": "Both mention HeaderTooLarge, but one is a generic safetensor deserialization error and the other is converter-script specific; not enough to treat as the same bug." + }, + { + "left": "issue:5685", + "right": "issue:7450", + "accept": false, + "reason": "Scheduler concerns vs AutoencoderKL multi-threading; different subsystems." + }, + { + "left": "issue:10743", + "right": "issue:10925", + "accept": false, + "reason": "Both are FLUX training related, but one asks for ZeRO-3 support and the other is a DreamBooth fine-tuning issue." + }, + { + "left": "issue:2669", + "right": "issue:6518", + "accept": false, + "reason": "Both are NoneType-related exceptions, but they arise from different scripts and operations." + }, + { + "left": "issue:1101", + "right": "issue:5070", + "accept": false, + "reason": "Scheduler feature request vs ControlNet example flag changes; not duplicates." + }, + { + "left": "issue:3658", + "right": "issue:7600", + "accept": false, + "reason": "Both DreamBooth training issues, but they affect different parts of the training loop and are not the same bug." + }, + { + "left": "issue:4975", + "right": "issue:9090", + "accept": false, + "reason": "LoRA loading inefficiency vs PNDMScheduler timestep repetition; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 260, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1033", + "issue:11000", + "issue:11432", + "issue:11642", + "issue:1284", + "issue:1992", + "issue:2202", + "issue:2276", + "issue:2784", + "issue:3116", + "issue:3381", + "issue:3951", + "issue:4171", + "issue:444", + "issue:4453", + "issue:4664", + "issue:4788", + "issue:4885", + "issue:5062", + "issue:5079", + "issue:5480", + "issue:5485", + "issue:5798", + "issue:5969", + "issue:6176", + "issue:6454", + "issue:6616", + "issue:6790", + "issue:696", + "issue:7454", + "issue:7690", + "issue:7798", + "issue:7801", + "issue:8535", + "issue:8557", + "issue:9027", + "issue:9044", + "issue:9063", + "issue:9084", + "issue:9170", + "issue:9181", + "issue:9204", + "issue:9332", + "issue:9350", + "issue:9362", + "issue:9484", + "issue:9505", + "issue:9665" + ], + "soft_pairs": [ + "issue:5079|issue:7454", + "issue:6176|issue:9505", + "issue:6454|issue:7801", + "issue:6790|issue:9204", + "issue:7798|issue:9084", + "issue:11642|issue:9044", + "issue:9484|issue:9665", + "issue:9350|issue:9362", + "issue:1033|issue:444", + "issue:11000|issue:9027", + "issue:1992|issue:5062", + "issue:2202|issue:2784", + "issue:8535|issue:8557", + "issue:4664|issue:4885", + "issue:1284|issue:5485", + "issue:11432|issue:9332", + "issue:7690|issue:9063", + "issue:3116|issue:3381", + "issue:2276|issue:696", + "issue:5798|issue:9181", + "issue:3951|issue:5969", + "issue:4171|issue:4453", + "issue:4788|issue:9170", + "issue:5480|issue:6616" + ], + "prepared_review_unit_hash": "1f8225e370546104d67dd2d6d8fc4ec3161e68f396d777c67e16863466b86373", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33702, + "estimated_input_tokens": 8426, + "estimated_eval_tokens": 17108 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most soft pairs are only weakly text-similar and describe different pipelines, bugs, or feature requests. I would not merge any of the suggested pairs as duplicates. The closest thing to a canonical issue is the scheduler/indexing bug around num_inference_steps.", + "confidence": 0.29, + "canonical_issue_reason": "issue:444 is the clearest concrete bug report in the set and is the most general scheduler/index error description; it best matches the only nearby duplicate-like report (issue:1033).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:444 is the best representative for a duplicate cluster because it describes a repeatable, specific runtime error with broader applicability than the other isolated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5079", + "right": "issue:7454", + "accept": false, + "reason": "Different requests: loading LyCORIS via load_lora_weights vs generic LoRA support. Not the same bug/change." + }, + { + "left": "issue:6176", + "right": "issue:9505", + "accept": false, + "reason": "Both involve LoRA/upscaling workflows, but the failure modes are unrelated: loading LoRA after training vs a missing key during upscaling." + }, + { + "left": "issue:6454", + "right": "issue:7801", + "accept": false, + "reason": "Training gradient scaling error vs mixed_precision not applying; related area, but not the same concrete problem." + }, + { + "left": "issue:6790", + "right": "issue:9204", + "accept": false, + "reason": "Different model/training failures: LCM state_dict key mismatch vs a FLUX DreamBooth training script issue." + }, + { + "left": "issue:7798", + "right": "issue:9084", + "accept": false, + "reason": "Different pipelines and symptoms: PixArtAlphaPipeline bug vs SD3 inpaint scheduler step-order problem." + }, + { + "left": "issue:11642", + "right": "issue:9044", + "accept": false, + "reason": "Both mention loading/model behavior, but one is prompt_embeds_scale having no effect and the other is a missing tokenizer/model file error." + }, + { + "left": "issue:9484", + "right": "issue:9665", + "accept": false, + "reason": "Both are training/deepspeed-related, but one asks for multigpu FLUX DreamBooth while the other reports accelerator.prepare() behavior under a DeepSpeed config." + }, + { + "left": "issue:9350", + "right": "issue:9362", + "accept": false, + "reason": "Both are index-related, but they refer to different tensors, different code paths, and different error conditions." + }, + { + "left": "issue:1033", + "right": "issue:444", + "accept": false, + "reason": "Both are IndexError reports, but they are not clearly the same code path; one is stable_diffusion_mega-specific and the other is a num_inference_steps pattern bug." + }, + { + "left": "issue:11000", + "right": "issue:9027", + "accept": false, + "reason": "Missing shift argument in a video pipeline vs argument-name consistency feedback; not the same bug/change." + }, + { + "left": "issue:1992", + "right": "issue:5062", + "accept": false, + "reason": "Unrelated topics: JAX attention refactoring discussion vs a typo in attention code." + }, + { + "left": "issue:2202", + "right": "issue:2784", + "accept": false, + "reason": "General OpenVINO support question vs DreamBooth support request for text2video models; not duplicates." + }, + { + "left": "issue:8535", + "right": "issue:8557", + "accept": false, + "reason": "Both are SD3-related, but one is xformers memory-efficient attention and the other is token limit in training." + }, + { + "left": "issue:4664", + "right": "issue:4885", + "accept": false, + "reason": "Both concern SDXL LoRA loading, but one is a pipeline naming/loading discrepancy and the other is ControlNet img2img not loading weights; not clearly the same bug." + }, + { + "left": "issue:1284", + "right": "issue:5485", + "accept": false, + "reason": "Batch size slowdown vs ControlNet batch inference taking forever are too broad and not the same underlying issue." + }, + { + "left": "issue:11432", + "right": "issue:9332", + "accept": false, + "reason": "Both are from_pretrained/loading-related, but one is torch_dtype='auto' behavior and the other is identical weights loading the wrong specified model." + }, + { + "left": "issue:7690", + "right": "issue:9063", + "accept": false, + "reason": "Both are model/tokenizer loading errors for SDXL/Flux, but they are different missing-resource and tokenizer-construction failures." + }, + { + "left": "issue:3116", + "right": "issue:3381", + "accept": false, + "reason": "Different pipeline bugs: KDPM2DiscreteScheduler latent noise in img2img vs discolored inpaint batch inference/docs issue." + }, + { + "left": "issue:2276", + "right": "issue:696", + "accept": false, + "reason": "Dreambooth/xformers installation problem vs CUDA OOM training issue; not the same defect." + }, + { + "left": "issue:5798", + "right": "issue:9181", + "accept": false, + "reason": "Both involve ControlNet, but one is an unexpected callback keyword argument and the other is a visual noise-dot artifact." + }, + { + "left": "issue:3951", + "right": "issue:5969", + "accept": false, + "reason": "NaN outputs in a demo vs DDIM eta=1 NaNs with ZSNR patch; superficially similar symptom, but different code paths and triggers." + }, + { + "left": "issue:4171", + "right": "issue:4453", + "accept": false, + "reason": "Documentation/reference page rendering issue vs SDXL LoRA conversion question; unrelated." + }, + { + "left": "issue:4788", + "right": "issue:9170", + "accept": false, + "reason": "Both are memory-related, but one is SDXL inpaint OOM on 6 GB VRAM and the other is a general question about whether SDXL+ControlNet needs >36 GB." + }, + { + "left": "issue:5480", + "right": "issue:6616", + "accept": false, + "reason": "EDM implementation request vs classifier-guidance implementation request; different feature work." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 261, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10016", + "issue:10287", + "issue:10518", + "issue:10917", + "issue:11041", + "issue:11093", + "issue:11214", + "issue:11387", + "issue:11497", + "issue:11907", + "issue:12096", + "issue:12338", + "issue:12423", + "issue:12895", + "issue:12905", + "issue:1566", + "issue:170", + "issue:1842", + "issue:2083", + "issue:2091", + "issue:2495", + "issue:3116", + "issue:3420", + "issue:4497", + "issue:4676", + "issue:4880", + "issue:5226", + "issue:5379", + "issue:5399", + "issue:5515", + "issue:6054", + "issue:6167", + "issue:6548", + "issue:6700", + "issue:7220", + "issue:759", + "issue:7770", + "issue:7836", + "issue:8543", + "issue:8887", + "issue:9027", + "issue:9279", + "issue:9291", + "issue:9448", + "issue:9548", + "issue:9680", + "issue:9731", + "issue:9895" + ], + "soft_pairs": [ + "issue:7836|issue:8543", + "issue:5399|issue:7770", + "issue:10287|issue:9548", + "issue:12895|issue:9448", + "issue:1566|issue:2091", + "issue:11093|issue:9680", + "issue:170|issue:2083", + "issue:4497|issue:759", + "issue:9279|issue:9291", + "issue:11497|issue:9731", + "issue:5226|issue:6167", + "issue:11387|issue:12338", + "issue:2495|issue:3116", + "issue:5379|issue:5515", + "issue:3420|issue:7220", + "issue:1842|issue:6054", + "issue:4880|issue:6700", + "issue:11907|issue:12096", + "issue:11041|issue:9895", + "issue:10016|issue:12423", + "issue:4676|issue:6548", + "issue:10518|issue:12905", + "issue:10917|issue:8887", + "issue:11214|issue:9027" + ], + "prepared_review_unit_hash": "f48f969aac5aae7457c77238d9dad407d749944da09bc32a275d3e2a123e1283", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34295, + "estimated_input_tokens": 8574, + "estimated_eval_tokens": 17404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose collection of unrelated issue reports across different models, pipelines, schedulers, and training scripts. None of the soft-edge pairs look like true duplicates or the same underlying fix.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #10016 is the most concrete and self-contained bug report: a specific `from_single_file` shape mismatch on SD3.5M with a clear error target (`pos_embed.pos_embed`).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #10016 is the best standalone representative because it describes a precise, reproducible loading failure rather than a broad or ambiguous problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:7836", + "right": "issue:8543", + "accept": false, + "reason": "Both are training-example complaints, but one is about CLIP overfitting and the other about SD3 gradient checkpointing failure; different bugs and fixes." + }, + { + "left": "issue:5399", + "right": "issue:7770", + "accept": false, + "reason": "One is a dtype mismatch in custom inpainting inference; the other is a model/LoRA tensor shape mismatch during loading. 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unsupported scheduler argument error and the other is a multi-generator/DDIM edge case." + }, + { + "left": "issue:4497", + "right": "issue:759", + "accept": false, + "reason": "Dynamic thresholding and textual inversion save behavior are unrelated features." + }, + { + "left": "issue:9279", + "right": "issue:9291", + "accept": false, + "reason": "Dynamic LoRA loading with `torch.compile` is unrelated to FLUX LoRA key compatibility." + }, + { + "left": "issue:11497", + "right": "issue:9731", + "accept": false, + "reason": "Dataset cache invalidation in SD3 ControlNet training is not the same as a Playground2.5 LoRA usage question." + }, + { + "left": "issue:5226", + "right": "issue:6167", + "accept": false, + "reason": "Both touch StableDiffusionXLAdapterPipeline, but one is about `load_lora_weights` and the other about `load_ip_adapter`; different integration points." + }, + { + "left": "issue:11387", + "right": "issue:12338", + "accept": false, + "reason": "AutoencoderDC RMSNorm type selection is unrelated to the VAE slicing multi-image decoding bug." + }, + { + "left": "issue:2495", + "right": "issue:3116", + "accept": false, + "reason": "A black-image MPS issue is not the same as latent noise appearing in KDPM2DiscreteScheduler img2img behavior." + }, + { + "left": "issue:5379", + "right": "issue:5515", + "accept": false, + "reason": "A community SpeechToImage pipeline and an LCM pipeline scheduler initialization bug are unrelated." + }, + { + "left": "issue:3420", + "right": "issue:7220", + "accept": false, + "reason": "ControlNetInpaint failing in a diffusion pipeline context is different from `.unload_ip_adapter()` returning an error." + }, + { + "left": "issue:1842", + "right": "issue:6054", + "accept": false, + "reason": "Unexpected `eta` keyword errors and `torch.from_numpy` misuse in `set_timesteps()` are distinct scheduler bugs." + }, + { + "left": "issue:4880", + "right": "issue:6700", + "accept": false, + "reason": "Single-ControlNet image input validation and attention processor `temb` argument passing are different TypeError causes." + }, + { + "left": "issue:11907", + "right": "issue:12096", + "accept": false, + "reason": "Flux scheduler incompatibility and WanVACE group-offloading failure are separate model/runtime issues." + }, + { + "left": "issue:11041", + "right": "issue:9895", + "accept": false, + "reason": "WAN2.1 group-offloading errors and a FluxPipeline device-placement regression are not the same bug." + }, + { + "left": "issue:10016", + "right": "issue:12423", + "accept": false, + "reason": "Both are `from_single_file` loading reports, but they involve different models and different failure modes." + }, + { + "left": "issue:4676", + "right": "issue:6548", + "accept": false, + "reason": "TAESD latent darkness and RGBA image handling in `prepare_latents` are different latent-processing bugs." + }, + { + "left": "issue:10518", + "right": "issue:12905", + "accept": false, + "reason": "An SD3 LoRA training script mistake is unrelated to Z_Image guidance-scale implementation." + }, + { + "left": "issue:10917", + "right": "issue:8887", + "accept": false, + "reason": "A question about the lumina-2.0 script is not the same as an SD3 training-script VAE encode bug." + }, + { + "left": "issue:11214", + "right": "issue:9027", + "accept": false, + "reason": "An unexpected `encoder_hidden_states` keyword error is not the same as a general naming-consistency discussion." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 262, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10223", + "issue:10281", + "issue:10302", + 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"issue:5603|issue:6142", + "issue:6535|issue:9485", + "issue:6727|issue:9248", + "issue:9134|issue:9677", + "issue:3249|issue:5028", + "issue:10223|issue:11387", + "issue:1543|issue:2265", + "issue:4122|issue:5687", + "issue:11127|issue:9996", + "issue:4331|issue:5014", + "issue:10281|issue:11859", + "issue:1695|issue:3177", + "issue:5026|issue:5875", + "issue:1672|issue:2722", + "issue:10302|issue:12052" + ], + "prepared_review_unit_hash": "92e2bea864cd221ed1a2bfd45c914dedea94d1f728f9ce6604250646220ebddc", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33660, + "estimated_input_tokens": 8415, + "estimated_eval_tokens": 17086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft-edge pair looks like the same underlying bug or feature change. Most pairs only share a broad subsystem name (scheduler, Flux, DreamBooth, conversion, inpainting) but differ in the concrete failure mode or requested behavior, so all candidate duplicates should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1444", + "right": "issue:5084", + "accept": false, + "reason": "Both are import errors, but for different classes and symbols: StableDiffusionSafetyChecker vs FlaxStableDiffusionXLPipeline." + }, + { + "left": "issue:1979", + "right": "issue:4000", + "accept": false, + "reason": "Both concern SD-to-diffusers conversion, but one is a general conversion failure while the other is specifically SD 2.0 ckpt conversion." + }, + { + "left": "issue:2083", + "right": "issue:579", + "accept": false, + "reason": "Unrelated bugs: DDIMScheduler/generator handling vs missing config.json in textual inversion." + }, + { + "left": "issue:3583", + "right": "issue:6706", + "accept": false, + "reason": "Mixture of Diffusers pipeline support and 'cads support' are not the same change request." + }, + { + "left": "issue:3730", + "right": "issue:4148", + "accept": false, + "reason": "Both touch inpainting, but one is a blending timestep bug and the other is an SDXL config error." + }, + { + "left": "issue:4303", + "right": "issue:6921", + "accept": false, + "reason": "Different problems: loading SDXL in Flax vs SDXL weights deviating from official weights." + }, + { + "left": "issue:4554", + "right": "issue:6906", + "accept": false, + "reason": "Kandinsky OOM and DreamBooth LoRA breakage are separate issues with no shared code-path evidence." + }, + { + "left": "issue:4648", + "right": "issue:7456", + "accept": false, + "reason": "Missing config.json in ControlNet vs a missing raise statement are unrelated." + }, + { + "left": "issue:5595", + "right": "issue:6731", + "accept": false, + "reason": "One is an input size validation error; the other is an unhandled pipeline class error." + }, + { + "left": "issue:5603", + "right": "issue:6142", + "accept": false, + "reason": "ImportError for is_safetensors_available is unrelated to NameError for start_training." + }, + { + "left": "issue:6535", + "right": "issue:9485", + "accept": false, + "reason": "Both mention schedulers, but one asks for scheduler swapping in SVD and the other for moving scheduler work to GPU/cuda." + }, + { + "left": "issue:6727", + "right": "issue:9248", + "accept": false, + "reason": "A dtype mismatch during attention is unrelated to a pip installation command." + }, + { + "left": "issue:9134", + "right": "issue:9677", + "accept": false, + "reason": "Both involve Flux, but one is LoRA training quality and the other is keeping text encoders in fp32." + }, + { + "left": "issue:3249", + "right": "issue:5028", + "accept": false, + "reason": "Different TypeErrors in different blocks: AttnUpBlock2D upsample_size vs hacked_DownBlock2D_forward scale kwarg." + }, + { + "left": "issue:10223", + "right": "issue:11387", + "accept": false, + "reason": "Dreambooth inference LoRA-ID question and RMSNorm2d fix are entirely different topics." + }, + { + "left": "issue:1543", + "right": "issue:2265", + "accept": false, + "reason": "Cannot set fp16 revision in textual inversion is unrelated to ONNXRuntime incompatibility." + }, + { + "left": "issue:4122", + "right": "issue:5687", + "accept": false, + "reason": "Both are scheduler timing bugs, but they affect different schedulers and failure modes." + }, + { + "left": "issue:11127", + "right": "issue:9996", + "accept": false, + "reason": "Both are Flux loading issues, but one is about single-file model loading and the other about nf4 transformer loading." + }, + { + "left": "issue:4331", + "right": "issue:5014", + "accept": false, + "reason": "Different DreamBooth complaints: script output differences vs lack of results from LoRA training." + }, + { + "left": "issue:10281", + "right": "issue:11859", + "accept": false, + "reason": "Both are scheduler feature requests, but for different schedulers with no evidence they are the same request." + }, + { + "left": "issue:1695", + "right": "issue:3177", + "accept": false, + "reason": "Both mention DreamBooth + DeepSpeed, but one is multi-GPU training and the other is stage-3 offloading being broken." + }, + { + "left": "issue:5026", + "right": "issue:5875", + "accept": false, + "reason": "A KeyError in 0.21.0 and an ONNX prompt conversion error are unrelated." + }, + { + "left": "issue:1672", + "right": "issue:2722", + "accept": false, + "reason": "Both are conversion issues, but one is wrong image size and the other is ControlNet UNet mismatch." + }, + { + "left": "issue:10302", + "right": "issue:12052", + "accept": false, + "reason": "Both involve inference/offloading, but one is FP8 noise without CPU offload and the other is cross-device tensor multiplication failure in Wan 2.2." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 263, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10097", + "issue:10412", + "issue:10526", + "issue:11050", + "issue:1205", + "issue:1231", + "issue:12412", + "issue:13301", + "issue:1896", + "issue:1918", + "issue:2351", + "issue:2444", + "issue:2900", + "issue:3009", + "issue:3029", + "issue:3140", + "issue:3221", + "issue:3585", + "issue:3960", + "issue:4107", + "issue:4366", + "issue:4708", + "issue:4736", + "issue:4839", + "issue:5016", + "issue:5160", + "issue:5166", + "issue:542", + "issue:5515", + "issue:5605", + "issue:5760", + 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"22314ffef33258c825c0db25f06e39f970313ab0a436ddc45c654ff3ad388438", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33460, + "estimated_input_tokens": 8365, + "estimated_eval_tokens": 16986 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is broadly heterogeneous: docs, scheduler, model-support, conversion, and training bugs. Most soft pairs are not the same underlying issue; none are strong PR duplicates, and there are no PRs in the set.", + "confidence": 0.79, + "canonical_issue_reason": "No single canonical issue stands out because the items span unrelated problems; if one must be chosen, the most concrete bug report is the SD3 controlnet dtype-casting issue (11050).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 11050 is the best representative bug report: it names a specific file, a concrete dtype-casting defect, and has a clear fix surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10097", + "right": "issue:6439", + "accept": false, + "reason": "Both are docs-related, but one is a missing optimization-doc section and the other is a broken fp16 link; different fixes and not the same bug." + }, + { + "left": "issue:1205", + "right": "issue:542", + "accept": false, + "reason": "Both mention ONNX, but one is about SD model conversion and the other about UNet export; different code paths and likely separate issues." + }, + { + "left": "issue:2351", + "right": "issue:5166", + "accept": false, + "reason": "Unrelated scheduler API gap vs VQ-VAE scaling-factor bug; no shared underlying defect." + }, + { + "left": "issue:3009", + "right": "issue:3029", + "accept": false, + "reason": "Both concern ControlNet training, but one is a general training-improvement request and the other is a custom-resolution question; not the same concrete bug." + }, + { + "left": "issue:3221", + "right": "issue:7548", + "accept": false, + "reason": "Different problems: attention processor loading in one case, AnimateDiff flicker in the other." + }, + { + "left": "issue:5160", + "right": "issue:5605", + "accept": false, + "reason": "Both are DreamBooth/LoRA topics, but one is masking and the other is per-image captions; distinct feature requests." + }, + { + "left": "issue:10526", + "right": "issue:8556", + "accept": false, + "reason": "Different failures and code paths: optimum.quanto tensor construction vs SD3 from_single_file meta-tensor copy error." + }, + { + "left": "issue:3960", + "right": "issue:6713", + "accept": false, + "reason": "They share the HeaderTooLarge error string, but one is LoRA-related and the other is a Stable Diffusion conversion script; too little evidence of the same underlying bug." + }, + { + "left": "issue:4107", + "right": "issue:5016", + "accept": false, + "reason": "Both involve SDXL LoRA, but one reports degraded quality/noise and the other cannot train text encoders; separate problems." + }, + { + "left": "issue:4708", + "right": "issue:7177", + "accept": false, + "reason": "Generic import failure vs StableCascadeDecoderPipeline.from_pretrained error; not the same concrete issue." + }, + { + "left": "issue:6372", + "right": "issue:6497", + "accept": false, + "reason": "Both are new model/pipeline support requests, but they target different models and functionality." + }, + { + "left": "issue:10412", + "right": "issue:8732", + "accept": false, + "reason": "Different training issues: VRAM usage on SD3.5-LoRA vs checkpoint-saving problems in SD1.5 advanced training." + }, + { + "left": "issue:1918", + "right": "issue:5515", + "accept": false, + "reason": "Both involve schedulers, but one is a DDIM example issue and the other is LCM initialization without a scheduler; not the same bug." + }, + { + "left": "issue:1896", + "right": "issue:660", + "accept": false, + "reason": "CLIP-guided SD size/type error is unrelated to the MPS fp16 revision issue." + }, + { + "left": "issue:2900", + "right": "issue:3585", + "accept": false, + "reason": "Both mention LoRA merging, but one asks how to merge/save weights while the other reports a failed LoRA-synthesizing model; not clearly the same code-path bug." + }, + { + "left": "issue:5760", + "right": "issue:7864", + "accept": false, + "reason": "Completely different research/model topics: video-to-audio synthesis vs camera motion transfer." + }, + { + "left": "issue:1231", + "right": "issue:835", + "accept": false, + "reason": "Flax appears in both, but one is a scheduler request and the other is a numpy_to_pil output bug." + }, + { + "left": "issue:12412", + "right": "issue:13301", + "accept": false, + "reason": "Different model support requests for different pipelines; no shared underlying change." + }, + { + "left": "issue:3140", + "right": "issue:6142", + "accept": false, + "reason": "ImportError for StableDiffusionControlNetPipeline is unrelated to a NameError for start_training." + }, + { + "left": "issue:4366", + "right": "issue:5968", + "accept": false, + "reason": "Different features: SDXL full-UNet fine-tuning vs Text2Video/Img2Video ONNX conversion." + }, + { + "left": "issue:11050", + "right": "issue:9527", + "accept": false, + "reason": "Both are dtype-related ControlNet problems, but one is a specific SD3 training-script casting bug and the other is a broader fp32/bf16 mismatch report; not enough to treat as one issue." + }, + { + "left": "issue:2444", + "right": "issue:4839", + "accept": false, + "reason": "Dreambooth inpaint launch failure and LoRA type error are unrelated." + }, + { + "left": "issue:9857", + "right": "issue:9858", + "accept": false, + "reason": "One is a FLUX controlnet embedding-size mismatch; the other is a KeyError on 'train'. Different failures." + }, + { + "left": "issue:4736", + "right": "issue:5849", + "accept": false, + "reason": "Different LoRA training issues: one is OOM/invalid cast in SDXL LoRA training, the other is an accelerate-launch signature error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 264, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10147", + "issue:10446", + "issue:10462", + "issue:1082", + "issue:11561", + "issue:12113", + "issue:12124", + "issue:1251", + "issue:13062", + "issue:1335", + "issue:1949", + "issue:2538", + "issue:2695", + "issue:2844", + "issue:2947", + "issue:3418", + "issue:3769", + "issue:4297", + "issue:4390", + "issue:4456", + "issue:4478", + "issue:4534", + "issue:4584", + "issue:4619", + "issue:4767", + "issue:4932", + "issue:4969", + "issue:4977", + "issue:5254", + "issue:5300", + "issue:5334", + "issue:5538", + "issue:5592", + "issue:5628", + "issue:5846", + "issue:5849", + "issue:6159", + "issue:6295", + "issue:6794", + "issue:7079", + "issue:7220", + "issue:8241", + "issue:8410", + "issue:8803", + "issue:9648", + "issue:988", + "issue:989", + "issue:9911" + ], + "soft_pairs": [ + "issue:10147|issue:10462", + "issue:10446|issue:9911", + "issue:12124|issue:13062", + "issue:2947|issue:4456", + "issue:4969|issue:5300", + "issue:5538|issue:8803", + "issue:4932|issue:7220", + "issue:4767|issue:5254", + "issue:4977|issue:5592", + "issue:5628|issue:6159", + "issue:4297|issue:6295", + "issue:11561|issue:8410", + "issue:1251|issue:3769", + "issue:1335|issue:4390", + "issue:2538|issue:3418", + "issue:5334|issue:988", + "issue:12113|issue:9648", + "issue:1949|issue:2844", + "issue:1082|issue:989", + "issue:5846|issue:5849", + "issue:6794|issue:7079", + "issue:4584|issue:4619", + "issue:2695|issue:4534", + "issue:4478|issue:8241" + ], + "prepared_review_unit_hash": "1bfdb31b67b7e9c12354c2048dc75f84a44f044b7dcf9cecd1d273e9a810d440", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34388, + "estimated_input_tokens": 8597, + "estimated_eval_tokens": 17450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Diffusers issues that share generic words like \"multi\", \"support\", or \"error\". None of the soft pairs look like the same underlying bug or change, so I reject all merges.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the items span unrelated feature requests, training-script errors, pipeline bugs, scheduler behavior, and platform-specific failures, so any one issue would be a poor duplicate target for the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because the cluster is not cohesive; if forced to pick by breadth/activity, issue 10446 is detailed, but it still does not match most of the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10147", + "right": "issue:10462", + "accept": false, + "reason": "Different features and code paths: MV-Adapter multi-view generation vs CogVideoX multi-ID customization." + }, + { + "left": "issue:10446", + "right": "issue:9911", + "accept": false, + "reason": "Both mention Flux and multi-* settings, but one is model sharding incompatibility and the other is multi-ControlNet layer-length mismatch." + }, + { + "left": "issue:12124", + "right": "issue:13062", + "accept": false, + "reason": "Training dataloader shuffling in qwen-image is unrelated to an onnxruntime-windowsml support decision." + }, + { + "left": "issue:2947", + "right": "issue:4456", + "accept": false, + "reason": "Both are loader-related attribute errors, but they occur in different functions and stem from different missing-attribute paths." + }, + { + "left": "issue:4969", + "right": "issue:5300", + "accept": false, + "reason": "Importing CrossAttention is unrelated to the package unexpectedly connecting to the internet." + }, + { + "left": "issue:5538", + "right": "issue:8803", + "accept": false, + "reason": "Pipeline latent handling and a duplicate assignment in attention processing are different bugs." + }, + { + "left": "issue:4932", + "right": "issue:7220", + "accept": false, + "reason": "Dreambooth checkpoint output and IP-Adapter unloading on ControlNet inpaint are unrelated." + }, + { + "left": "issue:4767", + "right": "issue:5254", + "accept": false, + "reason": "Scheduler prediction_type support and multi-ControlNet inpainting are different feature requests." + }, + { + "left": "issue:4977", + "right": "issue:5592", + "accept": false, + "reason": "Removing checkpoints in one example is unrelated to loading UniDiffuser from checkpoints." + }, + { + "left": "issue:5628", + "right": "issue:6159", + "accept": false, + "reason": "One is a scheduler offset bug; the other is missing denoising_end support in a specific pipeline." + }, + { + "left": "issue:4297", + "right": "issue:6295", + "accept": false, + "reason": "Both report artifacts, but they involve different pipelines and different suspected causes." + }, + { + "left": "issue:11561", + "right": "issue:8410", + "accept": false, + "reason": "FluxFill IP-Adapter loading and TextDiffuser native support are separate feature requests." + }, + { + "left": "issue:1251", + "right": "issue:3769", + "accept": false, + "reason": "Black output on mps in RePaint and quartered output in Panorama are different pipeline/device bugs." + }, + { + "left": "issue:1335", + "right": "issue:4390", + "accept": false, + "reason": "A missing vae_encoder constructor arg is not the same as a generic missing requirements issue." + }, + { + "left": "issue:2538", + "right": "issue:3418", + "accept": false, + "reason": "Both concern LoRA training and text encoder options, but they target different scripts and different requested behavior." + }, + { + "left": "issue:5334", + "right": "issue:988", + "accept": false, + "reason": "Accelerate multi-model preparation during training is not the same problem as torch FSDP support for examples." + }, + { + "left": "issue:12113", + "right": "issue:9648", + "accept": false, + "reason": "A channel-mismatch error in WanImageToVideoPipeline is unrelated to VAE tiling memory overflow." + }, + { + "left": "issue:1949", + "right": "issue:2844", + "accept": false, + "reason": "Dreambooth tutorial training errors and explicit image-embedding passing in StableUnCLIP are different workflows." + }, + { + "left": "issue:1082", + "right": "issue:989", + "accept": false, + "reason": "A CUBLAS matmul execution failure is not the same as a 2-D weight shape error." + }, + { + "left": "issue:5846", + "right": "issue:5849", + "accept": false, + "reason": "Both hit train_text_to_image_lora_sdxl.py, but one is resume-from-checkpoint behavior and the other is an accelerate entrypoint signature error." + }, + { + "left": "issue:6794", + "right": "issue:7079", + "accept": false, + "reason": "An import error for cast_training_params is unrelated to a Transformer2DModel patch/norm_type bug." + }, + { + "left": "issue:4584", + "right": "issue:4619", + "accept": false, + "reason": "Both are SDXL training-script failures, but one is resume_from_checkpoint and the other is input/bias dtype mismatch." + }, + { + "left": "issue:2695", + "right": "issue:4534", + "accept": false, + "reason": "A Tensorboard validation/reporting issue in ControlNet training is different from an MPS validation crash in SDXL Dreambooth." + }, + { + "left": "issue:4478", + "right": "issue:8241", + "accept": false, + "reason": "An SDXL dtype mismatch on load is unrelated to an abnormal LEDITS++ model size report." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 265, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10100", + "issue:10933", + "issue:11117", + "issue:11396", + "issue:11661", + "issue:11779", + "issue:11901", + "issue:12358", + "issue:12567", + "issue:12783", + "issue:12895", + "issue:1305", + "issue:13137", + "issue:1546", + "issue:2202", + "issue:2471", + "issue:2984", + "issue:3087", + "issue:3689", + "issue:4030", + "issue:4107", + "issue:4269", + "issue:4332", + "issue:4368", + "issue:4615", + "issue:5046", + "issue:5079", + "issue:5245", + "issue:5327", + "issue:5573", + "issue:5607", + "issue:6109", + "issue:6439", + "issue:7138", + "issue:7191", + "issue:7420", + "issue:7432", + "issue:7572", + "issue:8827", + "issue:8837", + "issue:8930", + "issue:8989", + "issue:9227", + "issue:9479", + "issue:9531", + "issue:9813", + "issue:9858", + "issue:9927" + ], + "soft_pairs": [ + "issue:1546|issue:4269", + "issue:7432|issue:7572", + "issue:11661|issue:9227", + "issue:8837|issue:8989", + "issue:10933|issue:11396", + "issue:11117|issue:12895", + "issue:11779|issue:9479", + "issue:11901|issue:13137", + "issue:12567|issue:12783", + "issue:1305|issue:3087", + "issue:3689|issue:5079", + "issue:4332|issue:7420", + "issue:4615|issue:5245", + "issue:5245|issue:7191", + "issue:6439|issue:9531", + "issue:8827|issue:9813", + "issue:5573|issue:7138", + "issue:6109|issue:8930", + "issue:2471|issue:5607", + "issue:4030|issue:5327", + "issue:4107|issue:4368", + "issue:10100|issue:12358", + "issue:2202|issue:3087", + "issue:2984|issue:5046", + "issue:9858|issue:9927" + ], + "prepared_review_unit_hash": "232dd75c4956bd5b8a251db53b5250bdc94158be871aa1b111f7ca873913e183", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 33971, + "estimated_input_tokens": 8493, + "estimated_eval_tokens": 17242 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a collection of mostly unrelated feature requests and bug reports across different pipelines, adapters, and training scripts. None of the proposed soft pairs looks like the same underlying issue, so I would not merge any of them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:11117 is the strongest standalone bug report: it has a concrete runtime error, a specific pipeline, and a clear failure mode, so it is the best representative issue if one must pick a single item.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1546", + "right": "issue:4269", + "accept": false, + "reason": "Different pipelines and different failures: SD batched truncation handling vs ControlNet input validation TypeError." + }, + { + "left": "issue:7432", + "right": "issue:7572", + "accept": false, + "reason": "Both are image-quality/runtime problems, but the root causes differ: WebUI parity vs dtype mismatch in a convolution/bias path." + }, + { + "left": "issue:11661", + "right": "issue:9227", + "accept": false, + "reason": "Same broad Flux area, but one is a None-handling bug in an example script and the other is a model-specific training failure with a different symptom." + }, + { + "left": "issue:8837", + "right": "issue:8989", + "accept": false, + "reason": "Different subsystems and symptoms: SlicedAttnProcessor bug vs Stable Audio sequential offloading." + }, + { + "left": "issue:10933", + "right": "issue:11396", + "accept": false, + "reason": "IP-Adapter load error and LoRA format-conversion question are unrelated." + }, + { + "left": "issue:11117", + "right": "issue:12895", + "accept": false, + "reason": "Both touch StableDiffusion3Pipeline, but one is a Half/BFloat16 tensor-type crash and the other is a NoneType.ndim crash in batched prompt handling." + }, + { + "left": "issue:11779", + "right": "issue:9479", + "accept": false, + "reason": "Both involve masking, but they are different pipelines and different bugs: Wan VACE mask padding vs inpaint changing unmasked regions." + }, + { + "left": "issue:11901", + "right": "issue:13137", + "accept": false, + "reason": "Different model families and adapter-loading paths: Wan2.1 LoRA loading vs Flux 2 LoKr weights." + }, + { + "left": "issue:12567", + "right": "issue:12783", + "accept": false, + "reason": "Both report noisy outputs, but the attention implementations and likely code paths are different (Ulysses vs Sage Attention)." + }, + { + "left": "issue:1305", + "right": "issue:3087", + "accept": false, + "reason": "A paper/reference request is not the same as adding LyCORIS model support." + }, + { + "left": "issue:3689", + "right": "issue:5079", + "accept": false, + "reason": "Related LoRA area, but unload-after-load behavior is not the same bug as adding LyCORIS loading support." + }, + { + "left": "issue:4332", + "right": "issue:7420", + "accept": false, + "reason": "Different acceleration paths and failures: xformers support in one pipeline vs torch.compile usability." + }, + { + "left": "issue:4615", + "right": "issue:5245", + "accept": false, + "reason": "An import-name error is not the same as a pipenv import-stage freeze." + }, + { + "left": "issue:5245", + "right": "issue:7191", + "accept": false, + "reason": "Both mention import problems, but one is a freeze in pipenv and the other is a separate import issue with no matching failure mode." + }, + { + "left": "issue:6439", + "right": "issue:9531", + "accept": false, + "reason": "Docs link 404 and SDXL sigma scheduling are unrelated." + }, + { + "left": "issue:8827", + "right": "issue:9813", + "accept": false, + "reason": "Both are IP-Adapter related, but one is a specific FaceID-SDXL loading error while the other is a batch feature-mixing bug in embed preparation; not enough to call them the same bug." + }, + { + "left": "issue:5573", + "right": "issue:7138", + "accept": false, + "reason": "ControlNet weight initialization slowness is different from SDXL UNet structure mismatch." + }, + { + "left": "issue:6109", + "right": "issue:8930", + "accept": false, + "reason": "Both concern ControlNet, but they are different pipelines and distinct behavior failures." + }, + { + "left": "issue:2471", + "right": "issue:5607", + "accept": false, + "reason": "Different tensor-shape failures in different pipelines; no evidence they share the same root cause." + }, + { + "left": "issue:4030", + "right": "issue:5327", + "accept": false, + "reason": "Different models and errors: SD v2.1 embedding runtime issue vs SDXL textual inversion load failure." + }, + { + "left": "issue:4107", + "right": "issue:4368", + "accept": false, + "reason": "One is a quality degradation/noise report, the other is a CUDA OOM training issue." + }, + { + "left": "issue:10100", + "right": "issue:12358", + "accept": false, + "reason": "Both are feature requests for new model support, but for different models and pipelines." + }, + { + "left": "issue:2202", + "right": "issue:3087", + "accept": false, + "reason": "OpenVINO pipeline support and LyCORIS model support are unrelated feature requests." + }, + { + "left": "issue:2984", + "right": "issue:5046", + "accept": false, + "reason": "Different research/model requests with no shared code-path bug." + }, + { + "left": "issue:9858", + "right": "issue:9927", + "accept": false, + "reason": "Both are training-time issues, but the reported failures are unrelated: a KeyError versus a HeaderTooLarge error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 266, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10010", + "issue:10029", + "issue:10398", + "issue:10640", + "issue:10782", + "issue:11148", + "issue:11223", + "issue:11581", + "issue:11592", + "issue:11674", + "issue:11885", + "issue:12149", + "issue:12501", + "issue:1957", + "issue:2266", + "issue:2507", + "issue:2532", + "issue:2696", + "issue:2775", + "issue:3026", + "issue:3585", + "issue:3937", + "issue:4478", + "issue:4551", + "issue:460", + "issue:4605", + "issue:4618", + "issue:5110", + "issue:5274", + "issue:5594", + "issue:5678", + "issue:5714", + "issue:5824", + "issue:5829", + "issue:6335", + "issue:6520", + "issue:6529", + "issue:6567", + "issue:6598", + "issue:6794", + "issue:7168", + "issue:7185", + "issue:7575", + "issue:7640", + "issue:7836", + "issue:9032", + "issue:9171" + ], + "soft_pairs": [ + "issue:10029|issue:10398", + "issue:2266|issue:2507", + "issue:4618|issue:5110", + "issue:11223|issue:11674", + "issue:10010|issue:7836", + "issue:1957|issue:5274", + "issue:5594|issue:6529", + "issue:5714|issue:7185", + "issue:3026|issue:3585", + "issue:7168|issue:7640", + "issue:10640|issue:6794", + "issue:3937|issue:6567", + "issue:4478|issue:4605", + "issue:2775|issue:6520", + "issue:4551|issue:5829", + "issue:11148|issue:12501", + "issue:6335|issue:6598", + "issue:5678|issue:7575", + "issue:10010|issue:9032", + "issue:10782|issue:12149", + "issue:11581|issue:11885", + "issue:11592|issue:9171", + "issue:2532|issue:5824", + "issue:2696|issue:460" + ], + "prepared_review_unit_hash": "0dde96cf0f996fb090dbc0fd1642deba10036275dbb097c63ba2cd2a3ff06e70", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33974, + "estimated_input_tokens": 8494, + "estimated_eval_tokens": 17244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set looks like a collection of mostly unrelated issues rather than one duplicate cluster. The soft-edge pairs share broad themes at most, but they describe different errors, models, or feature requests and should not be merged.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10029", + "right": "issue:10398", + "accept": false, + "reason": "Both are PEFT/LoRA-related, but one is an AttributeError on Linear.base_layer and the other is a missing target-modules/base-model mismatch; different failure points." + }, + { + "left": "issue:2266", + "right": "issue:2507", + "accept": false, + "reason": "Both concern performance, but one is sequential CPU offload slowdown while the other is safetensors loading being slower on GPU; not the same bug." + }, + { + "left": "issue:4618", + "right": "issue:5110", + "accept": false, + "reason": "One asks how to use a specific SDXL/controlnet model combo; the other is a Hugging Face repo-id validation error. Different problems." + }, + { + "left": "issue:11223", + "right": "issue:11674", + "accept": false, + "reason": "OOM with LoRAs during WAN layer-wise upcasting is unrelated to a feature request for ref images and multiple control videos." + }, + { + "left": "issue:10010", + "right": "issue:7836", + "accept": false, + "reason": "FLUX Fill 404/model download failure is unrelated to a CLIP training example overfitting report." + }, + { + "left": "issue:1957", + "right": "issue:5274", + "accept": false, + "reason": "LR scheduler initialization fix is unrelated to a mixed-precision dtype mismatch during unconditional image generation training." + }, + { + "left": "issue:5594", + "right": "issue:6529", + "accept": false, + "reason": "Memory-saving for SDXL LoRA fine-tuning and SDXL Fooocus Inpaint are different topics, not the same defect." + }, + { + "left": "issue:5714", + "right": "issue:7185", + "accept": false, + "reason": "PeftModel support in maybe_raise_or_warn is unrelated to whether diffusers supports PyTorch 2.2.0." + }, + { + "left": "issue:3026", + "right": "issue:3585", + "accept": false, + "reason": "Accelerate launch error in instruct_pix2pix and a failure using a LoRA-synthesizing model are different code paths and symptoms." + }, + { + "left": "issue:7168", + "right": "issue:7640", + "accept": false, + "reason": "IP-Adapter image-embed tensor-shape confusion is not the same as the from_single_file dimension RuntimeError in SDXL." + }, + { + "left": "issue:10640", + "right": "issue:6794", + "accept": false, + "reason": "FluxInpaintPipeline DataParallel multi-GPU error is unrelated to an import failure for cast_training_params." + }, + { + "left": "issue:3937", + "right": "issue:6567", + "accept": false, + "reason": "ZeroscopeXL not working as a normal model and an SD 1.5 text_config_dict warning are not the same bug." + }, + { + "left": "issue:4478", + "right": "issue:4605", + "accept": false, + "reason": "SDXL input/bias type mismatch and a long-prompt-weighting inpaint error are different failures." + }, + { + "left": "issue:2775", + "right": "issue:6520", + "accept": false, + "reason": "torch._dynamo.optimize on a non-function object is unrelated to blank validation results during adapter training." + }, + { + "left": "issue:4551", + "right": "issue:5829", + "accept": false, + "reason": "DreamBooth crashing on SDXL base and missing unet_time_cond_proj_dim in LCM scripts are distinct issues." + }, + { + "left": "issue:11148", + "right": "issue:12501", + "accept": false, + "reason": "A PEFT adapter-loaded flag regression is unrelated to the VAE decoder next(iter(..)) graph break." + }, + { + "left": "issue:6335", + "right": "issue:6598", + "accept": false, + "reason": "Control of output size in img2img is not the same as differing outputs with the same parameters." + }, + { + "left": "issue:5678", + "right": "issue:7575", + "accept": false, + "reason": "Higher-order derivative errors from scaled_dot_product_attention and an adanorm shape error are different code-path problems." + }, + { + "left": "issue:10010", + "right": "issue:9032", + "accept": false, + "reason": "FLUX Fill model download failure is unrelated to a FlaxStableDiffusionPipeline minimum-working-example question." + }, + { + "left": "issue:10782", + "right": "issue:12149", + "accept": false, + "reason": "A Lumina minor issue is not the same as pip-installed diffusers being out of sync with source code." + }, + { + "left": "issue:11581", + "right": "issue:11885", + "accept": false, + "reason": "Both involve FLUX adapter loading, but one is a CLIPVisionModelWithProjection dtype constructor error and the other is a load_lora_weights regression; too different to merge." + }, + { + "left": "issue:11592", + "right": "issue:9171", + "accept": false, + "reason": "delete_adapters regression and from_single_file v_prediction handling are unrelated regressions." + }, + { + "left": "issue:2532", + "right": "issue:5824", + "accept": false, + "reason": "Panorama get_views behavior and SDXL add_time_ids default issues affect different pipelines and functions." + }, + { + "left": "issue:2696", + "right": "issue:460", + "accept": false, + "reason": "Torch not compiled with CUDA after installing diffusers is unrelated to ONNX Runtime CPU/CUDA dependency selection." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 267, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10940", + "issue:11127", + "issue:1214", + "issue:1530", + "issue:2737", + "issue:3089", + "issue:3171", + "issue:4000", + "issue:4080", + "issue:4139", + "issue:4403", + "issue:4414", + "issue:447", + "issue:4542", + "issue:4605", + "issue:4675", + "issue:4753", + "issue:5002", + "issue:5054", + "issue:5152", + "issue:5372", + "issue:5821", + "issue:5981", + "issue:5989", + "issue:6159", + "issue:6183", + "issue:6258", + "issue:6513", + "issue:6790", + "issue:7000", + "issue:7009", + "issue:7041", + "issue:7210", + "issue:7355", + "issue:7592", + "issue:8236", + "issue:8373", + "issue:8644", + "issue:8792", + "issue:8900", + "issue:9023", + "issue:9209", + "issue:9279", + "issue:9292", + "issue:962", + "issue:9856", + "issue:9953" + ], + "soft_pairs": [ + "issue:3089|issue:5989", + "issue:3171|issue:447", + "issue:4000|issue:8373", + "issue:4080|issue:4675", + "issue:5054|issue:5372", + "issue:6790|issue:7592", + "issue:7041|issue:8792", + "issue:11127|issue:9856", + "issue:8644|issue:9953", + "issue:4403|issue:6159", + "issue:6183|issue:8373", + "issue:10940|issue:7210", + "issue:1214|issue:4139", + "issue:4542|issue:7355", + "issue:4753|issue:8236", + "issue:9279|issue:9292", + "issue:5152|issue:5981", + "issue:6258|issue:7009", + "issue:8900|issue:9209", + "issue:1530|issue:5002", + "issue:4414|issue:9023", + "issue:4605|issue:962", + "issue:5821|issue:7000", + "issue:2737|issue:6513" + ], + "prepared_review_unit_hash": "1aed2ab87bdea17038bc9304137be68e806a8d5e645aca93a7e379ffadb28f51", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33409, + "estimated_input_tokens": 8353, + "estimated_eval_tokens": 16962 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This looks like a heterogeneous false-positive similarity cluster, not a true duplicate set. The items span unrelated bugs in loading, precision, schedulers, training, networking, and pipeline behavior, so no soft pair is convincing.", + "confidence": 0.91, + "canonical_issue_reason": "Issue:6183 is the most concrete, narrowly scoped bug report in the set (a specific StableDiffusionXL from_single_file shape problem), but the cluster is too mixed to have a true canonical duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:6183 is the best representative because it has a clear repro and code path, unlike the broader or more ambiguous reports elsewhere in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3089", + "right": "issue:5989", + "accept": false, + "reason": "Both mention scheduler bugs, but they are different failures in different components (DDPM scheduler vs safetensors.torch)." + }, + { + "left": "issue:3171", + "right": "issue:447", + "accept": false, + "reason": "Prompt-related, but one is LPW controlnet behavior and the other is truncation detection/token return; not the same bug." + }, + { + "left": "issue:4000", + "right": "issue:8373", + "accept": false, + "reason": "One is about converting a ckpt to diffusers format, the other is an incorrect error message; no shared code-path bug." + }, + { + "left": "issue:4080", + "right": "issue:4675", + "accept": false, + "reason": "Both involve SDXL-related features, but one requests an inpainting pipeline and the other ControlNet reference-only support." + }, + { + "left": "issue:5054", + "right": "issue:5372", + "accept": false, + "reason": "Different pipeline API issues: missing final_offload_hook vs safety_checker usage; not duplicate failures." + }, + { + "left": "issue:6790", + "right": "issue:7592", + "accept": false, + "reason": "Both are state_dict loading problems, but they affect different models/features (LCM example vs DoRA) and likely different fixes." + }, + { + "left": "issue:7041", + "right": "issue:8792", + "accept": false, + "reason": "A segfault at >1 steps is not the same as image-quality regression during migration." + }, + { + "left": "issue:11127", + "right": "issue:9856", + "accept": false, + "reason": "Single-file FLUX loading and distributed port-collision errors are unrelated." + }, + { + "left": "issue:8644", + "right": "issue:9953", + "accept": false, + "reason": "Both involve offload/device placement, but one is T5 encoder meta-tensor offload and the other is moving a quantized component to CUDA; different code paths." + }, + { + "left": "issue:4403", + "right": "issue:6159", + "accept": false, + "reason": "LayerNorm half-precision failure and unsupported denoising_end are different pipeline/runtime issues." + }, + { + "left": "issue:6183", + "right": "issue:8373", + "accept": false, + "reason": "Incorrect tensor shape from_single_file is unrelated to an incorrect-format error message." + }, + { + "left": "issue:10940", + "right": "issue:7210", + "accept": false, + "reason": "Missing triton.ops import and missing named_parameters on a pipeline are separate environment/API problems." + }, + { + "left": "issue:1214", + "right": "issue:4139", + "accept": false, + "reason": "Both are precision-themed, but one is CLIPTextModel half-precision failure and the other is casting a custom attention processor." + }, + { + "left": "issue:4542", + "right": "issue:7355", + "accept": false, + "reason": "Multi-image img2img limitation and Stable Cascade arbitrary-resolution bf16 errors are not the same bug." + }, + { + "left": "issue:4753", + "right": "issue:8236", + "accept": false, + "reason": "Dreambooth LoRA script trouble and wrong scheduler step count are unrelated training issues." + }, + { + "left": "issue:9279", + "right": "issue:9292", + "accept": false, + "reason": "Both mention LoRA, but one is dynamic loading with torch.compile and the other is key incompatibility for FLUX LoRAs." + }, + { + "left": "issue:5152", + "right": "issue:5981", + "accept": false, + "reason": "Different scheduler/model bugs; no concrete shared failure mode." + }, + { + "left": "issue:6258", + "right": "issue:7009", + "accept": false, + "reason": "Forward chunking quality degradation in video pipeline is not the same as poor results from a text-to-video checkpoint." + }, + { + "left": "issue:8900", + "right": "issue:9209", + "accept": false, + "reason": "Single-file loading guidance and mirror connection failure are unrelated." + }, + { + "left": "issue:1530", + "right": "issue:5002", + "accept": false, + "reason": "Both are missing-argument/API compatibility reports, but they concern different pipeline/scheduler symbols and fixes." + }, + { + "left": "issue:4414", + "right": "issue:9023", + "accept": false, + "reason": "Consistency Model sampling support and a generic sample-code failure are not the same underlying bug." + }, + { + "left": "issue:4605", + "right": "issue:962", + "accept": false, + "reason": "Inpaint-model error in long-prompt weighting and lack of non-512 inpaint size support are different pipeline issues." + }, + { + "left": "issue:5821", + "right": "issue:7000", + "accept": false, + "reason": "A CUDA backward/training failure and a PyTorch deprecation warning are not duplicates." + }, + { + "left": "issue:2737", + "right": "issue:6513", + "accept": false, + "reason": "CLIP guidance support for a scheduler and missing T2IAdapter model support are unrelated feature requests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 268, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10066", + "issue:10198", + "issue:10650", + "issue:11169", + "issue:11489", + "issue:11661", + "issue:12126", + "issue:12565", + "issue:12645", + "issue:12995", + "issue:1444", + "issue:1709", + "issue:1909", + "issue:1919", + "issue:1922", + "issue:2098", + "issue:2838", + "issue:305", + "issue:3057", + "issue:3624", + "issue:4094", + "issue:4186", + "issue:4222", + "issue:4249", + "issue:4585", + "issue:459", + "issue:4768", + "issue:4977", + "issue:5034", + "issue:5110", + "issue:5120", + "issue:5485", + "issue:5605", + "issue:5689", + "issue:5989", + "issue:6042", + "issue:6055", + "issue:6313", + "issue:6616", + "issue:6686", + "issue:7147", + "issue:7490", + "issue:7798", + "issue:8552", + "issue:8790", + "issue:9331", + "issue:9516", + "issue:9974" + ], + "soft_pairs": [ + "issue:4222|issue:5605", + "issue:5989|issue:7798", + "issue:6042|issue:8790", + "issue:11489|issue:11661", + "issue:10198|issue:9516", + "issue:1909|issue:2098", + "issue:4186|issue:6686", + "issue:6313|issue:6616", + "issue:1709|issue:6055", + "issue:3624|issue:5110", + "issue:1919|issue:5120", + "issue:10650|issue:12995", + "issue:11169|issue:12645", + "issue:12126|issue:12565", + "issue:1444|issue:305", + "issue:1922|issue:5689", + "issue:2838|issue:459", + "issue:3057|issue:4249", + "issue:4094|issue:4768", + "issue:5485|issue:8552", + "issue:7490|issue:9331", + "issue:10066|issue:9974", + "issue:4585|issue:7147", + "issue:4977|issue:5034" + ], + "prepared_review_unit_hash": "3dd242566142cd7933828c0dd2864c8b79aa4a7516e44274e46a617cb87695e4", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33895, + "estimated_input_tokens": 8474, + "estimated_eval_tokens": 17204 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No convincing duplicate cluster here: the soft pairs span unrelated models, examples, import errors, training bugs, and feature requests. All soft edges are rejected.", + "confidence": 0.68, + "canonical_issue_reason": "issue:11489 is the most actionable concrete bug report in the set: a reproducible Flux LoRA training failure with active discussion. It is the best anchor even though the rest are largely unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "Same as canonical: 11489 is the clearest current code-path bug report and most suitable representative issue among this mixed batch.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4222", + "right": "issue:5605", + "accept": false, + "reason": "Low-resolution dataset training question vs per-image caption support request for SDXL dreambooth; different problem and scope." + }, + { + "left": "issue:5989", + "right": "issue:7798", + "accept": false, + "reason": "safetensors.torch bug vs PixArtAlphaPipeline bug; unrelated subsystems and symptoms." + }, + { + "left": "issue:6042", + "right": "issue:8790", + "accept": false, + "reason": "SDXL-turbo distilling example request vs SDXL TensorRT + IP Adapter issue; different workflows and code paths." + }, + { + "left": "issue:11489", + "right": "issue:11661", + "accept": false, + "reason": "Flux LoRA training error in one script vs args.max_train_steps None bug in flux-control; both Flux-related but distinct failures in different examples." + }, + { + "left": "issue:10198", + "right": "issue:9516", + "accept": false, + "reason": "Flux.1-dev weight mismatch vs joint_attention_kwargs not passed to FLUX transformers; different bug class and code path." + }, + { + "left": "issue:1909", + "right": "issue:2098", + "accept": false, + "reason": "Scheduler generator mismatch vs torch.randn argument error; unrelated API issues." + }, + { + "left": "issue:4186", + "right": "issue:6686", + "accept": false, + "reason": "SDXL inpaint/refiner malfunction vs Dynamo save/load performance regression; different symptoms and fixes." + }, + { + "left": "issue:6313", + "right": "issue:6616", + "accept": false, + "reason": "Null-Text Inversion pipeline request vs classifier-guidance implementation request; separate feature ideas, not duplicates." + }, + { + "left": "issue:1709", + "right": "issue:6055", + "accept": false, + "reason": "ONNX img2img astype AttributeError vs accelerate error; unrelated runtime failures." + }, + { + "left": "issue:3624", + "right": "issue:5110", + "accept": false, + "reason": "getattr attribute-name TypeError vs HFValidationError on repo id format; different validation paths." + }, + { + "left": "issue:1919", + "right": "issue:5120", + "accept": false, + "reason": "Missing datasets dependency in dreambooth example vs prior-preservation training bug; different root causes and fixes." + }, + { + "left": "issue:10650", + "right": "issue:12995", + "accept": false, + "reason": "Lumina tensor shape error vs Cosmos-Predict2.5 pipeline behavior question; unrelated topics." + }, + { + "left": "issue:11169", + "right": "issue:12645", + "accept": false, + "reason": "NumPy binary incompatibility import failure vs inference speed complaint; not the same bug." + }, + { + "left": "issue:12126", + "right": "issue:12565", + "accept": false, + "reason": "wan2.2 cache_context switching error vs Wan2.1 i2v running issue; different model versions and failure modes." + }, + { + "left": "issue:1444", + "right": "issue:305", + "accept": false, + "reason": "Both are import errors, but one is missing StableDiffusionSafetyChecker and the other is a generic diffusers import problem; too broad and likely different causes." + }, + { + "left": "issue:1922", + "right": "issue:5689", + "accept": false, + "reason": "Undefined init_git_repo in notebook vs DPM++ residual noise in SDXL; unrelated code paths." + }, + { + "left": "issue:2838", + "right": "issue:459", + "accept": false, + "reason": "ControlNet pipeline usage question vs incremental diffusion concept; not the same issue." + }, + { + "left": "issue:3057", + "right": "issue:4249", + "accept": false, + "reason": "Conversion script import failure vs prompt_embeds input validation bug; different modules and behaviors." + }, + { + "left": "issue:4094", + "right": "issue:4768", + "accept": false, + "reason": "Training script for T2I adapters vs saving multiple adapter models; related area but feature request vs checkpoint format support, not one concrete bug." + }, + { + "left": "issue:5485", + "right": "issue:8552", + "accept": false, + "reason": "ControlNet batch inference slowness vs TextToVideoZero segmentation fault; different severity and code paths." + }, + { + "left": "issue:7490", + "right": "issue:9331", + "accept": false, + "reason": "Generic backward problem vs FlowMatchEulerDiscreteScheduler index_for_timestep bug; insufficiently specific overlap." + }, + { + "left": "issue:10066", + "right": "issue:9974", + "accept": false, + "reason": "self.attn unpacking ValueError vs controlnet_sd3 expected-parameters request; different components and error types." + }, + { + "left": "issue:4585", + "right": "issue:7147", + "accept": false, + "reason": "SDXL MultiControlNet documentation inconsistency vs StableCascadeDecoderPipeline import error; unrelated issues." + }, + { + "left": "issue:4977", + "right": "issue:5034", + "accept": false, + "reason": "Removing checkpoints in training script vs progress-bar misdisplay during checkpoint loading; different bugs in separate examples." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 269, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10111", + "issue:10147", + "issue:1055", + "issue:1083", + "issue:10952", + "issue:11160", + "issue:1158", + "issue:11659", + "issue:11732", + "issue:1205", + "issue:12097", + "issue:13162", + "issue:1445", + "issue:1572", + "issue:1574", + "issue:2288", + "issue:2480", + "issue:2799", + "issue:3045", + "issue:3065", + "issue:3391", + "issue:3717", + "issue:4528", + "issue:4557", + "issue:4972", + "issue:5037", + "issue:5046", + "issue:5112", + "issue:5395", + "issue:5432", + "issue:5442", + "issue:5763", + "issue:5875", + "issue:6094", + "issue:6176", + "issue:6517", + "issue:6548", + "issue:6839", + "issue:720", + "issue:7243", + "issue:835", + "issue:8801", + "issue:8930", + "issue:9034", + "issue:9090", + "issue:9387", + "issue:9686", + "issue:9846" + ], + "soft_pairs": [ + "issue:1055|issue:4557", + "issue:4528|issue:5763", + "issue:11659|issue:13162", + "issue:5046|issue:7243", + "issue:5395|issue:9090", + "issue:1574|issue:3717", + "issue:11160|issue:12097", + "issue:10111|issue:9686", + "issue:1083|issue:835", + "issue:10952|issue:11732", + "issue:1158|issue:2480", + "issue:1205|issue:3045", + "issue:1445|issue:5875", + "issue:2288|issue:3065", + "issue:3391|issue:6548", + "issue:5442|issue:9387", + "issue:6839|issue:9846", + "issue:4972|issue:720", + "issue:1572|issue:2799", + "issue:5037|issue:5432", + "issue:10147|issue:8801", + "issue:6094|issue:6176", + "issue:6517|issue:9034", + "issue:5112|issue:8930" + ], + "prepared_review_unit_hash": "96ef67b4de12b85d804738ef5e2337ac4bce3c4f60f5d1ffecaadabf5dae311a", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33938, + "estimated_input_tokens": 8485, + "estimated_eval_tokens": 17226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated bug reports and feature requests across pipelines, LoRA/adapters, ONNX, schedulers, and training scripts. None of the soft pairs look like true duplicates of the same concrete issue, so there is no strong cluster-level canonical item.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items are too heterogeneous, and the title overlap is mostly superficial.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue cleanly represents the set; 10111 is broad, but still only covers a small slice of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1055", + "right": "issue:4557", + "accept": false, + "reason": "Missing pipeline class vs. AttributeError in getattr handling; different failures and code paths." + }, + { + "left": "issue:4528", + "right": "issue:5763", + "accept": false, + "reason": "LoRA quality/effectiveness issue vs. save_pretrained safetensors serialization bug." + }, + { + "left": "issue:11659", + "right": "issue:13162", + "accept": false, + "reason": "Generic LoRA load failure vs. request for FLUX.2-klein-4b LoRA support; not the same bug." + }, + { + "left": "issue:5046", + "right": "issue:7243", + "accept": false, + "reason": "Two separate model/pipeline feature proposals (DragonDiffusion vs ResAdapter), not one underlying change." + }, + { + "left": "issue:5395", + "right": "issue:9090", + "accept": false, + "reason": "PEFT LoRA combination bug vs. PNDM timestep repetition bug; unrelated subsystems." + }, + { + "left": "issue:1574", + "right": "issue:3717", + "accept": false, + "reason": "DreamBooth on 8GB GPU failing vs. multi-GPU OOM; same broad symptom, different context and cause." + }, + { + "left": "issue:11160", + "right": "issue:12097", + "accept": false, + "reason": "WAN 2.1 inference inconsistency vs. WAN2.2 TI2V end-of-run OOM; different problems." + }, + { + "left": "issue:10111", + "right": "issue:9686", + "accept": false, + "reason": "Both mention pipeline bugs, but one is a generic FLUX report and the other is an SD3 ControlNet internal bug." + }, + { + "left": "issue:1083", + "right": "issue:835", + "accept": false, + "reason": "FP16 ONNX incorrect output vs. flax numpy_to_pil failure; unrelated pipelines and error modes." + }, + { + "left": "issue:10952", + "right": "issue:11732", + "accept": false, + "reason": "Adapter-name mismatch when loading LoRA vs. unpacking error in load_lora_weights; distinct failure signatures." + }, + { + "left": "issue:1158", + "right": "issue:2480", + "accept": false, + "reason": "Pytest test interference vs. DreamBooth checkpoint directory layout; not the same bug." + }, + { + "left": "issue:1205", + "right": "issue:3045", + "accept": false, + "reason": "Converting SD model to ONNX vs. converting LoRA safetensors to diffusers; different conversion flows." + }, + { + "left": "issue:1445", + "right": "issue:5875", + "accept": false, + "reason": "Different ONNX pipeline import/prompt errors in separate pipeline classes." + }, + { + "left": "issue:2288", + "right": "issue:3065", + "accept": false, + "reason": "Add InstructPix2Pix training script vs. add text-encoder LoRA tuning option; separate training features." + }, + { + "left": "issue:3391", + "right": "issue:6548", + "accept": false, + "reason": "Overexposure in DeepFloyd super-resolution vs. RGBA image misread as latents in img2img; different code paths." + }, + { + "left": "issue:5442", + "right": "issue:9387", + "accept": false, + "reason": "Two distinct pipeline feature requests (ScaleCrafter vs. MimicMotion), not duplicates." + }, + { + "left": "issue:6839", + "right": "issue:9846", + "accept": false, + "reason": "StableVideoDiffusion from_single_file support vs. FluxControlNetModel from_single_file support; different models." + }, + { + "left": "issue:4972", + "right": "issue:720", + "accept": false, + "reason": "Wuerstchen example runtime failure vs. traced UNet dtype mismatch; unrelated issues." + }, + { + "left": "issue:1572", + "right": "issue:2799", + "accept": false, + "reason": "StableDiffusion mega img2img/inpainting failure vs. model-checkpoint/pipeline mismatch validation; not the same bug." + }, + { + "left": "issue:5037", + "right": "issue:5432", + "accept": false, + "reason": "Validation image handling error vs. blank validation images; similar area, different defect." + }, + { + "left": "issue:10147", + "right": "issue:8801", + "accept": false, + "reason": "Feature requests for different models (MV-Adapter vs. Kolors), no shared underlying change." + }, + { + "left": "issue:6094", + "right": "issue:6176", + "accept": false, + "reason": "TextToVideoZeroPipeline regression vs. LoRA loading after DreamBooth training; unrelated failures." + }, + { + "left": "issue:6517", + "right": "issue:9034", + "accept": false, + "reason": "Import error for SDXL ControlNet pipeline vs. missing sentencepiece dependency; different root causes." + }, + { + "left": "issue:5112", + "right": "issue:8930", + "accept": false, + "reason": "SDXL ControlNet img2img tensor-shape error vs. poor pose-conditioning fidelity; different bug classes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 270, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10107", + "issue:10749", + "issue:10869", + "issue:10950", + "issue:10962", + "issue:11010", + "issue:11022", + "issue:11035", + "issue:11642", + "issue:12574", + "issue:13203", + "issue:1742", + "issue:1823", + "issue:2221", + "issue:2228", + "issue:228", + "issue:2392", + "issue:2646", + "issue:3284", + "issue:3622", + "issue:3624", + "issue:3698", + "issue:3765", + "issue:3805", + "issue:4125", + "issue:4213", + "issue:4436", + "issue:4680", + "issue:4752", + "issue:5044", + "issue:5274", + "issue:5510", + "issue:579", + "issue:5989", + "issue:6087", + "issue:6142", + "issue:6164", + "issue:7535", + "issue:785", + "issue:8469", + "issue:8557", + "issue:8752", + "issue:8826", + "issue:8939", + "issue:9309", + "issue:9958", + "issue:9979" + ], + "soft_pairs": [ + "issue:3765|issue:6087", + "issue:10749|issue:11010", + "issue:1823|issue:3622", + "issue:2228|issue:785", + "issue:228|issue:3622", + "issue:3624|issue:6142", + "issue:3698|issue:4680", + "issue:4436|issue:5989", + "issue:4752|issue:7535", + "issue:10962|issue:12574", + "issue:11642|issue:8939", + "issue:3284|issue:3805", + "issue:5510|issue:6164", + "issue:1742|issue:2392", + "issue:2221|issue:579", + "issue:2646|issue:5044", + "issue:4125|issue:5274", + "issue:4213|issue:8752", + "issue:10107|issue:8557", + "issue:10950|issue:8469", + "issue:9309|issue:9979", + "issue:11022|issue:13203", + "issue:10869|issue:8826", + "issue:11035|issue:9958" + ], + 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heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10869 is the most specific and actionable issue to use as a representative anchor if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3765", + "right": "issue:6087", + "accept": false, + "reason": "ControlNet training artifact bug vs LoRA config save/load bug; different code paths and failure modes." + }, + { + "left": "issue:10749", + "right": "issue:11010", + "accept": false, + "reason": "GGUF support for Lumina2 pipeline is unrelated to Chroma/Flux architecture changes." + }, + { + "left": "issue:1823", + "right": "issue:3622", + "accept": false, + "reason": "Swapped comments in depth2img docs/code is unrelated to an import error in a tutorial." + }, + { + "left": "issue:2228", + "right": "issue:785", + "accept": false, + "reason": "GPU loading issue for StableDiffusionPipeline is not the same as PNDMScheduler performance overhead." + }, + { + "left": "issue:228", + "right": "issue:3622", + "accept": false, + "reason": "Broken release link is a documentation/release artifact problem, not the tutorial import error." + }, + { + "left": "issue:3624", + "right": "issue:6142", + "accept": false, + "reason": "Different NameError/TypeError failures in different contexts; no shared underlying bug is evident." + }, + { + "left": "issue:3698", + "right": "issue:4680", + "accept": false, + "reason": "Converting an inpainting model to diffusers is a conversion request, not SDXL fine-tuning." + }, + { + "left": "issue:4436", + "right": "issue:5989", + "accept": false, + "reason": "CIVITAI safetensors-to-diffusers conversion is unrelated to a safetensors.torch bug report." + }, + { + "left": "issue:4752", + "right": "issue:7535", + "accept": false, + "reason": "A specific SDXL dtype mismatch is not the same as a type-hint compatibility issue." + }, + { + "left": "issue:10962", + "right": "issue:12574", + "accept": false, + "reason": "CogView4 prompt-embed shape handling and WanVideo VACE control-arg handling are different pipeline bugs." + }, + { + "left": "issue:11642", + "right": "issue:8939", + "accept": false, + "reason": "FluxPriorRedux prompt scaling issue is unrelated to tokenizer loading failure for SD3 models." + }, + { + "left": "issue:3284", + "right": "issue:3805", + "accept": false, + "reason": "Dreambooth LoRA training failing with accelerate is not the same as a Colab subprocess failure." + }, + { + "left": "issue:5510", + "right": "issue:6164", + "accept": false, + "reason": "SDXL instruct-pix2pix dtype mismatch differs from StableDiffusionPipeline latent output handling." + }, + { + "left": "issue:1742", + "right": "issue:2392", + "accept": false, + "reason": "Inference speed variance and prompt_embeds validation error are distinct problems." + }, + { + "left": "issue:2221", + "right": "issue:579", + "accept": false, + "reason": "ColossalAI integration error is unrelated to missing config.json during textual inversion." + }, + { + "left": "issue:2646", + "right": "issue:5044", + "accept": false, + "reason": "Tiled VAE IndexError and Kandinsky 2.2 load failure are separate model/runtime issues." + }, + { + "left": "issue:4125", + "right": "issue:5274", + "accept": false, + "reason": "LoRA loss-curve question is not the same as half/float dtype mismatch during training." + }, + { + "left": "issue:4213", + "right": "issue:8752", + "accept": false, + "reason": "Both mention from_single_file, but one is about missing accelerate and the other about offline loading." + }, + { + "left": "issue:10107", + "right": "issue:8557", + "accept": false, + "reason": "Gradient checkpointing during validation in examples is unrelated to SD3 token-limit training." + }, + { + "left": "issue:10950", + "right": "issue:8469", + "accept": false, + "reason": "Broken inference docs and corrupt IP-Adapter face outputs are not the same underlying bug." + }, + { + "left": "issue:9309", + "right": "issue:9979", + "accept": false, + "reason": "Flux control-net bug and Flux img2img controlnet channel mismatch are separate pipeline issues." + }, + { + "left": "issue:11022", + "right": "issue:13203", + "accept": false, + "reason": "Quanto support for WAN 2.1 transformation and Zimage LoRA support are unrelated feature/bug reports." + }, + { + "left": "issue:10869", + "right": "issue:8826", + "accept": false, + "reason": "Meta-tensor .item() failure is not the same as an empty-list torch.cat runtime error." + }, + { + "left": "issue:11035", + "right": "issue:9958", + "accept": false, + "reason": "from_single_file symlink/download support differs from AutoencoderKLTemporalDecoder tiling support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 271, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10672", + "issue:1083", + "issue:10883", + "issue:10967", + "issue:11222", + "issue:1161", + "issue:11630", + "issue:1205", + "issue:12147", + "issue:122", + "issue:13203", + "issue:1451", + "issue:1798", + "issue:1896", + "issue:2107", + "issue:2548", + "issue:2676", + "issue:2780", + "issue:2856", + "issue:3087", + "issue:3296", + "issue:3431", + "issue:3974", + "issue:4059", + "issue:5168", + "issue:5368", + "issue:5567", + "issue:5576", + "issue:5757", + "issue:5824", + "issue:5984", + "issue:599", + "issue:6054", + "issue:6399", + "issue:6958", + "issue:7238", + "issue:7370", + "issue:756", + "issue:757", + "issue:7661", + "issue:7877", + "issue:8309", + "issue:852", + "issue:8826", + "issue:9216", + "issue:941", + "issue:9551", + "issue:9637" + ], + "soft_pairs": [ + "issue:11222|issue:11630", + "issue:2780|issue:756", + "issue:6399|issue:6958", + "issue:852|issue:941", + "issue:2107|issue:3431", + "issue:5757|issue:5984", + "issue:5576|issue:8309", + "issue:7238|issue:7661", + "issue:10672|issue:7877", + "issue:122|issue:2856", + "issue:2548|issue:3296", + "issue:599|issue:757", + "issue:6054|issue:8826", + "issue:10883|issue:9216", + "issue:10967|issue:9551", + "issue:2676|issue:4059", + "issue:3087|issue:3974", + "issue:5368|issue:9637", + "issue:1161|issue:1798", + "issue:5168|issue:7370", + "issue:1451|issue:1896", + "issue:12147|issue:13203", + "issue:5567|issue:5824", + "issue:1083|issue:1205" + ], + "prepared_review_unit_hash": "01149a2102396f4f52c01c166518b33f7cd4a2d506d476fd5551a1c5cd51b174", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33993, + "estimated_input_tokens": 8499, + "estimated_eval_tokens": 17254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All candidate pairs are superficial matches; none look like the same underlying bug or feature change, so this cluster should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the items are thematically diverse and the proposed links only share broad words like \"support\", \"pipeline\", or \"error\".", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because none of the soft pairs are true duplicates or the same concrete code-path problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11222", + "right": "issue:11630", + "accept": false, + "reason": "Both concern Wan-related features, but one is generic LoRA coverage and the other is single-file loading for WanVACE; different requests and code paths." + }, + { + "left": "issue:2780", + "right": "issue:756", + "accept": false, + "reason": "The first is an FP16 gradient unscale failure in training, while the second is a deprecation-tuple/value parsing error; unrelated bugs." + }, + { + "left": "issue:6399", + "right": "issue:6958", + "accept": false, + "reason": "LoRA visibility in UIs is unrelated to a motion model's use_linear_projection setting in mid_block." + }, + { + "left": "issue:852", + "right": "issue:941", + "accept": false, + "reason": "Both mention MPS, but one is a device_map crash on load and the other is noisy img2img output with num_images_per_prompt." + }, + { + "left": "issue:2107", + "right": "issue:3431", + "accept": false, + "reason": "Low-resolution black images and poor inpainting+ControlNet quality are different symptoms in different pipelines." + }, + { + "left": "issue:5757", + "right": "issue:5984", + "accept": false, + "reason": "Checkpoint-resume errors and fp16 variant RAM usage on Colab are separate training-script issues." + }, + { + "left": "issue:5576", + "right": "issue:8309", + "accept": false, + "reason": "A new scheduler request and a conditional diffusion distillation feature are not the same change." + }, + { + "left": "issue:7238", + "right": "issue:7661", + "accept": false, + "reason": "Both involve IP-Adapter, but masking behavior and enabling AnimateDiff pipeline composition are distinct problems." + }, + { + "left": "issue:10672", + "right": "issue:7877", + "accept": false, + "reason": "Callback hooks for pipelines and an Attention block out_dim argument are unrelated API changes." + }, + { + "left": "issue:122", + "right": "issue:2856", + "accept": false, + "reason": "A missing exceptions module during training is unrelated to converting an SD model to diffusers." + }, + { + "left": "issue:2548", + "right": "issue:3296", + "accept": false, + "reason": "Both are saving/loading problems, but one is LoRA finetuning save failure and the other is DreamBooth checkpoint handling with text_encoder." + }, + { + "left": "issue:599", + "right": "issue:757", + "accept": false, + "reason": "Deepspeed integration and textual inversion attention splicing are separate features." + }, + { + "left": "issue:6054", + "right": "issue:8826", + "accept": false, + "reason": "A scheduler timesteps bug and a torch.cat empty-list runtime error are different code paths." + }, + { + "left": "issue:10883", + "right": "issue:9216", + "accept": false, + "reason": "A Marigold update and a custom multi-model pipeline are unrelated changes." + }, + { + "left": "issue:10967", + "right": "issue:9551", + "accept": false, + "reason": "Integrating LaVie/Cinemo and using x-labs Flux ControlNet models are different model-support requests." + }, + { + "left": "issue:2676", + "right": "issue:4059", + "accept": false, + "reason": "A scheduler-naming question is not the same as a ControlNet reference pipeline bug or the proposed inpaint pipeline implementation." + }, + { + "left": "issue:3087", + "right": "issue:3974", + "accept": false, + "reason": "LyCORIS model support and .safetensors support in ControlNet inpaint are unrelated issues." + }, + { + "left": "issue:5368", + "right": "issue:9637", + "accept": false, + "reason": "Both are attention/mixed-precision errors, but one is a dtype mismatch in fp16 and the other is an XFormer attention-mask edge case with bfloat16 and sequence length." + }, + { + "left": "issue:1161", + "right": "issue:1798", + "accept": false, + "reason": "Converting Flax models to PyTorch is different from adding v_prediction support to a Flax DreamBooth script." + }, + { + "left": "issue:5168", + "right": "issue:7370", + "accept": false, + "reason": "ControlNet-XS support and OpenSora STDiT support are different model integration requests." + }, + { + "left": "issue:1451", + "right": "issue:1896", + "accept": false, + "reason": "A FlaxStableDiffusionPipeline example failure and a CLIP-guided SD dict-size error do not describe the same bug." + }, + { + "left": "issue:12147", + "right": "issue:13203", + "accept": false, + "reason": "Wan2.2 Lightning LoRA loading and Zimage LoRA support are different model families and different issues." + }, + { + "left": "issue:5567", + "right": "issue:5824", + "accept": false, + "reason": "An accelerator.prepare config overwrite bug is unrelated to the text_encoder_projection_dim default in get_add_time_ids()." + }, + { + "left": "issue:1083", + "right": "issue:1205", + "accept": false, + "reason": "FP16 ONNX incorrect output and converting Stable Diffusion to ONNX are not the same problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 272, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10057", + "issue:10066", + "issue:10120", + "issue:1106", + "issue:1109", + "issue:1158", + "issue:11859", + "issue:11978", + "issue:12412", + "issue:1556", + "issue:1811", + "issue:2514", + "issue:2822", + "issue:3405", + "issue:3683", + "issue:3886", + "issue:3891", + "issue:4149", + "issue:4186", + "issue:4217", + "issue:4269", + "issue:4530", + "issue:4665", + "issue:4773", + "issue:5128", + "issue:5258", + "issue:542", + "issue:5595", + "issue:5628", + "issue:5646", + "issue:5989", + "issue:6347", + "issue:6368", + "issue:6536", + "issue:6899", + "issue:7686", + "issue:7931", + "issue:8526", + "issue:8667", + "issue:8873", + "issue:8970", + "issue:9471", + "issue:9645", + "issue:9664", + "issue:9763", + "issue:9793", + "issue:9942", + "issue:9957" + ], + "soft_pairs": [ + "issue:1106|issue:542", + "issue:11859|issue:9957", + "issue:1811|issue:4665", + "issue:3405|issue:3683", + "issue:5989|issue:6899", + "issue:9645|issue:9942", + "issue:5258|issue:7931", + "issue:10120|issue:6536", + "issue:1109|issue:1556", + "issue:11978|issue:12412", + "issue:8526|issue:8970", + "issue:4186|issue:4530", + "issue:2514|issue:4217", + "issue:3891|issue:6347", + "issue:4149|issue:8667", + "issue:8873|issue:9664", + "issue:5595|issue:7686", + "issue:10057|issue:9763", + "issue:4773|issue:5128", + "issue:6368|issue:9793", + "issue:2822|issue:4269", + "issue:5628|issue:5646", + "issue:1158|issue:3886", + "issue:10066|issue:9471" + ], + "prepared_review_unit_hash": "b14754ec025f4f2d1b81032644825b47e3d6cd3d70f37661d56c122a5269b581", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33790, + "estimated_input_tokens": 8448, + "estimated_eval_tokens": 17152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Highly heterogeneous cluster: the soft links are mostly false positives across unrelated bugs, feature requests, and model/pipeline topics. No PRs are present, and I would not merge any of the proposed soft pairs.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 9763 is the most substantive standalone report in the set, with the richest reproduction details and discussion around a concrete Flux ControlNet token-truncation bug. The rest of the cluster is too mixed to form a cleaner canonical center.", + "canonical_pr_reason": null, + "best_issue_reason": "9763 is the strongest representative issue if one must be chosen: detailed, specific, and actively discussed. It has far more diagnostic value than the shorter feature requests or loosely related error reports nearby.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1106", + "right": "issue:542", + "accept": false, + "reason": "Different problems: PNDM calling UNet repeatedly vs an ONNX export issue for UNet. Only broad subsystem overlap." + }, + { + "left": "issue:11859", + "right": "issue:9957", + "accept": false, + "reason": "Both are scheduler feature requests, but they describe different schedulers and different changes, not the same bug or PR-sized fix." + }, + { + "left": "issue:1811", + "right": "issue:4665", + "accept": false, + "reason": "Both involve weight-file selection, but one is about downloading both file types and the other is a Windows safetensors failure with alternative bin files. Not the same concrete issue." + }, + { + "left": "issue:3405", + "right": "issue:3683", + "accept": false, + "reason": "ControlNet training bug vs implementing save_pretrained for Multi-ControlNet; unrelated change requests." + }, + { + "left": "issue:5989", + "right": "issue:6899", + "accept": false, + "reason": "One is a safetensors.torch bug, the other is a converter script bug. Different code paths and symptoms." + }, + { + "left": "issue:9645", + "right": "issue:9942", + "accept": false, + "reason": "ImportError for a missing mixin vs installation/package version failure. Not the same defect." + }, + { + "left": "issue:5258", + "right": "issue:7931", + "accept": false, + "reason": "Both touch SDXL controlnet/inpaint, but one is refiner interaction and the other is IP-Adapter embeds handling. Distinct bugs." + }, + { + "left": "issue:10120", + "right": "issue:6536", + "accept": false, + "reason": "Different OOM reports in different training contexts and model classes; not the same underlying memory bug." + }, + { + "left": "issue:1109", + "right": "issue:1556", + "accept": false, + "reason": "CPU core utilization question vs black images on GPU/CUDA with NSFW warning. Unrelated." + }, + { + "left": "issue:11978", + "right": "issue:12412", + "accept": false, + "reason": "Both are model-support requests, but for different models and pipelines. Not a single mergeable change." + }, + { + "left": "issue:8526", + "right": "issue:8970", + "accept": false, + "reason": "Both mention MPS, but one is ineffective scale passing in SD3 and the other is black output in Kolors. Different bugs." + }, + { + "left": "issue:4186", + "right": "issue:4530", + "accept": false, + "reason": "Same family/refiner theme, but one is functional inpaint failure and the other is visual artifacts. Not the same issue." + }, + { + "left": "issue:2514", + "right": "issue:4217", + "accept": false, + "reason": "Both are loading slowdowns, but one is cached pipeline loading and the other is safetensors-specific load time. Too broad to unify." + }, + { + "left": "issue:3891", + "right": "issue:6347", + "accept": false, + "reason": "Different pipeline additions (Tortoise TTS vs GlueGen). No shared underlying change." + }, + { + "left": "issue:4149", + "right": "issue:8667", + "accept": false, + "reason": "Both are tensor mismatch reports, but for different pipelines and different triggers. Not the same bug." + }, + { + "left": "issue:8873", + "right": "issue:9664", + "accept": false, + "reason": "Performance complaint with xformers vs a training subprocess error. No concrete overlap." + }, + { + "left": "issue:5595", + "right": "issue:7686", + "accept": false, + "reason": "Height/width validation error vs cross_attention_dim configuration error. Different validation paths." + }, + { + "left": "issue:10057", + "right": "issue:9763", + "accept": false, + "reason": "Both mention Flux and tokens, but one is a from_single_file loading/token issue and the other is training truncation at 77 tokens. Different concrete failures." + }, + { + "left": "issue:4773", + "right": "issue:5128", + "accept": false, + "reason": "Both are loading-related, but one is CivitAI LoRA loading and the other is local .safetensors via XLPipeline.from_single_file. Not the same bug." + }, + { + "left": "issue:6368", + "right": "issue:9793", + "accept": false, + "reason": "Checkpoint layer-support error vs progress bar not updating. Unrelated." + }, + { + "left": "issue:2822", + "right": "issue:4269", + "accept": false, + "reason": "Training convergence difference vs TypeError in check_inputs; different failure modes and code paths." + }, + { + "left": "issue:5628", + "right": "issue:5646", + "accept": false, + "reason": "Both are scheduler-related, but they involve different schedulers, different symptoms, and different models. Too far apart to merge." + }, + { + "left": "issue:1158", + "right": "issue:3886", + "accept": false, + "reason": "Test interference vs distributed training timeout. Unrelated." + }, + { + "left": "issue:10066", + "right": "issue:9471", + "accept": false, + "reason": "Attention unpacking ValueError vs file-extension inference error. Different root causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 273, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10315", + "issue:1055", + "issue:10653", + "issue:10659", + "issue:10674", + "issue:10749", + "issue:10757", + "issue:10782", + "issue:10887", + "issue:10962", + "issue:11005", + "issue:11022", + "issue:11779", + "issue:11901", + "issue:12299", + "issue:1895", + "issue:2026", + "issue:2891", + "issue:3761", + "issue:3805", + "issue:3816", + "issue:4314", + "issue:4492", + "issue:4840", + "issue:5002", + "issue:5016", + "issue:5628", + "issue:5630", + "issue:5737", + "issue:5907", + "issue:5984", + "issue:6427", + "issue:7147", + "issue:7621", + "issue:801", + "issue:8514", + "issue:8792", + "issue:9023", + "issue:9052", + "issue:9142", + "issue:9181", + "issue:9241", + "issue:9422", + "issue:962", + "issue:9704", + "issue:9850", + "issue:9867" + ], + "soft_pairs": [ + "issue:10653|issue:10659", + "issue:5002|issue:5907", + "issue:1895|issue:4492", + "issue:9142|issue:9704", + "issue:4840|issue:9052", + "issue:5737|issue:9850", + "issue:2026|issue:2891", + "issue:3761|issue:4314", + "issue:3805|issue:5984", + "issue:5016|issue:5984", + "issue:10962|issue:12299", + "issue:5630|issue:9181", + "issue:5628|issue:8792", + "issue:801|issue:962", + "issue:9023|issue:9422", + "issue:10315|issue:8514", + "issue:11779|issue:9867", + "issue:6427|issue:7621", + "issue:1055|issue:3816", + "issue:10674|issue:10749", + "issue:10757|issue:7147", + "issue:10782|issue:11005", + "issue:10887|issue:9241", + "issue:11022|issue:11901" + ], + "prepared_review_unit_hash": "f9cc45d24642c393f3f98a14e3714ae6c792ac8b202591c13626822814fdbaec", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33464, + "estimated_input_tokens": 8366, + "estimated_eval_tokens": 16988 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set; it mixes many unrelated issues across training, conversion, scheduler APIs, pipeline support, and masking/loading bugs. No soft edge pair is safe to merge.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue is suitable: the items are heterogeneous and do not describe one underlying bug or change.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No issue is a strong global representative because the cluster is too broad and internally unrelated.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:10653", + "right": "issue:10659", + "accept": false, + "reason": "Bitsandbytes CPU offload error for HunyuanVideoTransformer3DModel vs poor ConsisID output quality; different bugs and code paths." + }, + { + "left": "issue:5002", + "right": "issue:5907", + "accept": false, + "reason": "Both concern scheduler arguments, but one is missing `use_karras_sigmas` and the other is a `prediction_type` docs/API mismatch in a different scheduler." + }, + { + "left": "issue:1895", + "right": "issue:4492", + "accept": false, + "reason": "EMA multi-GPU update bug vs `false` NameError in config/script parsing; unrelated." + }, + { + "left": "issue:9142", + "right": "issue:9704", + "accept": false, + "reason": "Multiple controlnets loading error vs cuDNN frontend execution-plan failure; distinct failures." + }, + { + "left": "issue:4840", + "right": "issue:9052", + "accept": false, + "reason": "FlaxAutoencoderKL checkpoint loading bug vs `from_single_file` failing on certain Civit checkpoints; both loading-related but different conversion paths." + }, + { + "left": "issue:5737", + "right": "issue:9850", + "accept": false, + "reason": "SDXL conversion failure vs gradient checkpointing with frozen model; unrelated functionality." + }, + { + "left": "issue:2026", + "right": "issue:2891", + "accept": false, + "reason": "cpu_offload failure in PaintByExample vs docs/support mismatch for embeds in UpscalePipeline; not the same bug." + }, + { + "left": "issue:3761", + "right": "issue:4314", + "accept": false, + "reason": "Community pipelines loading conflict vs interrupted-download write-protection; unrelated." + }, + { + "left": "issue:3805", + "right": "issue:5984", + "accept": false, + "reason": "Colab CalledProcessError vs fp16 memory/RAM issue in dreambooth; different symptoms and root causes." + }, + { + "left": "issue:5016", + "right": "issue:5984", + "accept": false, + "reason": "SDXL LoRA text-encoder training limitation vs fp16 RAM issue; unrelated training problems." + }, + { + "left": "issue:10962", + "right": "issue:12299", + "accept": false, + "reason": "Prompt-embedding shape issue in Cogview4 vs negative-prompt embedding tensor mismatch in SD3; both embedding-related but not the same concrete bug." + }, + { + "left": "issue:5630", + "right": "issue:9181", + "accept": false, + "reason": "LMS/Karras denoising leftover noise vs a noise dot in ControlNet pipeline; different pipelines and symptoms." + }, + { + "left": "issue:5628", + "right": "issue:8792", + "accept": false, + "reason": "LMS scheduler offset with Karras sigmas vs general image-quality degradation after migration; too broad and not the same defect." + }, + { + "left": "issue:801", + "right": "issue:962", + "accept": false, + "reason": "Attention slicing behavior in inpaint/img2img vs new inpaint pipelines only supporting 512x512; unrelated pipeline limitations." + }, + { + "left": "issue:9023", + "right": "issue:9422", + "accept": false, + "reason": "Generic sample-code runtime failure vs NaNs during custom ControlNet SDXL training; unrelated." + }, + { + "left": "issue:10315", + "right": "issue:8514", + "accept": false, + "reason": "CogVideo training error vs EMAModel/InstructP2P parallel fine-tuning issue; different models and failure modes." + }, + { + "left": "issue:11779", + "right": "issue:9867", + "accept": false, + "reason": "Wan VACE mask padding bug vs FluxInpaintPipeline overwriting pixels outside the mask; both mask-related but different code paths and root causes." + }, + { + "left": "issue:6427", + "right": "issue:7621", + "accept": false, + "reason": "Model conversion .diffusers<->.ckpt issue vs SDXL InstructPix2Pix cosxl_edit incompatibility; unrelated." + }, + { + "left": "issue:1055", + "right": "issue:3816", + "accept": false, + "reason": "Missing `LatentDiffusionPipeline` vs missing `transformers.CLIPImageProcessor`; both import errors but for different symbols and packages." + }, + { + "left": "issue:10674", + "right": "issue:10749", + "accept": false, + "reason": "Flux GGUF support failure vs Lumina2 GGUF support request; same general theme, but different pipelines/models and not one concrete bug." + }, + { + "left": "issue:10757", + "right": "issue:7147", + "accept": false, + "reason": "Variable rename in conversion script vs missing `StableCascadeDecoderPipeline` import; unrelated." + }, + { + "left": "issue:10782", + "right": "issue:11005", + "accept": false, + "reason": "Lumina Image 2.0 minor issue vs WAN pipeline default/docstring discrepancy; unrelated." + }, + { + "left": "issue:10887", + "right": "issue:9241", + "accept": false, + "reason": "Missing `StableDiffusionXLTrainer` import vs XLab LoRA conversion script request; unrelated." + }, + { + "left": "issue:11022", + "right": "issue:11901", + "accept": false, + "reason": "Quanto support for WAN 2.1 transformation vs loading a specific LoRA into a WAN2.1 pipeline; different model-loading/quantization problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 274, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1117", + "issue:11214", + "issue:11321", + "issue:11833", + "issue:11867", + "issue:12071", + "issue:1379", + "issue:1440", + "issue:1611", + "issue:1730", + "issue:1805", + "issue:1896", + "issue:1985", + "issue:1990", + "issue:2015", + "issue:2312", + "issue:2351", + "issue:2412", + "issue:2613", + "issue:2614", + "issue:2689", + "issue:2838", + "issue:3017", + "issue:3062", + "issue:3065", + "issue:3176", + "issue:3291", + "issue:337", + "issue:3412", + "issue:3444", + "issue:3487", + "issue:3730", + "issue:3788", + "issue:3951", + "issue:4057", + "issue:4405", + "issue:4580", + "issue:5026", + "issue:6331", + "issue:6548", + "issue:6949", + "issue:7119", + "issue:713", + "issue:7392", + "issue:7798", + "issue:8887", + "issue:9320", + "issue:938" + ], + "soft_pairs": [ + "issue:1117|issue:2613", + "issue:11214|issue:12071", + "issue:11321|issue:7798", + "issue:11833|issue:9320", + "issue:11867|issue:8887", + "issue:1379|issue:3062", + "issue:1440|issue:2614", + "issue:1611|issue:5026", + "issue:1730|issue:4057", + "issue:1805|issue:938", + "issue:1896|issue:337", + "issue:1985|issue:2838", + "issue:1990|issue:2015", + "issue:2312|issue:4580", + "issue:2351|issue:6548", + "issue:2412|issue:713", + "issue:2689|issue:7119", + "issue:3017|issue:3412", + "issue:3065|issue:4405", + "issue:3176|issue:3951", + "issue:3291|issue:7392", + "issue:3444|issue:3788", + "issue:3487|issue:6949", + "issue:3730|issue:6331" + ], + "prepared_review_unit_hash": "53ecdb58c29f4505923a7934c80445acf441520c9c837bd204d0e8492fb8828f", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33458, + "estimated_input_tokens": 8365, + "estimated_eval_tokens": 16986 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a heterogeneous mix of unrelated bugs, feature requests, docs, and questions. None of the soft pairs look like true duplicates of the same underlying issue, so no canonical item stands out.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated topics and failure modes, so there is no single issue that represents the cluster well.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global anchor for this cluster because the entries are not a duplicate set and cover unrelated subsystems and request types.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1117", + "right": "issue:2613", + "accept": false, + "reason": "Test coverage request for negative prompts vs feature request for multiple LoRA layers; different change scope." + }, + { + "left": "issue:11214", + "right": "issue:12071", + "accept": false, + "reason": "Different model/code paths: UVit2DModel encoder_hidden_states TypeError vs flux kontext transformer forward behavior change." + }, + { + "left": "issue:11321", + "right": "issue:7798", + "accept": false, + "reason": "README bug for flux controlnet training vs PixArtAlphaPipeline bug; unrelated issues." + }, + { + "left": "issue:11833", + "right": "issue:9320", + "accept": false, + "reason": "LoRA device KeyError vs custom diffusion save/load bug; distinct model-management failures." + }, + { + "left": "issue:11867", + "right": "issue:8887", + "accept": false, + "reason": "A question about control SD3 vs a specific wrong VAE encode training bug; not the same problem." + }, + { + "left": "issue:1379", + "right": "issue:3062", + "accept": false, + "reason": "Repeated operation in Transformer2DModel vs a docstring correctness question; one is code behavior, the other documentation." + }, + { + "left": "issue:1440", + "right": "issue:2614", + "accept": false, + "reason": "Deleting cached model vs changing pretrained-model download directory; unrelated cache/config topics." + }, + { + "left": "issue:1611", + "right": "issue:5026", + "accept": false, + "reason": "Both are regressions, but they affect different pipelines and error signatures, so they are not the same bug." + }, + { + "left": "issue:1730", + "right": "issue:4057", + "accept": false, + "reason": "Converted ckpt compatibility problem vs blurred finetuned inpainting output; different symptoms and likely causes." + }, + { + "left": "issue:1805", + "right": "issue:938", + "accept": false, + "reason": "General diffusion pipeline request vs text-to-motion model proposal; different feature areas." + }, + { + "left": "issue:1896", + "right": "issue:337", + "accept": false, + "reason": "CLIP-guided Stable Diffusion size/dict error vs img2img/text-guided inpainting problem; different failing code paths." + }, + { + "left": "issue:1985", + "right": "issue:2838", + "accept": false, + "reason": "Loading new embeddings vs asking for a ControlNet pipeline variant; unrelated functionality." + }, + { + "left": "issue:1990", + "right": "issue:2015", + "accept": false, + "reason": "Two separate pipeline proposals for different tasks; not the same underlying change." + }, + { + "left": "issue:2312", + "right": "issue:4580", + "accept": false, + "reason": "EMA save-hook error during training vs UniPC scheduler exception with karras sigmas; different components." + }, + { + "left": "issue:2351", + "right": "issue:6548", + "accept": false, + "reason": "Missing get_velocity on a scheduler vs RGBA latents handling in img2img; separate bugs." + }, + { + "left": "issue:2412", + "right": "issue:713", + "accept": false, + "reason": "Dreambooth-specific training error vs a generic training error report; too broad and not the same failure." + }, + { + "left": "issue:2689", + "right": "issue:7119", + "accept": false, + "reason": "Broken image link vs invalid docs link; both documentation issues but not duplicates." + }, + { + "left": "issue:3017", + "right": "issue:3412", + "accept": false, + "reason": "Different documentation requests for different topics; not the same doc change." + }, + { + "left": "issue:3065", + "right": "issue:4405", + "accept": false, + "reason": "DreamBooth LoRA text-encoder tuning vs SDXL textual inversion training script; different examples and objectives." + }, + { + "left": "issue:3176", + "right": "issue:3951", + "accept": false, + "reason": "TensorRT demo error vs UniDiffuser NaNs; unrelated models and failure modes." + }, + { + "left": "issue:3291", + "right": "issue:7392", + "accept": false, + "reason": "Both mention aspect ratios, but one is about DeepFloyd and the other SDXL training; not the same bug." + }, + { + "left": "issue:3444", + "right": "issue:3788", + "accept": false, + "reason": "Audio-to-image integration request vs a new controllable generation pipeline proposal; distinct features." + }, + { + "left": "issue:3487", + "right": "issue:6949", + "accept": false, + "reason": "Different scheduler-related generation issues with different symptoms; not one concrete bug." + }, + { + "left": "issue:3730", + "right": "issue:6331", + "accept": false, + "reason": "Wrong timestep in inpainting blending vs SAG for inpainting; related area but different underlying problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 275, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:3765", + "issue:3805", + "issue:3826", + "issue:3891", + "issue:4075", + "issue:4186", + "issue:4213", + "issue:4524", + "issue:4648", + "issue:4668", + "issue:4672", + "issue:4680", + "issue:4803", + "issue:4872", + "issue:4991", + "issue:5258", + "issue:5285", + "issue:5598", + "issue:5783", + "issue:5866", + "issue:5956", + "issue:5980", + "issue:5981", + "issue:6055", + "issue:6132", + "issue:6141", + "issue:6242", + "issue:6354", + "issue:6359", + "issue:6439", + "issue:6481", + "issue:6524", + "issue:6725", + "issue:6928", + "issue:6958", + "issue:7341", + "issue:7405", + "issue:7879", + "issue:8241", + "issue:8390", + "issue:8540", + "issue:8588", + "issue:8906", + "issue:9350", + "issue:9396", + "issue:9488", + "issue:962", + "issue:9958" + ], + "soft_pairs": [ + "issue:3765|issue:5956", + "issue:3805|issue:4872", + "issue:3826|issue:7405", + "issue:3891|issue:6132", + "issue:4075|issue:4803", + "issue:4186|issue:962", + "issue:4213|issue:6055", + "issue:4524|issue:5866", + "issue:4648|issue:8906", + "issue:4668|issue:6524", + "issue:4672|issue:8540", + "issue:4680|issue:5980", + "issue:4991|issue:6958", + "issue:5258|issue:8241", + "issue:5285|issue:6928", + "issue:5598|issue:5981", + "issue:5783|issue:8588", + "issue:6141|issue:8390", + "issue:6242|issue:7879", + "issue:6354|issue:9958", + "issue:6359|issue:7341", + "issue:6439|issue:9396", + "issue:6481|issue:9350", + "issue:6725|issue:9488" + ], + "prepared_review_unit_hash": "a383357d5227787a3ce26f983d867bdb83d40905dd4f1501393abfcf8cf4cae7", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33331, + "estimated_input_tokens": 8333, + "estimated_eval_tokens": 16922 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated feature requests, docs issues, training bugs, and model/pipeline-specific problems. None of the soft-similarity pairs look like the same underlying bug or change, so all should be rejected as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3765", + "right": "issue:5956", + "accept": false, + "reason": "Both mention SD-XL training/image degradation, but one is about ControlNet stacking artifacts and the other about U-Net fine-tuning performance; different failure modes and likely different fixes." + }, + { + "left": "issue:3805", + "right": "issue:4872", + "accept": false, + "reason": "Colab CalledProcessError is an execution/setup failure, while the other is GPU out-of-memory during SDXL finetuning; unrelated causes." + }, + { + "left": "issue:3826", + "right": "issue:7405", + "accept": false, + "reason": "Both are new model/pipeline requests, but for different audio/video workflows and no shared code-path problem." + }, + { + "left": "issue:3891", + "right": "issue:6132", + "accept": false, + "reason": "Tortoise TTS pipeline request is unrelated to the nn.Module LOADABLE_CLASSES issue." + }, + { + "left": "issue:4075", + "right": "issue:4803", + "accept": false, + "reason": "A docstring typo is not the same as a missing requirements file error." + }, + { + "left": "issue:4186", + "right": "issue:962", + "accept": false, + "reason": "SDXL inpaint with refiner and old inpaint-size limitations are different pipeline bugs in different generations." + }, + { + "left": "issue:4213", + "right": "issue:6055", + "accept": false, + "reason": "SDXL from_single_file without accelerate and a generic accelerate error are not the same concrete bug." + }, + { + "left": "issue:4524", + "right": "issue:5866", + "accept": false, + "reason": "AnimateDiff pipeline request and AnimateDiff+ControlNet are related only by subsystem, not the same underlying change." + }, + { + "left": "issue:4648", + "right": "issue:8906", + "accept": false, + "reason": "Missing config.json for ControlNet checkpoint loading is unrelated to a missing qk_norm attribute in SD3Transformer2DModel." + }, + { + "left": "issue:4668", + "right": "issue:6524", + "accept": false, + "reason": "Weird LoRA images and second-load LoRA malfunction describe different LoRA failure modes." + }, + { + "left": "issue:4672", + "right": "issue:8540", + "accept": false, + "reason": "VRAM reduction for SDXL LoRA training is not the same as caching embeddings/VAE representations for SD3 dreambooth." + }, + { + "left": "issue:4680", + "right": "issue:5980", + "accept": false, + "reason": "SDXL inpainting fine-tuning and ControlNet SDXL output file format are unrelated." + }, + { + "left": "issue:4991", + "right": "issue:6958", + "accept": false, + "reason": "Missing train_dataloader in accelerate.prepare() and use_linear_projection/mid_block mismatch in unet_motion_model are different training/model bugs." + }, + { + "left": "issue:5258", + "right": "issue:8241", + "accept": false, + "reason": "SDXL ControlNet Inpaint with refiner and LEDITS++ abnormal model size are unrelated issues." + }, + { + "left": "issue:5285", + "right": "issue:6928", + "accept": false, + "reason": "Docs translation request and Marigold depthmap colorization option are unrelated feature requests." + }, + { + "left": "issue:5598", + "right": "issue:5981", + "accept": false, + "reason": "_modify_text_encoder bug and DPMSolverMultistepScheduler bug touch different components and behaviors." + }, + { + "left": "issue:5783", + "right": "issue:8588", + "accept": false, + "reason": "EMA not working in an SDXL training script and a missing SD3 conversion script are unrelated." + }, + { + "left": "issue:6141", + "right": "issue:8390", + "accept": false, + "reason": "ControlNet control_mode/resize_mode support and Stable Cascade ControlNet training are different feature requests." + }, + { + "left": "issue:6242", + "right": "issue:7879", + "accept": false, + "reason": "Request for fill50k logs and a pokemon captions dataset are not duplicate bugs or changes." + }, + { + "left": "issue:6354", + "right": "issue:9958", + "accept": false, + "reason": "Add LoRA support for ControlNet and AutoencoderKLTemporalDecoder tiling are unrelated feature requests." + }, + { + "left": "issue:6359", + "right": "issue:7341", + "accept": false, + "reason": "EulerDiscreteScheduler velocity/add_noise bug is unrelated to a TorchVersion vs Version comparison error." + }, + { + "left": "issue:6439", + "right": "issue:9396", + "accept": false, + "reason": "A broken fp16 doc link and Korean docs translation are unrelated documentation items." + }, + { + "left": "issue:6481", + "right": "issue:9350", + "accept": false, + "reason": "Dreambooth batch-size bug and txt_ids deprecation warning concern different training code paths." + }, + { + "left": "issue:6725", + "right": "issue:9488", + "accept": false, + "reason": "LDMPipeline image generation request and Lumina pipeline failure are unrelated pipeline issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 276, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10191", + "issue:11208", + "issue:12012", + "issue:13073", + "issue:1323", + "issue:13300", + "issue:1495", + "issue:1608", + "issue:1672", + "issue:1946", + "issue:2578", + "issue:3116", + "issue:3222", + "issue:3338", + "issue:3908", + "issue:4043", + "issue:4297", + "issue:4356", + "issue:4615", + "issue:4646", + "issue:5281", + "issue:5433", + "issue:5619", + "issue:5770", + "issue:6351", + "issue:6742", + "issue:6949", + "issue:7054", + "issue:746", + "issue:7592", + "issue:7636", + "issue:7660", + "issue:8320", + "issue:8405", + "issue:8429", + "issue:8523", + "issue:8960", + "issue:9007", + "issue:9112", + "issue:9178", + "issue:9361", + "issue:9471", + "issue:9495", + "issue:9602", + "issue:9846", + "issue:9850", + "issue:9902", + "issue:9962" + ], + "soft_pairs": [ + "issue:6949|issue:9007", + "issue:7636|issue:8405", + "issue:8320|issue:9846", + "issue:8960|issue:9850", + "issue:9178|issue:9361", + "issue:9902|issue:9962", + "issue:7636|issue:9495", + "issue:12012|issue:9471", + "issue:8429|issue:9112", + "issue:3116|issue:3908", + "issue:7054|issue:7592", + "issue:10191|issue:9602", + "issue:1608|issue:1946", + "issue:4043|issue:5619", + "issue:13073|issue:13300", + "issue:6742|issue:9850", + "issue:1495|issue:2578", + "issue:1672|issue:3222", + "issue:5281|issue:8523", + "issue:5770|issue:6351", + "issue:1323|issue:4615", + "issue:3338|issue:4356", + "issue:4646|issue:746", + "issue:11208|issue:7660", + "issue:4297|issue:5433" + ], + "prepared_review_unit_hash": "19c76a77ffe060e958ac1c481654d14a1c82ac4b0cc79a944ed51124758d8667", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34528, + "estimated_input_tokens": 8632, + "estimated_eval_tokens": 17520 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-similarity pairs mostly share only broad subsystem keywords (ControlNet, LoRA, scheduler, training, import/load) but not the same concrete bug or change. I would not merge any of the candidate pairs, and there is no clear canonical issue/PR for the whole set.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:6949", + "right": "issue:9007", + "accept": false, + "reason": "Both are DPMSolverSinglestepScheduler artifacts, but one is blank images at even steps and the other is black output with 3rd-order settings; different failure modes and likely different fixes." + }, + { + "left": "issue:7636", + "right": "issue:8405", + "accept": false, + "reason": "Both mention multiple ControlNets, but 7636 is a usage question for SDXL tile ControlNet while 8405 is a tensor-size error with multiple controlnets; not the same bug." + }, + { + "left": "issue:8320", + "right": "issue:9846", + "accept": false, + "reason": "8320 is a from_single_file attribute error on AutoencoderKL, while 9846 is a feature request for FluxControlNetModel support in from_single_file; not duplicate." + }, + { + "left": "issue:8960", + "right": "issue:9850", + "accept": false, + "reason": "Different training concerns: gradient accumulation is nonfunctional versus enabling gradient checkpointing with a frozen model." + }, + { + "left": "issue:9178", + "right": "issue:9361", + "accept": false, + "reason": "Both involve Flux LoRA, but one is a PEFT target-modules training error and the other is LoRA having no effect at inference; different code paths." + }, + { + "left": "issue:9902", + "right": "issue:9962", + "accept": false, + "reason": "Unrelated: one is a Conda version pinning/stuck issue, the other is an unexpected use_cuda_graph keyword argument." + }, + { + "left": "issue:7636", + "right": "issue:9495", + "accept": false, + "reason": "Both are advanced conditioning-related questions, but 7636 is about using SDXL ControlNet tile models and 9495 is SDXL PAG with IPAdapter; different problems." + }, + { + "left": "issue:12012", + "right": "issue:9471", + "accept": false, + "reason": "Completely different failures: Wan 2.2 context-state ValueError versus CoreML file-extension/resource-type inference error." + }, + { + "left": "issue:8429", + "right": "issue:9112", + "accept": false, + "reason": "Different models and errors: I2VGen-XL inference script issues versus an Auraflow tensor shape mismatch." + }, + { + "left": "issue:3116", + "right": "issue:3908", + "accept": false, + "reason": "Scheduler noise in image2image is unrelated to caching a model in Streamlit." + }, + { + "left": "issue:7054", + "right": "issue:7592", + "accept": false, + "reason": "Both concern adapter loading, but one empties the passed state_dict and the other misses DoRA keys; distinct underlying bugs." + }, + { + "left": "issue:10191", + "right": "issue:9602", + "accept": false, + "reason": "GPU-device selection during training is unrelated to adapter-name validation in a loaded model." + }, + { + "left": "issue:1608", + "right": "issue:1946", + "accept": false, + "reason": "Training stopping at 500 steps on T4 is unrelated to a CUDA xformers invalid-argument error." + }, + { + "left": "issue:4043", + "right": "issue:5619", + "accept": false, + "reason": "SDXL prompt-embed/pooled-embed requirements are unrelated to AutoencodeTiny failing for LCM img2img encode." + }, + { + "left": "issue:13073", + "right": "issue:13300", + "accept": false, + "reason": "Different issues: ZImageControlNet guidance_scale support versus CPU inference failures for SD3.5/FLUX." + }, + { + "left": "issue:6742", + "right": "issue:9850", + "accept": false, + "reason": "Both mention checkpointing, but 6742 is behavior divergence in DownBlockMotion and 9850 is enabling checkpointing with frozen models; not same bug." + }, + { + "left": "issue:1495", + "right": "issue:2578", + "accept": false, + "reason": "Importing init_git_repo and editable-install problems are separate packaging/import failures." + }, + { + "left": "issue:1672", + "right": "issue:3222", + "accept": false, + "reason": "Wrong image size after ckpt-to-diffusers conversion is unrelated to missing custom diffusion weight output." + }, + { + "left": "issue:5281", + "right": "issue:8523", + "accept": false, + "reason": "Different device/runtime issues: CPU offload across XL pipelines versus a generic playground CUDA error." + }, + { + "left": "issue:5770", + "right": "issue:6351", + "accept": false, + "reason": "Dataset access preventing LCM distill run is unrelated to a DistributedDataParallel disable_adapters attribute error." + }, + { + "left": "issue:1323", + "right": "issue:4615", + "accept": false, + "reason": "Flax dtype-loading behavior and a missing StableDiffusionControlnetPipeline import are unrelated." + }, + { + "left": "issue:3338", + "right": "issue:4356", + "accept": false, + "reason": "Import slowness and a missing dummy module are different packaging/runtime problems." + }, + { + "left": "issue:4646", + "right": "issue:746", + "accept": false, + "reason": "Both involve ONNX/export/loading, but one is ControlNet conversion failure and the other is an img2img ONNX revision loading issue." + }, + { + "left": "issue:11208", + "right": "issue:7660", + "accept": false, + "reason": "MultiControlNet support for SD3ControlNetInpaintingPipeline is unrelated to a trace example not working." + }, + { + "left": "issue:4297", + "right": "issue:5433", + "accept": false, + "reason": "Both report visual artifacts, but one is batched SDXL img2img fishnet artifacts and the other is DPM++/SDXL artifacts without refiner; different reproduction conditions and likely different causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 277, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10281", + "issue:10282", + "issue:10596", + "issue:10653", + "issue:1076", + "issue:1083", + "issue:10869", + "issue:10940", + "issue:11241", + "issue:11519", + "issue:11574", + "issue:12025", + "issue:12060", + "issue:12299", + "issue:12319", + "issue:12373", + "issue:12489", + "issue:12505", + "issue:12535", + "issue:12754", + "issue:13279", + "issue:13488", + "issue:1440", + "issue:1534", + "issue:1633", + "issue:193", + "issue:1934", + "issue:2153", + "issue:2437", + "issue:2763", + "issue:2858", + "issue:3401", + "issue:4059", + "issue:4104", + "issue:4551", + "issue:4631", + "issue:4646", + "issue:5953", + "issue:6533", + "issue:7223", + "issue:7370", + "issue:7629", + "issue:7895", + "issue:7935", + "issue:8552", + "issue:9007", + "issue:9516", + "issue:968" + ], + "soft_pairs": [ + "issue:1534|issue:193", + "issue:1083|issue:4646", + "issue:12319|issue:13488", + "issue:2437|issue:6533", + "issue:4631|issue:9007", + "issue:5953|issue:7629", + "issue:10869|issue:12299", + "issue:11241|issue:8552", + "issue:2153|issue:4104", + "issue:1934|issue:2763", + "issue:3401|issue:4551", + "issue:7223|issue:7370", + "issue:10653|issue:12489", + "issue:10281|issue:11519", + "issue:1440|issue:968", + "issue:1633|issue:2858", + "issue:7895|issue:9516", + "issue:10282|issue:11574", + "issue:12505|issue:12754", + "issue:12535|issue:13279", + "issue:10596|issue:12025", + "issue:1076|issue:4059", + "issue:10940|issue:7935", + "issue:12060|issue:12373" + ], + "prepared_review_unit_hash": "1bdeb3c57fb1db68b50df539db1093f5f080438b3c053626a44bdf2b6a7ced3a", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33824, + "estimated_input_tokens": 8456, + "estimated_eval_tokens": 17168 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the items span unrelated feature requests, model-loading errors, scheduler bugs, and offloading regressions. The soft edges are mostly title-level similarity and should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1534", + "right": "issue:193", + "accept": false, + "reason": "Both are generic runtime problems, but one is a Dreambooth notebook error and the other is an unspecific pipeline error; no shared concrete bug." + }, + { + "left": "issue:1083", + "right": "issue:4646", + "accept": false, + "reason": "ONNX wrong-output bug vs ONNX conversion failure; related area, but different failure modes and likely different fixes." + }, + { + "left": "issue:12319", + "right": "issue:13488", + "accept": false, + "reason": "Both mention offloading, but one is a block-level offloading regression and the other is a version-wide breakage claim; too broad to be the same bug." + }, + { + "left": "issue:2437", + "right": "issue:6533", + "accept": false, + "reason": "Two separate feature requests for different pipelines; 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different symptoms and likely unrelated fixes." + }, + { + "left": "issue:1934", + "right": "issue:2763", + "accept": false, + "reason": "VRAM/offload memory complaint vs ControlNet cuDNN benchmark memory increase; not the same underlying issue." + }, + { + "left": "issue:3401", + "right": "issue:4551", + "accept": false, + "reason": "Class-label validation error during training vs SDXL Dreambooth crash; separate model/training problems." + }, + { + "left": "issue:7223", + "right": "issue:7370", + "accept": false, + "reason": "Different video-model feature requests (Latte vs STDiT/OpenSora support); not duplicates." + }, + { + "left": "issue:10653", + "right": "issue:12489", + "accept": false, + "reason": "8-bit `.to()`/device-move limitation vs CUDA sm_120 kernel compatibility error; unrelated failures." + }, + { + "left": "issue:10281", + "right": "issue:11519", + "accept": false, + "reason": "Two unrelated feature requests for different models/schedulers (FreeScale vs MAGI-1)." + }, + { + "left": "issue:1440", + "right": "issue:968", + "accept": false, + "reason": "Model cache deletion request vs slow model loading; different concerns." + }, + { + "left": "issue:1633", + "right": "issue:2858", + "accept": false, + "reason": "Karras sigmas support vs seeding image for unclip img2img; separate feature requests." + }, + { + "left": "issue:7895", + "right": "issue:9516", + "accept": false, + "reason": "Flax memory-efficient attention bug vs FLUX joint_attention_kwargs not forwarded; different implementations and fixes." + }, + { + "left": "issue:10282", + "right": "issue:11574", + "accept": false, + "reason": "Shape mismatch while loading x_embedder weights vs missing VAE key; both load-time errors, but not the same missing tensor." + }, + { + "left": "issue:12505", + "right": "issue:12754", + "accept": false, + "reason": "tgate img2img error vs `from_pipe` dtype conversion behavior; unrelated pipeline issues." + }, + { + "left": "issue:12535", + "right": "issue:13279", + "accept": false, + "reason": "Wan2.2 LoRA load failure vs AutoencoderRAE loading with older transformers; different models and incompatibilities." + }, + { + "left": "issue:10596", + "right": "issue:12025", + "accept": false, + "reason": "FluxControlPipeline shape error vs Cosmos VAE encoder API error; not the same code path." + }, + { + "left": "issue:1076", + "right": "issue:4059", + "accept": false, + "reason": "General Stable Diffusion v1.5 question vs ControlNet reference pipeline bug/question; unrelated." + }, + { + "left": "issue:10940", + "right": "issue:7935", + "accept": false, + "reason": "Missing optional dependency (`triton.ops`) vs missing model config file; different loading failures." + }, + { + "left": "issue:12060", + "right": "issue:12373", + "accept": false, + "reason": "Question about whether a DiT block exists vs proposal for an Unlearn API; not the same issue or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 278, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10282", + "issue:10411", + "issue:10450", + "issue:10514", + "issue:10591", + "issue:10659", + "issue:1070", + "issue:10920", + "issue:10950", + "issue:1195", + "issue:12022", + "issue:12216", + "issue:12221", + "issue:12319", + "issue:13430", + "issue:1811", + "issue:2097", + "issue:2392", + "issue:2437", + "issue:2967", + "issue:3347", + "issue:3622", + "issue:3698", + "issue:3876", + "issue:4720", + "issue:4767", + "issue:5546", + "issue:5607", + "issue:5777", + "issue:5907", + "issue:5927", + "issue:599", + "issue:6073", + "issue:6964", + "issue:7056", + "issue:725", + "issue:7264", + "issue:7538", + "issue:7732", + "issue:7950", + "issue:8277", + "issue:8824", + "issue:8832", + "issue:9109", + "issue:9161", + "issue:9171", + "issue:9464", + "issue:9558" + ], + "soft_pairs": [ + "issue:12221|issue:13430", + "issue:5546|issue:7732", + "issue:599|issue:725", + "issue:3876|issue:6964", + "issue:1070|issue:4720", + "issue:7538|issue:8824", + "issue:2437|issue:5927", + "issue:7950|issue:8832", + "issue:10514|issue:10659", + "issue:10920|issue:9171", + "issue:12022|issue:9109", + "issue:9161|issue:9464", + "issue:2392|issue:3347", + "issue:10282|issue:5607", + "issue:10450|issue:10591", + "issue:10950|issue:12319", + "issue:1195|issue:1811", + "issue:3622|issue:5777", + "issue:3698|issue:7264", + "issue:2097|issue:2967", + "issue:6073|issue:7056", + "issue:10411|issue:8277", + "issue:4767|issue:5907", + "issue:12216|issue:9558" + ], + "prepared_review_unit_hash": "2e04e9500349a2c1eafa44cc7df930c0a8de3ed5c65ddf2c8c8e1dea128d844e", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34146, + "estimated_input_tokens": 8537, + "estimated_eval_tokens": 17330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated Diffusers issues/feature requests across different models, schedulers, training scripts, and docs. Only the two UNet1D reports look like the same underlying runtime problem; the rest should stay separate.", + "confidence": 0.79, + "canonical_issue_reason": "issue:2967 is the clearest representative of the only plausible duplicate pair, with the most explicit UNet1D runtime-failure framing.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:2967 is the strongest anchor for triage because it describes the UNet1D failure more concretely than the other UNet1D report and is the better duplicate representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:12221", + "right": "issue:13430", + "accept": false, + "reason": "Both are feature/support requests, but they target different models and changes: DiffSynth ControlNet support vs JoyAI-Image-Edit support." + }, + { + "left": "issue:5546", + "right": "issue:7732", + "accept": false, + "reason": "Both involve SDXL/refiner/controlnet areas, but one is a scheduler step-count bug and the other is a runtime error with ControlNet+Refiner." + }, + { + "left": "issue:599", + "right": "issue:725", + "accept": false, + "reason": "Related to model loading/memory, but one asks for Deepspeed integration and the other for device-map/accelerate loading support." + }, + { + "left": "issue:3876", + "right": "issue:6964", + "accept": false, + "reason": "Both touch inpainting/controlnet, but they are different failures: a demo error vs incompatibility with 4-channel UNets." + }, + { + "left": "issue:1070", + "right": "issue:4720", + "accept": false, + "reason": "Both are inpainting-related, but the concrete bugs differ: an inpainting version regression vs AutoencoderTiny compatibility." + }, + { + "left": "issue:7538", + "right": "issue:8824", + "accept": false, + "reason": "Both are dataset/training questions, but they concern different workflows: Fill50k-style training vs instruct-pix2pix dataset creation." + }, + { + "left": "issue:2437", + "right": "issue:5927", + "accept": false, + "reason": "These are separate feature requests for different adapter types and pipeline combinations; same broad area, not the same change." + }, + { + "left": "issue:7950", + "right": "issue:8832", + "accept": false, + "reason": "Different problems entirely: a PyTorch/Diffusers compatibility issue vs a generic pipeline crash when indexing images." + }, + { + "left": "issue:10514", + "right": "issue:10659", + "accept": false, + "reason": "Different model-specific issues: Sana resolution binning limits vs ConsisID poor generation quality." + }, + { + "left": "issue:10920", + "right": "issue:9171", + "accept": false, + "reason": "Different scheduler/loader bugs with different triggers and code paths; not the same underlying defect." + }, + { + "left": "issue:12022", + "right": "issue:9109", + "accept": false, + "reason": "Unrelated dependency/interface failures: flash-attention 3 API incompatibility vs missing torchvision::nms operator." + }, + { + "left": "issue:9161", + "right": "issue:9464", + "accept": false, + "reason": "Both are about training Flux LoRA, but the concrete failures differ: distributed bugs vs an IndexError with prodigy and train_text_encoder." + }, + { + "left": "issue:2392", + "right": "issue:3347", + "accept": false, + "reason": "One is an input-validation error around prompt_embeds, the other is NaN image output; different symptoms and likely different causes." + }, + { + "left": "issue:10282", + "right": "issue:5607", + "accept": false, + "reason": "Both are tensor-shape failures, but the titles indicate different code paths and different mismatched dimensions." + }, + { + "left": "issue:10450", + "right": "issue:10591", + "accept": false, + "reason": "Architecture comparison for Flux blocks vs an sd3 LoRA training-script bug; not the same bug or change." + }, + { + "left": "issue:10950", + "right": "issue:12319", + "accept": false, + "reason": "Documentation breakage and group offloading behavior are unrelated issues." + }, + { + "left": "issue:1195", + "right": "issue:1811", + "accept": false, + "reason": "Different components: memory-efficient attention with fp16 weights vs from_pretrained downloading both weight formats." + }, + { + "left": "issue:3622", + "right": "issue:5777", + "accept": false, + "reason": "A tutorial import error and a PixArt DreamBooth training error are unrelated." + }, + { + "left": "issue:3698", + "right": "issue:7264", + "accept": false, + "reason": "Different feature areas: model conversion to Diffusers vs serialization/loading of custom transformers models." + }, + { + "left": "issue:2097", + "right": "issue:2967", + "accept": true, + "reason": "Both titles describe the same UNet1D failure to run, with no meaningful distinction in component or symptom from the titles." + }, + { + "left": "issue:6073", + "right": "issue:7056", + "accept": false, + "reason": "A beginner DreamBooth SDXL setup error is not the same as an LoRA fine-tuning error involving train_text_encoder." + }, + { + "left": "issue:10411", + "right": "issue:8277", + "accept": false, + "reason": "Training-script usage question vs convergence problem; different issue types and likely different causes." + }, + { + "left": "issue:4767", + "right": "issue:5907", + "accept": false, + "reason": "Scheduler prediction_type support question vs DDPMScheduler docs/API mismatch; not the same bug." + }, + { + "left": "issue:12216", + "right": "issue:9558", + "accept": false, + "reason": "One is about Qwen-Image-Edit quality compared to ComfyUI, the other about black validation images in tensorboard." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The UNet1D pair is a plausible duplicate anchor, and the other soft-edge rejections stay appropriately cautious given the packet evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 279, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1037", + "issue:10653", + "issue:11448", + "issue:11872", + "issue:12359", + "issue:13446", + "issue:1556", + "issue:1931", + "issue:2068", + "issue:2201", + "issue:2444", + "issue:2534", + "issue:255", + "issue:2761", + "issue:280", + "issue:3238", + "issue:3251", + "issue:3574", + "issue:3799", + "issue:3861", + "issue:3948", + "issue:4264", + "issue:4391", + "issue:4605", + "issue:4665", + "issue:4724", + "issue:487", + "issue:5216", + "issue:5334", + "issue:5553", + "issue:5578", + "issue:6176", + "issue:6457", + "issue:6574", + "issue:6811", + "issue:6880", + "issue:6958", + "issue:7056", + "issue:7421", + "issue:7519", + "issue:7589", + "issue:8393", + "issue:8477", + "issue:8588", + "issue:8943", + "issue:9188", + "issue:9599", + "issue:984" + ], + "soft_pairs": [ + "issue:3251|issue:6958", + "issue:3574|issue:4665", + "issue:4724|issue:8393", + "issue:1556|issue:3948", + "issue:2444|issue:6880", + "issue:1931|issue:984", + "issue:5216|issue:7589", + "issue:5553|issue:6176", + "issue:12359|issue:13446", + "issue:1037|issue:280", + "issue:11448|issue:8943", + "issue:2068|issue:3238", + "issue:2534|issue:4605", + "issue:2761|issue:4391", + "issue:4264|issue:8588", + "issue:5334|issue:6457", + "issue:5578|issue:6811", + "issue:7421|issue:7519", + "issue:9188|issue:9599", + "issue:10653|issue:11872", + "issue:255|issue:487", + "issue:3799|issue:3861", + "issue:7056|issue:8477", + "issue:2201|issue:6574" + ], + "prepared_review_unit_hash": "ea54051711cf193b157a7d892c19be2603c5bfe6d8b91b329fe78a05cd130b97", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34101, + "estimated_input_tokens": 8526, + "estimated_eval_tokens": 17308 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues spanning model loading, scheduler behavior, training errors, docs, and feature requests. The soft pairs are only superficially similar; none look like true duplicates or one-change matches.", + "confidence": 0.89, + "canonical_issue_reason": "issue:5553 is the broadest loading-related report in the set and the best anchor for a loose cluster of model/pipeline loading problems, though most other items are still distinct.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:5553 is the most generally applicable issue here; it covers a central DiffusionPipeline loading failure rather than a narrow symptom or documentation-only report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3251", + "right": "issue:6958", + "accept": false, + "reason": "Different code paths and symptoms: ControlNet shuffle CFG-side behavior vs a UNet motion model configuration gap." + }, + { + "left": "issue:3574", + "right": "issue:4665", + "accept": false, + "reason": "One is a Windows from_ckpt problem; the other is safetensors selection on Windows with alternative bin files. Related platform, but not the same bug." + }, + { + "left": "issue:4724", + "right": "issue:8393", + "accept": false, + "reason": "Img2img checkpoint compatibility is unrelated to slow checkpoint shard loading." + }, + { + "left": "issue:1556", + "right": "issue:3948", + "accept": false, + "reason": "Black images with NSFW warning and pale images are different rendering symptoms with no clear shared root cause." + }, + { + "left": "issue:2444", + "right": "issue:6880", + "accept": false, + "reason": "Different scripts and failures: dreambooth_inpaint exits with an error, while custom diffusion retrieve.py is a separate utility problem." + }, + { + "left": "issue:1931", + "right": "issue:984", + "accept": false, + "reason": "Float16 dtype mismatch in Stable Diffusion 2 is not the same as F.interpolate failing for large batch sizes." + }, + { + "left": "issue:5216", + "right": "issue:7589", + "accept": false, + "reason": "Inpainting tensor iteration with a scheduler issue is distinct from GLIGEN layout-to-image not working in general." + }, + { + "left": "issue:5553", + "right": "issue:6176", + "accept": false, + "reason": "General custom model loading failure vs loading LoRA weights after dreambooth_lora training; different stages and causes." + }, + { + "left": "issue:12359", + "right": "issue:13446", + "accept": false, + "reason": "Documentation wording around guidance_scale is unrelated to the custom_pipeline trust/security check." + }, + { + "left": "issue:1037", + "right": "issue:280", + "accept": false, + "reason": "Community pipeline addition request vs scheduler addition request; same area, different feature." + }, + { + "left": "issue:11448", + "right": "issue:8943", + "accept": false, + "reason": "Missing fusing/stable-unclip pipeline file is not the same as a libtorch CUDA shared-library installation failure." + }, + { + "left": "issue:2068", + "right": "issue:3238", + "accept": false, + "reason": "dtype conversion bug in from_pretrained is unrelated to converting LoRA safetensors to diffusers format." + }, + { + "left": "issue:2534", + "right": "issue:4605", + "accept": false, + "reason": "Scheduler switching error and long-prompt/inpaint pipeline error are different concrete failures." + }, + { + "left": "issue:2761", + "right": "issue:4391", + "accept": false, + "reason": "Missing docs for UNet1DModel.extra_in_channels does not match a wrong default value/documentation issue in SDXL pipeline." + }, + { + "left": "issue:4264", + "right": "issue:8588", + "accept": false, + "reason": "Missing example images and missing conversion script are both docs/repo maintenance issues, but not the same artifact." + }, + { + "left": "issue:5334", + "right": "issue:6457", + "accept": false, + "reason": "Accelerate API support for multiple models and SDXL-LoRA gradient accumulation are training-related but not the same bug." + }, + { + "left": "issue:5578", + "right": "issue:6811", + "accept": false, + "reason": "Both mention model_index.json, but one is a generic mistaken path/file lookup and the other is a specific missing file in a model repo." + }, + { + "left": "issue:7421", + "right": "issue:7519", + "accept": false, + "reason": "Seed reproducibility in KDiffusion is unrelated to xFormers ignoring cross_attention_kwargs['scale']." + }, + { + "left": "issue:9188", + "right": "issue:9599", + "accept": false, + "reason": "Flux outpainting feature request and FLUX LoRA-only finetune example request are different changes." + }, + { + "left": "issue:10653", + "right": "issue:11872", + "accept": false, + "reason": "Unsupported .to() on an 8-bit loaded module is a correctness limitation, while repeated CPU/GPU moves are an efficiency problem." + }, + { + "left": "issue:255", + "right": "issue:487", + "accept": false, + "reason": "UNet size divisibility error on StableDiffusionPipeline is distinct from M1 CPU incompatibility." + }, + { + "left": "issue:3799", + "right": "issue:3861", + "accept": false, + "reason": "Incorrect inferred type for DDPMScheduler.from_pretrained is not the same as the Pipeline.from_pretrained naming/behavior question." + }, + { + "left": "issue:7056", + "right": "issue:8477", + "accept": false, + "reason": "SDXL LoRA fine-tuning with train_text_encoder and a distributed training script DDP error are separate training failures." + }, + { + "left": "issue:2201", + "right": "issue:6574", + "accept": false, + "reason": "Tokenizer padding differences and an SVD pipeline FutureWarning are unrelated pipeline behaviors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 280, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10085", + "issue:10111", + "issue:10204", + "issue:10210", + "issue:10475", + "issue:10518", + "issue:10917", + "issue:1127", + "issue:11432", + "issue:1207", + "issue:12781", + "issue:13249", + "issue:1750", + "issue:2402", + "issue:2880", + "issue:2891", + "issue:3081", + "issue:3366", + "issue:3450", + "issue:3481", + "issue:3954", + "issue:3978", + "issue:4198", + "issue:4217", + "issue:4480", + "issue:4668", + "issue:5215", + "issue:5392", + "issue:5693", + "issue:590", + "issue:5989", + "issue:6250", + "issue:6256", + "issue:6354", + "issue:6452", + "issue:7054", + "issue:7142", + "issue:7365", + "issue:7368", + "issue:7575", + "issue:7889", + "issue:8514", + "issue:8700", + "issue:8785", + "issue:8863", + "issue:9415", + "issue:9610", + "issue:989" + ], + "soft_pairs": [ + "issue:3954|issue:590", + "issue:2891|issue:5215", + "issue:4198|issue:989", + "issue:2880|issue:3081", + "issue:5392|issue:7368", + "issue:6354|issue:9610", + "issue:8514|issue:9415", + 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No pair should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #10111 is the broadest umbrella title in the set and the best anchor for the FLUX-related pipeline bug reports, even though the overall cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #10111 is the most suitable representative because it is the most general and centrally named around the FLUX pipeline, while the other items are narrower or clearly unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3954", + "right": "issue:590", + "accept": false, + "reason": "Different scheduler bugs: multi-GPU training step counting vs a typo in the Karras noise formula." + }, + { + "left": "issue:2891", + "right": "issue:5215", + "accept": false, + "reason": "Both involve StableDiffusionUpscalePipeline, but one is an API/doc mismatch and the other is a brightness-quality regression." + }, + { + "left": "issue:4198", + "right": "issue:989", + "accept": false, + "reason": "Generic runtime errors, but they point to different failures: dtype mismatch in a notebook vs a 2-D weight assertion." + }, + { + "left": "issue:2880", + "right": "issue:3081", + "accept": false, + "reason": "Both are Colab failures, but they concern different notebooks and different workflows/backends." + }, + { + "left": "issue:5392", + "right": "issue:7368", + "accept": false, + "reason": "Both are training questions, but they target different models and feature requests, not the same bug or change." + }, + { + "left": "issue:6354", + "right": "issue:9610", + "accept": false, + "reason": "Both mention LoRA support, but they are different concrete pipeline additions for different models and use cases." + }, + { + "left": "issue:8514", + "right": "issue:9415", + "accept": false, + "reason": "Different model-specific errors with no shared code path or fix." + }, + { + "left": "issue:10210", + "right": "issue:7054", + "accept": false, + "reason": "One is a FluxImg2Img output-quality bug; the other is a LoRA loader mutating the input state_dict." + }, + { + "left": "issue:7575", + "right": "issue:8863", + "accept": false, + "reason": "Both are shape/attribute errors, but they describe different underlying failures in different components." + }, + { + "left": "issue:1127", + "right": "issue:2402", + "accept": false, + "reason": "Different backend/runtime issues: ONNX/DML provider traceback vs PyTorch CUDA-not-enabled assertion." + }, + { + "left": "issue:1207", + "right": "issue:1750", + "accept": false, + "reason": "Both are symbol/loading errors, but the symbols, environments, and root causes are different." + }, + { + "left": "issue:10111", + "right": "issue:7889", + "accept": false, + "reason": "FLUX pipeline bugs are unrelated to single-file checkpoint loading bugs." + }, + { + "left": "issue:10518", + "right": "issue:12781", + "accept": false, + "reason": "Completely unrelated: an SD3 LoRA colab script issue vs a Discord login problem." + }, + { + "left": "issue:4217", + "right": "issue:5989", + "accept": false, + "reason": "Related to safetensors broadly, but one is load-time performance and the other is a library bug." + }, + { + "left": "issue:6256", + "right": "issue:6452", + "accept": false, + "reason": "Both are feature requests in pipelines, but they are distinct API additions with different targets." + }, + { + "left": "issue:8700", + "right": "issue:8785", + "accept": false, + "reason": "Both request PAG support, but for different pipelines/models and not the same change." + }, + { + "left": "issue:11432", + "right": "issue:13249", + "accept": false, + "reason": "Unrelated: torch_dtype auto-loading behavior vs a LoRA regression for Z-Image." + }, + { + "left": "issue:10204", + "right": "issue:10475", + "accept": false, + "reason": "Both are image-quality complaints, but they concern different pipelines and different contexts." + }, + { + "left": "issue:3978", + "right": "issue:4480", + "accept": false, + "reason": "Both involve MPS, but one is img2img not working and the other is a float16 kernel crash." + }, + { + "left": "issue:10085", + "right": "issue:7142", + "accept": false, + "reason": "Different inference problems: LyCORIS batch inference with skip_guidance_layers vs SDXL-lightning output mismatch." + }, + { + "left": "issue:3366", + "right": "issue:3450", + "accept": false, + "reason": "Different bugs: autocast being blocked by LoRALinearLayer vs a from_ckpt regression." + }, + { + "left": "issue:3481", + "right": "issue:4668", + "accept": false, + "reason": "Both are image-quality complaints, but one is scheduler-step determinism and the other is LoRA-style weird outputs." + }, + { + "left": "issue:5693", + "right": "issue:6250", + "accept": false, + "reason": "Both involve VAE loading, but the failure modes and loading paths differ." + }, + { + "left": "issue:10917", + "right": "issue:7365", + "accept": false, + "reason": "Unrelated: a Lumina-2.0 script question vs pooled_prompt_embeds being overwritten." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 281, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10798", + "issue:11437", + "issue:12078", + "issue:12097", + "issue:12110", + "issue:1273", + "issue:13105", + "issue:1353", + "issue:1377", + "issue:1633", + "issue:1704", + "issue:2359", + "issue:2500", + "issue:2501", + "issue:2578", + "issue:2780", + "issue:2838", + "issue:2858", + "issue:3287", + "issue:3481", + "issue:4598", + "issue:4923", + "issue:5006", + "issue:5043", + "issue:5112", + "issue:5433", + "issue:5485", + "issue:5605", + 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None of the soft pairs look like true duplicates of the same concrete bug/change.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 12110 is the most concrete, self-contained bug report in the set, with a specific code path (UNet1DModel GaussianFourier time projection) and a clear failure mode. The cluster itself is not a true duplicate group, so this is only a representative anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 12110 is the best triage representative because it is narrowly scoped, technically specific, and more actionable than the many broad questions, feature requests, or loosely related runtime complaints here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1273", + "right": "issue:1704", + "accept": false, + "reason": "Both are questions, but one is about Dreambooth mean-loss calculation and the other is a general attention-block question; no shared bug or code path." + }, + { + "left": "issue:2359", + "right": "issue:725", + "accept": false, + "reason": "Img2Img latent output support and DiffusionPipeline device_map/accelerate loading are different pipeline concerns and different fixes." + }, + { + "left": "issue:2578", + "right": "issue:4598", + "accept": false, + "reason": "Editable install breakage and missing-dependency error messaging are unrelated problems." + }, + { + "left": "issue:5769", + "right": "issue:8671", + "accept": false, + "reason": "Mixed-precision training correctness question and redundant SD3 dreambooth code cleanup are not the same bug/change." + }, + { + "left": "issue:7535", + "right": "issue:8612", + "accept": false, + "reason": "Type-hint compatibility and mixed-precision inference incompatibility are distinct issues." + }, + { + "left": "issue:5433", + "right": "issue:8792", + "accept": false, + "reason": "Both mention image quality, but one is a scheduler/refiner artifact issue and the other is migration quality degradation; different root causes." + }, + { + "left": "issue:6506", + "right": "issue:6535", + "accept": false, + "reason": "StableVideoDiffusion output_type behavior and scheduler-switch support are separate feature/bug requests." + }, + { + "left": "issue:6790", + "right": "issue:9166", + "accept": false, + "reason": "LCM state_dict key mismatch and image_processor overlay behavior are unrelated." + }, + { + "left": "issue:11437", + "right": "issue:12078", + "accept": false, + "reason": "Training outputs/validation artifacts not being created is different from a bad example validation input in Flux control finetuning." + }, + { + "left": "issue:2780", + "right": "issue:6812", + "accept": false, + "reason": "Both are LoRA/fp16-related, but one is an unscale FP16 gradients error and the other is a QKV dtype mismatch; not the same concrete failure." + }, + { + "left": "issue:12097", + "right": "issue:13105", + "accept": false, + "reason": "Wan2.2 end-of-run VRAM OOM and Wan2.1 output noise are different symptoms on different model versions." + }, + { + "left": "issue:5112", + "right": "issue:5485", + "accept": false, + "reason": "A torch.Size float-conversion crash in ControlNet img2img is unrelated to slow batch inference." + }, + { + "left": "issue:5043", + "right": "issue:725", + "accept": false, + "reason": "LoRA finetuning support for Wurstchen and pipeline loading/device-map memory reduction are unrelated requests." + }, + { + "left": "issue:8534", + "right": "issue:8673", + "accept": false, + "reason": "Both are SD3-related, but one is wrong logit-normal weighting in training and the other is missing attention masks; different bugs." + }, + { + "left": "issue:5006", + "right": "issue:8233", + "accept": false, + "reason": "SDXL end-of-training BF16 OOM and depth-pipeline fp16 errors are separate runtime issues." + }, + { + "left": "issue:7210", + "right": "issue:8752", + "accept": false, + "reason": "Missing named_parameters with accelerate dispatch and offline from_single_file loading are different loading-path failures." + }, + { + "left": "issue:3481", + "right": "issue:7421", + "accept": false, + "reason": "Both touch reproducibility, but one is inference-step dependence in DDIM and the other is seed not working in KDiffusion; not the same bug." + }, + { + "left": "issue:9306", + "right": "issue:9539", + "accept": false, + "reason": "Wrong device selection on CogVideoXPipeline.from_pretrained and Float8 index_select_cuda errors in a different CogVideoX pipeline are not the same concrete issue." + }, + { + "left": "issue:10798", + "right": "issue:12110", + "accept": false, + "reason": "Flux quantization/device-combination behavior with bitsandbytes is unrelated to UNet1DModel GaussianFourier initialization." + }, + { + "left": "issue:1353", + "right": "issue:1377", + "accept": false, + "reason": "A pipeline-composition question and a transformers import error are unrelated." + }, + { + "left": "issue:1633", + "right": "issue:3287", + "accept": false, + "reason": "Optional karras sigmas in a wrapper pipeline and support for improved DDPM are different feature requests." + }, + { + "left": "issue:2500", + "right": "issue:2501", + "accept": false, + "reason": "Issue 2500 is one specific meta-tensor failure, while 2501 is a broad multi-test regression report; insufficient evidence they are the same root cause." + }, + { + "left": "issue:2838", + "right": "issue:4923", + "accept": false, + "reason": "ControlNet pipeline behavior and AudioLDM2 transcript support are unrelated." + }, + { + "left": "issue:2858", + "right": "issue:5605", + "accept": false, + "reason": "Seeding image support for UnCLIP img2img and per-image captions for SDXL Dreambooth are distinct feature requests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 282, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10729", + "issue:10932", + "issue:10950", + "issue:11047", + "issue:11092", + "issue:1125", + "issue:11885", + "issue:12338", + "issue:13311", + "issue:1677", + "issue:1889", + "issue:2098", + "issue:3052", + "issue:3065", + "issue:3149", + "issue:3336", + "issue:3481", + "issue:3638", + "issue:3811", + "issue:3951", + "issue:4213", + "issue:4353", + "issue:4530", + "issue:4584", + "issue:4638", + "issue:5225", + "issue:5313", + "issue:5371", + "issue:5594", + "issue:5605", + "issue:5656", + "issue:579", + "issue:5890", + "issue:5903", + "issue:5947", + "issue:5969", + "issue:6136", + "issue:6722", + "issue:7053", + "issue:7730", + "issue:8463", + "issue:8577", + "issue:911", + "issue:9218", + "issue:9397", + "issue:9496", + "issue:9610", + "issue:962" + ], + "soft_pairs": [ + "issue:3052|issue:3638", + "issue:3065|issue:5371", + "issue:3811|issue:5313", + "issue:5225|issue:9496", + "issue:5594|issue:6722", + "issue:5605|issue:9397", + "issue:5947|issue:8577", + "issue:10932|issue:12338", + "issue:11885|issue:13311", + "issue:1677|issue:2098", + "issue:4584|issue:5890", + "issue:579|issue:911", + "issue:10729|issue:8463", + "issue:4213|issue:4638", + "issue:1125|issue:962", + "issue:1889|issue:3336", + "issue:5656|issue:9610", + "issue:7053|issue:7730", + "issue:10950|issue:11092", + "issue:3149|issue:3481", + "issue:3951|issue:6136", + "issue:4353|issue:5903", + "issue:4530|issue:5969", + "issue:11047|issue:9218" + ], + "prepared_review_unit_hash": "1794fc43fdec50a5402660c6ebe0ed6ee5fb9b3c088e9b949a294e5935d0b432", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33677, + "estimated_input_tokens": 8420, + "estimated_eval_tokens": 17096 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated runtime bugs, feature requests, docs issues, and LoRA/scheduler/pipeline tickets. None of the soft pairs look like true duplicates or the same concrete change.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out because the items do not form one coherent underlying bug or feature area.", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "No best representative issue: the set spans many unrelated code paths, so any one issue would be arbitrary.", + "best_pr_reason": "No pull requests are present in the cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:3052", + "right": "issue:3638", + "accept": false, + "reason": "Both touch diffusion-related features, but one is a control request for Versatile Diffusion and the other is a new Prompt-Free Diffusion pipeline; different artifacts and code paths." + }, + { + "left": "issue:3065", + "right": "issue:5371", + "accept": false, + "reason": "DreamBooth LoRA text-encoder tuning and BLIP inpainting support are separate feature requests with no shared bug/change." + }, + { + "left": "issue:3811", + "right": "issue:5313", + "accept": false, + "reason": "Both involve LoRA, but one reports LoRA having no effect and the other reports fuse/unfuse not reverting; different failure modes." + }, + { + "left": "issue:5225", + "right": "issue:9496", + "accept": false, + "reason": "SDXL forward-pass VRAM usage and SD3ControlNet forward errors are unrelated model-specific bugs." + }, + { + "left": "issue:5594", + "right": "issue:6722", + "accept": false, + "reason": "Memory-saving for SDXL fine-tuning is not the same as using SigLIP as a text encoder; different feature areas." + }, + { + "left": "issue:5605", + "right": "issue:9397", + "accept": false, + "reason": "Per-image caption support for DreamBooth and SGMUniform scheduler support for Hyper LoRAs are distinct requests." + }, + { + "left": "issue:5947", + "right": "issue:8577", + "accept": false, + "reason": "Diffusion-DPO policy discussion and Differential Diffusion for SD3 are different methods, not the same underlying change." + }, + { + "left": "issue:10932", + "right": "issue:12338", + "accept": false, + "reason": "A torch.compile recompile-limit issue in HunyuanVideo is unrelated to AutoencoderDC VAE slicing during multi-image decoding." + }, + { + "left": "issue:11885", + "right": "issue:13311", + "accept": false, + "reason": "Both mention FLUX LoRA loading, but they target different model families and different symptoms (missing effect vs missing keys prefix)." + }, + { + "left": "issue:1677", + "right": "issue:2098", + "accept": false, + "reason": "Wrong input type to StableDiffusionPipeline and invalid torch.randn arguments are separate runtime errors." + }, + { + "left": "issue:4584", + "right": "issue:5890", + "accept": false, + "reason": "Checkpoint resume failure in an SDXL LoRA training script is not the same as a tokenizer-length warning during text-to-image inference." + }, + { + "left": "issue:579", + "right": "issue:911", + "accept": false, + "reason": "Both mention config problems, but textual inversion missing config.json and DreamBooth bad config are different workflows and fixes." + }, + { + "left": "issue:10729", + "right": "issue:8463", + "accept": false, + "reason": "The _hf_hook AttributeError in hook removal and the NoneType.tokenize error in InstructP2P-SDXL are unrelated code paths." + }, + { + "left": "issue:4213", + "right": "issue:4638", + "accept": false, + "reason": "SDXL single-file loading without accelerate and SDXL textual inversion loading are different loading mechanisms and bugs." + }, + { + "left": "issue:1125", + "right": "issue:962", + "accept": false, + "reason": "Stable Diffusion Mega inpaint runtime error and inpaint size limitations are distinct issues, even though both involve inpainting." + }, + { + "left": "issue:1889", + "right": "issue:3336", + "accept": false, + "reason": "These are different scheduler proposals: DPM++ SDE variant versus DPM-Solver Multistep Inverse Scheduler." + }, + { + "left": "issue:5656", + "right": "issue:9610", + "accept": false, + "reason": "Both are LoRA-loader requests, but they target different pipelines and likely separate implementations; not the same concrete change." + }, + { + "left": "issue:7053", + "right": "issue:7730", + "accept": false, + "reason": "UNet3DConditionModel class conditioning and adding request timeouts are completely unrelated." + }, + { + "left": "issue:10950", + "right": "issue:11092", + "accept": false, + "reason": "A broken docs section and an empty-timesteps img2img bug are not the same issue." + }, + { + "left": "issue:3149", + "right": "issue:3481", + "accept": false, + "reason": "Non-deterministic images and changing outputs with different inference steps are not the same bug; the latter can be expected behavior." + }, + { + "left": "issue:3951", + "right": "issue:6136", + "accept": false, + "reason": "Both mention NaNs, but they affect different pipelines/environments and do not share a concrete root cause." + }, + { + "left": "issue:4353", + "right": "issue:5903", + "accept": false, + "reason": "General SDXL quality complaints and edge artifacts from non-32-divisible resolutions are different symptoms and fixes." + }, + { + "left": "issue:4530", + "right": "issue:5969", + "accept": false, + "reason": "Color artifacts in SDXL refiner and DDIM NaNs with ZSNR patch are unrelated numerical/quality issues." + }, + { + "left": "issue:11047", + "right": "issue:9218", + "accept": false, + "reason": "Missing PAG inpaint model support and PAG with guess mode are separate feature requests, not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 283, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10191", + "issue:10334", + "issue:11148", + "issue:11275", + "issue:11486", + "issue:12104", + "issue:1314", + "issue:13286", + "issue:1611", + "issue:1709", + "issue:1919", + "issue:1923", + "issue:1931", + "issue:2020", + "issue:2044", + "issue:2068", + "issue:2370", + "issue:2844", + "issue:3381", + "issue:3481", + "issue:3494", + "issue:4149", + "issue:4361", + "issue:4631", + "issue:4668", + "issue:4913", + "issue:5374", + "issue:5578", + "issue:6092", + "issue:6320", + "issue:6359", + "issue:7021", + "issue:7142", + "issue:7636", + "issue:7974", + "issue:8441", + "issue:8493", + "issue:8509", + "issue:8514", + "issue:852", + "issue:8609", + "issue:8894", + "issue:8960", + "issue:9154", + "issue:9298", + "issue:9343", + "issue:9768", + "issue:9841" + ], + "soft_pairs": [ + "issue:11486|issue:9841", + "issue:1919|issue:1923", + "issue:10191|issue:11275", + "issue:1314|issue:2844", + "issue:9154|issue:9343", + "issue:2044|issue:2068", + "issue:3481|issue:4149", + "issue:7636|issue:8609", + "issue:8493|issue:8960", + "issue:1709|issue:3381", + "issue:1931|issue:4631", + "issue:2020|issue:5374", + "issue:4668|issue:7974", + "issue:4913|issue:8509", + "issue:5578|issue:6359", + "issue:11148|issue:8514", + "issue:12104|issue:13286", + "issue:2370|issue:6092", + "issue:7021|issue:8441", + "issue:4361|issue:8894", + "issue:10334|issue:9768", + "issue:1611|issue:852", + "issue:3494|issue:7142", + "issue:6320|issue:9298" + ], + "prepared_review_unit_hash": "8942fadb094ba00f656192366f96953b10001e5f17f40a7cbb8ffca2c612c01e", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34222, + "estimated_input_tokens": 8556, + "estimated_eval_tokens": 17368 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of unrelated training/loading/runtime issues. None of the soft pairs look like true duplicates or the same code change, so all are rejected.", + "confidence": 0.89, + "canonical_issue_reason": "issue:9841 is a concrete, reproducible training runtime bug with a clear failure mode, making it the strongest representative issue in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:9841 is the best issue to anchor triage because it is specific, actionable, and clearly a bug rather than a broad feature request or vague report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11486", + "right": "issue:9841", + "accept": false, + "reason": "Feature request for xformers support vs a TypeError in DreamBooth SDXL LoRA training; different problem and code path." + }, + { + "left": "issue:1919", + "right": "issue:1923", + "accept": false, + "reason": "Both are setup/dependency problems, but one is missing datasets for DreamBooth and the other is missing CUDA libs in Docker/bitsandbytes; not the same underlying bug." + }, + { + "left": "issue:10191", + "right": "issue:11275", + "accept": false, + "reason": "GPU device selection issue vs VAE ResnetUpsampleBlock2D NoneType addition; unrelated failures." + }, + { + "left": "issue:1314", + "right": "issue:2844", + "accept": false, + "reason": "Windows xformers backward error vs explicit image embeddings error in StableUnCLIPImg2Img; different pipeline and symptom." + }, + { + "left": "issue:9154", + "right": "issue:9343", + "accept": false, + "reason": "AutoEncoder/PT weight loading broken vs FLUX low_cpu_mem_usage/load_mismatched_sizes issue; separate model-loading problems." + }, + { + "left": "issue:2044", + "right": "issue:2068", + "accept": false, + "reason": "DDP dtype attribute error during training vs from_pretrained dtype not converting model weights; related theme, but not the same bug." + }, + { + "left": "issue:3481", + "right": "issue:4149", + "accept": false, + "reason": "Scheduler/inference-step determinism complaint vs semantic pipeline batch dimension mismatch; different defects." + }, + { + "left": "issue:7636", + "right": "issue:8609", + "accept": false, + "reason": "ControlNet SDXL tile usage question vs custom_pipeline/IP-Adapter incompatibility; not duplicate issues." + }, + { + "left": "issue:8493", + "right": "issue:8960", + "accept": false, + "reason": "SD3Transformer2DModel state_dict loading error vs gradient accumulation not working in a training example; unrelated." + }, + { + "left": "issue:1709", + "right": "issue:3381", + "accept": false, + "reason": "ONNX img2img Tensor.astype error vs inpaint batch discoloration/docs issue; different pipelines and failures." + }, + { + "left": "issue:1931", + "right": "issue:4631", + "accept": false, + "reason": "Float16 type mismatch in Stable Diffusion 2 vs DPMSolverSinglestepScheduler scalar conversion error; distinct runtime paths." + }, + { + "left": "issue:2020", + "right": "issue:5374", + "accept": false, + "reason": "Conversion script error vs unexpected checkpoint_path argument; different scripts and causes." + }, + { + "left": "issue:4668", + "right": "issue:7974", + "accept": false, + "reason": "Kohya-style LoRA weird images vs inpaint with IP Adapter bug; both visual quality complaints but not the same bug." + }, + { + "left": "issue:4913", + "right": "issue:8509", + "accept": false, + "reason": "ControlNet OpenPose SDXL model item vs ControlNet++ topic; no evidence of the same underlying issue." + }, + { + "left": "issue:5578", + "right": "issue:6359", + "accept": false, + "reason": "Missing model_index.json error vs EulerDiscreteScheduler get_velocity/v_prediction error; unrelated loading vs scheduler API issue." + }, + { + "left": "issue:11148", + "right": "issue:8514", + "accept": false, + "reason": "PEFT adapter flag not set vs EMAModel parallel fine-tuning error; different components and failure modes." + }, + { + "left": "issue:12104", + "right": "issue:13286", + "accept": false, + "reason": "IndexError on empty dimension vs unsupported torchao >= 0.16.0 quantization; unrelated." + }, + { + "left": "issue:2370", + "right": "issue:6092", + "accept": false, + "reason": "LoRA training on a 24GB GPU vs example not training anything; too broad and not the same defect." + }, + { + "left": "issue:7021", + "right": "issue:8441", + "accept": false, + "reason": "HF_HOME import error vs create_dynamic_module recursion with relative HF_HOME; different symptoms and code paths." + }, + { + "left": "issue:4361", + "right": "issue:8894", + "accept": false, + "reason": "Safetensors shared-tensor saving issue vs training script error in train_cm_ct_unconditional.py; not the same bug." + }, + { + "left": "issue:10334", + "right": "issue:9768", + "accept": false, + "reason": "MacOS/MPS gray images and CPU NaNs vs torch 2.5 CuDNN SDPA NaN error; both NaN/image-quality issues, but different platforms and likely different root causes." + }, + { + "left": "issue:1611", + "right": "issue:852", + "accept": false, + "reason": "StableDiffusionMegaPipeline regression vs MPS unexpected device_map keyword error; unrelated compatibility issues." + }, + { + "left": "issue:3494", + "right": "issue:7142", + "accept": false, + "reason": "Multidiffusion corrupted images with schedulers vs SDXL-lightning inference mismatch with webui; similar outcome but different feature areas and causes." + }, + { + "left": "issue:6320", + "right": "issue:9298", + "accept": false, + "reason": "Remote model lookup failure vs missing Float8 storage object; separate loading/serialization problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 284, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10790", + "issue:11000", + "issue:11136", + "issue:11162", + "issue:11163", + "issue:11661", + "issue:12012", + "issue:12047", + "issue:124", + "issue:12533", + "issue:12540", + "issue:13506", + "issue:1791", + "issue:2107", + "issue:2262", + "issue:2674", + "issue:2844", + "issue:2961", + "issue:3171", + "issue:3883", + "issue:3948", + "issue:4080", + "issue:4134", + "issue:4159", + "issue:4194", + "issue:4324", + "issue:4403", + "issue:455", + "issue:4589", + "issue:4648", + "issue:4720", + "issue:5225", + "issue:5371", + "issue:5593", + "issue:6001", + "issue:6157", + "issue:6807", + "issue:7456", + "issue:7535", + "issue:7802", + "issue:7842", + "issue:8234", + "issue:843", + "issue:8577", + "issue:8943", + "issue:8950", + "issue:9511" + ], + "soft_pairs": [ + "issue:1791|issue:455", + "issue:2674|issue:4159", + "issue:4324|issue:8234", + "issue:4403|issue:6157", + "issue:4720|issue:7535", + "issue:5593|issue:6807", + "issue:11661|issue:8950", + "issue:2844|issue:5225", + "issue:4134|issue:7842", + "issue:12047|issue:13506", + "issue:10790|issue:9511", + "issue:11000|issue:7456", + "issue:11136|issue:12540", + "issue:11162|issue:11163", + "issue:12012|issue:12533", + "issue:124|issue:2961", + "issue:2107|issue:3948", + "issue:2262|issue:3883", + "issue:3171|issue:843", + "issue:4080|issue:4589", + "issue:4080|issue:8577", + "issue:4194|issue:6001", + "issue:4648|issue:8943", + "issue:5371|issue:7802" + ], + "prepared_review_unit_hash": "be1c4caac7e0d5f7e782eba1c2451a5622c6275795f8624e00728c5b3125078b", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 32922, + "estimated_input_tokens": 8231, + "estimated_eval_tokens": 16718 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issues that only share superficial wording around pipelines, offloading, or general runtime bugs. The soft pairs are false positives, not duplicates of the same underlying bug.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 11162 is the broadest representative of the small WanImageToVideo offloading subset, but it is not a true cluster-wide canonical because the items are otherwise unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "11162 is the most general issue here and the closest thing to a representative topic, but only for the Wan/offloading subgroup, not the full set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1791", + "right": "issue:455", + "accept": false, + "reason": "Different platform/backend failures: UnCLIP on Mac/MPS vs aten::index.Tensor on MPS." + }, + { + "left": "issue:2674", + "right": "issue:4159", + "accept": false, + "reason": "LoRA dependency/packaging complaint vs DiffEdit VRAM usage problem; unrelated bugs." + }, + { + "left": "issue:4324", + "right": "issue:8234", + "accept": false, + "reason": "Different runtime errors in different code paths: NoneType iteration in UNet vs ip_adapter_scale dict multiplication." + }, + { + "left": "issue:4403", + "right": "issue:6157", + "accept": false, + "reason": "Torch half-precision LayerNorm limitation vs ip_adapter not working in ControlNet img2img; not the same defect." + }, + { + "left": "issue:4720", + "right": "issue:7535", + "accept": false, + "reason": "AutoencoderTiny incompatibility with img2img/inpainting vs a type-hint mismatch issue." + }, + { + "left": "issue:5593", + "right": "issue:6807", + "accept": false, + "reason": "AutoPipeline.from_pipe ControlNet conversion failure vs test collection failures on MPS." + }, + { + "left": "issue:11661", + "right": "issue:8950", + "accept": false, + "reason": "Train-step argument handling in flux-control example vs SD3 LoRA training bug; different examples and failure modes." + }, + { + "left": "issue:2844", + "right": "issue:5225", + "accept": false, + "reason": "StableUnCLIP image-embedding runtime error vs SDXL forward-pass VRAM exhaustion; not duplicates." + }, + { + "left": "issue:4134", + "right": "issue:7842", + "accept": false, + "reason": "MPS tensor size mismatch in ControlNet vs DeepFloyd stage-2 input-size divisibility crash; distinct pipelines and causes." + }, + { + "left": "issue:12047", + "right": "issue:13506", + "accept": false, + "reason": "Wan2.2 LoRA fusion failure vs sage attention/ring-attention incompatibility; different components and symptoms." + }, + { + "left": "issue:10790", + "right": "issue:9511", + "accept": false, + "reason": "VRAM usage in Flux ControlNet CPU offload vs multi-controlnet batching for SDXL inpaint; different features." + }, + { + "left": "issue:11000", + "right": "issue:7456", + "accept": false, + "reason": "WanImageToVideoPipeline missing shift argument vs a generic missing raise statement; no direct overlap." + }, + { + "left": "issue:11136", + "right": "issue:12540", + "accept": false, + "reason": "SanaSprint timestep support limitation vs SanaCombinedTimestepGuidanceEmbeddings incompatibility; same family but different bugs." + }, + { + "left": "issue:11162", + "right": "issue:11163", + "accept": false, + "reason": "Offloading-related Wan pipeline issue vs broken latent math when preparing latents; separate failure modes." + }, + { + "left": "issue:12012", + "right": "issue:12533", + "accept": false, + "reason": "Wan first-block cache context error vs hooks conflict between context parallelism and CPU offload; related area but not the same bug." + }, + { + "left": "issue:124", + "right": "issue:2961", + "accept": false, + "reason": "Dataset creation documentation request vs StableUnCLIP training example request; both docs-related but different asks." + }, + { + "left": "issue:2107", + "right": "issue:3948", + "accept": false, + "reason": "Low-resolution glitch/black image bug vs pale image output bug; different rendering issues." + }, + { + "left": "issue:2262", + "right": "issue:3883", + "accept": false, + "reason": "LoRA usage question vs realistic vision unsupported in dreambooth; unrelated user support topics." + }, + { + "left": "issue:3171", + "right": "issue:843", + "accept": false, + "reason": "LPW prompt support request for controlnet vs prompt syntax documentation; different documentation requests." + }, + { + "left": "issue:4080", + "right": "issue:4589", + "accept": false, + "reason": "SDXL inpainting pipeline request vs ControlNet XL pipeline request; both feature requests but not the same change." + }, + { + "left": "issue:4080", + "right": "issue:8577", + "accept": false, + "reason": "SDXL inpainting pipeline request vs differential diffusion support for SD3; different models and features." + }, + { + "left": "issue:4194", + "right": "issue:6001", + "accept": false, + "reason": "from_single_file VAE loading problem vs refiner returning the wrong pipeline class; distinct single-file loading bugs." + }, + { + "left": "issue:4648", + "right": "issue:8943", + "accept": false, + "reason": "Missing config.json in a local directory vs missing libtorch_cuda_cu.so during install; unrelated environment/setup problems." + }, + { + "left": "issue:5371", + "right": "issue:7802", + "accept": false, + "reason": "BLIP inpainting pipeline support request vs OLSS scheduler support request; different feature requests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 285, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10191", + "issue:1061", + "issue:10887", + "issue:11962", + "issue:1439", + "issue:175", + "issue:1801", + "issue:1896", + "issue:2024", + "issue:2202", + "issue:2392", + "issue:2439", + "issue:2772", + "issue:3194", + "issue:351", + "issue:4122", + "issue:4213", + "issue:4529", + "issue:4557", + "issue:4593", + "issue:4885", + "issue:5112", + "issue:5284", + "issue:5463", + "issue:5703", + "issue:5972", + "issue:5989", + "issue:6320", + "issue:6793", + "issue:7041", + "issue:7054", + "issue:7191", + "issue:7264", + "issue:7616", + "issue:7681", + "issue:775", + "issue:7757", + "issue:8523", + "issue:8546", + "issue:8551", + "issue:8556", + "issue:9134", + "issue:9181", + "issue:9248", + "issue:9331", + "issue:9613", + "issue:9731", + "issue:9941" + ], + "soft_pairs": [ + "issue:5989|issue:9248", + "issue:6320|issue:8551", + "issue:3194|issue:4557", + "issue:9613|issue:9731", + "issue:4885|issue:5112", + "issue:5703|issue:9181", + "issue:7191|issue:9331", + "issue:7681|issue:9941", + "issue:2772|issue:5463", + "issue:4122|issue:7041", + "issue:7616|issue:8523", + "issue:10191|issue:7757", + "issue:11962|issue:9134", + "issue:2392|issue:6793", + "issue:2024|issue:351", + "issue:4213|issue:775", + "issue:4529|issue:7054", + "issue:4593|issue:5972", + "issue:8546|issue:8556", + "issue:1896|issue:2439", + "issue:1061|issue:175", + "issue:10887|issue:7264", + "issue:1439|issue:1801", + "issue:2202|issue:5284" + ], + "prepared_review_unit_hash": "ff66da48bc30d95214508367c34d37c21ea6a8bec907fb3896e76e0b60eefba0", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34167, + "estimated_input_tokens": 8542, + "estimated_eval_tokens": 17340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and heterogeneous: it mixes unrelated CUDA/device, import, scheduler, LoRA, documentation, and feature-request issues. None of the soft pairs look like the same underlying bug or change, so all are rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is a safe choice; the items span many unrelated bugs and feature requests rather than one duplicate thread.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global representative exists; any issue pick would be arbitrary because the cluster is not centered on one concrete problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5989", + "right": "issue:9248", + "accept": false, + "reason": "Both are install/package-related, but one is a safetensors bug and the other is an upgrade command issue; not the same underlying problem." + }, + { + "left": "issue:6320", + "right": "issue:8551", + "accept": false, + "reason": "Remote model lookup failure vs VAE device-map latent placement bug; different code paths and symptoms." + }, + { + "left": "issue:3194", + "right": "issue:4557", + "accept": false, + "reason": "bitsandbytes metadata/install failure is unrelated to the __getattr__ AttributeError." + }, + { + "left": "issue:9613", + "right": "issue:9731", + "accept": false, + "reason": "A specific timesteps API regression and a general how-to/training question are not duplicates." + }, + { + "left": "issue:4885", + "right": "issue:5112", + "accept": false, + "reason": "Both touch SDXL ControlNet img2img, but one is LoRA loading and the other is a float/shape construction error; different bugs." + }, + { + "left": "issue:5703", + "right": "issue:9181", + "accept": false, + "reason": "DDIM inverse reconstruction vs a visual noise dot artifact are not the same failure." + }, + { + "left": "issue:7191", + "right": "issue:9331", + "accept": false, + "reason": "Generic import trouble is unrelated to the FlowMatchEuler scheduler index logic bug." + }, + { + "left": "issue:7681", + "right": "issue:9941", + "accept": false, + "reason": "An OpenSSL/import environment error is not the same as a general Colab runtime failure report." + }, + { + "left": "issue:2772", + "right": "issue:5463", + "accept": false, + "reason": "Train script dataset handling and an UnboundLocalError in image latents are different code-path bugs." + }, + { + "left": "issue:4122", + "right": "issue:7041", + "accept": false, + "reason": "Both are inference-related, but wrong timestep count and segmentation fault are distinct issues." + }, + { + "left": "issue:7616", + "right": "issue:8523", + "accept": false, + "reason": "Low-denoise artifacts in Playground 2.5 are not the same as a CUDA error in Playground." + }, + { + "left": "issue:10191", + "right": "issue:7757", + "accept": false, + "reason": "GPU selection going to the wrong device is different from multi-GPU OOM behavior." + }, + { + "left": "issue:11962", + "right": "issue:9134", + "accept": false, + "reason": "A GGUF model support request and Flux LoRA training issues are unrelated." + }, + { + "left": "issue:2392", + "right": "issue:6793", + "accept": false, + "reason": "prompt_embeds validation in img2img is unrelated to hydra serialization failures." + }, + { + "left": "issue:2024", + "right": "issue:351", + "accept": false, + "reason": "A corrupted notebook file and a CUDA loading issue are unrelated." + }, + { + "left": "issue:4213", + "right": "issue:775", + "accept": false, + "reason": "Missing accelerate for from_single_file is not the same as fp16/autocast behavior." + }, + { + "left": "issue:4529", + "right": "issue:7054", + "accept": false, + "reason": "Both concern LoRA loading, but one is an unexpected keyword and the other mutates the passed state_dict; not the same bug." + }, + { + "left": "issue:4593", + "right": "issue:5972", + "accept": false, + "reason": "LoRA rank conversion failure vs documentation about Min-SNR weighting are unrelated." + }, + { + "left": "issue:8546", + "right": "issue:8556", + "accept": false, + "reason": "Both mention SD3/from_single_file, but one is missing support and the other is a meta-tensor load error; not the same fix." + }, + { + "left": "issue:1896", + "right": "issue:2439", + "accept": false, + "reason": "A shape/type error in CLIP-guided diffusion and an inpainting pipeline loading issue are different failures." + }, + { + "left": "issue:1061", + "right": "issue:175", + "accept": false, + "reason": "Documentation update for a notebook and a question about torch.manual_seed are unrelated." + }, + { + "left": "issue:10887", + "right": "issue:7264", + "accept": false, + "reason": "Importing a missing trainer symbol is not the same as serializing/loading a custom transformers model." + }, + { + "left": "issue:1439", + "right": "issue:1801", + "accept": false, + "reason": "A missing transformers attribute and a bad getattr argument type are different attribute errors." + }, + { + "left": "issue:2202", + "right": "issue:5284", + "accept": false, + "reason": "Two feature requests in different areas (OpenVINO vs ControlNet-LLLite) are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 286, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10198", + "issue:1033", + "issue:10448", + "issue:11036", + "issue:11351", + "issue:11418", + "issue:11580", + "issue:11648", + "issue:1304", + "issue:1323", + "issue:1566", + "issue:175", + "issue:2024", + "issue:2068", + "issue:2775", + "issue:2883", + "issue:3184", + "issue:3207", + "issue:3377", + "issue:3700", + "issue:3730", + "issue:4210", + "issue:4312", + "issue:4708", + "issue:4888", + "issue:5037", + "issue:525", + "issue:5256", + "issue:5432", + "issue:5515", + "issue:5685", + "issue:5829", + "issue:5905", + "issue:5968", + "issue:6359", + "issue:7054", + "issue:7267", + "issue:7408", + "issue:7548", + "issue:8578", + "issue:8645", + "issue:8970", + "issue:8975", + "issue:8997", + "issue:9096", + "issue:9147", + "issue:9224", + "issue:9241" + ], + "soft_pairs": [ + "issue:2883|issue:7408", + "issue:4888|issue:5432", + "issue:5968|issue:9241", + "issue:6359|issue:8645", + "issue:7054|issue:8975", + "issue:1323|issue:2068", + "issue:1566|issue:5829", + "issue:8970|issue:9224", + "issue:3700|issue:5037", + "issue:7548|issue:9096", + "issue:5515|issue:5685", + "issue:1304|issue:3377", + "issue:175|issue:3207", + "issue:2024|issue:525", + "issue:2775|issue:4210", + "issue:3730|issue:4312", + "issue:4708|issue:9147", + "issue:5256|issue:5905", + "issue:1033|issue:3184", + "issue:7267|issue:8578", + "issue:10198|issue:11418", + "issue:11648|issue:8997", + "issue:10448|issue:11580", + "issue:11036|issue:11351" + ], + "prepared_review_unit_hash": "3b71930541d7cd85d174a53f84733f6bc9406fc38a408a636dfe01882be7cd19", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33497, + "estimated_input_tokens": 8375, + "estimated_eval_tokens": 17006 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items do not form a coherent duplicate cluster; the soft pairs are mostly weak keyword matches across different models, pipelines, and bug types, so all candidate links should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a clear canonical target here; the set is heterogeneous and the pairings are only superficially similar.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue cleanly represents the cluster overall; even the closest FLUX/fp8 items are about different underlying requests or failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2883", + "right": "issue:7408", + "accept": false, + "reason": "Both are pipeline-related, but one is a general image-to-video pipeline request and the other is a specific FRESCO pipeline topic; different underlying change." + }, + { + "left": "issue:4888", + "right": "issue:5432", + "accept": false, + "reason": "One is about offline safetensors loading, the other about blank validation images; unrelated bugs." + }, + { + "left": "issue:5968", + "right": "issue:9241", + "accept": false, + "reason": "Both mention conversion scripts, but the conversion targets are different and not the same code path." + }, + { + "left": "issue:6359", + "right": "issue:8645", + "accept": false, + "reason": "Different missing API/functionality reports in different modules; not the same defect." + }, + { + "left": "issue:7054", + "right": "issue:8975", + "accept": false, + "reason": "One is a mutation bug in LoRA loading, the other is an import error for the mixin; different failure modes." + }, + { + "left": "issue:1323", + "right": "issue:2068", + "accept": false, + "reason": "Both involve dtype, but one is a flax loading requirement and the other is about dtype conversion in from_pretrained; not the same issue." + }, + { + "left": "issue:1566", + "right": "issue:5829", + "accept": false, + "reason": "Both are training-script crashes, but the causes are unrelated and in different LCM/Dreambooth paths." + }, + { + "left": "issue:8970", + "right": "issue:9224", + "accept": false, + "reason": "Both involve MPS, but one is black-image output and the other is an unsupported float64 dtype; distinct bugs." + }, + { + "left": "issue:3700", + "right": "issue:5037", + "accept": false, + "reason": "Different training-script problems with different arguments and code paths." + }, + { + "left": "issue:7548", + "right": "issue:9096", + "accept": false, + "reason": "Both concern bad outputs, but one is flicker in Animate Diff and the other is NaNs in Flux half precision; not the same bug." + }, + { + "left": "issue:5515", + "right": "issue:5685", + "accept": false, + "reason": "One is a concrete missing-scheduler initialization failure; the other is a broad scheduler discussion, not a matching defect." + }, + { + "left": "issue:1304", + "right": "issue:3377", + "accept": false, + "reason": "A how-to training question and an SNR weighting question are not duplicates." + }, + { + "left": "issue:175", + "right": "issue:3207", + "accept": false, + "reason": "Completely different topics: seed usage in example code vs attention implementation behavior." + }, + { + "left": "issue:2024", + "right": "issue:525", + "accept": false, + "reason": "Different notebooks and different failure modes; no shared underlying bug." + }, + { + "left": "issue:2775", + "right": "issue:4210", + "accept": false, + "reason": "A torch._dynamo runtime error and an attention_mask API question are unrelated." + }, + { + "left": "issue:3730", + "right": "issue:4312", + "accept": false, + "reason": "One is a timestep bug in inpainting blending; the other is a feature request about SAG support." + }, + { + "left": "issue:4708", + "right": "issue:9147", + "accept": false, + "reason": "Both mention import/error contexts, but they concern different FLUX/autopipeline code paths." + }, + { + "left": "issue:5256", + "right": "issue:5905", + "accept": false, + "reason": "Both ask for new model support, but for different models and different training stacks." + }, + { + "left": "issue:1033", + "right": "issue:3184", + "accept": false, + "reason": "Different pipelines and different errors; only broad stable-diffusion context overlaps." + }, + { + "left": "issue:7267", + "right": "issue:8578", + "accept": false, + "reason": "Local data loading failure vs meta-tensor copy failure; unrelated bugs." + }, + { + "left": "issue:10198", + "right": "issue:11418", + "accept": false, + "reason": "Both reference FLUX and weights, but one is a mismatch problem and the other is how to add an fp8 checkpoint." + }, + { + "left": "issue:11648", + "right": "issue:8997", + "accept": false, + "reason": "Different models and different problem types; not the same underlying issue." + }, + { + "left": "issue:10448", + "right": "issue:11580", + "accept": false, + "reason": "A file-loading/mmap feature request is unrelated to FP8 FLUX support." + }, + { + "left": "issue:11036", + "right": "issue:11351", + "accept": false, + "reason": "Different model-specific questions about latent conditioning vs processor dtype; not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 287, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10052", + "issue:10715", + "issue:11023", + "issue:11436", + "issue:1160", + "issue:12613", + "issue:12632", + "issue:12752", + "issue:13256", + "issue:13350", + "issue:13429", + "issue:1677", + "issue:1717", + "issue:2228", + "issue:2518", + "issue:2737", + "issue:3363", + "issue:3612", + "issue:3767", + "issue:4305", + "issue:4419", + "issue:4480", + "issue:4559", + "issue:4605", + "issue:4826", + "issue:4921", + "issue:5022", + "issue:5070", + "issue:5143", + "issue:5245", + "issue:5433", + "issue:5574", + "issue:5630", + "issue:5897", + "issue:6016", + "issue:6079", + "issue:6183", + "issue:6359", + "issue:6560", + "issue:6661", + "issue:7053", + "issue:7591", + "issue:7842", + "issue:7921", + "issue:8233", + "issue:8450", + "issue:9731" + ], + "soft_pairs": [ + "issue:1160|issue:5245", + "issue:2737|issue:4559", + "issue:3612|issue:7921", + "issue:4921|issue:5433", + "issue:3363|issue:5897", + "issue:4826|issue:8233", + "issue:1677|issue:2228", + "issue:13256|issue:5022", + "issue:10052|issue:6359", + "issue:10715|issue:11023", + "issue:12752|issue:13429", + "issue:1717|issue:3767", + "issue:2518|issue:5070", + "issue:4305|issue:5143", + "issue:4419|issue:7053", + "issue:4605|issue:6079", + "issue:5143|issue:5574", + "issue:12613|issue:13350", + "issue:6183|issue:7591", + "issue:6661|issue:9731", + "issue:11436|issue:12632", + "issue:4480|issue:7842", + "issue:5630|issue:8450", + "issue:6016|issue:6560" + ], + "prepared_review_unit_hash": "2e1b5ec9a9258f1f0475cc19bfb968e986a2119623393f86ff58f4fe110b6752", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33576, + "estimated_input_tokens": 8394, + "estimated_eval_tokens": 17044 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly false-positive similarity: the issues span unrelated bugs, feature requests, loader failures, dtype mismatches, and pipeline-specific rendering problems. None of the soft pairs look like the same underlying defect/change.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1160", + "right": "issue:5245", + "accept": false, + "reason": "Both describe hangs, but one is a pytest custom-pipeline freeze and the other is an import-stage freeze in pipenv; different code paths and symptoms." + }, + { + "left": "issue:2737", + "right": "issue:4559", + "accept": false, + "reason": "Both are prompt/scheduler-adjacent feature requests, but CLIP guidance support and long weighted prompt support are distinct changes." + }, + { + "left": "issue:3612", + "right": "issue:7921", + "accept": false, + "reason": "Both mention ControlNet/IP-Adapter controls, but one asks for a reference ControlNet setup and the other for guidance start/end parameters; not the same fix." + }, + { + "left": "issue:4921", + "right": "issue:5433", + "accept": false, + "reason": "Both concern SDXL image quality, but one is refiner erasing details and the other is DPM++ artifacts without the refiner; different underlying behavior." + }, + { + "left": "issue:3363", + "right": "issue:5897", + "accept": false, + "reason": "Both are training failures, but one is a machine-dependent failure in Dreambooth LoRA training and the other is a concrete cpu/cuda device mismatch." + }, + { + "left": "issue:4826", + "right": "issue:8233", + "accept": false, + "reason": "Both are pipeline errors, but ControlNet Reference/MultiControlNet errors and Depth pipeline fp16 errors are unrelated failures." + }, + { + "left": "issue:1677", + "right": "issue:2228", + "accept": false, + "reason": "Wrong dtype when calling StableDiffusionPipeline is a different bug from not loading the pipe onto GPU during from_pretrained." + }, + { + "left": "issue:13256", + "right": "issue:5022", + "accept": false, + "reason": "A packaging/version-compatibility complaint is not the same as a missing name import error in diffusers." + }, + { + "left": "issue:10052", + "right": "issue:6359", + "accept": false, + "reason": "A syntax error on ctx and a missing scheduler method/get_velocity issue are unrelated." + }, + { + "left": "issue:10715", + "right": "issue:11023", + "accept": false, + "reason": "Both produce bad images, but black images on ROCm for Kolors and blurry images in a custom SDXL pipeline are different model/path failures." + }, + { + "left": "issue:12752", + "right": "issue:13429", + "accept": false, + "reason": "Both are image-edit related, but one requests img2img/inpainting support for Z-Image and the other asks to add a specific model; not the same change." + }, + { + "left": "issue:1717", + "right": "issue:3767", + "accept": false, + "reason": "Offline cache loading and FrozenDict mutability are unrelated issues." + }, + { + "left": "issue:2518", + "right": "issue:5070", + "accept": false, + "reason": "Missing xformers support in an example and adding only_mid_control/sd_locked flags are separate example changes." + }, + { + "left": "issue:4305", + "right": "issue:5143", + "accept": false, + "reason": "torch.compile graph breaks and tiny output differences from the same input are different problems." + }, + { + "left": "issue:4419", + "right": "issue:7053", + "accept": false, + "reason": "Offset noise not used in SDXL inference and UNet3D class conditioning are different feature gaps." + }, + { + "left": "issue:4605", + "right": "issue:6079", + "accept": false, + "reason": "An inpaint/long-prompt pipeline error is not the same as a half-vs-float scalar type mismatch." + }, + { + "left": "issue:5143", + "right": "issue:5574", + "accept": false, + "reason": "Numerical non-determinism in UNet output is unrelated to LoRA training of attention parameters." + }, + { + "left": "issue:12613", + "right": "issue:13350", + "accept": false, + "reason": "A nan-in-latent bug in Wan 2.2 i2v is unrelated to a how-to question for FLUX.2 batch inference." + }, + { + "left": "issue:6183", + "right": "issue:7591", + "accept": false, + "reason": "Shape mismatch from from_single_file and a local_files_only HeaderTooLarge load error are different loader issues." + }, + { + "left": "issue:6661", + "right": "issue:9731", + "accept": false, + "reason": "OOM during MPS training at certain image sizes is not the same as a general Playground2.5 LoRA training usage question." + }, + { + "left": "issue:11436", + "right": "issue:12632", + "accept": false, + "reason": "Both are dtype mismatch errors, but they involve different models and different execution contexts; too broad to treat as one bug." + }, + { + "left": "issue:4480", + "right": "issue:7842", + "accept": false, + "reason": "MPS kernel crash with float16 and a tensor size mismatch in DeepFloyd stage 2 are unrelated failures." + }, + { + "left": "issue:5630", + "right": "issue:8450", + "accept": false, + "reason": "Both mention noisy SDXL outputs, but one is an LMS scheduler artifact and the other is noise at strength=1.0 in inpainting; not the same code path." + }, + { + "left": "issue:6016", + "right": "issue:6560", + "accept": false, + "reason": "A conversion script torch.Size() issue and a LoRA shape-size regression are not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 288, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10010", + "issue:10514", + "issue:10636", + "issue:1064", + "issue:10768", + "issue:10772", + "issue:1083", + "issue:11047", + "issue:11145", + "issue:11148", + "issue:11561", + "issue:1160", + "issue:1195", + "issue:12108", + "issue:12308", + "issue:12540", + "issue:13430", + "issue:1544", + "issue:1961", + "issue:1974", + "issue:2221", + "issue:2412", + "issue:2439", + "issue:2549", + "issue:2728", + "issue:2799", + "issue:2941", + "issue:3101", + "issue:3116", + "issue:3162", + "issue:3184", + "issue:3799", + "issue:4305", + "issue:4332", + "issue:4767", + "issue:487", + "issue:5046", + "issue:5274", + "issue:5436", + "issue:5570", + "issue:5578", + "issue:5595", + "issue:5760", + "issue:5951", + "issue:660", + "issue:8989", + "issue:9220", + "issue:984" + ], + "soft_pairs": [ + "issue:1974|issue:3184", + "issue:1064|issue:1961", + "issue:2549|issue:2728", + "issue:2941|issue:4767", + "issue:10636|issue:8989", + "issue:487|issue:660", + "issue:11148|issue:12108", + "issue:4332|issue:984", + "issue:5046|issue:5760", + "issue:5274|issue:5436", + "issue:1160|issue:5595", + "issue:1083|issue:3116", + "issue:4305|issue:5570", + "issue:2221|issue:2412", + "issue:1544|issue:3799", + "issue:3101|issue:5951", + "issue:2439|issue:2799", + "issue:10010|issue:5578", + "issue:10514|issue:12540", + "issue:10768|issue:11145", + "issue:10772|issue:12308", + "issue:11047|issue:9220", + "issue:11561|issue:13430", + "issue:1195|issue:3162" + ], + "prepared_review_unit_hash": "fe68975629a7a4754a30fc6ab3c75654bd67a690d4480053699ab4ebd3bc2534", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33748, + "estimated_input_tokens": 8437, + "estimated_eval_tokens": 17130 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Diffusers issues were grouped by weak title similarity. Only the generator-list reproducible batching reports look like the same underlying bug; the rest are distinct bugs or feature requests across different pipelines/schedulers/models.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 1974 is the broadest representative of the one plausible duplicate pair: both it and 3184 describe failures when passing a list of generators for reproducible batch generation.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 1974 is the best issue representative because it states the core shared bug more generally, while 3184 is a pipeline-specific manifestation of the same generator-list handling problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1974", + "right": "issue:3184", + "accept": true, + "reason": "Same underlying bug: list-of-generators batch reproducibility is broken in both cases; one is a specific community pipeline manifestation." + }, + { + "left": "issue:1064", + "right": "issue:1961", + "accept": false, + "reason": "Both are generic errors, but they involve different code paths and no shared concrete bug is evident." + }, + { + "left": "issue:2549", + "right": "issue:2728", + "accept": false, + "reason": "Both concern UNet2DConditionModel, but one is about SD 2.0 model compatibility and the other about safetensors loading; distinct failures." + }, + { + "left": "issue:2941", + "right": "issue:4767", + "accept": false, + "reason": "Related scheduler family, but one is undesired SD pipeline results and the other is prediction_type support; not the same concrete bug." + }, + { + "left": "issue:10636", + "right": "issue:8989", + "accept": false, + "reason": "Different subsystems: value_guided_sampling vs sequential offloading in Stable Audio." + }, + { + "left": "issue:487", + "right": "issue:660", + "accept": false, + "reason": "Both mention Apple/MPS/FP16, but one is a general StableDiffusionPipeline CPU issue and the other is a float16-on-MPS configuration issue." + }, + { + "left": "issue:11148", + "right": "issue:12108", + "accept": false, + "reason": "PEFT LoRA adapter state handling is unrelated to scheduler flow-matching failures in Qwen Image/Chroma pipelines." + }, + { + "left": "issue:4332", + "right": "issue:984", + "accept": false, + "reason": "xformers support in Kandinsky2.2 is unrelated to a large-batch interpolation bug." + }, + { + "left": "issue:5046", + "right": "issue:5760", + "accept": false, + "reason": "These are unrelated research/proposal issues with no shared bug or code path." + }, + { + "left": "issue:5274", + "right": "issue:5436", + "accept": false, + "reason": "Different training failures with different symptoms and likely different root causes." + }, + { + "left": "issue:1160", + "right": "issue:5595", + "accept": false, + "reason": "A pytest hang is unrelated to a height/width divisibility validation error." + }, + { + "left": "issue:1083", + "right": "issue:3116", + "accept": false, + "reason": "FP16 ONNX output correctness and KDPM2DiscreteScheduler image2image noise are different problems." + }, + { + "left": "issue:4305", + "right": "issue:5570", + "accept": false, + "reason": "torch.compile graph breaks and a missing compute_snr helper are unrelated." + }, + { + "left": "issue:2221", + "right": "issue:2412", + "accept": false, + "reason": "Both say 'colossalai error,' but that is too generic to establish the same underlying bug." + }, + { + "left": "issue:1544", + "right": "issue:3799", + "accept": false, + "reason": "Missing get_velocity and incorrect inferred type are separate scheduler API/type issues." + }, + { + "left": "issue:3101", + "right": "issue:5951", + "accept": false, + "reason": "ControlNet training example errors and PixArt training are unrelated." + }, + { + "left": "issue:2439", + "right": "issue:2799", + "accept": false, + "reason": "The inpainting pipeline loading issue is not clearly the same as the explicit checkpoint/pipeline mismatch validation bug." + }, + { + "left": "issue:10010", + "right": "issue:5578", + "accept": false, + "reason": "Both mention model_index.json, but one is a missing FLUX Fill model file and the other is a different OSError path." + }, + { + "left": "issue:10514", + "right": "issue:12540", + "accept": false, + "reason": "Both are Sana issues, but one is resolution binning/sample_size and the other is combined timestep guidance embeddings; different bugs." + }, + { + "left": "issue:10768", + "right": "issue:11145", + "accept": false, + "reason": "Negative prompt support for Hunyuan video is unrelated to Flux Fill LoRA/dreambooth support." + }, + { + "left": "issue:10772", + "right": "issue:12308", + "accept": false, + "reason": "Sana ControlNet support and flash-attn GPU kernel support are different feature requests." + }, + { + "left": "issue:11047", + "right": "issue:9220", + "accept": false, + "reason": "Both touch PAG, but one is missing a controlnet inpaint model and the other is an undefined variable in a PAG pipeline." + }, + { + "left": "issue:11561", + "right": "issue:13430", + "accept": false, + "reason": "Both are model-support requests, but for different models and different integration work." + }, + { + "left": "issue:1195", + "right": "issue:3162", + "accept": false, + "reason": "Memory-efficient attention with fp16 weights and missing learned_classifier_free_sampling_embeddings are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative overall. The only accepted soft-edge pair, issue:1974 with issue:3184, is a plausible same-family generator-list batching bug based on the titles alone. The remaining pairs are rejected without overstating shared root causes, and the summary appropriately frames the matches as mostly title-similarity noise." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 289, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1083", + "issue:12037", + "issue:1205", + "issue:12053", + "issue:1284", + "issue:1323", + "issue:1486", + "issue:1535", + "issue:1909", + "issue:1931", + "issue:201", + "issue:2331", + "issue:2414", + "issue:2844", + "issue:2857", + "issue:3198", + "issue:3441", + "issue:3494", + "issue:3660", + "issue:3980", + "issue:4075", + "issue:4217", + "issue:4308", + "issue:4416", + "issue:4436", + "issue:4483", + "issue:4789", + "issue:4911", + "issue:5034", + "issue:542", + "issue:5515", + "issue:5598", + "issue:5633", + "issue:5645", + "issue:6028", + "issue:660", + "issue:6688", + "issue:6801", + "issue:6914", + "issue:7428", + "issue:7670", + "issue:7785", + "issue:8393", + "issue:8485", + "issue:8555", + "issue:9297", + "issue:9479", + "issue:9813" + ], + "soft_pairs": [ + "issue:12037|issue:12053", + "issue:1205|issue:4436", + "issue:1284|issue:1486", + "issue:1535|issue:2844", + "issue:1909|issue:4483", + "issue:201|issue:4416", + "issue:2857|issue:7428", + "issue:3198|issue:4911", + "issue:4075|issue:4308", + "issue:4217|issue:7785", + "issue:5598|issue:5633", + "issue:7428|issue:7670", + "issue:8393|issue:9297", + "issue:8485|issue:8555", + "issue:6914|issue:9813", + "issue:6028|issue:9479", + "issue:5515|issue:5645", + "issue:1931|issue:660", + "issue:1284|issue:5034", + "issue:1323|issue:4789", + "issue:2414|issue:6801", + "issue:3441|issue:3660", + "issue:3494|issue:3980", + "issue:1083|issue:542", + "issue:2331|issue:6688" + ], + "prepared_review_unit_hash": "9d91dff09bba063c1b2443236ebfe3351808c1b138b321d75fadb18bacb22245", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 33625, + "estimated_input_tokens": 8407, + "estimated_eval_tokens": 17070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like a true duplicate. The candidates span different bugs/features and broad subsystems (conversion, schedulers, LoRA loading, performance, docs, and pipeline behavior), so this set does not form a single duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:12037", + "right": "issue:12053", + "accept": false, + "reason": "Different model families and failure modes: WanTransformer3DModel compatibility vs Flux1.Dev Kohya LoRA text-encoder support." + }, + { + "left": "issue:1205", + "right": "issue:4436", + "accept": false, + "reason": "Both involve conversion, but one is ONNX export and the other is converting a CIVITAI safetensors checkpoint to diffusers; not the same bug." + }, + { + "left": "issue:1284", + "right": "issue:1486", + "accept": false, + "reason": "Batch-size slowdown is a performance concern, while DDIMScheduler prediction_type='sample' is a scheduler correctness bug." + }, + { + "left": "issue:1535", + "right": "issue:2844", + "accept": false, + "reason": "Image Variation Pipeline feature request is unrelated to explicit image-embedding runtime errors in StableUnCLIPImg2ImgPipeline." + }, + { + "left": "issue:1909", + "right": "issue:4483", + "accept": false, + "reason": "Generator-list handling in pipelines is unrelated to SDXL generator determinism." + }, + { + "left": "issue:201", + "right": "issue:4416", + "accept": false, + "reason": "Test attention class vs T2I Adapter tests are different test targets, not the same issue." + }, + { + "left": "issue:2857", + "right": "issue:7428", + "accept": false, + "reason": "UniDiffuser support request is unrelated to layer diffusion support request." + }, + { + "left": "issue:3198", + "right": "issue:4911", + "accept": false, + "reason": "Textual inversion safetensors loading differs from custom text_encoder loading in from_single_file." + }, + { + "left": "issue:4075", + "right": "issue:4308", + "accept": false, + "reason": "Docstring typo in ShapEImg2ImgPipeline is unrelated to a guidance_scale default/documentation mismatch in SDXL." + }, + { + "left": "issue:4217", + "right": "issue:7785", + "accept": false, + "reason": "Both mention slow loading, but one is safetensors load time generally and the other is very slow first inference in diffusers 0.27.x." + }, + { + "left": "issue:5598", + "right": "issue:5633", + "accept": false, + "reason": "_modify_text_encoder bug and transformer_temporal.py bug affect different code paths." + }, + { + "left": "issue:7428", + "right": "issue:7670", + "accept": false, + "reason": "Layer diffusion support request is unrelated to the IDDPM usage question." + }, + { + "left": "issue:8393", + "right": "issue:9297", + "accept": false, + "reason": "Checkpoint shard loading slowdown and multiple-LoRA load-time linear growth are different performance problems." + }, + { + "left": "issue:8485", + "right": "issue:8555", + "accept": false, + "reason": "SD3 LoRA support request and SD3 FP8/text-encoder training request are distinct feature asks." + }, + { + "left": "issue:6914", + "right": "issue:9813", + "accept": false, + "reason": "IP-Adapter-FaceID offload AttributeError is a different bug from batch feature mixing in prepare_ip_adapter_image_embeds." + }, + { + "left": "issue:6028", + "right": "issue:9479", + "accept": false, + "reason": "Kandinsky 3.0 OOM is a memory-capacity issue; inpaint mask leakage is a correctness bug in a different pipeline." + }, + { + "left": "issue:5515", + "right": "issue:5645", + "accept": false, + "reason": "LCM pipeline init-without-scheduler failure and new core LCM support being broken are related only loosely, but not the same concrete bug." + }, + { + "left": "issue:1931", + "right": "issue:660", + "accept": false, + "reason": "Both are float16-related, but one is a Stable Diffusion 2 dtype mismatch and the other is an MPS fp16 revision/runtime issue." + }, + { + "left": "issue:1284", + "right": "issue:5034", + "accept": false, + "reason": "Batch-size slowdown is unrelated to checkpoint loading progress-bar display corruption." + }, + { + "left": "issue:1323", + "right": "issue:4789", + "accept": false, + "reason": "Flax dtype loading and DeepFloyd IF download failure are unrelated." + }, + { + "left": "issue:2414", + "right": "issue:6801", + "accept": false, + "reason": "Missing transformers import when loading from hub is unrelated to scheduler loading errors in diffusers 0.26.0." + }, + { + "left": "issue:3441", + "right": "issue:3660", + "accept": false, + "reason": "Higher VRAM usage under PyTorch 2 without xformers is a different problem from torch.compile incompatibility with LoRA/xformers." + }, + { + "left": "issue:3494", + "right": "issue:3980", + "accept": false, + "reason": "Multidiffusion corrupted images with schedulers is not the same as prompt-length differences vs A1111." + }, + { + "left": "issue:1083", + "right": "issue:542", + "accept": false, + "reason": "FP16 ONNX incorrect output and UNet export-to-ONNX are both ONNX-related, but they describe different export/precision issues and are not clearly the same bug." + }, + { + "left": "issue:2331", + "right": "issue:6688", + "accept": false, + "reason": "A ControlNet pipeline feature request is unrelated to a MotionCntrl feature request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 290, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10658", + "issue:10743", + "issue:10914", + "issue:12149", + "issue:12499", + "issue:12565", + "issue:1608", + "issue:1655", + "issue:1755", + "issue:1790", + "issue:2412", + "issue:2480", + "issue:2783", + "issue:2991", + "issue:3336", + "issue:3452", + "issue:3593", + "issue:3698", + "issue:3805", + "issue:3944", + "issue:4241", + "issue:4551", + "issue:4701", + "issue:4972", + "issue:499", + "issue:5050", + "issue:5120", + "issue:5166", + "issue:543", + "issue:5577", + "issue:5687", + "issue:5761", + "issue:5772", + "issue:5905", + "issue:6141", + "issue:6709", + "issue:6793", + "issue:6928", + "issue:7053", + "issue:7240", + "issue:730", + "issue:8613", + "issue:9090", + "issue:9227", + "issue:9241", + "issue:988", + "issue:9902" + ], + "soft_pairs": [ + "issue:2412|issue:5120", + "issue:5166|issue:7240", + "issue:1655|issue:499", + "issue:1655|issue:543", + "issue:10658|issue:6928", + "issue:10743|issue:9227", + "issue:3805|issue:730", + "issue:4701|issue:5761", + "issue:5687|issue:9090", + "issue:5772|issue:7053", + "issue:1608|issue:2991", + "issue:3593|issue:4972", + "issue:1790|issue:2480", + "issue:12149|issue:9902", + "issue:1755|issue:3336", + "issue:2783|issue:6141", + "issue:3452|issue:988", + "issue:3698|issue:5905", + "issue:3944|issue:4241", + "issue:5050|issue:9241", + "issue:12499|issue:12565", + "issue:4551|issue:6709", + "issue:10914|issue:8613", + "issue:5577|issue:6793" + ], + "prepared_review_unit_hash": "625fdfc72d443d7299f0e4c0460aaefb660be3c4dbbe39b14355ab32118f95a7", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 32737, + "estimated_input_tokens": 8185, + "estimated_eval_tokens": 16626 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the paired items are mostly unrelated feature requests, training issues, and version/configuration bugs. I would not merge any soft pair as duplicates. There are no PRs in the set; issue:10914 is the best single issue anchor only because it is a concrete open bug report, not because it matches the others closely.", + "confidence": 0.93, + "canonical_issue_reason": "issue:10914 is the most concrete open bug report here, but the cluster is too mixed to support a strong duplicate canonical beyond that.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10914 is the most actionable open issue, though it still does not represent the rest of the set well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2412", + "right": "issue:5120", + "accept": false, + "reason": "Both mention DreamBooth training, but one is a generic error and the other is a prior-preservation regression; different bug causes and code paths." + }, + { + "left": "issue:5166", + "right": "issue:7240", + "accept": false, + "reason": "Different model/pipeline problems: unconditional LDM VQVAE scaling vs low-quality output in ImageNet conditional LDM conversion." + }, + { + "left": "issue:1655", + "right": "issue:499", + "accept": false, + "reason": "One is an initialization failure for StableDiffusionImageVariationPipeline, the other is an unconditional training script failure." + }, + { + "left": "issue:1655", + "right": "issue:543", + "accept": false, + "reason": "Initialization bug vs DDP stride warning; not the same underlying issue." + }, + { + "left": "issue:10658", + "right": "issue:6928", + "accept": false, + "reason": "ONNX Runtime provider_options support and Marigold depthmap colorization are unrelated." + }, + { + "left": "issue:10743", + "right": "issue:9227", + "accept": false, + "reason": "Both involve FLUX training, but one asks for ZeRO-3 support and the other reports a run failure with a specific model; not the same bug." + }, + { + "left": "issue:3805", + "right": "issue:730", + "accept": false, + "reason": "Colab subprocess failure vs DreamBooth local/Colab behavior; too broad and not the same defect." + }, + { + "left": "issue:4701", + "right": "issue:5761", + "accept": false, + "reason": "AutoencoderKL float32 CUDA differentiation error is unrelated to the consistency decoder cost discussion." + }, + { + "left": "issue:5687", + "right": "issue:9090", + "accept": false, + "reason": "Both mention repeated timesteps, but they are different schedulers and different failure modes, so not a single concrete bug." + }, + { + "left": "issue:5772", + "right": "issue:7053", + "accept": false, + "reason": "Dataset backend performance question vs UNet3DConditionModel class conditioning bug; unrelated." + }, + { + "left": "issue:1608", + "right": "issue:2991", + "accept": false, + "reason": "Training stopping at 500 steps on T4 is not the same as a mixed-precision ControlNet example failure." + }, + { + "left": "issue:3593", + "right": "issue:4972", + "accept": false, + "reason": "LoRA/xformers second-call failure and Wuerstchen example runtime failure are different code paths and symptoms." + }, + { + "left": "issue:1790", + "right": "issue:2480", + "accept": false, + "reason": "General training question vs missing checkpoint folder behavior in DreamBooth; not duplicates." + }, + { + "left": "issue:12149", + "right": "issue:9902", + "accept": false, + "reason": "Both are version-related complaints, but one is pip/source alignment and the other is Conda pinning; not the same issue." + }, + { + "left": "issue:1755", + "right": "issue:3336", + "accept": false, + "reason": "Non-technical/general issue vs scheduler feature request; no duplicate relationship." + }, + { + "left": "issue:2783", + "right": "issue:6141", + "accept": false, + "reason": "Pipeline creation request vs extra ControlNet parameters; one is much broader and not the same change." + }, + { + "left": "issue:3452", + "right": "issue:988", + "accept": false, + "reason": "Low-VRAM DreamBooth training and FSDP support are different training concerns." + }, + { + "left": "issue:3698", + "right": "issue:5905", + "accept": false, + "reason": "Inpainting model conversion and diffusion-GAN model request are unrelated model-adoption topics." + }, + { + "left": "issue:3944", + "right": "issue:4241", + "accept": false, + "reason": "LoRA rank customization in DreamBooth vs asking for LoRA fine-tuning support in unidiffusers; different requests." + }, + { + "left": "issue:5050", + "right": "issue:9241", + "accept": false, + "reason": "Config-change request in LoRA vs conversion script for XLab LoRA; not the same underlying task." + }, + { + "left": "issue:12499", + "right": "issue:12565", + "accept": false, + "reason": "Related Wan I2V area, but one is a specific condition-shape mismatch and the other is a broad running issue for a different version." + }, + { + "left": "issue:4551", + "right": "issue:6709", + "accept": false, + "reason": "SDXL DreamBooth crash vs Custom Diffusion concept-list bug; both are training issues but not the same defect." + }, + { + "left": "issue:10914", + "right": "issue:8613", + "accept": false, + "reason": "Unexpected CPU offload and an OOM from caption_column are different runtime/resource problems." + }, + { + "left": "issue:5577", + "right": "issue:6793", + "accept": false, + "reason": "ControlNet single-file loading KeyError and Hydra serialization failure are unrelated failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 291, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10010", + "issue:10178", + "issue:10518", + "issue:10640", + "issue:10803", + "issue:10986", + "issue:11088", + "issue:11314", + "issue:11315", + "issue:11342", + "issue:11412", + "issue:11448", + "issue:11700", + "issue:1399", + "issue:1931", + "issue:2340", + "issue:2606", + "issue:2841", + "issue:2843", + "issue:2905", + "issue:3177", + "issue:3468", + "issue:3724", + "issue:4386", + "issue:459", + "issue:5907", + "issue:5917", + "issue:6113", + "issue:6686", + "issue:672", + "issue:7002", + "issue:7380", + "issue:7483", + "issue:7636", + "issue:7716", + "issue:7773", + "issue:8241", + "issue:8532", + "issue:8588", + "issue:8671", + "issue:8780", + "issue:8803", + "issue:8805", + "issue:8943", + "issue:9167", + "issue:9471", + "issue:9670", + "issue:9719" + ], + "soft_pairs": [ + "issue:1399|issue:5907", + "issue:7636|issue:8241", + "issue:10178|issue:7002", + "issue:10010|issue:8943", + "issue:10803|issue:7380", + "issue:11412|issue:7773", + "issue:2843|issue:6686", + "issue:3724|issue:459", + "issue:4386|issue:672", + "issue:5917|issue:6113", + "issue:8588|issue:8805", + "issue:8671|issue:8803", + "issue:2606|issue:3177", + "issue:11315|issue:11342", + "issue:1931|issue:2340", + "issue:11700|issue:8780", + "issue:2841|issue:2905", + "issue:8532|issue:9670", + "issue:9471|issue:9719", + "issue:3468|issue:7716", + "issue:10518|issue:11314", + "issue:10640|issue:7483", + "issue:10986|issue:11088", + "issue:11448|issue:9167" + ], + "prepared_review_unit_hash": "09a24a4931bf05547f1acd790835ab6ed988667546e8dddac0b5822146af957f", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34091, + "estimated_input_tokens": 8523, + "estimated_eval_tokens": 17302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes model-loading 404s, MPS/dtype/runtime bugs, conversion-script regressions, and training-example issues. None of the soft pairs look like true duplicates or mergeable fixes; they mostly share only broad subsystem keywords.", + "confidence": 0.27, + "canonical_issue_reason": "issue:1931 is the clearest, most concrete standalone bug report in the set: a specific runtime dtype mismatch with an explicit error message and reproducible inference path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:1931 has the strongest canonical-triage qualities here: concise title, direct failure mode, and broad user impact on a core Stable Diffusion pipeline path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1399", + "right": "issue:5907", + "accept": false, + "reason": "Both are API-compatibility complaints, but one is a model block constructor error and the other is a scheduler argument mismatch; different code paths and fixes." + }, + { + "left": "issue:7636", + "right": "issue:8241", + "accept": false, + "reason": "One is a usage question about SDXL tile ControlNet, the other is about an abnormal model size; no shared underlying bug." + }, + { + "left": "issue:10178", + "right": "issue:7002", + "accept": false, + "reason": "Both mention size-related failures, but one is a 3D block dimension mismatch and the other is an img2img buffer-size blowup; not the same defect." + }, + { + "left": "issue:10010", + "right": "issue:8943", + "accept": false, + "reason": "A missing Hugging Face model file and a CUDA shared-library install error are unrelated failure modes." + }, + { + "left": "issue:10803", + "right": "issue:7380", + "accept": false, + "reason": "A feature proposal for SANA variants and an implementation request for one-step diffusion are different changes, not duplicates." + }, + { + "left": "issue:11412", + "right": "issue:7773", + "accept": false, + "reason": "A 404 on a model repo and a batch-size generation bug are unrelated." + }, + { + "left": "issue:2843", + "right": "issue:6686", + "accept": false, + "reason": "Both touch multi-GPU/optimization topics, but one is about checkpoint saving and the other about Dynamo performance after save/load; different bugs." + }, + { + "left": "issue:3724", + "right": "issue:459", + "accept": false, + "reason": "A watermarking feature request and an incremental diffusion idea are separate enhancement proposals." + }, + { + "left": "issue:4386", + "right": "issue:672", + "accept": false, + "reason": "A question about SDXL LoRA conversion and a ckpt-format conversion request are related only by broad conversion tooling, not the same issue." + }, + { + "left": "issue:5917", + "right": "issue:6113", + "accept": false, + "reason": "One is a regression in a conversion utility after upgrade; the other is a general how-to question about using a repo model." + }, + { + "left": "issue:8588", + "right": "issue:8805", + "accept": false, + "reason": "Both are conversion-script problems, but they concern different scripts and different missing/incorrect behavior." + }, + { + "left": "issue:8671", + "right": "issue:8803", + "accept": false, + "reason": "A cleanup/refactor note in train_dreambooth_lora_sd3.py and a duplicate assignment in attention_processor.py are different files and issues." + }, + { + "left": "issue:2606", + "right": "issue:3177", + "accept": false, + "reason": "Both involve DeepSpeed training, but one is a save_state hang and the other is stage-3 offloading behavior; not the same bug." + }, + { + "left": "issue:11315", + "right": "issue:11342", + "accept": false, + "reason": "Both are MPS-related, but they affect different models and have different root causes (float64 rope vs pipeline failure)." + }, + { + "left": "issue:1931", + "right": "issue:2340", + "accept": false, + "reason": "A float16/float mismatch in Stable Diffusion 2 is not the same as a tiny-pipeline safety-checker error." + }, + { + "left": "issue:11700", + "right": "issue:8780", + "accept": false, + "reason": "A request to add pruna integration is unrelated to a generic model/input dtype mismatch error." + }, + { + "left": "issue:2841", + "right": "issue:2905", + "accept": false, + "reason": "Both are scheduler-related feature requests, but one asks for temperature sampling and the other for Karras sigmas; separate changes." + }, + { + "left": "issue:8532", + "right": "issue:9670", + "accept": false, + "reason": "Progressive memory growth while loading LoRA weights is unrelated to a missing PEFT backend dependency error." + }, + { + "left": "issue:9471", + "right": "issue:9719", + "accept": false, + "reason": "A file-extension inference error and an ignored progress-bar flag are different loading behaviors with different fixes." + }, + { + "left": "issue:3468", + "right": "issue:7716", + "accept": false, + "reason": "Both mention missing model metadata files, but one is about Dreambooth not generating model_index.json and the other is about a directory missing config.json; not the same underlying bug." + }, + { + "left": "issue:10518", + "right": "issue:11314", + "accept": false, + "reason": "Two separate training-script complaints for different models and scripts; the underlying faults are not shown to be the same." + }, + { + "left": "issue:10640", + "right": "issue:7483", + "accept": false, + "reason": "A multi-GPU FluxInpaintPipeline DataParallel runtime error is unrelated to an SDXL LoRA conversion-script incompatibility." + }, + { + "left": "issue:10986", + "right": "issue:11088", + "accept": false, + "reason": "An MPS complex-dtype conversion bug and a wan2.1 gguf load error are different code paths and failure modes." + }, + { + "left": "issue:11448", + "right": "issue:9167", + "accept": false, + "reason": "A missing model repository and an import failure for StableDiffusion3Pipeline are distinct issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 292, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10281", + "issue:1109", + "issue:11989", + "issue:12108", + "issue:1344", + "issue:13446", + "issue:1375", + "issue:1495", + "issue:1867", + "issue:2163", + "issue:2213", + "issue:2659", + "issue:2851", + "issue:337", + "issue:3566", + "issue:3585", + "issue:3717", + "issue:4021", + "issue:4042", + "issue:4080", + "issue:4171", + "issue:4484", + "issue:4580", + "issue:4708", + "issue:4752", + "issue:5110", + "issue:5246", + "issue:5390", + "issue:5433", + "issue:5606", + "issue:5670", + "issue:5689", + "issue:6079", + "issue:6162", + "issue:6452", + "issue:6725", + "issue:7644", + "issue:7735", + "issue:7962", + "issue:8464", + "issue:8482", + "issue:8488", + "issue:8813", + "issue:9495", + "issue:9856", + "issue:9861", + "issue:9957" + ], + "soft_pairs": [ + "issue:1375|issue:1495", + "issue:11989|issue:9861", + "issue:5670|issue:7644", + "issue:2659|issue:6725", + "issue:4580|issue:8488", + "issue:1867|issue:337", + "issue:2163|issue:2213", + "issue:4708|issue:6079", + "issue:12108|issue:13446", + "issue:8464|issue:9856", + "issue:10281|issue:9957", + "issue:2851|issue:3717", + "issue:3585|issue:5110", + "issue:1109|issue:4752", + "issue:3566|issue:5689", + "issue:1344|issue:4042", + "issue:4021|issue:5390", + "issue:4080|issue:7962", + "issue:4171|issue:5246", + "issue:4484|issue:5433", + "issue:5606|issue:7735", + "issue:6162|issue:9495", + "issue:6452|issue:7962", + "issue:8482|issue:8813" + ], + "prepared_review_unit_hash": "b36e50724d01650523a783481184427bb7432cc6a7cc48c966d4adc61097ed61", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33499, + "estimated_input_tokens": 8375, + "estimated_eval_tokens": 17006 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue reports with no pull requests. The soft pairs are generally not duplicates; the closest one is the SDXL download behavior pair, but it still looks like different loading paths/trigger conditions rather than the same bug.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 5433 is the strongest representative issue: it is a concrete, well-described SDXL inference bug with substantial discussion and inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 5433 is the best overall issue candidate because it is the most substantive and broadly representative bug report in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1375", + "right": "issue:1495", + "accept": false, + "reason": "Both are import-related, but they describe different failures and different symbols: a regression from PR #1365 vs missing init_git_repo in hub_utils." + }, + { + "left": "issue:11989", + "right": "issue:9861", + "accept": false, + "reason": "Different problems: black inference images tied to weights vs Flux training not updating the transformer model." + }, + { + "left": "issue:5670", + "right": "issue:7644", + "accept": false, + "reason": "Both are shape/size-related runtime failures, but one is PixArtAlpha non-square image generation and the other is Stable Cascade non-power-of-two handling." + }, + { + "left": "issue:2659", + "right": "issue:6725", + "accept": false, + "reason": "One reports batch-size-dependent output drift; the other is a generic request to generate images with LDMPipeline." + }, + { + "left": "issue:4580", + "right": "issue:8488", + "accept": false, + "reason": "Different code paths: UniPC/Karras scheduler exception vs StableDiffusion3Pipeline from_pretrained loading exception." + }, + { + "left": "issue:1867", + "right": "issue:337", + "accept": false, + "reason": "Both involve img2img, but one is a low-strength scheduler limitation and the other is a text-guided inpainting problem." + }, + { + "left": "issue:2163", + "right": "issue:2213", + "accept": false, + "reason": "Different failures in training examples: dtype mismatch vs TPU distributed hang." + }, + { + "left": "issue:4708", + "right": "issue:6079", + "accept": false, + "reason": "Import error in diffusers.utils is unrelated to a Half-vs-Float tensor type mismatch." + }, + { + "left": "issue:12108", + "right": "issue:13446", + "accept": false, + "reason": "One is a scheduler compatibility break in Qwen/Chroma pipelines; the other is a trust-check/security issue for custom_pipeline." + }, + { + "left": "issue:8464", + "right": "issue:9856", + "accept": false, + "reason": "Different operational issues: SEGA + cpu offload + seed vs distributed port collision." + }, + { + "left": "issue:10281", + "right": "issue:9957", + "accept": false, + "reason": "Both are scheduler requests, but FreeScale and BDIA-DDIM are distinct proposals and not the same underlying change." + }, + { + "left": "issue:2851", + "right": "issue:3717", + "accept": false, + "reason": "TPU push_to_hub failure is unrelated to multi-GPU OOM." + }, + { + "left": "issue:3585", + "right": "issue:5110", + "accept": false, + "reason": "LoRA synthesis failure and HFValidationError repo-id formatting are different issues." + }, + { + "left": "issue:1109", + "right": "issue:4752", + "accept": false, + "reason": "CPU core utilization and SDXL half/float mismatch are unrelated." + }, + { + "left": "issue:3566", + "right": "issue:5689", + "accept": false, + "reason": "Different symptoms and components: controlnet_reference unexpected output vs DPM++ residual noise in SDXL without refiner." + }, + { + "left": "issue:1344", + "right": "issue:4042", + "accept": false, + "reason": "One is a multi-GPU support bug in attention.py; the other is a feature request around reference-only plus inpainting/depth control." + }, + { + "left": "issue:4021", + "right": "issue:5390", + "accept": false, + "reason": "Both concern SDXL loading downloads, but one is from_single_file unnecessarily fetching CLIP while the other is local_files_only not preventing text-encoder download; same area, not clearly the same bug." + }, + { + "left": "issue:4080", + "right": "issue:7962", + "accept": false, + "reason": "Add SDXL inpainting pipeline vs add cross_attention_kwargs to instruct-pix2pix call method are separate feature requests." + }, + { + "left": "issue:4171", + "right": "issue:5246", + "accept": false, + "reason": "Documentation/page rendering bug is unrelated to a missing CLIPImageProjection attribute error." + }, + { + "left": "issue:4484", + "right": "issue:5433", + "accept": false, + "reason": "Both mention SDXL image quality, but one is Kohya LoRA weird results and the other is DPM++ artifacts without refiner; too different to merge." + }, + { + "left": "issue:5606", + "right": "issue:7735", + "accept": false, + "reason": "LoRA alpha handling and caption_column dataset parsing are unrelated." + }, + { + "left": "issue:6162", + "right": "issue:9495", + "accept": false, + "reason": "Both involve IPAdapter on SDXL, but one is a shape-mismatch bug and the other is PAG + IPAdapter not working; not the same concrete failure." + }, + { + "left": "issue:6452", + "right": "issue:7962", + "accept": false, + "reason": "Different feature requests for different pipelines and inputs." + }, + { + "left": "issue:8482", + "right": "issue:8813", + "accept": false, + "reason": "Stable Diffusion 3 model support and Differential Diffusion with Kolors are different model/pipeline requests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 293, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10239", + "issue:1061", + "issue:10671", + "issue:12022", + "issue:1477", + "issue:1633", + "issue:1831", + "issue:2179", + "issue:2266", + "issue:2276", + "issue:2437", + "issue:2577", + "issue:2782", + "issue:2843", + "issue:3029", + "issue:3481", + "issue:3580", + "issue:3612", + "issue:4349", + "issue:4414", + "issue:4468", + "issue:4677", + "issue:4767", + "issue:5465", + "issue:5628", + "issue:5630", + "issue:5760", + "issue:5881", + "issue:5897", + "issue:5997", + "issue:6087", + "issue:6132", + "issue:6709", + "issue:7009", + "issue:7333", + "issue:7357", + "issue:7415", + "issue:7728", + "issue:776", + "issue:8708", + "issue:8885", + "issue:8939", + "issue:9209", + "issue:9398", + "issue:9523", + "issue:9660", + "issue:9719" + ], + "soft_pairs": [ + "issue:8885|issue:9209", + "issue:6709|issue:8939", + "issue:10671|issue:9660", + "issue:2276|issue:3580", + "issue:4414|issue:4468", + "issue:5897|issue:7415", + "issue:7728|issue:9523", + "issue:1477|issue:1831", + "issue:2577|issue:5628", + "issue:5760|issue:7333", + "issue:8939|issue:9719", + "issue:2266|issue:2782", + "issue:2437|issue:6132", + "issue:4677|issue:7009", + "issue:4767|issue:5465", + "issue:5630|issue:5881", + "issue:8708|issue:9398", + "issue:10239|issue:12022", + "issue:2843|issue:6087", + "issue:4349|issue:7357", + "issue:1061|issue:776", + "issue:1633|issue:3612", + "issue:2179|issue:3481", + "issue:3029|issue:5997" + ], + "prepared_review_unit_hash": "2cfc073cb0ce3d525744f2e7721c55a44e9fe0ad882c240c9e484e717dd11c95", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 34041, + "estimated_input_tokens": 8511, + "estimated_eval_tokens": 17278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad set of mostly unrelated Diffusers issues spanning pipelines, schedulers, training scripts, docs, and backend/runtime errors. The soft pairs look like similarity false-positives rather than true duplicates; all should be rejected.", + "confidence": 0.92, + "canonical_issue_reason": "No single underlying bug/change unifies these items; if a fallback representative is needed, issue 10671 is the broadest core-pipeline bug, but it does not actually match the rest of the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 10671 is the closest generic representative because it concerns a fundamental DiffusionPipeline device/dtype behavior, but the cluster is too heterogeneous for a strong canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:8885", + "right": "issue:9209", + "accept": false, + "reason": "Different problems: dependency/install and modifier-token loading vs network/mirror connectivity while downloading a model." + }, + { + "left": "issue:6709", + "right": "issue:8939", + "accept": false, + "reason": "Custom Diffusion concept-list training bug is unrelated to a tokenizer-loading error for SD3." + }, + { + "left": "issue:10671", + "right": "issue:9660", + "accept": false, + "reason": "Both are pipeline-core issues, but one is about dtype/device access determinism and the other about from_pretrained not setting eval mode; different bugs and fixes." + }, + { + "left": "issue:2276", + "right": "issue:3580", + "accept": false, + "reason": "One is xformers installation failure in Colab; the other is a runtime TypeError when using XFormers." + }, + { + "left": "issue:4414", + "right": "issue:4468", + "accept": false, + "reason": "Consistency Model sample request vs multi-GPU performance discrepancy; not the same bug or change." + }, + { + "left": "issue:5897", + "right": "issue:7415", + "accept": false, + "reason": "Training device-mismatch in LoRA code vs AutoencoderKL bf16 behavior on TPU v4 are distinct backend/precision issues." + }, + { + "left": "issue:7728", + "right": "issue:9523", + "accept": false, + "reason": "Different training paths and failure modes: advanced SDXL DreamBooth accelerate error vs ControlNet training mapping error." + }, + { + "left": "issue:1477", + "right": "issue:1831", + "accept": false, + "reason": "Low-level CUDA cublas GEMM error is not the same issue as Dreambooth class-image precision mismatch." + }, + { + "left": "issue:2577", + "right": "issue:5628", + "accept": false, + "reason": "Different schedulers and symptoms: DDIMInverseScheduler not working vs LMS Karras-sigma denoising offset." + }, + { + "left": "issue:5760", + "right": "issue:7333", + "accept": false, + "reason": "Unrelated application domains: video-to-audio synthesis vs image-to-video generation." + }, + { + "left": "issue:8939", + "right": "issue:9719", + "accept": false, + "reason": "Tokenizer loading failure for SD3 is unrelated to disable_progress_bar being ignored during checkpoint loading." + }, + { + "left": "issue:2266", + "right": "issue:2782", + "accept": false, + "reason": "Both mention sequential offloading, but one is a slowdown and the other is an error; likely different code paths and fixes." + }, + { + "left": "issue:2437", + "right": "issue:6132", + "accept": false, + "reason": "A new T2I-Adapter pipeline request is not the same as adding LOADABLE_CLASSES support." + }, + { + "left": "issue:4677", + "right": "issue:7009", + "accept": false, + "reason": "Documentation example error in text-guided inpainting is unrelated to poor generation quality in TextToVideoSDPipeline." + }, + { + "left": "issue:4767", + "right": "issue:5465", + "accept": false, + "reason": "Scheduler prediction_type support and DiffEdit inpaint_strength behavior are separate pipeline/scheduler issues." + }, + { + "left": "issue:5630", + "right": "issue:5881", + "accept": false, + "reason": "Both concern output quality, but they target different pipelines and different root causes." + }, + { + "left": "issue:8708", + "right": "issue:9398", + "accept": false, + "reason": "Missing SD3 dreambooth config field vs missing pooled_projection argument in a model forward call are different bugs." + }, + { + "left": "issue:10239", + "right": "issue:12022", + "accept": false, + "reason": "Sequential CPU offload support for HunyuanVideoPipeline is unrelated to flash_attention_3 interface incompatibility." + }, + { + "left": "issue:2843", + "right": "issue:6087", + "accept": false, + "reason": "Checkpoint handling in multi-GPU training is not the same as failing to save/load LoraConfig correctly." + }, + { + "left": "issue:4349", + "right": "issue:7357", + "accept": false, + "reason": "Missing text_encoder handling with prompt_embeds is a functional bug, while the other is an inference speed/performance issue." + }, + { + "left": "issue:1061", + "right": "issue:776", + "accept": false, + "reason": "Docs update for textual inversion instructions is unrelated to img2img batch-size breakage." + }, + { + "left": "issue:1633", + "right": "issue:3612", + "accept": false, + "reason": "Karras-sigmas support in a k-diffusion wrapper is a scheduler option request, not a ControlNet construction/preprocessor question." + }, + { + "left": "issue:2179", + "right": "issue:3481", + "accept": false, + "reason": "FlaxDDPMScheduler black images and DDIMScheduler step-dependent differences are distinct scheduler bugs." + }, + { + "left": "issue:3029", + "right": "issue:5997", + "accept": false, + "reason": "Custom resolution support for ControlNet is unrelated to an SDXL tutorial model-type instantiation error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 294, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10050", + "issue:10566", + "issue:10673", + "issue:11010", + "issue:11178", + "issue:1141", + "issue:11627", + "issue:11779", + "issue:12012", + "issue:12025", + "issue:12071", + "issue:12536", + "issue:12574", + "issue:1273", + "issue:1304", + "issue:13107", + "issue:205", + "issue:2437", + "issue:2480", + "issue:2737", + "issue:2763", + "issue:2786", + "issue:3043", + "issue:307", + "issue:3455", + "issue:3958", + "issue:4111", + "issue:4116", + "issue:4264", + "issue:4282", + "issue:459", + "issue:5313", + "issue:5523", + "issue:5731", + "issue:6132", + "issue:6313", + "issue:6320", + "issue:6548", + "issue:6616", + "issue:6639", + "issue:7380", + "issue:7389", + "issue:7432", + "issue:7640", + "issue:8539", + "issue:8614", + "issue:8956", + "issue:9216" + ], + "soft_pairs": [ + "issue:307|issue:459", + "issue:4111|issue:4116", + "issue:4264|issue:5731", + "issue:6616|issue:7380", + "issue:6639|issue:7432", + "issue:11779|issue:12574", + "issue:2480|issue:5523", + "issue:10566|issue:12071", + "issue:10673|issue:12025", + "issue:7389|issue:7640", + "issue:11178|issue:8614", + "issue:2786|issue:6548", + "issue:11627|issue:8539", + "issue:3958|issue:5313", + "issue:12012|issue:12536", + "issue:6320|issue:8956", + "issue:10050|issue:9216", + "issue:11010|issue:13107", + "issue:1141|issue:2737", + "issue:1273|issue:3455", + "issue:1304|issue:205", + "issue:2437|issue:6313", + "issue:2763|issue:4282", + "issue:3043|issue:6132" + ], + "prepared_review_unit_hash": "d6043f6acace690aae3ca5e6641f48604762ebfb95f9e6ca7f2f56c6f498af38", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33849, + "estimated_input_tokens": 8463, + "estimated_eval_tokens": 17182 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are false positives from broad keyword overlap rather than the same underlying bug/change. Only the ControlNet single-file loading reports look like a real duplicate cluster.", + "confidence": 0.87, + "canonical_issue_reason": "issue:8614 is the broadest description of the shared failure mode: ControlNet single-file loading breaks because config.json is missing. issue:11178 is a specific MistoLine example of that same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:8614 is the best duplicate sink because it states the generic loader/config.json problem without narrowing to one model, making it the most reusable canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:307", + "right": "issue:459", + "accept": false, + "reason": "Both are broad diffusion ideas, but one is a pipeline-merging request and the other is incremental diffusion; not the same change." + }, + { + "left": "issue:4111", + "right": "issue:4116", + "accept": false, + "reason": "Same pipeline family, but one is a VRAM/load issue and the other is an embeddings-input bug; different failures." + }, + { + "left": "issue:4264", + "right": "issue:5731", + "accept": false, + "reason": "SDXL example-image omissions and AutoencoderKL logvar mismatch are unrelated problems." + }, + { + "left": "issue:6616", + "right": "issue:7380", + "accept": false, + "reason": "Classifier-guidance support and one-step diffusion distillation are distinct features, not the same implementation." + }, + { + "left": "issue:6639", + "right": "issue:7432", + "accept": false, + "reason": "LoRA loading inconsistency in SDXL and matching WebUI output are different concrete issues." + }, + { + "left": "issue:11779", + "right": "issue:12574", + "accept": false, + "reason": "Both are Wan/VACE-related, but one is mask padding and the other is missing control-argument handling; different code paths." + }, + { + "left": "issue:2480", + "right": "issue:5523", + "accept": false, + "reason": "Checkpoint directory creation and inconsistent run results are unrelated." + }, + { + "left": "issue:10566", + "right": "issue:12071", + "accept": false, + "reason": "Different transformer models and different behaviors; no shared bug." + }, + { + "left": "issue:10673", + "right": "issue:12025", + "accept": false, + "reason": "AuraFlow reshape failure and Cosmos VAE invalid API call are unrelated." + }, + { + "left": "issue:7389", + "right": "issue:7640", + "accept": false, + "reason": "Both mention SDXL/from_single_file errors, but they appear to be different shape/loading failures and not one concrete bug." + }, + { + "left": "issue:11178", + "right": "issue:8614", + "accept": true, + "reason": "Same underlying ControlNet single-file loading failure around missing config.json; one is a specific model instance of the broader bug." + }, + { + "left": "issue:2786", + "right": "issue:6548", + "accept": false, + "reason": "Both are img2img input-handling bugs, but one is numpy/transformers compatibility and the other is RGBA image misclassified as latents." + }, + { + "left": "issue:11627", + "right": "issue:8539", + "accept": false, + "reason": "SD3 IP-Adapter support and SD3 cross-attention issues are different topics." + }, + { + "left": "issue:3958", + "right": "issue:5313", + "accept": false, + "reason": "LoRA CPU offload behavior and non-revertible fuse are separate LoRA-related issues." + }, + { + "left": "issue:12012", + "right": "issue:12536", + "accept": false, + "reason": "Wan first-block cache context setup and context-parallel sharding size constraints are different bugs." + }, + { + "left": "issue:6320", + "right": "issue:8956", + "accept": false, + "reason": "Emu2 remote-model resolution and OVStableDiffusionXLPipeline loading are unrelated." + }, + { + "left": "issue:10050", + "right": "issue:9216", + "accept": false, + "reason": "An img2img KDiffusion equivalent and a multi-model pipeline are different feature requests." + }, + { + "left": "issue:11010", + "right": "issue:13107", + "accept": false, + "reason": "Both mention Flux, but one is architecture support for Chroma and the other is LoRA missing-key errors." + }, + { + "left": "issue:1141", + "right": "issue:2737", + "accept": false, + "reason": "Local-file support for custom pipelines is unrelated to CLIP guidance in a scheduler." + }, + { + "left": "issue:1273", + "right": "issue:3455", + "accept": false, + "reason": "Dreambooth loss calculation and pretrained instruct-pix2pix training are not the same issue." + }, + { + "left": "issue:1304", + "right": "issue:205", + "accept": false, + "reason": "Training an img2img model and adding interpolation example scripts are different requests." + }, + { + "left": "issue:2437", + "right": "issue:6313", + "accept": false, + "reason": "T2I-Adapter pipeline support and null-text inversion pipeline implementation are separate features." + }, + { + "left": "issue:2763", + "right": "issue:4282", + "accept": false, + "reason": "ControlNet VRAM regression with cudnn.benchmark and Multi-ControlNet support are different concerns." + }, + { + "left": "issue:3043", + "right": "issue:6132", + "accept": false, + "reason": "ODISE support and LOADABLE_CLASSES support are unrelated feature requests." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The verdicts are conservative and grounded in the packet. The only accepted duplicate pair, issue:11178 and issue:8614, is well supported by the titles and descriptions around ControlNet single-file loading and missing config.json. The remaining pairs are rejected cautiously with reasonable distinctions rather than overstating evidence. The summary also stays within the evidence by framing the rest as keyword overlap." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 295, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10178", + "issue:10191", + "issue:10311", + "issue:10446", + "issue:10447", + "issue:10823", + "issue:10963", + "issue:2722", + "issue:2961", + "issue:3065", + "issue:3191", + "issue:3223", + "issue:3325", + "issue:3377", + "issue:3390", + "issue:3604", + "issue:3960", + "issue:4665", + "issue:4756", + "issue:4801", + "issue:4969", + "issue:5025", + "issue:5061", + "issue:5079", + "issue:5112", + "issue:514", + "issue:5399", + "issue:5432", + "issue:5654", + "issue:5873", + "issue:6157", + "issue:6176", + "issue:6354", + "issue:6359", + "issue:656", + "issue:6996", + "issue:7043", + "issue:7079", + "issue:770", + "issue:8241", + "issue:8405", + "issue:8824", + "issue:8939", + "issue:9047", + "issue:9178", + "issue:9397", + "issue:9424", + "issue:9926" + ], + "soft_pairs": [ + "issue:3065|issue:7043", + "issue:4756|issue:5432", + "issue:6354|issue:9926", + "issue:6359|issue:7079", + "issue:9047|issue:9178", + "issue:10191|issue:10446", + "issue:5399|issue:8241", + "issue:10447|issue:10823", + "issue:2722|issue:6176", + "issue:10311|issue:10963", + "issue:2961|issue:3604", + "issue:3191|issue:3960", + "issue:3223|issue:6157", + "issue:3325|issue:4801", + "issue:3377|issue:5654", + "issue:3390|issue:4665", + "issue:4969|issue:5061", + "issue:5025|issue:770", + "issue:5079|issue:9397", + "issue:5112|issue:6996", + "issue:514|issue:656", + "issue:5873|issue:9424", + "issue:8824|issue:8939", + "issue:10178|issue:8405" + ], + "prepared_review_unit_hash": "84cbfcbb12e549a2c7ff6d5613cf4113659f9d3ab9aacc47a2e952be521e8ebc", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34172, + "estimated_input_tokens": 8543, + "estimated_eval_tokens": 17342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items span unrelated training, inference, conversion, LoRA, scheduler, and device-placement topics. None of the proposed soft pairs look like the same underlying bug or change, so I would not collapse them into a single canonical artifact.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3065", + "right": "issue:7043", + "accept": false, + "reason": "Both involve DreamBooth/LoRA training, but one is a feature request for text-encoder LoRA tuning and the other is about custom captions; related area, not the same bug or change." + }, + { + "left": "issue:4756", + "right": "issue:5432", + "accept": false, + "reason": "Both mention SDXL training scripts, but one asks for a training example/style support and the other reports blank validation images; different problems." + }, + { + "left": "issue:6354", + "right": "issue:9926", + "accept": false, + "reason": "ControlNet LoRA support and GGUF quantize/speed support are unrelated feature requests." + }, + { + "left": "issue:6359", + "right": "issue:7079", + "accept": false, + "reason": "Scheduler v-prediction velocity support versus Transformer2DModel patch/norm_type tensor error are different code paths and failures." + }, + { + "left": "issue:9047", + "right": "issue:9178", + "accept": false, + "reason": "Both are Flux-related, but one is an MPS runtime issue and the other is a LoRA PEFT target-module error; not the same defect." + }, + { + "left": "issue:10191", + "right": "issue:10446", + "accept": false, + "reason": "GPU selection being ignored during training is not the same as FluxControlNetPipeline model-sharding incompatibility." + }, + { + "left": "issue:5399", + "right": "issue:8241", + "accept": false, + "reason": "Different symptoms and likely different modules: dtype mismatch in custom inpainting versus LEDITS++ model size anomaly." + }, + { + "left": "issue:10447", + "right": "issue:10823", + "accept": false, + "reason": "Both touch conversion/training workflows, but one is about split UNet checkpoint files and the other about missing inference files from fine-tuning; not a single bug." + }, + { + "left": "issue:2722", + "right": "issue:6176", + "accept": false, + "reason": "ControlNet conversion mismatch and loading LoRA weights after DreamBooth training are distinct issues." + }, + { + "left": "issue:10311", + "right": "issue:10963", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and subsystems; no concrete shared failure mode." + }, + { + "left": "issue:2961", + "right": "issue:3604", + "accept": false, + "reason": "StableUnCLIP training example request versus loss not decreasing during finetuning are different concerns." + }, + { + "left": "issue:3191", + "right": "issue:3960", + "accept": false, + "reason": "DreamBooth+LoRA broken and HeaderTooLarge for LoRA are unrelated issues." + }, + { + "left": "issue:3223", + "right": "issue:6157", + "accept": false, + "reason": "CUDA RAM not clearing after moving pipeline to CUDA is unrelated to IP-Adapter support in ControlNetImg2ImgPipeline." + }, + { + "left": "issue:3325", + "right": "issue:4801", + "accept": false, + "reason": "Train_dreambooth CUDA invalid argument and mixed-precision bug in train_unconditional.py are separate failures." + }, + { + "left": "issue:3377", + "right": "issue:5654", + "accept": false, + "reason": "Both discuss SNR weighting, but one is a general question and the other is a specific feature request for v-prediction examples; not the same actionable bug/change." + }, + { + "left": "issue:3390", + "right": "issue:4665", + "accept": false, + "reason": "Local safetensors loading and Windows use_safetensors behavior with alternative bin files are different loading issues." + }, + { + "left": "issue:4969", + "right": "issue:5061", + "accept": false, + "reason": "ImportError for CrossAttention versus argument error in the conversion script are unrelated." + }, + { + "left": "issue:5025", + "right": "issue:770", + "accept": false, + "reason": "randn_tensor import error and Colab training startup failure are not the same underlying problem." + }, + { + "left": "issue:5079", + "right": "issue:9397", + "accept": false, + "reason": "LoRA loading support for Lyrocis and Hyper LoRA scheduler support are different feature requests." + }, + { + "left": "issue:5112", + "right": "issue:6996", + "accept": false, + "reason": "ControlNetImg2Img tensor-size float error and NoneType added_cond_kwargs error are separate runtime issues." + }, + { + "left": "issue:514", + "right": "issue:656", + "accept": false, + "reason": "Attention slicing error and DreamBooth 16GB GPU training error are not the same bug." + }, + { + "left": "issue:5873", + "right": "issue:9424", + "accept": false, + "reason": "ONNX export failure and a broken notebook with the latest version are unrelated." + }, + { + "left": "issue:8824", + "right": "issue:8939", + "accept": false, + "reason": "Custom instruct-pix2pix dataset setup and tokenizer loading for SD3 are unrelated." + }, + { + "left": "issue:10178", + "right": "issue:8405", + "accept": false, + "reason": "Both mention tensor/dimension mismatches, but one is a UNet 3D blocks dimension-size mismatch and the other is a multiple-ControlNet tensor-size error; too different to merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 296, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1070", + "issue:11000", + "issue:11006", + "issue:11470", + "issue:12895", + "issue:13124", + "issue:1746", + "issue:1817", + "issue:1821", + "issue:1944", + "issue:2392", + "issue:2444", + "issue:2579", + "issue:2737", + "issue:3032", + "issue:3103", + "issue:3287", + "issue:3468", + "issue:3551", + "issue:3767", + "issue:3880", + "issue:4418", + "issue:4446", + "issue:4589", + "issue:4648", + "issue:4871", + "issue:4912", + "issue:4964", + "issue:5336", + "issue:5646", + "issue:5685", + "issue:5777", + "issue:5890", + "issue:617", + "issue:6321", + "issue:6481", + "issue:671", + "issue:7228", + "issue:7264", + "issue:7904", + "issue:8535", + "issue:8556", + "issue:8809", + "issue:917", + "issue:9674", + "issue:987", + "issue:9946", + "issue:9962" + ], + "soft_pairs": [ + "issue:12895|issue:2392", + "issue:3103|issue:917", + "issue:4964|issue:671", + "issue:11000|issue:9962", + "issue:11470|issue:13124", + "issue:2737|issue:3287", + "issue:4589|issue:5336", + "issue:4648|issue:5777", + "issue:7904|issue:8535", + "issue:4418|issue:5890", + "issue:4446|issue:4871", + "issue:2579|issue:3551", + "issue:6481|issue:9674", + "issue:7228|issue:8556", + "issue:1070|issue:3880", + "issue:11006|issue:8809", + "issue:1817|issue:1944", + "issue:3767|issue:617", + "issue:4912|issue:7264", + "issue:8535|issue:9946", + "issue:1746|issue:2444", + "issue:1821|issue:3032", + "issue:1821|issue:987", + "issue:5646|issue:5685", + "issue:3468|issue:6321" + ], + "prepared_review_unit_hash": "d607374e04700579993f0c55c1decde2b5f7fa44931de637eb67a161d41493fe", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34296, + "estimated_input_tokens": 8574, + "estimated_eval_tokens": 17404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the items span unrelated bugs, feature requests, and training/model-loading issues. The only near-duplicate pair is the SD3 xformers enablement report. No PRs were provided.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 8535 is the best canonical for the only true duplicate-like theme here: it directly names the SD3 xformers enablement problem and is the more specific representative of that pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 11006 is the strongest standalone issue overall: it has a concrete Wan 2.1 I2V failure mode, a specific pipeline, and a clear bug report that looks actionable on its own.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:12895", + "right": "issue:2392", + "accept": false, + "reason": "Both are prompt/embed-related runtime errors, but they affect different pipelines and different failure modes; not the same underlying bug." + }, + { + "left": "issue:3103", + "right": "issue:917", + "accept": false, + "reason": "Both mention inpainting, but one is about height/width handling and the other about ONNX inpainting errors; too different to be duplicates." + }, + { + "left": "issue:4964", + "right": "issue:671", + "accept": false, + "reason": "Both concern model conversion, but one is about SDXL conversion generally and the other about original Stable Diffusion conversion outputs not matching; different bugs." + }, + { + "left": "issue:11000", + "right": "issue:9962", + "accept": false, + "reason": "Both are argument/signature errors, but they involve different APIs and different missing kwargs; not the same code-path problem." + }, + { + "left": "issue:11470", + "right": "issue:13124", + "accept": false, + "reason": "Training script issues, but one is about tensorboard log images and the other about FP16 gradient unscale during validation; unrelated failure modes." + }, + { + "left": "issue:2737", + "right": "issue:3287", + "accept": false, + "reason": "Both are scheduler-related feature requests, but one is CLIP guidance support and the other is improved DDPM support; not the same change." + }, + { + "left": "issue:4589", + "right": "issue:5336", + "accept": false, + "reason": "Both touch ControlNet img2img/inpaint, but one is about XL pipeline support and the other about a missing strength parameter; different requests." + }, + { + "left": "issue:4648", + "right": "issue:5777", + "accept": false, + "reason": "One is a missing config.json load error, the other is a DreamBooth training failure; no shared underlying bug." + }, + { + "left": "issue:7904", + "right": "issue:8535", + "accept": false, + "reason": "Both mention scheduler/xformers-adjacent behavior, but one is sigmas mutating after forward and the other is xformers enablement in SD3; different problems." + }, + { + "left": "issue:4418", + "right": "issue:5890", + "accept": false, + "reason": "One is a denoising_start behavior bug in SDXL inpaint; the other is a tokenizer length warning during text-to-image inference; unrelated." + }, + { + "left": "issue:4446", + "right": "issue:4871", + "accept": false, + "reason": "Both involve from_single_file/custom loading, but one is about a custom text encoder and the other about how to run SDXL from_single_file; not the same defect." + }, + { + "left": "issue:2579", + "right": "issue:3551", + "accept": false, + "reason": "Both mention xFormers, but one is a possible misuse/bug report and the other is LoRA disabling xFormers; different code paths." + }, + { + "left": "issue:6481", + "right": "issue:9674", + "accept": false, + "reason": "Training batch-size behavior in DreamBooth is unrelated to SD3 ControlNet training quality." + }, + { + "left": "issue:7228", + "right": "issue:8556", + "accept": false, + "reason": "Both are load-time errors, but one concerns traced model dtype and the other meta tensor copying in SD3 from_single_file; different causes." + }, + { + "left": "issue:1070", + "right": "issue:3880", + "accept": false, + "reason": "Both are inpainting complaints, but one is a generic new-version bug report and the other is specifically degraded unmasked areas; not clearly the same bug." + }, + { + "left": "issue:11006", + "right": "issue:8809", + "accept": false, + "reason": "Wan I2V broken output is not the same issue as feedforward outputs changing with sequence length; different model behavior." + }, + { + "left": "issue:1817", + "right": "issue:1944", + "accept": false, + "reason": "DreamBooth scheduler argument error versus random generation results; one is a crash, the other is a quality/conditioning complaint." + }, + { + "left": "issue:3767", + "right": "issue:617", + "accept": false, + "reason": "FrozenDict mutability and NNPACK unsupported hardware are unrelated." + }, + { + "left": "issue:4912", + "right": "issue:7264", + "accept": false, + "reason": "Both are about custom models, but one is SDXL checkpoint conversion and the other is serializing/loading custom transformers in DiffusionPipeline; not the same bug." + }, + { + "left": "issue:8535", + "right": "issue:9946", + "accept": true, + "reason": "These are effectively the same xformers memory-efficient-attention issue, both centered on enabling that functionality in the pipeline, with nearly identical wording." + }, + { + "left": "issue:1746", + "right": "issue:2444", + "accept": false, + "reason": "Both involve training/inference scripts, but the reported errors and scripts are different and do not point to the same defect." + }, + { + "left": "issue:1821", + "right": "issue:3032", + "accept": false, + "reason": "Negative prompt ineffectiveness in inpainting and a missing from_pretrained attribute are unrelated." + }, + { + "left": "issue:1821", + "right": "issue:987", + "accept": false, + "reason": "Inpaint negative-prompt behavior and speech-to-image green output are different issues." + }, + { + "left": "issue:5646", + "right": "issue:5685", + "accept": false, + "reason": "Both mention schedulers, but one is a specific stability comparison on a model and the other is a vague potential scheduler issue; not enough to treat as one bug." + }, + { + "left": "issue:3468", + "right": "issue:6321", + "accept": false, + "reason": "One is missing model_index.json after DreamBooth, the other is clip-vit-large-patch14 detection; different loading/training problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The single accepted duplicate pair (issue:8535/issue:9946) is well supported by the titles, and the rest of the verdicts do not overstate similarity. No PR-pair concerns apply because no PRs were provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 297, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10154", + "issue:10302", + "issue:11574", + "issue:11833", + "issue:1249", + "issue:1434", + "issue:2091", + "issue:2722", + "issue:2851", + "issue:3097", + "issue:3405", + "issue:4232", + "issue:4376", + "issue:4480", + "issue:4530", + "issue:4646", + "issue:4649", + "issue:4826", + "issue:5124", + "issue:5152", + "issue:5509", + "issue:5515", + "issue:5607", + "issue:5753", + "issue:5866", + "issue:5917", + "issue:6090", + "issue:6109", + "issue:6280", + "issue:6639", + "issue:6686", + "issue:6807", + "issue:7240", + "issue:7415", + "issue:7562", + "issue:7589", + "issue:7690", + "issue:7891", + "issue:7939", + "issue:8526", + "issue:898", + "issue:9106", + "issue:9332", + "issue:9539", + "issue:9690", + "issue:9846", + "issue:9911" + ], + "soft_pairs": [ + "issue:11574|issue:11833", + "issue:1434|issue:3097", + "issue:2722|issue:5917", + "issue:4232|issue:5866", + "issue:4376|issue:5753", + "issue:5515|issue:9332", + "issue:4530|issue:6686", + "issue:4826|issue:7562", + "issue:10154|issue:6639", + "issue:4646|issue:7240", + "issue:5152|issue:9106", + "issue:4649|issue:7589", + "issue:6280|issue:9846", + "issue:4480|issue:8526", + "issue:2091|issue:5124", + "issue:9539|issue:9911", + "issue:7415|issue:7891", + "issue:4480|issue:6807", + "issue:5607|issue:6090", + "issue:10302|issue:9690", + "issue:3405|issue:6109", + "issue:1249|issue:5509", + "issue:2851|issue:898", + "issue:7690|issue:7939" + ], + "prepared_review_unit_hash": "aac22b934a476bf1f2338ec1b29e0f41923269109f89b4deb5e244990fcb4733", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33714, + "estimated_input_tokens": 8429, + "estimated_eval_tokens": 17114 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated diffusers issues that only share superficial wording around pipelines, ControlNet, LoRA, or device/offload behavior. None of the soft-edge pairs looks like the same underlying bug or change, so they should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11574", + "right": "issue:11833", + "accept": false, + "reason": "Both mention LoRA-related errors, but one is a VAE checkpoint KeyError (`vae.encoder.conv_out.conv.weight`) and the other is `set_lora_device` reporting KeyError after LoRA load. Different code paths and failure modes." + }, + { + "left": "issue:1434", + "right": "issue:3097", + "accept": false, + "reason": "OOM during upscaling is a memory-capacity problem, while `load_textual_inversion` doing nothing is an adapter-loading behavior bug. Unrelated symptoms and subsystems." + }, + { + "left": "issue:2722", + "right": "issue:5917", + "accept": false, + "reason": "ControlNet conversion mismatch and `convert_ldm_unet_checkpoint` failing after a version upgrade are both conversion-related, but they concern different converters and different model artifacts." + }, + { + "left": "issue:4232", + "right": "issue:5866", + "accept": false, + "reason": "Instruct-pix2pix with controlnet condition vs AnimateDiff + ControlNet are different pipelines and different requested behaviors. Not the same bug." + }, + { + "left": "issue:4376", + "right": "issue:5753", + "accept": false, + "reason": "Both involve `load_textual_inversion`/LoRA-style loading, but one is an SDXL crash on textual inversion and the other is `load_lora_weights` failing on SDXL ControlNet. Different APIs and error classes." + }, + { + "left": "issue:5515", + "right": "issue:9332", + "accept": false, + "reason": "LCM pipeline scheduler initialization failure is unrelated to `StableDiffusionPipeline.from_pretrained()` loading the wrong weights. No shared concrete code-path." + }, + { + "left": "issue:4530", + "right": "issue:6686", + "accept": false, + "reason": "SDXL refiner image artifacts are an output-quality issue, while Dynamo compilation save/load losing performance is a compilation/cache behavior issue. Different problems." + }, + { + "left": "issue:4826", + "right": "issue:7562", + "accept": false, + "reason": "Multi-ControlNet errors in ControlNet Reference and `enable_model_cpu_offload` failing on SDXL ControlNet Img2Img are different feature combinations and different failure points." + }, + { + "left": "issue:10154", + "right": "issue:6639", + "accept": false, + "reason": "`load_lora_weights` attribute error vs LoRA loading producing different outputs than two-step loading. One is a crash, the other is a correctness mismatch." + }, + { + "left": "issue:4646", + "right": "issue:7240", + "accept": false, + "reason": "ControlNet-to-ONNX conversion failure and low-quality ImageNet conditional LDM conversion output are both conversion topics, but they are not the same bug." + }, + { + "left": "issue:5152", + "right": "issue:9106", + "accept": false, + "reason": "W\u00fcrstchen alpha bug and PixArt-Alpha `time_step=1` attribute error are different models and different failure modes." + }, + { + "left": "issue:4649", + "right": "issue:7589", + "accept": false, + "reason": "`text_embeds` NoneType error in an SDXL/added-conditions path is unrelated to GLIGEN layout-to-image synthesis not working." + }, + { + "left": "issue:6280", + "right": "issue:9846", + "accept": false, + "reason": "Missing `from_single_file` on SDXL ControlNet Img2Img and missing `from_single_file` on FluxControlNetModel are the same API gap in a broad sense, but they are separate model families and separate feature requests; too broad to merge as one bug." + }, + { + "left": "issue:4480", + "right": "issue:8526", + "accept": false, + "reason": "MPS half-precision kernel crash on Mac M1 is unrelated to SD3 MPS `joint_attention_kwargs` scale being ineffective. Different backend issues and different symptoms." + }, + { + "left": "issue:2091", + "right": "issue:5124", + "accept": false, + "reason": "Checkpoint resume in multi-GPU training and a question about fine-tuning a safetensor checkpoint are not the same underlying bug." + }, + { + "left": "issue:9539", + "right": "issue:9911", + "accept": false, + "reason": "CogVideoX FP8 CUDA `index_select` failure is a specific dtype/kernel limitation, while Flux multi-ControlNet with differing layer lengths is a model-shape handling issue." + }, + { + "left": "issue:7415", + "right": "issue:7891", + "accept": false, + "reason": "TPU bfloat16 AutoencoderKL corruption and generic CPU/CUDA device mismatch are different hardware/device errors with different root causes." + }, + { + "left": "issue:4480", + "right": "issue:6807", + "accept": false, + "reason": "Mac M1 MPS runtime crash and test collection failures on MPS are both MPS-related, but one is an inference crash and the other is a contributor test collection issue." + }, + { + "left": "issue:5607", + "right": "issue:6090", + "accept": false, + "reason": "These are both tensor-shape runtime errors, but the reported mismatched dimensions and model contexts are different; no evidence of the same failing code path." + }, + { + "left": "issue:10302", + "right": "issue:9690", + "accept": false, + "reason": "FP8 inference noise report and FLUX FP8 example code cleanup are not the same bug; one is a model-quality concern, the other is documentation/example maintenance." + }, + { + "left": "issue:3405", + "right": "issue:6109", + "accept": false, + "reason": "ControlNet training bug and ControlNet-xs with depth control are different training/model-variant issues with no clear overlap." + }, + { + "left": "issue:1249", + "right": "issue:5509", + "accept": false, + "reason": "ONNX pipeline `numpy.ndarray` missing `.device` and image batch-size mismatch for np/cv2 inputs are distinct input-handling bugs." + }, + { + "left": "issue:2851", + "right": "issue:898", + "accept": false, + "reason": "TPU `push_to_hub` failure is about training workflow on TPU, while the bfloat16 scalar-type exception is a lower-level dtype/device issue. Not the same change." + }, + { + "left": "issue:7690", + "right": "issue:7939", + "accept": false, + "reason": "Tokenizer loading failure for SDXL base and loading a model from the same folder are different loading problems with different assets and likely different causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 298, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10421", + "issue:10855", + "issue:10913", + "issue:11000", + "issue:1101", + "issue:11127", + "issue:1117", + "issue:11214", + "issue:11470", + "issue:11675", + "issue:1181", + "issue:1197", + "issue:11989", + "issue:12437", + "issue:12505", + "issue:12633", + "issue:1407", + "issue:1478", + "issue:177", + "issue:1821", + "issue:1857", + "issue:202", + "issue:2392", + "issue:244", + "issue:2462", + "issue:2737", + "issue:2782", + "issue:2871", + "issue:3162", + "issue:3280", + "issue:3391", + "issue:3418", + "issue:3428", + "issue:3480", + "issue:3769", + "issue:3902", + "issue:5170", + "issue:5336", + "issue:6958", + "issue:725", + "issue:7497", + "issue:8659", + "issue:9052", + "issue:9331", + "issue:939", + "issue:968", + "issue:9772" + ], + "soft_pairs": [ + "issue:10421|issue:12505", + "issue:10855|issue:12633", + "issue:10913|issue:11675", + "issue:11000|issue:11214", + "issue:1101|issue:3418", + "issue:11127|issue:9052", + "issue:1117|issue:202", + "issue:11470|issue:8659", + "issue:1181|issue:725", + "issue:1197|issue:939", + "issue:11989|issue:9331", + "issue:12437|issue:9772", + "issue:1407|issue:1821", + "issue:1478|issue:3769", + "issue:177|issue:244", + "issue:1857|issue:2871", + "issue:2392|issue:3428", + "issue:2462|issue:2737", + "issue:2782|issue:968", + "issue:3162|issue:6958", + "issue:3280|issue:3391", + "issue:3480|issue:5170", + "issue:3480|issue:5336", + "issue:3902|issue:7497" + ], + "prepared_review_unit_hash": "a6e6cf8a000d40b80684b552e08db33d9c1d07ab6e1629f59fa433e5e94ecd31", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33164, + "estimated_input_tokens": 8291, + "estimated_eval_tokens": 16838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue titles; the only plausible duplicate pair is the two CivitAI `from_single_file` loading failures, with one being a specific Flux checkpoint instance of the other.", + "confidence": 0.93, + "canonical_issue_reason": "#9052 is the broader, cleaner description of the shared bug: `from_single_file` fails on certain CivitAI checkpoints. #11127 reads like a specific example of that loader failure.", + "canonical_pr_reason": null, + "best_issue_reason": "#9052 is the best representative issue because it states the underlying loading problem more generally and can subsume the more specific checkpoint report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10421", + "right": "issue:12505", + "accept": false, + "reason": "Different problems: GPU pipeline migration memory leak vs img2img `tgate` runtime error." + }, + { + "left": "issue:10855", + "right": "issue:12633", + "accept": false, + "reason": "Unrelated training/scheduler behaviors: gradient accumulation optimizer stepping vs DDIM timestep mismatch." + }, + { + "left": "issue:10913", + "right": "issue:11675", + "accept": false, + "reason": "Both mention loading, but one is dataset-from-disk behavior and the other is pretrained LoRA weight loading." + }, + { + "left": "issue:11000", + "right": "issue:11214", + "accept": false, + "reason": "Different model APIs and failures: missing `shift` arg vs unexpected `encoder_hidden_states` keyword." + }, + { + "left": "issue:1101", + "right": "issue:3418", + "accept": false, + "reason": "Separate feature requests for different components: scheduler addition vs LoRA training script changes." + }, + { + "left": "issue:11127", + "right": "issue:9052", + "accept": true, + "reason": "Both report `from_single_file` failures on CivitAI checkpoints; #11127 is a specific Flux-model instance of the broader loader bug." + }, + { + "left": "issue:1117", + "right": "issue:202", + "accept": false, + "reason": "Tests for multiple negative prompts vs tests for `unet_blocks` are unrelated." + }, + { + "left": "issue:11470", + "right": "issue:8659", + "accept": false, + "reason": "Different SDXL training-script concerns: tensorboard image logging vs checkpoint resume/inference loading." + }, + { + "left": "issue:1181", + "right": "issue:725", + "accept": false, + "reason": "Generic training-from-scratch request vs model-loading memory footprint improvement." + }, + { + "left": "issue:1197", + "right": "issue:939", + "accept": false, + "reason": "Community pipeline request vs using multiple community pipes in a list are distinct features." + }, + { + "left": "issue:11989", + "right": "issue:9331", + "accept": false, + "reason": "Black output image issue vs scheduler index lookup bug are different code paths." + }, + { + "left": "issue:12437", + "right": "issue:9772", + "accept": false, + "reason": "Both are support requests, but for different models/features (OmniSVG vs ControlNetPlus Union)." + }, + { + "left": "issue:1407", + "right": "issue:1821", + "accept": false, + "reason": "Different pipeline regressions: ONNX feature_extractor error vs weak negative_prompt effect in inpainting." + }, + { + "left": "issue:1478", + "right": "issue:3769", + "accept": false, + "reason": "Different image-shape/output bugs in different pipelines." + }, + { + "left": "issue:177", + "right": "issue:244", + "accept": false, + "reason": "Unrelated documentation tasks." + }, + { + "left": "issue:1857", + "right": "issue:2871", + "accept": false, + "reason": "Different pipeline bugs: test coverage for UnCLIP vs latent output handling in inpainting." + }, + { + "left": "issue:2392", + "right": "issue:3428", + "accept": false, + "reason": "Both involve img2img, but the concrete failures differ and don\u2019t look like the same bug." + }, + { + "left": "issue:2462", + "right": "issue:2737", + "accept": false, + "reason": "Different feature requests in training data loading vs scheduler guidance support." + }, + { + "left": "issue:2782", + "right": "issue:968", + "accept": false, + "reason": "Offloading error vs model loading slowness are not the same underlying issue." + }, + { + "left": "issue:3162", + "right": "issue:6958", + "accept": false, + "reason": "Different missing-argument/model-architecture issues." + }, + { + "left": "issue:3280", + "right": "issue:3391", + "accept": false, + "reason": "Both are DeepFloyd-related, but one is scheduler compatibility and the other is image overexposure." + }, + { + "left": "issue:3480", + "right": "issue:5170", + "accept": false, + "reason": "LoRA scaling support request vs removing LoRA after load are different behaviors." + }, + { + "left": "issue:3480", + "right": "issue:5336", + "accept": false, + "reason": "Different parameter requests for different pipelines." + }, + { + "left": "issue:3902", + "right": "issue:7497", + "accept": false, + "reason": "Unrelated feature requests." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The canonical pair choice is grounded in the packet: #11127 and #9052 both concern `from_single_file` loading failures with CivitAI checkpoints, with #11127 reading as a specific instance of the broader #9052 bug. The rest of the soft-edge rejections are conservative and supported by the titles; no PR-mergeability issue applies here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 299, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:11973", + "issue:13256", + "issue:1540", + "issue:1709", + "issue:1941", + "issue:2091", + "issue:2213", + "issue:2265", + "issue:2412", + "issue:2799", + "issue:2966", + "issue:3379", + "issue:3591", + "issue:4109", + "issue:4446", + "issue:4453", + "issue:4483", + "issue:4674", + "issue:4985", + "issue:5112", + "issue:5465", + "issue:5963", + "issue:5977", + "issue:6001", + "issue:6028", + "issue:6162", + "issue:6518", + "issue:6565", + "issue:6783", + "issue:6832", + "issue:6880", + "issue:7102", + "issue:7168", + "issue:7178", + "issue:7450", + "issue:7485", + "issue:7708", + "issue:8380", + "issue:8909", + "issue:9138", + "issue:9210", + "issue:9227", + "issue:9320", + "issue:9350", + "issue:9637", + "issue:9756", + "issue:988" + ], + "soft_pairs": [ + "issue:4109|issue:6001", + "issue:4446|issue:6880", + "issue:4453|issue:988", + "issue:5112|issue:7485", + "issue:5963|issue:7168", + "issue:5977|issue:9756", + "issue:6162|issue:6832", + "issue:6518|issue:9138", + "issue:7102|issue:7450", + "issue:8380|issue:9210", + "issue:2091|issue:2213", + "issue:2799|issue:5465", + "issue:1540|issue:2412", + "issue:9350|issue:9637", + "issue:6565|issue:8909", + "issue:3591|issue:6565", + "issue:4674|issue:6028", + "issue:1709|issue:2265", + "issue:4483|issue:6783", + "issue:2966|issue:4985", + "issue:1941|issue:3379", + "issue:11973|issue:9227", + "issue:7178|issue:9320", + "issue:13256|issue:7708" + ], + "prepared_review_unit_hash": "414f232d87fe1cde6feb8f1c2f25e0d13198654173d0fec04bf97e9cca814a98", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33678, + "estimated_input_tokens": 8420, + "estimated_eval_tokens": 17096 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the proposed soft pairs do not look like the same underlying bug or change. Most are unrelated training, pipeline, model-loading, or environment issues, so no pair should be merged as duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "issue:11973 is the most specific and actionable report: a concrete CLI failure in a named training script with a clear missing-argument error.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:11973 is the best anchor for the cluster because it is narrowly scoped, reproducible, and easy to triage; the other issues are broader or about different code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4109", + "right": "issue:6001", + "accept": false, + "reason": "Both mention SDXL inpaint pipelines, but one is a general pipeline failure and the other is a from_single_file refiner-type mixup; different bugs." + }, + { + "left": "issue:4446", + "right": "issue:6880", + "accept": false, + "reason": "Custom text_encoder loading vs. custom diffusion retrieve script; unrelated failure modes and code paths." + }, + { + "left": "issue:4453", + "right": "issue:988", + "accept": false, + "reason": "LoRA conversion/export issue versus an old FSDP training question; same broad area but not the same bug." + }, + { + "left": "issue:5112", + "right": "issue:7485", + "accept": false, + "reason": "Different pipelines and errors: SDXL ControlNet shape/type issue vs setting safety_checker to None causing callable error." + }, + { + "left": "issue:5963", + "right": "issue:7168", + "accept": false, + "reason": "Kandinsky embeds-vs-prompts behavior and IP-Adapter image embeds handling are distinct API/data-shape problems." + }, + { + "left": "issue:5977", + "right": "issue:9756", + "accept": false, + "reason": "Saving LoRA key names and missing notebook file are unrelated." + }, + { + "left": "issue:6162", + "right": "issue:6832", + "accept": false, + "reason": "IP-Adapter shape mismatch on SDXL and Face ID community pipeline tuple/shape error are different implementations and symptoms." + }, + { + "left": "issue:6518", + "right": "issue:9138", + "accept": false, + "reason": "A training script NoneType floor-division bug is unrelated to a generic int/string comparison error." + }, + { + "left": "issue:7102", + "right": "issue:7450", + "accept": false, + "reason": "ControlNet multi-prompt bug and AutoencoderKL multithreading issue affect different components and code paths." + }, + { + "left": "issue:8380", + "right": "issue:9210", + "accept": false, + "reason": "A forward-signature default-value change and an image_column validation error are not the same bug." + }, + { + "left": "issue:2091", + "right": "issue:2213", + "accept": false, + "reason": "Checkpoint resume/multi-GPU training issue vs TPU distributed-environment hang; different runtime setups and failures." + }, + { + "left": "issue:2799", + "right": "issue:5465", + "accept": false, + "reason": "Checkpoint/pipeline mismatch validation and DiffEdit inpaint_strength limitation are separate correctness checks." + }, + { + "left": "issue:1540", + "right": "issue:2412", + "accept": false, + "reason": "Missing MODEL_TYPE in transformers/dreambooth execution is different from a generic dreambooth error report." + }, + { + "left": "issue:9350", + "right": "issue:9637", + "accept": false, + "reason": "txt_ids tensor deprecation and xFormers attention-mask/bfloat16 failure are unrelated tensor-shape/backend issues." + }, + { + "left": "issue:6565", + "right": "issue:8909", + "accept": false, + "reason": "DPO diffusion training instability is not the same as saving text_encoder_ti in a LoRA training script." + }, + { + "left": "issue:3591", + "right": "issue:6565", + "accept": false, + "reason": "ControlNet loss-curve confusion is a different training behavior issue than DPO diffusion loss spikes." + }, + { + "left": "issue:4674", + "right": "issue:6028", + "accept": false, + "reason": "DiffusionPipeline width/height memory leak and Kandinsky 3.0 OOM are both memory-related but not the same bug." + }, + { + "left": "issue:1709", + "right": "issue:2265", + "accept": false, + "reason": "ONNX img2img tensor.astype error and ONNXRuntime incompatibility in unconditional training are distinct compatibility issues." + }, + { + "left": "issue:4483", + "right": "issue:6783", + "accept": false, + "reason": "Nondeterministic SDXL generator arguments and PixArt-XL generations being messed up are different model/output problems." + }, + { + "left": "issue:2966", + "right": "issue:4985", + "accept": false, + "reason": "Multi-GPU InstructPix2Pix training trouble and SDXL InstructPix2Pix OOM are different failure modes." + }, + { + "left": "issue:1941", + "right": "issue:3379", + "accept": false, + "reason": "UnCLIP custom pipeline loading and Dreambooth intermediate checkpoint loading are unrelated loading/resume issues." + }, + { + "left": "issue:11973", + "right": "issue:9227", + "accept": false, + "reason": "Both are Flux DreamBooth training reports, but one is a missing required CLI argument in kontext and the other is a model-specific training problem; not the same concrete bug." + }, + { + "left": "issue:7178", + "right": "issue:9320", + "accept": false, + "reason": "export_to_video malfunction and custom diffusion save/load issues are unrelated." + }, + { + "left": "issue:13256", + "right": "issue:7708", + "accept": false, + "reason": "A package version-compatibility complaint and a missing tokenizer/config.json file are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 300, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10302", + "issue:10467", + "issue:10638", + "issue:10803", + "issue:10804", + "issue:11169", + "issue:13035", + "issue:1407", + "issue:1784", + "issue:2185", + "issue:2213", + "issue:2250", + "issue:2410", + "issue:2737", + "issue:3381", + "issue:3788", + "issue:4037", + "issue:4139", + "issue:4219", + "issue:4456", + "issue:4488", + "issue:4720", + "issue:4868", + "issue:5017", + "issue:5178", + "issue:5628", + "issue:5794", + "issue:5875", + "issue:5932", + "issue:5957", + "issue:6176", + "issue:6363", + "issue:6368", + "issue:6445", + "issue:6517", + "issue:6533", + "issue:6801", + "issue:7012", + "issue:7183", + "issue:7243", + "issue:7330", + "issue:7569", + "issue:7751", + "issue:817", + "issue:8612", + "issue:9186", + "issue:9461", + "issue:9619" + ], + "soft_pairs": [ + "issue:4219|issue:4488", + "issue:4456|issue:4868", + "issue:2250|issue:3381", + "issue:2185|issue:5794", + "issue:1407|issue:5875", + "issue:5628|issue:7183", + "issue:4037|issue:7751", + "issue:6363|issue:6445", + "issue:2213|issue:2410", + "issue:10467|issue:10804", + "issue:7012|issue:7330", + "issue:10803|issue:7243", + "issue:11169|issue:13035", + "issue:1784|issue:2737", + "issue:3788|issue:6533", + "issue:4139|issue:817", + "issue:5017|issue:9186", + "issue:5957|issue:9619", + "issue:5932|issue:6176", + "issue:10302|issue:9461", + "issue:4720|issue:8612", + "issue:5178|issue:7569", + "issue:6368|issue:6517", + "issue:10638|issue:6801" + ], + "prepared_review_unit_hash": "b2eed5d0907c61693a5e62d1883a85cd090a4fb171d9e594114c3ae077b028f1", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34306, + "estimated_input_tokens": 8577, + "estimated_eval_tokens": 17410 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very noisy: most items are unrelated issues that only share broad terms like scheduler, ControlNet, LoRA, or precision. None of the proposed soft pairs look like true duplicates.", + "confidence": 0.61, + "canonical_issue_reason": "issue:10302 is the clearest, broadest representative of the only recurring theme here: precision-related inference quality/regression. It is also open and well-scoped.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10302 is the best single issue to anchor this cluster because it is specific, actionable, and closest to the small precision/inference subtheme present among otherwise unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4219", + "right": "issue:4488", + "accept": false, + "reason": "One is about ControlNet checkpoint conversion; the other is about SDXL checkpoint loading. Same broad area, different bug." + }, + { + "left": "issue:4456", + "right": "issue:4868", + "accept": false, + "reason": "Both are loader/runtime attribute errors, but they describe different failing code paths and different root causes." + }, + { + "left": "issue:2250", + "right": "issue:3381", + "accept": false, + "reason": "Dreambooth prompt-generation failure vs inpaint batch discoloration/docs issue; not the same defect." + }, + { + "left": "issue:2185", + "right": "issue:5794", + "accept": false, + "reason": "Missing training config files vs missing tokenizer config for SDXL; related ecosystem, but different artifacts and problems." + }, + { + "left": "issue:1407", + "right": "issue:5875", + "accept": false, + "reason": "ONNX pipeline feature_extractor error vs SDXL ONNX prompt conversion error; not a duplicate bug." + }, + { + "left": "issue:5628", + "right": "issue:7183", + "accept": false, + "reason": "Scheduler denoising offset behavior and scheduler class-name reporting are unrelated issues." + }, + { + "left": "issue:4037", + "right": "issue:7751", + "accept": false, + "reason": "ControlNet FSDP validation errors vs Animatediff conversion errors; different pipelines and failure modes." + }, + { + "left": "issue:6363", + "right": "issue:6445", + "accept": false, + "reason": "FP16 unscale gradient error is unrelated to caption_column validation." + }, + { + "left": "issue:2213", + "right": "issue:2410", + "accept": false, + "reason": "TPU distributed hang vs missing flax/pytorch model files; both training-related, but not the same bug." + }, + { + "left": "issue:10467", + "right": "issue:10804", + "accept": false, + "reason": "Example-code filename/build artifact issue vs LoRA load failure; different FLUX problems." + }, + { + "left": "issue:7012", + "right": "issue:7330", + "accept": false, + "reason": "Weird images from v_prediction vs FP16 unscale error; distinct training/inference failures." + }, + { + "left": "issue:10803", + "right": "issue:7243", + "accept": false, + "reason": "A new model/pipeline request vs a different new adapter request; not a shared underlying change." + }, + { + "left": "issue:11169", + "right": "issue:13035", + "accept": false, + "reason": "Binary incompatibility during import vs missing MT5Tokenizer import; both import failures, different causes." + }, + { + "left": "issue:1784", + "right": "issue:2737", + "accept": false, + "reason": "Multiple timesteps support request vs CLIP guidance support request; same scheduler family, but separate features." + }, + { + "left": "issue:3788", + "right": "issue:6533", + "accept": false, + "reason": "UniControl pipeline request vs Marigold pipeline request; unrelated model additions." + }, + { + "left": "issue:4139", + "right": "issue:817", + "accept": false, + "reason": "Both mention precision, but one is a custom attention processor cast issue and the other is a Dreambooth mixed-precision problem." + }, + { + "left": "issue:5017", + "right": "issue:9186", + "accept": false, + "reason": "Control mode feature request vs Differential Diffusion with ControlNet pipeline; same subsystem, but different change requests." + }, + { + "left": "issue:5957", + "right": "issue:9619", + "accept": false, + "reason": "LoRACompatibleConv padding-mode support and ControlNet interrupt support are unrelated." + }, + { + "left": "issue:5932", + "right": "issue:6176", + "accept": false, + "reason": "Channel-mismatch inference error vs LoRA weight loading after Dreambooth training; different failure points." + }, + { + "left": "issue:10302", + "right": "issue:9461", + "accept": false, + "reason": "FP8 inference noise and vague Flux inference issue are not clearly the same bug." + }, + { + "left": "issue:4720", + "right": "issue:8612", + "accept": false, + "reason": "AutoencoderTiny pipeline incompatibility vs Pixart-sigma mixed-precision inference; different models and defects." + }, + { + "left": "issue:5178", + "right": "issue:7569", + "accept": false, + "reason": "DPM-SDE resolution-change bug vs Mac test failure for FreeU; no shared underlying issue." + }, + { + "left": "issue:6368", + "right": "issue:6517", + "accept": false, + "reason": "Unsupported LoRA alpha checkpoint vs ControlNet img2img import failure; unrelated." + }, + { + "left": "issue:10638", + "right": "issue:6801", + "accept": false, + "reason": "Running a specific SDXL scheduler example and loading a scheduler in diffusers 0.26.0 are related only at a broad level, not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 301, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10035", + "issue:10963", + "issue:1099", + "issue:11047", + "issue:11885", + "issue:1255", + "issue:12606", + "issue:13162", + "issue:1519", + "issue:2097", + "issue:2674", + "issue:3901", + "issue:4206", + "issue:4266", + "issue:4578", + "issue:4631", + "issue:4701", + "issue:5485", + "issue:5553", + "issue:5598", + "issue:5605", + "issue:5743", + "issue:5917", + "issue:5919", + "issue:6093", + "issue:6162", + "issue:6399", + "issue:6529", + "issue:6574", + "issue:6949", + "issue:7061", + "issue:7221", + "issue:7239", + "issue:7418", + "issue:7575", + "issue:7695", + "issue:7735", + "issue:7950", + "issue:8451", + "issue:8502", + "issue:8551", + "issue:8613", + "issue:8850", + "issue:9336", + "issue:9477", + "issue:9568", + "issue:9889" + ], + "soft_pairs": [ + "issue:10963|issue:12606", + "issue:1099|issue:1255", + "issue:2674|issue:3901", + "issue:4578|issue:7221", + "issue:5919|issue:9477", + "issue:6093|issue:6399", + "issue:7061|issue:7418", + "issue:8451|issue:9336", + "issue:11885|issue:13162", + "issue:4631|issue:6949", + "issue:2097|issue:6162", + "issue:7735|issue:8613", + "issue:5553|issue:5917", + "issue:11047|issue:8502", + "issue:1519|issue:5485", + "issue:4701|issue:7575", + "issue:5598|issue:9477", + "issue:5605|issue:6529", + "issue:5743|issue:8551", + "issue:10035|issue:9568", + "issue:7950|issue:9889", + "issue:4266|issue:7239", + "issue:6574|issue:7695", + "issue:4206|issue:8850" + ], + "prepared_review_unit_hash": "bed2c4d2e7937859507771abd93d95e229cf8ddb939da8f81f0ca5b32d347c0c", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33294, + "estimated_input_tokens": 8324, + "estimated_eval_tokens": 16904 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a true duplicate cluster; it spans many unrelated bugs, docs issues, training problems, import errors, and model-specific regressions. All soft-edge pairs are only loosely similar by subsystem or model family, not the same underlying change or failure.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the items are heterogeneous and do not describe one shared bug.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to choose a representative issue, 11885 is the most detailed and diagnostic report, but it still does not represent the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10963", + "right": "issue:12606", + "accept": false, + "reason": "Both are import-related, but one is a missing exported class and the other is a wrong script import path; different fixes." + }, + { + "left": "issue:1099", + "right": "issue:1255", + "accept": false, + "reason": "Different missing symbols in different classes; same generic import-error pattern, not the same bug." + }, + { + "left": "issue:2674", + "right": "issue:3901", + "accept": false, + "reason": "One is a missing dependency for LoRA support; the other is a missing requirements file. Not the same issue." + }, + { + "left": "issue:4578", + "right": "issue:7221", + "accept": false, + "reason": "Documentation omission versus noisy image generation; unrelated problems." + }, + { + "left": "issue:5919", + "right": "issue:9477", + "accept": false, + "reason": "Different runtime failures in different code paths; no clear shared root cause." + }, + { + "left": "issue:6093", + "right": "issue:6399", + "accept": false, + "reason": "One is a push-to-hub repo-creation bug in a training script, the other is LoRA visibility in UIs." + }, + { + "left": "issue:7061", + "right": "issue:7418", + "accept": false, + "reason": "Docstring mismatch versus a code bug in a community pipeline; not the same defect." + }, + { + "left": "issue:8451", + "right": "issue:9336", + "accept": false, + "reason": "Both mention training internals, but one concerns frozen UNet params and the other requires_grad on IPAdapter layers." + }, + { + "left": "issue:11885", + "right": "issue:13162", + "accept": false, + "reason": "Same model family, but one reports a LoRA loading bug and the other requests LoRA support; different underlying change." + }, + { + "left": "issue:4631", + "right": "issue:6949", + "accept": false, + "reason": "Both involve the scheduler, but the symptoms and triggers differ enough that they are not the same bug." + }, + { + "left": "issue:2097", + "right": "issue:6162", + "accept": false, + "reason": "UNet1D usage problem versus SDXL IP-Adapter shape mismatch; unrelated code paths." + }, + { + "left": "issue:7735", + "right": "issue:8613", + "accept": false, + "reason": "Caption-column validation error versus OOM during caption-based training; different failure modes." + }, + { + "left": "issue:5553", + "right": "issue:5917", + "accept": false, + "reason": "Custom model loading failure versus a checkpoint conversion regression after upgrade; not the same issue." + }, + { + "left": "issue:11047", + "right": "issue:8502", + "accept": false, + "reason": "Different pipeline/model support requests; no shared concrete bug." + }, + { + "left": "issue:1519", + "right": "issue:5485", + "accept": false, + "reason": "Apple M2 noisy outputs versus slow ControlNet batch inference; same broad area only." + }, + { + "left": "issue:4701", + "right": "issue:7575", + "accept": false, + "reason": "Autoencoder decoder CUDA/dtype error versus Transformer2DModel shape error; distinct bugs." + }, + { + "left": "issue:5598", + "right": "issue:9477", + "accept": false, + "reason": "A text-encoder modification bug versus a callable error in GatheredParameters; no common code failure." + }, + { + "left": "issue:5605", + "right": "issue:6529", + "accept": false, + "reason": "Dreambooth per-image caption support request versus an SDXL inpaint topic; unrelated." + }, + { + "left": "issue:5743", + "right": "issue:8551", + "accept": false, + "reason": "Training stuck at 0% versus VAE latent device placement in inpaint; different root causes." + }, + { + "left": "issue:10035", + "right": "issue:9568", + "accept": false, + "reason": "Both concern CogVideoX VAE/autoencoder, but memory regression and reconstruction failure are different bugs." + }, + { + "left": "issue:7950", + "right": "issue:9889", + "accept": false, + "reason": "Torch/Diffusers incompatibility versus a segmentation fault on a specific torch build; not the same defect." + }, + { + "left": "issue:4266", + "right": "issue:7239", + "accept": false, + "reason": "Mac SDXL broadcast issue versus Dreambooth LoRA matmul shape mismatch; different models and failures." + }, + { + "left": "issue:6574", + "right": "issue:7695", + "accept": false, + "reason": "SVD pipeline warning versus IP-Adapter mask handling warning; same area of attention code but not one bug." + }, + { + "left": "issue:4206", + "right": "issue:8850", + "accept": false, + "reason": "ControlNet SDXL training breakage versus community pipeline mirror broken; unrelated problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 302, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10303", + "issue:10596", + "issue:11436", + "issue:11497", + "issue:11839", + "issue:12610", + "issue:1405", + "issue:1746", + "issue:1964", + "issue:2044", + "issue:2392", + "issue:2786", + "issue:2966", + "issue:3182", + "issue:3287", + "issue:3401", + "issue:3854", + "issue:3958", + "issue:3970", + "issue:3975", + "issue:4241", + "issue:4255", + "issue:4269", + "issue:4353", + "issue:4383", + "issue:4438", + "issue:4993", + "issue:5079", + "issue:5171", + "issue:5335", + "issue:5368", + "issue:5372", + "issue:5429", + "issue:5570", + "issue:579", + "issue:5980", + "issue:6161", + "issue:6486", + "issue:7914", + "issue:7968", + "issue:8393", + "issue:8482", + "issue:8507", + "issue:8543", + "issue:861", + "issue:8615", + "issue:9241", + "issue:9926" + ], + "soft_pairs": [ + "issue:10596|issue:11839", + "issue:1964|issue:5429", + "issue:2044|issue:2966", + "issue:2786|issue:861", + "issue:3287|issue:4241", + "issue:3287|issue:5079", + "issue:3970|issue:4353", + "issue:3975|issue:7914", + "issue:4241|issue:8615", + "issue:4269|issue:5171", + "issue:4383|issue:5980", + "issue:4438|issue:5372", + "issue:4993|issue:5570", + "issue:6161|issue:9241", + "issue:6486|issue:8543", + "issue:8482|issue:9926", + "issue:1746|issue:579", + "issue:3401|issue:5368", + "issue:3182|issue:3958", + "issue:11436|issue:12610", + "issue:2392|issue:5335", + "issue:4255|issue:8393", + "issue:10303|issue:7968", + "issue:11497|issue:8507", + "issue:1405|issue:3854" + ], + "prepared_review_unit_hash": "75f4b330573ec9a0ba7c71b4b54c9a769b4050a7739239596282e7403376c814", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34064, + "estimated_input_tokens": 8516, + "estimated_eval_tokens": 17288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the items span many unrelated Diffusers bugs, feature requests, and training/runtime errors. No soft-edge pair looks like the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10596", + "right": "issue:11839", + "accept": false, + "reason": "Both mention shape-related failures, but they affect different pipelines and different failure modes (FluxControlPipeline invalid shape vs FluxKontextPipeline gguf input-size error)." + }, + { + "left": "issue:1964", + "right": "issue:5429", + "accept": false, + "reason": "PyTorch 2.0 support planning is unrelated to adding support for models without a VAE in examples." + }, + { + "left": "issue:2044", + "right": "issue:2966", + "accept": false, + "reason": "A DDP dtype attribute error is a different bug from a multi-GPU training example problem." + }, + { + "left": "issue:2786", + "right": "issue:861", + "accept": false, + "reason": "One is a numpy/transformers compatibility issue in Depth2Img; the other is ckpt-to-diffusers conversion. Different code paths." + }, + { + "left": "issue:3287", + "right": "issue:4241", + "accept": false, + "reason": "General improved DDPM support and LoRA fine-tuning support are separate feature requests, not the same change." + }, + { + "left": "issue:3287", + "right": "issue:5079", + "accept": false, + "reason": "Improved DDPM support and loading LyCORIS weights are different model/adapter features." + }, + { + "left": "issue:3970", + "right": "issue:4353", + "accept": false, + "reason": "Prompt embeddings not working in SDXL is a concrete functional bug; poor generation quality is a broad, different complaint." + }, + { + "left": "issue:3975", + "right": "issue:7914", + "accept": false, + "reason": "A typo in an error message is unrelated to a device_map/balanced textual inversion runtime failure." + }, + { + "left": "issue:4241", + "right": "issue:8615", + "accept": false, + "reason": "Both concern LoRA, but one is about fine-tuning unidiffusers and the other about fuse_lora on SD3; not the same bug or patch." + }, + { + "left": "issue:4269", + "right": "issue:5171", + "accept": false, + "reason": "ControlNet input validation TypeError and SDXL safety_checker constructor mismatch are different pipeline API issues." + }, + { + "left": "issue:4383", + "right": "issue:5980", + "accept": false, + "reason": "ControlNet model deployment guidance is unrelated to whether generated models are .pth or .safetensors." + }, + { + "left": "issue:4438", + "right": "issue:5372", + "accept": false, + "reason": "A generic SDXL pipeline error is not the same as specifically using safety_checker in SDXL." + }, + { + "left": "issue:4993", + "right": "issue:5570", + "accept": false, + "reason": "Missing CLIPImageProjection import structure and missing compute_snr in training_utils are separate packaging/import problems." + }, + { + "left": "issue:6161", + "right": "issue:9241", + "accept": false, + "reason": "Scheduler sigma handling is unrelated to converting XLab LoRA formats via a script." + }, + { + "left": "issue:6486", + "right": "issue:8543", + "accept": false, + "reason": "Embedding retraction happening twice and SD3 dreambooth gradient checkpointing failure are different training bugs." + }, + { + "left": "issue:8482", + "right": "issue:9926", + "accept": false, + "reason": "Support for SD3-medium and gguf quantize/speed-up support are distinct feature requests." + }, + { + "left": "issue:1746", + "right": "issue:579", + "accept": false, + "reason": "A Flax Stable Diffusion error and a missing config.json in textual inversion are unrelated subsystems." + }, + { + "left": "issue:3401", + "right": "issue:5368", + "accept": false, + "reason": "Class labels required for num_class_embeds and mixed-precision Q/K/V dtype mismatch are different validation/runtime issues." + }, + { + "left": "issue:3182", + "right": "issue:3958", + "accept": false, + "reason": "Both involve offload, but one is lpw_stable_diffusion with model CPU offload and the other is LoRA with CPU offload; different concrete failure paths." + }, + { + "left": "issue:11436", + "right": "issue:12610", + "accept": false, + "reason": "Half-vs-bfloat16 matmul dtype mismatch in Hidream is not the same as weights-on-CPU / mat1-on-GPU device mismatch with Quanto plus group offload." + }, + { + "left": "issue:2392", + "right": "issue:5335", + "accept": false, + "reason": "Prompt_embeds NoneType validation error is unrelated to deployment behind a regional Hugging Face block." + }, + { + "left": "issue:4255", + "right": "issue:8393", + "accept": false, + "reason": "Image quality complaints and slow checkpoint shard loading are unrelated." + }, + { + "left": "issue:10303", + "right": "issue:7968", + "accept": false, + "reason": "A tensor permutation bug in Attention.head_to_batch_dim is different from general attention behavior in UNetMotionModel's motion module." + }, + { + "left": "issue:11497", + "right": "issue:8507", + "accept": false, + "reason": "Dataset preprocessing cache key behavior and SD3 train_text_encoder failure are separate training issues." + }, + { + "left": "issue:1405", + "right": "issue:3854", + "accept": false, + "reason": "Broken attention slicing and a locked from_ckpt load path are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 303, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:11329", + "issue:11437", + "issue:11874", + "issue:13221", + "issue:1486", + "issue:1990", + "issue:2331", + "issue:2332", + "issue:2437", + "issue:3233", + "issue:3643", + "issue:3699", + "issue:3808", + "issue:3975", + "issue:4116", + "issue:4117", + "issue:4325", + "issue:4414", + "issue:4846", + "issue:497", + "issue:5016", + "issue:5017", + "issue:5233", + "issue:5284", + "issue:5485", + "issue:5866", + "issue:5917", + "issue:6093", + "issue:6222", + "issue:6242", + "issue:6250", + "issue:6288", + "issue:6412", + "issue:6533", + "issue:6570", + "issue:6958", + "issue:7142", + "issue:7197", + "issue:7300", + "issue:7440", + "issue:7640", + "issue:9350", + "issue:9476", + "issue:9530", + "issue:970", + "issue:9704", + "issue:9889", + "issue:9901" + ], + "soft_pairs": [ + "issue:1486|issue:4414", + "issue:1990|issue:2437", + "issue:4116|issue:6958", + "issue:5016|issue:6288", + "issue:5017|issue:6412", + "issue:6242|issue:7440", + "issue:9704|issue:9901", + "issue:11437|issue:9476", + "issue:6570|issue:9350", + "issue:11329|issue:9530", + "issue:3643|issue:7640", + "issue:2331|issue:6533", + "issue:4325|issue:5233", + "issue:7142|issue:9889", + "issue:5917|issue:7300", + "issue:3699|issue:970", + "issue:11874|issue:13221", + "issue:2332|issue:4846", + "issue:3233|issue:6093", + "issue:3808|issue:4117", + "issue:5284|issue:5866", + "issue:3975|issue:497", + "issue:5485|issue:6222", + "issue:6250|issue:7197" + ], + "prepared_review_unit_hash": "f2c03fab49bee0624b13f554a55e5f915b3be8d48d0562469efd6b274ed30821", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33711, + "estimated_input_tokens": 8428, + "estimated_eval_tokens": 17112 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issues that only weakly overlap by shared keywords like Dreambooth, ControlNet, LoRA, or generic error terms. I found no true duplicate pairs among the soft edges, so there is no meaningful canonical issue/PR here.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1486", + "right": "issue:4414", + "accept": false, + "reason": "Different problems: DDIMScheduler prediction behavior vs a consistency model sampling proposal." + }, + { + "left": "issue:1990", + "right": "issue:2437", + "accept": false, + "reason": "Separate feature requests for different pipelines (Depth2ImgVariation vs T2I-Adapter/ControlNet)." + }, + { + "left": "issue:4116", + "right": "issue:6958", + "accept": false, + "reason": "Different code paths and symptoms: SDXL img2img embeddings vs unet_motion_model projection settings." + }, + { + "left": "issue:5016", + "right": "issue:6288", + "accept": false, + "reason": "One is a text-encoder training failure; the other is a learning-rate tuning complaint." + }, + { + "left": "issue:5017", + "right": "issue:6412", + "accept": false, + "reason": "Different ControlNet requests: control mode vs annotators exported to ONNX." + }, + { + "left": "issue:6242", + "right": "issue:7440", + "accept": false, + "reason": "Unrelated dataset/logging discussion; no shared bug or code path." + }, + { + "left": "issue:9704", + "right": "issue:9901", + "accept": false, + "reason": "Distinct runtime errors in different attention/backend paths; not the same bug." + }, + { + "left": "issue:11437", + "right": "issue:9476", + "accept": false, + "reason": "Different training failures: missing outputs/validation images vs BF16 input/bias mismatch." + }, + { + "left": "issue:6570", + "right": "issue:9350", + "accept": false, + "reason": "Different SDXL issues: tensor shape mismatch vs txt_ids deprecation warning." + }, + { + "left": "issue:11329", + "right": "issue:9530", + "accept": false, + "reason": "Both mention memory, but one is a bitsandbytes leak and the other is torch.compile/UNet GPU memory freeing." + }, + { + "left": "issue:3643", + "right": "issue:7640", + "accept": false, + "reason": "Different failures: latent upsample INT_MAX limit vs from_single_file dimension/runtime error." + }, + { + "left": "issue:2331", + "right": "issue:6533", + "accept": false, + "reason": "Separate feature requests for ControlNet and Marigold pipelines." + }, + { + "left": "issue:4325", + "right": "issue:5233", + "accept": false, + "reason": "Black-image/NaN rendering issue vs wrong callback step parameter." + }, + { + "left": "issue:7142", + "right": "issue:9889", + "accept": false, + "reason": "Both are inference problems, but one is output mismatch and the other is a segmentation fault." + }, + { + "left": "issue:5917", + "right": "issue:7300", + "accept": false, + "reason": "Unrelated UNet conversion regression vs GPU memory usage after changing attention processor." + }, + { + "left": "issue:3699", + "right": "issue:970", + "accept": false, + "reason": "Mac/CUDA availability error is unrelated to generic integration test failures." + }, + { + "left": "issue:11874", + "right": "issue:13221", + "accept": false, + "reason": "Both involve LoRA, but one is exclude_modules behavior and the other is Zimage support." + }, + { + "left": "issue:2332", + "right": "issue:4846", + "accept": false, + "reason": "Different Dreambooth reports: inference-after-training error vs strange training result." + }, + { + "left": "issue:3233", + "right": "issue:6093", + "accept": false, + "reason": "Unrelated LoRA export request vs push_to_hub repo-creation behavior." + }, + { + "left": "issue:3808", + "right": "issue:4117", + "accept": false, + "reason": "Different Dreambooth/model-specific failures: DeepFloyd IF stage 2 vs SDXL Dreambooth." + }, + { + "left": "issue:5284", + "right": "issue:5866", + "accept": false, + "reason": "ControlNet-LLLite support request is unrelated to AnimateDiff + ControlNet." + }, + { + "left": "issue:3975", + "right": "issue:497", + "accept": false, + "reason": "Both are typos, but in different error messages and code locations." + }, + { + "left": "issue:5485", + "right": "issue:6222", + "accept": false, + "reason": "Different problems: ControlNet batch inference performance vs DDPM batch-size dependency." + }, + { + "left": "issue:6250", + "right": "issue:7197", + "accept": false, + "reason": "Both mention KeyError, but the failing contexts are unrelated (SDXL VAE load vs text-image resume)." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 304, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10227", + "issue:12009", + "issue:1537", + "issue:1672", + "issue:1708", + "issue:2185", + "issue:2659", + "issue:3112", + "issue:3355", + "issue:338", + "issue:3380", + "issue:339", + "issue:3683", + "issue:3730", + "issue:3937", + "issue:3948", + "issue:3975", + "issue:4279", + "issue:4321", + "issue:4403", + "issue:4416", + "issue:4554", + "issue:457", + "issue:5108", + "issue:5135", + "issue:5153", + "issue:5256", + "issue:5284", + "issue:5575", + "issue:5578", + "issue:5607", + "issue:5925", + "issue:5977", + "issue:6252", + "issue:6363", + "issue:6399", + "issue:6454", + "issue:6731", + "issue:6901", + "issue:7333", + "issue:7450", + "issue:8264", + "issue:9032", + "issue:9278", + "issue:9320", + "issue:9370", + "issue:9471" + ], + "soft_pairs": [ + "issue:3683|issue:7450", + "issue:10227|issue:12009", + "issue:3112|issue:5284", + "issue:338|issue:4416", + "issue:3380|issue:3730", + "issue:339|issue:4416", + "issue:3937|issue:4321", + "issue:4279|issue:5108", + "issue:4403|issue:5578", + "issue:4554|issue:9032", + "issue:5135|issue:5575", + "issue:5153|issue:7333", + "issue:5256|issue:5925", + "issue:5977|issue:6399", + "issue:6454|issue:6731", + "issue:6901|issue:9370", + "issue:8264|issue:9278", + "issue:6363|issue:9471", + "issue:1537|issue:457", + "issue:1708|issue:2185", + "issue:6252|issue:9320", + "issue:3355|issue:3975", + "issue:1672|issue:3948", + "issue:2659|issue:5607" + ], + "prepared_review_unit_hash": "505ea36e93a34aabb0b0c3209a3761c36ec4694d21e831764492a31a0819a59d", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33038, + "estimated_input_tokens": 8260, + "estimated_eval_tokens": 16776 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of soft-similarity false positives: the issues span many unrelated topics (LoRA loading/training, schedulers, MPS/ONNX, config files, image-size bugs, etc.), so none of the proposed pairs look like the same underlying bug.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a safe canonical representative; the items are thematically scattered and the soft links do not indicate true duplication.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:3683", + "right": "issue:7450", + "accept": false, + "reason": "Different problems: saving Multi-ControlNet vs AutoencoderKL multithreading issues." + }, + { + "left": "issue:10227", + "right": "issue:12009", + "accept": false, + "reason": "Unrelated loading failures: LoRA feature-size limitation vs Wan2.2 GGUF meta-tensor copy error." + }, + { + "left": "issue:3112", + "right": "issue:5284", + "accept": false, + "reason": "Different features: multi-ControlNet inpainting vs ControlNet-LLLite support." + }, + { + "left": "issue:338", + "right": "issue:4416", + "accept": false, + "reason": "One is LMS scheduler test coverage; the other is T2I Adapter tests, not the same bug/change." + }, + { + "left": "issue:3380", + "right": "issue:3730", + "accept": false, + "reason": "Embedding-size/config mismatch is not the same as incorrect inpainting timestep blending." + }, + { + "left": "issue:339", + "right": "issue:4416", + "accept": false, + "reason": "Different test targets: Karras VE tests vs T2I Adapter tests." + }, + { + "left": "issue:3937", + "right": "issue:4321", + "accept": false, + "reason": "Different runtime failures: ZeroscopeXL model loading vs ONNX DirectML black images on FP16." + }, + { + "left": "issue:4279", + "right": "issue:5108", + "accept": false, + "reason": "Both involve adapters/LoRAs, but the concrete issues differ: SDXL LoRA loading vs T2I Multiadapter exceptions." + }, + { + "left": "issue:4403", + "right": "issue:5578", + "accept": false, + "reason": "Different error classes and code paths: PyTorch Half LayerNorm support vs missing model_index.json." + }, + { + "left": "issue:4554", + "right": "issue:9032", + "accept": false, + "reason": "Kandinsky example OOM is unrelated to a TPU minimum working example request." + }, + { + "left": "issue:5135", + "right": "issue:5575", + "accept": false, + "reason": "LoRA quality/xformers discussion is unrelated to setting transformer_in hidden size during LoRA training." + }, + { + "left": "issue:5153", + "right": "issue:7333", + "accept": false, + "reason": "FreeU feature request is unrelated to image-to-video noise rectification." + }, + { + "left": "issue:5256", + "right": "issue:5925", + "accept": false, + "reason": "Different changes: Insta-Flow training support vs adding ZipLoRA for multi-LoRA inference." + }, + { + "left": "issue:5977", + "right": "issue:6399", + "accept": false, + "reason": "Different save/load problems: training-time key naming vs LoRA visibility in external UIs." + }, + { + "left": "issue:6454", + "right": "issue:6731", + "accept": false, + "reason": "Both are ValueErrors, but they stem from different bugs: FP16 gradient scaling vs unhandled pipeline class." + }, + { + "left": "issue:6901", + "right": "issue:9370", + "accept": false, + "reason": "Missing clip_sample in FlaxDDIMScheduler is unrelated to a missing pooled_projection argument." + }, + { + "left": "issue:8264", + "right": "issue:9278", + "accept": false, + "reason": "Train stopped at 0% is not the same as FLUX multigpu Dreambooth training." + }, + { + "left": "issue:6363", + "right": "issue:9471", + "accept": false, + "reason": "Different failure modes: FP16 gradient unscale during LoRA training vs CoreML resource-type inference error." + }, + { + "left": "issue:1537", + "right": "issue:457", + "accept": false, + "reason": "Different MPS issues: scheduler-specific behavior vs blue artifacts on MPS." + }, + { + "left": "issue:1708", + "right": "issue:2185", + "accept": false, + "reason": "One asks how to pass a YAML config for inference; the other reports missing training config files." + }, + { + "left": "issue:6252", + "right": "issue:9320", + "accept": false, + "reason": "Both mention finetuned weights, but the concrete problems differ: checkpoint LoRA loading vs saving/loading custom diffusion finetunes." + }, + { + "left": "issue:3355", + "right": "issue:3975", + "accept": false, + "reason": "Safetensors loading inconsistency is unrelated to a typo in an error message." + }, + { + "left": "issue:1672", + "right": "issue:3948", + "accept": false, + "reason": "Wrong output size after ckpt-to-diffusers conversion is unrelated to pale generated images." + }, + { + "left": "issue:2659", + "right": "issue:5607", + "accept": false, + "reason": "Batch-size-dependent image variation is a different bug than tensor-size mismatch during concatenation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 305, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10239", + "issue:10653", + "issue:10865", + "issue:10954", + "issue:11343", + "issue:12147", + "issue:13261", + "issue:1363", + "issue:1633", + "issue:1730", + "issue:2599", + "issue:2988", + "issue:3008", + "issue:3280", + "issue:3303", + "issue:3441", + "issue:3880", + "issue:4111", + "issue:4720", + "issue:5079", + "issue:514", + "issue:5429", + "issue:5607", + "issue:5678", + "issue:5685", + "issue:5989", + "issue:6222", + "issue:6385", + "issue:6431", + "issue:6506", + "issue:6513", + "issue:6572", + "issue:6639", + "issue:6956", + "issue:7142", + "issue:7183", + "issue:7185", + "issue:7214", + "issue:7217", + "issue:7355", + "issue:7549", + "issue:8970", + "issue:9167", + "issue:9361", + "issue:9387", + "issue:9476", + "issue:9488" + ], + "soft_pairs": [ + "issue:3280|issue:7214", + "issue:10239|issue:10653", + "issue:2988|issue:5685", + "issue:7183|issue:7217", + "issue:3880|issue:4720", + "issue:10865|issue:7185", + "issue:10954|issue:9361", + "issue:12147|issue:13261", + "issue:1633|issue:5079", + "issue:3303|issue:514", + "issue:5429|issue:6513", + "issue:6572|issue:9387", + "issue:6639|issue:7142", + "issue:6506|issue:6956", + "issue:1730|issue:2599", + "issue:3441|issue:5678", + "issue:1363|issue:3008", + "issue:6385|issue:6956", + "issue:7355|issue:9476", + "issue:5607|issue:6222", + "issue:11343|issue:9167", + "issue:4111|issue:6431", + "issue:5989|issue:7549", + "issue:8970|issue:9488" + ], + "prepared_review_unit_hash": "f107cbdf30a90a935eef0105bde75e8e735200f2fb26abee5ca3f3c8f185052b", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33337, + "estimated_input_tokens": 8335, + "estimated_eval_tokens": 16926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not look like one duplicate set. The only strong duplicate-like pair is the StableVideoDiffusionPipeline memory/regression reports; the rest are distinct issues across different models, schedulers, and pipelines.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 6385 is the best representative of the only clear duplicate-like theme here: a broad StableVideoDiffusionPipeline VRAM regression, with 6956 reading like an environment-specific OOM manifestation of the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 6385 is the strongest global representative because it is the broadest, clearest statement of the shared failure mode in this group and can serve as the umbrella for the matching memory/OOM report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3280", + "right": "issue:7214", + "accept": false, + "reason": "Both mention schedulers, but one is a DeepFloyd IF non-default-scheduler problem and the other is a DPMSolverMultistepScheduler karras_sigmas regression; different bugs." + }, + { + "left": "issue:10239", + "right": "issue:10653", + "accept": false, + "reason": "Both are about HunyuanVideo offload/move-to-CPU behavior, but the concrete failures differ: unsupported sequential CPU offload vs bitsandbytes 8-bit `.to()` behavior." + }, + { + "left": "issue:2988", + "right": "issue:5685", + "accept": false, + "reason": "Both are scheduler-related, but one is a hard crash at equal train/inference steps and the other is a vague scheduler-issues report with no clear same code path." + }, + { + "left": "issue:7183", + "right": "issue:7217", + "accept": false, + "reason": "One is a scheduler config display bug; the other is DDIM config incompatibility. Not the same underlying defect." + }, + { + "left": "issue:3880", + "right": "issue:4720", + "accept": false, + "reason": "Both involve inpainting, but one is degraded unmasked regions and the other is AutoencoderTiny incompatibility with img2img/inpainting pipelines." + }, + { + "left": "issue:10865", + "right": "issue:7185", + "accept": false, + "reason": "SDXL model choice for inpainting is unrelated to pytorch-version support." + }, + { + "left": "issue:10954", + "right": "issue:9361", + "accept": false, + "reason": "Both involve FLUX LoRA loading, but the reports point to different symptoms and contexts; not enough to treat as the same concrete bug." + }, + { + "left": "issue:12147", + "right": "issue:13261", + "accept": false, + "reason": "Different models and different LoRA-loading failures; only the broad LoRA theme matches." + }, + { + "left": "issue:1633", + "right": "issue:5079", + "accept": false, + "reason": "karras sigmas support in a wrapper pipeline is unrelated to Lyrocis LoRA loading support." + }, + { + "left": "issue:3303", + "right": "issue:514", + "accept": false, + "reason": "Missing triton in Modelscope and attention slicing errors are unrelated." + }, + { + "left": "issue:5429", + "right": "issue:6513", + "accept": false, + "reason": "One is about models without a VAE in examples; the other is T2IAdapter support for a specific model. Different feature requests." + }, + { + "left": "issue:6572", + "right": "issue:9387", + "accept": false, + "reason": "Different pipelines entirely: ControlNetXS-SDXL-Inpaint vs MimicMotion." + }, + { + "left": "issue:6639", + "right": "issue:7142", + "accept": false, + "reason": "Both are SDXL output mismatch reports, but one is about load_lora_weights behavior and the other compares lightning inference against webui; not the same bug." + }, + { + "left": "issue:6506", + "right": "issue:6956", + "accept": false, + "reason": "One is an output-type API bug and the other is a CUDA OOM/memory issue; unrelated." + }, + { + "left": "issue:1730", + "right": "issue:2599", + "accept": false, + "reason": "Dreambooth-to-CKPT conversion and multi-subject training quality are different problems." + }, + { + "left": "issue:3441", + "right": "issue:5678", + "accept": false, + "reason": "Higher VRAM usage in PyTorch 2 and higher-order-derivative attention errors are unrelated." + }, + { + "left": "issue:1363", + "right": "issue:3008", + "accept": false, + "reason": "ONNX prompt-weight scheduler error and invalid torch.randn arguments in lpw_stable_diffusion are not the same bug." + }, + { + "left": "issue:6385", + "right": "issue:6956", + "accept": true, + "reason": "Both describe the same StableVideoDiffusionPipeline memory regression: unusually high VRAM use / CUDA OOM on the same pipeline." + }, + { + "left": "issue:7355", + "right": "issue:9476", + "accept": false, + "reason": "Stable Cascade bfloat16/resolution failure and Flux LoRA validation dtype mismatch are different code paths and symptoms." + }, + { + "left": "issue:5607", + "right": "issue:6222", + "accept": false, + "reason": "Tensor size mismatch in a model path is not the same as DDPM scheduler batch-size dependence." + }, + { + "left": "issue:11343", + "right": "issue:9167", + "accept": false, + "reason": "Import breakage after a transformers update is unrelated to a missing StableDiffusion3Pipeline import name." + }, + { + "left": "issue:4111", + "right": "issue:6431", + "accept": false, + "reason": "One is an SDXL Img2Img VRAM issue; the other is a broad pipeline-loading regression." + }, + { + "left": "issue:5989", + "right": "issue:7549", + "accept": false, + "reason": "A safetensors bug and a UNet EMA bug in training are unrelated." + }, + { + "left": "issue:8970", + "right": "issue:9488", + "accept": false, + "reason": "Different pipelines and different failure modes: Kolors MPS black output vs Lumina producing no image." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary correctly treats the cluster as mostly heterogeneous and only elevates the StableVideoDiffusionPipeline memory/OOM pair as a plausible duplicate-like match. The soft-edge verdicts are cautious and the rationales do not overclaim identity where only broad thematic overlap exists." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 306, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10039", + "issue:10227", + "issue:11569", + "issue:11687", + "issue:13067", + "issue:1335", + "issue:1405", + "issue:1445", + "issue:1572", + "issue:1831", + "issue:2089", + "issue:228", + "issue:2324", + "issue:2961", + "issue:3010", + "issue:3301", + "issue:3452", + "issue:3597", + "issue:3631", + "issue:409", + "issue:4269", + "issue:444", + "issue:4446", + "issue:4456", + "issue:4557", + "issue:4677", + "issue:4702", + "issue:4720", + "issue:5022", + "issue:5138", + "issue:5931", + "issue:6234", + "issue:6335", + "issue:6552", + "issue:6584", + "issue:6891", + "issue:6934", + "issue:7438", + "issue:7441", + "issue:7456", + "issue:7556", + "issue:8317", + "issue:8435", + "issue:8809", + "issue:8887", + "issue:9034", + "issue:9106", + "issue:9371" + ], + "soft_pairs": [ + "issue:1405|issue:409", + "issue:4446|issue:8435", + "issue:3597|issue:6335", + "issue:5931|issue:7438", + "issue:1572|issue:4677", + "issue:3631|issue:4720", + "issue:5022|issue:9034", + "issue:6584|issue:6934", + "issue:1831|issue:2089", + "issue:1445|issue:444", + "issue:10227|issue:8809", + "issue:10039|issue:6234", + "issue:11569|issue:9371", + "issue:11687|issue:13067", + "issue:1335|issue:4269", + "issue:228|issue:3452", + "issue:2324|issue:3301", + "issue:2961|issue:4702", + "issue:3010|issue:7556", + "issue:4456|issue:4557", + "issue:5138|issue:8887", + "issue:6552|issue:6891", + "issue:7441|issue:9106", + "issue:7456|issue:8317" + ], + "prepared_review_unit_hash": "90b466088543c365593a7b45a9bd99e09f2d3add44045fd6a370d928625b1764", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33880, + "estimated_input_tokens": 8470, + "estimated_eval_tokens": 17196 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster emerges here: the soft pairs are mostly broad topical similarities, but they describe different bugs, features, or docs changes. All soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not converge on one underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative; the set is too diverse and there is no true duplicate center.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1405", + "right": "issue:409", + "accept": false, + "reason": "Both mention attention slicing, but one is a missing/absent API symptom and the other is a broken call on main; not the same concrete bug." + }, + { + "left": "issue:4446", + "right": "issue:8435", + "accept": false, + "reason": "Both involve from_single_file runtime problems, but they report different failure modes and likely different code paths." + }, + { + "left": "issue:3597", + "right": "issue:6335", + "accept": false, + "reason": "One is an ONNX pipeline not working, the other is output-size control in img2img; too different to be duplicates." + }, + { + "left": "issue:5931", + "right": "issue:7438", + "accept": false, + "reason": "Determinism vs XPU loading/generation stalling are unrelated issues." + }, + { + "left": "issue:1572", + "right": "issue:4677", + "accept": false, + "reason": "Both touch inpainting/docs, but one is a mega pipeline functionality bug and the other is a doc script error." + }, + { + "left": "issue:3631", + "right": "issue:4720", + "accept": false, + "reason": "Both are inpainting-related, but one is latent handling and the other is AutoencoderTiny compatibility; different bugs." + }, + { + "left": "issue:5022", + "right": "issue:9034", + "accept": false, + "reason": "Import error for UNet2DModel and an optional dependency requirement problem are different issues." + }, + { + "left": "issue:6584", + "right": "issue:6934", + "accept": false, + "reason": "Both are conversion-related, but they target different model formats and directions." + }, + { + "left": "issue:1831", + "right": "issue:2089", + "accept": false, + "reason": "DreamBooth precision mismatch for class images and AltDiffusion OOM are unrelated." + }, + { + "left": "issue:1445", + "right": "issue:444", + "accept": false, + "reason": "Legacy ONNX inpaint attribute error and a num_inference_steps index error are different failures." + }, + { + "left": "issue:10227", + "right": "issue:8809", + "accept": false, + "reason": "LoRA feature-size support and feedforward output inconsistency are unrelated code-path problems." + }, + { + "left": "issue:10039", + "right": "issue:6234", + "accept": false, + "reason": "A missing output sample size argument in UNet blocks is unrelated to an example script issue." + }, + { + "left": "issue:11569", + "right": "issue:9371", + "accept": false, + "reason": "A feature request for a model repo and a Flax pipeline API refactor are not duplicates." + }, + { + "left": "issue:11687", + "right": "issue:13067", + "accept": false, + "reason": "Docs request for pruna and feature support for Anima are separate requests." + }, + { + "left": "issue:1335", + "right": "issue:4269", + "accept": false, + "reason": "Both are TypeErrors, but they affect different pipelines and different parameters." + }, + { + "left": "issue:228", + "right": "issue:3452", + "accept": false, + "reason": "Broken release link and DreamBooth low-VRAM training are unrelated." + }, + { + "left": "issue:2324", + "right": "issue:3301", + "accept": false, + "reason": "Both are DreamBooth training complaints, but the reported failure modes are different and not clearly the same bug." + }, + { + "left": "issue:2961", + "right": "issue:4702", + "accept": false, + "reason": "StableUnCLIP training example and VQ-VAE training example are different feature requests." + }, + { + "left": "issue:3010", + "right": "issue:7556", + "accept": false, + "reason": "Both are docs issues, but they concern different topics and changes." + }, + { + "left": "issue:4456", + "right": "issue:4557", + "accept": false, + "reason": "Different AttributeError symptoms in different loader/model code paths; not the same fix." + }, + { + "left": "issue:5138", + "right": "issue:8887", + "accept": false, + "reason": "Training utility refactor and wrong VAE encode in training script are unrelated." + }, + { + "left": "issue:6552", + "right": "issue:6891", + "accept": false, + "reason": "A training-resume FP16 tracker and a model-card utility tracker are distinct tasks." + }, + { + "left": "issue:7441", + "right": "issue:9106", + "accept": false, + "reason": "pytest on Python 3.12 and a PixArt-alpha time_step attribute error are unrelated." + }, + { + "left": "issue:7456", + "right": "issue:8317", + "accept": false, + "reason": "A missing raise statement and a missing generator argument in AsymmetricAutoencoderKL are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 307, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10591", + "issue:10659", + "issue:10866", + "issue:10967", + "issue:11050", + "issue:12606", + "issue:13104", + "issue:1478", + "issue:1785", + "issue:1895", + "issue:222", + "issue:2359", + "issue:2375", + "issue:3366", + "issue:3540", + "issue:3748", + "issue:3750", + "issue:3933", + "issue:4213", + "issue:4304", + "issue:4400", + "issue:4419", + "issue:4450", + "issue:4605", + "issue:5254", + "issue:5314", + "issue:5433", + "issue:5594", + "issue:6068", + "issue:6087", + "issue:6094", + "issue:6157", + "issue:6549", + "issue:6686", + "issue:7061", + "issue:7228", + "issue:7420", + "issue:8410", + "issue:8493", + "issue:892", + "issue:8935", + "issue:9051", + "issue:9387", + "issue:9530", + "issue:9793", + "issue:984", + "issue:9944" + ], + "soft_pairs": [ + "issue:1478|issue:1785", + "issue:5433|issue:6068", + "issue:892|issue:984", + "issue:3366|issue:4450", + "issue:3750|issue:6549", + "issue:10659|issue:10866", + "issue:6157|issue:9793", + "issue:4605|issue:5254", + "issue:6087|issue:6686", + "issue:8493|issue:9944", + "issue:8935|issue:9051", + "issue:10591|issue:12606", + "issue:10967|issue:8410", + "issue:6686|issue:9530", + "issue:3540|issue:6094", + "issue:3933|issue:7420", + "issue:11050|issue:13104", + "issue:1895|issue:222", + "issue:2359|issue:5594", + "issue:2375|issue:4213", + "issue:3748|issue:7228", + "issue:4304|issue:4400", + "issue:4419|issue:7061", + "issue:5314|issue:9387" + ], + "prepared_review_unit_hash": "943175f7544cdf23ca323c1a9fd0bcb3d59a5292f7727346505fbd6d6f3b27c3", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33134, + "estimated_input_tokens": 8284, + "estimated_eval_tokens": 16824 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated pipelines, training scripts, import/logging problems, and feature requests. The soft edges are only title-level similarity, not the same underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 11050 is the most concrete and actionable report in the set (specific file, exact dtype-cast bug, clear reproduction context), but it still does not represent the rest of the cluster because the items are about different subsystems and symptoms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1478", + "right": "issue:1785", + "accept": false, + "reason": "Both are multi-image/output-count complaints, but they target different pipelines and failure modes: StableDiffusionUpscalePipeline output handling vs UnCLIP num_images_per_prompt behavior." + }, + { + "left": "issue:5433", + "right": "issue:6068", + "accept": false, + "reason": "SDXL scheduler artifacts are a sampling-quality issue; DDIM incorrect samples is a different algorithmic bug in a separate code path." + }, + { + "left": "issue:892", + "right": "issue:984", + "accept": false, + "reason": "These are unrelated runtime regressions: Docker/container compatibility vs F.interpolate breaking for large batch sizes." + }, + { + "left": "issue:3366", + "right": "issue:4450", + "accept": false, + "reason": "Autocast being blocked by LoRALinearLayer is a precision/context-manager bug, while multi-text inversion not working is a different training feature issue." + }, + { + "left": "issue:3750", + "right": "issue:6549", + "accept": false, + "reason": "One is lack of LoRA loading support in a pipeline; the other is a warning/logging mismatch when combining IP-Adapter and LoRA weights." + }, + { + "left": "issue:10659", + "right": "issue:10866", + "accept": false, + "reason": "Both mention poor LoRA results, but one is about ConsisID generation quality and the other about a Lumina Image 2.0 LoRA compatibility/loading problem." + }, + { + "left": "issue:6157", + "right": "issue:9793", + "accept": false, + "reason": "IP-Adapter not working in a specific pipeline is unrelated to a progress bar update bug." + }, + { + "left": "issue:4605", + "right": "issue:5254", + "accept": false, + "reason": "Long-prompt inpaint model errors and multi-ControlNet support in controlnet inpaint are distinct pipeline capabilities, not the same bug." + }, + { + "left": "issue:6087", + "right": "issue:6686", + "accept": false, + "reason": "Saving/loading LoraConfig metadata is a LoRA serialization bug; Dynamo save/load performance loss affects compiled SDXL pipelines and is a different issue." + }, + { + "left": "issue:8493", + "right": "issue:9944", + "accept": false, + "reason": "Both concern SD3 model loading, but one is a state_dict load error in the transformer and the other is SD3.5 Medium size-mismatch loading; different model versions and failure causes." + }, + { + "left": "issue:8935", + "right": "issue:9051", + "accept": false, + "reason": "These are separate batching/device issues in different pipelines: AuraFlow long-prompt tensor placement vs Flux batch inference support." + }, + { + "left": "issue:10591", + "right": "issue:12606", + "accept": false, + "reason": "SD3 LoRA training-script concerns are unrelated to a wrong import in a conversion script." + }, + { + "left": "issue:10967", + "right": "issue:8410", + "accept": false, + "reason": "A request to integrate LaVie/Cinemo into diffusers is a feature proposal, while TextDiffuser native support is a separate pipeline integration request." + }, + { + "left": "issue:6686", + "right": "issue:9530", + "accept": false, + "reason": "SDXL compile save/load performance regression is different from freeing GPU memory after torch.compile on the UNet." + }, + { + "left": "issue:3540", + "right": "issue:6094", + "accept": false, + "reason": "Prompt embeds not working in TextToVideoZeroPipeline is an input-handling bug, whereas the 0.24 update issue is a broader pipeline breakage after a version change." + }, + { + "left": "issue:3933", + "right": "issue:7420", + "accept": false, + "reason": "Graph compile breaking on logging.info is a specific logging/compile interaction; unable to use torch.compile is a broader, unspecific compile problem." + }, + { + "left": "issue:11050", + "right": "issue:13104", + "accept": false, + "reason": "The first is a bf16/fp16 dtype casting bug in a training example; the second is a missing logger definition error in a different code path." + }, + { + "left": "issue:1895", + "right": "issue:222", + "accept": false, + "reason": "EMA not updating in multi-GPU training and a generic training RuntimeError are different bugs with no shared code-path evidence." + }, + { + "left": "issue:2359", + "right": "issue:5594", + "accept": false, + "reason": "Latent output_type support in img2img is a pipeline behavior request; SDXL LoRA memory-saving is a training optimization topic." + }, + { + "left": "issue:2375", + "right": "issue:4213", + "accept": false, + "reason": "safe_open NameError and from_single_file() requiring accelerate are unrelated loading/environment issues." + }, + { + "left": "issue:3748", + "right": "issue:7228", + "accept": false, + "reason": "LoRA safetensor float16/float32 mismatch is a LoRA load issue; missing dtype on traced StableDiffusionPipeline is a different traced-model attribute bug." + }, + { + "left": "issue:4304", + "right": "issue:4400", + "accept": false, + "reason": "SDXL text-to-image LoRA support request and text_encoder support for inpaint LoRA are different feature scopes." + }, + { + "left": "issue:4419", + "right": "issue:7061", + "accept": false, + "reason": "Offset noise being omitted in inference is a model-usage bug; incorrect docstring text for a community pipeline is documentation-only." + }, + { + "left": "issue:5314", + "right": "issue:9387", + "accept": false, + "reason": "ControlNet reference inpainting and MimicMotion are unrelated pipeline feature requests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 308, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10659", + "issue:1072", + "issue:10797", + "issue:1082", + "issue:11005", + "issue:11133", + "issue:11229", + "issue:11410", + "issue:11486", + "issue:1158", + "issue:11827", + "issue:12329", + "issue:12653", + "issue:13043", + "issue:13073", + "issue:13386", + "issue:1500", + "issue:1574", + "issue:1734", + "issue:1961", + "issue:1990", + "issue:2444", + "issue:2578", + "issue:281", + "issue:2883", + "issue:3774", + "issue:4210", + "issue:4250", + "issue:4353", + "issue:4354", + "issue:4630", + "issue:4708", + "issue:4907", + "issue:5110", + "issue:5604", + "issue:5835", + "issue:6354", + "issue:6598", + "issue:6958", + "issue:7418", + "issue:7762", + "issue:7784", + "issue:7889", + "issue:9106", + "issue:9186", + "issue:9471", + "issue:9756", + "issue:9856" + ], + "soft_pairs": [ + "issue:6958|issue:9756", + "issue:11133|issue:11827", + "issue:11410|issue:9471", + "issue:6598|issue:7762", + "issue:1072|issue:4250", + "issue:281|issue:4630", + "issue:6354|issue:9186", + "issue:2578|issue:5604", + "issue:12329|issue:13073", + "issue:11229|issue:12653", + "issue:11005|issue:7418", + "issue:1158|issue:1500", + "issue:1574|issue:3774", + "issue:1990|issue:2883", + "issue:4354|issue:5835", + "issue:4708|issue:5110", + "issue:13043|issue:13386", + "issue:1082|issue:1961", + "issue:10659|issue:10797", + "issue:4210|issue:7889", + "issue:4353|issue:4907", + "issue:11486|issue:9856", + "issue:1734|issue:2444", + "issue:7784|issue:9106" + ], + "prepared_review_unit_hash": "9dce3c08e67957a8604acbfeb2bce208757cd10687d0f73ca16508fc8624e379", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34401, + "estimated_input_tokens": 8601, + "estimated_eval_tokens": 17458 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose, heterogeneous set of issues spanning unrelated bugs, feature requests, and docs/test complaints. There is no strong duplicate cluster here; issue:281 is only a weak canonical because it is the broadest and highest-signal item.", + "confidence": 0.22, + "canonical_issue_reason": "issue:281 is the most central/high-signal issue in the set: broad model-loading optimization request, highest discussion/inbound refs, and widest potential relevance. It is still only a weak fit because the cluster is not truly cohesive.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:281 is the best representative in this mixed set for the same reasons: broad scope, strong engagement, and cross-cutting model-loading context. It is the least narrow among the issues, though not a true duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:6958", + "right": "issue:9756", + "accept": false, + "reason": "Different subjects: an unet_motion_model config bug vs a missing notebook/file-path issue." + }, + { + "left": "issue:11133", + "right": "issue:11827", + "accept": false, + "reason": "Different pipelines and failure modes: CogVideoX image-to-video bug vs safetensors header corruption." + }, + { + "left": "issue:11410", + "right": "issue:9471", + "accept": false, + "reason": "Attention processor unpacking error and multiple-extension resource detection are unrelated code paths." + }, + { + "left": "issue:6598", + "right": "issue:7762", + "accept": false, + "reason": "Both mention poor image results, but one is parity with A1111 while the other is a general quality complaint; not the same concrete bug." + }, + { + "left": "issue:1072", + "right": "issue:4250", + "accept": false, + "reason": "General advice on loading multiple fine-tuned models is not the same as an incorrect from_pretrained loading bug." + }, + { + "left": "issue:281", + "right": "issue:4630", + "accept": false, + "reason": "Model-loading optimization request and post-load LoRA weight editing are different features." + }, + { + "left": "issue:6354", + "right": "issue:9186", + "accept": false, + "reason": "ControlNet LoRA support request vs differential diffusion with ControlNet are distinct feature ideas." + }, + { + "left": "issue:2578", + "right": "issue:5604", + "accept": false, + "reason": "Editable-install failure and unfusing multiple LoRA are unrelated problems." + }, + { + "left": "issue:12329", + "right": "issue:13073", + "accept": false, + "reason": "Wan single-file transformer version selection and ZImageControlNet guidance_scale behavior are separate issues." + }, + { + "left": "issue:11229", + "right": "issue:12653", + "accept": false, + "reason": "Both involve MPS, but one is attention slicing NaNs and the other is a rope float64 reference break; different code paths." + }, + { + "left": "issue:11005", + "right": "issue:7418", + "accept": false, + "reason": "Docstring/default mismatch is not the same as a bug in a community upscale pipeline file." + }, + { + "left": "issue:1158", + "right": "issue:1500", + "accept": false, + "reason": "Test interference and community-pipeline compatibility with a new diffusers release are unrelated." + }, + { + "left": "issue:1574", + "right": "issue:3774", + "accept": false, + "reason": "Both are training/memory-related, but they describe different scripts and failure mechanisms." + }, + { + "left": "issue:1990", + "right": "issue:2883", + "accept": false, + "reason": "A pipeline proposal and an image-to-video pipeline request are different feature discussions." + }, + { + "left": "issue:4354", + "right": "issue:5835", + "accept": false, + "reason": "from_single_file returning the wrong pipeline type is unrelated to using a pretrained MusicLDM pipeline." + }, + { + "left": "issue:4708", + "right": "issue:5110", + "accept": false, + "reason": "Import failure in diffusers.utils and HF repo-id validation are different errors." + }, + { + "left": "issue:13043", + "right": "issue:13386", + "accept": false, + "reason": "RTX 5090 kernel-image support and qwen prior-preservation concat crashes are unrelated." + }, + { + "left": "issue:1082", + "right": "issue:1961", + "accept": false, + "reason": "Dreambooth cublas matmul failure and a generic colossalai error are not the same bug." + }, + { + "left": "issue:10659", + "right": "issue:10797", + "accept": false, + "reason": "ConsisID output-quality complaint and HunyuanVideo group_offloading failure are different pipeline issues." + }, + { + "left": "issue:4210", + "right": "issue:7889", + "accept": false, + "reason": "A UNet attention_mask API question and single_file_utils bugs are not the same underlying problem." + }, + { + "left": "issue:4353", + "right": "issue:4907", + "accept": false, + "reason": "General SDXL quality complaint and an inpainting-model warning are distinct." + }, + { + "left": "issue:11486", + "right": "issue:9856", + "accept": false, + "reason": "Training-script xformers feature request and distributed port collision are unrelated." + }, + { + "left": "issue:1734", + "right": "issue:2444", + "accept": false, + "reason": "Multi-GPU slowdown in Dreambooth and a train_dreambooth_inpaint subprocess failure are different issues." + }, + { + "left": "issue:7784", + "right": "issue:9106", + "accept": false, + "reason": "Missing upcast_vae on one pipeline and a PixArt-alpha attribute error on another are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 309, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10039", + "issue:10147", + "issue:10697", + "issue:10722", + "issue:10861", + "issue:11005", + "issue:11232", + "issue:1572", + "issue:1614", + "issue:1969", + "issue:1988", + "issue:2363", + "issue:2471", + "issue:2603", + "issue:2618", + "issue:3645", + "issue:3986", + "issue:4141", + "issue:4269", + "issue:4310", + "issue:434", + "issue:4445", + "issue:4648", + "issue:4675", + "issue:4782", + "issue:4876", + "issue:5050", + "issue:5168", + "issue:5300", + "issue:5538", + "issue:5763", + "issue:5972", + "issue:6113", + "issue:6363", + "issue:6383", + "issue:6407", + "issue:6439", + "issue:6530", + "issue:6866", + "issue:7264", + "issue:7686", + "issue:7773", + "issue:7900", + "issue:835", + "issue:8873", + "issue:9062", + "issue:9674", + "issue:989" + ], + "soft_pairs": [ + "issue:7900|issue:8873", + "issue:6363|issue:7686", + "issue:1614|issue:835", + "issue:5972|issue:9674", + "issue:1572|issue:4782", + "issue:10039|issue:7773", + "issue:10147|issue:6407", + "issue:3645|issue:4675", + "issue:4648|issue:5538", + "issue:5300|issue:6383", + "issue:10722|issue:11232", + "issue:4141|issue:5763", + "issue:1969|issue:989", + "issue:2471|issue:434", + "issue:2618|issue:4269", + "issue:1988|issue:2603", + "issue:10697|issue:11005", + "issue:10861|issue:9062", + "issue:2363|issue:6113", + "issue:3986|issue:6866", + "issue:4310|issue:6439", + "issue:4445|issue:7264", + "issue:4876|issue:5050", + "issue:5168|issue:6530" + ], + "prepared_review_unit_hash": "f53dfcb77fc3eee3c35884d6e472e6b744b451bf81dc0dd50a4ad11b4eb61299", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33936, + "estimated_input_tokens": 8484, + "estimated_eval_tokens": 17224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and the soft links are only topical. None of the proposed pairs look like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "issue:10039 is the most concrete, code-localized bug report in the set (specific function/file and missing argument), so it is the best representative issue for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10039 is the strongest issue candidate because it is narrowly scoped, actionable, and clearly tied to a specific code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:7900", + "right": "issue:8873", + "accept": false, + "reason": "One is an __init__.py import/export problem; the other is an xformers performance complaint. Different symptoms and code paths." + }, + { + "left": "issue:6363", + "right": "issue:7686", + "accept": false, + "reason": "FP16 gradient scaling in training is unrelated to a UNet cross_attention_dim configuration error." + }, + { + "left": "issue:1614", + "right": "issue:835", + "accept": false, + "reason": "Black-image output with autocast is a different failure mode from flax numpy_to_pil conversion issues." + }, + { + "left": "issue:5972", + "right": "issue:9674", + "accept": false, + "reason": "Documentation around min-SNR weighting is not the same as a bad SD3 ControlNet training result." + }, + { + "left": "issue:1572", + "right": "issue:4782", + "accept": false, + "reason": "The first is a pipeline support bug for img2img/inpainting; the second is a masking correctness bug in inpainting." + }, + { + "left": "issue:10039", + "right": "issue:7773", + "accept": false, + "reason": "Missing sample size in AttnUpBlock2D is unrelated to a Stable Video Diffusion batch-size generation bug." + }, + { + "left": "issue:10147", + "right": "issue:6407", + "accept": false, + "reason": "Multi-view generation adapter support and AnyText multilingual text generation are different features." + }, + { + "left": "issue:3645", + "right": "issue:4675", + "accept": false, + "reason": "Training/finetuning guidance for an inpaint pipeline is not the same as SDXL reference-only ControlNet support." + }, + { + "left": "issue:4648", + "right": "issue:5538", + "accept": false, + "reason": "Missing config.json is a loading/setup error; encoder-decoder latent usage is a model-pipeline implementation issue." + }, + { + "left": "issue:5300", + "right": "issue:6383", + "accept": false, + "reason": "Network connectivity behavior and multi-stage learning rate scheduling are unrelated." + }, + { + "left": "issue:10722", + "right": "issue:11232", + "accept": false, + "reason": "Tensor-size mismatch in DreamBooth prior preservation is not the same as noise residual behavior during T2I fine-tuning." + }, + { + "left": "issue:4141", + "right": "issue:5763", + "accept": false, + "reason": "Second-ControlNet handling and safetensors serialization are separate issues in different subsystems." + }, + { + "left": "issue:1969", + "right": "issue:989", + "accept": false, + "reason": "A tensor view/stride runtime error is a different problem from a 2-D weight shape error." + }, + { + "left": "issue:2471", + "right": "issue:434", + "accept": false, + "reason": "Attend-and-excite non-default size support is unrelated to a training notebook compatibility regression." + }, + { + "left": "issue:2618", + "right": "issue:4269", + "accept": false, + "reason": "ControlNet image input type handling and check_inputs default-argument TypeError are not the same bug." + }, + { + "left": "issue:1988", + "right": "issue:2603", + "accept": false, + "reason": "fp16/bf16 input-bias dtype mismatch is unrelated to non-square image generation support." + }, + { + "left": "issue:10697", + "right": "issue:11005", + "accept": false, + "reason": "Random transform mismatch in instruct-pix2pix is a data-preprocessing bug, not a docstring/default discrepancy." + }, + { + "left": "issue:10861", + "right": "issue:9062", + "accept": false, + "reason": "Latent scaling in StableAudioPipeline and an import error for StableAudioPipeline are entirely different issues." + }, + { + "left": "issue:2363", + "right": "issue:6113", + "accept": false, + "reason": "LoRA conversion tooling and using sd_control_collection models in diffusers do not describe the same change." + }, + { + "left": "issue:3986", + "right": "issue:6866", + "accept": false, + "reason": "ShapE mesh output support and IP-Adapter support for SDXL ControlNet inpaint are unrelated feature requests." + }, + { + "left": "issue:4310", + "right": "issue:6439", + "accept": false, + "reason": "SDXL staircase artifacts and a broken docs link are not the same underlying problem." + }, + { + "left": "issue:4445", + "right": "issue:7264", + "accept": false, + "reason": "LoRA finetuning help and custom transformers model serialization/loading are unrelated." + }, + { + "left": "issue:4876", + "right": "issue:5050", + "accept": false, + "reason": "LoRA layer std as a parameter and LoRA config changes are different feature requests with different scopes." + }, + { + "left": "issue:5168", + "right": "issue:6530", + "accept": false, + "reason": "ControlNet-XS support and SDXL K-diffusion with ControlNet are distinct feature efforts." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 310, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10191", + "issue:10412", + "issue:10658", + "issue:10673", + "issue:11221", + "issue:12574", + "issue:13077", + "issue:13300", + "issue:1677", + "issue:1785", + "issue:1925", + "issue:2554", + "issue:2763", + "issue:347", + "issue:3954", + "issue:4030", + "issue:4266", + "issue:4403", + "issue:4534", + "issue:4830", + "issue:5334", + "issue:5546", + "issue:5617", + "issue:5835", + "issue:5924", + "issue:5989", + "issue:6141", + "issue:6689", + "issue:6725", + "issue:7009", + "issue:7431", + "issue:7440", + "issue:7519", + "issue:7695", + "issue:7841", + "issue:7897", + "issue:7962", + "issue:8488", + "issue:8502", + "issue:851", + "issue:8543", + "issue:8826", + "issue:8873", + "issue:8876", + "issue:9488", + "issue:9516", + "issue:9780", + "issue:9926" + ], + "soft_pairs": [ + "issue:6141|issue:9926", + "issue:7009|issue:7440", + "issue:8502|issue:8543", + "issue:1925|issue:851", + "issue:4830|issue:5546", + "issue:10191|issue:7897", + "issue:2554|issue:347", + "issue:4403|issue:5617", + "issue:5334|issue:9516", + "issue:5835|issue:9488", + "issue:5989|issue:6689", + "issue:10658|issue:7962", + "issue:10673|issue:8876", + "issue:13300|issue:5924", + "issue:6725|issue:7009", + "issue:7519|issue:8873", + "issue:11221|issue:8826", + "issue:1785|issue:4030", + "issue:10412|issue:7431", + "issue:7695|issue:7841", + "issue:12574|issue:13077", + "issue:1677|issue:3954", + "issue:2763|issue:5617", + "issue:4266|issue:4534", + "issue:8488|issue:9780" + ], + "prepared_review_unit_hash": "80ae461c3a1e5c79f6cfe7f4d84ff79d57a8e97b951949b1522ff150d773b95a", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34401, + "estimated_input_tokens": 8601, + "estimated_eval_tokens": 17458 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a title-similarity bucket spanning many unrelated bugs (training, pipelines, loading, memory, CPU/MPS, xformers, etc.). I found no soft pair that clearly describes the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.66, + "canonical_issue_reason": "issue:7897 is the broadest representative of the cluster\u2019s few multi-GPU/training-related reports, and it is an actual open bug report rather than a narrow symptom question.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:7897 is a reasonable anchor because it is open, concrete, and broad enough to cover nearby device-placement/multi-GPU training failures better than the more specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:6141", + "right": "issue:9926", + "accept": false, + "reason": "One is ControlNet API support, the other is GGUF quantization/speed support; different features and code paths." + }, + { + "left": "issue:7009", + "right": "issue:7440", + "accept": false, + "reason": "Text-to-video quality/runtime issue vs dataset availability problem; not the same bug." + }, + { + "left": "issue:8502", + "right": "issue:8543", + "accept": false, + "reason": "Both involve SD3, but one is image generation behavior and the other is dreambooth gradient checkpointing; different failures." + }, + { + "left": "issue:1925", + "right": "issue:851", + "accept": false, + "reason": "Both mention dtype/half precision, but one is a specific inpainting model issue and the other is a generic dtype mismatch report." + }, + { + "left": "issue:4830", + "right": "issue:5546", + "accept": false, + "reason": "Wrong tensor size in MultiControlNet vs scheduler step-count bug in base+refiner ensemble; unrelated problems." + }, + { + "left": "issue:10191", + "right": "issue:7897", + "accept": false, + "reason": "Both touch multi-GPU training, but one is GPU device selection being ignored while the other is a generic multi-GPU failure; not the same concrete code-path." + }, + { + "left": "issue:2554", + "right": "issue:347", + "accept": false, + "reason": "Different dependency/install issues: accelerate version requirement vs huggingface-hub installation failure." + }, + { + "left": "issue:4403", + "right": "issue:5617", + "accept": false, + "reason": "Half-precision LayerNorm runtime error vs torch.compile save/load problem; unrelated." + }, + { + "left": "issue:5334", + "right": "issue:9516", + "accept": false, + "reason": "Training/accelerate multi-model handling vs FLUX joint_attention_kwargs forwarding; different fixes." + }, + { + "left": "issue:5835", + "right": "issue:9488", + "accept": false, + "reason": "MusicLDM usage question vs Lumina image-generation failure; unrelated pipelines." + }, + { + "left": "issue:5989", + "right": "issue:6689", + "accept": false, + "reason": "Generic safetensors bug vs model conversion request; too different to be duplicates." + }, + { + "left": "issue:10658", + "right": "issue:7962", + "accept": false, + "reason": "onnxruntime session provider options vs Instruct-pix2pix cross_attention_kwargs support; unrelated APIs." + }, + { + "left": "issue:10673", + "right": "issue:8876", + "accept": false, + "reason": "AuraFlow shape reshape failure vs PixArt Sigma resolution microconditioning omission; different model-specific bugs." + }, + { + "left": "issue:13300", + "right": "issue:5924", + "accept": false, + "reason": "CPU inference failure for SD3.5/FLUX vs VAE memory spike; different symptoms and code paths." + }, + { + "left": "issue:6725", + "right": "issue:7009", + "accept": false, + "reason": "Generic LDM image generation request vs text-to-video result quality issue; not the same defect." + }, + { + "left": "issue:7519", + "right": "issue:8873", + "accept": false, + "reason": "Ignored cross_attention_kwargs in xFormers attention vs xFormers performance regression; distinct issues." + }, + { + "left": "issue:11221", + "right": "issue:8826", + "accept": false, + "reason": "AutoencoderKL non-convergence vs empty tensor list cat runtime error; unrelated." + }, + { + "left": "issue:1785", + "right": "issue:4030", + "accept": false, + "reason": "UnCLIP num_images_per_prompt bug vs Stable Diffusion v2.1 embedding runtime error; different code paths." + }, + { + "left": "issue:10412", + "right": "issue:7431", + "accept": false, + "reason": "DreamBooth VRAM usage vs DoRA/text-encoder training issues; both training-related but not the same bug." + }, + { + "left": "issue:7695", + "right": "issue:7841", + "accept": false, + "reason": "Ignored ip_adapter_masks kwargs vs red-dot rendering artifact; unrelated." + }, + { + "left": "issue:12574", + "right": "issue:13077", + "accept": false, + "reason": "WanVideoToVideo control-argument handling vs shallow-copy transformer weights in ZImageControlNet; different bugs." + }, + { + "left": "issue:1677", + "right": "issue:3954", + "accept": false, + "reason": "Wrong input data type for pipeline call vs multi-GPU scheduler step count bug; unrelated." + }, + { + "left": "issue:2763", + "right": "issue:5617", + "accept": false, + "reason": "ControlNet VRAM regression with cudnn.benchmark vs torch.compile save/load failure; not the same issue." + }, + { + "left": "issue:4266", + "right": "issue:4534", + "accept": false, + "reason": "Both are SDXL on Apple/MPS, but one is a broadcast type mismatch and the other crashes during validation; too different." + }, + { + "left": "issue:8488", + "right": "issue:9780", + "accept": false, + "reason": "General StableDiffusion3Pipeline from_pretrained exception vs missing norm_added_k attribute when loading SD3.5; likely related surface area, but not clearly the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 311, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10003", + "issue:10337", + "issue:1056", + "issue:1064", + "issue:10839", + "issue:1101", + "issue:11047", + "issue:11127", + "issue:11422", + "issue:11489", + "issue:11519", + "issue:12022", + "issue:1251", + "issue:1802", + "issue:2262", + "issue:228", + "issue:272", + "issue:2737", + "issue:2780", + "issue:2941", + "issue:3301", + "issue:3537", + "issue:3658", + "issue:3672", + "issue:3689", + "issue:3728", + "issue:389", + "issue:4086", + "issue:4324", + "issue:487", + "issue:4964", + "issue:5043", + "issue:5075", + "issue:5143", + "issue:5281", + "issue:557", + "issue:6161", + "issue:6288", + "issue:6357", + "issue:6486", + "issue:7003", + "issue:7440", + "issue:7889", + "issue:7948", + "issue:7955", + "issue:9108", + "issue:9171" + ], + "soft_pairs": [ + "issue:2941|issue:557", + "issue:4964|issue:6357", + "issue:10337|issue:9108", + "issue:1056|issue:1802", + "issue:5075|issue:5281", + "issue:12022|issue:9171", + "issue:4086|issue:7003", + "issue:10003|issue:7889", + "issue:1064|issue:1251", + "issue:10839|issue:11127", + "issue:1101|issue:5043", + "issue:11047|issue:7440", + "issue:11422|issue:11489", + "issue:11519|issue:7948", + "issue:2262|issue:3689", + "issue:228|issue:389", + "issue:272|issue:2737", + "issue:2780|issue:6288", + "issue:3301|issue:4324", + "issue:3537|issue:6161", + "issue:3658|issue:5143", + "issue:3658|issue:6486", + "issue:3672|issue:487", + "issue:3728|issue:7955" + ], + "prepared_review_unit_hash": "dfd08b62d7708cce06bb13d2d4386bc9d37dd542bd29a3c591a00ebf8828c28e", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33375, + "estimated_input_tokens": 8344, + "estimated_eval_tokens": 16944 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edges look like true duplicates; the pairs mostly share a subsystem or buzzword (Flux, LoRA, quantization, schedulers) but describe different bugs or feature requests. No PRs are present, and there isn\u2019t a strong duplicate cluster to collapse into a single canonical item.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 9108 is the most substantive open bug in the set: it is clearly framed, actively discussed, and describes a concrete training failure with quantized base models.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 9108 is the best representative issue here because it is open, well-scoped, and has the strongest discussion signal among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2941", + "right": "issue:557", + "accept": false, + "reason": "Both concern scheduler quality, but they are different schedulers with different symptoms and are not the same bug." + }, + { + "left": "issue:4964", + "right": "issue:6357", + "accept": false, + "reason": "Model conversion to Diffusers is unrelated to API-vs-local result differences." + }, + { + "left": "issue:10337", + "right": "issue:9108", + "accept": false, + "reason": "Both involve quantization, but one is FLUX IPAdapter inference failure and the other is training resume with a quantized base model." + }, + { + "left": "issue:1056", + "right": "issue:1802", + "accept": false, + "reason": "Same file, but distinct problems: MPS support versus encoder_hidden_states=None handling." + }, + { + "left": "issue:5075", + "right": "issue:5281", + "accept": false, + "reason": "Different failures: SDXL refiner prompt-embedding shape mismatch versus multi-pipeline CPU offload device mismatch." + }, + { + "left": "issue:12022", + "right": "issue:9171", + "accept": false, + "reason": "One is a flash-attn interface compatibility issue; the other is a from_single_file v_prediction regression." + }, + { + "left": "issue:4086", + "right": "issue:7003", + "accept": false, + "reason": "Training ControlNet on SDXL base-0.9 is not the same underlying bug as an inpaint pipeline weight-shape mismatch." + }, + { + "left": "issue:10003", + "right": "issue:7889", + "accept": false, + "reason": "DDIM/DDPM scheduler bug with 1000 steps is unrelated to single-file checkpoint loading bugs." + }, + { + "left": "issue:1064", + "right": "issue:1251", + "accept": false, + "reason": "LMSDiscreteScheduler.add_noise() error is distinct from RePaintPipeline producing black images on MPS." + }, + { + "left": "issue:10839", + "right": "issue:11127", + "accept": false, + "reason": "Both mention Flux, but one is a Dreambooth LoRA training last-step error and the other is a single-file model loading problem." + }, + { + "left": "issue:1101", + "right": "issue:5043", + "accept": false, + "reason": "These are separate feature requests for different capabilities and do not share the same underlying change." + }, + { + "left": "issue:11047", + "right": "issue:7440", + "accept": false, + "reason": "ControlNet inpaint model support is unrelated to dataset availability for text-to-image." + }, + { + "left": "issue:11422", + "right": "issue:11489", + "accept": false, + "reason": "Both are training crashes, but they target different models and different failure modes." + }, + { + "left": "issue:11519", + "right": "issue:7948", + "accept": false, + "reason": "Different support requests for different models/adapters." + }, + { + "left": "issue:2262", + "right": "issue:3689", + "accept": false, + "reason": "How to use safetensors LoRA is not the same as unloading LoRA weights after loading." + }, + { + "left": "issue:228", + "right": "issue:389", + "accept": false, + "reason": "A broken release link and broken README code are separate documentation issues." + }, + { + "left": "issue:272", + "right": "issue:2737", + "accept": false, + "reason": "Both are scheduler-related feature requests, but they ask for different scheduler capabilities in different contexts." + }, + { + "left": "issue:2780", + "right": "issue:6288", + "accept": false, + "reason": "FP16 unscale runtime error is unrelated to the LCM LoRA default learning-rate discussion." + }, + { + "left": "issue:3301", + "right": "issue:4324", + "accept": false, + "reason": "The generic training failure could hide many causes, but this is not enough to equate it with the specific NoneType error." + }, + { + "left": "issue:3537", + "right": "issue:6161", + "accept": false, + "reason": "A conversion script request is unrelated to always discarding the next-to-last sigma." + }, + { + "left": "issue:3658", + "right": "issue:5143", + "accept": false, + "reason": "Extra noise latents in training scripts is a different bug from tiny numerical differences producing output drift." + }, + { + "left": "issue:3658", + "right": "issue:6486", + "accept": false, + "reason": "These are both Dreambooth-related, but one is an input-noise bug and the other is double embedding retraction." + }, + { + "left": "issue:3672", + "right": "issue:487", + "accept": false, + "reason": "Concurrent inference failures are not the same as M1 CPU incompatibility." + }, + { + "left": "issue:3728", + "right": "issue:7955", + "accept": false, + "reason": "A new pipeline request and a portrait-generation model request are separate feature ideas." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 312, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:11286", + "issue:1185", + "issue:11865", + "issue:1249", + "issue:1251", + "issue:13107", + "issue:1463", + "issue:1519", + "issue:1556", + "issue:1655", + "issue:1851", + "issue:3040", + "issue:3494", + "issue:3954", + "issue:3970", + "issue:4043", + "issue:4080", + "issue:4325", + "issue:4460", + "issue:4733", + "issue:490", + "issue:4912", + "issue:4921", + "issue:5014", + "issue:5064", + "issue:5245", + "issue:5538", + "issue:5546", + "issue:5573", + "issue:5685", + "issue:5960", + "issue:6418", + "issue:6529", + "issue:6783", + "issue:6901", + "issue:6955", + "issue:760", + "issue:7682", + "issue:7922", + "issue:8560", + "issue:8813", + "issue:8915", + "issue:9032", + "issue:9038", + "issue:9359", + "issue:9844", + "issue:9846", + "issue:9933" + ], + "soft_pairs": [ + "issue:3954|issue:5685", + "issue:3970|issue:4325", + "issue:4043|issue:6783", + "issue:4080|issue:8813", + "issue:4912|issue:6529", + "issue:4921|issue:5546", + "issue:5014|issue:8560", + "issue:5245|issue:8915", + "issue:5538|issue:6418", + "issue:6901|issue:9933", + "issue:6955|issue:7922", + "issue:9032|issue:9038", + "issue:9359|issue:9844", + "issue:5573|issue:5960", + "issue:1249|issue:3040", + "issue:1519|issue:760", + "issue:1463|issue:4733", + "issue:1655|issue:490", + "issue:5064|issue:7682", + "issue:1185|issue:1851", + "issue:11865|issue:9846", + "issue:1251|issue:1556", + "issue:3494|issue:4460", + "issue:11286|issue:13107" + ], + "prepared_review_unit_hash": "24f63d133002afb54e4dc91460aaa053e639da159dca6ed4721226635f1e592b", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34070, + "estimated_input_tokens": 8518, + "estimated_eval_tokens": 17292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a noisy mix of unrelated diffusers issues. None of the proposed soft pairs look like the same concrete bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "If a representative issue must be chosen, issue:5685 is the broadest and most central because it is a generic scheduler-bug report; however, the cluster is too heterogeneous to treat it as a true canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:5685 is the best broad representative of the limited scheduler-related subtheme in this set, but it does not actually unify the cluster into one underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3954", + "right": "issue:5685", + "accept": false, + "reason": "Both mention schedulers, but one is a multi-gpu LR step-count bug and the other is a vague scheduler-internals report; not the same defect." + }, + { + "left": "issue:3970", + "right": "issue:4325", + "accept": false, + "reason": "Prompt-embeddings failure and black-image/runtime-warning behavior are different code paths and symptoms." + }, + { + "left": "issue:4043", + "right": "issue:6783", + "accept": false, + "reason": "SDXL embedding-argument requirements are unrelated to PixArt generations being corrupted." + }, + { + "left": "issue:4080", + "right": "issue:8813", + "accept": false, + "reason": "A new SDXL inpainting pipeline request is not the same as a Differential Diffusion issue for Kolors." + }, + { + "left": "issue:4912", + "right": "issue:6529", + "accept": false, + "reason": "Checkpoint conversion support and SDXL Fooocus inpaint are different feature requests with no shared bug." + }, + { + "left": "issue:4921", + "right": "issue:5546", + "accept": false, + "reason": "Refiner detail loss and wrong step counts with base+refiner ensembles are both refiner-related, but not the same underlying bug." + }, + { + "left": "issue:5014", + "right": "issue:8560", + "accept": false, + "reason": "Dreambooth LoRA quality complaints and SD3 training OOM are separate problems." + }, + { + "left": "issue:5245", + "right": "issue:8915", + "accept": false, + "reason": "Import freeze in pipenv and a missing import symbol are different failure modes." + }, + { + "left": "issue:5538", + "right": "issue:6418", + "accept": false, + "reason": "Upscale latent-usage behavior and stable-video finetuning output collapse are unrelated pipeline bugs." + }, + { + "left": "issue:6901", + "right": "issue:9933", + "accept": false, + "reason": "A missing Flax scheduler method and missing img2img width/height params are different API gaps." + }, + { + "left": "issue:6955", + "right": "issue:7922", + "accept": false, + "reason": "A Transformers AddedToken attribute error and a missing ORT pipeline attribute are distinct import/runtime issues." + }, + { + "left": "issue:9032", + "right": "issue:9038", + "accept": false, + "reason": "Both are FlaxStableDiffusionPipeline questions, but one is a TPU setup request and the other is about prompt weighting." + }, + { + "left": "issue:9359", + "right": "issue:9844", + "accept": false, + "reason": "A scheduler step ValueError and SDXL VAE NaNs are different stages of the pipeline." + }, + { + "left": "issue:5573", + "right": "issue:5960", + "accept": false, + "reason": "Slow ControlNet weight init and invalid-value casting in SDXL ControlNet training are not the same bug." + }, + { + "left": "issue:1249", + "right": "issue:3040", + "accept": false, + "reason": "OnnxPipeline ndarray/device handling and a docs copy-paste '__module__' error are unrelated." + }, + { + "left": "issue:1519", + "right": "issue:760", + "accept": false, + "reason": "Both involve MPS, but one is batch-input noise on M2 and the other is unexpected output on older diffusers; too different to merge." + }, + { + "left": "issue:1463", + "right": "issue:4733", + "accept": false, + "reason": "Missing the datasets package and a dreambooth checkpoint-resume optimizer assertion are unrelated." + }, + { + "left": "issue:1655", + "right": "issue:490", + "accept": false, + "reason": "Pipeline initialization failure and general memory issues are not the same defect." + }, + { + "left": "issue:5064", + "right": "issue:7682", + "accept": false, + "reason": "Refiner out-of-space and multi-GPU scaling issues are separate resource/performance problems." + }, + { + "left": "issue:1185", + "right": "issue:1851", + "accept": false, + "reason": "Dreambooth reproducibility and multi-GPU slowdown are different training concerns." + }, + { + "left": "issue:11865", + "right": "issue:9846", + "accept": false, + "reason": "Missing from_single_file on two different model classes is a similar API gap, but not one concrete bug." + }, + { + "left": "issue:1251", + "right": "issue:1556", + "accept": false, + "reason": "Both mention black images, but they affect different pipelines/hardware paths and do not look like one bug." + }, + { + "left": "issue:3494", + "right": "issue:4460", + "accept": false, + "reason": "Corrupted Multidiffusion outputs with schedulers and generic stable-diffusion/diffusers result differences are too broad to be duplicates." + }, + { + "left": "issue:11286", + "right": "issue:13107", + "accept": false, + "reason": "Both are LoRA-loading errors, but one is generic and the other is a specific Flux Klein missing-key report; not clearly the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 313, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1013", + "issue:10198", + "issue:10591", + "issue:10675", + "issue:1083", + "issue:10962", + "issue:11644", + "issue:12126", + "issue:125", + "issue:12896", + "issue:13105", + "issue:13232", + "issue:13301", + "issue:13477", + "issue:1462", + "issue:1574", + "issue:1708", + "issue:2015", + "issue:2035", + "issue:2439", + "issue:2548", + "issue:3026", + "issue:3418", + "issue:3803", + "issue:3886", + "issue:3887", + "issue:3910", + "issue:4014", + "issue:4337", + "issue:4366", + "issue:4504", + "issue:5124", + "issue:5458", + "issue:562", + "issue:6238", + "issue:6533", + "issue:6727", + "issue:7936", + "issue:8503", + "issue:8594", + "issue:8723", + "issue:8832", + "issue:8960", + "issue:9171", + "issue:945", + "issue:9670", + "issue:9686", + "issue:9768" + ], + "soft_pairs": [ + "issue:1462|issue:562", + "issue:9171|issue:9768", + "issue:3886|issue:8594", + "issue:125|issue:2548", + "issue:12896|issue:13105", + "issue:3910|issue:5458", + "issue:2439|issue:6238", + "issue:4504|issue:7936", + "issue:8723|issue:8960", + "issue:1013|issue:3887", + "issue:10198|issue:10675", + "issue:10591|issue:9686", + "issue:10962|issue:8832", + "issue:13232|issue:13301", + "issue:2015|issue:6533", + "issue:3026|issue:3803", + "issue:3418|issue:4366", + "issue:4337|issue:6727", + "issue:5458|issue:9670", + "issue:1083|issue:945", + "issue:11644|issue:8503", + "issue:2035|issue:4014", + "issue:12126|issue:13477", + "issue:5124|issue:945", + "issue:1574|issue:1708" + ], + "prepared_review_unit_hash": "71cda6875e5b5dd20147f731e4e62f70eb5313cb9a1411b335a6d6f7de4c450e", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34007, + "estimated_input_tokens": 8502, + "estimated_eval_tokens": 17260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft pairs are mostly superficially similar by subsystem or wording, but they do not describe the same underlying bug/change. I would not merge any of them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "issue:8594 is the most concrete, actionable bug report in the set: it names a specific script, a specific runtime error, and a likely code-path failure. None of the other issues is a clearer duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:8594 is the strongest standalone issue to anchor the cluster because it is specific, reproducible, and points to a direct fix location in training code.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1462", + "right": "issue:562", + "accept": false, + "reason": "Both are Stable Diffusion inpaint issues, but one is an unassigned-variable bug with multiple images/masks and the other is scheduler compatibility; different failures and fixes." + }, + { + "left": "issue:9171", + "right": "issue:9768", + "accept": false, + "reason": "One is a from_single_file regression for SD 1.5 v_prediction models, the other is an SDPA/CuDNN NaN backend error; unrelated code paths." + }, + { + "left": "issue:3886", + "right": "issue:8594", + "accept": false, + "reason": "Both are training-script failures, but they affect different scripts and symptoms: distributed timeout vs UnboundLocalError in SD3 LoRA training." + }, + { + "left": "issue:125", + "right": "issue:2548", + "accept": false, + "reason": "Accelerate launch argument parsing and LoRA checkpoint saving are different problems with no shared bug mechanism." + }, + { + "left": "issue:12896", + "right": "issue:13105", + "accept": false, + "reason": "WAN 2.2 MPS inference failure and WAN 2.1 T2V output noise are distinct model/runtime issues." + }, + { + "left": "issue:3910", + "right": "issue:5458", + "accept": false, + "reason": "One is a generic LoRA load failure, the other is a local_files_only behavior bug in lora_state_dict; different root causes." + }, + { + "left": "issue:2439", + "right": "issue:6238", + "accept": false, + "reason": "Inpainting pipeline loading/running vs SDXL VAE issue are separate components and failure modes." + }, + { + "left": "issue:4504", + "right": "issue:7936", + "accept": false, + "reason": "Both concern loading safetensors, but one is an internal variable assignment bug and the other is invalid JSON in a local file; not the same issue." + }, + { + "left": "issue:8723", + "right": "issue:8960", + "accept": false, + "reason": "SD3ControlNetModel initialization and gradient accumulation in a training example are unrelated." + }, + { + "left": "issue:1013", + "right": "issue:3887", + "accept": false, + "reason": "StableDiffusionMegaPipeline breakage in Diffusers 6.0 and a generic SD pipeline output-difference report are not the same defect." + }, + { + "left": "issue:10198", + "right": "issue:10675", + "accept": false, + "reason": "Flux weight mismatch and Flux scheduler max_shift configuration are different model/config mismatches." + }, + { + "left": "issue:10591", + "right": "issue:9686", + "accept": false, + "reason": "SD3 LoRA training script problems and SD3 ControlNet pooled projection bug are separate code paths." + }, + { + "left": "issue:10962", + "right": "issue:8832", + "accept": false, + "reason": "Prompt-embed shape handling in CogView4 and a generic pipe(prompt) crash are not the same bug." + }, + { + "left": "issue:13232", + "right": "issue:13301", + "accept": false, + "reason": "These are both feature/support requests for different pipelines, not duplicate reports of the same change." + }, + { + "left": "issue:2015", + "right": "issue:6533", + "accept": false, + "reason": "Categorical diffusion pipeline and Marigold depth estimation are different pipeline requests with no shared implementation target." + }, + { + "left": "issue:3026", + "right": "issue:3803", + "accept": false, + "reason": "Single-GPU accelerate launch error in instruct_pix2pix is unrelated to multi-GPU LoRA model sharing." + }, + { + "left": "issue:3418", + "right": "issue:4366", + "accept": false, + "reason": "Request to add text-encoder support in one LoRA script and SD-XL full U-Net finetuning are different training-script enhancements." + }, + { + "left": "issue:4337", + "right": "issue:6727", + "accept": false, + "reason": "torch.compile failure in Community ControlNetReference and a Q/K/V dtype mismatch are different runtime errors." + }, + { + "left": "issue:5458", + "right": "issue:9670", + "accept": false, + "reason": "local_files_only not respected and PEFT backend required are distinct LoRA-loading issues." + }, + { + "left": "issue:1083", + "right": "issue:945", + "accept": false, + "reason": "FP16 ONNX wrong output and inability to add a custom checkpoint for ONNX conversion are different ONNX-related problems." + }, + { + "left": "issue:11644", + "right": "issue:8503", + "accept": false, + "reason": "LTXConditionPipeline init failure and SD3 gradient checkpointing crash are separate model/training issues." + }, + { + "left": "issue:2035", + "right": "issue:4014", + "accept": false, + "reason": "Tiled upscaling artifacts and SDXL watermark pixel artifacts are both artifact reports, but from different code paths and causes." + }, + { + "left": "issue:12126", + "right": "issue:13477", + "accept": false, + "reason": "wan2.2 transformer/cache_context error and ErnieImage locals() scope bug are unrelated failures." + }, + { + "left": "issue:5124", + "right": "issue:945", + "accept": false, + "reason": "Fine-tuning a checkpoint and converting a custom checkpoint to ONNX are different tasks, not duplicate bug reports." + }, + { + "left": "issue:1574", + "right": "issue:1708", + "accept": false, + "reason": "Dreambooth training failing on 8GB GPU and a YAML config question for inference are not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 314, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10039", + "issue:10145", + "issue:10573", + "issue:10743", + "issue:10994", + "issue:11396", + "issue:11464", + "issue:11661", + "issue:11821", + "issue:12096", + "issue:12221", + "issue:13301", + "issue:1466", + "issue:2402", + "issue:2552", + "issue:2844", + "issue:3124", + "issue:3238", + "issue:3300", + "issue:3803", + "issue:4107", + "issue:4206", + "issue:4453", + "issue:4615", + "issue:4677", + "issue:5246", + "issue:5327", + "issue:5544", + "issue:5934", + "issue:6087", + "issue:6323", + "issue:6366", + "issue:6481", + "issue:7009", + "issue:7368", + "issue:7418", + "issue:7460", + "issue:7798", + "issue:7968", + "issue:8509", + "issue:8588", + "issue:8609", + "issue:9147", + "issue:9306", + "issue:9476", + "issue:9488", + "issue:9551" + ], + "soft_pairs": [ + "issue:7009|issue:9488", + "issue:10743|issue:11661", + "issue:5246|issue:7968", + "issue:6087|issue:6366", + "issue:7460|issue:7798", + "issue:3300|issue:4615", + "issue:5544|issue:9147", + "issue:5327|issue:5544", + "issue:5934|issue:9306", + "issue:10039|issue:8588", + "issue:10145|issue:11396", + "issue:12221|issue:13301", + "issue:1466|issue:2402", + "issue:2844|issue:4677", + "issue:4107|issue:6481", + "issue:4453|issue:7368", + "issue:6323|issue:8609", + "issue:8509|issue:9551", + "issue:2552|issue:3803", + "issue:3124|issue:3238", + "issue:4206|issue:7418", + "issue:10994|issue:9476", + "issue:11821|issue:12096", + "issue:10573|issue:11464" + ], + "prepared_review_unit_hash": "25305ff556ffbbf23fb24b6b88c4c692b6e179af8d0249f0c8b9d41a09951c14", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33247, + "estimated_input_tokens": 8312, + "estimated_eval_tokens": 16880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated bug reports and feature requests that only share broad subsystem names (e.g. FLUX, LoRA, pipelines). No soft pair looks like the same concrete underlying issue/change, so all soft-edge candidates should be rejected.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 10994 is a concrete, reproducible bug report in a specific training script (train_dreambooth_lora_flux) with a clear failure mode and active discussion, making it a strong representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 10994 is the clearest standalone bug report here: specific scope, concrete crash, and enough detail to anchor triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:7009", + "right": "issue:9488", + "accept": false, + "reason": "Different pipelines and symptoms: one reports poor generations in TextToVideoSDPipeline, the other a Lumina pipeline failing to generate any image." + }, + { + "left": "issue:10743", + "right": "issue:11661", + "accept": false, + "reason": "One is a training feature request for ZeRO-3 in FLUX training; the other is a script bug about args.max_train_steps when None in flux-control." + }, + { + "left": "issue:5246", + "right": "issue:7968", + "accept": false, + "reason": "Unrelated code paths: missing CLIPImageProjection attribute vs attention logic in UNetMotionModel's motion module." + }, + { + "left": "issue:6087", + "right": "issue:6366", + "accept": false, + "reason": "Both involve LoRA training/loading, but they are different concrete bugs in different scripts and failure points, so they should not be merged." + }, + { + "left": "issue:7460", + "right": "issue:7798", + "accept": false, + "reason": "Different model/components entirely: AdaLayerNorm bug versus a PixArtAlphaPipeline bug." + }, + { + "left": "issue:3300", + "right": "issue:4615", + "accept": false, + "reason": "Generic brokenness complaint versus a specific ImportError for a controlnet pipeline; not the same issue." + }, + { + "left": "issue:5544", + "right": "issue:9147", + "accept": false, + "reason": "Different features and failures: FreeU disable error in SDXL versus an autopipeline error for FLUX." + }, + { + "left": "issue:5327", + "right": "issue:5544", + "accept": false, + "reason": "Different concerns: textual inversion loading in SDXL versus FreeU toggling behavior." + }, + { + "left": "issue:5934", + "right": "issue:9306", + "accept": false, + "reason": "Different bug classes and code paths: torch.compile error versus wrong device selection in CogVideoXPipeline.from_pretrained." + }, + { + "left": "issue:10039", + "right": "issue:8588", + "accept": false, + "reason": "Completely different areas: UNet block argument wiring versus a missing conversion script for SD3." + }, + { + "left": "issue:10145", + "right": "issue:11396", + "accept": false, + "reason": "OOM during FLUX Dreambooth LoRA training is unrelated to converting a HiDream LoRA for ComfyUI." + }, + { + "left": "issue:12221", + "right": "issue:13301", + "accept": false, + "reason": "Both are feature requests, but they request different model support and different pipeline integrations." + }, + { + "left": "issue:1466", + "right": "issue:2402", + "accept": false, + "reason": "Different problems: OS compatibility for the Dreambooth example versus CUDA-not-compiled runtime environment failure." + }, + { + "left": "issue:2844", + "right": "issue:4677", + "accept": false, + "reason": "Different pipelines and error conditions: explicit image embeddings in StableUnCLIPImg2ImgPipeline versus an inpainting doc script error." + }, + { + "left": "issue:4107", + "right": "issue:6481", + "accept": false, + "reason": "Both are training-related, but one is SDXL LoRA quality/noise regression and the other is batch-size>1 training failure." + }, + { + "left": "issue:4453", + "right": "issue:7368", + "accept": false, + "reason": "LoRA conversion for AUTO1111 is unrelated to a GLIGEN training question." + }, + { + "left": "issue:6323", + "right": "issue:8609", + "accept": false, + "reason": "Different pipeline features: TensorRT Img2Img guidance_scale attribute bug versus custom pipeline/IP-Adapter compatibility." + }, + { + "left": "issue:8509", + "right": "issue:9551", + "accept": false, + "reason": "Both mention controlnets, but one is a ControlNet++ request and the other asks about x-labs FLUX controlnet models; not the same change." + }, + { + "left": "issue:2552", + "right": "issue:3803", + "accept": false, + "reason": "Tutorial question for StableDiffusionInpaintPipeline versus multi-GPU LoRA training sharing bug; unrelated." + }, + { + "left": "issue:3124", + "right": "issue:3238", + "accept": false, + "reason": "Both are conversion-related, but one is general Stable Diffusion model conversion and the other is converting LoRA safetensors to diffusers format." + }, + { + "left": "issue:4206", + "right": "issue:7418", + "accept": false, + "reason": "Different bug reports in different files/features: SDXL controlnet training breakage versus a community upscale pipeline bug." + }, + { + "left": "issue:10994", + "right": "issue:9476", + "accept": false, + "reason": "Same training script family, but different failures: batch-size crash versus validation dtype mismatch." + }, + { + "left": "issue:11821", + "right": "issue:12096", + "accept": false, + "reason": "Same pipeline name, but different unsupported feature/error: list-of-prompts handling versus apply_group_offloading incompatibility." + }, + { + "left": "issue:10573", + "right": "issue:11464", + "accept": false, + "reason": "Different pipelines and subsystems: multi-controlnet padding_mask_crop bug versus loading a FLUX LoRA into a FluxControlPipeline." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 315, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10191", + "issue:10427", + "issue:10472", + "issue:11343", + "issue:11374", + "issue:11547", + "issue:1156", + "issue:11938", + "issue:12459", + "issue:13277", + "issue:1375", + "issue:1572", + "issue:1655", + "issue:1672", + "issue:1730", + "issue:2100", + "issue:2414", + "issue:2663", + "issue:3140", + "issue:3149", + "issue:3162", + "issue:3441", + "issue:4213", + "issue:4303", + "issue:4701", + "issue:5380", + "issue:5616", + "issue:5969", + "issue:6160", + "issue:6323", + "issue:6363", + "issue:6481", + "issue:6552", + "issue:6610", + "issue:6821", + "issue:684", + "issue:7300", + "issue:7341", + "issue:7390", + "issue:7736", + "issue:785", + "issue:8472", + "issue:9186", + "issue:9619", + "issue:9645", + "issue:9660", + "issue:9729", + "issue:9971" + ], + "soft_pairs": [ + "issue:11343|issue:9645", + "issue:11374|issue:7736", + "issue:3162|issue:7341", + "issue:6481|issue:6821", + "issue:8472|issue:9660", + "issue:2663|issue:4303", + "issue:12459|issue:13277", + "issue:3149|issue:785", + "issue:1156|issue:1730", + "issue:6610|issue:7390", + "issue:10472|issue:9729", + "issue:3441|issue:7300", + "issue:6363|issue:6552", + "issue:4213|issue:5616", + "issue:4701|issue:6160", + "issue:10191|issue:6323", + "issue:10427|issue:9619", + "issue:11547|issue:9186", + "issue:11938|issue:9971", + "issue:1375|issue:2100", + "issue:1572|issue:5380", + "issue:1655|issue:684", + "issue:1672|issue:5969", + "issue:2414|issue:3140" + ], + "prepared_review_unit_hash": "436ddae95cd122b7aff94c56c50ebcfa410981f555c36c26b5f5849816af8791", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34067, + "estimated_input_tokens": 8517, + "estimated_eval_tokens": 17290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No convincing duplicate cluster here: the items span many unrelated bugs, feature requests, and training/import/runtime issues. All soft-edge pairs look like false positives and should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11343", + "right": "issue:9645", + "accept": false, + "reason": "Both are import failures, but one is a broad transformers-version compatibility problem while the other is a specific missing `StableDiffusionLoraLoaderMixin` symbol; different underlying causes." + }, + { + "left": "issue:11374", + "right": "issue:7736", + "accept": false, + "reason": "Feature requests in different areas: SkyReels-V2 support vs adding callbacks support. Not the same change." + }, + { + "left": "issue:3162", + "right": "issue:7341", + "accept": false, + "reason": "Different errors and code paths: missing `learned_classifier_free_sampling_embeddings` vs `TorchVersion`/`Version` comparison failure." + }, + { + "left": "issue:6481", + "right": "issue:6821", + "accept": false, + "reason": "Unrelated training problems: batch size > 1 Dreambooth failure vs invalid `caption_column` value validation error." + }, + { + "left": "issue:8472", + "right": "issue:9660", + "accept": false, + "reason": "One asks about pre-training LoRA with other modules, the other reports `from_pretrained` not setting modules to eval mode; not the same bug." + }, + { + "left": "issue:2663", + "right": "issue:4303", + "accept": false, + "reason": "Both involve loading models, but one is a safetensors/safety-checker loading failure and the other is SDXL crashing in Flax; different subsystems." + }, + { + "left": "issue:12459", + "right": "issue:13277", + "accept": false, + "reason": "Both mention performance/batch behavior, but one is FLUX.1-Kontext-dev throughput and the other is QwenImagePipeline with Ulysses SP batch inputs." + }, + { + "left": "issue:3149", + "right": "issue:785", + "accept": false, + "reason": "Non-determinism in outputs vs scheduler performance cost; clearly different issues." + }, + { + "left": "issue:1156", + "right": "issue:1730", + "accept": false, + "reason": "Generic training failure vs converted Dreambooth CKPT compatibility with webui; not the same underlying problem." + }, + { + "left": "issue:6610", + "right": "issue:7390", + "accept": false, + "reason": "Both touch `from_single_file` in inpaint/controlnet contexts, but the symptoms differ: `num_in_channels` ignored vs explicit controlnet inpaint error." + }, + { + "left": "issue:10472", + "right": "issue:9729", + "accept": false, + "reason": "Different LoRA/Flux problems: unexpected `lora_bias` argument vs unexpected save-model handling for T5EncoderModel." + }, + { + "left": "issue:3441", + "right": "issue:7300", + "accept": false, + "reason": "Both are memory-related, but one is PyTorch 2 without xformers under certain situations and the other is `set_default_attn_processor()` increasing UNet memory; different triggers." + }, + { + "left": "issue:6363", + "right": "issue:6552", + "accept": false, + "reason": "Training FP16 issues, but one is `Attempting to unscale FP16 gradients` in a LoRA script and the other is a resuming problem tracker for FP16 examples." + }, + { + "left": "issue:4213", + "right": "issue:5616", + "accept": false, + "reason": "Different loading failures: `from_single_file()` needing accelerate vs downloaded SDXL safetensors error." + }, + { + "left": "issue:4701", + "right": "issue:6160", + "accept": false, + "reason": "AutoencoderKL CUDA float32 gradient error vs textual inversion Colab trainer error; unrelated code paths." + }, + { + "left": "issue:10191", + "right": "issue:6323", + "accept": false, + "reason": "GPU device selection bug vs TensorRT pipeline attribute-setting bug; no shared concrete defect." + }, + { + "left": "issue:10427", + "right": "issue:9619", + "accept": false, + "reason": "GGUF loading for AuraFlow vs adding interrupt support to ControlNet pipeline; unrelated changes." + }, + { + "left": "issue:11547", + "right": "issue:9186", + "accept": false, + "reason": "Both involve ControlNet/Flux themes, but one is a feature request for Flux fill dev support and the other is differential diffusion with ControlNet pipeline behavior." + }, + { + "left": "issue:11938", + "right": "issue:9971", + "accept": false, + "reason": "RMSNorm parameter registration bug vs DEIS scheduler not working on FLUX; different functionality." + }, + { + "left": "issue:1375", + "right": "issue:2100", + "accept": false, + "reason": "Both are import errors, but one is a general breakage from PR #1365 and the other is a missing `UnCLIPImageVariationPipeline` import." + }, + { + "left": "issue:1572", + "right": "issue:5380", + "accept": false, + "reason": "Stable Diffusion Mega img2img/inpainting failure vs community pipeline mixture tiling; unrelated pipeline features." + }, + { + "left": "issue:1655", + "right": "issue:684", + "accept": false, + "reason": "Initialization failure for `StableDiffusionImageVariationPipeline` vs AMD training memory optimization issue; different bugs." + }, + { + "left": "issue:1672", + "right": "issue:5969", + "accept": false, + "reason": "Wrong image size after conversion vs DDIM NaNs with ZSNR patch; unrelated symptoms and fixes." + }, + { + "left": "issue:2414", + "right": "issue:3140", + "accept": false, + "reason": "`transformers` NameError while loading a model vs inability to import ControlNet pipeline; different import problems with different causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 316, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10100", + "issue:10120", + "issue:10752", + "issue:10798", + "issue:11302", + "issue:11315", + "issue:12011", + "issue:12034", + "issue:12110", + "issue:1251", + "issue:12529", + "issue:13107", + "issue:1407", + "issue:1546", + "issue:1556", + "issue:1792", + "issue:2299", + "issue:2780", + "issue:2907", + "issue:3086", + "issue:3338", + "issue:3428", + "issue:3674", + "issue:3908", + "issue:4841", + "issue:4972", + "issue:5365", + "issue:5963", + "issue:6028", + "issue:6132", + "issue:6362", + "issue:6452", + "issue:6593", + "issue:6964", + "issue:7180", + "issue:7220", + "issue:7440", + "issue:7485", + "issue:8182", + "issue:8495", + "issue:8673", + "issue:8752", + "issue:9007", + "issue:9239", + "issue:9448", + "issue:9479", + "issue:9637", + "issue:9732" + ], + "soft_pairs": [ + "issue:2780|issue:3674", + "issue:3086|issue:6452", + "issue:4841|issue:9239", + "issue:5963|issue:9007", + "issue:7440|issue:8673", + "issue:9479|issue:9637", + "issue:4972|issue:7180", + "issue:11302|issue:11315", + "issue:6964|issue:7220", + "issue:6593|issue:8752", + "issue:12011|issue:9732", + "issue:5365|issue:6028", + "issue:8182|issue:8495", + "issue:10120|issue:6362", + "issue:1407|issue:1792", + "issue:2299|issue:3338", + "issue:12034|issue:12529", + "issue:1251|issue:2907", + "issue:10798|issue:13107", + "issue:7485|issue:9448", + "issue:10752|issue:12110", + "issue:3428|issue:3908", + "issue:10100|issue:6132", + "issue:1546|issue:1556" + ], + "prepared_review_unit_hash": "8a9606e26e037c2021264d8636c61b620adcf3b981c699ff6444bf7562599c30", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33867, + "estimated_input_tokens": 8467, + "estimated_eval_tokens": 17190 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; most soft edges are only broad subsystem similarity, not duplicates. The only plausible duplicate is the feature_extractor/safety_checker pipeline-init failure pair (1407 \u2194 1792).", + "confidence": 0.52, + "canonical_issue_reason": "issue:1792 is the clearest and broadest report of the shared initialization failure around missing feature_extractor/safety_checker; it generalizes the same code-path problem more than the PR-specific regression report in 1407.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:1792 has a concrete repro and captures the underlying pipeline initialization bug most generally.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2780", + "right": "issue:3674", + "accept": false, + "reason": "Different failures: FP16 gradient unscale vs dataset metadata parsing." + }, + { + "left": "issue:3086", + "right": "issue:6452", + "accept": false, + "reason": "Unrelated pipeline behaviors: audio-to-image vs adding masked_image_latents input." + }, + { + "left": "issue:4841", + "right": "issue:9239", + "accept": false, + "reason": "Both involve image generation issues, but one is image-size handling and the other is black output with ControlNet-Canny." + }, + { + "left": "issue:5963", + "right": "issue:9007", + "accept": false, + "reason": "Different bugs: Kandinsky embeds-vs-prompts handling vs DPMSolver black output at order 3." + }, + { + "left": "issue:7440", + "right": "issue:8673", + "accept": false, + "reason": "Dataset availability is unrelated to SD3 attention-mask handling." + }, + { + "left": "issue:9479", + "right": "issue:9637", + "accept": false, + "reason": "Inpaint mask preservation and XFormers attention-mask/bfloat16 failure are distinct code paths." + }, + { + "left": "issue:4972", + "right": "issue:7180", + "accept": false, + "reason": "Example runtime failure vs SDXL ControlNet CPU offload failure; not the same bug." + }, + { + "left": "issue:11302", + "right": "issue:11315", + "accept": false, + "reason": "Quantized model save issue and MPS float64 rope init bug are unrelated." + }, + { + "left": "issue:6964", + "right": "issue:7220", + "accept": false, + "reason": "Same pipeline family, but one is 4-channel UNet compatibility and the other is unload_ip_adapter cleanup." + }, + { + "left": "issue:6593", + "right": "issue:8752", + "accept": false, + "reason": "LoRA loading request for SDXL Img2Img is unrelated to offline from_single_file loading." + }, + { + "left": "issue:12011", + "right": "issue:9732", + "accept": false, + "reason": "Both mention OOM, but on different models/tasks and likely different causes." + }, + { + "left": "issue:5365", + "right": "issue:6028", + "accept": false, + "reason": "num_inference_steps validation in txt2video is unrelated to Kandinsky OOM." + }, + { + "left": "issue:8182", + "right": "issue:8495", + "accept": false, + "reason": "Logger typo and SD3 tokenizer enum parsing failure are unrelated." + }, + { + "left": "issue:10120", + "right": "issue:6362", + "accept": false, + "reason": "Both are memory complaints, but one is DreamBooth+SD3 and the other is dataset mapping during SDXL fine-tuning." + }, + { + "left": "issue:1407", + "right": "issue:1792", + "accept": true, + "reason": "Both describe the same underlying initialization bug: pipelines error when feature_extractor/safety_checker are missing from SD/SD2-style variants." + }, + { + "left": "issue:2299", + "right": "issue:3338", + "accept": false, + "reason": "Fast-stable-diffusion checkpoint support request vs slow import performance; different issues." + }, + { + "left": "issue:12034", + "right": "issue:12529", + "accept": false, + "reason": "Both are Wan 2.2 i2v reports, but one is poor quality and the other is a tiled VAE tensor mismatch." + }, + { + "left": "issue:1251", + "right": "issue:2907", + "accept": false, + "reason": "Black image on MPS in RePaintPipeline vs calling enable_model_cpu_offload twice; not the same bug." + }, + { + "left": "issue:10798", + "right": "issue:13107", + "accept": false, + "reason": "Flux quantization device-combination bug and Flux Klein LoRA missing-key errors are distinct." + }, + { + "left": "issue:7485", + "right": "issue:9448", + "accept": false, + "reason": "Safety checker NoneType callable error vs IP-Adapter tuple shape AttributeError in ControlNet inpaint." + }, + { + "left": "issue:10752", + "right": "issue:12110", + "accept": false, + "reason": "FP16 gradient unscale bug and UNet1DModel GaussianFourier init bug are unrelated." + }, + { + "left": "issue:3428", + "right": "issue:3908", + "accept": false, + "reason": "Different concerns: unexpected img2img behavior vs caching a model in Streamlit." + }, + { + "left": "issue:10100", + "right": "issue:6132", + "accept": false, + "reason": "ConsisID support request is unrelated to adding LOADABLE_CLASSES." + }, + { + "left": "issue:1546", + "right": "issue:1556", + "accept": false, + "reason": "Truncation warning causing batched-input errors is not the same as black images with NSFW warning." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The output is conservative and grounded in the packet. The only accepted duplicate pair, issue:1407 \u2194 issue:1792, is well supported by the titles describing the same missing feature_extractor/safety_checker initialization failure. The other soft-edge rejections are appropriately cautious and do not overclaim duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 317, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10526", + "issue:1068", + "issue:1082", + "issue:1866", + "issue:1925", + "issue:2035", + "issue:235", + "issue:2410", + "issue:2577", + "issue:3103", + "issue:3646", + "issue:3853", + "issue:3954", + "issue:4069", + "issue:4530", + "issue:4630", + "issue:4638", + "issue:4686", + "issue:4692", + "issue:4747", + "issue:4885", + "issue:490", + "issue:4907", + "issue:4911", + "issue:5226", + "issue:525", + "issue:5335", + "issue:5520", + "issue:5572", + "issue:5963", + "issue:6087", + "issue:6232", + "issue:6234", + "issue:6536", + "issue:6657", + "issue:6807", + "issue:7080", + "issue:725", + "issue:7506", + "issue:7694", + "issue:7708", + "issue:8708", + "issue:8831", + "issue:8930", + "issue:9063", + "issue:9147", + "issue:9293", + "issue:967" + ], + "soft_pairs": [ + "issue:235|issue:525", + "issue:3853|issue:5520", + "issue:4630|issue:725", + "issue:4911|issue:9147", + "issue:7080|issue:8930", + "issue:3954|issue:6087", + "issue:4686|issue:5335", + "issue:4885|issue:8831", + "issue:10526|issue:9293", + "issue:1925|issue:2577", + "issue:7708|issue:9063", + "issue:6232|issue:7506", + "issue:1068|issue:1082", + "issue:3646|issue:4747", + "issue:2035|issue:4530", + "issue:2410|issue:5572", + "issue:3103|issue:4907", + "issue:4069|issue:7694", + "issue:5963|issue:6807", + "issue:6234|issue:8708", + "issue:6536|issue:6657", + "issue:1866|issue:967", + "issue:4692|issue:490", + "issue:4638|issue:5226" + ], + "prepared_review_unit_hash": "61a9c4dd3ce67e744b40c02a232608f29625f8251521fca549c808d59a34a01c", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34093, + "estimated_input_tokens": 8524, + "estimated_eval_tokens": 17304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The listed issues are broadly heterogeneous; the proposed soft pairs mostly share generic ML/diffusers wording but not the same underlying bug or fix path. No single issue stands out as a safe canonical duplicate target for the whole set.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the collection mixes unrelated problems (CUDA/runtime failures, scheduler math, model loading/serialization, LoRA/Textual Inversion, ControlNet, Flux, SDXL, and architecture bugs), so collapsing them into one duplicate target would be unsafe.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: none of the candidates cleanly represents the rest of the set, and the closest-looking items still point to distinct code paths and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:235", + "right": "issue:525", + "accept": false, + "reason": "Both mention training/CUDA-adjacent problems, but one is a standalone CUDA porting issue and the other is a local image loading notebook problem; different bug and fix path." + }, + { + "left": "issue:3853", + "right": "issue:5520", + "accept": false, + "reason": "Both are about weight/header deserialization, but the concrete failures differ: LoRA weight loading vs generic HeaderTooLarge serialization error." + }, + { + "left": "issue:4630", + "right": "issue:725", + "accept": false, + "reason": "One asks to modify LoRA weights after loading; the other is about pipeline device mapping / accelerate memory reduction. Related area, but not the same bug." + }, + { + "left": "issue:4911", + "right": "issue:9147", + "accept": false, + "reason": "Both involve Flux/autopipeline loading errors, but one is a custom text_encoder loading failure and the other is a general Flux autopipeline error; not clearly the same code-path issue." + }, + { + "left": "issue:7080", + "right": "issue:8930", + "accept": false, + "reason": "Both concern SDXL ControlNet behavior, but one is a training/inference output mismatch while the other is pose-image conditioning not being respected; different symptoms and likely different causes." + }, + { + "left": "issue:3954", + "right": "issue:6087", + "accept": false, + "reason": "One is a wrong step-count bug in multi-GPU scheduler training, the other is incorrect LoRA alpha persistence on save/load; same broad training area, not same defect." + }, + { + "left": "issue:4686", + "right": "issue:5335", + "accept": false, + "reason": "One is about loading a locally saved pipeline, the other about deploying behind a network block; these are unrelated operational/loading issues." + }, + { + "left": "issue:4885", + "right": "issue:8831", + "accept": false, + "reason": "Both touch LoRA support, but one is an SDXL ControlNet pipeline load issue and the other is unsupported LoRA layers continuation; not the same underlying change." + }, + { + "left": "issue:10526", + "right": "issue:9293", + "accept": false, + "reason": "Both are low-level tensor/storage errors, but one is an optimum.quanto WeightQBytesTensor constructor failure and the other is a missing Float8 storage type; different stack and bug." + }, + { + "left": "issue:1925", + "right": "issue:2577", + "accept": false, + "reason": "One is half-precision inpainting failure, the other is DDIMInverseScheduler behavior; both are diffusion issues but not the same bug." + }, + { + "left": "issue:7708", + "right": "issue:9063", + "accept": false, + "reason": "Both involve Flux/SDXL-style model loading, but one is a missing tokenizer/config file and the other is a tokenizer instantiation compatibility error; distinct failures." + }, + { + "left": "issue:6232", + "right": "issue:7506", + "accept": false, + "reason": "Both mention scheduler/model loading problems, but one is a DPMSolver add_noise edge case and the other is a meta-tensor copy/model init mismatch; unrelated code paths." + }, + { + "left": "issue:1068", + "right": "issue:1082", + "accept": false, + "reason": "Both are runtime failures, but one is a distributed launch/elastic error and the other is a CUDA cublasLtMatmul failure in Dreambooth; not the same defect." + }, + { + "left": "issue:3646", + "right": "issue:4747", + "accept": false, + "reason": "Both are model/API loading issues, but one is ControlNetModel.from_unet missing and the other is missing model_index.json after loading a fine-tuned SDXL LoRA; different targets." + }, + { + "left": "issue:2035", + "right": "issue:4530", + "accept": false, + "reason": "Both mention visual artifacts, but one is tiled upscaling launch/tiling behavior and the other is SDXL refiner color artifacts; too different to merge." + }, + { + "left": "issue:2410", + "right": "issue:5572", + "accept": false, + "reason": "One is a Flax training script output-file issue, the other is a FrozenDict missing scaling_factor attribute in a pipeline; unrelated." + }, + { + "left": "issue:3103", + "right": "issue:4907", + "accept": false, + "reason": "Both relate to inpainting, but one is height/width handling and the other is an SDXL inpainting model warning; not the same concrete bug." + }, + { + "left": "issue:4069", + "right": "issue:7694", + "accept": false, + "reason": "One is about unloading textual inversion checkpoints from a pipeline; the other is checkpoint key updates for ControlNetXS. Same ecosystem, different changes." + }, + { + "left": "issue:5963", + "right": "issue:6807", + "accept": false, + "reason": "One is Kandinsky embeddings vs prompts behavior, the other is MPS test collection failure; no shared bug or fix." + }, + { + "left": "issue:6234", + "right": "issue:8708", + "accept": false, + "reason": "One is an example script issue for SDXL training, the other is a missing VAE shift_factor in SD3 dreambooth examples; different model family and issue." + }, + { + "left": "issue:6536", + "right": "issue:6657", + "accept": false, + "reason": "One is UNet3DConditionModel fine-tuning OOM, the other is frames/channels being swapped in UNet3DConditionModel; memory vs tensor-shape bug." + }, + { + "left": "issue:1866", + "right": "issue:967", + "accept": false, + "reason": "Both are scheduler incompatibilities, but one is img2img strength handling in DPMSolverSinglestepScheduler and the other is OnnxStableDiffusionPipeline unsupported operand errors; not the same fix." + }, + { + "left": "issue:4692", + "right": "issue:490", + "accept": false, + "reason": "Both concern memory, but one is a UNet2DConditionModel memory issue and the other is a broad pipeline memory comparison; too generic to treat as duplicate." + }, + { + "left": "issue:4638", + "right": "issue:5226", + "accept": false, + "reason": "Both are about loading LoRA/textual inversion on SDXL pipelines, but one is textual inversion loading and the other is adapter pipeline LoRA support; different pipeline paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 318, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10003", + "issue:10010", + "issue:10194", + "issue:10392", + "issue:10450", + "issue:1062", + "issue:10782", + "issue:11117", + "issue:11570", + "issue:11830", + "issue:12082", + "issue:12783", + "issue:1298", + "issue:13137", + "issue:1478", + "issue:1790", + "issue:2132", + "issue:2276", + "issue:2332", + "issue:2410", + "issue:2728", + "issue:2783", + "issue:2803", + "issue:3086", + "issue:3149", + "issue:3171", + "issue:3451", + "issue:4709", + "issue:4733", + "issue:5315", + "issue:5605", + "issue:5931", + "issue:6232", + "issue:6727", + "issue:6790", + "issue:6906", + "issue:7415", + "issue:761", + "issue:7895", + "issue:8440", + "issue:8578", + "issue:9393", + "issue:9670", + "issue:9756", + "issue:9763", + "issue:9858", + "issue:9926", + "issue:9953" + ], + "soft_pairs": [ + "issue:1062|issue:2332", + "issue:2132|issue:4733", + "issue:5315|issue:6232", + "issue:6790|issue:6906", + "issue:11117|issue:7415", + "issue:2410|issue:3451", + "issue:11570|issue:9953", + "issue:2728|issue:2803", + "issue:10003|issue:8578", + "issue:10010|issue:9756", + "issue:10450|issue:7895", + "issue:10782|issue:13137", + "issue:1298|issue:1478", + "issue:1790|issue:761", + "issue:2783|issue:3171", + "issue:3086|issue:5605", + "issue:3149|issue:5931", + "issue:6727|issue:8440", + "issue:12082|issue:9763", + "issue:2276|issue:4709", + "issue:11830|issue:12783", + "issue:9393|issue:9858", + "issue:10194|issue:9926", + "issue:10392|issue:9670" + ], + "prepared_review_unit_hash": "913085fb97cc5e8bb47aeb7c2eb95d8fbda379ceafff007b044ceb2152db1c86", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33677, + "estimated_input_tokens": 8420, + "estimated_eval_tokens": 17096 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a safe duplicate merge candidate; the set is a heterogeneous mix of unrelated scheduler, Flux, DreamBooth, quantization, docs, and feature-request issues. No PRs are present.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a safe canonical here: the items span unrelated bugs and feature requests across different pipelines, model families, and tooling.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative for duplication triage because the cluster does not center on one underlying defect or change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1062", + "right": "issue:2332", + "accept": false, + "reason": "Both mention DreamBooth, but one is about training repeatability and the other about inference after training; different failure modes and code paths." + }, + { + "left": "issue:2132", + "right": "issue:4733", + "accept": false, + "reason": "Both are DreamBooth training issues, but 'Accelerator.trackers' missing and checkpoint resume optimizer checks are unrelated bugs." + }, + { + "left": "issue:5315", + "right": "issue:6232", + "accept": false, + "reason": "Both are scheduler bugs, but they target different schedulers and different methods (DDIMInverseScheduler.step vs DPMSolverSinglestepScheduler.add_noise)." + }, + { + "left": "issue:6790", + "right": "issue:6906", + "accept": false, + "reason": "LCM state_dict key mismatch and a broken LoRA DreamBooth example are different training problems, not one underlying defect." + }, + { + "left": "issue:11117", + "right": "issue:7415", + "accept": false, + "reason": "Both are dtype-related, but they affect different pipelines/devices and have different mismatch scenarios (SD3 Half/BFloat16 vs AutoencoderKL bfloat16 on TPU)." + }, + { + "left": "issue:2410", + "right": "issue:3451", + "accept": false, + "reason": "Missing model output files in a Flax training script is unrelated to fp16 memory usage in another training script." + }, + { + "left": "issue:11570", + "right": "issue:9953", + "accept": false, + "reason": "Both involve quantized components, but one breaks LoRA weight loading on bitsandbytes text encoders while the other breaks moving a quantized pipeline to CUDA." + }, + { + "left": "issue:2728", + "right": "issue:2803", + "accept": false, + "reason": "A safetensors loading issue and a local docs build failure are clearly unrelated." + }, + { + "left": "issue:10003", + "right": "issue:8578", + "accept": false, + "reason": "A scheduler bug at 1000 inference steps and a meta-tensor copy error during loading are different bugs with different triggers." + }, + { + "left": "issue:10010", + "right": "issue:9756", + "accept": false, + "reason": "A missing model_index.json for FLUX Fill and a missing notebook file are unrelated path/resource issues." + }, + { + "left": "issue:10450", + "right": "issue:7895", + "accept": false, + "reason": "Different Flux/Flax blocks and a broken memory-efficient attention path are not the same concrete problem." + }, + { + "left": "issue:10782", + "right": "issue:13137", + "accept": false, + "reason": "These concern different models and different adapter/LoRA behaviors, so they are not duplicates." + }, + { + "left": "issue:1298", + "right": "issue:1478", + "accept": false, + "reason": "One is a regression in Stable Diffusion img2img; the other is an output-count limitation in the upscale pipeline." + }, + { + "left": "issue:1790", + "right": "issue:761", + "accept": false, + "reason": "A generic training question is not the same as a DreamBooth 8-bit optimizer failure." + }, + { + "left": "issue:2783", + "right": "issue:3171", + "accept": false, + "reason": "Both are ControlNet feature requests, but they ask for different features and do not describe the same change." + }, + { + "left": "issue:3086", + "right": "issue:5605", + "accept": false, + "reason": "Input-audio/output-image and per-image caption support are unrelated feature requests." + }, + { + "left": "issue:3149", + "right": "issue:5931", + "accept": false, + "reason": "Both mention nondeterminism, but they are broad symptom reports in different contexts and versions; not clearly the same underlying bug." + }, + { + "left": "issue:6727", + "right": "issue:8440", + "accept": false, + "reason": "These are different ValueError contexts in different APIs; the titles do not indicate one shared bug." + }, + { + "left": "issue:12082", + "right": "issue:9763", + "accept": false, + "reason": "GPU memory growth after compile and token truncation in Flux ControlNet training are unrelated issues." + }, + { + "left": "issue:2276", + "right": "issue:4709", + "accept": false, + "reason": "A xformers installation problem in a Colab notebook is unrelated to ControlNet guess mode support." + }, + { + "left": "issue:11830", + "right": "issue:12783", + "accept": false, + "reason": "Both are visual-output problems, but black output in framepack fp16 and confetti/noisy output on sm90 are different symptoms with different likely causes." + }, + { + "left": "issue:9393", + "right": "issue:9858", + "accept": false, + "reason": "Saving a Flux DreamBooth LoRA with DeepSpeed and a KeyError: 'train' are not the same bug." + }, + { + "left": "issue:10194", + "right": "issue:9926", + "accept": false, + "reason": "Flux attention masking support and gguf quantize/speed-up support are different feature requests." + }, + { + "left": "issue:10392", + "right": "issue:9670", + "accept": false, + "reason": "A Flux fp8/LoRA compatibility issue and a PEFT-backend requirement for loading LoRA are distinct adapter-loading problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 319, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10277", + "issue:10673", + "issue:11093", + "issue:11581", + "issue:11874", + "issue:12034", + "issue:12108", + "issue:12175", + "issue:13203", + "issue:2371", + "issue:2614", + "issue:2772", + "issue:2776", + "issue:3019", + "issue:3073", + "issue:3087", + "issue:3570", + "issue:3631", + "issue:4057", + "issue:4337", + "issue:4398", + "issue:4554", + "issue:4649", + "issue:4668", + "issue:4782", + "issue:4874", + "issue:5178", + "issue:5593", + "issue:6125", + "issue:6313", + "issue:6667", + "issue:6700", + "issue:7168", + "issue:7348", + "issue:7378", + "issue:7417", + "issue:7661", + "issue:8469", + "issue:8831", + "issue:9223", + "issue:9298", + "issue:9534", + "issue:9660", + "issue:9665", + "issue:9674", + "issue:9704", + "issue:9933" + ], + "soft_pairs": [ + "issue:11093|issue:8469", + "issue:12034|issue:12175", + "issue:2614|issue:3570", + "issue:2776|issue:9223", + "issue:3073|issue:3087", + "issue:3631|issue:4782", + "issue:3631|issue:7378", + "issue:4337|issue:4554", + "issue:4398|issue:8831", + "issue:7168|issue:7661", + "issue:9534|issue:9665", + "issue:3019|issue:6313", + "issue:10673|issue:9704", + "issue:6667|issue:9674", + "issue:2371|issue:4057", + "issue:5593|issue:9660", + "issue:6125|issue:9933", + "issue:10277|issue:12108", + "issue:11874|issue:13203", + "issue:5178|issue:7417", + "issue:2772|issue:4874", + "issue:4668|issue:7348", + "issue:4649|issue:6700", + "issue:11581|issue:9298" + ], + "prepared_review_unit_hash": "aec09ecac663944e4ba13573a8937db2b49beee94d76805425b6be451115debe", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33366, + "estimated_input_tokens": 8342, + "estimated_eval_tokens": 16940 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This looks like a false-positive semantic cluster: the items span unrelated model, pipeline, training, and dependency issues. None of the soft pairs describe the same concrete bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the set is heterogeneous and the soft-paired items are not the same underlying bug. If forced, 12108 is only the closest thematic match because it is one of the few scheduler/flow-matching reports, but it still does not represent the whole set.", + "canonical_pr_reason": null, + "best_issue_reason": "There is no good global best issue for dedupe here because the cluster is not a true duplicate group. The issues are too diverse in model, subsystem, and failure mode to use one as the representative canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11093", + "right": "issue:8469", + "accept": false, + "reason": "Different problems: TorchAO example breakage vs IP-Adapter face corruption." + }, + { + "left": "issue:12034", + "right": "issue:12175", + "accept": false, + "reason": "Both mention quality, but they are different models and likely different root causes." + }, + { + "left": "issue:2614", + "right": "issue:3570", + "accept": false, + "reason": "Download-directory configuration vs disabling downloads when loading ckpt are separate behaviors." + }, + { + "left": "issue:2776", + "right": "issue:9223", + "accept": false, + "reason": "DeepSpeed/runtime setup issue vs Python dependency conflict; unrelated." + }, + { + "left": "issue:3073", + "right": "issue:3087", + "accept": false, + "reason": "Feature request for consistency models vs LoRA/LyCORIS support request." + }, + { + "left": "issue:3631", + "right": "issue:4782", + "accept": false, + "reason": "Inpainting latents exception is not the same as mask leakage during inpainting." + }, + { + "left": "issue:3631", + "right": "issue:7378", + "accept": false, + "reason": "Inpainting exception vs AnimateDiff video-to-video memory usage; different code paths." + }, + { + "left": "issue:4337", + "right": "issue:4554", + "accept": false, + "reason": "torch.compile ControlNetReference failure is distinct from Kandinsky OOM." + }, + { + "left": "issue:4398", + "right": "issue:8831", + "accept": false, + "reason": "SDXL LORA dreambooth black images and unsupported-layers continuation are not the same bug." + }, + { + "left": "issue:7168", + "right": "issue:7661", + "accept": false, + "reason": "IP-Adapter embedding shape issue vs request to support IP-Adapter in AnimateDiff." + }, + { + "left": "issue:9534", + "right": "issue:9665", + "accept": false, + "reason": "Missing config attribute in FluxMultiControlNetModel is unrelated to accelerator.prepare being affected by DeepSpeed config." + }, + { + "left": "issue:3019", + "right": "issue:6313", + "accept": false, + "reason": "A model request and a pipeline implementation request are different changes." + }, + { + "left": "issue:10673", + "right": "issue:9704", + "accept": false, + "reason": "Shape mismatch in AuraFlow pipeline vs cuDNN frontend execution-plan error; different failure modes." + }, + { + "left": "issue:6667", + "right": "issue:9674", + "accept": false, + "reason": "controlnet-xs-inpaint request is not the same as poor SD3 controlnet training results." + }, + { + "left": "issue:2371", + "right": "issue:4057", + "accept": false, + "reason": "Dreambooth output omission vs blurred finetuned inpainting output are distinct issues." + }, + { + "left": "issue:5593", + "right": "issue:9660", + "accept": false, + "reason": "AutoPipeline.from_pipe with ControlNet vs from_pretrained not setting eval mode are separate bugs." + }, + { + "left": "issue:6125", + "right": "issue:9933", + "accept": false, + "reason": "UnetMotionModel parameter handling is unrelated to missing width/height in SD3 img2img." + }, + { + "left": "issue:10277", + "right": "issue:12108", + "accept": false, + "reason": "Both mention schedulers/flow matching, but they target different pipelines and concrete failure contexts." + }, + { + "left": "issue:11874", + "right": "issue:13203", + "accept": false, + "reason": "LoRA exclude_modules behavior is a different support issue than Zimage LoRA support." + }, + { + "left": "issue:5178", + "right": "issue:7417", + "accept": false, + "reason": "DPM SDE resolution-change bug is unrelated to the Mac lora_fuse_nan test failure." + }, + { + "left": "issue:2772", + "right": "issue:4874", + "accept": false, + "reason": "Local dataset validation in train_controlnet.py is not the same as low_res_scheduler behavior in upscale pipeline." + }, + { + "left": "issue:4668", + "right": "issue:7348", + "accept": false, + "reason": "Weird images from Kohya-style LoRA vs weird results with EulerAncestralControlNetInpaint are not the same concrete bug." + }, + { + "left": "issue:4649", + "right": "issue:6700", + "accept": false, + "reason": "Both are TypeErrors in model internals, but they arise from different parameters and code paths." + }, + { + "left": "issue:11581", + "right": "issue:9298", + "accept": false, + "reason": "IP-Adapter dtype kwarg error is unrelated to missing Float8 storage type." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 320, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10550", + "issue:10640", + "issue:10658", + "issue:11321", + "issue:11408", + "issue:12470", + "issue:1255", + "issue:1290", + "issue:1685", + "issue:181", + "issue:3062", + "issue:307", + "issue:3085", + "issue:3251", + "issue:3382", + "issue:3643", + "issue:3645", + "issue:3674", + "issue:3824", + "issue:3910", + "issue:4075", + "issue:4213", + "issue:4222", + "issue:4453", + "issue:4483", + "issue:4578", + "issue:4585", + "issue:4676", + "issue:4705", + "issue:4756", + "issue:5109", + "issue:5209", + "issue:5328", + "issue:5405", + "issue:5578", + "issue:5645", + "issue:5769", + "issue:5786", + "issue:6164", + "issue:6274", + "issue:6476", + "issue:6742", + "issue:7021", + "issue:7178", + "issue:7813", + "issue:8393", + "issue:8930", + "issue:9046" + ], + "soft_pairs": [ + "issue:6476|issue:7178", + "issue:4213|issue:6742", + "issue:5109|issue:8930", + "issue:181|issue:3382", + "issue:3643|issue:6164", + "issue:10550|issue:11408", + "issue:10640|issue:7021", + "issue:10658|issue:12470", + "issue:11321|issue:9046", + "issue:1255|issue:4585", + "issue:1290|issue:307", + "issue:1685|issue:3251", + "issue:3062|issue:4075", + "issue:3085|issue:4483", + "issue:3645|issue:4705", + "issue:3674|issue:4756", + "issue:3824|issue:7813", + "issue:3910|issue:5328", + "issue:4222|issue:5786", + "issue:4453|issue:5209", + "issue:4578|issue:5405", + "issue:4676|issue:8393", + "issue:5578|issue:5769", + "issue:5645|issue:6274" + ], + "prepared_review_unit_hash": "1a2aa09a712c355ef9219e55d96caf26a4ed2836f8c5f4cf4b01ea5490c7f0db", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33764, + "estimated_input_tokens": 8441, + "estimated_eval_tokens": 17138 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose collection of unrelated issues; the soft-matched pairs only share vague topic similarity and do not describe the same underlying bug or change. All soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:6476", + "right": "issue:7178", + "accept": false, + "reason": "Both mention export_to_video, but one is an OpenCV-version crash and the other is a general malfunction report; no evidence they are the same failure mode." + }, + { + "left": "issue:4213", + "right": "issue:6742", + "accept": false, + "reason": "SDXL single-file loading without accelerate is unrelated to DownBlockMotion checkpointing behavior; different code paths and symptoms." + }, + { + "left": "issue:5109", + "right": "issue:8930", + "accept": false, + "reason": "One is a LoRA-loading exception in a specific ControlNet img2img pipeline, the other is poor pose adherence in another pipeline; not the same bug." + }, + { + "left": "issue:181", + "right": "issue:3382", + "accept": false, + "reason": "Both concern training, but one is image writing failure and the other is multi-GPU OOM; different problems and fixes." + }, + { + "left": "issue:3643", + "right": "issue:6164", + "accept": false, + "reason": "INT_MAX overflow during latent decoding is a low-level runtime error, while latent output handling is a pipeline API/behavior issue; unrelated." + }, + { + "left": "issue:10550", + "right": "issue:11408", + "accept": false, + "reason": "LoRA into a quantized base model and set_adapters on compiled models are separate adapter/quantization concerns with different failure points." + }, + { + "left": "issue:10640", + "right": "issue:7021", + "accept": false, + "reason": "DataParallel error in FluxInpaintPipeline is unrelated to HF_HOME import errors." + }, + { + "left": "issue:10658", + "right": "issue:12470", + "accept": false, + "reason": "ONNX Runtime provider_options request and DiffusersQuantizer API additions are different feature requests with no shared code-path bug." + }, + { + "left": "issue:11321", + "right": "issue:9046", + "accept": false, + "reason": "A README bug for Flux controlnet training is documentation-only; Flux VAE latent_channels is a model-architecture question." + }, + { + "left": "issue:1255", + "right": "issue:4585", + "accept": false, + "reason": "Importing DPMSolverMultistepScheduler and SDXL MultiControlNet documentation are unrelated." + }, + { + "left": "issue:1290", + "right": "issue:307", + "accept": false, + "reason": "Community DreamArtist project post is not the same as a request to merge Stable Diffusion pipelines into one." + }, + { + "left": "issue:1685", + "right": "issue:3251", + "accept": false, + "reason": "Telemetry opt-out and ControlNet Shuffle guidance are unrelated issues." + }, + { + "left": "issue:3062", + "right": "issue:4075", + "accept": false, + "reason": "Different docstring questions for different classes; no same underlying bug or change." + }, + { + "left": "issue:3085", + "right": "issue:4483", + "accept": false, + "reason": "Removed cache-folder argument and SDXL generator nondeterminism are separate API/behavior issues." + }, + { + "left": "issue:3645", + "right": "issue:4705", + "accept": false, + "reason": "Training/finetuning questions for inpainting pipelines are not the same problem as modifying train_controlnet.py for inpainting." + }, + { + "left": "issue:3674", + "right": "issue:4756", + "accept": false, + "reason": "metadata.jsonl parsing in LoRA training and a request for style-training support are different training-data concerns." + }, + { + "left": "issue:3824", + "right": "issue:7813", + "accept": false, + "reason": "Question about inpaint pipeline variants and a TODO about passing timesteps are unrelated." + }, + { + "left": "issue:3910", + "right": "issue:5328", + "accept": false, + "reason": "Certain LoRA weights failing to load and Civital LoRAs all failing likely refer to different loader/asset issues without concrete overlap." + }, + { + "left": "issue:4222", + "right": "issue:5786", + "accept": false, + "reason": "Low-resolution dataset training guidance and loading a precomputed cache on another machine are different usage questions." + }, + { + "left": "issue:4453", + "right": "issue:5209", + "accept": false, + "reason": "Converting SDXL LoRA to safetensors for A1111 and black validation images in a script are unrelated." + }, + { + "left": "issue:4578", + "right": "issue:5405", + "accept": false, + "reason": "Documentation claim about VAE usage and from_single_file not overwriting weights are distinct problems." + }, + { + "left": "issue:4676", + "right": "issue:8393", + "accept": false, + "reason": "TAESD latent brightness and checkpoint-shard loading time are unrelated performance/quality topics." + }, + { + "left": "issue:5578", + "right": "issue:5769", + "accept": false, + "reason": "Missing model_index.json and mixed-precision training correctness are unrelated." + }, + { + "left": "issue:5645", + "right": "issue:6274", + "accept": false, + "reason": "LCM support broken and multi-adapter T2I-Adapter behavior are different features with different failure surfaces." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 321, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10798", + "issue:1614", + "issue:1672", + "issue:2201", + "issue:255", + "issue:2704", + "issue:2904", + "issue:3194", + "issue:3249", + "issue:3651", + "issue:3683", + "issue:409", + "issue:4286", + "issue:4450", + "issue:4868", + "issue:5109", + "issue:5178", + "issue:5523", + "issue:5678", + "issue:5791", + "issue:5845", + "issue:5849", + "issue:5969", + "issue:6110", + "issue:6681", + "issue:6869", + "issue:6906", + "issue:6967", + "issue:7000", + "issue:7102", + "issue:7209", + "issue:7333", + "issue:7354", + "issue:7516", + "issue:7548", + "issue:7955", + "issue:7972", + "issue:8477", + "issue:8671", + "issue:8918", + "issue:8943", + "issue:9055", + "issue:9161", + "issue:9366", + "issue:9415", + "issue:9476", + "issue:9477", + "issue:9856" + ], + "soft_pairs": [ + "issue:5845|issue:6906", + "issue:6681|issue:6869", + "issue:7333|issue:7955", + "issue:8671|issue:8918", + "issue:8943|issue:9477", + "issue:6967|issue:7972", + "issue:1672|issue:2201", + "issue:3194|issue:4868", + "issue:3249|issue:7354", + "issue:8477|issue:9415", + "issue:255|issue:409", + "issue:3683|issue:4450", + "issue:7516|issue:9055", + "issue:2904|issue:5523", + "issue:7000|issue:7548", + "issue:3651|issue:5178", + "issue:1614|issue:5969", + "issue:5678|issue:5791", + "issue:5849|issue:9856", + "issue:6110|issue:7209", + "issue:2704|issue:7102", + "issue:4286|issue:5109", + "issue:9161|issue:9476", + "issue:10798|issue:9366" + ], + "prepared_review_unit_hash": "048347806f56ba71778fbc64410a3f5b1b1aea2f649a4caca55ea3549cd56ba3", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34415, + "estimated_input_tokens": 8604, + "estimated_eval_tokens": 17464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated issues that only share broad diffusers/Stable Diffusion themes. I only see one plausible duplicate edge around export_to_video; the rest are different bugs, features, or scripts and should stay separate.", + "confidence": 0.58, + "canonical_issue_reason": "issue:6869 is the most concrete report in the only plausible duplicate pair: it names the exact export_to_video failure and error, while issue:6681 is just a generic version of the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:6869 is the best representative issue for this cluster because it is specific, reproducible, and the clearest candidate for deduplication; most other items are too heterogeneous to serve as a canonical bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5845", + "right": "issue:6906", + "accept": false, + "reason": "Both concern DreamBooth/LoRA training, but they target different setups (PixArt Alpha vs the generic LoRA example) and do not look like the same underlying bug." + }, + { + "left": "issue:6681", + "right": "issue:6869", + "accept": true, + "reason": "Both are about export_to_video failing; 6869 provides the concrete ValueError while 6681 is the generic report, so they likely describe the same bug." + }, + { + "left": "issue:7333", + "right": "issue:7955", + "accept": false, + "reason": "Completely different research/model topics with no shared failure mode or code path." + }, + { + "left": "issue:8671", + "right": "issue:8918", + "accept": false, + "reason": "One is about redundant code in a script, the other about a broken training script; same family of files but not the same bug." + }, + { + "left": "issue:8943", + "right": "issue:9477", + "accept": false, + "reason": "A missing shared library at install time is unrelated to the GatheredParameters callable error." + }, + { + "left": "issue:6967", + "right": "issue:7972", + "accept": false, + "reason": "Different training/inference features and different failure types; no evidence of a shared concrete defect." + }, + { + "left": "issue:1672", + "right": "issue:2201", + "accept": false, + "reason": "Wrong output image size after conversion is unrelated to tokenizer padding differences." + }, + { + "left": "issue:3194", + "right": "issue:4868", + "accept": false, + "reason": "Bitsandbytes package metadata missing is unrelated to the super().__getattr__ AttributeError." + }, + { + "left": "issue:3249", + "right": "issue:7354", + "accept": false, + "reason": "These are distinct scheduler/block API issues with no shared code-path bug." + }, + { + "left": "issue:8477", + "right": "issue:9415", + "accept": false, + "reason": "A distributed training error and a model-parameter API error are not the same underlying issue." + }, + { + "left": "issue:255", + "right": "issue:409", + "accept": false, + "reason": "Shape-validation error in StableDiffusionPipeline is unrelated to the missing enable_attention_slicing attribute." + }, + { + "left": "issue:3683", + "right": "issue:4450", + "accept": false, + "reason": "Implementing save_pretrained for Multi-ControlNet is a different change from multi text inversion not working." + }, + { + "left": "issue:7516", + "right": "issue:9055", + "accept": false, + "reason": "Missing DepthNormalEstimationPipeline export is unrelated to missing StableDiffusionLoraLoaderMixin import." + }, + { + "left": "issue:2904", + "right": "issue:5523", + "accept": false, + "reason": "AudioLDM scheduler initialization failure is unrelated to nondeterministic results across runs." + }, + { + "left": "issue:7000", + "right": "issue:7548", + "accept": false, + "reason": "A PyTorch deprecation warning is not the same as flickering AnimateDiff outputs." + }, + { + "left": "issue:3651", + "right": "issue:5178", + "accept": false, + "reason": "Multi-GPU training failure and DPM-SDE resolution-change failure are different bugs." + }, + { + "left": "issue:1614", + "right": "issue:5969", + "accept": false, + "reason": "Blank black images under autocast and NaNs with ZSNR patch are different numerical issues." + }, + { + "left": "issue:5678", + "right": "issue:5791", + "accept": false, + "reason": "Higher-order derivative failure in attention is unrelated to DreamBooth prior preservation/SNR gamma training behavior." + }, + { + "left": "issue:5849", + "right": "issue:9856", + "accept": false, + "reason": "A missing main() args error is unrelated to distributed port contention." + }, + { + "left": "issue:6110", + "right": "issue:7209", + "accept": false, + "reason": "Offline LoRA loading and offline single-file loading are related thematically but not the same concrete failure." + }, + { + "left": "issue:2704", + "right": "issue:7102", + "accept": false, + "reason": "Multi-ControlNet batching and multi-prompt controlnet bugs are different issues even though they touch the same subsystem." + }, + { + "left": "issue:4286", + "right": "issue:5109", + "accept": false, + "reason": "Both mention load_lora_weights, but they are different pipelines and the reported failures are not clearly the same bug." + }, + { + "left": "issue:9161", + "right": "issue:9476", + "accept": false, + "reason": "Distributed bugs in Flux LoRA training and a validation dtype mismatch are distinct problems." + }, + { + "left": "issue:10798", + "right": "issue:9366", + "accept": false, + "reason": "Flux quantization/device-combination issues and DPMSolver step/strength failures are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted soft edge, issue:6681 \u2194 issue:6869, is supported by the packet: both are about export_to_video and 6869 provides the concrete ValueError while 6681 is generic. The remaining rejections do not overstate evidence, and the summary appropriately treats the rest of the cluster as heterogeneous." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 322, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10209", + "issue:10337", + "issue:10636", + "issue:10760", + "issue:10891", + "issue:10967", + "issue:11137", + "issue:11962", + "issue:12613", + "issue:12653", + "issue:12666", + "issue:13311", + "issue:1802", + "issue:215", + "issue:2581", + "issue:2645", + "issue:2676", + "issue:280", + "issue:2905", + "issue:2973", + "issue:3336", + "issue:3570", + "issue:4116", + "issue:4186", + "issue:4263", + "issue:4789", + "issue:487", + "issue:5006", + "issue:5064", + "issue:5523", + "issue:5714", + "issue:6383", + "issue:656", + "issue:6632", + "issue:6956", + "issue:7441", + "issue:8320", + "issue:8534", + "issue:8535", + "issue:8589", + "issue:8641", + "issue:8958", + "issue:9031", + "issue:9039", + "issue:9178", + "issue:9467", + "issue:9515" + ], + "soft_pairs": [ + "issue:12613|issue:13311", + "issue:10209|issue:9467", + "issue:2676|issue:3336", + "issue:3570|issue:4789", + "issue:10636|issue:8589", + "issue:11962|issue:9178", + "issue:1802|issue:487", + "issue:10209|issue:12666", + "issue:10337|issue:11137", + "issue:215|issue:656", + "issue:280|issue:2905", + "issue:4116|issue:8320", + "issue:4263|issue:6632", + "issue:5714|issue:7441", + "issue:6383|issue:9515", + "issue:8534|issue:8535", + "issue:9031|issue:9039", + "issue:2973|issue:5523", + "issue:10760|issue:8958", + "issue:5006|issue:6956", + "issue:10891|issue:12653", + "issue:4186|issue:5064", + "issue:10967|issue:8641", + "issue:2581|issue:2645" + ], + "prepared_review_unit_hash": "59fe3be7c957a5b966121e72e4eea7f3ffd11f153b2d4ab8bfa59dc24e11274f", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 32960, + "estimated_input_tokens": 8240, + "estimated_eval_tokens": 16736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it mixes unrelated issues across different models, pipelines, schedulers, and backend/device bugs. All soft-edge pairs should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a valid canonical duplicate target because the items describe distinct problems or feature requests with different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:12613", + "right": "issue:13311", + "accept": false, + "reason": "Different problems: WAN 2.2 i2v latent NaNs vs FLUX2 LoRA key loading prefix mismatch." + }, + { + "left": "issue:10209", + "right": "issue:9467", + "accept": false, + "reason": "Unrelated model/pipeline bugs: CogVideoX fine-tuning error vs CogVideoX I2V num_frames guard-rail." + }, + { + "left": "issue:2676", + "right": "issue:3336", + "accept": false, + "reason": "Scheduler-name question vs DPM-Solver inverse scheduler feature request; not the same issue." + }, + { + "left": "issue:3570", + "right": "issue:4789", + "accept": false, + "reason": "Loading control/download behavior vs DeepFloyd IF download failure; different code paths." + }, + { + "left": "issue:10636", + "right": "issue:8589", + "accept": false, + "reason": "General bug in value_guided_sampling.py vs SD3 DreamBooth prior-preservation training issue." + }, + { + "left": "issue:11962", + "right": "issue:9178", + "accept": false, + "reason": "GGUF quantized FLUX.1-Kontext support request vs Flux LoRA PEFT target-module error." + }, + { + "left": "issue:1802", + "right": "issue:487", + "accept": false, + "reason": "Different generations and symptoms: unet_2d_condition encoder_hidden_states handling vs M1 CPU failure." + }, + { + "left": "issue:10209", + "right": "issue:12666", + "accept": false, + "reason": "Different pipelines: CogVideoX fine-tuning error vs Kandinsky 5.0 video pipeline availability in a release." + }, + { + "left": "issue:10337", + "right": "issue:11137", + "accept": false, + "reason": "FLUX IPAdapter quantization failure vs LattePipeline dtype mismatch; separate models/code paths." + }, + { + "left": "issue:215", + "right": "issue:656", + "accept": false, + "reason": "Generic from_pretrained kill vs DreamBooth 16GB GPU error; too broad and not the same bug." + }, + { + "left": "issue:280", + "right": "issue:2905", + "accept": false, + "reason": "Add DEIS scheduler vs add Karras sigmas to schedulers; related area but distinct changes." + }, + { + "left": "issue:4116", + "right": "issue:8320", + "accept": false, + "reason": "SDXL img2img embeddings bug vs from_single_file AutoencoderKL __name__ attribute regression." + }, + { + "left": "issue:4263", + "right": "issue:6632", + "accept": false, + "reason": "LoRA unloading bug vs question about save_state in LoRA training scripts; different concerns." + }, + { + "left": "issue:5714", + "right": "issue:7441", + "accept": false, + "reason": "PeftModel support in maybe_raise_or_warn vs pytest failing on Python 3.12; unrelated." + }, + { + "left": "issue:6383", + "right": "issue:9515", + "accept": false, + "reason": "Multi-stage learning-rate scheduler support vs SD3 JointAttnProcessor RMSNorm omission." + }, + { + "left": "issue:8534", + "right": "issue:8535", + "accept": false, + "reason": "SD3 dreambooth logit-normal weighting bug vs SD3 xformers attention support; separate issues." + }, + { + "left": "issue:9031", + "right": "issue:9039", + "accept": false, + "reason": "Flax pipeline safety checker question vs Flax LoRA loading question; not the same underlying bug." + }, + { + "left": "issue:2973", + "right": "issue:5523", + "accept": false, + "reason": "enable_model_cpu_offload changes results vs inconsistent runs; too generic and not clearly the same defect." + }, + { + "left": "issue:10760", + "right": "issue:8958", + "accept": false, + "reason": "ONNX import attribute bug vs PyTorch 2.4 torch.library.register_fake incompatibility; unrelated." + }, + { + "left": "issue:5006", + "right": "issue:6956", + "accept": false, + "reason": "SDXL BF16 training OOM vs StableVideoDiffusion SageMaker OOM; same symptom class, different workloads/code paths." + }, + { + "left": "issue:10891", + "right": "issue:12653", + "accept": false, + "reason": "DCAE bfloat16 type conversion bug vs PRX rope float64 reference on MPS/npu; different models and failures." + }, + { + "left": "issue:4186", + "right": "issue:5064", + "accept": false, + "reason": "SDXL inpaint/refiner interaction vs refiner inference out-of-space; different symptoms and fixes." + }, + { + "left": "issue:10967", + "right": "issue:8641", + "accept": false, + "reason": "Integrating LaVie/Cinemo vs integrating Lumina-T2X; separate feature requests." + }, + { + "left": "issue:2581", + "right": "issue:2645", + "accept": false, + "reason": "ControlNet checkpoint conversion feature vs Mac M1 CUDA assertion error; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 323, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10030", + "issue:10121", + "issue:10584", + "issue:11225", + "issue:11574", + "issue:11601", + "issue:12052", + "issue:13281", + "issue:1746", + "issue:1933", + "issue:2668", + "issue:3116", + "issue:3209", + "issue:3406", + "issue:3441", + "issue:3960", + "issue:4075", + "issue:4104", + "issue:4249", + "issue:4483", + "issue:4701", + "issue:4801", + "issue:4911", + "issue:5081", + "issue:5224", + "issue:5313", + "issue:5365", + "issue:5703", + "issue:5981", + "issue:6091", + "issue:6131", + "issue:7365", + "issue:7418", + "issue:7460", + "issue:7636", + "issue:8309", + "issue:8649", + "issue:8839", + "issue:8898", + "issue:9052", + "issue:9092", + "issue:929", + "issue:9476", + "issue:9516", + "issue:9822", + "issue:984", + "issue:9873" + ], + "soft_pairs": [ + "issue:3116|issue:3441", + "issue:3209|issue:984", + "issue:6131|issue:9092", + "issue:11574|issue:8839", + "issue:11225|issue:9476", + "issue:4483|issue:5081", + "issue:8309|issue:9873", + "issue:2668|issue:4104", + "issue:3116|issue:5703", + "issue:4701|issue:6091", + "issue:3960|issue:5313", + "issue:12052|issue:13281", + "issue:11601|issue:8898", + "issue:1746|issue:5224", + "issue:1933|issue:4075", + "issue:3406|issue:929", + "issue:4249|issue:7365", + "issue:4801|issue:5981", + "issue:4911|issue:9052", + "issue:5365|issue:8649", + "issue:7418|issue:7460", + "issue:9516|issue:9822", + "issue:10030|issue:7636", + "issue:10121|issue:10584" + ], + "prepared_review_unit_hash": "7a032c4fce90cd33daf1666e87e83a69dae106d9aedcc2f222ba1eb1fec5b657", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33265, + "estimated_input_tokens": 8317, + "estimated_eval_tokens": 16890 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of mostly unrelated diffusers issues across ControlNet, Flux, schedulers, loaders, training examples, and documentation. None of the proposed soft pairs looks like the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #10030 is the most concrete, code-path-specific bug report in the set: it names the failing pipeline and the missing ControlNet `added_cond_kwargs` contract clearly.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #10030 is the best representative issue because it is narrowly scoped, reproducible, and tied to a specific pipeline mismatch rather than a broad symptom or feature request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3116", + "right": "issue:3441", + "accept": false, + "reason": "Both involve diffusion internals, but one is a scheduler/noise bug and the other is a VRAM regression; different symptoms and code paths." + }, + { + "left": "issue:3209", + "right": "issue:984", + "accept": false, + "reason": "Both mention large inputs/tensor shape issues, but one is an AutoencoderKL NaN problem and the other is an interpolation/batch-size failure; not the same bug." + }, + { + "left": "issue:6131", + "right": "issue:9092", + "accept": false, + "reason": "IP-Adapter Plus not working and Flux model_index.json missing are separate loading/configuration issues." + }, + { + "left": "issue:11574", + "right": "issue:8839", + "accept": false, + "reason": "Both are weight-loading errors, but they affect different models and failure modes (missing VAE key vs SD3 LoRA weight mismatch)." + }, + { + "left": "issue:11225", + "right": "issue:9476", + "accept": false, + "reason": "Training OOM on validation and Flux validation dtype mismatch are unrelated training failures." + }, + { + "left": "issue:4483", + "right": "issue:5081", + "accept": false, + "reason": "Determinism of the generator and a matmul shape error are different problems in different parts of the pipeline." + }, + { + "left": "issue:8309", + "right": "issue:9873", + "accept": false, + "reason": "A feature request for conditional diffusion distillation is not the same change as adding an OmniGen pipeline." + }, + { + "left": "issue:2668", + "right": "issue:4104", + "accept": false, + "reason": "ControlNet image misrouted as Img2Img input and black-image casting warnings are different bugs with different mechanisms." + }, + { + "left": "issue:3116", + "right": "issue:5703", + "accept": false, + "reason": "Both are scheduler-related, but one is latent noise in img2img and the other is ddim_inverse reconstruction failure; different code paths." + }, + { + "left": "issue:4701", + "right": "issue:6091", + "accept": false, + "reason": "AutoencoderKL differentiation CUDA error and consistency-decoder memory usage are unrelated." + }, + { + "left": "issue:3960", + "right": "issue:5313", + "accept": false, + "reason": "A LoRA header-too-large loading error and non-revertible LoRA fuse are different LoRA issues." + }, + { + "left": "issue:12052", + "right": "issue:13281", + "accept": false, + "reason": "Both describe offloading/device mismatch, but they involve different models and different offloading implementations; too broad to treat as the same bug." + }, + { + "left": "issue:11601", + "right": "issue:8898", + "accept": false, + "reason": "Missing `use_safetensors` propagation and subfolder loading ValueError are separate loader bugs." + }, + { + "left": "issue:1746", + "right": "issue:5224", + "accept": false, + "reason": "Two Flax Stable Diffusion errors, but no shared failing behavior or code path is evident from the titles." + }, + { + "left": "issue:1933", + "right": "issue:4075", + "accept": false, + "reason": "Both are docstring-only issues, but they touch different classes and unrelated text changes." + }, + { + "left": "issue:3406", + "right": "issue:929", + "accept": false, + "reason": "Both mention attention, but one is a functional `only_cross_attention` bug and the other is a duplicate square-root calculation; not the same issue." + }, + { + "left": "issue:4249", + "right": "issue:7365", + "accept": false, + "reason": "Both concern pipeline input handling, but one is `prompt_embeds` validation in upscale and the other is pooled embeddings being overwritten; not close enough." + }, + { + "left": "issue:4801", + "right": "issue:5981", + "accept": false, + "reason": "Mixed-precision training example bug and DPMSolverMultistepScheduler bug are unrelated." + }, + { + "left": "issue:4911", + "right": "issue:9052", + "accept": false, + "reason": "Both involve `from_single_file`, but one is custom text encoder loading and the other is checkpoint compatibility with certain civit files; different underlying causes." + }, + { + "left": "issue:5365", + "right": "issue:8649", + "accept": false, + "reason": "Txt2video inference-step handling and SD3 `num_images_per_prompt` handling are unrelated pipeline parameter bugs." + }, + { + "left": "issue:7418", + "right": "issue:7460", + "accept": false, + "reason": "An example script bug and an AdaLayerNorm bug are clearly different." + }, + { + "left": "issue:9516", + "right": "issue:9822", + "accept": false, + "reason": "Missing `joint_attention_kwargs` forwarding into FLUX and loading SDXL LoRAs into Flux are different FLUX-related issues." + }, + { + "left": "issue:10030", + "right": "issue:7636", + "accept": false, + "reason": "Both mention ControlNet, but one is a concrete `added_cond_kwargs` pipeline bug and the other is a usage question about the SDXL tile model." + }, + { + "left": "issue:10121", + "right": "issue:10584", + "accept": false, + "reason": "High-resolution Flux generation failure and missing timestep indices in a scheduler helper are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 324, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1009", + "issue:10194", + "issue:11083", + "issue:11092", + "issue:11136", + "issue:11221", + "issue:11321", + "issue:11569", + "issue:11978", + "issue:12120", + "issue:12369", + "issue:12624", + "issue:1486", + "issue:2579", + "issue:2758", + "issue:2875", + "issue:3209", + "issue:3348", + "issue:3354", + "issue:3441", + "issue:3960", + "issue:4159", + "issue:4424", + "issue:4616", + "issue:4767", + "issue:4875", + "issue:4933", + "issue:5017", + "issue:5103", + "issue:5544", + "issue:5546", + "issue:5621", + "issue:5997", + "issue:6101", + "issue:6552", + "issue:6586", + "issue:6686", + "issue:6964", + "issue:7220", + "issue:8390", + "issue:8451", + "issue:8873", + "issue:9051", + "issue:9297", + "issue:9670", + "issue:9799", + "issue:9907" + ], + "soft_pairs": [ + "issue:5997|issue:9907", + "issue:2579|issue:3441", + "issue:3441|issue:4159", + "issue:6101|issue:6964", + "issue:10194|issue:12120", + "issue:11221|issue:9799", + "issue:4875|issue:9051", + "issue:6552|issue:6586", + "issue:11321|issue:8451", + "issue:11569|issue:12624", + "issue:2875|issue:3209", + "issue:4767|issue:5621", + "issue:5546|issue:6686", + "issue:9297|issue:9670", + "issue:11092|issue:11136", + "issue:1009|issue:1486", + "issue:3348|issue:3960", + "issue:4933|issue:7220", + "issue:11083|issue:8873", + "issue:11978|issue:12369", + "issue:2758|issue:5103", + "issue:3354|issue:4424", + "issue:4616|issue:5544", + "issue:5017|issue:8390" + ], + "prepared_review_unit_hash": "d91328b382efea49b415c8d66fffd250f04960b2e6728d60632df50436a541c7", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33314, + "estimated_input_tokens": 8329, + "estimated_eval_tokens": 16914 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated; the soft pairs only share superficial keywords like ControlNet, LoRA, training, or black images, not the same underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5997", + "right": "issue:9907", + "accept": false, + "reason": "Different problems: SDXL ControlNet tutorial/model-type mismatch vs Flux controlnet sequence-length warning." + }, + { + "left": "issue:2579", + "right": "issue:3441", + "accept": false, + "reason": "xFormers misuse/bug report versus PyTorch 2 VRAM regression; different symptoms and code paths." + }, + { + "left": "issue:3441", + "right": "issue:4159", + "accept": false, + "reason": "Both mention memory, but one is PyTorch2 VRAM under specific conditions and the other is DiffEdit needing huge VRAM." + }, + { + "left": "issue:6101", + "right": "issue:6964", + "accept": false, + "reason": "ControlNet inpaint performance regression is not the same as 4-channel UNet compatibility failure." + }, + { + "left": "issue:10194", + "right": "issue:12120", + "accept": false, + "reason": "Flux attention masking feature request is unrelated to LoRA training on distilled Flux models." + }, + { + "left": "issue:11221", + "right": "issue:9799", + "accept": false, + "reason": "AutoencoderKL non-convergence during training is unrelated to a tensor shape mismatch runtime error." + }, + { + "left": "issue:4875", + "right": "issue:9051", + "accept": false, + "reason": "Both involve batch behavior, but one is a scheduler crash on batch-size changes and the other is FluxPipeline lacking batch inference support." + }, + { + "left": "issue:6552", + "right": "issue:6586", + "accept": false, + "reason": "Training resume FP16 tracker and SDXL micro-conditioning tracker are separate training topics." + }, + { + "left": "issue:11321", + "right": "issue:8451", + "accept": false, + "reason": "README bug for Flux ControlNet training is not the same as freezing UNet parameters / missing sd1.x training script." + }, + { + "left": "issue:11569", + "right": "issue:12624", + "accept": false, + "reason": "Repo request for a model checkpoint is unrelated to adding a strength parameter to WanImageToVideoPipeline." + }, + { + "left": "issue:2875", + "right": "issue:3209", + "accept": false, + "reason": "Both mention NaNs, but one is training loss divergence and the other is AutoencoderKL encoder NaNs on large images." + }, + { + "left": "issue:4767", + "right": "issue:5621", + "accept": false, + "reason": "Scheduler sample support and SDXL ControlNet encoder_hid_proj support are different concrete issues." + }, + { + "left": "issue:5546", + "right": "issue:6686", + "accept": false, + "reason": "Wrong step count in base+refiner ensemble is unrelated to lack of compile performance improvement after save/load." + }, + { + "left": "issue:9297", + "right": "issue:9670", + "accept": false, + "reason": "Linear LoRA load time regression is not the same as PEFT-backend-required load failure." + }, + { + "left": "issue:11092", + "right": "issue:11136", + "accept": false, + "reason": "Both concern timesteps, but they affect different pipelines/models and have different failure modes." + }, + { + "left": "issue:1009", + "right": "issue:1486", + "accept": false, + "reason": "Textual inversion weight decay bug is unrelated to DDIMScheduler prediction_type='sample' behavior." + }, + { + "left": "issue:3348", + "right": "issue:3960", + "accept": false, + "reason": "LoRA xformers scale support and HeaderTooLarge are entirely different kinds of bugs." + }, + { + "left": "issue:4933", + "right": "issue:7220", + "accept": false, + "reason": "Dreambooth output file problem is unrelated to unload_ip_adapter() failing in ControlNet inpaint." + }, + { + "left": "issue:11083", + "right": "issue:8873", + "accept": false, + "reason": "DDP stride mismatch warning is a different issue from xformers being slower than no xformers." + }, + { + "left": "issue:11978", + "right": "issue:12369", + "accept": false, + "reason": "These are separate model/pipeline feature requests for different systems." + }, + { + "left": "issue:2758", + "right": "issue:5103", + "accept": false, + "reason": "Both show black images, but one is ROCm torch.compile-related and the other is zero-SNR DDIM-related." + }, + { + "left": "issue:3354", + "right": "issue:4424", + "accept": false, + "reason": "Training-script fp16 casting bug and SDXL VAE upcast bug are different dtype-handling problems in different scripts." + }, + { + "left": "issue:4616", + "right": "issue:5544", + "accept": false, + "reason": "LoRA safetensor conversion failure is unrelated to disabling FreeU raising an error." + }, + { + "left": "issue:5017", + "right": "issue:8390", + "accept": false, + "reason": "Control mode request for ControlNet and Stable Cascade controlnet training are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 325, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10039", + "issue:1009", + "issue:10112", + "issue:10266", + "issue:10337", + "issue:10472", + "issue:11169", + "issue:11497", + "issue:12358", + "issue:1262", + "issue:1314", + "issue:13176", + "issue:13301", + "issue:1537", + "issue:1540", + "issue:1896", + "issue:1918", + "issue:2306", + "issue:2579", + "issue:3282", + "issue:3405", + "issue:3643", + "issue:3660", + "issue:4593", + "issue:4916", + "issue:4923", + "issue:5016", + "issue:5271", + "issue:5474", + "issue:5515", + "issue:5593", + "issue:5678", + "issue:5710", + "issue:579", + "issue:5897", + "issue:6366", + "issue:6412", + "issue:6700", + "issue:6742", + "issue:7859", + "issue:8488", + "issue:8644", + "issue:8803", + "issue:9007", + "issue:9186", + "issue:9216", + "issue:941", + "issue:964" + ], + "soft_pairs": [ + "issue:5474|issue:9216", + "issue:5593|issue:6700", + "issue:5710|issue:9007", + "issue:2306|issue:3643", + "issue:10472|issue:11497", + "issue:11169|issue:13176", + "issue:12358|issue:13301", + "issue:8488|issue:8644", + "issue:5515|issue:6742", + "issue:1314|issue:4916", + "issue:1537|issue:941", + "issue:1540|issue:579", + "issue:1918|issue:964", + "issue:6412|issue:9186", + "issue:5016|issue:6366", + "issue:4923|issue:5271", + "issue:1262|issue:1896", + "issue:2579|issue:3660", + "issue:4593|issue:5678", + "issue:3282|issue:5897", + "issue:10039|issue:8803", + "issue:1009|issue:3405", + "issue:10112|issue:7859", + "issue:10266|issue:10337" + ], + "prepared_review_unit_hash": "98bb2d28689a032e68831b116f3424e3137281871eb1381c5e06b44433bb3dcf", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34396, + "estimated_input_tokens": 8599, + "estimated_eval_tokens": 17454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items only share broad vocabulary like schedulers, pipelines, attention, or xFormers, but they describe different bugs or feature requests. I would reject all soft edges; none look like the same underlying change or defect.", + "confidence": 0.24, + "canonical_issue_reason": "issue:10039 is the most concrete, narrowly scoped bug report with an explicit file/function target (`AttnUpBlock2D` in `unet_2d_blocks.py`) and a clear missing-argument failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10039 is the best representative issue because it is precise, actionable, and clearly tied to a single code-path fix; the rest are broader, vaguer, or clearly different problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5474", + "right": "issue:9216", + "accept": false, + "reason": "Both are pipeline-related ideas, but one is a specific reference-only pipeline request and the other is a generic multi-model pipeline concept; different changes." + }, + { + "left": "issue:5593", + "right": "issue:6700", + "accept": false, + "reason": "Both mention pipeline/attention internals, but one is about `AutoPipeline.from_pipe` with ControlNet and the other is a `temb` argument TypeError in attention processors; unrelated bugs." + }, + { + "left": "issue:5710", + "right": "issue:9007", + "accept": false, + "reason": "Same scheduler family, but one is missing `sigmas` on init and the other is black output at order 3; different failure modes and likely different code paths." + }, + { + "left": "issue:2306", + "right": "issue:3643", + "accept": false, + "reason": "Both involve runtime size limits, but one is an `INT_MAX` error and the other is an NHWC upsample tensor-size limit while decoding latents; not the same defect." + }, + { + "left": "issue:10472", + "right": "issue:11497", + "accept": false, + "reason": "One is a LoRA `lora_bias` constructor argument error, the other is dataset cache invalidation from unrelated args; clearly different areas." + }, + { + "left": "issue:11169", + "right": "issue:13176", + "accept": false, + "reason": "Binary incompatibility on import versus an attention error in UNet2DConditionModel; unrelated issues." + }, + { + "left": "issue:12358", + "right": "issue:13301", + "accept": false, + "reason": "Both are pipeline feature requests, but they target different pipelines and different additions; not the same change." + }, + { + "left": "issue:8488", + "right": "issue:8644", + "accept": false, + "reason": "Both relate to Stable Diffusion 3 loading, but one is a `from_pretrained` exception and the other is a separate T5/meta-tensor offload bug; different code paths." + }, + { + "left": "issue:5515", + "right": "issue:6742", + "accept": false, + "reason": "One is an LCM scheduler initialization failure; the other is a motion block checkpointing discrepancy. Same broad domain, different bugs." + }, + { + "left": "issue:1314", + "right": "issue:4916", + "accept": false, + "reason": "Both are training-time failures, but one is xformers backward on Windows and the other is gradient checkpointing + ZeRO3; not the same underlying issue." + }, + { + "left": "issue:1537", + "right": "issue:941", + "accept": false, + "reason": "Both are MPS-related, but they affect different schedulers and different symptoms (`KDPM2` scheduler issues vs noisy `num_images_per_prompt` output)." + }, + { + "left": "issue:1540", + "right": "issue:579", + "accept": false, + "reason": "Dreambooth/transformers missing `MODEL_TYPE` is unrelated to Textual Inversion missing `config.json`; different subsystems and failures." + }, + { + "left": "issue:1918", + "right": "issue:964", + "accept": false, + "reason": "Both are example failures, but one is a DDIM scheduler issue for a specific dataset example and the other is inpainting example failure; insufficient evidence of sameness." + }, + { + "left": "issue:6412", + "right": "issue:9186", + "accept": false, + "reason": "One is a request to port ControlNet annotators to ONNX; the other is about differential diffusion with ControlNet. Feature request vs pipeline behavior bug." + }, + { + "left": "issue:5016", + "right": "issue:6366", + "accept": false, + "reason": "Both are Dreambooth/LoRA training scripts, but one is about text encoder training and the other about checkpoint reload correctness; different concrete bugs." + }, + { + "left": "issue:4923", + "right": "issue:5271", + "accept": false, + "reason": "AudioLDM 2 transcript support is a feature request; different learning rates for text encoders and UNet is a training configuration feature. Not the same issue." + }, + { + "left": "issue:1262", + "right": "issue:1896", + "accept": false, + "reason": "Rectangle-image training and CLIP-guided SD size/dict TypeError are unrelated." + }, + { + "left": "issue:2579", + "right": "issue:3660", + "accept": false, + "reason": "Both mention xFormers/compile, but one is a likely xFormers bug or misuse and the other is torch.compile incompatibility with LoRA or xFormers; too different to merge." + }, + { + "left": "issue:4593", + "right": "issue:5678", + "accept": false, + "reason": "LoRA rank-loading failure and higher-order-derivative attention error are distinct problems in different code paths." + }, + { + "left": "issue:3282", + "right": "issue:5897", + "accept": false, + "reason": "One is missing `memory_efficient_attention_forward` operator support; the other is a CPU/GPU device mismatch during LoRA training. Different root causes." + }, + { + "left": "issue:10039", + "right": "issue:8803", + "accept": false, + "reason": "Missing output sample size in `AttnUpBlock2D` and duplicate `hidden_states` assignment in attention processor are different attention bugs in different files." + }, + { + "left": "issue:1009", + "right": "issue:3405", + "accept": false, + "reason": "Weight decay bug in textual inversion and a controlnet training bug are unrelated training issues." + }, + { + "left": "issue:10112", + "right": "issue:7859", + "accept": false, + "reason": "One is a vague discussion about diffusers, the other is a request to add FlashFace implementation; not the same underlying change." + }, + { + "left": "issue:10266", + "right": "issue:10337", + "accept": false, + "reason": "UniPC + FlowMatch index error and FLUX IPAdapter failure with quantized transformers are different runtime problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 326, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10381", + "issue:10591", + "issue:10782", + "issue:10901", + "issue:1101", + "issue:1117", + "issue:11653", + "issue:11790", + "issue:12012", + "issue:12083", + "issue:12610", + "issue:1746", + "issue:1994", + "issue:201", + "issue:2192", + "issue:2392", + "issue:2412", + "issue:2785", + "issue:2907", + "issue:3040", + "issue:3045", + "issue:3706", + "issue:3761", + "issue:4194", + "issue:4468", + "issue:4616", + "issue:5079", + "issue:5135", + "issue:5441", + "issue:5489", + "issue:5538", + "issue:5777", + "issue:5989", + "issue:6176", + "issue:6230", + "issue:6250", + "issue:6441", + "issue:6686", + "issue:7157", + "issue:7525", + "issue:7574", + "issue:8567", + "issue:8579", + "issue:8588", + "issue:8604", + "issue:9178", + "issue:9810" + ], + "soft_pairs": [ + "issue:10381|issue:8604", + "issue:10591|issue:11790", + "issue:10591|issue:9810", + "issue:10782|issue:12083", + "issue:10901|issue:9178", + "issue:1101|issue:2785", + "issue:1117|issue:201", + "issue:1994|issue:5079", + "issue:2192|issue:6230", + "issue:2907|issue:3761", + "issue:3045|issue:5989", + "issue:3706|issue:7525", + "issue:4194|issue:6441", + "issue:4468|issue:6686", + "issue:5135|issue:6176", + "issue:5489|issue:7157", + "issue:5538|issue:8588", + "issue:5777|issue:8567", + "issue:11653|issue:8579", + "issue:12012|issue:12610", + "issue:1746|issue:2412", + "issue:4616|issue:5441", + "issue:6250|issue:7574", + "issue:2392|issue:3040" + ], + "prepared_review_unit_hash": "4beec597f964f0da3e7060432171baa7b3f02723f320cc8c6b827f95d819fefd", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 32992, + "estimated_input_tokens": 8248, + "estimated_eval_tokens": 16752 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed edges are superficial keyword matches; none appear to describe the same underlying bug or change. The items span unrelated areas (LoRA training/loading, prompt handling, scheduler behavior, offload, file loading, dtype conversion), so this is not a clean duplicate cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits well: the set is heterogeneous and the soft pairs do not share a concrete failure mode or code path.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: the cluster is too mixed to have one representative bug report without losing important distinctions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10381", + "right": "issue:8604", + "accept": false, + "reason": "Different problems: Flux/Quanto quantization + LoRA inference error vs T5 text-encoder float16 corruption." + }, + { + "left": "issue:10591", + "right": "issue:11790", + "accept": false, + "reason": "Both are LoRA-related, but one is an SD3 training-script issue and the other is a weight-loading failure from a different script/path." + }, + { + "left": "issue:10591", + "right": "issue:9810", + "accept": false, + "reason": "Training-script bug vs missing LoRA `module_to_save()` support; related ecosystem, but not the same bug." + }, + { + "left": "issue:10782", + "right": "issue:12083", + "accept": false, + "reason": "Both mention model-specific issues, but Lumina Image 2.0 and Qwen-Image long-prompt errors are unrelated failure cases." + }, + { + "left": "issue:10901", + "right": "issue:9178", + "accept": false, + "reason": "Different models and symptoms: HunyuanVideo negative-prompt output bug vs Flux LoRA PEFT target-module error." + }, + { + "left": "issue:1101", + "right": "issue:2785", + "accept": false, + "reason": "Scheduler feature request is unrelated to M1/M2 text-to-video support." + }, + { + "left": "issue:1117", + "right": "issue:201", + "accept": false, + "reason": "Multiple negative prompt tests vs attention class tests; same area of testing, but not the same issue." + }, + { + "left": "issue:1994", + "right": "issue:5079", + "accept": false, + "reason": "S3 path support in `from_pretrained` is unrelated to LyCORIS LoRA loading support." + }, + { + "left": "issue:2192", + "right": "issue:6230", + "accept": false, + "reason": "Missing DreamBooth LoRA CLI args vs SDXL out-of-memory during training; different bugs." + }, + { + "left": "issue:2907", + "right": "issue:3761", + "accept": false, + "reason": "CPU offload called twice vs loading two community pipelines in one process; both are lifecycle issues but different code paths." + }, + { + "left": "issue:3045", + "right": "issue:5989", + "accept": false, + "reason": "LoRA conversion script issue vs generic `safetensors.torch` bug; no concrete overlap shown." + }, + { + "left": "issue:3706", + "right": "issue:7525", + "accept": false, + "reason": "Wuerstchen model announcement vs discrete scheduler typo/feature request; not duplicates." + }, + { + "left": "issue:4194", + "right": "issue:6441", + "accept": false, + "reason": "Single-file VAE loading bug vs Colab `from_pretrained` issue; different environments and failure modes." + }, + { + "left": "issue:4468", + "right": "issue:6686", + "accept": false, + "reason": "Multi-GPU sample-code performance discrepancy vs Dynamo save/load performance regression; related only at a very broad level." + }, + { + "left": "issue:5135", + "right": "issue:6176", + "accept": false, + "reason": "LoRA quality degradation with xformers vs failure loading LoRA weights after training; distinct symptoms and likely causes." + }, + { + "left": "issue:5489", + "right": "issue:7157", + "accept": false, + "reason": "General PEFT integration alert vs LCM-LoRA unexpected keys when loading with peft; not the same concrete bug." + }, + { + "left": "issue:5538", + "right": "issue:8588", + "accept": false, + "reason": "Upscale pipeline latent usage question vs missing SD3 conversion script; unrelated." + }, + { + "left": "issue:5777", + "right": "issue:8567", + "accept": false, + "reason": "PixArt DreamBooth training error vs question about SD3 training objective; different topics entirely." + }, + { + "left": "issue:11653", + "right": "issue:8579", + "accept": false, + "reason": "Both are LoRA support problems, but HiDream `.alpha` key compatibility and SD3 LoRA non-functional are different model-specific issues." + }, + { + "left": "issue:12012", + "right": "issue:12610", + "accept": false, + "reason": "Wan 2.2 first-block cache context error vs Quanto+group-offload device mismatch; both involve execution state, but not the same bug." + }, + { + "left": "issue:1746", + "right": "issue:2412", + "accept": false, + "reason": "Flax Stable Diffusion error vs DreamBooth error; too vague and not tied to the same code path." + }, + { + "left": "issue:4616", + "right": "issue:5441", + "accept": false, + "reason": "SDXL LoRA conversion script failure vs Wuerstchen prior script missing attn processors; both affect LoRA tooling but are different scripts/problems." + }, + { + "left": "issue:6250", + "right": "issue:7574", + "accept": false, + "reason": "SDXL VAE single-file `KeyError` vs checkpoint key `middle_block_out.0.weight`; both are loading-key issues but not the same missing key or loader bug." + }, + { + "left": "issue:2392", + "right": "issue:3040", + "accept": false, + "reason": "Img2Img `prompt_embeds` validation bug vs copy-pasted docs causing list `__module__` AttributeError; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 327, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10428", + "issue:10460", + "issue:11732", + "issue:11872", + "issue:12338", + "issue:13137", + "issue:13386", + "issue:1339", + "issue:13488", + "issue:2163", + "issue:2370", + "issue:2410", + "issue:2581", + "issue:2610", + "issue:2988", + "issue:3149", + "issue:3194", + "issue:3250", + "issue:3450", + "issue:347", + "issue:3958", + "issue:4101", + "issue:4232", + "issue:4279", + "issue:4376", + "issue:444", + "issue:4480", + "issue:4488", + "issue:4664", + "issue:4753", + "issue:4756", + "issue:4837", + "issue:4904", + "issue:5178", + "issue:5339", + "issue:5365", + "issue:5628", + "issue:5957", + "issue:6457", + "issue:6870", + "issue:7240", + "issue:8296", + "issue:8429", + "issue:8494", + "issue:8509", + "issue:8752", + "issue:9163", + "issue:9613" + ], + "soft_pairs": [ + "issue:11872|issue:13488", + "issue:2610|issue:4480", + "issue:2988|issue:444", + "issue:10460|issue:8494", + "issue:3250|issue:5178", + "issue:3450|issue:347", + "issue:5339|issue:8752", + "issue:6457|issue:8296", + "issue:10428|issue:8429", + "issue:3958|issue:4279", + "issue:3194|issue:6870", + "issue:4753|issue:9163", + "issue:2581|issue:4488", + "issue:4101|issue:4837", + "issue:12338|issue:13386", + "issue:2163|issue:2410", + "issue:4376|issue:4664", + "issue:5365|issue:9613", + "issue:11732|issue:13137", + "issue:1339|issue:3149", + "issue:2370|issue:4756", + "issue:4232|issue:8509", + "issue:4904|issue:5957", + "issue:5628|issue:7240" + ], + "prepared_review_unit_hash": "e01bb86a98505ef718767972be5f9e94d93b0b5e54460f96a20267d9add49360", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33908, + "estimated_input_tokens": 8477, + "estimated_eval_tokens": 17210 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate group emerges from this cluster: the issues are mostly unrelated bugs that only share broad subsystems like offloading, LoRA loading, schedulers, or training scripts. All soft edges should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue selected: the items do not share one underlying defect; they span distinct bugs and feature gaps.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is appropriate for deduplication because there is no single representative bug across this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11872", + "right": "issue:13488", + "accept": false, + "reason": "Both involve offloading, but one is a performance inefficiency and the other is a version regression; different underlying bugs." + }, + { + "left": "issue:2610", + "right": "issue:4480", + "accept": false, + "reason": "Both are Mac-related errors, but one is a local build clang issue and the other is an MPS half-precision crash." + }, + { + "left": "issue:2988", + "right": "issue:444", + "accept": false, + "reason": "Both mention scheduler/step edge cases, but they describe different failure conditions and symptoms." + }, + { + "left": "issue:10460", + "right": "issue:8494", + "accept": false, + "reason": "Different missing/unsupported arguments in different APIs; not the same code-path defect." + }, + { + "left": "issue:3250", + "right": "issue:5178", + "accept": false, + "reason": "Both are runtime failures, but one is a pipeline loading error and the other is a scheduler resolution-change bug." + }, + { + "left": "issue:3450", + "right": "issue:347", + "accept": false, + "reason": "One is a from_ckpt runtime issue; the other is a dependency installation/version resolution problem." + }, + { + "left": "issue:5339", + "right": "issue:8752", + "accept": false, + "reason": "Both concern loading local/offline models, but the reported errors and contexts are different." + }, + { + "left": "issue:6457", + "right": "issue:8296", + "accept": false, + "reason": "Both touch training/resume behavior, but one is about multi-GPU gradient accumulation and the other about checkpoint global-step bookkeeping." + }, + { + "left": "issue:10428", + "right": "issue:8429", + "accept": false, + "reason": "Both are inference-script problems, but for different models and different failures." + }, + { + "left": "issue:3958", + "right": "issue:4279", + "accept": false, + "reason": "Both involve CivitAI LoRAs, but one is an offload interaction and the other is an SDXL LoRA loading failure." + }, + { + "left": "issue:3194", + "right": "issue:6870", + "accept": false, + "reason": "Completely unrelated: bitsandbytes package metadata vs missing VAE tiling support." + }, + { + "left": "issue:4753", + "right": "issue:9163", + "accept": false, + "reason": "Both are training-script bugs, but they are different scripts with different tensor errors." + }, + { + "left": "issue:2581", + "right": "issue:4488", + "accept": false, + "reason": "Both concern checkpoint conversion/loading, but they target different model families and different workflows." + }, + { + "left": "issue:4101", + "right": "issue:4837", + "accept": false, + "reason": "Both are conversion failures, but one is ControlNet conversion and the other is SDXL original-checkpoint conversion." + }, + { + "left": "issue:12338", + "right": "issue:13386", + "accept": false, + "reason": "Both are tensor-related bugs, but one is VAE slicing decoding and the other is prior-preservation concatenation in a training script." + }, + { + "left": "issue:2163", + "right": "issue:2410", + "accept": false, + "reason": "Different training pipelines and different failures: dtype mismatch vs missing output artifacts." + }, + { + "left": "issue:4376", + "right": "issue:4664", + "accept": false, + "reason": "Different SDXL loading paths and different feature failures: textual inversion vs LoRA loading." + }, + { + "left": "issue:5365", + "right": "issue:9613", + "accept": false, + "reason": "Both mention timestep-related errors, but the failures and affected code paths are different." + }, + { + "left": "issue:11732", + "right": "issue:13137", + "accept": false, + "reason": "Both involve LoRA loading, but one is a generic unpacking regression and the other is a LoKr-specific Flux 2 error." + }, + { + "left": "issue:1339", + "right": "issue:3149", + "accept": false, + "reason": "Both mention nondeterminism, but the reports are too broad and do not point to the same concrete bug." + }, + { + "left": "issue:2370", + "right": "issue:4756", + "accept": false, + "reason": "Unrelated training questions/features: GPU feasibility vs adding an SDXL training script." + }, + { + "left": "issue:4232", + "right": "issue:8509", + "accept": false, + "reason": "Different requests around controlnet/instruct-pix2pix and a separate controlnet++ issue." + }, + { + "left": "issue:4904", + "right": "issue:5957", + "accept": false, + "reason": "Unrelated feature requests in different components: GLIGEN modularization vs LoRA-compatible convolution padding behavior." + }, + { + "left": "issue:5628", + "right": "issue:7240", + "accept": false, + "reason": "Scheduler offset behavior is unrelated to low-quality output during LDM conversion." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 328, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10121", + "issue:10518", + "issue:10526", + "issue:10594", + "issue:10958", + "issue:11083", + "issue:11104", + "issue:11160", + "issue:11222", + "issue:11886", + "issue:13286", + "issue:1434", + "issue:1534", + "issue:1556", + "issue:1643", + "issue:1811", + "issue:2035", + "issue:2459", + "issue:2495", + "issue:2534", + "issue:2800", + "issue:3730", + "issue:4043", + "issue:4149", + "issue:4307", + "issue:460", + "issue:4668", + "issue:4692", + "issue:490", + "issue:4911", + "issue:5009", + "issue:5984", + "issue:6154", + "issue:6297", + "issue:6570", + "issue:6732", + "issue:6880", + "issue:696", + "issue:7066", + "issue:7165", + "issue:7333", + "issue:7616", + "issue:8264", + "issue:8609", + "issue:8880", + "issue:9611", + "issue:9756", + "issue:9858" + ], + "soft_pairs": [ + "issue:2035|issue:490", + "issue:2534|issue:5009", + "issue:4043|issue:460", + "issue:4668|issue:7616", + "issue:10526|issue:10958", + "issue:10518|issue:11083", + "issue:1434|issue:4692", + "issue:1534|issue:696", + "issue:1643|issue:2459", + "issue:6732|issue:9756", + "issue:11160|issue:11222", + "issue:6154|issue:9858", + "issue:10594|issue:11886", + "issue:1556|issue:2495", + "issue:4911|issue:6880", + "issue:7066|issue:8609", + "issue:10121|issue:9611", + "issue:2800|issue:7333", + "issue:4149|issue:6570", + "issue:5984|issue:6297", + "issue:11104|issue:13286", + "issue:8264|issue:8880", + "issue:1811|issue:4307", + "issue:3730|issue:7165" + ], + "prepared_review_unit_hash": "e39619a96f7a55603501ac538162db633932c5086090e05dafdb5020cb54acd9", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33988, + "estimated_input_tokens": 8497, + "estimated_eval_tokens": 17250 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a true duplicate cluster: the issues span many unrelated Diffusers bugs/features (Flux, training notebooks, upscaling, ONNX, quantization, batching, etc.). None of the soft pairs look like the same underlying problem.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items cover distinct pipelines, errors, and feature requests rather than one shared bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue; the pool is heterogeneous, so there is no representative duplicate target to anchor on.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2035", + "right": "issue:490", + "accept": false, + "reason": "Both are memory/quality complaints around upscaling vs general memory usage, but they describe different pipelines and failure modes." + }, + { + "left": "issue:2534", + "right": "issue:5009", + "accept": false, + "reason": "Scheduler-selection error and a Wuerstchen error are unrelated model/path failures." + }, + { + "left": "issue:4043", + "right": "issue:460", + "accept": false, + "reason": "SDXL pooled-embed requirement is a model-input constraint, not the ONNX CPU/CUDA dependency issue." + }, + { + "left": "issue:4668", + "right": "issue:7616", + "accept": false, + "reason": "Both mention bad images, but one is LoRA training artifacts and the other is low-denoise img2img artifacts; different causes and code paths." + }, + { + "left": "issue:10526", + "right": "issue:10958", + "accept": false, + "reason": "FP8 quantization TypeError and meta-tensor copy failure are distinct initialization/weight-loading problems." + }, + { + "left": "issue:10518", + "right": "issue:11083", + "accept": false, + "reason": "A notebook script bug and a DDP stride-mismatch warning are unrelated." + }, + { + "left": "issue:1434", + "right": "issue:4692", + "accept": false, + "reason": "Upscaling OOM and UNet memory concerns are both memory-related but not the same concrete bug." + }, + { + "left": "issue:1534", + "right": "issue:696", + "accept": false, + "reason": "Dreambooth notebook error and generic Dreambooth OOM are different training issues." + }, + { + "left": "issue:1643", + "right": "issue:2459", + "accept": false, + "reason": "Both involve xformers calls, but they refer to different training scripts and likely different API mismatches." + }, + { + "left": "issue:6732", + "right": "issue:9756", + "accept": false, + "reason": "Documentation for a scheduler parameter and a missing notebook file are unrelated." + }, + { + "left": "issue:11160", + "right": "issue:11222", + "accept": false, + "reason": "WAN I2V inference inconsistency and support for more WAN LoRAs are different feature/problem requests." + }, + { + "left": "issue:6154", + "right": "issue:9858", + "accept": false, + "reason": "SDXL training on M2 and a KeyError on 'train' are unrelated notebook/script failures." + }, + { + "left": "issue:10594", + "right": "issue:11886", + "accept": false, + "reason": "Multiple-control LoRA usage and FluxKontextPipeline issues are different pipeline-specific bugs." + }, + { + "left": "issue:1556", + "right": "issue:2495", + "accept": false, + "reason": "Black images on CUDA and black images on MPS in upscale pipeline are superficially similar but platform-specific and not clearly the same bug." + }, + { + "left": "issue:4911", + "right": "issue:6880", + "accept": false, + "reason": "Custom text encoder loading and Custom Diffusion retrieve.py are different loading/training issues." + }, + { + "left": "issue:7066", + "right": "issue:8609", + "accept": false, + "reason": "Batch img2img usage and custom hd_painter/IP-Adapter incompatibility are unrelated." + }, + { + "left": "issue:10121", + "right": "issue:9611", + "accept": false, + "reason": "High-resolution Flux1-dev generation and Flux batching errors are different Flux problems." + }, + { + "left": "issue:2800", + "right": "issue:7333", + "accept": false, + "reason": "DiffEdit semantic editing and an image-to-video rectification paper/topic are not duplicates." + }, + { + "left": "issue:4149", + "right": "issue:6570", + "accept": false, + "reason": "SemanticStableDiffusion batch dimension mismatch and SDXL InstructPix2Pix tensor-size mismatch are separate shape bugs." + }, + { + "left": "issue:5984", + "right": "issue:6297", + "accept": false, + "reason": "Colab RAM issue in an SDXL LoRA notebook and inability to train on photos are distinct training complaints." + }, + { + "left": "issue:11104", + "right": "issue:13286", + "accept": false, + "reason": "Broken LTX-Video offload methods and torchao quantization support are different subsystems." + }, + { + "left": "issue:8264", + "right": "issue:8880", + "accept": false, + "reason": "Training stalled at 0% and inference slowdown across versions are different performance/stability issues." + }, + { + "left": "issue:1811", + "right": "issue:4307", + "accept": false, + "reason": "Weight file selection behavior and local_files_only loading errors are different from_pretrained problems." + }, + { + "left": "issue:3730", + "right": "issue:7165", + "accept": false, + "reason": "Wrong inpainting blending timestep and JAX dynamic thresholding scale are unrelated algorithmic issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 329, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10121", + "issue:1037", + "issue:10540", + "issue:10695", + "issue:10697", + "issue:11041", + "issue:1140", + "issue:1231", + "issue:12609", + "issue:13311", + "issue:1367", + "issue:1403", + "issue:1486", + "issue:2319", + "issue:3089", + "issue:3431", + "issue:3573", + "issue:3593", + "issue:4104", + "issue:4484", + "issue:4668", + "issue:4975", + "issue:5125", + "issue:5126", + "issue:5135", + "issue:5153", + "issue:5225", + "issue:5412", + "issue:5537", + "issue:5703", + "issue:6366", + "issue:7061", + "issue:709", + "issue:7440", + "issue:7575", + "issue:8323", + "issue:8450", + "issue:8503", + "issue:8898", + "issue:8960", + "issue:9101", + "issue:9178", + "issue:9180", + "issue:9225", + "issue:9241", + "issue:938", + "issue:9539", + "issue:9677" + ], + "soft_pairs": [ + "issue:5153|issue:938", + "issue:5412|issue:6366", + "issue:5537|issue:9180", + "issue:5703|issue:8323", + "issue:9101|issue:9241", + "issue:5125|issue:7575", + "issue:3431|issue:4484", + "issue:4104|issue:8450", + "issue:3573|issue:3593", + "issue:4975|issue:5135", + "issue:8503|issue:8960", + "issue:1231|issue:1367", + "issue:12609|issue:13311", + "issue:5126|issue:5225", + "issue:10540|issue:8898", + "issue:11041|issue:9539", + "issue:9178|issue:9677", + "issue:10121|issue:9225", + "issue:1037|issue:1140", + "issue:10695|issue:7061", + "issue:10697|issue:7440", + "issue:1403|issue:4668", + "issue:1486|issue:3089", + "issue:2319|issue:709" + ], + "prepared_review_unit_hash": "f28184cd2d96dff11a98fd1613b81ee8d015c28a020308ac51698e9b32dc364a", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33846, + "estimated_input_tokens": 8462, + "estimated_eval_tokens": 17180 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated single issues spanning different models, schedulers, and training scripts. The only plausible duplicate pair is the SDXL LoRA checkpoint-resume/load bug (5412 and 6366).", + "confidence": 0.68, + "canonical_issue_reason": "issue:6366 is the clearest representative of the overlapping SDXL DreamBooth LoRA checkpoint-loading/resume failure and covers both affected scripts.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:6366 has the broadest, most explicit description of the underlying checkpoint bug and best matches the accepted duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5153", + "right": "issue:938", + "accept": false, + "reason": "Different features and domains: FreeU in diffusion U-Net vs a community human-motion pipeline." + }, + { + "left": "issue:5412", + "right": "issue:6366", + "accept": true, + "reason": "Both report SDXL DreamBooth LoRA checkpoint/resume loading failures in the same training code path." + }, + { + "left": "issue:5537", + "right": "issue:9180", + "accept": false, + "reason": "Notebook/template failure vs a pipeline execution-device attribute error; not the same bug." + }, + { + "left": "issue:5703", + "right": "issue:8323", + "accept": false, + "reason": "Different scheduler problems with no clear shared code path or symptom." + }, + { + "left": "issue:9101", + "right": "issue:9241", + "accept": false, + "reason": "Training-script request vs LoRA conversion script; unrelated changes." + }, + { + "left": "issue:5125", + "right": "issue:7575", + "accept": false, + "reason": "Both are runtime errors, but they affect different components and failure modes (xformers attention vs Transformer2DModel/adanorm)." + }, + { + "left": "issue:3431", + "right": "issue:4484", + "accept": false, + "reason": "Both mention bad results with ControlNet/LoRA, but the models and failure descriptions are too different to be the same bug." + }, + { + "left": "issue:4104", + "right": "issue:8450", + "accept": false, + "reason": "Generic black/noisy output vs a specific SDXL inpaint strength=1.0 issue; not enough evidence of one underlying defect." + }, + { + "left": "issue:3573", + "right": "issue:3593", + "accept": false, + "reason": "One is a local upscaler class_labels bug; the other is LoRA+xformers second-call failure." + }, + { + "left": "issue:4975", + "right": "issue:5135", + "accept": false, + "reason": "Performance regression in LoRA loading vs quality degradation during inference; different problems." + }, + { + "left": "issue:8503", + "right": "issue:8960", + "accept": false, + "reason": "Gradient checkpointing crash vs nonfunctional gradient accumulation; unrelated training mechanics." + }, + { + "left": "issue:1231", + "right": "issue:1367", + "accept": false, + "reason": "Scheduler implementation issue in Flax vs saving custom scheduler config; different code paths." + }, + { + "left": "issue:12609", + "right": "issue:13311", + "accept": false, + "reason": "WAN NaNs in latents vs Flux2 LoRA key-prefix mismatch; different model families and symptoms." + }, + { + "left": "issue:5126", + "right": "issue:5225", + "accept": false, + "reason": "Conv2d forward signature error vs SDXL memory/VRAM limit issue; unrelated." + }, + { + "left": "issue:10540", + "right": "issue:8898", + "accept": false, + "reason": "Flux single-file loading regression vs from_pretrained subfolder path validation; not the same bug." + }, + { + "left": "issue:11041", + "right": "issue:9539", + "accept": false, + "reason": "WAN group-offloading error vs CogVideoX float8 index_select CUDA limitation; different failures." + }, + { + "left": "issue:9178", + "right": "issue:9677", + "accept": false, + "reason": "LoRA PEFT target-module error vs keeping text encoders in fp32; separate Flux training concerns." + }, + { + "left": "issue:10121", + "right": "issue:9225", + "accept": false, + "reason": "High-resolution Flux1-dev generation issue vs RGBA latent-size mismatch in SDXL InstructPix2Pix; different pipelines." + }, + { + "left": "issue:1037", + "right": "issue:1140", + "accept": false, + "reason": "Community pipeline request vs community hypernetwork topic; not duplicates." + }, + { + "left": "issue:10695", + "right": "issue:7061", + "accept": false, + "reason": "DDIMInverseScheduler timestep bug vs incorrect docstring; unrelated." + }, + { + "left": "issue:10697", + "right": "issue:7440", + "accept": false, + "reason": "Random transform mismatch in training vs dataset availability issue; not the same underlying bug." + }, + { + "left": "issue:1403", + "right": "issue:4668", + "accept": false, + "reason": "Safety checker output mismatch vs Kohya-style LoRA weird images; too different to merge." + }, + { + "left": "issue:1486", + "right": "issue:3089", + "accept": false, + "reason": "Different scheduler bugs (DDIM prediction_type sample vs DDPM bug) with no clear shared fix." + }, + { + "left": "issue:2319", + "right": "issue:709", + "accept": false, + "reason": "Both are docstring/typo-related, but they concern different methods and are not the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are grounded in the packet and conservative overall. The only accepted soft pair, issue:5412 with issue:6366, is well supported by their titles describing the same SDXL DreamBooth LoRA checkpoint/resume loading failure. The remaining pair rejections are also appropriately cautious given the mismatch in titles and domains. The summary does not overclaim beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 330, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:11144", + "issue:1188", + "issue:2276", + "issue:2560", + "issue:2663", + "issue:2716", + "issue:2776", + "issue:2803", + "issue:3073", + "issue:319", + "issue:3347", + "issue:3585", + "issue:3593", + "issue:3672", + "issue:3761", + "issue:3933", + "issue:4310", + "issue:4332", + "issue:4453", + "issue:4593", + "issue:5046", + "issue:5205", + "issue:5226", + "issue:5516", + "issue:579", + "issue:5925", + "issue:5967", + "issue:6112", + "issue:6363", + "issue:6640", + "issue:7168", + "issue:761", + "issue:7708", + "issue:7766", + "issue:785", + "issue:7985", + "issue:801", + "issue:835", + "issue:8744", + "issue:8885", + "issue:9171", + "issue:9178", + "issue:9439", + "issue:9539", + "issue:9610", + "issue:964", + "issue:9717", + "issue:9813" + ], + "soft_pairs": [ + "issue:2663|issue:3761", + "issue:2716|issue:3585", + "issue:2776|issue:6363", + "issue:3933|issue:7985", + "issue:4310|issue:4453", + "issue:5205|issue:6640", + "issue:5925|issue:9610", + "issue:761|issue:835", + "issue:4593|issue:8885", + "issue:9178|issue:9439", + "issue:9539|issue:9717", + "issue:1188|issue:319", + "issue:2276|issue:3593", + "issue:2560|issue:3347", + "issue:3073|issue:5046", + "issue:3672|issue:785", + "issue:5226|issue:5516", + "issue:7766|issue:9813", + "issue:11144|issue:9171", + "issue:2803|issue:579", + "issue:4332|issue:7168", + "issue:5967|issue:6112", + "issue:7708|issue:8744", + "issue:801|issue:964" + ], + "prepared_review_unit_hash": "c167a4bc79730abadaa4f0e5897c6b38730ffdb25046523e5f8c3bfcc06a2da1", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33697, + "estimated_input_tokens": 8425, + "estimated_eval_tokens": 17106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set; it groups many superficially similar diffusion/LoRA/IP-Adapter/turbo/loading topics that are actually different bugs, feature requests, and support questions. No soft edge looks like the same concrete underlying issue.", + "confidence": 0.93, + "canonical_issue_reason": "No strong canonical issue exists here because the items span unrelated problem types and code paths. If forced, issue 5226 is one of the clearest concrete bug reports, but it does not subsume the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 5226 is the most self-contained and actionable bug report among the set, but the cluster is too heterogeneous for it to serve as a true representative canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2663", + "right": "issue:3761", + "accept": false, + "reason": "Both are loading-related, but one is a safety-checker file handling bug and the other is a multi-community-pipeline process issue; different code paths." + }, + { + "left": "issue:2716", + "right": "issue:3585", + "accept": false, + "reason": "A generic checkpoint-loading question is not the same as a specific LoRA synthesis failure." + }, + { + "left": "issue:2776", + "right": "issue:6363", + "accept": false, + "reason": "Both concern training, but one is DeepSpeed/ZeRO setup and the other is FP16 gradient unscaling; unrelated failures." + }, + { + "left": "issue:3933", + "right": "issue:7985", + "accept": false, + "reason": "Both mention torch.compile, but one is a logging-side graph break while the other is an IP-Adapter incompatibility." + }, + { + "left": "issue:4310", + "right": "issue:4453", + "accept": false, + "reason": "SDXL artifact quality and LoRA conversion advice are unrelated." + }, + { + "left": "issue:5205", + "right": "issue:6640", + "accept": false, + "reason": "Both mention LoRA, but they target different pipelines and different functionality." + }, + { + "left": "issue:5925", + "right": "issue:9610", + "accept": false, + "reason": "Both are LoRA-related feature requests, but they are different requests on different pipelines and not the same bug/change." + }, + { + "left": "issue:761", + "right": "issue:835", + "accept": false, + "reason": "DreamBooth optimizer failure and flax numpy_to_pil output handling are unrelated." + }, + { + "left": "issue:4593", + "right": "issue:8885", + "accept": false, + "reason": "Both involve loading LoRA/custom-diffusion assets, but one is a rank constraint error and the other is a Colab installation/modifier-token problem." + }, + { + "left": "issue:9178", + "right": "issue:9439", + "accept": false, + "reason": "Both are Flux-related, but one is a PEFT target-module training error and the other is inconsistent loading behavior." + }, + { + "left": "issue:9539", + "right": "issue:9717", + "accept": false, + "reason": "One is a Float8 CUDA operator failure in CogVideoX; the other is a Flux docker-image error." + }, + { + "left": "issue:1188", + "right": "issue:319", + "accept": false, + "reason": "Different feature requests for different models; no shared underlying bug." + }, + { + "left": "issue:2276", + "right": "issue:3593", + "accept": false, + "reason": "xformers installation on Colab is not the same as xformers misbehavior during a second LoRA pipeline call." + }, + { + "left": "issue:2560", + "right": "issue:3347", + "accept": false, + "reason": "Different output-correctness issues in different pipelines with no clear shared root cause." + }, + { + "left": "issue:3073", + "right": "issue:5046", + "accept": false, + "reason": "Separate model requests; one asks for consistency models, the other is a DragonDiffusion announcement." + }, + { + "left": "issue:3672", + "right": "issue:785", + "accept": false, + "reason": "Thread-safety failure and scheduler performance cost are unrelated." + }, + { + "left": "issue:5226", + "right": "issue:5516", + "accept": false, + "reason": "Both are LoRA pipeline problems, but the pipelines and failure modes differ; not enough evidence of the same code-path bug." + }, + { + "left": "issue:7766", + "right": "issue:9813", + "accept": false, + "reason": "A usage question about FaceID Plus is not the same as a batch-processing feature-mixing bug." + }, + { + "left": "issue:11144", + "right": "issue:9171", + "accept": false, + "reason": "Flax dtype initialization and from_single_file v_prediction handling are different issues." + }, + { + "left": "issue:2803", + "right": "issue:579", + "accept": false, + "reason": "Docs build failure on WSL2 and missing config.json for textual inversion are unrelated." + }, + { + "left": "issue:4332", + "right": "issue:7168", + "accept": false, + "reason": "xformers on Kandinsky2.2 and IP-Adapter image-embed shape issues are different bugs." + }, + { + "left": "issue:5967", + "right": "issue:6112", + "accept": false, + "reason": "An announcement and a downstream quality complaint about sdxl-turbo are not duplicate reports." + }, + { + "left": "issue:7708", + "right": "issue:8744", + "accept": false, + "reason": "Missing tokenizer config during model loading is unrelated to single-file training support." + }, + { + "left": "issue:801", + "right": "issue:964", + "accept": false, + "reason": "Both are inpainting-related, but one is about attention slicing behavior and the other is an example not working; insufficient evidence of the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 331, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10209", + "issue:1062", + "issue:10795", + "issue:11083", + "issue:11389", + "issue:11569", + "issue:12047", + "issue:12085", + "issue:12096", + "issue:12120", + "issue:12437", + "issue:13274", + "issue:1614", + "issue:1823", + "issue:1857", + "issue:2179", + "issue:2416", + "issue:2596", + "issue:2761", + "issue:2803", + "issue:2871", + "issue:3097", + "issue:3455", + "issue:3540", + "issue:3565", + "issue:3967", + "issue:4014", + "issue:4171", + "issue:447", + "issue:4496", + "issue:457", + "issue:4578", + "issue:4708", + "issue:4841", + "issue:5138", + "issue:5300", + "issue:5977", + "issue:6535", + "issue:6574", + "issue:6958", + "issue:7009", + "issue:7147", + "issue:761", + "issue:776", + "issue:7889", + "issue:8588", + "issue:9044" + ], + "soft_pairs": [ + "issue:1062|issue:761", + "issue:6535|issue:6574", + "issue:4014|issue:457", + "issue:12047|issue:12085", + "issue:13274|issue:9044", + "issue:10795|issue:12096", + "issue:10209|issue:7009", + "issue:11083|issue:8588", + "issue:11389|issue:12437", + "issue:11569|issue:12120", + "issue:1614|issue:2179", + "issue:1823|issue:2871", + "issue:1857|issue:776", + "issue:2416|issue:4841", + "issue:2596|issue:2761", + "issue:2803|issue:7147", + "issue:3097|issue:3540", + "issue:3455|issue:5138", + "issue:3565|issue:7889", + "issue:3967|issue:4578", + "issue:4171|issue:5300", + "issue:447|issue:4496", + "issue:4708|issue:5300", + "issue:5977|issue:6958" + ], + "prepared_review_unit_hash": "863f46c1b802f7e1304862ef9e21343e0f2b783294468379ab7cf9b817cf49fd", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33020, + "estimated_input_tokens": 8255, + "estimated_eval_tokens": 16766 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not look like a true duplicate set: the items span unrelated bugs, feature requests, docs issues, and model-specific problems. The suggested soft pairs mostly share only generic terms (e.g. black images, docs, GGUF, training) and do not appear to describe the same underlying change or failure mode.", + "confidence": 0.97, + "canonical_issue_reason": "issue:10795 is the strongest standalone bug report here: it is detailed, open, and tied to a concrete code path (`from_single_file` + GGUF + `torch.compile`).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10795 is the most actionable and specific issue in the set, with enough detail to serve as the best representative if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1062", + "right": "issue:761", + "accept": false, + "reason": "Both are DreamBooth training complaints, but one is about reproducing paper results and the other about 8-bit Adam failure; different bugs." + }, + { + "left": "issue:6535", + "right": "issue:6574", + "accept": false, + "reason": "One is a feature request to change the scheduler; the other is a warning about SVD input range. Different problems." + }, + { + "left": "issue:4014", + "right": "issue:457", + "accept": false, + "reason": "Both mention visual artifacts, but the pipelines, device contexts, and artifact types differ; not the same bug." + }, + { + "left": "issue:12047", + "right": "issue:12085", + "accept": false, + "reason": "Both involve GGUF, but one is LoRA fusion on Wan2.2 and the other is model loading on WanVACE; distinct code paths." + }, + { + "left": "issue:13274", + "right": "issue:9044", + "accept": false, + "reason": "Completely different failures: AMD recursion error vs missing SDXL weight file." + }, + { + "left": "issue:10795", + "right": "issue:12096", + "accept": false, + "reason": "`torch.compile` with GGUF loading and `apply_group_offloading` are separate runtime paths and failure modes." + }, + { + "left": "issue:10209", + "right": "issue:7009", + "accept": false, + "reason": "Different model families and symptoms; one is a fine-tuning error, the other is poor generation quality on a text-to-video pipeline." + }, + { + "left": "issue:11083", + "right": "issue:8588", + "accept": false, + "reason": "DDP stride mismatch warning is unrelated to a missing conversion script." + }, + { + "left": "issue:11389", + "right": "issue:12437", + "accept": false, + "reason": "Scheduler refactor request vs feature support request for a model; no shared bug/change." + }, + { + "left": "issue:11569", + "right": "issue:12120", + "accept": false, + "reason": "Both are model-usage questions, but one asks for a repo and the other asks about LoRA training; not duplicates." + }, + { + "left": "issue:1614", + "right": "issue:2179", + "accept": false, + "reason": "Both mention black outputs, but they are on different frameworks/backends and likely different root causes." + }, + { + "left": "issue:1823", + "right": "issue:2871", + "accept": false, + "reason": "Depth2img comment swap is unrelated to latent output handling in inpainting." + }, + { + "left": "issue:1857", + "right": "issue:776", + "accept": false, + "reason": "Poor testing of UnCLIP is not the same as batch_size>1 image-to-image breakage." + }, + { + "left": "issue:2416", + "right": "issue:4841", + "accept": false, + "reason": "Training slowdown with xformers vs ControlNet image-size issue are unrelated." + }, + { + "left": "issue:2596", + "right": "issue:2761", + "accept": false, + "reason": "Both are documentation issues, but they concern different symbols and topics." + }, + { + "left": "issue:2803", + "right": "issue:7147", + "accept": false, + "reason": "Docs build on WSL2 and import failure for StableCascade are unrelated." + }, + { + "left": "issue:3097", + "right": "issue:3540", + "accept": false, + "reason": "Different pipelines and API surfaces; no evidence of the same defect." + }, + { + "left": "issue:3455", + "right": "issue:5138", + "accept": false, + "reason": "One is a training workflow request, the other is moving a helper function to training utils." + }, + { + "left": "issue:3565", + "right": "issue:7889", + "accept": false, + "reason": "OOM during example training is not the same as `load_single_file_model_checkpoint` bugs." + }, + { + "left": "issue:3967", + "right": "issue:4578", + "accept": false, + "reason": "Branch/dependency breakage vs documentation typo; different issues." + }, + { + "left": "issue:4171", + "right": "issue:5300", + "accept": false, + "reason": "Homepage reference-page rendering vs unwanted internet access; unrelated." + }, + { + "left": "issue:447", + "right": "issue:4496", + "accept": false, + "reason": "Prompt truncation detection and prompt fusion are different prompt-related features, not the same bug." + }, + { + "left": "issue:4708", + "right": "issue:5300", + "accept": false, + "reason": "Import error in `diffusers.utils` is unrelated to network connectivity behavior." + }, + { + "left": "issue:5977", + "right": "issue:6958", + "accept": false, + "reason": "LoRA key-saving behavior and motion model block configuration are unrelated problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 332, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1037", + "issue:10569", + "issue:10901", + "issue:11422", + "issue:1750", + "issue:2272", + "issue:2578", + "issue:2774", + "issue:4176", + "issue:4297", + "issue:4375", + "issue:4888", + "issue:4912", + "issue:5233", + "issue:5447", + "issue:5449", + "issue:5510", + "issue:5619", + "issue:5645", + "issue:5661", + "issue:5824", + "issue:5924", + "issue:6054", + "issue:6196", + "issue:6218", + "issue:6275", + "issue:6323", + "issue:6336", + "issue:6791", + "issue:699", + "issue:7168", + "issue:7378", + "issue:7421", + "issue:7629", + "issue:7848", + "issue:7946", + "issue:7985", + "issue:8518", + "issue:8589", + "issue:8609", + "issue:8879", + "issue:9034", + "issue:9309", + "issue:9336", + "issue:9350", + "issue:9398", + "issue:9495", + "issue:9813" + ], + "soft_pairs": [ + "issue:6196|issue:9495", + "issue:7985|issue:9336", + "issue:6336|issue:7378", + "issue:5619|issue:9350", + "issue:1750|issue:2578", + "issue:5645|issue:6275", + "issue:2272|issue:6323", + "issue:5661|issue:9034", + "issue:9309|issue:9398", + "issue:7168|issue:9813", + "issue:4375|issue:8518", + "issue:2774|issue:4888", + "issue:4297|issue:6218", + "issue:5233|issue:5824", + "issue:5447|issue:7848", + "issue:7629|issue:8609", + "issue:6054|issue:8879", + "issue:1037|issue:699", + "issue:4176|issue:4912", + "issue:5510|issue:5924", + "issue:7421|issue:7946", + "issue:11422|issue:8589", + "issue:5449|issue:6791", + "issue:10569|issue:10901" + ], + "prepared_review_unit_hash": "03195c772ee8828c098f0a5e05daf81163ee48b210e9b40840d776c9c120a278", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34063, + "estimated_input_tokens": 8516, + "estimated_eval_tokens": 17288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a single duplicate cluster; the issues span unrelated pipelines, models, training scripts, conversion tools, and runtime errors. All soft-edge pairs should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not share one underlying bug or change path.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best issue for duplicate anchoring because there is no cohesive problem cluster; the reports are mostly unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:6196", + "right": "issue:9495", + "accept": false, + "reason": "Different bugs in different IP-Adapter/ControlNet-related paths: ControlNetXS Depth SDXL loading vs SDXL PAG with IPAdapter." + }, + { + "left": "issue:7985", + "right": "issue:9336", + "accept": false, + "reason": "Both mention IP-Adapter, but one is a torch.compile compatibility issue and the other is requires_grad behavior in attention layers." + }, + { + "left": "issue:6336", + "right": "issue:7378", + "accept": false, + "reason": "TensorRT VAE compilation with AutoencoderTiny is unrelated to AnimateDiff video-to-video memory usage." + }, + { + "left": "issue:5619", + "right": "issue:9350", + "accept": false, + "reason": "AutoencodeTiny img2img encoding bug and txt_ids deprecation are different code paths and symptoms." + }, + { + "left": "issue:1750", + "right": "issue:2578", + "accept": false, + "reason": "Debian VM symbol resolution failure is unrelated to editable-install import/setup problems." + }, + { + "left": "issue:5645", + "right": "issue:6275", + "accept": false, + "reason": "LCM core support being broken is not the same as incomplete T2I-Adapter model coverage." + }, + { + "left": "issue:2272", + "right": "issue:6323", + "accept": false, + "reason": "Checkpoint-to-ONNX conversion failure and TensorRT img2img guidance_scale assignment error are distinct problems." + }, + { + "left": "issue:5661", + "right": "issue:9034", + "accept": false, + "reason": "Missing PreTrainedTokenizer symbol and an unexpected sentencepiece requirement are separate dependency/import issues." + }, + { + "left": "issue:9309", + "right": "issue:9398", + "accept": false, + "reason": "Both touch Flux/embedding code, but the reported failures are different: ControlNetPipeline bug vs missing pooled_projection argument." + }, + { + "left": "issue:7168", + "right": "issue:9813", + "accept": false, + "reason": "One is a user question about IP-Adapter image embeds, the other is a specific batch feature-mixing bug in prepare_ip_adapter_image_embeds." + }, + { + "left": "issue:4375", + "right": "issue:8518", + "accept": false, + "reason": "Both involve torch.compile, but they are different crashes in different models and code paths." + }, + { + "left": "issue:2774", + "right": "issue:4888", + "accept": false, + "reason": "ControlNet safetensors conversion failure is unrelated to offline safetensors loading behavior." + }, + { + "left": "issue:4297", + "right": "issue:6218", + "accept": false, + "reason": "Both are batch-related img2img issues, but fishnet artifacts/watermarks are not the same as batched seed handling." + }, + { + "left": "issue:5233", + "right": "issue:5824", + "accept": false, + "reason": "Wrong callback step value and a bad default for text_encoder_projection_dim are unrelated parameter bugs." + }, + { + "left": "issue:5447", + "right": "issue:7848", + "accept": false, + "reason": "Denoising_start with 2nd-order schedulers is a different issue from lpw_stable_diffusion_xl decoding." + }, + { + "left": "issue:7629", + "right": "issue:8609", + "accept": false, + "reason": "SVD OOM on PyTorch 1.13.1 and custom_pipeline/IP_adapter incompatibility are unrelated." + }, + { + "left": "issue:6054", + "right": "issue:8879", + "accept": false, + "reason": "EulerDiscreteScheduler torch.from_numpy misuse and torch.compile+cudagraph failure are different runtime problems." + }, + { + "left": "issue:1037", + "right": "issue:699", + "accept": false, + "reason": "A community pipeline request is not the same as adding negative prompt support." + }, + { + "left": "issue:4176", + "right": "issue:4912", + "accept": false, + "reason": "Mandatory authentication and SDXL checkpoint conversion are unrelated feature/UX requests." + }, + { + "left": "issue:5510", + "right": "issue:5924", + "accept": false, + "reason": "Dtype mismatch in InstructPix2Pix is unrelated to a VAE memory spike." + }, + { + "left": "issue:7421", + "right": "issue:7946", + "accept": false, + "reason": "Seed handling in KDiffusion and custom_pipeline caching are separate issues." + }, + { + "left": "issue:11422", + "right": "issue:8589", + "accept": false, + "reason": "HiDream LoRA validation-prompt crash and SD3 DreamBooth prior-preservation support are different training concerns." + }, + { + "left": "issue:5449", + "right": "issue:6791", + "accept": false, + "reason": "Same example script, but one is a multiprocessing pickling bug while the other is a vague can't-run report; not clearly the same defect." + }, + { + "left": "issue:10569", + "right": "issue:10901", + "accept": false, + "reason": "High CPU memory usage in HunyuanVideo and wrong video output with negative_prompt are unrelated HunyuanVideo problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 333, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10100", + "issue:10512", + "issue:11109", + "issue:11144", + "issue:1814", + "issue:2228", + "issue:2782", + "issue:2783", + "issue:2822", + "issue:2858", + "issue:3418", + "issue:3808", + "issue:4194", + "issue:4222", + "issue:4314", + "issue:4578", + "issue:4675", + "issue:4756", + "issue:4922", + "issue:4969", + "issue:5110", + "issue:5339", + "issue:5628", + "issue:5963", + "issue:6176", + "issue:6354", + "issue:6393", + "issue:6560", + "issue:6593", + "issue:7053", + "issue:7312", + "issue:7519", + "issue:7770", + "issue:7982", + "issue:8451", + "issue:8801", + "issue:8834", + "issue:8871", + "issue:9038", + "issue:9052", + "issue:9332", + "issue:9511", + "issue:9628", + "issue:9648", + "issue:988", + "issue:9930", + "issue:9941", + "issue:9958" + ], + "soft_pairs": [ + "issue:1814|issue:2782", + "issue:2822|issue:988", + "issue:2858|issue:4222", + "issue:3418|issue:4756", + "issue:3808|issue:7770", + "issue:4194|issue:5339", + "issue:4578|issue:7519", + "issue:6354|issue:9511", + "issue:9052|issue:9332", + "issue:8871|issue:9930", + "issue:5110|issue:6593", + "issue:6176|issue:9941", + "issue:10512|issue:11109", + "issue:2783|issue:4675", + "issue:4922|issue:8834", + "issue:4969|issue:8451", + "issue:7053|issue:9038", + "issue:7312|issue:9958", + "issue:2228|issue:5628", + "issue:5963|issue:9648", + "issue:4314|issue:6393", + "issue:11144|issue:7982", + "issue:6560|issue:9628", + "issue:10100|issue:8801" + ], + "prepared_review_unit_hash": "5be6558fbd33993a526d918e9928d3a52158038ea2c733b060cdc8e3fcdd033b", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33561, + "estimated_input_tokens": 8391, + "estimated_eval_tokens": 17038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated feature requests and bug reports; none of the soft pairs look like the same underlying issue, so I would not consolidate them into a duplicate cluster.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1814", + "right": "issue:2782", + "accept": false, + "reason": "Different problems: changing CLIP models versus a sequential offloading error in pipeline loading." + }, + { + "left": "issue:2822", + "right": "issue:988", + "accept": false, + "reason": "Training convergence quality issue is not the same as an FSDP training-support request." + }, + { + "left": "issue:2858", + "right": "issue:4222", + "accept": false, + "reason": "Img2img seeding support and low-resolution dataset training advice are unrelated." + }, + { + "left": "issue:3418", + "right": "issue:4756", + "accept": false, + "reason": "Both concern training scripts, but they request different script features for different workflows." + }, + { + "left": "issue:3808", + "right": "issue:7770", + "accept": false, + "reason": "DeepFloyd IF training failure is a different code path from a LoRA tensor shape mismatch during loading." + }, + { + "left": "issue:4194", + "right": "issue:5339", + "accept": false, + "reason": "Both mention loading, but one is a VAE-from-single-file bug and the other is a local safetensor load problem." + }, + { + "left": "issue:4578", + "right": "issue:7519", + "accept": false, + "reason": "Documentation complaint versus an xFormers attention processor behavior issue." + }, + { + "left": "issue:6354", + "right": "issue:9511", + "accept": false, + "reason": "LoRA support for ControlNet and multi-controlnet batching are distinct feature requests." + }, + { + "left": "issue:9052", + "right": "issue:9332", + "accept": false, + "reason": "Both are model-loading bugs, but the failing paths and symptoms differ enough that they do not look like one defect." + }, + { + "left": "issue:8871", + "right": "issue:9930", + "accept": false, + "reason": "FP16 gradient unscale error during LoRA training is unrelated to PAG adaptive scale behavior." + }, + { + "left": "issue:5110", + "right": "issue:6593", + "accept": false, + "reason": "HF repo-id validation failure is not the same issue as adding load_lora_weights support to an img2img pipeline." + }, + { + "left": "issue:6176", + "right": "issue:9941", + "accept": false, + "reason": "LoRA weight loading after DreamBooth training and a Colab runtime error are different reports." + }, + { + "left": "issue:10512", + "right": "issue:11109", + "accept": false, + "reason": "Quanto Flux LoRA load failure is unrelated to a depth LoRA transformer-layer mismatch." + }, + { + "left": "issue:2783", + "right": "issue:4675", + "accept": false, + "reason": "New pipeline creation request versus SDXL reference-only ControlNet support are different changes." + }, + { + "left": "issue:4922", + "right": "issue:8834", + "accept": false, + "reason": "Android demo request is unrelated to SD3 ControlNet training-code release." + }, + { + "left": "issue:4969", + "right": "issue:8451", + "accept": false, + "reason": "CrossAttention import failure does not match a question about frozen UNet parameters and missing training script details." + }, + { + "left": "issue:7053", + "right": "issue:9038", + "accept": false, + "reason": "Class-conditioning support in UNet3D is a different code path from Flax prompt-weight handling." + }, + { + "left": "issue:7312", + "right": "issue:9958", + "accept": false, + "reason": "Direct reward finetuning support and VAE temporal-decoder tiling are unrelated changes." + }, + { + "left": "issue:2228", + "right": "issue:5628", + "accept": false, + "reason": "Pipeline GPU-loading failure is not the same as LMS scheduler Karras-sigma offset behavior." + }, + { + "left": "issue:5963", + "right": "issue:9648", + "accept": false, + "reason": "Kandinsky embeds-vs-prompts failure and VAE tiling memory overflow are different bugs." + }, + { + "left": "issue:4314", + "right": "issue:6393", + "accept": false, + "reason": "Interrupted download write-protection and private-link from_single_file failure are different download issues." + }, + { + "left": "issue:11144", + "right": "issue:7982", + "accept": false, + "reason": "Incorrect Flax UNet dtypes and from_pipe MultiControlNet handling are unrelated problems." + }, + { + "left": "issue:6560", + "right": "issue:9628", + "accept": false, + "reason": "LoRA shape-size regression and FP16 unscale error are separate training failures." + }, + { + "left": "issue:10100", + "right": "issue:8801", + "accept": false, + "reason": "Support requests for different models (ConsisID vs Kolors) are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 334, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10194", + "issue:10427", + "issue:1084", + "issue:10954", + "issue:11644", + "issue:11830", + "issue:12308", + "issue:12505", + "issue:12695", + "issue:13105", + "issue:13203", + "issue:1407", + "issue:1546", + "issue:1566", + "issue:1677", + "issue:2560", + "issue:2716", + "issue:2772", + "issue:2785", + "issue:3296", + "issue:3381", + "issue:3428", + "issue:3551", + "issue:3570", + "issue:3740", + "issue:4073", + "issue:4236", + "issue:4349", + "issue:4446", + "issue:4488", + "issue:4615", + "issue:4977", + "issue:5325", + "issue:5399", + "issue:5628", + "issue:5693", + "issue:5710", + "issue:6154", + "issue:6256", + "issue:746", + "issue:7498", + "issue:7548", + "issue:8228", + "issue:8405", + "issue:843", + "issue:8514", + "issue:8832", + "issue:9804" + ], + "soft_pairs": [ + "issue:10194|issue:12695", + "issue:10427|issue:12308", + "issue:1084|issue:843", + "issue:12505|issue:9804", + "issue:2785|issue:6256", + "issue:3570|issue:4615", + "issue:3740|issue:4236", + "issue:1566|issue:3296", + "issue:2772|issue:4349", + "issue:3381|issue:5399", + "issue:10954|issue:13203", + "issue:11644|issue:8514", + "issue:11830|issue:13105", + "issue:1407|issue:1546", + "issue:2716|issue:5693", + "issue:4073|issue:8405", + "issue:6154|issue:7498", + "issue:1677|issue:5325", + "issue:2560|issue:3551", + "issue:4488|issue:4977", + "issue:5628|issue:5710", + "issue:7548|issue:8832", + "issue:3428|issue:746", + "issue:4446|issue:8228" + ], + "prepared_review_unit_hash": "f22434898d40be67495ae5a3df641d838fca7e4a486f12c5c77eea5c20e15a74", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33766, + "estimated_input_tokens": 8442, + "estimated_eval_tokens": 17140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft-edge pair looks like the same underlying bug/change; the set is mostly a loose collection of related-but-distinct issues across different models, pipelines, and failure modes. No PRs are present.", + "confidence": 0.83, + "canonical_issue_reason": "issue:12505 is the most concrete, technically specific open bug report in the set, with a narrow failure mode that makes it the cleanest anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:12505 is the best representative issue because it describes a focused, reproducible code-path problem rather than a broad feature request or vague compatibility report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10194", + "right": "issue:12695", + "accept": false, + "reason": "Different model support requests: Flux attention masking vs Hunyuan v1.5 support." + }, + { + "left": "issue:10427", + "right": "issue:12308", + "accept": false, + "reason": "Different features in different areas: AuraFlow GGUF loading vs flash-attn GPU kernel support." + }, + { + "left": "issue:1084", + "right": "issue:843", + "accept": false, + "reason": "Both are documentation-related, but one is about weight reuse across pipelines and the other is prompt syntax docs." + }, + { + "left": "issue:12505", + "right": "issue:9804", + "accept": false, + "reason": "Different SDXL loading bugs: tgate error in img2img pipelines vs local ControlNet loading failure." + }, + { + "left": "issue:2785", + "right": "issue:6256", + "accept": false, + "reason": "Both are pipeline feature requests, but they target unrelated capabilities (M1/M2 support vs callback hook)." + }, + { + "left": "issue:3570", + "right": "issue:4615", + "accept": false, + "reason": "Unrelated loading/import failures: checkpoint download suppression vs missing ControlNet pipeline import." + }, + { + "left": "issue:3740", + "right": "issue:4236", + "accept": false, + "reason": "Both mention encoder/attention registration, but one is accelerate device_map conversion and the other is SDXL refiner text-encoder registration." + }, + { + "left": "issue:1566", + "right": "issue:3296", + "accept": false, + "reason": "Different training checkpoint bugs: fp16 output crash after saving vs checkpoint save/load failure with text_encoder." + }, + { + "left": "issue:2772", + "right": "issue:4349", + "accept": false, + "reason": "Different pipeline concerns: dataset path validation in ControlNet training vs missing text_encoder in UpscalePipeline." + }, + { + "left": "issue:3381", + "right": "issue:5399", + "accept": false, + "reason": "Both are inpainting-related, but one is discoloration in batch inference and the other is a dtype mismatch in custom models." + }, + { + "left": "issue:10954", + "right": "issue:13203", + "accept": false, + "reason": "Both are LoRA-loading issues, but they involve different model families and likely different code paths." + }, + { + "left": "issue:11644", + "right": "issue:8514", + "accept": false, + "reason": "Different failure modes: LTXConditionPipeline init error vs EMAModel parallel fine-tuning error." + }, + { + "left": "issue:11830", + "right": "issue:13105", + "accept": false, + "reason": "Both are output-quality problems, but they affect different video models and symptoms (black output vs noise)." + }, + { + "left": "issue:1407", + "right": "issue:1546", + "accept": false, + "reason": "Different regression types: ONNX feature_extractor error vs truncation warning causing batched-input failure." + }, + { + "left": "issue:2716", + "right": "issue:5693", + "accept": false, + "reason": "Generic loading problems, but one is checkpoint loading and the other is VAE loading." + }, + { + "left": "issue:4073", + "right": "issue:8405", + "accept": false, + "reason": "Both are runtime tensor errors, but they arise in different subsystems (safety checker vs multiple ControlNets)." + }, + { + "left": "issue:6154", + "right": "issue:7498", + "accept": false, + "reason": "Both are Apple Silicon training issues, but they are different scripts, models, and hardware generations." + }, + { + "left": "issue:1677", + "right": "issue:5325", + "accept": false, + "reason": "No substantive overlap: pipeline dtype misuse vs packaging type distribution." + }, + { + "left": "issue:2560", + "right": "issue:3551", + "accept": false, + "reason": "Different bugs: generator-list determinism in img2img vs LoRA/xFormers interaction." + }, + { + "left": "issue:4488", + "right": "issue:4977", + "accept": false, + "reason": "Different code paths entirely: SDXL checkpoint conversion/loading vs checkpoint cleanup in an example script." + }, + { + "left": "issue:5628", + "right": "issue:5710", + "accept": false, + "reason": "Both scheduler-related, but one is Karras sigma offset behavior and the other is missing sigmas initialization." + }, + { + "left": "issue:7548", + "right": "issue:8832", + "accept": false, + "reason": "Different output problems: AnimateDiff flicker vs a generic pipeline crash on image indexing." + }, + { + "left": "issue:3428", + "right": "issue:746", + "accept": false, + "reason": "Different img2img issues: unexpected behavior when changing the pipeline vs ONNX revision loading." + }, + { + "left": "issue:4446", + "right": "issue:8228", + "accept": false, + "reason": "Both involve from_single_file text-encoder handling, but one is custom text_encoder support and the other is a CLIPTextModel load regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 335, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10381", + "issue:10446", + "issue:10893", + "issue:11032", + "issue:11700", + "issue:11828", + "issue:12437", + "issue:1655", + "issue:1896", + "issue:2410", + "issue:2444", + "issue:2659", + "issue:2784", + "issue:3455", + "issue:3679", + "issue:3944", + "issue:3974", + "issue:4232", + "issue:4405", + "issue:4484", + "issue:4649", + "issue:4672", + "issue:4803", + "issue:4972", + "issue:5392", + "issue:5485", + "issue:5510", + "issue:5518", + "issue:5926", + "issue:6050", + "issue:617", + "issue:6335", + "issue:6441", + "issue:6685", + "issue:713", + "issue:7177", + "issue:7456", + "issue:7658", + "issue:8434", + "issue:8450", + "issue:8507", + "issue:8708", + "issue:9067", + "issue:9223", + "issue:9398", + "issue:9476", + "issue:9933", + "issue:9972" + ], + "soft_pairs": [ + "issue:11828|issue:9223", + "issue:2659|issue:5485", + "issue:4484|issue:8450", + "issue:10381|issue:10446", + "issue:10893|issue:11700", + "issue:11032|issue:12437", + "issue:11828|issue:9476", + "issue:1655|issue:617", + "issue:2410|issue:2444", + "issue:2784|issue:3974", + "issue:3455|issue:4405", + "issue:3679|issue:5926", + "issue:3944|issue:4672", + "issue:4232|issue:5392", + "issue:4649|issue:5510", + "issue:4803|issue:6050", + "issue:5518|issue:9067", + "issue:6335|issue:9933", + "issue:6441|issue:7177", + "issue:6685|issue:8708", + "issue:7456|issue:9398", + "issue:7658|issue:8434", + "issue:8507|issue:9972", + "issue:1896|issue:4972", + "issue:2444|issue:713" + ], + "prepared_review_unit_hash": "19249aa485389ea85ee4c6729f2fe72cc4d689fbee74548fe19ab5edcb756534", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34435, + "estimated_input_tokens": 8609, + "estimated_eval_tokens": 17474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated pipeline bugs, training-script errors, dependency/install issues, and feature requests. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated bugs and feature requests across different pipelines, training scripts, and environments.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative because the cluster is not centered on one underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11828", + "right": "issue:9223", + "accept": false, + "reason": "Unrelated: one is a ControlNet pipeline type bug, the other is a Python package dependency conflict." + }, + { + "left": "issue:2659", + "right": "issue:5485", + "accept": false, + "reason": "Different problems: batch-size nondeterminism vs ControlNet batch inference performance." + }, + { + "left": "issue:4484", + "right": "issue:8450", + "accept": false, + "reason": "Both mention odd image output, but they affect different SDXL/inpaint code paths and are not the same bug." + }, + { + "left": "issue:10381", + "right": "issue:10446", + "accept": false, + "reason": "Both are Flux-related, but one is quantization/LoRA inference and the other is multi-GPU sharding with ControlNet." + }, + { + "left": "issue:10893", + "right": "issue:11700", + "accept": false, + "reason": "Different features: CogVideoX ControlNet integration vs Pruna loading integration." + }, + { + "left": "issue:11032", + "right": "issue:12437", + "accept": false, + "reason": "Completely unrelated: TRT quantization backend support vs OmniSVG support." + }, + { + "left": "issue:11828", + "right": "issue:9476", + "accept": false, + "reason": "Different errors in different models/pipelines; no shared concrete code path." + }, + { + "left": "issue:1655", + "right": "issue:617", + "accept": false, + "reason": "One is a pipeline initialization failure, the other is an NNPACK hardware warning in AutoencoderKL." + }, + { + "left": "issue:2410", + "right": "issue:2444", + "accept": false, + "reason": "Separate training-script failures with different causes and scripts." + }, + { + "left": "issue:2784", + "right": "issue:3974", + "accept": false, + "reason": "Feature request for text2video Dreambooth vs ControlNet safetensors loading issue." + }, + { + "left": "issue:3455", + "right": "issue:4405", + "accept": false, + "reason": "Different example/training requests: instruct-pix2pix training behavior vs textual inversion for SDXL." + }, + { + "left": "issue:3679", + "right": "issue:5926", + "accept": false, + "reason": "Unrelated model announcements/requests in different model families." + }, + { + "left": "issue:3944", + "right": "issue:4672", + "accept": false, + "reason": "Both are LoRA training topics, but one is rank customization and the other is VRAM reduction; not the same bug." + }, + { + "left": "issue:4232", + "right": "issue:5392", + "accept": false, + "reason": "Different scope: instruct-pix2pix with ControlNet vs unconditional latent diffusion training." + }, + { + "left": "issue:4649", + "right": "issue:5510", + "accept": false, + "reason": "Similar SDXL family, but different runtime failures and different pipeline code paths." + }, + { + "left": "issue:4803", + "right": "issue:6050", + "accept": false, + "reason": "Both are install-related, but one is a missing requirements file and the other is a pip build/install failure." + }, + { + "left": "issue:5518", + "right": "issue:9067", + "accept": false, + "reason": "No shared bug: a LoRA attribute error vs a missing-module import error." + }, + { + "left": "issue:6335", + "right": "issue:9933", + "accept": false, + "reason": "Both mention size parameters, but they are different pipelines with different missing/ignored arguments." + }, + { + "left": "issue:6441", + "right": "issue:7177", + "accept": false, + "reason": "Different from_pretrained failures in unrelated contexts." + }, + { + "left": "issue:6685", + "right": "issue:8708", + "accept": false, + "reason": "Dreambooth-related, but one is output_dir path handling and the other is a missing SD3 VAE config field." + }, + { + "left": "issue:7456", + "right": "issue:9398", + "accept": false, + "reason": "A missing raise statement is not the same as a missing pooled_projection argument." + }, + { + "left": "issue:7658", + "right": "issue:8434", + "accept": false, + "reason": "Both involve multiple control inputs, but one asks if it is possible and the other is specifically about XSPipeline support." + }, + { + "left": "issue:8507", + "right": "issue:9972", + "accept": false, + "reason": "Completely unrelated: SD3 Dreambooth text encoder failure vs CogX macOS memory allocation bug." + }, + { + "left": "issue:1896", + "right": "issue:4972", + "accept": false, + "reason": "Different example failures with different error signatures and code paths." + }, + { + "left": "issue:2444", + "right": "issue:713", + "accept": false, + "reason": "Too generic to be duplicate; one is a specific inpaint training script failure, the other is a broad training error report." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 336, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10186", + "issue:10350", + "issue:10428", + "issue:11092", + "issue:1158", + "issue:11581", + "issue:11872", + "issue:12436", + "issue:12574", + "issue:12610", + "issue:13140", + "issue:13298", + "issue:1695", + "issue:1807", + "issue:1842", + "issue:1851", + "issue:2507", + "issue:2554", + "issue:2799", + "issue:3175", + "issue:3431", + "issue:3740", + "issue:3887", + "issue:3967", + "issue:4356", + "issue:4598", + "issue:4789", + "issue:488", + "issue:5009", + "issue:5152", + "issue:5372", + "issue:5523", + "issue:557", + "issue:5570", + "issue:5951", + "issue:5977", + "issue:6068", + "issue:6158", + "issue:6196", + "issue:6392", + "issue:6869", + "issue:7210", + "issue:7312", + "issue:782", + "issue:8551", + "issue:8708", + "issue:8994", + "issue:9052" + ], + "soft_pairs": [ + "issue:3431|issue:557", + "issue:1842|issue:5009", + "issue:11872|issue:12574", + "issue:1851|issue:3175", + "issue:5372|issue:7210", + "issue:10428|issue:11092", + "issue:2799|issue:488", + "issue:1158|issue:5523", + "issue:4789|issue:782", + "issue:12610|issue:13298", + "issue:6068|issue:6196", + "issue:2554|issue:3740", + "issue:5152|issue:6869", + "issue:10186|issue:11581", + "issue:1807|issue:2507", + "issue:4598|issue:5570", + "issue:1695|issue:5951", + "issue:3887|issue:3967", + "issue:5977|issue:8708", + "issue:6158|issue:7312", + "issue:6392|issue:9052", + "issue:10350|issue:8551", + "issue:4356|issue:8994", + "issue:12436|issue:13140" + ], + "prepared_review_unit_hash": "4d1b48a0fd8662511e1cf9a5fb139db346232f9ecbbb719c6325ee44b2e6890b", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33945, + "estimated_input_tokens": 8487, + "estimated_eval_tokens": 17230 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not look like a duplicate set; it is a heterogeneous mix of unrelated Diffusers issues spanning imports, memory/offload, training, checkpoints, and pipeline-specific bugs. None of the soft pairs appear to share the same underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the items cover different subsystems and failure modes, so there is no single underlying bug to deduplicate around.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because the cluster is too diverse and lacks a dominant shared problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3431", + "right": "issue:557", + "accept": false, + "reason": "Different problems: inpainting+ControlNet quality vs DDIM quality regression; not the same bug." + }, + { + "left": "issue:1842", + "right": "issue:5009", + "accept": false, + "reason": "Both are generic errors, but the contexts differ (`eta` argument vs wuerstchen error) and there is no evidence of the same code path." + }, + { + "left": "issue:11872", + "right": "issue:12574", + "accept": false, + "reason": "Both mention device/offload behavior, but one is CPU offloading inefficiency and the other is a WanVideo/VACE control-argument failure; different bugs." + }, + { + "left": "issue:1851", + "right": "issue:3175", + "accept": false, + "reason": "Both are Dreambooth-related, but one is multi-GPU slowdown and the other is training multi-face support; not duplicates." + }, + { + "left": "issue:5372", + "right": "issue:7210", + "accept": false, + "reason": "Different issues: safety_checker usage in SDXL vs missing `named_parameters` with accelerate dispatch." + }, + { + "left": "issue:10428", + "right": "issue:11092", + "accept": false, + "reason": "Flux inference on Ascend NPU vs empty timesteps in SDXL-Turbo img2img; unrelated pipeline failures." + }, + { + "left": "issue:2799", + "right": "issue:488", + "accept": false, + "reason": "Checkpoint/pipeline mismatch error vs grayscale `numpy_to_pil` failure; different functionality." + }, + { + "left": "issue:1158", + "right": "issue:5523", + "accept": false, + "reason": "Test interference in `test_config.py` vs inconsistent generation results; no shared underlying bug." + }, + { + "left": "issue:4789", + "right": "issue:782", + "accept": false, + "reason": "Model download failure and broken auth-token download are both download-related, but not the same concrete issue." + }, + { + "left": "issue:12610", + "right": "issue:13298", + "accept": false, + "reason": "Both involve device placement, but one is Quanto+group offload mismatch and the other is generator-on-cuda breaking image generation; different root causes." + }, + { + "left": "issue:6068", + "right": "issue:6196", + "accept": false, + "reason": "Different SDXL sampler/V-prediction bug vs ControlNetXS Depth SDXL loading error." + }, + { + "left": "issue:2554", + "right": "issue:3740", + "accept": false, + "reason": "Both involve accelerate/version/device mapping, but one is an accelerator version requirement and the other is legacy attention conversion with `device_map=\"sequential\"`." + }, + { + "left": "issue:5152", + "right": "issue:6869", + "accept": false, + "reason": "W\u00fcrstchen-specific bug vs video export unpacking error; unrelated code paths." + }, + { + "left": "issue:10186", + "right": "issue:11581", + "accept": false, + "reason": "Both are import/loading failures around FLUX, but one is missing `FluxFillPipeline` import and the other is an IP-Adapter dtype constructor error; different bugs." + }, + { + "left": "issue:1807", + "right": "issue:2507", + "accept": false, + "reason": "Both discuss performance, but one is inference slowing over generations and the other is safetensors loading speed; not the same defect." + }, + { + "left": "issue:4598", + "right": "issue:5570", + "accept": false, + "reason": "Informative dependency errors vs missing `compute_snr` symbol in training utils; different problem statements and fixes." + }, + { + "left": "issue:1695", + "right": "issue:5951", + "accept": false, + "reason": "Both are training-related, but one is multi-GPU Dreambooth/deepspeed and the other is Pixart training; not duplicates." + }, + { + "left": "issue:3887", + "right": "issue:3967", + "accept": false, + "reason": "General SD effect differences vs SDXL not working after branch deletion; no shared bug." + }, + { + "left": "issue:5977", + "right": "issue:8708", + "accept": false, + "reason": "LoRA key-saving behavior vs missing `vae.config.shift_factor` in SD3 training examples; unrelated." + }, + { + "left": "issue:6158", + "right": "issue:7312", + "accept": false, + "reason": "Animatediff SDXL feature request vs `named_parameters` missing on pipeline with accelerate; not the same issue." + }, + { + "left": "issue:6392", + "right": "issue:9052", + "accept": false, + "reason": "Custom LoRA loading failure vs `from_single_file` failing on certain checkpoints; different loading paths." + }, + { + "left": "issue:10350", + "right": "issue:8551", + "accept": false, + "reason": "Both touch VAE memory/device handling, but one is VAE decoder memory use in SD2.1 and the other is SDXL inpaint latent device placement with balanced device_map." + }, + { + "left": "issue:4356", + "right": "issue:8994", + "accept": false, + "reason": "Missing dummy module in 0.19.2 vs generation steps stuck at 0; unrelated errors." + }, + { + "left": "issue:12436", + "right": "issue:13140", + "accept": false, + "reason": "Constructor keyword errors, but for different models and causes (`offload_state_dict` in CLIPTextModel vs NoneType in Qwen Edit pipelines)." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 337, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10039", + "issue:10282", + "issue:1101", + "issue:11329", + "issue:1140", + "issue:11424", + "issue:11489", + "issue:11833", + "issue:1197", + "issue:2044", + "issue:2596", + "issue:3300", + "issue:341", + "issue:3880", + "issue:3944", + "issue:4183", + "issue:4403", + "issue:4419", + "issue:4835", + "issue:4876", + "issue:5079", + "issue:5109", + "issue:5224", + "issue:5335", + "issue:5897", + "issue:5954", + "issue:6087", + "issue:6517", + "issue:6709", + "issue:6725", + "issue:6732", + "issue:6812", + "issue:7142", + "issue:7264", + "issue:7312", + "issue:7572", + "issue:7651", + "issue:8477", + "issue:8532", + "issue:8707", + "issue:8780", + "issue:8805", + "issue:8826", + "issue:8939", + "issue:8958", + "issue:9090", + "issue:9602", + "issue:9856" + ], + "soft_pairs": [ + "issue:8477|issue:8707", + "issue:9602|issue:9856", + "issue:8826|issue:8958", + "issue:11424|issue:11833", + "issue:10039|issue:8805", + "issue:1101|issue:341", + "issue:1140|issue:1197", + "issue:3880|issue:6087", + "issue:3944|issue:4876", + "issue:4183|issue:6725", + "issue:4419|issue:6732", + "issue:5079|issue:7312", + "issue:5897|issue:6812", + "issue:11489|issue:8939", + "issue:11329|issue:8532", + "issue:2044|issue:5335", + "issue:2596|issue:3300", + "issue:7264|issue:8780", + "issue:5224|issue:6709", + "issue:4835|issue:5109", + "issue:5954|issue:7142", + "issue:7651|issue:9090", + "issue:4403|issue:7572", + "issue:10282|issue:6517" + ], + "prepared_review_unit_hash": "b367987fe00b9b2bd5168d53d827756ad64f52b1130d661278365501234442da", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34475, + "estimated_input_tokens": 8619, + "estimated_eval_tokens": 17494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft-similarity links are mostly false positives: they connect broadly related Diffusers/transformer topics, but not the same concrete bug or change. I found no safe duplicate merges among the candidate pairs.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated bugs, feature requests, docs problems, and pipeline-specific regressions, so none safely subsumes the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because the cluster is heterogeneous rather than one underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:8477", + "right": "issue:8707", + "accept": false, + "reason": "Both are training errors, but one is a DistributedDataParallel failure and the other is an SDXL/Flux training script error; different code paths." + }, + { + "left": "issue:9602", + "right": "issue:9856", + "accept": false, + "reason": "Adapter-name validation and distributed port conflicts are unrelated failures." + }, + { + "left": "issue:8826", + "right": "issue:8958", + "accept": false, + "reason": "A torch.cat empty-list error is not the same as a missing torch.library.register_fake API." + }, + { + "left": "issue:11424", + "right": "issue:11833", + "accept": false, + "reason": "VAE group_norm decode failure and set_lora_device KeyError are different subsystems." + }, + { + "left": "issue:10039", + "right": "issue:8805", + "accept": false, + "reason": "Missing AttnUpBlock2D sample size and an SDXL conversion-script regression are different bugs." + }, + { + "left": "issue:1101", + "right": "issue:341", + "accept": false, + "reason": "These are separate scheduler feature requests, not the same change." + }, + { + "left": "issue:1140", + "right": "issue:1197", + "accept": false, + "reason": "Two unrelated community pipeline requests." + }, + { + "left": "issue:3880", + "right": "issue:6087", + "accept": false, + "reason": "Inpainting degradation and LoRA config save/load corruption are distinct issues." + }, + { + "left": "issue:3944", + "right": "issue:4876", + "accept": false, + "reason": "Both concern LoRA parameters, but one asks for network rank customization and the other for std initialization; different feature requests." + }, + { + "left": "issue:4183", + "right": "issue:6725", + "accept": false, + "reason": "ControlNet guidance-scale bug and generic LDMPipeline generation request are not the same problem." + }, + { + "left": "issue:4419", + "right": "issue:6732", + "accept": false, + "reason": "Offset-noise inference mismatch is different from a scheduler doc omission." + }, + { + "left": "issue:5079", + "right": "issue:7312", + "accept": false, + "reason": "LoRA loading support and AlignProp reward finetuning are unrelated changes." + }, + { + "left": "issue:5897", + "right": "issue:6812", + "accept": false, + "reason": "Both are LoRA training errors, but one is device placement and the other is dtype mismatch; different fixes." + }, + { + "left": "issue:11489", + "right": "issue:8939", + "accept": false, + "reason": "Flux LoRA training failure and tokenizer loading failure are unrelated." + }, + { + "left": "issue:11329", + "right": "issue:8532", + "accept": false, + "reason": "Both mention memory, but one is a bitsandbytes leak and the other is LoRA-weight loading growth; not the same bug." + }, + { + "left": "issue:2044", + "right": "issue:5335", + "accept": false, + "reason": "DDP dtype attribute access and local deployment blocked by Hugging Face are unrelated." + }, + { + "left": "issue:2596", + "right": "issue:3300", + "accept": false, + "reason": "Docs referencing a missing function is not the same as HF-hosted package breakage." + }, + { + "left": "issue:7264", + "right": "issue:8780", + "accept": false, + "reason": "Custom-model serialization and model/input dtype mismatch are different issues." + }, + { + "left": "issue:5224", + "right": "issue:6709", + "accept": false, + "reason": "A Flax SD 2.1 error and custom diffusion concept-list training bug are separate problems." + }, + { + "left": "issue:4835", + "right": "issue:5109", + "accept": false, + "reason": "MultiControlNet img2img behavior and load_lora_weights exception are different code paths." + }, + { + "left": "issue:5954", + "right": "issue:7142", + "accept": false, + "reason": "Kandinsky22 inference error and SDXL-lightning output discrepancy are not the same bug." + }, + { + "left": "issue:7651", + "right": "issue:9090", + "accept": false, + "reason": "Img2img timestep calculation and repeated PNDM timesteps are scheduler-related but different concrete defects." + }, + { + "left": "issue:4403", + "right": "issue:7572", + "accept": false, + "reason": "Half-precision LayerNorm failure and half/float bias-type mismatch are different runtime errors." + }, + { + "left": "issue:10282", + "right": "issue:6517", + "accept": false, + "reason": "An x_embedder weight shape mismatch is unrelated to an import traceback in SDXL ControlNet img2img." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 338, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10121", + "issue:10591", + "issue:10895", + "issue:11302", + "issue:11436", + "issue:11749", + "issue:11938", + "issue:1323", + "issue:13386", + "issue:175", + "issue:181", + "issue:2052", + "issue:2053", + "issue:2276", + "issue:2294", + "issue:2332", + "issue:2676", + "issue:3159", + "issue:3380", + "issue:3441", + "issue:3453", + "issue:3593", + "issue:4292", + "issue:4585", + "issue:4615", + "issue:4709", + "issue:4753", + "issue:4872", + "issue:5124", + "issue:5315", + "issue:5799", + "issue:6162", + "issue:6634", + "issue:6732", + "issue:7009", + "issue:7165", + "issue:7341", + "issue:7365", + "issue:7562", + "issue:7931", + "issue:8451", + "issue:8534", + "issue:8551", + "issue:8975", + "issue:9051", + "issue:9181", + "issue:9822", + "issue:9844" + ], + "soft_pairs": [ + "issue:11302|issue:11436", + "issue:2052|issue:5124", + "issue:8551|issue:9844", + "issue:3593|issue:7562", + "issue:10591|issue:8451", + "issue:10895|issue:7365", + "issue:11938|issue:9051", + "issue:175|issue:3159", + "issue:181|issue:3453", + "issue:2332|issue:2676", + "issue:3380|issue:7165", + "issue:4292|issue:5799", + "issue:4615|issue:9181", + "issue:4709|issue:7931", + "issue:4753|issue:8534", + "issue:5315|issue:6634", + "issue:6732|issue:7341", + "issue:7009|issue:9822", + "issue:10121|issue:6162", + "issue:4585|issue:8975", + "issue:2276|issue:4872", + "issue:11749|issue:13386", + "issue:1323|issue:2294", + "issue:2053|issue:3441" + ], + "prepared_review_unit_hash": "34958917997c7c6eca3f6eadf4d007b1568ac66422054770062d92c4fac19295", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34115, + "estimated_input_tokens": 8529, + "estimated_eval_tokens": 17314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Diffusers issues with only superficial title overlap. None of the soft pairs look like true duplicates, so all should be rejected. There are no PRs in the cluster; if a representative issue is needed, issue #11436 is the clearest concrete bug report.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical duplicate stands out: the issues span different models, scripts, schedulers, and failure modes, and the soft pairs are not same-bug matches.", + "canonical_pr_reason": null, + "best_issue_reason": "#11436 is the most concrete, self-contained bug report with a specific runtime error and enough context to serve as a representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11302", + "right": "issue:11436", + "accept": false, + "reason": "Different HiDream problems: saving a quantized model vs an inference dtype mismatch. Not the same code path." + }, + { + "left": "issue:2052", + "right": "issue:5124", + "accept": false, + "reason": "Textual inversion checkpoint resume bug vs a generic question about fine-tuning a .safetensor checkpoint. Different issues." + }, + { + "left": "issue:8551", + "right": "issue:9844", + "accept": false, + "reason": "One is a device placement bug in SDXL inpaint VAE offload; the other is NaNs from the SDXL VAE encoder. Different failures." + }, + { + "left": "issue:3593", + "right": "issue:7562", + "accept": false, + "reason": "LoRA+xformers second-call failure is unrelated to multicontrolnet CPU offload on SDXL img2img." + }, + { + "left": "issue:10591", + "right": "issue:8451", + "accept": false, + "reason": "Different training scripts and concerns: SD3 LoRA script bug vs missing/frozen SD1.x training details." + }, + { + "left": "issue:10895", + "right": "issue:7365", + "accept": false, + "reason": "Deprecation handling is unrelated to pooled_prompt_embeds being overwritten in a pipeline input bug." + }, + { + "left": "issue:11938", + "right": "issue:9051", + "accept": false, + "reason": "RMSNorm module registration bug vs Flux batch inference limitation. Not the same underlying change." + }, + { + "left": "issue:175", + "right": "issue:3159", + "accept": false, + "reason": "Seed usage in example training code vs a documentation typo. Different scope and problem." + }, + { + "left": "issue:181", + "right": "issue:3453", + "accept": false, + "reason": "Image-writing failure in train_unconditional.py is unrelated to the BF16 triu/tril error in text-to-image training." + }, + { + "left": "issue:2332", + "right": "issue:2676", + "accept": false, + "reason": "Dreambooth inference error vs a question about scheduler names/support. Not duplicate bug reports." + }, + { + "left": "issue:3380", + "right": "issue:7165", + "accept": false, + "reason": "Hard-coded embedding size bug is unrelated to dynamic thresholding scale in JAX." + }, + { + "left": "issue:4292", + "right": "issue:5799", + "accept": false, + "reason": "M1 inpainting crash and the inpainting strength keyword issue are different behaviors and likely different fixes." + }, + { + "left": "issue:4615", + "right": "issue:9181", + "accept": false, + "reason": "ImportError for ControlNet pipeline vs a visual artifact ('noise dot') in StableDiffusionControlNetPipeline. Different issues." + }, + { + "left": "issue:4709", + "right": "issue:7931", + "accept": false, + "reason": "Unsupported guess mode in SDXL ControlNet is unrelated to IP-Adapter shape mismatch in inpaint." + }, + { + "left": "issue:4753", + "right": "issue:8534", + "accept": false, + "reason": "Dreambooth LoRA bug vs SD3 dreambooth logit-normal weighting bug. Different scripts and code paths." + }, + { + "left": "issue:5315", + "right": "issue:6634", + "accept": false, + "reason": "Both touch DDIMInverseScheduler, but one is a step-function bug and the other is a clipping-option question; not the same concrete defect." + }, + { + "left": "issue:6732", + "right": "issue:7341", + "accept": false, + "reason": "Scheduler documentation for trained_betas is unrelated to the TorchVersion/Version comparison TypeError." + }, + { + "left": "issue:7009", + "right": "issue:9822", + "accept": false, + "reason": "Poor results in a text-to-video pipeline are unrelated to loading SDXL LoRAs into Flux." + }, + { + "left": "issue:10121", + "right": "issue:6162", + "accept": false, + "reason": "Flux high-resolution generation issue is unrelated to SDXL IP-Adapter shape mismatch." + }, + { + "left": "issue:4585", + "right": "issue:8975", + "accept": false, + "reason": "SDXL MultiControlNet documentation/runtime mismatch is unrelated to the LoraLoaderMixin import error." + }, + { + "left": "issue:2276", + "right": "issue:4872", + "accept": false, + "reason": "xformers installation failure in a notebook and CUDA OOM during SDXL finetuning are different problems." + }, + { + "left": "issue:11749", + "right": "issue:13386", + "accept": false, + "reason": "Scheduler timestep floating-point errors are unrelated to qwen_image prior-preservation tensor concatenation crashes." + }, + { + "left": "issue:1323", + "right": "issue:2294", + "accept": false, + "reason": "Flax dtype-loading bug vs missing StableDiffusionVideoInpaintPipeline import. Different modules and failure modes." + }, + { + "left": "issue:2053", + "right": "issue:3441", + "accept": false, + "reason": "Both mention VRAM, but one is a broad regression and the other is a PyTorch2/xformers-specific memory increase. Not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 339, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10054", + "issue:10085", + "issue:10150", + "issue:10722", + "issue:1080", + "issue:11497", + "issue:11581", + "issue:11659", + "issue:1734", + "issue:1988", + "issue:2618", + "issue:2659", + "issue:3029", + "issue:3103", + "issue:3717", + "issue:4139", + "issue:4815", + "issue:4841", + "issue:4849", + "issue:5334", + "issue:5395", + "issue:5436", + "issue:5557", + "issue:5605", + "issue:5737", + "issue:5860", + "issue:6091", + "issue:6109", + "issue:617", + "issue:6232", + "issue:6335", + "issue:6392", + "issue:6399", + "issue:6482", + "issue:6527", + "issue:6732", + "issue:6921", + "issue:8323", + "issue:8503", + "issue:8556", + "issue:8579", + "issue:8615", + "issue:8708", + "issue:8850", + "issue:8989", + "issue:9467", + "issue:9664", + "issue:9680" + ], + "soft_pairs": [ + "issue:5860|issue:8850", + "issue:11497|issue:8503", + "issue:3029|issue:5436", + "issue:3717|issue:4849", + "issue:6921|issue:9680", + "issue:8556|issue:8579", + "issue:3103|issue:4815", + "issue:4139|issue:6392", + "issue:1988|issue:617", + "issue:6109|issue:6335", + "issue:1080|issue:5334", + "issue:2618|issue:4841", + "issue:5557|issue:6482", + "issue:5605|issue:8615", + "issue:5737|issue:9664", + "issue:6399|issue:6732", + "issue:8708|issue:9467", + "issue:10722|issue:1734", + "issue:5395|issue:8989", + "issue:10054|issue:6527", + "issue:10085|issue:10150", + "issue:2659|issue:6091", + "issue:6232|issue:8323", + "issue:11581|issue:11659" + ], + "prepared_review_unit_hash": "561165ff28bfba7273771834ed06ba4f6314489c0dae0daac9a4aba3762cfffb", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33799, + "estimated_input_tokens": 8450, + "estimated_eval_tokens": 17156 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports; none of the soft pairs look like true duplicates or the same underlying bug/change. I would anchor the cluster on the most concrete, well-scoped report: the SD3 preprocessing-cache bug.", + "confidence": 0.87, + "canonical_issue_reason": "issue:11497 is the most concrete and actionable report in the set, with a specific subsystem (dataset preprocessing cache) and a clear failure mode tied to unrelated arguments.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:11497 has the clearest bug description and strongest triage value as a representative issue for this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5860", + "right": "issue:8850", + "accept": false, + "reason": "Different problems: Tiny Autoencoder/ControlNet pipeline failure vs community pipeline mirror being broken. Same broad area, not the same bug." + }, + { + "left": "issue:11497", + "right": "issue:8503", + "accept": false, + "reason": "One is cache invalidation in SD3 ControlNet scripts; the other is a gradient checkpointing crash in SD3 training. Distinct code paths and symptoms." + }, + { + "left": "issue:3029", + "right": "issue:5436", + "accept": false, + "reason": "Both concern ControlNet examples, but one is about custom resolution input handling and the other is an SDXL training example error. Not the same underlying defect." + }, + { + "left": "issue:3717", + "right": "issue:4849", + "accept": false, + "reason": "Multi-GPU OOM is unrelated to textual inversion multi-GPU usage; same topic of GPUs, different issue class and failure mode." + }, + { + "left": "issue:6921", + "right": "issue:9680", + "accept": false, + "reason": "SDXL shipped weights deviating from official weights is a model artifact issue, while unconditional generation being broken is a runtime pipeline bug." + }, + { + "left": "issue:8556", + "right": "issue:8579", + "accept": false, + "reason": "from_single_file meta-tensor loading failure is a model-loading issue; SD3 LoRA support non-functional is a LoRA integration issue. Different code paths." + }, + { + "left": "issue:3103", + "right": "issue:4815", + "accept": false, + "reason": "Inpainting output dimension handling is not the same as allowing latents-only inputs. Related pipeline area, but distinct feature/bug." + }, + { + "left": "issue:4139", + "right": "issue:6392", + "accept": false, + "reason": "Custom diffusion attention precision casting vs load_lora_weights failing on a custom LoRA are separate LoRA-related problems, not the same bug." + }, + { + "left": "issue:1988", + "right": "issue:617", + "accept": false, + "reason": "fp16/bf16 image generation type mismatch is unrelated to NNPACK hardware initialization warnings." + }, + { + "left": "issue:6109", + "right": "issue:6335", + "accept": false, + "reason": "ControlNet-xs with depth control and ControlNet img2img output sizing are different pipeline behaviors and failure modes." + }, + { + "left": "issue:1080", + "right": "issue:5334", + "accept": false, + "reason": "A usage question about running DreamBooth from Python is not the same as an Accelerate API requirement for multiple models during training." + }, + { + "left": "issue:2618", + "right": "issue:4841", + "accept": false, + "reason": "ControlNet image input type handling vs image size issue are distinct problems." + }, + { + "left": "issue:5557", + "right": "issue:6482", + "accept": false, + "reason": "Unexpected keyword use_reentrant in checkpointing is not the same as FP16 gradient unscale failure during resume." + }, + { + "left": "issue:5605", + "right": "issue:8615", + "accept": false, + "reason": "Per-image caption support for SDXL DreamBooth is a training-data feature request; fuse_lora on SD3 is a model/adapter capability request." + }, + { + "left": "issue:5737", + "right": "issue:9664", + "accept": false, + "reason": "SDXL conversion script failure and DreamBooth subprocess failure are different scripts and different failure causes." + }, + { + "left": "issue:6399", + "right": "issue:6732", + "accept": false, + "reason": "LoRA visibility in UIs is an integration/packaging symptom; documented trained_betas is a scheduler API docs issue." + }, + { + "left": "issue:8708", + "right": "issue:9467", + "accept": false, + "reason": "Missing VAE shift_factor in SD3 DreamBooth examples is unrelated to CogVideoX num_frames guard rails." + }, + { + "left": "issue:10722", + "right": "issue:1734", + "accept": false, + "reason": "Prior-preservation tensor shape mismatch during DreamBooth training is not the same as multi-GPU training being slower." + }, + { + "left": "issue:5395", + "right": "issue:8989", + "accept": false, + "reason": "Combining LoRAs from civitai is unrelated to sequential offloading behavior in Stable Audio." + }, + { + "left": "issue:10054", + "right": "issue:6527", + "accept": false, + "reason": "Wrong torch.linspace parameters in EulerDiscreteScheduler testing is different from an add_noise bug in the same scheduler family." + }, + { + "left": "issue:10085", + "right": "issue:10150", + "accept": false, + "reason": "LyCORIS/skip_guidance_layers runtime error is unrelated to SDXL pipeline load/inference slowness." + }, + { + "left": "issue:2659", + "right": "issue:6091", + "accept": false, + "reason": "Batch-size-dependent image variation is a reproducibility issue; consistency decoder memory with size argument is a memory/performance issue." + }, + { + "left": "issue:6232", + "right": "issue:8323", + "accept": false, + "reason": "DPMSolverSinglestepScheduler add_noise bug and generic scheduler-file recognition issue are not the same defect." + }, + { + "left": "issue:11581", + "right": "issue:11659", + "accept": false, + "reason": "IP Adapter loading fails due to an unexpected dtype argument on CLIPVisionModelWithProjection; the LoRA load issue is unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 340, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10120", + "issue:10121", + "issue:10302", + "issue:10315", + "issue:10798", + "issue:11163", + "issue:11540", + "issue:11657", + "issue:11659", + "issue:2838", + "issue:2851", + "issue:3026", + "issue:3097", + "issue:3194", + "issue:3576", + "issue:3631", + "issue:3951", + "issue:3975", + "issue:4484", + "issue:4618", + "issue:5270", + "issue:5592", + "issue:5884", + "issue:5984", + "issue:6091", + "issue:6230", + "issue:6598", + "issue:6610", + "issue:6921", + "issue:7210", + "issue:7322", + "issue:7355", + "issue:8450", + "issue:8707", + "issue:8710", + "issue:8759", + "issue:898", + "issue:9106", + "issue:9163", + "issue:9200", + "issue:9224", + "issue:9292", + "issue:9361", + "issue:939", + "issue:9464", + "issue:9664", + "issue:9944" + ], + "soft_pairs": [ + "issue:10120|issue:6230", + "issue:11163|issue:9106", + "issue:11657|issue:11659", + "issue:5270|issue:6091", + "issue:10315|issue:8707", + "issue:2851|issue:3026", + "issue:4484|issue:6598", + "issue:10302|issue:11540", + "issue:3194|issue:7210", + "issue:8759|issue:9944", + "issue:10121|issue:7355", + "issue:2838|issue:939", + "issue:3097|issue:3576", + "issue:3631|issue:898", + "issue:3951|issue:5592", + "issue:3975|issue:4618", + "issue:5884|issue:8710", + "issue:5984|issue:9664", + "issue:6610|issue:8450", + "issue:9163|issue:9464", + "issue:9292|issue:9361", + "issue:5984|issue:7322", + "issue:6921|issue:9200", + "issue:10798|issue:9224" + ], + "prepared_review_unit_hash": "d2ca034298c77efcd7b2f6548660febb4f387c15821a711d6713abe98e92942e", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33553, + "estimated_input_tokens": 8389, + "estimated_eval_tokens": 17034 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated diffusers issues across Flux, SDXL, Wan, UniDiffuser, training scripts, and utility/errors. None of the soft pairs look like the same underlying bug, so all should stay separate.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue: the items span multiple distinct pipelines, models, and failure modes rather than one shared bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10302 is the most concrete active bug report here: it names one reproducible Flux inference noise problem with a specific trigger (FP8 without CPU offloading).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10120", + "right": "issue:6230", + "accept": false, + "reason": "Both mention memory/OOM, but they are different training scenarios and models (DreamBooth SD3 vs SDXL text-to-image)." + }, + { + "left": "issue:11163", + "right": "issue:9106", + "accept": false, + "reason": "Different code paths and failures: Wan latent prep math vs PixArt time_step attribute error." + }, + { + "left": "issue:11657", + "right": "issue:11659", + "accept": false, + "reason": "Both are LoRA-related, but one is a Wan key-prefix mismatch warning and the other is a vague general load issue; not clearly the same bug." + }, + { + "left": "issue:5270", + "right": "issue:6091", + "accept": false, + "reason": "A notebook memory leak is not the same as a Consistency Decoder size-argument memory issue." + }, + { + "left": "issue:10315", + "right": "issue:8707", + "accept": false, + "reason": "Different training failures in different pipelines (CogVideo vs SDXL text-to-image)." + }, + { + "left": "issue:2851", + "right": "issue:3026", + "accept": false, + "reason": "Unrelated problems: TPU push_to_hub failure vs single-GPU instruct_pix2pix launch error." + }, + { + "left": "issue:4484", + "right": "issue:6598", + "accept": false, + "reason": "Both report bad outputs, but one is SDXL Kohya LoRA weirdness and the other is img2img parity with A1111; not the same concrete bug." + }, + { + "left": "issue:10302", + "right": "issue:11540", + "accept": false, + "reason": "Both involve Flux noise, but the triggers differ (FP8 without offloading vs VAE slicing); likely separate code paths." + }, + { + "left": "issue:3194", + "right": "issue:7210", + "accept": false, + "reason": "bitsandbytes installation metadata error is unrelated to the missing named_parameters attribute on SDXL pipelines." + }, + { + "left": "issue:8759", + "right": "issue:9944", + "accept": false, + "reason": "Different SD3/SD3.5 issues: invalid cast warning vs loading size mismatch." + }, + { + "left": "issue:10121", + "right": "issue:7355", + "accept": false, + "reason": "High-resolution Flux1-Dev generation failure is not the same as Stable Cascade arbitrary-resolution/bfloat16 errors." + }, + { + "left": "issue:2838", + "right": "issue:939", + "accept": false, + "reason": "ControlNet pipeline behavior is unrelated to using multiple community pipes in a list." + }, + { + "left": "issue:3097", + "right": "issue:3576", + "accept": false, + "reason": "Textual inversion no-op vs XFormers TypeError are different failures, even if they touch the same feature area." + }, + { + "left": "issue:3631", + "right": "issue:898", + "accept": false, + "reason": "Inpainting with latents and a TPU bfloat16 scalar-type exception are separate problems." + }, + { + "left": "issue:3951", + "right": "issue:5592", + "accept": false, + "reason": "NaNs in UniDiffuser demo output is not the same as failing to load UniDiffuser checkpoints." + }, + { + "left": "issue:3975", + "right": "issue:4618", + "accept": false, + "reason": "A typo in an error message is unrelated to using a DreamShaper XL model with ControlNet." + }, + { + "left": "issue:5884", + "right": "issue:8710", + "accept": false, + "reason": "Feature requests for IP-Adapter and PAG support are distinct changes, not duplicates." + }, + { + "left": "issue:5984", + "right": "issue:9664", + "accept": false, + "reason": "Both involve train_dreambooth_lora_sdxl.py, but one is a RAM issue and the other is a generic subprocess failure." + }, + { + "left": "issue:6610", + "right": "issue:8450", + "accept": false, + "reason": "Both are inpainting-related, but one is about num_in_channels being ignored and the other is about strength=1.0 noise." + }, + { + "left": "issue:9163", + "right": "issue:9464", + "accept": false, + "reason": "Both are train_dreambooth_lora_flux.py issues, but one is a generic tensor bug and the other is a specific IndexError with prodigy/train_text_encoder." + }, + { + "left": "issue:9292", + "right": "issue:9361", + "accept": false, + "reason": "LoRA key compatibility warnings and LoRA having no effect are related in theme, but not the same concrete failure." + }, + { + "left": "issue:5984", + "right": "issue:7322", + "accept": false, + "reason": "Different training failures: fp16 Colab RAM issue vs SIGKILL during a newer diffusers training run." + }, + { + "left": "issue:6921", + "right": "issue:9200", + "accept": false, + "reason": "SDXL weight mismatch and a StableDiffusionXLControlNetPipeline dtype error are unrelated issues." + }, + { + "left": "issue:10798", + "right": "issue:9224", + "accept": false, + "reason": "Flux quantization with bitsandbytes is a different problem from MPS not supporting hardcoded float64." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 341, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10695", + "issue:10710", + "issue:1084", + "issue:1106", + "issue:11092", + "issue:11374", + "issue:11447", + "issue:11448", + "issue:11790", + "issue:12373", + "issue:12606", + "issue:12761", + "issue:1730", + "issue:2299", + "issue:2414", + "issue:2442", + "issue:251", + "issue:2552", + "issue:2716", + "issue:307", + "issue:4031", + "issue:4043", + "issue:4186", + "issue:4399", + "issue:4476", + "issue:4641", + "issue:4697", + "issue:4874", + "issue:4977", + "issue:5081", + "issue:5135", + "issue:5412", + "issue:5553", + "issue:5763", + "issue:6008", + "issue:6176", + "issue:6636", + "issue:6686", + "issue:6783", + "issue:776", + "issue:7939", + "issue:8373", + "issue:8667", + "issue:8956", + "issue:9112", + "issue:9460", + "issue:9844" + ], + "soft_pairs": [ + "issue:2299|issue:4977", + "issue:1106|issue:2552", + "issue:11790|issue:12606", + "issue:251|issue:776", + "issue:4186|issue:6783", + "issue:4399|issue:5763", + "issue:10710|issue:8373", + "issue:6686|issue:9844", + "issue:1084|issue:307", + "issue:11374|issue:12373", + "issue:11447|issue:11448", + "issue:1730|issue:2442", + "issue:2414|issue:6636", + "issue:4031|issue:4874", + "issue:4476|issue:5412", + "issue:4641|issue:4697", + "issue:5135|issue:6008", + "issue:7939|issue:8956", + "issue:11092|issue:9112", + "issue:2716|issue:6176", + "issue:4031|issue:5553", + "issue:4043|issue:5081", + "issue:8667|issue:9460", + "issue:10695|issue:12761" + ], + "prepared_review_unit_hash": "f9d0c517c100d151d2dd2d6506b5b989510ac278b86c9e933893fcea426695bd", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33265, + "estimated_input_tokens": 8317, + "estimated_eval_tokens": 16890 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is not a duplicate set: it mixes unrelated bugs, feature requests, docs questions, and training/loading issues across different subsystems. No soft-pair looks like the same underlying change or defect, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "issue:10695 is the most concrete, code-path-specific bug report in the set (a scheduler timestep calculation defect) and is a plausible anchor if one issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10695 is the strongest representative issue because it describes a specific, actionable bug in a core algorithm rather than a broad question or feature request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2299", + "right": "issue:4977", + "accept": false, + "reason": "Different problems: model conversion/checkpoint compatibility vs a training-example checkpoint-saving behavior." + }, + { + "left": "issue:1106", + "right": "issue:2552", + "accept": false, + "reason": "Unrelated topics: PNDM UNet call frequency vs inpainting tutorial/documentation." + }, + { + "left": "issue:11790", + "right": "issue:12606", + "accept": false, + "reason": "Different bug areas: LoRA weight loading from training output vs a wrong import in a conversion script." + }, + { + "left": "issue:251", + "right": "issue:776", + "accept": false, + "reason": "Both concern image generation quality, but the reported defects are different: latent fragility vs img2img batch-size behavior." + }, + { + "left": "issue:4186", + "right": "issue:6783", + "accept": false, + "reason": "Different models and failures: SDXL inpaint/refiner behavior vs PixArt generation corruption." + }, + { + "left": "issue:4399", + "right": "issue:5763", + "accept": false, + "reason": "Unrelated code paths: PyTorch compile/offload interaction vs safetensors serialization on save." + }, + { + "left": "issue:10710", + "right": "issue:8373", + "accept": false, + "reason": "A format-support question is not the same as an incorrect error-message bug." + }, + { + "left": "issue:6686", + "right": "issue:9844", + "accept": false, + "reason": "Different symptoms and layers: compilation performance after save/load vs VAE encoder NaNs." + }, + { + "left": "issue:1084", + "right": "issue:307", + "accept": false, + "reason": "Docs request about weight reuse is not the same as an architectural pipeline-merging feature request." + }, + { + "left": "issue:11374", + "right": "issue:12373", + "accept": false, + "reason": "Completely different asks: adding SkyReels support vs an Unlearn API." + }, + { + "left": "issue:11447", + "right": "issue:11448", + "accept": false, + "reason": "Different bugs: offline shard-file resolution vs a missing model path." + }, + { + "left": "issue:1730", + "right": "issue:2442", + "accept": false, + "reason": "Unrelated: checkpoint conversion failing in webui vs a question about loss curves for inpainting finetuning." + }, + { + "left": "issue:2414", + "right": "issue:6636", + "accept": false, + "reason": "Different import failures affecting different modules and root causes." + }, + { + "left": "issue:4031", + "right": "issue:4874", + "accept": false, + "reason": "Both involve loading-related behavior, but one is a safety-checker local-file failure and the other is a low_res_scheduler bug in upscale pipeline loading." + }, + { + "left": "issue:4476", + "right": "issue:5412", + "accept": false, + "reason": "Different phases and failures: inference quality on SDXL+ControlNet vs checkpoint resume training failure." + }, + { + "left": "issue:4641", + "right": "issue:4697", + "accept": false, + "reason": "Both are LoRA-loading issues, but one is about local native LoRA weights with load_lora_weights and the other is a specific LoRa after an update; no clear same root cause." + }, + { + "left": "issue:5135", + "right": "issue:6008", + "accept": false, + "reason": "Unrelated: LoRA quality degradation/xformers suspicion vs IP-Adapter Plus Face failing with an LCM LoRA." + }, + { + "left": "issue:7939", + "right": "issue:8956", + "accept": false, + "reason": "Both are model-loading complaints, but they target different pipelines/models and different error conditions." + }, + { + "left": "issue:11092", + "right": "issue:9112", + "accept": false, + "reason": "Different inference bugs in different models: empty timesteps in SDXL-Turbo img2img vs Auraflow tensor-size mismatch." + }, + { + "left": "issue:2716", + "right": "issue:6176", + "accept": false, + "reason": "A general 'how to load checkpoint' question is not the same as a LoRA weight loading error after training." + }, + { + "left": "issue:4031", + "right": "issue:5553", + "accept": false, + "reason": "Different loading failures: stand-alone safety checker from local file vs a custom model load failure." + }, + { + "left": "issue:4043", + "right": "issue:5081", + "accept": false, + "reason": "Both touch SDXL text-embedding handling, but one is an API requirement for pooled embeddings and the other is an LPW XL matmul shape mismatch." + }, + { + "left": "issue:8667", + "right": "issue:9460", + "accept": false, + "reason": "Different SD3ControlNet problems: non-power-of-two image tensor mismatch vs supporting a list of ControlNet models." + }, + { + "left": "issue:10695", + "right": "issue:12761", + "accept": false, + "reason": "Completely different bugs: DDIMInverseScheduler timestep logic vs a backward-gradient count mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 342, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10768", + "issue:10772", + "issue:10893", + "issue:1214", + "issue:2201", + "issue:2550", + "issue:272", + "issue:2763", + "issue:2908", + "issue:2991", + "issue:3181", + "issue:3403", + "issue:3467", + "issue:3578", + "issue:3624", + "issue:3643", + "issue:3682", + "issue:3876", + "issue:3935", + "issue:4001", + "issue:4118", + "issue:4185", + "issue:4304", + "issue:4306", + "issue:4675", + "issue:4804", + "issue:4826", + "issue:5043", + "issue:5365", + "issue:5794", + "issue:5875", + "issue:6335", + "issue:6598", + "issue:7237", + "issue:725", + "issue:7286", + "issue:7736", + "issue:7813", + "issue:8390", + "issue:8503", + "issue:8659", + "issue:8855", + "issue:8898", + "issue:8930", + "issue:9225", + "issue:9539", + "issue:9756" + ], + "soft_pairs": [ + "issue:10768|issue:10772", + "issue:10893|issue:8390", + "issue:2201|issue:6598", + "issue:2550|issue:5875", + "issue:272|issue:4304", + "issue:3181|issue:3624", + "issue:3578|issue:4118", + "issue:3682|issue:725", + "issue:3935|issue:4001", + "issue:4675|issue:8390", + "issue:4804|issue:9225", + "issue:5043|issue:7736", + "issue:5794|issue:8898", + "issue:7237|issue:9756", + "issue:7813|issue:8855", + "issue:8503|issue:9539", + "issue:3876|issue:4306", + "issue:6335|issue:8930", + "issue:3643|issue:5365", + "issue:3403|issue:7286", + "issue:2991|issue:3467", + "issue:1214|issue:2908", + "issue:4185|issue:8659", + "issue:2763|issue:4826" + ], + "prepared_review_unit_hash": "f53323b89da89130a4e8806b9dea0e9b6968fe2910d88a8a9a99125f465ad58e", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33220, + "estimated_input_tokens": 8305, + "estimated_eval_tokens": 16866 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: it mixes unrelated feature requests, documentation tasks, and distinct bug reports across different models/pipelines. The soft links are mostly broad topical similarity (e.g. ControlNet, loading, mixed precision) rather than the same concrete issue.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue cleanly represents the cluster; if one must be chosen, issue:8930 is the most substantive and detailed open item, but it is still not a duplicate umbrella for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10768", + "right": "issue:10772", + "accept": false, + "reason": "Different feature requests for different models: negative prompting in Hunyuan video vs ControlNet support for Sana." + }, + { + "left": "issue:10893", + "right": "issue:8390", + "accept": false, + "reason": "Both mention ControlNet, but one asks for CogVideoX integration and the other asks about Stable Cascade training; different model families and changes." + }, + { + "left": "issue:2201", + "right": "issue:6598", + "accept": false, + "reason": "Tokenization padding behavior vs img2img output differences are separate bugs with different code paths." + }, + { + "left": "issue:2550", + "right": "issue:5875", + "accept": false, + "reason": "Both are conversion-related, but one is ControlNet-to-diffusers conversion and the other is SDXL-to-ONNX prompt handling; not the same failure." + }, + { + "left": "issue:272", + "right": "issue:4304", + "accept": false, + "reason": "Inpainting scheduler support vs SDXL LoRA training are unrelated feature requests." + }, + { + "left": "issue:3181", + "right": "issue:3624", + "accept": false, + "reason": "Generic TypeError wording is not enough; these affect different examples and different underlying causes." + }, + { + "left": "issue:3578", + "right": "issue:4118", + "accept": false, + "reason": "Both involve AutoencoderKL loading, but one is checkpoint loading failure and the other is a missing from_single_file attribute; different APIs/issues." + }, + { + "left": "issue:3682", + "right": "issue:725", + "accept": false, + "reason": "LoRA weight loading and pipeline device-map/accelerate support are different features." + }, + { + "left": "issue:3935", + "right": "issue:4001", + "accept": false, + "reason": "Both are docs tasks, but they target different documentation changes with no shared bug or implementation." + }, + { + "left": "issue:4675", + "right": "issue:8390", + "accept": false, + "reason": "ControlNet for SDXL vs Stable Cascade ControlNet training are different model targets and different work items." + }, + { + "left": "issue:4804", + "right": "issue:9225", + "accept": false, + "reason": "Dictionary-iteration error in LoRA loading vs latent-shape mismatch in SDXL InstructPix2Pix are unrelated bugs." + }, + { + "left": "issue:5043", + "right": "issue:7736", + "accept": false, + "reason": "LoRA finetuning for Wurstchen and supported callbacks are unrelated feature requests." + }, + { + "left": "issue:5794", + "right": "issue:8898", + "accept": false, + "reason": "Both are loading/path problems, but they concern different missing-file/validation scenarios and different call sites." + }, + { + "left": "issue:7237", + "right": "issue:9756", + "accept": false, + "reason": "A missing scheduler class is unrelated to a missing notebook file." + }, + { + "left": "issue:7813", + "right": "issue:8855", + "accept": false, + "reason": "Tensor timesteps question and attention-kwargs propagation are different API concerns." + }, + { + "left": "issue:8503", + "right": "issue:9539", + "accept": false, + "reason": "Different model/runtime failures: SD3 gradient checkpointing crash vs CogVideoX float8 CUDA indexing error." + }, + { + "left": "issue:3876", + "right": "issue:4306", + "accept": false, + "reason": "Different pipelines and different runtime failures: ControlNet inpaint demo error vs ReferencePipeline list-index error." + }, + { + "left": "issue:6335", + "right": "issue:8930", + "accept": false, + "reason": "Both are ControlNet img2img issues, but one is output-size control and the other is pose-image adherence; not the same bug." + }, + { + "left": "issue:3643", + "right": "issue:5365", + "accept": false, + "reason": "Latent upsample INT_MAX error and txt2video inference-step handling are unrelated." + }, + { + "left": "issue:3403", + "right": "issue:7286", + "accept": false, + "reason": "TorchDynamo/pipeline loading and custom diffusion cross-attention weight loading are different code paths." + }, + { + "left": "issue:2991", + "right": "issue:3467", + "accept": false, + "reason": "Mixed-precision example failure and checkpoint-resume step offset are distinct training bugs." + }, + { + "left": "issue:1214", + "right": "issue:2908", + "accept": false, + "reason": "Half-precision CLIPTextModel and array-shape/mixed-precision training-script errors are not the same issue." + }, + { + "left": "issue:4185", + "right": "issue:8659", + "accept": false, + "reason": "SDXL black-image inference after rebasing and checkpoint resume/load failures are different problems." + }, + { + "left": "issue:2763", + "right": "issue:4826", + "accept": false, + "reason": "VRAM usage regression with cudnn.benchmark and MultiControlNet errors are separate ControlNet issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 343, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1205", + "issue:1271", + "issue:1617", + "issue:1821", + "issue:2097", + "issue:2326", + "issue:234", + "issue:235", + "issue:2364", + "issue:2596", + "issue:2606", + "issue:2782", + "issue:2880", + "issue:2905", + 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"issue:5605|issue:9610", + "issue:1271|issue:2364", + "issue:3740|issue:7483", + "issue:234|issue:3573", + "issue:3591|issue:8226", + "issue:1821|issue:3222", + "issue:2097|issue:5075", + "issue:4726|issue:7535" + ], + "prepared_review_unit_hash": "fff9bce5586f29253b3e368d3d80be172e93d953fc093f46d9a76b7ecdec1d34", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33229, + "estimated_input_tokens": 8308, + "estimated_eval_tokens": 16872 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad mix of unrelated Stable Diffusion / Diffusers issues; the soft-similarity links are mostly superficial keyword matches, not duplicate bugs or changes.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1205", + "right": "issue:2782", + "accept": false, + "reason": "One is about converting a model to ONNX, the other is a sequential offloading error; different code paths and symptoms." + }, + { + "left": "issue:2905", + "right": "issue:6354", + "accept": false, + "reason": "Scheduler feature request versus ControlNet LoRA support request; unrelated changes." + }, + { + "left": "issue:4616", + "right": "issue:970", + "accept": false, + "reason": "LoRA conversion failure for SDXL is unrelated to integration tests failing." + }, + { + "left": "issue:5630", + "right": "issue:9001", + "accept": false, + "reason": "SDXL img2img scheduler noise issue and Auraflow aspect ratios are different pipelines/problems." + }, + { + "left": "issue:6162", + "right": "issue:6336", + "accept": false, + "reason": "IP-Adapter embedding shape mismatch is not the same as TensorRT VAE compilation with AutoencoderTiny." + }, + { + "left": "issue:2606", + "right": "issue:3884", + "accept": false, + "reason": "DeepSpeed save_state hang in LoRA training is distinct from a generic training-script error." + }, + { + "left": "issue:1617", + "right": "issue:2326", + "accept": false, + "reason": "Dreambooth CLI argument error and LoRA conversion error affect different scripts and failure modes." + }, + { + "left": "issue:4936", + "right": "issue:6520", + "accept": false, + "reason": "Dreambooth resume regression and adapter validation output issue are different training behaviors." + }, + { + "left": "issue:7168", + "right": "issue:8551", + "accept": false, + "reason": "IP-Adapter embed shape handling is unrelated to SDXL inpaint device placement with balanced device_map." + }, + { + "left": "issue:4709", + "right": "issue:6164", + "accept": false, + "reason": "ControlNet guess mode support and latent output handling are separate pipeline features." + }, + { + "left": "issue:235", + "right": "issue:2880", + "accept": false, + "reason": "CUDA porting trouble and a JAX Colab runtime issue are not the same bug." + }, + { + "left": "issue:2596", + "right": "issue:3081", + "accept": false, + "reason": "Missing documentation symbol and non-functional Colab notebook are different issues." + }, + { + "left": "issue:3222", + "right": "issue:7300", + "accept": false, + "reason": "Missing output artifact in custom diffusion training is unrelated to UNet attention memory growth." + }, + { + "left": "issue:3224", + "right": "issue:7600", + "accept": false, + "reason": "Learning-rate scaling duplication in DreamBooth LoRA is not the same as missing accelerator.accumulate on text encoder." + }, + { + "left": "issue:3453", + "right": "issue:7415", + "accept": false, + "reason": "BFloat16 CUDA matmul failure in text-to-image training is distinct from TPU v4 AutoencoderKL bfloat16 issues." + }, + { + "left": "issue:5538", + "right": "issue:6287", + "accept": false, + "reason": "Pipeline latent usage question and setup.py dependency cleanup are unrelated." + }, + { + "left": "issue:5605", + "right": "issue:9610", + "accept": false, + "reason": "SDXL Dreambooth caption support request and SD3 img2img LoRA loader request are different features." + }, + { + "left": "issue:1271", + "right": "issue:2364", + "accept": false, + "reason": "GCP notebook dependency installation problem and an unable-to-run training script report are too general and not the same underlying failure." + }, + { + "left": "issue:3740", + "right": "issue:7483", + "accept": false, + "reason": "Legacy attention block conversion with device_map is unrelated to SDXL LoRA conversion script failure." + }, + { + "left": "issue:234", + "right": "issue:3573", + "accept": false, + "reason": "Half-precision Stable Diffusion runtime issue is not the same as a class_labels requirement in the upscaler pipeline." + }, + { + "left": "issue:3591", + "right": "issue:8226", + "accept": false, + "reason": "ControlNet loss-curve confusion and VectorQuantizer loss are different model/training topics." + }, + { + "left": "issue:1821", + "right": "issue:3222", + "accept": false, + "reason": "Negative prompt ineffectiveness in inpaint pipeline is unrelated to missing custom diffusion weights after training." + }, + { + "left": "issue:2097", + "right": "issue:5075", + "accept": false, + "reason": "UNet1D usage problem and SDXL refiner prompt-embedding shape mismatch are unrelated." + }, + { + "left": "issue:4726", + "right": "issue:7535", + "accept": false, + "reason": "Callback type hint complaint and FloatTensor vs Tensor typing are different API/type issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 344, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10016", + "issue:1055", + "issue:1099", + "issue:1111", + "issue:11144", + "issue:11749", + "issue:1273", + "issue:2068", + "issue:2228", + "issue:2250", + "issue:2578", + "issue:3539", + "issue:3970", + "issue:4618", + "issue:4676", + "issue:4972", + "issue:5150", + "issue:5162", + "issue:540", + "issue:5405", + "issue:5630", + "issue:5919", + "issue:5931", + "issue:5968", + "issue:5998", + "issue:6242", + "issue:6321", + "issue:6439", + "issue:6441", + "issue:6446", + "issue:6561", + "issue:6685", + "issue:6811", + "issue:6966", + "issue:7049", + "issue:7054", + "issue:7616", + "issue:7762", + "issue:7782", + "issue:7939", + "issue:7945", + "issue:851", + "issue:9069", + "issue:9187", + "issue:9613", + "issue:9660", + 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"budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33152, + "estimated_input_tokens": 8288, + "estimated_eval_tokens": 16832 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very noisy: the items mostly share broad Hugging Face / diffusion-loading language, but they describe different bugs, models, and code paths. I would not merge any of the proposed soft edges.", + "confidence": 0.89, + "canonical_issue_reason": "issue:2068 is the broadest representative of the cluster\u2019s recurring theme: loading-time API behavior for diffusion models, especially around `from_pretrained` type handling.", + "canonical_pr_reason": null, + "best_issue_reason": "Best available anchor for the cluster, but only loosely: it captures the general model-loading / conversion behavior class better than the narrower, model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11144", + "right": "issue:9187", + "accept": false, + "reason": "Different bugs: one is Flax UNet dtype initialization, the other is IP-Adapter SDXL image encoder folder handling after a Kolors update." + }, + { + "left": "issue:4676", + "right": "issue:7049", + "accept": false, + "reason": "Unrelated problems: TAESD latent brightness versus an IP-Adapter unpacking error in the example code." + }, + { + "left": "issue:5931", + "right": "issue:7945", + "accept": false, + "reason": "Determinism in StableDiffusionPipeline is not the same as combining community pipelines for image generation." + }, + { + "left": "issue:1111", + "right": "issue:540", + "accept": false, + "reason": "Completely different topics: checkpoint licensing/training data versus memory usage on Stable Diffusion." + }, + { + "left": "issue:2228", + "right": "issue:6446", + "accept": false, + "reason": "Both involve loading, but one is GPU placement for a pipeline and the other is Colab minimal-loading behavior; not the same concrete bug." + }, + { + "left": "issue:5162", + "right": "issue:5968", + "accept": false, + "reason": "Different conversion requests: checkpoint-to-safetensors versus text/video-to-ONNX export." + }, + { + "left": "issue:5630", + "right": "issue:7762", + "accept": false, + "reason": "Both concern output quality, but the underlying issues and pipelines differ; not a duplicate bug." + }, + { + "left": "issue:5998", + "right": "issue:9069", + "accept": false, + "reason": "A Typer argument error in a pipeline loader is unrelated to a NumPy type mismatch." + }, + { + "left": "issue:5919", + "right": "issue:6966", + "accept": false, + "reason": "Both are attribute errors, but on different objects and code paths (`set_lora_layer` vs `attn_processors`)." + }, + { + "left": "issue:6561", + "right": "issue:6811", + "accept": false, + "reason": "Both are missing-file errors, but they concern different repos and different expected files (`config.json` vs `model_index.json`)." + }, + { + "left": "issue:10016", + "right": "issue:7939", + "accept": false, + "reason": "SD3.5M single-file shape mismatch is unrelated to loading a model from the same folder." + }, + { + "left": "issue:2068", + "right": "issue:851", + "accept": false, + "reason": "Both mention dtype, but one is about `from_pretrained` not converting types while the other is a separate Float-vs-Half runtime error." + }, + { + "left": "issue:2578", + "right": "issue:6321", + "accept": false, + "reason": "Editable install failure is unrelated to a missing CLIP model detection issue." + }, + { + "left": "issue:2250", + "right": "issue:4972", + "accept": false, + "reason": "Dreambooth prompt-generation failure and Wuerstchen example failure are different workflows and failures." + }, + { + "left": "issue:1055", + "right": "issue:1099", + "accept": false, + "reason": "A missing pipeline class and a missing Dreambooth class name are different API availability issues." + }, + { + "left": "issue:11749", + "right": "issue:9613", + "accept": false, + "reason": "Both touch scheduler/timesteps internals, but one is floating-point precision and the other is a missing `scale` attribute after a version change." + }, + { + "left": "issue:1273", + "right": "issue:3539", + "accept": false, + "reason": "Training-loss question and `main_process_first` usage question are unrelated." + }, + { + "left": "issue:3970", + "right": "issue:4618", + "accept": false, + "reason": "Prompt embeddings not working is not the same as asking how to use a specific SDXL checkpoint with ControlNet." + }, + { + "left": "issue:5150", + "right": "issue:6685", + "accept": false, + "reason": "Missing `from_single_file` support and unsupported absolute output paths are different feature/validation issues." + }, + { + "left": "issue:5405", + "right": "issue:6439", + "accept": false, + "reason": "Single-file weight overwrite behavior and a docs 404 are unrelated." + }, + { + "left": "issue:5630", + "right": "issue:7616", + "accept": false, + "reason": "Both are image-quality complaints, but one is scheduler noise in SDXL img2img and the other is low-denoise artifacts in a different setup." + }, + { + "left": "issue:6242", + "right": "issue:6441", + "accept": false, + "reason": "A request for dataset logs is unrelated to a Colab `from_pretrained` failure." + }, + { + "left": "issue:7054", + "right": "issue:9660", + "accept": false, + "reason": "LoRA state-dict mutation and module eval-mode handling are separate loading-behavior bugs." + }, + { + "left": "issue:7782", + "right": "issue:9670", + "accept": false, + "reason": "Invalid safetensors conversion input and a missing PEFT backend for LoRA loading are different errors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 345, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1070", + "issue:11088", + "issue:11363", + "issue:11547", + "issue:11878", + "issue:12060", + "issue:12082", + "issue:12113", + "issue:12900", + "issue:13065", + "issue:1363", + "issue:1403", + "issue:1541", + "issue:1730", + "issue:1883", + "issue:1918", + "issue:1969", + "issue:2026", + "issue:2761", + "issue:3171", + "issue:347", + "issue:3728", + "issue:4263", + "issue:4363", + "issue:4701", + "issue:4773", + "issue:4919", + "issue:5425", + "issue:547", + "issue:5574", + "issue:5578", + "issue:5989", + "issue:6297", + "issue:6412", + "issue:6506", + "issue:7147", + "issue:7183", + "issue:7322", + "issue:7450", + "issue:759", + "issue:7864", + "issue:7946", + "issue:8906", + "issue:8918", + "issue:9515", + "issue:9516", + "issue:9648", + "issue:9836" + ], + "soft_pairs": [ + "issue:8906|issue:9515", + "issue:11088|issue:12082", + "issue:1363|issue:1918", + "issue:4701|issue:7450", + "issue:6297|issue:7322", + "issue:1883|issue:759", + "issue:4773|issue:4919", + "issue:5574|issue:9516", + "issue:5578|issue:7946", + "issue:11363|issue:12900", + "issue:6506|issue:9648", + "issue:1403|issue:2026", + "issue:1541|issue:1730", + "issue:1969|issue:5425", + "issue:7147|issue:7183", + "issue:11878|issue:12113", + "issue:1070|issue:347", + "issue:11547|issue:13065", + "issue:12060|issue:9836", + "issue:2761|issue:547", + "issue:3171|issue:6412", + "issue:3728|issue:7864", + "issue:4263|issue:8918", + "issue:4363|issue:5989" + ], + "prepared_review_unit_hash": "9a7ce842e34eaedef82f4bae43a8896979a603ccc8d932325a545d5dbf5a54a6", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33699, + "estimated_input_tokens": 8425, + "estimated_eval_tokens": 17106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated model, pipeline, memory, and training issues. The only plausible duplicate pair is the SD3Transformer2DModel attention/normalization reports (8906/9515); the rest do not share the same concrete bug path.", + "confidence": 0.81, + "canonical_issue_reason": "issue:9515 is the clearest candidate in the only plausible duplicate pair, because it names the SD3Transformer2DModel/JointAttnProcessor2_0 normalization gap directly, while 8906 is a shorter and less explicit question about qk_norm.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:12113 is the strongest standalone bug report in this set: it identifies a specific WanImageToVideoPipeline channel-mismatch runtime error and has inbound references, making it more concrete than the other issue titles available here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:8906", + "right": "issue:9515", + "accept": true, + "reason": "Both point to the same SD3Transformer2DModel attention/normalization implementation gap in the same code path." + }, + { + "left": "issue:11088", + "right": "issue:12082", + "accept": false, + "reason": "Different components and failures: GGUF load error for Wan2.1 transformer vs VAE memory increase after compile." + }, + { + "left": "issue:1363", + "right": "issue:1918", + "accept": false, + "reason": "Both mention schedulers, but the pipelines and concrete errors differ; no clear same underlying bug." + }, + { + "left": "issue:4701", + "right": "issue:7450", + "accept": false, + "reason": "AutoencoderKL CUDA differentiation error is unrelated to multi-thread issues." + }, + { + "left": "issue:6297", + "right": "issue:7322", + "accept": false, + "reason": "Same training script family, but different failure modes; SIGKILL/OOM is not the same bug as inability to train on photos." + }, + { + "left": "issue:1883", + "right": "issue:759", + "accept": false, + "reason": "Gradient checkpointing for VAE and optional full-model saving for textual inversion are unrelated changes." + }, + { + "left": "issue:4773", + "right": "issue:4919", + "accept": false, + "reason": "Loading a CivitAI LoRA is not the same as adding multi-LoRA fuse support." + }, + { + "left": "issue:5574", + "right": "issue:9516", + "accept": false, + "reason": "Different topics: LoRA training attention params vs FLUX joint_attention_kwargs propagation." + }, + { + "left": "issue:5578", + "right": "issue:7946", + "accept": false, + "reason": "Missing model_index.json loading error is unrelated to custom pipeline caching." + }, + { + "left": "issue:11363", + "right": "issue:12900", + "accept": false, + "reason": "Both are OOM reports, but for different models/pipelines and likely different memory hotspots." + }, + { + "left": "issue:6506", + "right": "issue:9648", + "accept": false, + "reason": "Output type mismatch in StableVideoDiffusionPipeline is unrelated to VAE tiling memory overflow." + }, + { + "left": "issue:1403", + "right": "issue:2026", + "accept": false, + "reason": "Safety checker output differences are unrelated to cpu_offload behavior in PaintByExample." + }, + { + "left": "issue:1541", + "right": "issue:1730", + "accept": false, + "reason": "Both involve Dreambooth/CKPT loading, but one is model-type detection and the other is a converted-model load issue in webui." + }, + { + "left": "issue:1969", + "right": "issue:5425", + "accept": false, + "reason": "Tensor view/stride runtime error is unrelated to checkpoint-saving compatibility issues." + }, + { + "left": "issue:7147", + "right": "issue:7183", + "accept": false, + "reason": "Importing StableCascadeDecoderPipeline and scheduler class-name metadata are different bugs." + }, + { + "left": "issue:11878", + "right": "issue:12113", + "accept": false, + "reason": "Both are Wan-related, but one is GGUF 1.3B model loading while the other is a 3D input channel mismatch in a pipeline." + }, + { + "left": "issue:1070", + "right": "issue:347", + "accept": false, + "reason": "Stable diffusion inpainting bug is unrelated to installation dependency resolution failure." + }, + { + "left": "issue:11547", + "right": "issue:13065", + "accept": false, + "reason": "Different controlnet feature requests for different models; not the same underlying change." + }, + { + "left": "issue:12060", + "right": "issue:9836", + "accept": false, + "reason": "A question about DiT block existence is not the same as a feature request to record layer_id." + }, + { + "left": "issue:2761", + "right": "issue:547", + "accept": false, + "reason": "Separate documentation requests with different scopes." + }, + { + "left": "issue:3171", + "right": "issue:6412", + "accept": false, + "reason": "LPW prompt support for controlnet and ControlNet annotators to ONNX are unrelated." + }, + { + "left": "issue:3728", + "right": "issue:7864", + "accept": false, + "reason": "Different new-pipeline proposals for different tasks; not the same change." + }, + { + "left": "issue:4263", + "right": "issue:8918", + "accept": false, + "reason": "LoRA unloading and SD3 DreamBooth training being broken are different problems." + }, + { + "left": "issue:4363", + "right": "issue:5989", + "accept": false, + "reason": "Loading an SDXL VAE checkpoint and a safetensors.torch bug are not the same issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Rejecting because the summary overstates evidence for issue:12113. The packet only shows the title/body length and inbound references; it does not support claims like \"reproducible\" or \"stack-trace-level detail.\" The rest of the verdicts look conservative and grounded, including the SD3Transformer2DModel pair as a plausible duplicate." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 346, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10381", + "issue:10526", + "issue:10782", + "issue:10920", + "issue:10928", + "issue:11055", + "issue:11083", + "issue:11447", + "issue:11872", + "issue:1197", + "issue:12433", + "issue:1284", + "issue:13256", + "issue:1865", + "issue:1922", + "issue:2234", + "issue:2439", + "issue:244", + "issue:2459", + "issue:280", + "issue:3287", + "issue:3574", + "issue:3643", + "issue:3853", + "issue:3885", + "issue:3908", + "issue:4236", + "issue:4250", + "issue:4468", + "issue:5064", + "issue:5395", + "issue:5567", + "issue:6297", + "issue:6366", + "issue:660", + "issue:7492", + "issue:7591", + "issue:7773", + "issue:7785", + "issue:7864", + "issue:7891", + "issue:7945", + "issue:7955", + "issue:8541", + "issue:8594", + "issue:8637", + "issue:9450", + "issue:9792" + ], + "soft_pairs": [ + "issue:5395|issue:7945", + "issue:7773|issue:9792", + "issue:3643|issue:7891", + "issue:6297|issue:6366", + "issue:1865|issue:2234", + "issue:2439|issue:660", + "issue:10920|issue:7785", + "issue:11872|issue:9450", + "issue:4236|issue:5064", + "issue:7864|issue:7955", + "issue:1922|issue:3574", + "issue:3853|issue:7591", + "issue:3908|issue:4250", + "issue:10381|issue:10526", + "issue:12433|issue:13256", + "issue:1284|issue:4468", + "issue:10928|issue:7492", + "issue:10782|issue:11055", + "issue:11083|issue:8637", + "issue:11447|issue:8541", + "issue:1197|issue:3287", + "issue:244|issue:280", + "issue:2459|issue:5567", + "issue:3885|issue:8594" + ], + "prepared_review_unit_hash": "a9c00d254c2f836af20b0bba78695888d1d8efeb8da602ea59437cab86054318", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 34255, + "estimated_input_tokens": 8564, + "estimated_eval_tokens": 17384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue reports that share only broad subsystem overlap (generation, training, loading, device placement). The only plausibly duplicate pair is the Flux/optimum.quanto quantization-related reports.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 10381 is the best umbrella representative: it is the broadest Flux/quantization report here and the only one that plausibly covers another item in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "10381 is the strongest global issue representative because it captures the most general and potentially shared Flux/quanto failure mode among the listed items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5395", + "right": "issue:7945", + "accept": false, + "reason": "Both are image-generation-related, but one is a PEFT/Lora composition bug and the other is a community pipeline combination request; different problems and code paths." + }, + { + "left": "issue:7773", + "right": "issue:9792", + "accept": false, + "reason": "Stable Video Diffusion batch-size generation failure is unrelated to dataset cache mapping." + }, + { + "left": "issue:3643", + "right": "issue:7891", + "accept": false, + "reason": "One is a latent-decoding INT_MAX/upsample limit, the other is a CPU/CUDA device mismatch; not the same bug." + }, + { + "left": "issue:6297", + "right": "issue:6366", + "accept": false, + "reason": "Both concern SDXL LoRA training, but one is a general training failure and the other is checkpoint reload logic; not the same concrete defect." + }, + { + "left": "issue:1865", + "right": "issue:2234", + "accept": false, + "reason": "Zero-stage3 dimension error and xformers memory-efficient attention finetuning failure are distinct training issues." + }, + { + "left": "issue:2439", + "right": "issue:660", + "accept": false, + "reason": "Inpainting pipeline loading/running is unrelated to MPS fp16 revision behavior." + }, + { + "left": "issue:10920", + "right": "issue:7785", + "accept": false, + "reason": "DDIMInverseScheduler inf values and slow first inference in diffusers 0.27.x are different failures." + }, + { + "left": "issue:11872", + "right": "issue:9450", + "accept": false, + "reason": "CPU offloading inefficiency is a performance regression; the Flux multi-GPU report is a device placement error." + }, + { + "left": "issue:4236", + "right": "issue:5064", + "accept": false, + "reason": "Text encoder registration in SDXL Refiner is unrelated to out-of-space inference behavior." + }, + { + "left": "issue:7864", + "right": "issue:7955", + "accept": false, + "reason": "These are different model/pipeline proposals with no shared bug or change." + }, + { + "left": "issue:1922", + "right": "issue:3574", + "accept": false, + "reason": "Undefined notebook helper and Windows from_ckpt loading issue are unrelated." + }, + { + "left": "issue:3853", + "right": "issue:7591", + "accept": false, + "reason": "Both mention HeaderTooLarge, but one is LoRA weight loading and the other is single-file loading with local_files_only; insufficiently same concrete bug." + }, + { + "left": "issue:3908", + "right": "issue:4250", + "accept": false, + "reason": "Streamlit caching and from_pretrained loading are different concerns." + }, + { + "left": "issue:10381", + "right": "issue:10526", + "accept": true, + "reason": "Both are Flux + optimum.quanto / quantization inference failures, and the titles point to the same underlying FP8/quantized loading path." + }, + { + "left": "issue:12433", + "right": "issue:13256", + "accept": false, + "reason": "Documentation/version-compatibility guidance and a generic package version question are not the same issue." + }, + { + "left": "issue:1284", + "right": "issue:4468", + "accept": false, + "reason": "Longer sample time with larger batch size is not the same as multi-GPU performance differences." + }, + { + "left": "issue:10928", + "right": "issue:7492", + "accept": false, + "reason": "Missing local shard file and repository-not-found are different model-loading failures." + }, + { + "left": "issue:10782", + "right": "issue:11055", + "accept": false, + "reason": "Lumina minor issue and unconditional training colorization are unrelated." + }, + { + "left": "issue:11083", + "right": "issue:8637", + "accept": false, + "reason": "DDP stride-mismatch warning and missing PixArtSigmaPipeline import are distinct issues." + }, + { + "left": "issue:11447", + "right": "issue:8541", + "accept": false, + "reason": "Offline shard resolution and SD3 repository lookup failure are different loading problems." + }, + { + "left": "issue:1197", + "right": "issue:3287", + "accept": false, + "reason": "Community pipeline request and improved DDPM support request are separate feature proposals." + }, + { + "left": "issue:244", + "right": "issue:280", + "accept": false, + "reason": "Formatter contributor docs and DEIS scheduler addition are unrelated." + }, + { + "left": "issue:2459", + "right": "issue:5567", + "accept": false, + "reason": "xformers enablement in a training script and accelerator.prepare overwriting unet.config are different bugs." + }, + { + "left": "issue:3885", + "right": "issue:8594", + "accept": false, + "reason": "VRAM usage for a training script and an UnboundLocalError in SD3 training are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft pair, issue 10381 vs 10526, is plausibly the same Flux/optimum.quanto FP8/quantized-loading failure family. The other pair rejections are generally justified by the titles and do not overclaim mergeability or duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 347, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10085", + "issue:10227", + "issue:1066", + "issue:10710", + "issue:10860", + "issue:10963", + "issue:11062", + "issue:11321", + "issue:11343", + "issue:12610", + "issue:13001", + "issue:2841", + "issue:2941", + "issue:2966", + "issue:3431", + "issue:3781", + "issue:4057", + "issue:4418", + "issue:4453", + "issue:459", + "issue:4680", + "issue:4788", + "issue:5150", + "issue:5160", + "issue:5225", + "issue:5442", + "issue:5710", + "issue:5763", + "issue:5846", + "issue:6313", + "issue:6444", + "issue:6533", + "issue:6949", + "issue:7593", + "issue:7752", + "issue:7836", + "issue:8637", + "issue:8759", + "issue:8786", + "issue:9025", + "issue:9051", + "issue:9138", + "issue:9241", + "issue:9267", + "issue:9387", + "issue:9523", + "issue:9953" + ], + "soft_pairs": [ + "issue:4057|issue:7752", + "issue:4453|issue:4680", + "issue:4788|issue:5225", + "issue:5150|issue:9025", + "issue:5160|issue:9241", + "issue:5442|issue:6313", + "issue:6533|issue:9387", + "issue:7593|issue:9267", + "issue:8759|issue:8786", + "issue:4418|issue:5763", + "issue:5846|issue:9523", + "issue:10085|issue:9051", + "issue:11062|issue:13001", + "issue:5710|issue:6949", + "issue:10227|issue:9138", + "issue:12610|issue:9953", + "issue:2841|issue:459", + "issue:2966|issue:6444", + "issue:1066|issue:3781", + "issue:10710|issue:9138", + "issue:10860|issue:10963", + "issue:11321|issue:7836", + "issue:11343|issue:8637", + "issue:2941|issue:3431" + ], + "prepared_review_unit_hash": "b503f0b16f3ec773c369565fa88034930ad5a6445a6b6196ea1f7c05f8fa9ef1", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33476, + "estimated_input_tokens": 8369, + "estimated_eval_tokens": 16994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: the items span unrelated bugs, feature requests, docs, training scripts, and loading/runtime failures. None of the proposed soft pairs look like true duplicates or one mergeable change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4057", + "right": "issue:7752", + "accept": false, + "reason": "Both are about training/inpainting, but one reports blurred finetuned inpainting output while the other asks about class-image counts; different problems." + }, + { + "left": "issue:4453", + "right": "issue:4680", + "accept": false, + "reason": "Different topics: LoRA export/conversion to A1111 format versus SDXL inpainting finetuning behavior." + }, + { + "left": "issue:4788", + "right": "issue:5225", + "accept": false, + "reason": "Both mention SDXL memory, but one is about inpaint OOM on 6GB VRAM and the other about forward-pass OOM on 24GB; not the same bug." + }, + { + "left": "issue:5150", + "right": "issue:9025", + "accept": false, + "reason": "One is a missing from_single_file implementation for an upscale pipeline; the other is a usage question about FlaxStableDiffusionPipeline on TPU." + }, + { + "left": "issue:5160", + "right": "issue:9241", + "accept": false, + "reason": "Dreambooth/LoRA masking is a training-feature request, while the other is a script to convert XLab LoRAs; different scope and code path." + }, + { + "left": "issue:5442", + "right": "issue:6313", + "accept": false, + "reason": "ScaleCrafter pipeline support and Null-Text Inversion are unrelated pipeline features." + }, + { + "left": "issue:6533", + "right": "issue:9387", + "accept": false, + "reason": "Marigold depth estimation and MimicMotion are different pipelines with no shared underlying bug." + }, + { + "left": "issue:7593", + "right": "issue:9267", + "accept": false, + "reason": "Both involve Flux-related internals, but one is an IP-Adapter image-embed NoneType error and the other is a missing rope attribute; distinct failures." + }, + { + "left": "issue:8759", + "right": "issue:8786", + "accept": false, + "reason": "Both are SD3/tokenization-related warnings, but one is an image cast warning and the other is a max_sequence_length token-count issue." + }, + { + "left": "issue:4418", + "right": "issue:5763", + "accept": false, + "reason": "Both mention save/load behavior, but one is SDXL inpaint denoising_start and the other is safe_serialization/save_pretrained output format." + }, + { + "left": "issue:5846", + "right": "issue:9523", + "accept": false, + "reason": "Resume-from-checkpoint in an SDXL LoRA example is unrelated to mapping errors in SD3/SDXL/Flux controlnet training scripts." + }, + { + "left": "issue:10085", + "right": "issue:9051", + "accept": false, + "reason": "Both mention Flux batch inference, but one is a LyCORIS/skip_guidance_layers runtime error and the other is a broader unsupported-batch-inference limitation; not the same concrete bug." + }, + { + "left": "issue:11062", + "right": "issue:13001", + "accept": false, + "reason": "Different loading failures: a missing AutoencoderKLWan import versus a shape mismatch when loading a Flux2.Klein GGUF." + }, + { + "left": "issue:5710", + "right": "issue:6949", + "accept": false, + "reason": "Both are scheduler bugs, but one lacks self.sigmas at init and the other produces blank images on even step numbers; separate defects." + }, + { + "left": "issue:10227", + "right": "issue:9138", + "accept": false, + "reason": "A LoRA feature-support limitation is not the same as a generic TypeError comparing int and str." + }, + { + "left": "issue:12610", + "right": "issue:9953", + "accept": false, + "reason": "Both involve quantized/offloaded pipelines, but one is a Quanto+group-offload device mismatch and the other is moving a quantized pipeline to CUDA; different code paths." + }, + { + "left": "issue:2841", + "right": "issue:459", + "accept": false, + "reason": "Sampling temperature in schedulers is unrelated to the broader incremental diffusion request." + }, + { + "left": "issue:2966", + "right": "issue:6444", + "accept": false, + "reason": "Multi-GPU training script problems and checkpointing-related CLIPTextModel peft_config errors are not the same issue." + }, + { + "left": "issue:1066", + "right": "issue:3781", + "accept": false, + "reason": "Fork doc-builder behavior and inability to load multiple LoRAs are unrelated." + }, + { + "left": "issue:10710", + "right": "issue:9138", + "accept": false, + "reason": "A DDUF format support question is unrelated to a TypeError comparing int and str." + }, + { + "left": "issue:10860", + "right": "issue:10963", + "accept": false, + "reason": "LoRA compatibility in ComfyUI and an AutoencoderKLWan import error are distinct model-loading problems." + }, + { + "left": "issue:11321", + "right": "issue:7836", + "accept": false, + "reason": "A Flux ControlNet README bug and a CLIP training overfitting report do not share an underlying code bug." + }, + { + "left": "issue:11343", + "right": "issue:8637", + "accept": false, + "reason": "Transformers import breakage and a missing PixArtSigmaPipeline export are both import issues, but not the same missing-module bug." + }, + { + "left": "issue:2941", + "right": "issue:3431", + "accept": false, + "reason": "EulerAncestralDiscreteScheduler output quality and inpainting+ControlNet poor results are different pipeline-quality problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 348, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10638", + "issue:1156", + "issue:12666", + "issue:12881", + "issue:1323", + "issue:1572", + "issue:1798", + 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"issue:4340|issue:8507", + "issue:5693|issue:8788", + "issue:1156|issue:3296", + "issue:3249|issue:487", + "issue:2645|issue:5365", + "issue:10638|issue:9844", + "issue:12666|issue:12881", + "issue:1798|issue:5429", + "issue:2233|issue:2961", + "issue:3967|issue:6958", + "issue:7300|issue:7350", + "issue:7456|issue:9467" + ], + "prepared_review_unit_hash": "7af77ff7c54f7ebf6b7e97ec481296069695becd3aea6a390111d0ff62b3cad4", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33656, + "estimated_input_tokens": 8414, + "estimated_eval_tokens": 17084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose set of mostly unrelated Diffusers bug reports spanning training, pipelines, schedulers, and platform issues. None of the soft edges look like true duplicates, so they should all be kept separate.", + "confidence": 0.86, + "canonical_issue_reason": "issue:8507 is the best anchor: it is open, recent, and has a concrete, actionable SD3 training failure with a clear code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:8507 is the strongest representative available despite the cluster being heterogeneous; it is specific enough to triage and still active.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4598", + "right": "issue:5002", + "accept": false, + "reason": "Missing dependency error handling is unrelated to a scheduler argument mismatch." + }, + { + "left": "issue:4615", + "right": "issue:7950", + "accept": false, + "reason": "ImportError for a pipeline class and a PyTorch compatibility regression are different failure modes." + }, + { + "left": "issue:5166", + "right": "issue:9370", + "accept": false, + "reason": "VQVAE scaling-factor omission is not the same bug as a missing pooled_projection argument." + }, + { + "left": "issue:6481", + "right": "issue:7057", + "accept": false, + "reason": "Batch-size-specific Dreambooth failure and a generic checkpoint issue are different code paths." + }, + { + "left": "issue:6632", + "right": "issue:8708", + "accept": false, + "reason": "Save-state questions for LoRA training are unrelated to missing SD3 VAE shift_factor support." + }, + { + "left": "issue:7400", + "right": "issue:9889", + "accept": false, + "reason": "Black-image output in stable video diffusion is not the same as an SDXL-turbo segfault." + }, + { + "left": "issue:7438", + "right": "issue:9793", + "accept": false, + "reason": "XPU generation stalling and a progress bar not updating are distinct symptoms and likely different bugs." + }, + { + "left": "issue:5475", + "right": "issue:6726", + "accept": false, + "reason": "These are different model/paper requests, not the same underlying bug or change." + }, + { + "left": "issue:3467", + "right": "issue:3871", + "accept": false, + "reason": "Both mention resume behavior, but one is ControlNet step accounting and the other is a generic text-to-image checkpoint error." + }, + { + "left": "issue:7991", + "right": "issue:9090", + "accept": false, + "reason": "A tutorial bug and a PNDM timestep duplication issue are unrelated." + }, + { + "left": "issue:1323", + "right": "issue:579", + "accept": false, + "reason": "Missing dtype on Flax model loading is unrelated to a missing config.json in textual inversion." + }, + { + "left": "issue:1572", + "right": "issue:3103", + "accept": false, + "reason": "Inpainting support failures and height/width handling are different issues in the same broad area." + }, + { + "left": "issue:4340", + "right": "issue:8507", + "accept": false, + "reason": "Both involve train_text_encoder, but they affect different training scripts/models and are not the same concrete bug." + }, + { + "left": "issue:5693", + "right": "issue:8788", + "accept": false, + "reason": "VAE load errors and SD3 VAE tiling support are different problems." + }, + { + "left": "issue:1156", + "right": "issue:3296", + "accept": false, + "reason": "A broad training failure and checkpoint save/load with text_encoder are not the same bug." + }, + { + "left": "issue:3249", + "right": "issue:487", + "accept": false, + "reason": "An AttnUpBlock2D argument mismatch is unrelated to M1 CPU pipeline failure." + }, + { + "left": "issue:2645", + "right": "issue:5365", + "accept": false, + "reason": "Mac/CUDA ControlNet failure and txt2video num_inference_steps handling are different issues." + }, + { + "left": "issue:10638", + "right": "issue:9844", + "accept": false, + "reason": "Scheduler scheduling_dpmsolver_multistep.py running issue and SDXL VAE NaNs do not share the same code path." + }, + { + "left": "issue:12666", + "right": "issue:12881", + "accept": false, + "reason": "Missing Kandinsky 5.0 video pipeline and prompt2prompt prompt replacement are unrelated." + }, + { + "left": "issue:1798", + "right": "issue:5429", + "accept": false, + "reason": "v_prediction support for dreambooth is not the same as supporting models without VAE in other examples." + }, + { + "left": "issue:2233", + "right": "issue:2961", + "accept": false, + "reason": "Textual inversion validation/accumulation issues are unrelated to a StableUnCLIP training example request." + }, + { + "left": "issue:3967", + "right": "issue:6958", + "accept": false, + "reason": "Deleted-branch SDXL breakage and unet_motion_model projection wiring are unrelated." + }, + { + "left": "issue:7300", + "right": "issue:7350", + "accept": false, + "reason": "GPU memory growth after attn processor swap is not the same as ControlNet initialization from LoRA UNet." + }, + { + "left": "issue:7456", + "right": "issue:9467", + "accept": false, + "reason": "A missing raise statement and a missing num_frames guard rail are different fixes and different failure contexts." + } + ] + }, + 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"bdd03514b448389c591c7348037f84708a6eaf09601e410ab14c390429bbd6f8", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33556, + "estimated_input_tokens": 8389, + "estimated_eval_tokens": 17034 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is only loosely related: most items are diffusion pipeline/training/loading bugs, but the soft pairs are not the same underlying defects. They span distinct code paths such as schedulers, ControlNet, DreamBooth/LoRA scripts, model loading, and docs/examples.", + "confidence": 0.86, + "canonical_issue_reason": "No exact duplicate issue clearly dominates. If one representative is needed, issue 9237 is the best anchor because it is the most detailed and discussion-heavy training-related report in the set, but the overall cluster is still heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 9237 is the strongest general representative: it has rich repro/discussion and sits near several other training-script reports, making it more central than the narrower loading/runtime or docs issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11232", + "right": "issue:8511", + "accept": false, + "reason": "Both are training-related, but one is about text-to-image fine-tuning noise residuals and the other about SD3 text encoder unloading; different bugs and fixes." + }, + { + "left": "issue:4580", + "right": "issue:5109", + "accept": false, + "reason": "UniPC scheduler karras-sigma exception and SDXL ControlNet img2img load_lora_weights exception are separate code paths." + }, + { + "left": "issue:2673", + "right": "issue:4686", + "accept": false, + "reason": "Both mention StableDiffusionUpscalePipeline, but one is a pipeline usage/config failure and the other is loading a locally saved pipeline from_pretrained." + }, + { + "left": "issue:5567", + "right": "issue:9534", + "accept": false, + "reason": "Different failures: accelerator.prepare clobbering unet.config versus FluxMultiControlNetModel missing config attribute." + }, + { + "left": "issue:11045", + "right": "issue:9161", + "accept": false, + "reason": "Flux Schnell model-loading crash in one script versus distributed-training bugs in another; not the same defect." + }, + { + "left": "issue:4806", + "right": "issue:7686", + "accept": false, + "reason": "One is an incorrect parameter type in UNet2DModel, the other is a missing cross_attention_dim validation for CrossAttnDownBlock2D." + }, + { + "left": "issue:11486", + "right": "issue:9237", + "accept": false, + "reason": "This is a feature request to enable xformers memory-efficient attention, not the same issue as the Flux DreamBooth/LoRA training bug." + }, + { + "left": "issue:5647", + "right": "issue:9366", + "accept": false, + "reason": "SDXL inpaint strength==1 behavior and DPMSolver img2img step/strength edge cases are different bugs." + }, + { + "left": "issue:10045", + "right": "issue:6801", + "accept": false, + "reason": "Pipeline import problems and scheduler loading problems are distinct components and failure modes." + }, + { + "left": "issue:10829", + "right": "issue:7043", + "accept": false, + "reason": "DreamBooth LoRA SDXL OOM during inference is unrelated to custom captions in DreamBooth training." + }, + { + "left": "issue:1572", + "right": "issue:2440", + "accept": false, + "reason": "A pipeline not working for img2img/inpainting is not the same as failing to load pretrained AutoencoderKL weights." + }, + { + "left": "issue:181", + "right": "issue:2444", + "accept": false, + "reason": "Unconditional training image-write failure and DreamBooth inpaint script exit-status failure are different issues." + }, + { + "left": "issue:2737", + "right": "issue:4400", + "accept": false, + "reason": "A scheduler feature request for CLIP guidance is unrelated to text_encoder support in a training script." + }, + { + "left": "issue:3698", + "right": "issue:759", + "accept": false, + "reason": "Model conversion to diffusers and optional full-model saving for textual inversion are unrelated changes." + }, + { + "left": "issue:4264", + "right": "issue:4453", + "accept": false, + "reason": "Missing SDXL example images is documentation/assets, while the other is LoRA conversion compatibility." + }, + { + "left": "issue:4374", + "right": "issue:4841", + "accept": false, + "reason": "ControlNet pipeline issue and ControlNet image-size issue are too different to be the same bug." + }, + { + "left": "issue:4830", + "right": "issue:9225", + "accept": false, + "reason": "MultiControlNet tensor-size mismatch versus RGBA latent-size mismatch in InstructPix2Pix are separate shape bugs." + }, + { + "left": "issue:5004", + "right": "issue:8543", + "accept": false, + "reason": "Checkpoint resume at fp16 and SD3 gradient-checkpointing failure are different training problems." + }, + { + "left": "issue:5079", + "right": "issue:725", + "accept": false, + "reason": "LyCORIS loading support and device_map/accelerate memory-footprint support are unrelated feature requests." + }, + { + "left": "issue:6109", + "right": "issue:7080", + "accept": false, + "reason": "ControlNet-xs depth support and SDXL control-net training inference logging drift are not the same underlying issue." + }, + { + "left": "issue:7185", + "right": "issue:9568", + "accept": false, + "reason": "PyTorch version support question and CogVideoX autoencoder reconstruction failure are unrelated." + }, + { + "left": "issue:8593", + "right": "issue:8786", + "accept": false, + "reason": "BF16 noise on CPU and max_sequence_length token-count behavior in SD3 are distinct bugs." + }, + { + "left": "issue:10287", + "right": "issue:9023", + "accept": false, + "reason": "Documentation example issue and sample code runtime failure are not the same defect." + }, + { + "left": "issue:1717", + "right": "issue:2177", + "accept": false, + "reason": "Offline cache loading failure and AutoencoderKL pretrained loading failure affect different loading paths and components." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 350, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10165", + "issue:10950", + "issue:1101", + "issue:11321", + "issue:1141", + "issue:11547", + "issue:12308", + "issue:1246", + "issue:1335", + "issue:1358", + "issue:1530", + "issue:2024", + "issue:2163", + "issue:2265", + "issue:2359", + "issue:2616", + "issue:2803", + "issue:2856", + "issue:3403", + "issue:3612", + "issue:3627", + "issue:3661", + "issue:3933", + "issue:4236", + "issue:4256", + "issue:4562", + "issue:4615", + "issue:4677", + "issue:4975", + "issue:5009", + "issue:5245", + "issue:525", + "issue:5327", + "issue:5466", + "issue:6238", + "issue:6321", + "issue:646", + "issue:6921", + "issue:699", + "issue:7061", + "issue:7147", + "issue:7267", + "issue:7968", + "issue:8673", + "issue:9239", + "issue:9599", + "issue:9613", + "issue:9619" + ], + "soft_pairs": [ + "issue:10950|issue:7267", + "issue:2803|issue:4615", + "issue:1246|issue:3627", + "issue:1335|issue:1530", + "issue:5327|issue:5466", + "issue:6238|issue:6921", + "issue:11321|issue:9239", + "issue:11547|issue:9599", + "issue:12308|issue:9619", + "issue:1358|issue:699", + "issue:2024|issue:646", + "issue:2359|issue:3612", + "issue:3403|issue:7061", + "issue:3933|issue:4975", + "issue:7968|issue:8673", + "issue:3661|issue:6321", + "issue:4236|issue:4677", + "issue:5245|issue:7147", + "issue:2163|issue:2265", + "issue:4256|issue:5009", + "issue:10165|issue:9613", + "issue:1101|issue:1141", + "issue:2616|issue:525", + "issue:2856|issue:4562" + ], + "prepared_review_unit_hash": "2519f148bff5ede399b823f745792b5399c9b84d38567b9551050fbc978f7b89", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33562, + "estimated_input_tokens": 8391, + "estimated_eval_tokens": 17038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a grab-bag of unrelated issues and feature requests; the soft pairs do not appear to describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items span many distinct bugs, docs problems, and feature requests rather than one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10165 is a clear, self-contained bug report and the cleanest single representative issue here, but it is not a canonical duplicate target for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10950", + "right": "issue:7267", + "accept": false, + "reason": "Both are about broken docs/training examples, but they concern different examples and failure modes." + }, + { + "left": "issue:2803", + "right": "issue:4615", + "accept": false, + "reason": "WSL2 docs build problems and an import error for a controlnet pipeline are unrelated." + }, + { + "left": "issue:1246", + "right": "issue:3627", + "accept": false, + "reason": "Different training scripts with different runtime errors; no shared underlying bug is evident." + }, + { + "left": "issue:1335", + "right": "issue:1530", + "accept": false, + "reason": "Missing constructor arg in ONNX pipeline and missing embedding field in VQDiffusion are different API issues." + }, + { + "left": "issue:5327", + "right": "issue:5466", + "accept": false, + "reason": "Both mention SDXL loading, but one is textual inversion loading and the other is LoRA shape mismatch; different code paths." + }, + { + "left": "issue:6238", + "right": "issue:6921", + "accept": false, + "reason": "Both touch SDXL, but one is a VAE issue and the other is about shipped weights deviating from official weights." + }, + { + "left": "issue:11321", + "right": "issue:9239", + "accept": false, + "reason": "A README bug for Flux controlnet training is not the same as black outputs from ControlNet-Canny inference." + }, + { + "left": "issue:11547", + "right": "issue:9599", + "accept": false, + "reason": "Feature request for Flux controlnet support and a request for a LoRA-only FLUX finetune example are different asks." + }, + { + "left": "issue:12308", + "right": "issue:9619", + "accept": false, + "reason": "Flash-attn GPU kernel support and ControlNet interrupt support are unrelated feature requests." + }, + { + "left": "issue:1358", + "right": "issue:699", + "accept": false, + "reason": "Safetensors support and negative prompts are unrelated features." + }, + { + "left": "issue:2024", + "right": "issue:646", + "accept": false, + "reason": "A corrupted notebook file and a scheduler attribute error are unrelated." + }, + { + "left": "issue:2359", + "right": "issue:3612", + "accept": false, + "reason": "Img2img latent output support and ControlNet creation/preprocessor guidance are different pipeline features." + }, + { + "left": "issue:3403", + "right": "issue:7061", + "accept": false, + "reason": "TorchDynamo pipeline loading and a wrong docstring are not the same problem." + }, + { + "left": "issue:3933", + "right": "issue:4975", + "accept": false, + "reason": "Graph compile failing on logging and LoRA loading inefficiency are different issues." + }, + { + "left": "issue:7968", + "right": "issue:8673", + "accept": false, + "reason": "Both mention attention, but they affect different models and different bugs; no same code-path evidence." + }, + { + "left": "issue:3661", + "right": "issue:6321", + "accept": false, + "reason": "Stable Diffusion checkpoint conversion and a missing CLIP model detection issue are unrelated." + }, + { + "left": "issue:4236", + "right": "issue:4677", + "accept": false, + "reason": "SDXL refiner text encoder registration and an incorrect inpainting doc script are unrelated." + }, + { + "left": "issue:5245", + "right": "issue:7147", + "accept": false, + "reason": "Pipenv import freezing and a missing StableCascade decoder pipeline import are different problems." + }, + { + "left": "issue:2163", + "right": "issue:2265", + "accept": false, + "reason": "Training dtype mismatch and ONNXRuntime incompatibility are different training/runtime issues." + }, + { + "left": "issue:4256", + "right": "issue:5009", + "accept": false, + "reason": "SDXL Dreambooth training error and a Wuerstchen error are unrelated." + }, + { + "left": "issue:10165", + "right": "issue:9613", + "accept": false, + "reason": "LoRA scale seed preservation and a Timesteps.scale attribute error are unrelated bugs." + }, + { + "left": "issue:1101", + "right": "issue:1141", + "accept": false, + "reason": "Scheduler support and local-file pipeline support are different feature requests." + }, + { + "left": "issue:2616", + "right": "issue:525", + "accept": false, + "reason": "LoRA save_attn_procs NoneType error and loading images from local disk are unrelated." + }, + { + "left": "issue:2856", + "right": "issue:4562", + "accept": false, + "reason": "Both are model-conversion issues, but they target different source formats and failure modes; not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 351, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10017", + "issue:11035", + "issue:11136", + "issue:11447", + "issue:12060", + "issue:12195", + "issue:12695", + "issue:13225", + "issue:181", + "issue:3026", + "issue:3174", + "issue:3209", + "issue:3432", + "issue:3808", + "issue:4061", + "issue:4134", + "issue:4178", + "issue:4263", + "issue:4354", + "issue:4764", + "issue:4912", + "issue:5070", + "issue:5079", + "issue:5313", + "issue:5368", + "issue:5466", + "issue:5577", + "issue:5689", + "issue:5923", + "issue:6520", + "issue:6921", + "issue:6928", + "issue:6949", + "issue:7000", + "issue:7012", + "issue:7049", + "issue:7197", + "issue:7619", + "issue:782", + "issue:7851", + "issue:7877", + "issue:7962", + "issue:7991", + "issue:8604", + "issue:861", + "issue:8732", + "issue:9613" + ], + "soft_pairs": [ + "issue:3174|issue:5313", + "issue:5070|issue:6928", + "issue:5079|issue:7877", + "issue:5689|issue:6921", + "issue:6520|issue:6949", + "issue:3432|issue:7012", + "issue:10017|issue:6520", + "issue:11136|issue:9613", + "issue:3808|issue:7619", + "issue:4134|issue:7851", + "issue:3209|issue:7000", + "issue:4764|issue:5466", + "issue:5923|issue:8732", + "issue:7991|issue:8604", + "issue:5368|issue:7049", + "issue:5577|issue:7197", + "issue:11035|issue:12695", + "issue:11447|issue:12195", + "issue:12060|issue:13225", + "issue:181|issue:3026", + "issue:4061|issue:4263", + "issue:4178|issue:4354", + "issue:4912|issue:7962", + "issue:782|issue:861" + ], + "prepared_review_unit_hash": "708fb40eeb3a6dbb86a69d161f2e7b7ebdd44ae8cf96e1385b7161477a4fb502", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33563, + "estimated_input_tokens": 8391, + "estimated_eval_tokens": 17038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No true duplicate cluster here: the soft pairs are mostly same-subsystem but clearly different bugs, feature requests, or questions. I would not merge any of these issues into a single canonical ticket.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical representative; the set is heterogeneous and the soft links are too weak to indicate one underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3174", + "right": "issue:5313", + "accept": false, + "reason": "Both involve LoRA, but one is model loading breakage and the other is non-revertible fuse behavior; different failure modes." + }, + { + "left": "issue:5070", + "right": "issue:6928", + "accept": false, + "reason": "ControlNet training-example flags vs depthmap colorization option; unrelated feature request." + }, + { + "left": "issue:5079", + "right": "issue:7877", + "accept": false, + "reason": "LoRA loading support for a specific model family vs adding an Attention block argument; not the same bug." + }, + { + "left": "issue:5689", + "right": "issue:6921", + "accept": false, + "reason": "Residual-noise sampler issue vs shipped SDXL weights deviating from official weights; different root causes." + }, + { + "left": "issue:6520", + "right": "issue:6949", + "accept": false, + "reason": "Blank validation output during adapter training vs DPMSolver blank images at even steps; distinct code paths." + }, + { + "left": "issue:3432", + "right": "issue:7012", + "accept": false, + "reason": "CPU Half convolution runtime error vs v_prediction producing weird images; not the same defect." + }, + { + "left": "issue:10017", + "right": "issue:6520", + "accept": false, + "reason": "Dataset loading problem vs validation callback issue; no shared underlying bug." + }, + { + "left": "issue:11136", + "right": "issue:9613", + "accept": false, + "reason": "SCM timestep support limitation vs missing Timesteps.scale attribute; separate compatibility issues." + }, + { + "left": "issue:3808", + "right": "issue:7619", + "accept": false, + "reason": "DeepFloyd IF stage-2 training failure vs Dreambooth channel-mismatch error; different pipelines and symptoms." + }, + { + "left": "issue:4134", + "right": "issue:7851", + "accept": false, + "reason": "MPS ControlNet tensor-shape mismatch vs concurrent pipeline index-out-of-bounds; unrelated." + }, + { + "left": "issue:3209", + "right": "issue:7000", + "accept": false, + "reason": "Autoencoder NaNs on large images vs a deprecation warning; not the same bug." + }, + { + "left": "issue:4764", + "right": "issue:5466", + "accept": false, + "reason": "LoRA weight format incompatibility vs SDXL image-to-image LoRA shape mismatch; similar area, different concrete issue." + }, + { + "left": "issue:5923", + "right": "issue:8732", + "accept": false, + "reason": "Multi-GPU training hang vs checkpoint-save problem; separate training failures." + }, + { + "left": "issue:7991", + "right": "issue:8604", + "accept": false, + "reason": "Basic tutorial bug vs float16-corrupted T5 encoder output; unrelated." + }, + { + "left": "issue:5368", + "right": "issue:7049", + "accept": false, + "reason": "Mixed-precision dtype mismatch vs IP-Adapter unpacking error; different call sites and causes." + }, + { + "left": "issue:5577", + "right": "issue:7197", + "accept": false, + "reason": "from_single_file ControlNet key error vs resume-training shortest-edge key error; not the same failure." + }, + { + "left": "issue:11035", + "right": "issue:12695", + "accept": false, + "reason": "Download symlink handling vs Hunyuan model support request; unrelated." + }, + { + "left": "issue:11447", + "right": "issue:12195", + "accept": false, + "reason": "Offline shard-file loading bug vs PyTorch custom_op compatibility break; different dependencies." + }, + { + "left": "issue:12060", + "right": "issue:13225", + "accept": false, + "reason": "General question about DiT availability vs a request for RAE+DiT checkpoint support; not duplicate reports." + }, + { + "left": "issue:181", + "right": "issue:3026", + "accept": false, + "reason": "Image-writing failure in unconditional training vs instruct-pix2pix accelerate launch error; distinct scripts and errors." + }, + { + "left": "issue:4061", + "right": "issue:4263", + "accept": false, + "reason": "LoRA load error vs LoRA unload broken; opposite operations and likely different fixes." + }, + { + "left": "issue:4178", + "right": "issue:4354", + "accept": false, + "reason": "LoRA unloading with XFormers vs wrong pipeline type from_single_file; unrelated issues." + }, + { + "left": "issue:4912", + "right": "issue:7962", + "accept": false, + "reason": "Checkpoint conversion request vs adding cross_attention_kwargs to a pipeline call; different feature areas." + }, + { + "left": "issue:782", + "right": "issue:861", + "accept": false, + "reason": "Model download auth-token regression vs checkpoint-to-diffusers conversion failure; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 352, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1009", + "issue:10198", + "issue:10772", + "issue:10897", + "issue:11220", + "issue:11343", + "issue:12173", + "issue:12369", + "issue:1284", + "issue:1604", + "issue:1923", + "issue:1957", + "issue:2265", + "issue:2412", + "issue:2459", + "issue:2830", + "issue:3120", + "issue:3452", + "issue:3570", + "issue:3679", + "issue:3748", + "issue:3954", + "issue:4279", + "issue:4414", + "issue:4438", + "issue:4615", + "issue:4771", + "issue:4804", + "issue:4912", + "issue:5084", + "issue:5518", + "issue:5803", + "issue:5824", + "issue:6218", + "issue:6703", + "issue:7102", + "issue:7370", + "issue:7606", + "issue:7736", + "issue:8464", + "issue:8493", + "issue:8502", + "issue:861", + "issue:8915", + "issue:9186", + "issue:9332", + "issue:962", + "issue:9822" + ], + "soft_pairs": [ + "issue:1923|issue:2412", + "issue:3120|issue:5803", + "issue:4279|issue:5518", + "issue:8464|issue:9332", + "issue:10198|issue:9822", + "issue:10897|issue:7370", + "issue:11220|issue:8502", + "issue:12173|issue:12369", + "issue:3452|issue:6703", + "issue:3570|issue:861", + "issue:3748|issue:7606", + "issue:4438|issue:5824", + "issue:4615|issue:5084", + "issue:4912|issue:7736", + "issue:6218|issue:7102", + "issue:1604|issue:2265", + "issue:1957|issue:3954", + "issue:4771|issue:8493", + "issue:4804|issue:962", + "issue:1009|issue:2459", + "issue:10772|issue:9186", + "issue:11343|issue:8915", + "issue:1284|issue:4414", + "issue:2830|issue:3679" + ], + "prepared_review_unit_hash": "698724ddb089ca07f289ae0d6a638ff1b3d34a2d40e454b0defa5b1f372a8648", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33625, + "estimated_input_tokens": 8407, + "estimated_eval_tokens": 17070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous; the soft-similarity pairs mostly share generic words like weight, import, support, or loading but describe different bugs, features, or code paths. I would not merge any of the proposed pairs.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #9332 is the most concrete, broadly impactful bug report in the set: it has a clear loading-path failure, detailed reproduction, and describes incorrect model weights being loaded.", + "canonical_pr_reason": null, + "best_issue_reason": "#9332 is the strongest representative issue here because it is a specific, user-visible defect with a clear runtime symptom and likely broader impact than the feature requests or environment-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1923", + "right": "issue:2412", + "accept": false, + "reason": "Different problems: missing CUDA libraries in a Docker/bitsandbytes setup vs an error while using Dreambooth training." + }, + { + "left": "issue:3120", + "right": "issue:5803", + "accept": false, + "reason": "Not the same bug: one says ControlNet always produces the same output regardless of input, the other is about reproducing black images in SD." + }, + { + "left": "issue:4279", + "right": "issue:5518", + "accept": false, + "reason": "Both involve LoRA loading, but the concrete failures differ: SDXL LoRAs cannot be loaded vs a ModuleList attribute error in a different loader path." + }, + { + "left": "issue:8464", + "right": "issue:9332", + "accept": false, + "reason": "Different code paths and symptoms: SEGA with cpu offload fails when seeding, while #9332 is about from_pretrained loading identical weights." + }, + { + "left": "issue:10198", + "right": "issue:9822", + "accept": false, + "reason": "Related to weights/Flux only at a high level; one is a weight mismatch bug, the other is a request about loading SDXL LoRAs into Flux." + }, + { + "left": "issue:10897", + "right": "issue:7370", + "accept": false, + "reason": "Separate feature requests for different video models (SkyReels-A1 vs OpenSora STDiT), not the same underlying change." + }, + { + "left": "issue:11220", + "right": "issue:8502", + "accept": false, + "reason": "Documentation page not working as expected vs a runtime generation issue for SD3 medium; different artifacts and failure modes." + }, + { + "left": "issue:12173", + "right": "issue:12369", + "accept": false, + "reason": "Both are Wan-related, but one is i2i latent upscale and the other is a CineScale/4K feature request; not the same bug or change." + }, + { + "left": "issue:3452", + "right": "issue:6703", + "accept": false, + "reason": "Unrelated issues: low-VRAM Dreambooth training vs a textual inversion token being weakened by negative prompt handling." + }, + { + "left": "issue:3570", + "right": "issue:861", + "accept": false, + "reason": "Different workflows: disabling downloads when loading a checkpoint vs converting a ckpt to diffusers." + }, + { + "left": "issue:3748", + "right": "issue:7606", + "accept": false, + "reason": "One is a float16/float32 mismatch loading a LoRA safetensor; the other is a deprecated LoRA processor API in Kandinsky." + }, + { + "left": "issue:4438", + "right": "issue:5824", + "accept": false, + "reason": "Both touch SDXL, but one is a generic pipeline error and the other is a specific bad default in get_add_time_ids(); not the same concrete bug." + }, + { + "left": "issue:4615", + "right": "issue:5084", + "accept": false, + "reason": "Different import errors for different pipeline classes/backends: ControlNet pipeline import vs FlaxStableDiffusionXLPipeline import." + }, + { + "left": "issue:4912", + "right": "issue:7736", + "accept": false, + "reason": "A checkpoint-conversion feature request is not the same as a request for supported callbacks." + }, + { + "left": "issue:6218", + "right": "issue:7102", + "accept": false, + "reason": "Both involve ControlNet, but one is batched seeds in ControlNet/Img2Img and the other is multi-ControlNet plus multi-prompt behavior." + }, + { + "left": "issue:1604", + "right": "issue:2265", + "accept": false, + "reason": "Different scripts and incompatibilities: lpw_stable_diffusion with diffusers 0.9.0 vs train_unconditional with ONNXRuntime." + }, + { + "left": "issue:1957", + "right": "issue:3954", + "accept": false, + "reason": "Both mention LR scheduling, but one is an init fix and the other is an incorrect step count in multi-GPU training." + }, + { + "left": "issue:4771", + "right": "issue:8493", + "accept": false, + "reason": "Generic fine-tuned diffusion model loading vs a specific SD3Transformer2DModel state_dict mismatch; not the same issue." + }, + { + "left": "issue:4804", + "right": "issue:962", + "accept": false, + "reason": "Different bugs entirely: dictionary mutation during LoRA loading vs inpaint pipelines not supporting non-512 sizes." + }, + { + "left": "issue:1009", + "right": "issue:2459", + "accept": false, + "reason": "Training-script issues in different places: a weight decay bug in textual inversion vs xformers attention not working in text-to-image LoRA training." + }, + { + "left": "issue:10772", + "right": "issue:9186", + "accept": false, + "reason": "Not the same change: a request for Sana Controlnet support vs a Differential Diffusion ControlNet pipeline issue/request." + }, + { + "left": "issue:11343", + "right": "issue:8915", + "accept": false, + "reason": "Both are import errors, but they affect different modules and likely different dependency breakages." + }, + { + "left": "issue:1284", + "right": "issue:4414", + "accept": false, + "reason": "Performance complaint about larger batch size slowing sampling vs a sample example for Consistency Model; unrelated." + }, + { + "left": "issue:2830", + "right": "issue:3679", + "accept": false, + "reason": "Different text-to-video topics: a question about image/text-to-video with a modelscope model vs a post about new watermark-free models." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 353, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10382", + "issue:10511", + "issue:10573", + "issue:11022", + "issue:11135", + "issue:11885", + "issue:11962", + "issue:11989", + "issue:2822", + "issue:2838", + "issue:2905", + "issue:3113", + "issue:3347", + "issue:3366", + "issue:3570", + "issue:3674", + "issue:3787", + "issue:4158", + "issue:4217", + "issue:4398", + "issue:4419", + "issue:4724", + "issue:4977", + "issue:5153", + "issue:5256", + "issue:5410", + "issue:5630", + "issue:5953", + "issue:5977", + "issue:6001", + "issue:6348", + "issue:6363", + "issue:7057", + "issue:7168", + "issue:7519", + "issue:752", + "issue:7735", + "issue:7945", + "issue:8440", + "issue:8534", + "issue:8759", + "issue:8922", + "issue:9042", + "issue:9546", + "issue:9686", + "issue:9930", + "issue:9958" + ], + "soft_pairs": [ + "issue:4398|issue:4977", + "issue:5953|issue:9546", + "issue:6348|issue:9958", + "issue:7168|issue:7945", + "issue:4158|issue:7168", + "issue:2905|issue:5256", + "issue:3570|issue:7057", + "issue:4419|issue:7519", + "issue:10382|issue:9930", + "issue:3347|issue:3787", + "issue:3674|issue:6363", + "issue:5410|issue:5630", + "issue:10573|issue:11989", + "issue:11962|issue:9042", + "issue:3113|issue:5153", + "issue:3366|issue:4724", + "issue:5977|issue:8440", + "issue:6001|issue:8922", + "issue:8534|issue:9686", + "issue:10511|issue:11135", + "issue:11022|issue:11885", + "issue:2822|issue:4217", + "issue:2838|issue:752", + "issue:7735|issue:8759" + ], + "prepared_review_unit_hash": "6e4f0010f2723f8b84afd471e39e25a0cb2e9d6061490e094047e8c087a5aefd", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 33735, + "estimated_input_tokens": 8434, + "estimated_eval_tokens": 17124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a false positive mix of unrelated issues across schedulers, ControlNet, LoRA training, Flux/SD3 features, and image-quality bugs. The only clearly related pair is the SD3 black/zero-image reports (8759 and 8922); everything else should be kept separate.", + "confidence": 0.96, + "canonical_issue_reason": "issue:8759 is the strongest issue candidate because it is concrete, technical, and already has a duplicate reference to issue:8922 for the same SD3 black-image symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:8759 is the best representative issue: it describes a specific runtime warning in the SD3 image-processing path and anchors the duplicate black-image report cluster better than the broader or more speculative items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4398", + "right": "issue:4977", + "accept": false, + "reason": "Both mention generation/training problems, but one is an all-black image bug and the other is checkpoint cleanup in an example script; different underlying issues." + }, + { + "left": "issue:5953", + "right": "issue:9546", + "accept": false, + "reason": "One is a crash from mismatched image/control_image sizes, the other is Flux ControlNet training OOM during validation; same subsystem, different bug." + }, + { + "left": "issue:6348", + "right": "issue:9958", + "accept": false, + "reason": "Both touch autoencoder support, but one asks for 3D image support and the other for temporal decoder tiling; these are distinct features." + }, + { + "left": "issue:7168", + "right": "issue:7945", + "accept": false, + "reason": "IP-Adapter image embedding shape confusion and combining community pipelines are unrelated." + }, + { + "left": "issue:4158", + "right": "issue:7168", + "accept": false, + "reason": "from_single_file hanging and IP-Adapter embed shape issues are different code paths and symptoms." + }, + { + "left": "issue:2905", + "right": "issue:5256", + "accept": false, + "reason": "Scheduler-wide Karras sigmas support and Insta-Flow training support are separate changes." + }, + { + "left": "issue:3570", + "right": "issue:7057", + "accept": false, + "reason": "A download-toggle problem while loading ckpt and a model checkpoint that doesn't work are too vague and do not point to the same concrete bug." + }, + { + "left": "issue:4419", + "right": "issue:7519", + "accept": false, + "reason": "Offset-noise inference behavior and ignored cross_attention_kwargs scale are different pipeline behaviors." + }, + { + "left": "issue:10382", + "right": "issue:9930", + "accept": false, + "reason": "A VAE encoder return-type AttributeError and a PAG adaptive-scale bug are unrelated." + }, + { + "left": "issue:3347", + "right": "issue:3787", + "accept": false, + "reason": "NaN image output and an import error from partially initialized diffusers are entirely different failures." + }, + { + "left": "issue:3674", + "right": "issue:6363", + "accept": false, + "reason": "Metadata JSONL parsing and FP16 gradient unscaling are unrelated training issues." + }, + { + "left": "issue:5410", + "right": "issue:5630", + "accept": false, + "reason": "Both affect image quality, but latent upscaling blur and LMS leftover noise in SDXL img2img are different scheduler/pipeline problems." + }, + { + "left": "issue:10573", + "right": "issue:11989", + "accept": false, + "reason": "Multiple-ControlNet padding_mask_crop handling and a pure-black inference image are not the same bug." + }, + { + "left": "issue:11962", + "right": "issue:9042", + "accept": false, + "reason": "GGUF quantized FLUX.1-Kontext-dev support and adding a Flux pipeline are separate feature requests." + }, + { + "left": "issue:3113", + "right": "issue:5153", + "accept": false, + "reason": "Training-free layout control and FreeU are different algorithmic techniques with different implementation goals." + }, + { + "left": "issue:3366", + "right": "issue:4724", + "accept": false, + "reason": "Autocast being blocked by LoRALinearLayer and an SDXL Img2Img pipeline checkpoint issue are unrelated." + }, + { + "left": "issue:5977", + "right": "issue:8440", + "accept": false, + "reason": "Saving unet.unet LoRA keys and FromOriginalModelMixin subclass ValueError do not describe the same failure mode." + }, + { + "left": "issue:6001", + "right": "issue:8922", + "accept": false, + "reason": "Refiner loading returning the wrong pipeline class and SD3 quantized single-file black outputs are different bugs." + }, + { + "left": "issue:8534", + "right": "issue:9686", + "accept": false, + "reason": "Wrong logit-normal weighting in SD3 training and ControlNet pooled-projection behavior are distinct SD3 issues." + }, + { + "left": "issue:10511", + "right": "issue:11135", + "accept": false, + "reason": "Scheduler redesign for SD3/Flux and a new SmoothCache pipeline are not the same change." + }, + { + "left": "issue:11022", + "right": "issue:11885", + "accept": false, + "reason": "Quanto support for WAN 2.1 and a FLUX.1 LoRA-loading bug are unrelated." + }, + { + "left": "issue:2822", + "right": "issue:4217", + "accept": false, + "reason": "Slow ControlNet training convergence and slow safetensors loading are different performance concerns." + }, + { + "left": "issue:2838", + "right": "issue:752", + "accept": false, + "reason": "A ControlNet pipeline behavior request and multi-concept Dreambooth support are not the same bug/change." + }, + { + "left": "issue:7735", + "right": "issue:8759", + "accept": false, + "reason": "A missing dataset caption column and an SD3 black-image/image_processor cast warning are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 354, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10085", + "issue:10712", + "issue:10937", + "issue:11077", + "issue:11363", + "issue:1161", + "issue:1608", + "issue:1851", + "issue:1883", + "issue:2276", + "issue:2462", + "issue:2552", + "issue:2966", + "issue:3073", + "issue:3811", + "issue:4057", + "issue:4061", + "issue:4064", + "issue:4109", + "issue:4321", + "issue:4491", + "issue:4665", + "issue:4872", + "issue:5108", + "issue:5135", + "issue:5567", + "issue:5574", + "issue:5604", + "issue:5794", + "issue:5835", + "issue:6008", + "issue:6154", + "issue:6274", + "issue:6320", + "issue:6435", + "issue:6774", + "issue:7180", + "issue:730", + "issue:752", + "issue:7706", + "issue:7946", + "issue:7982", + "issue:8429", + "issue:8472", + "issue:9134", + "issue:9291", + "issue:9667", + "issue:9686" + ], + "soft_pairs": [ + "issue:2966|issue:6154", + "issue:6320|issue:9667", + "issue:10937|issue:11077", + "issue:3811|issue:5604", + "issue:1161|issue:1883", + "issue:2462|issue:752", + "issue:3073|issue:4064", + "issue:4321|issue:5835", + "issue:11363|issue:8429", + "issue:5135|issue:8472", + "issue:5567|issue:7982", + "issue:7180|issue:7706", + "issue:1851|issue:730", + "issue:4109|issue:7946", + "issue:5574|issue:6008", + "issue:1608|issue:4872", + "issue:2552|issue:4057", + "issue:5108|issue:6274", + "issue:6435|issue:9686", + "issue:10085|issue:10712", + "issue:2276|issue:6774", + "issue:4061|issue:4491", + "issue:4665|issue:5794", + "issue:9134|issue:9291" + ], + "prepared_review_unit_hash": "96895a1cec456ff36fa9615c2cb20ed1d1d9c0ea80d01cede2593337df9cec4c", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33378, + "estimated_input_tokens": 8345, + "estimated_eval_tokens": 16946 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No real duplicate cluster here: the items span unrelated bugs, feature requests, and training/inference issues across different pipelines and components. All soft pairs look like false positives based on broad topical similarity only.", + "confidence": 0.93, + "canonical_issue_reason": "There is no single canonical issue for this set because the issues are heterogeneous and do not describe the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be chosen as the most representative bug report, issue 10712 is the most concrete and self-contained runtime failure report among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2966", + "right": "issue:6154", + "accept": false, + "reason": "Both are training-script issues, but one is multi-GPU training behavior and the other is SDXL LoRA on an M2 Mac; different environments and failure modes." + }, + { + "left": "issue:6320", + "right": "issue:9667", + "accept": false, + "reason": "Both involve model loading, but one is remote-model lookup failure in Emu2 and the other is local FLUX fp8 loading with a custom transformer file; not the same bug." + }, + { + "left": "issue:10937", + "right": "issue:11077", + "accept": false, + "reason": "One is a torch.compile VAE encode error, the other is a VAE conversion-script question; different code paths and problem types." + }, + { + "left": "issue:3811", + "right": "issue:5604", + "accept": false, + "reason": "Both are LoRA-related, but one says loaded LoRA has no effect on generation while the other is about unfusing multiple LoRAs; distinct behaviors." + }, + { + "left": "issue:1161", + "right": "issue:1883", + "accept": false, + "reason": "Model conversion from Flax to PyTorch is unrelated to enabling gradient checkpointing for the VAE." + }, + { + "left": "issue:2462", + "right": "issue:752", + "accept": false, + "reason": "IterableDataset support for finetuning is not the same as Dreambooth multi-concept/class support." + }, + { + "left": "issue:3073", + "right": "issue:4064", + "accept": false, + "reason": "A request to add consistency models is unrelated to adding PSLD upscaler/deblur/inpainting pipelines." + }, + { + "left": "issue:4321", + "right": "issue:5835", + "accept": false, + "reason": "Black images in an ONNX DirectML pipeline are unrelated to using the pretrained MusicLDM pipeline." + }, + { + "left": "issue:11363", + "right": "issue:8429", + "accept": false, + "reason": "Both mention inference examples, but one is ControlNet CUDA OOM and the other is an I2VGen-XL official script malfunction; different pipelines and symptoms." + }, + { + "left": "issue:5135", + "right": "issue:8472", + "accept": false, + "reason": "LoRA quality degradation during generation is not the same as questions about jointly pretraining LoRA with other modules." + }, + { + "left": "issue:5567", + "right": "issue:7982", + "accept": false, + "reason": "Accelerator.prepare overwriting unet.config is a training-object mutation bug, while from_pipe with MultiControlNetModel is pipeline construction/copy behavior." + }, + { + "left": "issue:7180", + "right": "issue:7706", + "accept": false, + "reason": "CPU offload failure in SDXL ControlNet img2img is unrelated to custom pipeline CUDA OOM." + }, + { + "left": "issue:1851", + "right": "issue:730", + "accept": false, + "reason": "Multi-GPU slowdown in Dreambooth is a performance issue, while DreamBooth learning locally vs Colab is a training-quality/environment issue." + }, + { + "left": "issue:4109", + "right": "issue:7946", + "accept": false, + "reason": "StableDiffusionXLInpaintPipeline not working is unrelated to custom_pipeline caching." + }, + { + "left": "issue:5574", + "right": "issue:6008", + "accept": false, + "reason": "Training a part of UNet attention parameters with LoRA is unrelated to IP-Adapter Plus Face failing with an LCM LoRA." + }, + { + "left": "issue:1608", + "right": "issue:4872", + "accept": false, + "reason": "Stopping at 500 steps on T4 and SDXL finetuning CUDA OOM are both resource/training issues, but they are different failure modes with different triggers." + }, + { + "left": "issue:2552", + "right": "issue:4057", + "accept": false, + "reason": "Tutorial questions for StableDiffusionInpaintPipeline are not the same as blurred output from a finetuned inpainting model." + }, + { + "left": "issue:5108", + "right": "issue:6274", + "accept": false, + "reason": "T2I-Adapter Multiadapter XL exceptions and multiple-adapter breakage are related broadly, but not enough evidence they are the same concrete bug." + }, + { + "left": "issue:6435", + "right": "issue:9686", + "accept": false, + "reason": "Default width/height initialization in ControlNet is unrelated to the SD3 ControlNet pooled projections bug." + }, + { + "left": "issue:10085", + "right": "issue:10712", + "accept": false, + "reason": "LyCORIS batch inference with skip_guidance_layers and SD3 prompt_embeds runtime errors are different pipeline/runtime paths." + }, + { + "left": "issue:2276", + "right": "issue:6774", + "accept": false, + "reason": "xformers installation problems in a training notebook are unrelated to an AttentionProcessor dtype mismatch at runtime." + }, + { + "left": "issue:4061", + "right": "issue:4491", + "accept": false, + "reason": "SDXL LoRA load error and SDXL refiner broken in latest diffusers are both SDXL-related but describe different components and failures." + }, + { + "left": "issue:4665", + "right": "issue:5794", + "accept": false, + "reason": "Windows use_safetensors behavior with alternate bin files is unrelated to missing tokenizer/config.json in an SDXL model repo." + }, + { + "left": "issue:9134", + "right": "issue:9291", + "accept": false, + "reason": "Flux LoRA issues from SimpleTuner and kohya-ss key incompatibility are both FLUX LoRA topics, but one is a training/output issue and the other is a key-compatibility/loading issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 355, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10026", + "issue:10277", + "issue:10500", + "issue:1070", + "issue:11127", + "issue:12009", + "issue:1214", + "issue:12689", + "issue:13001", + "issue:13077", + "issue:1546", + "issue:1616", + "issue:1791", + "issue:2244", + "issue:2312", + "issue:2447", + "issue:2578", + "issue:2858", + "issue:2907", + "issue:3199", + "issue:3213", + "issue:3624", + "issue:3631", + "issue:3884", + "issue:4282", + "issue:4686", + "issue:4854", + "issue:4923", + "issue:5509", + "issue:5619", + "issue:5829", + "issue:5967", + "issue:6240", + "issue:6793", + "issue:6869", + "issue:7102", + "issue:7801", + "issue:785", + "issue:7851", + "issue:7945", + "issue:7946", + "issue:8407", + "issue:8898", + "issue:9479", + "issue:9674", + "issue:9680", + "issue:9704", + "issue:9889" + ], + "soft_pairs": [ + "issue:12009|issue:13001", + "issue:1214|issue:2244", + "issue:7801|issue:9674", + "issue:7945|issue:9680", + "issue:7946|issue:8898", + "issue:1791|issue:2578", + "issue:3199|issue:3213", + "issue:4282|issue:7102", + "issue:5619|issue:5829", + "issue:7851|issue:9479", + "issue:12689|issue:13077", + "issue:1070|issue:4854", + "issue:6240|issue:9704", + "issue:4686|issue:6793", + "issue:1616|issue:2907", + "issue:2447|issue:3884", + "issue:5967|issue:9889", + "issue:1546|issue:785", + "issue:2858|issue:4923", + "issue:2312|issue:3631", + "issue:10026|issue:11127", + "issue:10277|issue:8407", + "issue:3624|issue:5509", + "issue:10500|issue:6869" + ], + "prepared_review_unit_hash": "e3ff469e0f1d574d636ed7d5ecbeb7c92299a21dd0fb0fa29500325f16b9996d", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 33847, + "estimated_input_tokens": 8462, + "estimated_eval_tokens": 17180 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items span many unrelated pipeline, scheduler, training, and model-loading problems. None of the soft pairs look like the same concrete bug/change, so they should stay separate.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 9704 is the strongest standalone bug report in the set: it is concrete, reproducible, and has the most substantial discussion around a specific runtime failure.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 9704 is the best representative issue because it documents a well-scoped failure mode with strong triage value and clear error symptoms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:12009", + "right": "issue:13001", + "accept": false, + "reason": "Both involve GGUF loading, but they are different model families and different failures: Wan2.2 meta-tensor copy vs Flux2.Klein shape mismatch." + }, + { + "left": "issue:1214", + "right": "issue:2244", + "accept": false, + "reason": "Both mention half precision, but one is CLIPTextModel fp16 behavior and the other is a Dreambooth CPU normalization error; different code paths." + }, + { + "left": "issue:7801", + "right": "issue:9674", + "accept": false, + "reason": "Mixed-precision configuration not applying to the model is unrelated to bad SD3 ControlNet training results." + }, + { + "left": "issue:7945", + "right": "issue:9680", + "accept": false, + "reason": "One is a feature request about combining community pipelines; the other is an SDXL unconditional generation bug." + }, + { + "left": "issue:7946", + "right": "issue:8898", + "accept": false, + "reason": "Custom pipeline caching and from_pretrained subfolder path validation are different loading/caching problems." + }, + { + "left": "issue:1791", + "right": "issue:2578", + "accept": false, + "reason": "Mac/MPS UnCLIP support is unrelated to editable-mode installation failure." + }, + { + "left": "issue:3199", + "right": "issue:3213", + "accept": false, + "reason": "Both touch custom pipelines, but one is a broad custom-pipeline breakage report and the other is specifically lpw_stable_diffusion regression; not the same bug." + }, + { + "left": "issue:4282", + "right": "issue:7102", + "accept": false, + "reason": "A Multi-ControlNet feature request is not the same as a Multi-ControlNet/Multi-Prompt bug in an existing pipeline." + }, + { + "left": "issue:5619", + "right": "issue:5829", + "accept": false, + "reason": "LCM img2img AutoencodeTiny encoding failure and missing unet_time_cond_proj_dim in train scripts are separate issues." + }, + { + "left": "issue:7851", + "right": "issue:9479", + "accept": false, + "reason": "Concurrent-call index errors are unrelated to inpainting changing unmasked regions." + }, + { + "left": "issue:12689", + "right": "issue:13077", + "accept": false, + "reason": "LoRA checkpoint adapter loading and shallow-copy transformer weights are different weight-handling bugs." + }, + { + "left": "issue:1070", + "right": "issue:4854", + "accept": false, + "reason": "Both are inpainting-related, but one concerns a new-version bug and the other only processing the first image; not the same failure." + }, + { + "left": "issue:6240", + "right": "issue:9704", + "accept": false, + "reason": "device_map='auto' loading errors are unrelated to a cuDNN frontend execution-plan failure." + }, + { + "left": "issue:4686", + "right": "issue:6793", + "accept": false, + "reason": "Pipeline loading from a saved folder and Hydra serialization failure are distinct problems." + }, + { + "left": "issue:1616", + "right": "issue:2907", + "accept": false, + "reason": "LPW pipeline compatibility on an older diffusers version is unrelated to calling enable_model_cpu_offload twice." + }, + { + "left": "issue:2447", + "right": "issue:3884", + "accept": false, + "reason": "Generic LoRA training errors and a specific train_text_to_image_lora.py failure are not clearly the same bug." + }, + { + "left": "issue:5967", + "right": "issue:9889", + "accept": false, + "reason": "An announcement post and an inference segfault are not duplicate bug reports." + }, + { + "left": "issue:1546", + "right": "issue:785", + "accept": false, + "reason": "Batched truncation-warning failure and PNDM scheduler performance cost are different issues." + }, + { + "left": "issue:2858", + "right": "issue:4923", + "accept": false, + "reason": "Seed image support in UnCLIP img2img is unrelated to the AudioLDM2 transcript feature request." + }, + { + "left": "issue:2312", + "right": "issue:3631", + "accept": false, + "reason": "EMA save-hook failure and inpainting latent-input exception are separate code paths." + }, + { + "left": "issue:10026", + "right": "issue:11127", + "accept": false, + "reason": "Flux ControlNet memory usage under DeepSpeed and single-file loading for a Flux model are unrelated issues." + }, + { + "left": "issue:10277", + "right": "issue:8407", + "accept": false, + "reason": "Fluxfill Euler scheduler support and UniPC set_timesteps kwargs support are different scheduler-specific bugs." + }, + { + "left": "issue:3624", + "right": "issue:5509", + "accept": false, + "reason": "A getattr attribute-type error is unrelated to image batch-size validation for ndarray/cv2 inputs." + }, + { + "left": "issue:10500", + "right": "issue:6869", + "accept": false, + "reason": "BitsAndBytes device placement mismatch and export_to_video unpacking errors are different failures in different subsystems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 356, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10337", + "issue:10526", + "issue:10590", + "issue:1127", + "issue:11570", + "issue:1214", + "issue:1271", + "issue:13015", + "issue:1335", + "issue:13386", + "issue:1785", + "issue:1895", + "issue:2161", + "issue:2326", + "issue:2495", + "issue:2644", + "issue:3094", + "issue:3181", + "issue:3209", + "issue:3280", + "issue:3683", + "issue:3752", + "issue:3787", + "issue:3958", + "issue:4014", + "issue:4122", + "issue:4134", + "issue:4438", + "issue:4598", + "issue:4697", + "issue:4874", + "issue:499", + "issue:5000", + "issue:5328", + "issue:5353", + "issue:5463", + "issue:5546", + "issue:5596", + "issue:5646", + "issue:6278", + "issue:6639", + "issue:6661", + "issue:6807", + "issue:7450", + "issue:7548", + "issue:8609", + "issue:9461", + "issue:9530" + ], + "soft_pairs": [ + "issue:1214|issue:2644", + "issue:3094|issue:5596", + "issue:1271|issue:3181", + "issue:2495|issue:6661", + "issue:4122|issue:5546", + "issue:4874|issue:5463", + "issue:10526|issue:9461", + "issue:1895|issue:499", + "issue:3683|issue:6278", + "issue:3787|issue:4598", + "issue:4697|issue:6661", + "issue:13015|issue:13386", + "issue:1127|issue:1335", + "issue:3209|issue:7548", + "issue:3280|issue:3752", + "issue:4014|issue:4438", + "issue:4134|issue:6807", + "issue:6661|issue:6807", + "issue:10337|issue:10590", + "issue:5353|issue:8609", + "issue:5646|issue:7450", + "issue:1785|issue:5000", + "issue:6639|issue:9530", + "issue:3958|issue:5328", + "issue:10337|issue:11570", + "issue:2161|issue:2326" + ], + "prepared_review_unit_hash": "2cc66c4a225f1baf88c2a4e8925e17228e995da81d8449e7288e7f22916487ba", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 34680, + "estimated_input_tokens": 8670, + "estimated_eval_tokens": 17596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated bug reports that only share broad subsystem vocabulary (Flux, LoRA, MPS, SDXL, schedulers, etc.). I found no soft pair that clearly represents the same concrete bug/change, so no merges are warranted.", + "confidence": 0.23, + "canonical_issue_reason": "If a single issue must be chosen, 10337 is the most concrete and narrowly scoped report, but the cluster is too mixed to treat it as a true canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "10337 is the clearest representative of a specific reproducible bug report; the others are either similarly broad, more generic, or clearly about different failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1214", + "right": "issue:2644", + "accept": false, + "reason": "Half-precision CLIPTextModel failure and DreamBooth GPU-count question are different problems." + }, + { + "left": "issue:3094", + "right": "issue:5596", + "accept": false, + "reason": "Both mention pokemon examples, but one is OOM during finetuning and the other is a dict/convert installation error." + }, + { + "left": "issue:1271", + "right": "issue:3181", + "accept": false, + "reason": "Dreambooth notebook dependency installation and TensorRT example TypeError are unrelated." + }, + { + "left": "issue:2495", + "right": "issue:6661", + "accept": false, + "reason": "Both involve MPS, but black-image output in upscaling and OOM during training are different code paths." + }, + { + "left": "issue:4122", + "right": "issue:5546", + "accept": false, + "reason": "Both are scheduler-step complaints, but one is a DPMSolver timesteps bug and the other is a base+refiner Karras-sigmas ensemble issue." + }, + { + "left": "issue:4874", + "right": "issue:5463", + "accept": false, + "reason": "A local low_res_scheduler bug and an UnboundLocalError on image_latents are distinct failures." + }, + { + "left": "issue:10526", + "right": "issue:9461", + "accept": false, + "reason": "Flux quantized WeightQBytesTensor construction error and vague Flux inference issue are not the same concrete bug." + }, + { + "left": "issue:1895", + "right": "issue:499", + "accept": false, + "reason": "EMA multi-GPU update behavior and unconditional training script failure are different issues." + }, + { + "left": "issue:3683", + "right": "issue:6278", + "accept": false, + "reason": "Saving Multi-ControlNet and multi-GPU LCM distillation are unrelated." + }, + { + "left": "issue:3787", + "right": "issue:4598", + "accept": false, + "reason": "A circular/partial import traceback and missing-dependency error messaging are different problems." + }, + { + "left": "issue:4697", + "right": "issue:6661", + "accept": false, + "reason": "LoRA loading after 0.20.0 and MPS OOM during training are unrelated." + }, + { + "left": "issue:13015", + "right": "issue:13386", + "accept": false, + "reason": "NPU device mismatch in QwenImageEditPlus and tensor concatenation crash with prior preservation are different bugs." + }, + { + "left": "issue:1127", + "right": "issue:1335", + "accept": false, + "reason": "Both mention OnnxStableDiffusionPipeline, but import-time DML traceback and constructor missing vae_encoder are not the same code-path problem." + }, + { + "left": "issue:3209", + "right": "issue:7548", + "accept": false, + "reason": "AutoencoderKL NaNs on large images and AnimateDiff flicker are different symptoms and likely different causes." + }, + { + "left": "issue:3280", + "right": "issue:3752", + "accept": false, + "reason": "DeepFloyd IF scheduler compatibility and DreamBooth inference failure are not the same bug." + }, + { + "left": "issue:4014", + "right": "issue:4438", + "accept": false, + "reason": "SDXL watermark artifacts and a generic SDXL pipeline error are unrelated." + }, + { + "left": "issue:4134", + "right": "issue:6807", + "accept": false, + "reason": "ControlNet tensor-size mismatch on MPS and test collection failures on MPS are different issues." + }, + { + "left": "issue:6661", + "right": "issue:6807", + "accept": false, + "reason": "Training OOM on MPS and contributor test collection failures on MPS are not the same underlying bug." + }, + { + "left": "issue:10337", + "right": "issue:10590", + "accept": false, + "reason": "Flux IPAdapter quantization failure and Sana BFloat16 tiled VAE decode crash are different model/features." + }, + { + "left": "issue:5353", + "right": "issue:8609", + "accept": false, + "reason": "FreeU usage question and custom pipeline/IP-Adapter incompatibility are unrelated." + }, + { + "left": "issue:5646", + "right": "issue:7450", + "accept": false, + "reason": "Scheduler stability on a specific model and AutoencoderKL multithreading issues are different code paths." + }, + { + "left": "issue:1785", + "right": "issue:5000", + "accept": false, + "reason": "UnCLIP num_images_per_prompt bug and LoRA fuse/unfuse regression are unrelated." + }, + { + "left": "issue:6639", + "right": "issue:9530", + "accept": false, + "reason": "Different LoRA-loading outputs and GPU-memory freeing after torch.compile are unrelated concerns." + }, + { + "left": "issue:3958", + "right": "issue:5328", + "accept": false, + "reason": "Civitai LoRA with CPU offload and all Civitai LoRAs failing are broadly related but not specific enough to treat as the same bug without stronger evidence." + }, + { + "left": "issue:10337", + "right": "issue:11570", + "accept": false, + "reason": "Both involve quantization, but IPAdapter on Flux and load_lora_weights on bitsandbytes text encoders are different concrete failures." + }, + { + "left": "issue:2161", + "right": "issue:2326", + "accept": false, + "reason": "LoRA training inpainting support and LoRA conversion to safetensors/ckpt are different tasks and failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 357, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1014", + "issue:10526", + "issue:10533", + "issue:10550", + "issue:10848", + "issue:1249", + "issue:1261", + "issue:1552", + "issue:1918", + "issue:1944", + "issue:1957", + "issue:2041", + "issue:2201", + "issue:2244", + "issue:2402", + "issue:2507", + "issue:2560", + "issue:2722", + "issue:3454", + "issue:3908", + "issue:4427", + "issue:4692", + "issue:4888", + "issue:5109", + "issue:5112", + "issue:579", + "issue:5805", + "issue:6028", + "issue:6110", + "issue:6218", + "issue:6222", + "issue:6297", + "issue:6335", + "issue:6517", + "issue:7354", + "issue:746", + "issue:7485", + "issue:7851", + "issue:8469", + "issue:8565", + "issue:9170", + "issue:9366", + "issue:9523", + "issue:954", + "issue:9731", + "issue:9813", + "issue:9927", + "issue:9941" + ], + "soft_pairs": [ + "issue:4692|issue:9170", + "issue:6218|issue:7485", + "issue:2402|issue:6028", + "issue:4888|issue:6110", + "issue:1552|issue:2201", + "issue:2041|issue:3454", + "issue:6517|issue:9941", + "issue:1957|issue:6297", + "issue:5109|issue:8565", + "issue:1944|issue:579", + "issue:746|issue:954", + "issue:9523|issue:9927", + "issue:2507|issue:3908", + "issue:2560|issue:2722", + "issue:1249|issue:1918", + "issue:6222|issue:6335", + "issue:10550|issue:10848", + "issue:2722|issue:5805", + "issue:2244|issue:5805", + "issue:4427|issue:7354", + "issue:10526|issue:10533", + "issue:5112|issue:7851", + "issue:9366|issue:9731", + "issue:8469|issue:9813", + "issue:1014|issue:1261" + ], + "prepared_review_unit_hash": "763a70d4378e441fe70bd1f785188adacb7d8b5b3f1f7da3e00a46fdecb0ccfe", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34515, + "estimated_input_tokens": 8629, + "estimated_eval_tokens": 17514 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab bag of unrelated diffusers issues; the proposed soft edges are mostly broad keyword matches (LoRA, ControlNet, scheduler, offline, memory) rather than the same underlying bug, so none should be merged.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated bugs and features (Dreambooth, ControlNet, LoRA, schedulers, IP-Adapter, ONNX, Windows, offline loading, memory/OOM), so none is a safe duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative because the cluster is not centered on one code-path failure; the titles point to distinct problems across different pipelines and scripts.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4692", + "right": "issue:9170", + "accept": false, + "reason": "Both mention memory, but one is a general UNet memory concern and the other is a specific SDXL+ControlNet VRAM requirement; different problems." + }, + { + "left": "issue:6218", + "right": "issue:7485", + "accept": false, + "reason": "Batched seed handling in ControlNet pipelines is unrelated to the safety_checker NoneType callable error." + }, + { + "left": "issue:2402", + "right": "issue:6028", + "accept": false, + "reason": "CUDA-not-enabled setup failure is not the same as a Kandinsky 3.0 out-of-memory runtime error." + }, + { + "left": "issue:4888", + "right": "issue:6110", + "accept": false, + "reason": "Both involve offline loading, but one is generic safetensors model loading and the other is LoRA weight loading; not the same bug." + }, + { + "left": "issue:1552", + "right": "issue:2201", + "accept": false, + "reason": "Attention slicing incompatibility is unrelated to tokenizer padding differences." + }, + { + "left": "issue:2041", + "right": "issue:3454", + "accept": false, + "reason": "Both are Dreambooth-related, but one is Windows compatibility and the other is breakage on latest code; different failure modes." + }, + { + "left": "issue:6517", + "right": "issue:9941", + "accept": false, + "reason": "A specific import error for SDXL ControlNet Img2Img does not match a generic Colab runtime failure." + }, + { + "left": "issue:1957", + "right": "issue:6297", + "accept": false, + "reason": "LR scheduler initialization fix is unrelated to Dreambooth SDXL training on photos." + }, + { + "left": "issue:5109", + "right": "issue:8565", + "accept": false, + "reason": "Both are LoRA-loading issues, but they hit different pipelines and different exceptions; not the same concrete code-path bug." + }, + { + "left": "issue:1944", + "right": "issue:579", + "accept": false, + "reason": "Dreambooth producing random outputs is unrelated to a missing config.json in textual inversion." + }, + { + "left": "issue:746", + "right": "issue:954", + "accept": false, + "reason": "ONNX revision loading and login/download access are different kinds of load failures." + }, + { + "left": "issue:9523", + "right": "issue:9927", + "accept": false, + "reason": "Training-script error mapping across SD3/SDXL/Flux is not the same as an HTTP header-too-large failure in SDv3 controlnet training." + }, + { + "left": "issue:2507", + "right": "issue:3908", + "accept": false, + "reason": "Safetensors GPU loading performance is unrelated to caching a model in a Streamlit demo." + }, + { + "left": "issue:2560", + "right": "issue:2722", + "accept": false, + "reason": "Different outputs from generator lists is unrelated to ControlNet model conversion mismatches." + }, + { + "left": "issue:1249", + "right": "issue:1918", + "accept": false, + "reason": "A numpy device attribute error in OnnxPipeline is unrelated to a DDIM scheduler issue." + }, + { + "left": "issue:6222", + "right": "issue:6335", + "accept": false, + "reason": "DDPM batch-size dependence and output-size control in ControlNet Img2Img are distinct issues." + }, + { + "left": "issue:10550", + "right": "issue:10848", + "accept": false, + "reason": "LoRA loading into a quantized base model is unrelated to IP-Adapter meta-loading with an unexpected device argument." + }, + { + "left": "issue:2722", + "right": "issue:5805", + "accept": false, + "reason": "ControlNet conversion mismatch and XLA float/half type mismatch are different bugs." + }, + { + "left": "issue:2244", + "right": "issue:5805", + "accept": false, + "reason": "Dreambooth CPU half-precision normalization failure is unrelated to the SDXL XLA type mismatch." + }, + { + "left": "issue:4427", + "right": "issue:7354", + "accept": false, + "reason": "A broken Multiadapter example is not the same as PNDMScheduler incompatibility with DDPMPipeline." + }, + { + "left": "issue:10526", + "right": "issue:10533", + "accept": false, + "reason": "Both are Flux-related, but one is an FP8 quantization TypeError and the other is black-image output in Flux Fill fp16; different root causes." + }, + { + "left": "issue:5112", + "right": "issue:7851", + "accept": false, + "reason": "A torch.Size float/shape error is unrelated to an out-of-bounds index during concurrent pipeline calls." + }, + { + "left": "issue:9366", + "right": "issue:9731", + "accept": false, + "reason": "Scheduler step/strength failure is unrelated to training a LoRA on Playground2.5." + }, + { + "left": "issue:8469", + "right": "issue:9813", + "accept": false, + "reason": "Both mention IP-Adapter, but one is corrupt faces from a specific model and the other is batch feature mixing in embedding preparation; not the same concrete bug." + }, + { + "left": "issue:1014", + "right": "issue:1261", + "accept": false, + "reason": "A vague upgrade problem is far too broad and does not match the xformers backward-pass assertion." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 358, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:10010", + "issue:10052", + "issue:10120", + "issue:10202", + "issue:10204", + "issue:10490", + "issue:10596", + "issue:1061", + "issue:10638", + "issue:10672", + "issue:10673", + "issue:1076", + "issue:10796", + "issue:1088", + "issue:10895", + "issue:10932", + "issue:10963", + "issue:11047", + "issue:11343", + "issue:11383", + "issue:11939", + "issue:12195", + "issue:12712", + "issue:1805", + "issue:1831", + "issue:2091", + "issue:2444", + "issue:3622", + "issue:3694", + "issue:4361", + "issue:4534", + "issue:4566", + "issue:4728", + "issue:5064", + "issue:5254", + "issue:5951", + "issue:6258", + "issue:6336", + "issue:6602", + "issue:7312", + "issue:7802", + "issue:8950", + "issue:9115", + "issue:9223", + "issue:9309", + "issue:9374", + "issue:9420", + "issue:9637" + ], + "soft_pairs": [ + "issue:2091|issue:5951", + "issue:4566|issue:4728", + "issue:5254|issue:6336", + "issue:3694|issue:5064", + "issue:4361|issue:6602", + "issue:1831|issue:4534", + "issue:10010|issue:9420", + "issue:10052|issue:10596", + "issue:10120|issue:8950", + "issue:10202|issue:9309", + "issue:10204|issue:6258", + "issue:10490|issue:7802", + "issue:1061|issue:3622", + "issue:10638|issue:9115", + "issue:10672|issue:7312", + "issue:10672|issue:9374", + "issue:10673|issue:12712", + "issue:1076|issue:1805", + "issue:10796|issue:11383", + "issue:1088|issue:2444", + "issue:10895|issue:11939", + "issue:10932|issue:9223", + "issue:10932|issue:9637", + "issue:10963|issue:11343", + "issue:11047|issue:12195" + ], + "prepared_review_unit_hash": "f993bbdc9581e411037ff437379ad339442b81c41a0c9f033dc5a4885f2484af", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 33948, + "estimated_input_tokens": 8487, + "estimated_eval_tokens": 17230 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the paired items are mostly unrelated issues and feature requests spanning different models, pipelines, and failure modes.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the items span unrelated bugs and feature requests across different pipelines/models.", + "canonical_pr_reason": null, + "best_issue_reason": "If one must anchor the set, issue 10204 is the most detailed open bug report, but it only covers FluxFill inpainting quality and does not unify the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2091", + "right": "issue:5951", + "accept": false, + "reason": "Resume-from-checkpoint training bug vs a Pixart training topic; different models and failure modes." + }, + { + "left": "issue:4566", + "right": "issue:4728", + "accept": false, + "reason": "Both mention resuming training, but one is SDXL LoRA checkpoint resume and the other is OOM on UNet resume; not the same bug." + }, + { + "left": "issue:5254", + "right": "issue:6336", + "accept": false, + "reason": "Multi-ControlNet feature request vs a TensorRT VAE compilation error; unrelated code paths." + }, + { + "left": "issue:3694", + "right": "issue:5064", + "accept": false, + "reason": "Missing model/config files during fine-tuning vs disk space exhaustion during inference; different problems." + }, + { + "left": "issue:4361", + "right": "issue:6602", + "accept": false, + "reason": "Both involve save/load behavior, but one is a safetensors shared-tensors saving regression and the other is a fuse_lora()/save_pretrained() load error." + }, + { + "left": "issue:1831", + "right": "issue:4534", + "accept": false, + "reason": "Both are dreambooth-related, but one is class-image precision mismatch and the other is an MPS validation crash." + }, + { + "left": "issue:10010", + "right": "issue:9420", + "accept": false, + "reason": "Both are FLUX-related, but one is a missing model_index.json download and the other is loading a saved FLUX+Hyper-SD transformer." + }, + { + "left": "issue:10052", + "right": "issue:10596", + "accept": false, + "reason": "Syntax error on ctx is unrelated to an invalid-shape runtime error in FluxControlPipeline." + }, + { + "left": "issue:10120", + "right": "issue:8950", + "accept": false, + "reason": "Different SD3 training issues: memory consumption in dreambooth vs a LoRA training bug." + }, + { + "left": "issue:10202", + "right": "issue:9309", + "accept": false, + "reason": "FluxControl LoRA unload bug vs a FluxControlNetPipeline run failure on Flux 1 schnell; not the same concrete defect." + }, + { + "left": "issue:10204", + "right": "issue:6258", + "accept": false, + "reason": "Both report quality degradation, but they are different pipelines with different causes and symptoms." + }, + { + "left": "issue:10490", + "right": "issue:7802", + "accept": false, + "reason": "Different scheduler feature requests: Infinity support vs OLSS Scheduler support." + }, + { + "left": "issue:1061", + "right": "issue:3622", + "accept": false, + "reason": "Doc update request for Textual Inversion vs an import error in a tutorial; unrelated." + }, + { + "left": "issue:10638", + "right": "issue:9115", + "accept": false, + "reason": "SDXL scheduler script problem vs AnimateDiff-Lightning/SDXL motion adapter error; different code paths." + }, + { + "left": "issue:10672", + "right": "issue:7312", + "accept": false, + "reason": "Callback-on-step-end support vs direct-reward finetuning support; both are feature requests but not the same change." + }, + { + "left": "issue:10672", + "right": "issue:9374", + "accept": false, + "reason": "General callback support request vs AutoPipeline support for Flux pipelines; distinct API additions." + }, + { + "left": "issue:10673", + "right": "issue:12712", + "accept": false, + "reason": "AuraFlow shape mismatch vs missing FLUX.2-dev-bnb-4bit model; unrelated." + }, + { + "left": "issue:1076", + "right": "issue:1805", + "accept": false, + "reason": "Stable Diffusion v1.5 question vs a request to add a scalable diffusion pipeline; not duplicates." + }, + { + "left": "issue:10796", + "right": "issue:11383", + "accept": false, + "reason": "Docs for HunyuanVideo LoRA vs HiDream LoRA support; different models and requests." + }, + { + "left": "issue:1088", + "right": "issue:2444", + "accept": false, + "reason": "Different dreambooth training scripts and different errors; no shared underlying bug." + }, + { + "left": "issue:10895", + "right": "issue:11939", + "accept": false, + "reason": "General deprecation handling vs updating flux_controlnet training code; too broad to be the same change." + }, + { + "left": "issue:10932", + "right": "issue:9223", + "accept": false, + "reason": "HunyuanVideo compile/recompile issue vs a dependency version conflict; unrelated." + }, + { + "left": "issue:10932", + "right": "issue:9637", + "accept": false, + "reason": "Compilation/recompile-limit problem vs xFormers attention-mask BF16 failure; different stack and fix." + }, + { + "left": "issue:10963", + "right": "issue:11343", + "accept": false, + "reason": "Missing AutoencoderKLWan import vs broader diffusers import failures after a transformers update; not the same root cause." + }, + { + "left": "issue:11047", + "right": "issue:12195", + "accept": false, + "reason": "ControlNet PAG inpaint model support gap vs AutoencoderKL failing on torch.library.custom_op; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 359, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:11047", + "issue:11055", + "issue:1117", + "issue:11220", + "issue:11362", + "issue:11418", + "issue:11547", + "issue:11830", + "issue:11839", + "issue:1197", + "issue:1205", + "issue:1214", + "issue:12308", + "issue:1249", + "issue:1255", + "issue:1290", + "issue:13001", + "issue:1304", + "issue:1310", + "issue:13484", + "issue:1358", + "issue:1363", + "issue:1375", + "issue:1482", + "issue:1486", + "issue:1535", + "issue:1536", + "issue:1810", + "issue:1869", + "issue:2532", + "issue:305", + "issue:3213", + "issue:3300", + "issue:338", + "issue:339", + "issue:3724", + "issue:4071", + "issue:4646", + "issue:4702", + "issue:4969", + "issue:8317", + "issue:8557", + "issue:9188", + "issue:9224", + "issue:9239", + "issue:9438", + "issue:967", + "issue:9958" + ], + "soft_pairs": [ + "issue:11047|issue:9239", + "issue:11055|issue:8557", + "issue:1117|issue:338", + "issue:1117|issue:339", + "issue:11220|issue:9438", + "issue:11362|issue:8317", + "issue:11418|issue:13484", + "issue:11547|issue:9188", + "issue:11830|issue:9224", + "issue:11839|issue:13001", + "issue:1197|issue:1290", + "issue:1197|issue:3724", + "issue:1205|issue:4646", + "issue:1214|issue:967", + "issue:12308|issue:9958", + "issue:1249|issue:1810", + "issue:1255|issue:3300", + "issue:1304|issue:4702", + "issue:1310|issue:1869", + "issue:1358|issue:4071", + "issue:1363|issue:3213", + "issue:1375|issue:305", + "issue:1482|issue:4969", + "issue:1486|issue:2532", + "issue:1535|issue:1536" + ], + "prepared_review_unit_hash": "af5657629091cf9a10b10b069c2f7d72514aaa9821c35ae57590519692830af8", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 33104, + "estimated_input_tokens": 8276, + "estimated_eval_tokens": 16808 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft links mostly reflect superficial keyword overlap (ControlNet, Flux, ONNX, pipelines, tests) rather than the same underlying bug or change. I would not merge any of the soft edges as duplicates.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 1869 is the most discussion-heavy and broadly framed item, but it still does not represent the rest of this mixed cluster well enough to serve as a true canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11047", + "right": "issue:9239", + "accept": false, + "reason": "Both mention ControlNet, but one is about a missing inpaint model in the pipeline and the other about black output with ControlNet-Canny; different bugs." + }, + { + "left": "issue:11055", + "right": "issue:8557", + "accept": false, + "reason": "Unconditional image generation colorization and SD3 training token limits are unrelated failure modes." + }, + { + "left": "issue:1117", + "right": "issue:338", + "accept": false, + "reason": "Multiple negative prompts tests and LMS Discrete tests cover different features." + }, + { + "left": "issue:1117", + "right": "issue:339", + "accept": false, + "reason": "Different scheduler coverage: negative prompts vs Karras VE." + }, + { + "left": "issue:11220", + "right": "issue:9438", + "accept": false, + "reason": "Both are docs issues, but they concern different pages and different broken links/behavior." + }, + { + "left": "issue:11362", + "right": "issue:8317", + "accept": false, + "reason": "Different model APIs: return_dict handling on HiDreamImageTransformer2DModel vs missing generator in AsymmetricAutoencoderKL decode." + }, + { + "left": "issue:11418", + "right": "issue:13484", + "accept": false, + "reason": "Adding a Flux fp8 weight file is not the same as failing LoRA loading on Flux 2 dev." + }, + { + "left": "issue:11547", + "right": "issue:9188", + "accept": false, + "reason": "Different Flux features: controlnet support vs outpainting." + }, + { + "left": "issue:11830", + "right": "issue:9224", + "accept": false, + "reason": "Both involve dtype issues, but one is black output in Framepack with fp16 and the other is MPS incompatibility with hardcoded float64." + }, + { + "left": "issue:11839", + "right": "issue:13001", + "accept": false, + "reason": "Both are GGUF loading problems, but they target different Flux models/pipelines and do not clearly describe the same concrete bug." + }, + { + "left": "issue:1197", + "right": "issue:1290", + "accept": false, + "reason": "Two different community pipeline proposals with no shared code-path issue." + }, + { + "left": "issue:1197", + "right": "issue:3724", + "accept": false, + "reason": "OpenAI diffusion pipeline and watermarking module are unrelated feature ideas." + }, + { + "left": "issue:1205", + "right": "issue:4646", + "accept": false, + "reason": "ONNX conversion is the only overlap; Stable Diffusion conversion and ControlNet conversion are distinct problems." + }, + { + "left": "issue:1214", + "right": "issue:967", + "accept": false, + "reason": "Half-precision CLIPTextModel failure and ONNX scheduler incompatibility are different bugs." + }, + { + "left": "issue:12308", + "right": "issue:9958", + "accept": false, + "reason": "Flash-attn support on non-Hopper GPUs and AutoencoderKLTemporalDecoder tiling are unrelated." + }, + { + "left": "issue:1249", + "right": "issue:1810", + "accept": false, + "reason": "A runtime device attribute error in ONNX pipelines is not the same as NumPy deprecated types." + }, + { + "left": "issue:1255", + "right": "issue:3300", + "accept": false, + "reason": "Importing one scheduler failing is not the same as a broad claim that Diffusers on HuggingFace are broken." + }, + { + "left": "issue:1304", + "right": "issue:4702", + "accept": false, + "reason": "Training text-guided image-to-image diffusion and training a VQ-VAE are different tasks." + }, + { + "left": "issue:1310", + "right": "issue:1869", + "accept": false, + "reason": "Both are community-oriented pipeline ideas, but K-Diffusion + Stable Diffusion and UnCLIP interpolations are distinct changes." + }, + { + "left": "issue:1358", + "right": "issue:4071", + "accept": false, + "reason": "Safetensors support and inpaint-only+lama support are unrelated feature requests." + }, + { + "left": "issue:1363", + "right": "issue:3213", + "accept": false, + "reason": "Both involve lpw_stable_diffusion, but one is an ONNX/LMS scheduler error and the other is a broader pipeline breakage; not clearly the same bug." + }, + { + "left": "issue:1375", + "right": "issue:305", + "accept": false, + "reason": "Both are import errors, but one is explicitly caused by PR #1365 and the other is a separate generic ImportError report." + }, + { + "left": "issue:1482", + "right": "issue:4969", + "accept": false, + "reason": "Stable Diffusion upscale pipeline and CrossAttention import failure are unrelated." + }, + { + "left": "issue:1486", + "right": "issue:2532", + "accept": false, + "reason": "DDIMScheduler prediction_type='sample' and StableDiffusionPanoramaPipeline get_views are different code paths." + }, + { + "left": "issue:1535", + "right": "issue:1536", + "accept": false, + "reason": "Image Variation Pipeline and lpw_stable_diffusion compatibility are separate pipeline issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 360, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:1546", + "issue:1566", + "issue:1594", + "issue:1604", + "issue:1647", + "issue:1692", + "issue:1704", + "issue:1851", + "issue:1876", + "issue:1909", + "issue:1962", + "issue:1969", + "issue:199", + "issue:2068", + "issue:2163", + "issue:2192", + "issue:2225", + "issue:2319", + "issue:2359", + "issue:2371", + "issue:2375", + "issue:2390", + "issue:2416", + "issue:2462", + "issue:2507", + "issue:2616", + "issue:2618", + "issue:2663", + "issue:272", + "issue:2775", + "issue:2800", + "issue:2908", + "issue:3087", + "issue:3162", + "issue:3279", + "issue:3444", + "issue:3674", + "issue:3694", + "issue:3817", + "issue:4400", + "issue:459", + "issue:463", + "issue:543", + "issue:5462", + "issue:5824", + "issue:782", + "issue:834", + "issue:861" + ], + "soft_pairs": [ + "issue:1546|issue:543", + "issue:1566|issue:3279", + "issue:1594|issue:3444", + "issue:1594|issue:3817", + "issue:1604|issue:782", + "issue:1647|issue:1704", + "issue:1692|issue:2616", + "issue:1704|issue:199", + "issue:1851|issue:2371", + "issue:1876|issue:861", + "issue:1909|issue:3162", + "issue:1962|issue:2800", + "issue:1969|issue:2775", + "issue:2068|issue:834", + "issue:2163|issue:2908", + "issue:2192|issue:3674", + "issue:2225|issue:463", + "issue:2319|issue:5824", + "issue:2359|issue:5462", + "issue:2375|issue:3694", + "issue:2390|issue:3087", + "issue:2416|issue:2618", + "issue:2462|issue:459", + "issue:2507|issue:2663", + "issue:272|issue:4400" + ], + "prepared_review_unit_hash": "f2f8a460df9e31f4f088173277a42717fee1ff0ff104aea6c5f641202eaec58a", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 33651, + "estimated_input_tokens": 8413, + "estimated_eval_tokens": 17082 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster emerges here: the soft pairs are mostly broad topical matches within Stable Diffusion, Dreambooth, conversion, or training scripts, but they describe different bugs, features, or error modes. All soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1546", + "right": "issue:543", + "accept": false, + "reason": "Different failures: truncation/batched-input error vs DDP stride warning." + }, + { + "left": "issue:1566", + "right": "issue:3279", + "accept": false, + "reason": "Both Dreambooth-related, but one is fp16 checkpoint-save crash and the other is checkpoint-resume errors." + }, + { + "left": "issue:1594", + "right": "issue:3444", + "accept": false, + "reason": "Img2img/video generation request is unrelated to audio-to-image integration." + }, + { + "left": "issue:1594", + "right": "issue:3817", + "accept": false, + "reason": "Different feature requests: video img2img vs dance-generation editing." + }, + { + "left": "issue:1604", + "right": "issue:782", + "accept": false, + "reason": "Different bugs: lpw_stable_diffusion breakage after diffusers upgrade vs model download/auth-token regression." + }, + { + "left": "issue:1647", + "right": "issue:1704", + "accept": false, + "reason": "Unrelated questions; one about color-correction weights, the other about attention blocks." + }, + { + "left": "issue:1692", + "right": "issue:2616", + "accept": false, + "reason": "Different runtime errors in different scripts: pickle/lambda vs NoneType replace on save_attn_procs." + }, + { + "left": "issue:1704", + "right": "issue:199", + "accept": false, + "reason": "A general attention question is not the same as deleting dead code." + }, + { + "left": "issue:1851", + "right": "issue:2371", + "accept": false, + "reason": "Performance regression on multi-GPU vs missing Dreambooth outputs are different problems." + }, + { + "left": "issue:1876", + "right": "issue:861", + "accept": false, + "reason": "Both involve conversion, but one is missing state_dict while the other is a generic ckpt-to-diffusers conversion failure." + }, + { + "left": "issue:1909", + "right": "issue:3162", + "accept": false, + "reason": "Scheduler generator API mismatch is unrelated to missing learned_classifier_free_sampling_embeddings." + }, + { + "left": "issue:1962", + "right": "issue:2800", + "accept": false, + "reason": "Video generation request and DiffEdit semantic editing are different features." + }, + { + "left": "issue:1969", + "right": "issue:2775", + "accept": false, + "reason": "Distinct runtime errors: tensor view/stride issue vs torch._dynamo on non-function object." + }, + { + "left": "issue:2068", + "right": "issue:834", + "accept": false, + "reason": "Model dtype conversion bug is unrelated to CPU under-utilization." + }, + { + "left": "issue:2163", + "right": "issue:2908", + "accept": false, + "reason": "Different example scripts and failures: text-to-image dtype mismatch vs controlnet shape/mixed-precision errors." + }, + { + "left": "issue:2192", + "right": "issue:3674", + "accept": false, + "reason": "Missing CLI arguments and metadata.jsonl parsing are separate issues." + }, + { + "left": "issue:2225", + "right": "issue:463", + "accept": false, + "reason": "Safety-checker usage question is unrelated to super-resolution diffusion support." + }, + { + "left": "issue:2319", + "right": "issue:5824", + "accept": false, + "reason": "Different methods and bugs: typo in original-ckpt loader vs SDXL add_time_ids default mismatch." + }, + { + "left": "issue:2359", + "right": "issue:5462", + "accept": false, + "reason": "Both mention img2img/latent output, but they target different pipelines and change requests." + }, + { + "left": "issue:2375", + "right": "issue:3694", + "accept": false, + "reason": "Safe_open import error is unrelated to missing model_index/config during training." + }, + { + "left": "issue:2390", + "right": "issue:3087", + "accept": false, + "reason": "Separate feature requests for different model types: T2I-Adapter vs LyCORIS." + }, + { + "left": "issue:2416", + "right": "issue:2618", + "accept": false, + "reason": "Performance slowdown with xformers is unrelated to ControlNet float-tensor image input support." + }, + { + "left": "issue:2462", + "right": "issue:459", + "accept": false, + "reason": "IterableDataset support for finetuning is unrelated to incremental diffusion." + }, + { + "left": "issue:2507", + "right": "issue:2663", + "accept": false, + "reason": "GPU loading slowdown is not the same as model load failure when safetensors are present." + }, + { + "left": "issue:272", + "right": "issue:4400", + "accept": false, + "reason": "K-LMS inpainting support is unrelated to text_encoder support in Dreambooth LoRA." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 361, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:2755", + "issue:2763", + "issue:2785", + "issue:2800", + "issue:2871", + "issue:2883", + "issue:2907", + "issue:3029", + "issue:3085", + "issue:3116", + "issue:3139", + "issue:3142", + "issue:3182", + "issue:3223", + "issue:3251", + "issue:3283", + "issue:3366", + "issue:3403", + "issue:3406", + "issue:3411", + "issue:3444", + "issue:3461", + "issue:3481", + "issue:3551", + "issue:3566", + "issue:3574", + "issue:3580", + "issue:3624", + "issue:3774", + "issue:3817", + "issue:4071", + "issue:4103", + "issue:4450", + "issue:4476", + "issue:4949", + "issue:5002", + "issue:5075", + "issue:5112", + "issue:5128", + "issue:557", + "issue:5592", + "issue:5989", + "issue:6218", + "issue:6560", + "issue:6732", + "issue:7183", + "issue:938" + ], + "soft_pairs": [ + "issue:2755|issue:5989", + "issue:2763|issue:5112", + "issue:2785|issue:4071", + "issue:2800|issue:938", + "issue:2871|issue:6732", + "issue:2883|issue:4949", + "issue:2907|issue:5592", + "issue:3029|issue:4476", + "issue:3085|issue:5002", + "issue:3116|issue:3481", + "issue:3139|issue:3283", + "issue:3142|issue:3223", + "issue:3182|issue:6218", + "issue:3251|issue:6732", + "issue:3366|issue:3574", + "issue:3403|issue:5128", + "issue:3406|issue:4103", + "issue:3411|issue:4450", + "issue:3444|issue:3817", + "issue:3461|issue:6560", + "issue:3551|issue:3774", + "issue:3566|issue:557", + "issue:3580|issue:5075", + "issue:3624|issue:7183" + ], + "prepared_review_unit_hash": "7b64416cdfdb3c7beff3bc4ba1e1da742fd2c7aee9f82e54f2571da4788076ee", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 32950, + "estimated_input_tokens": 8238, + "estimated_eval_tokens": 16732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of mostly unrelated diffusers issues spanning Stable Diffusion loading, ControlNet, schedulers, LoRA, offload, and assorted feature requests. I do not see any true duplicate pair among the soft candidates.", + "confidence": 0.94, + "canonical_issue_reason": "issue:2755 is the most concrete, narrowly scoped bug report in the set, but the cluster is too heterogeneous for a strong canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:2755 is a good representative only in the sense that it is a clear, actionable code-path bug; it is not a good cluster-wide duplicate anchor because the rest of the items are unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2755", + "right": "issue:5989", + "accept": false, + "reason": "Different bugs: StableDiffusion ckpt float16 loading vs a generic safetensors.torch bug." + }, + { + "left": "issue:2763", + "right": "issue:5112", + "accept": false, + "reason": "Both mention memory/model behavior, but one is ControlNet VRAM with cudnn.benchmark and the other is an SDXL ControlNet img2img float-size error." + }, + { + "left": "issue:2785", + "right": "issue:4071", + "accept": false, + "reason": "M1/M2 text-to-video support request is unrelated to inpaint-only+lama support." + }, + { + "left": "issue:2800", + "right": "issue:938", + "accept": false, + "reason": "DiffEdit semantic image editing is unrelated to human motion diffusion." + }, + { + "left": "issue:2871", + "right": "issue:6732", + "accept": false, + "reason": "Inpainting latent output handling is unrelated to scheduler documentation." + }, + { + "left": "issue:2883", + "right": "issue:4949", + "accept": false, + "reason": "Image-to-video pipeline and ProPainter video in/outpainting are different features." + }, + { + "left": "issue:2907", + "right": "issue:5592", + "accept": false, + "reason": "CPU offload called twice causing pipeline failures is unrelated to UniDiffuser checkpoint loading." + }, + { + "left": "issue:3029", + "right": "issue:4476", + "accept": false, + "reason": "ControlNet custom resolution question is unrelated to SDXL+ControlNet fill50k output mismatch." + }, + { + "left": "issue:3085", + "right": "issue:5002", + "accept": false, + "reason": "Cache-folder argument removal and missing scheduler argument are different API breakages." + }, + { + "left": "issue:3116", + "right": "issue:3481", + "accept": false, + "reason": "KDPM2DiscreteScheduler latent-noise bug in img2img is unrelated to DDIM step-dependent image differences." + }, + { + "left": "issue:3139", + "right": "issue:3283", + "accept": false, + "reason": "Using safetensors for image generation and converting LoRA safetensors to .bin are not the same issue." + }, + { + "left": "issue:3142", + "right": "issue:3223", + "accept": false, + "reason": "Safety checker placement is unrelated to RAM not being cleared after moving pipeline to cuda." + }, + { + "left": "issue:3182", + "right": "issue:6218", + "accept": false, + "reason": "Both involve pipeline behavior, but one is custom_pipeline CPU offload and the other is batched seeds in ControlNet/Img2Img." + }, + { + "left": "issue:3251", + "right": "issue:6732", + "accept": false, + "reason": "ControlNet Shuffle CFG-side behavior is unrelated to scheduler docs." + }, + { + "left": "issue:3366", + "right": "issue:3574", + "accept": false, + "reason": "LoRALinearLayer autocast regression and from_ckpt Windows problems are different bugs." + }, + { + "left": "issue:3403", + "right": "issue:5128", + "accept": false, + "reason": "Pipeline loading with TorchDynamo is not the same as failing to load a local .safetensors via XLPipeline.from_single_file." + }, + { + "left": "issue:3406", + "right": "issue:4103", + "accept": false, + "reason": "Attention only_cross_attention bug is unrelated to AutoencoderKL scaling_factor handling." + }, + { + "left": "issue:3411", + "right": "issue:4450", + "accept": false, + "reason": "Training test coverage for DreamBooth LoRA is unrelated to multi-text inversion not working." + }, + { + "left": "issue:3444", + "right": "issue:3817", + "accept": false, + "reason": "ImageBind + StableUnCLIP audio2image integration and editable dance generation from music are different feature requests." + }, + { + "left": "issue:3461", + "right": "issue:6560", + "accept": false, + "reason": "Dreambooth performance/vRAM complaint is unrelated to LoRA shape-size regression." + }, + { + "left": "issue:3551", + "right": "issue:3774", + "accept": false, + "reason": "LoRA deactivating xFormers and zero3 GPU-memory savings are separate training/runtime issues." + }, + { + "left": "issue:3566", + "right": "issue:557", + "accept": false, + "reason": "controlnet_reference unexpected results do not match generic DDIM quality complaints." + }, + { + "left": "issue:3580", + "right": "issue:5075", + "accept": false, + "reason": "XFormers TypeError and SDXL refiner prompt-embedding matmul shape mismatch are different failure modes." + }, + { + "left": "issue:3624", + "right": "issue:7183", + "accept": false, + "reason": "getattr TypeError is unrelated to scheduler _class_name reporting the wrong class." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 362, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:3658", + "issue:3677", + "issue:3688", + "issue:3693", + "issue:3750", + "issue:3788", + "issue:3809", + "issue:3816", + "issue:3946", + "issue:3967", + "issue:3986", + "issue:4001", + "issue:4043", + "issue:4069", + "issue:4071", + "issue:4171", + "issue:4194", + "issue:4222", + "issue:4241", + "issue:4349", + "issue:4353", + "issue:4354", + "issue:4363", + "issue:4436", + "issue:4445", + "issue:4453", + "issue:4456", + "issue:4468", + "issue:5079", + "issue:5215", + "issue:5281", + "issue:5320", + "issue:5403", + "issue:5408", + "issue:5410", + "issue:5476", + "issue:5956", + "issue:6529", + "issue:6685", + "issue:7061", + "issue:7392", + "issue:7418", + "issue:7454", + "issue:7509", + "issue:8320", + "issue:8440", + "issue:8637" + ], + "soft_pairs": [ + "issue:3658|issue:5403", + "issue:3677|issue:3688", + "issue:3677|issue:5476", + "issue:3693|issue:7061", + "issue:3750|issue:5408", + "issue:3788|issue:7509", + "issue:3809|issue:7418", + "issue:3816|issue:4456", + "issue:3946|issue:8637", + "issue:3967|issue:8320", + "issue:3986|issue:5079", + "issue:4001|issue:5320", + "issue:4043|issue:5281", + "issue:4069|issue:4354", + "issue:4071|issue:6529", + "issue:4171|issue:4436", + "issue:4194|issue:8440", + "issue:4222|issue:7392", + "issue:4241|issue:7392", + "issue:4349|issue:5215", + "issue:4353|issue:5410", + "issue:4354|issue:6685", + "issue:4363|issue:4453", + "issue:4445|issue:7454", + "issue:4468|issue:5956" + ], + "prepared_review_unit_hash": "65dbcc0d4aab70490b08f526d38821671a87d7035bd39cddd10cf0cb5c9b6e1b", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 33201, + "estimated_input_tokens": 8301, + "estimated_eval_tokens": 16858 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated issues about LoRA, SDXL, pipelines, docs, training scripts, and import/runtime errors. None of the soft pairs appear to be the same underlying bug or change, so there is no good duplicate canonical here.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3658", + "right": "issue:5403", + "accept": false, + "reason": "Different problems: DreamBooth upsampler noise-latent bug vs T2I adapter training script bug." + }, + { + "left": "issue:3677", + "right": "issue:3688", + "accept": false, + "reason": "General Kandinsky feature request vs a specific LoRA/SPDA optimization issue." + }, + { + "left": "issue:3677", + "right": "issue:5476", + "accept": false, + "reason": "Kandinsky support request is unrelated to xformers-based DreamBooth weight loading." + }, + { + "left": "issue:3693", + "right": "issue:7061", + "accept": false, + "reason": "Different doc issues: Kandinsky pipeline docstrings vs imagic community pipeline inference docstring." + }, + { + "left": "issue:3750", + "right": "issue:5408", + "accept": false, + "reason": "KDiffusion LoRA loading support vs a bad-inference report for kohya-style LoRA." + }, + { + "left": "issue:3788", + "right": "issue:7509", + "accept": false, + "reason": "UniControl new-pipeline request is unrelated to ReNoise inversion pipeline work." + }, + { + "left": "issue:3809", + "right": "issue:7418", + "accept": false, + "reason": "DDP stride-mismatch warning vs a bug in a specific community upscale LDM3D script." + }, + { + "left": "issue:3816", + "right": "issue:4456", + "accept": false, + "reason": "Transformers CLIPImageProcessor import error is unrelated to a ModuleList indexing error in LoRA loading." + }, + { + "left": "issue:3946", + "right": "issue:8637", + "accept": false, + "reason": "`from_ckpt` naming complaint vs PixArtSigmaPipeline import failure; different API issues." + }, + { + "left": "issue:3967", + "right": "issue:8320", + "accept": false, + "reason": "SDXL branch-deletion breakage vs `from_single_file` AutoencoderKL `__name__` attribute error." + }, + { + "left": "issue:3986", + "right": "issue:5079", + "accept": false, + "reason": "ShapE mesh-output feature request vs LyCORIS loading support." + }, + { + "left": "issue:4001", + "right": "issue:5320", + "accept": false, + "reason": "README demo link/docs request vs PEFT `fuse_lora` adapter_name API change." + }, + { + "left": "issue:4043", + "right": "issue:5281", + "accept": false, + "reason": "SDXL pooled-embed requirement vs multi-pipeline CPU offload device mismatch." + }, + { + "left": "issue:4069", + "right": "issue:4354", + "accept": false, + "reason": "Textual inversion unload behavior is unrelated to SDXL inpaint type returned by from_single_file." + }, + { + "left": "issue:4071", + "right": "issue:6529", + "accept": false, + "reason": "Inpaint-only+lama support request vs SDXL Fooocus Inpaint feature request." + }, + { + "left": "issue:4171", + "right": "issue:4436", + "accept": false, + "reason": "Docs home-page rendering bug vs CIVITAI safetensors/VAE conversion issue." + }, + { + "left": "issue:4194", + "right": "issue:8440", + "accept": false, + "reason": "Single-file VAE loading issue is not the same as FromOriginalModelMixin subclass ValueError." + }, + { + "left": "issue:4222", + "right": "issue:7392", + "accept": false, + "reason": "Low-resolution LDM training advice vs SDXL multi-aspect-ratio training question." + }, + { + "left": "issue:4241", + "right": "issue:7392", + "accept": false, + "reason": "LoRA fine-tuning support question vs SDXL multi-aspect-ratio training question; only loosely related training topics." + }, + { + "left": "issue:4349", + "right": "issue:5215", + "accept": false, + "reason": "UpscalePipeline missing text_encoder despite prompt_embeds vs dark-image brightness shift in upscale pipeline." + }, + { + "left": "issue:4353", + "right": "issue:5410", + "accept": false, + "reason": "Generic SDXL quality complaint vs blurry latent-upscale behavior; not the same concrete bug." + }, + { + "left": "issue:4354", + "right": "issue:6685", + "accept": false, + "reason": "from_single_file pipeline-type issue vs advanced DreamBooth absolute output_dir path handling." + }, + { + "left": "issue:4363", + "right": "issue:4453", + "accept": false, + "reason": "How to load an SDXL base file vs converting SDXL LoRA to AUTO1111 safetensors; different tasks." + }, + { + "left": "issue:4445", + "right": "issue:7454", + "accept": false, + "reason": "How to finetune a LoRA model vs generic LoRA support request; too broad and not a duplicate." + }, + { + "left": "issue:4468", + "right": "issue:5956", + "accept": false, + "reason": "Multi-GPU sample performance discrepancy vs SD-XL U-Net fine-tuning degradation; different symptoms and likely causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 363, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:4504", + "issue:4593", + "issue:4634", + "issue:4638", + "issue:4641", + "issue:4667", + "issue:4672", + "issue:4675", + "issue:4681", + "issue:4708", + "issue:4724", + "issue:4764", + "issue:4877", + "issue:5022", + "issue:5061", + "issue:5081", + "issue:5084", + "issue:5128", + "issue:5138", + "issue:525", + "issue:5328", + "issue:5374", + "issue:5429", + "issue:5760", + "issue:5777", + "issue:5783", + "issue:5791", + "issue:5805", + "issue:5905", + "issue:5925", + "issue:5947", + "issue:5972", + "issue:6079", + "issue:6388", + "issue:6412", + "issue:6496", + "issue:6791", + "issue:7177", + "issue:7405", + "issue:770", + "issue:8537", + "issue:8742", + "issue:8771", + "issue:8803", + "issue:8831", + "issue:9101", + "issue:9511" + ], + "soft_pairs": [ + "issue:4504|issue:5328", + "issue:4593|issue:8831", + "issue:4634|issue:4638", + "issue:4641|issue:5328", + "issue:4667|issue:8537", + "issue:4672|issue:9101", + "issue:4675|issue:6412", + "issue:4681|issue:4877", + "issue:4708|issue:5061", + "issue:4724|issue:5081", + "issue:4764|issue:6791", + "issue:5022|issue:8771", + "issue:5084|issue:8742", + "issue:5128|issue:5777", + "issue:5138|issue:6388", + "issue:525|issue:770", + "issue:5374|issue:7177", + "issue:5429|issue:6496", + "issue:5760|issue:7405", + "issue:5783|issue:8803", + "issue:5791|issue:5972", + "issue:5805|issue:6079", + "issue:5905|issue:5947", + "issue:5925|issue:9511" + ], + "prepared_review_unit_hash": "f8e4aa4c75a8ae3f74281b2aa5f75058c6a1b4dbe1d0213a8fef1396b535aed6", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 32782, + "estimated_input_tokens": 8196, + "estimated_eval_tokens": 16648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated; the only commonality is superficial overlap around LoRA/SDXL/training terminology. None of the soft pairs look like true duplicates or the same concrete change.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue fits the whole set: the items span distinct bugs, feature requests, and model-specific failures. If forced to pick a representative, the closest broad theme is LoRA loading, but that still only covers a subset.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue for the full set. The closest representative is issue:4641 for LoRA loading, but it is not a valid canonical for the entire heterogeneous batch.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4504", + "right": "issue:5328", + "accept": false, + "reason": "Both mention LoRA failures, but one is a specific safetensor state_dict error and the other is a broad Civitai regression report; not the same bug." + }, + { + "left": "issue:4593", + "right": "issue:8831", + "accept": false, + "reason": "Different problems: rank/shape mismatch when loading Automatic1111 LoRAs vs unsupported-layer continuation work." + }, + { + "left": "issue:4634", + "right": "issue:4638", + "accept": false, + "reason": "Custom Diffusion safe serialization and SDXL textual inversion loading are different code paths and failures." + }, + { + "left": "issue:4641", + "right": "issue:5328", + "accept": false, + "reason": "Both involve LoRA loading, but 4641 is local-file LoRA weights and 5328 reports all Civitai LoRAs failing; too broad and not clearly the same defect." + }, + { + "left": "issue:4667", + "right": "issue:8537", + "accept": false, + "reason": "Both use from_single_file, but one is a generic pipeline regression and the other is an SD3 float8 attribute error." + }, + { + "left": "issue:4672", + "right": "issue:9101", + "accept": false, + "reason": "Training VRAM reduction for SDXL LoRA is unrelated to an InstructPix2Pix training script request for SD3." + }, + { + "left": "issue:4675", + "right": "issue:6412", + "accept": false, + "reason": "ControlNet reference-only feature request is unrelated to annotators-to-ONNX." + }, + { + "left": "issue:4681", + "right": "issue:4877", + "accept": false, + "reason": "Transformer positional embeddings and LoRA noise_init_strength are unrelated changes." + }, + { + "left": "issue:4708", + "right": "issue:5061", + "accept": false, + "reason": "Import error in diffusers.utils is unrelated to a convert_original_stable_diffusion_to_diffusers argument error." + }, + { + "left": "issue:4724", + "right": "issue:5081", + "accept": false, + "reason": "Both are SDXL issues, but one is an Img2Img pipeline behavior bug and the other is an LPW tensor shape mismatch." + }, + { + "left": "issue:4764", + "right": "issue:6791", + "accept": false, + "reason": "LoRA loading from an OFT source is unrelated to the SDXL training script failing to run." + }, + { + "left": "issue:5022", + "right": "issue:8771", + "accept": false, + "reason": "An import-time tokenizer name error is not the same as removing LoRAAttnProcessor and breaking downstream dependencies." + }, + { + "left": "issue:5084", + "right": "issue:8742", + "accept": false, + "reason": "Flax SDXL import failure is unrelated to LoRAAttnProcessor2_0 removal." + }, + { + "left": "issue:5128", + "right": "issue:5777", + "accept": false, + "reason": "from_single_file loading for XLPipeline and a PixArt dreambooth training error are different issues." + }, + { + "left": "issue:5138", + "right": "issue:6388", + "accept": false, + "reason": "compute_snr refactor request and gradient-checkpointing being ignored are unrelated training topics." + }, + { + "left": "issue:525", + "right": "issue:770", + "accept": false, + "reason": "Local-disk image loading in a notebook and Colab training startup failure are not the same bug." + }, + { + "left": "issue:5374", + "right": "issue:7177", + "accept": false, + "reason": "Unexpected checkpoint_path argument error is unrelated to StableCascadeDecoderPipeline.from_pretrained failing." + }, + { + "left": "issue:5429", + "right": "issue:6496", + "accept": false, + "reason": "Both touch Dreambooth-related examples, but one is a VAE support feature request and the other is a multi-person example request." + }, + { + "left": "issue:5760", + "right": "issue:7405", + "accept": false, + "reason": "Video-to-audio synthesis work and DynamiCrafter video diffusion are distinct new-model requests." + }, + { + "left": "issue:5783", + "right": "issue:8803", + "accept": false, + "reason": "EMA not working in an SDXL training script is unrelated to a duplicate hidden_states assignment bug." + }, + { + "left": "issue:5791", + "right": "issue:5972", + "accept": false, + "reason": "Dreambooth hyperparameter interaction bug and a training-docs Min-SNR weighting issue are not the same change." + }, + { + "left": "issue:5805", + "right": "issue:6079", + "accept": false, + "reason": "Both are dtype mismatch errors, but they occur in different contexts and do not clearly share the same root cause." + }, + { + "left": "issue:5905", + "right": "issue:5947", + "accept": false, + "reason": "Diffusion-GAN model request and Diffusion-DPO policy discussion are unrelated." + }, + { + "left": "issue:5925", + "right": "issue:9511", + "accept": false, + "reason": "ZipLora multi-LoRA inference and multi-controlnet batching are different feature areas." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 102, + "review_unit_index": 364, + "review_unit_count": 364, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-50-3014", + "nodes": [ + "issue:5977", + "issue:5980", + "issue:6091", + "issue:6092", + "issue:6093", + "issue:6203", + "issue:6240", + "issue:6256", + "issue:6313", + "issue:6388", + "issue:6457", + "issue:6753", + "issue:7112", + "issue:7220", + "issue:7438", + "issue:7440", + "issue:7469", + "issue:7798", + "issue:7836", + "issue:7841", + "issue:7871", + "issue:7962", + "issue:8320", + "issue:8485", + "issue:8500", + "issue:8504", + "issue:8534", + "issue:8540", + "issue:8543", + "issue:8546", + "issue:8645", + "issue:8649", + "issue:8731", + "issue:9032", + "issue:9039", + "issue:9069", + "issue:9220", + "issue:9448", + "issue:9477", + "issue:9674", + "issue:9873", + "issue:9974" + ], + "soft_pairs": [ + "issue:5977|issue:6093", + "issue:5980|issue:6093", + "issue:6091|issue:6753", + "issue:6092|issue:9674", + "issue:6203|issue:6388", + "issue:6240|issue:7871", + "issue:6256|issue:7962", + "issue:6313|issue:9873", + "issue:6457|issue:8543", + "issue:7112|issue:7440", + "issue:7220|issue:9448", + "issue:7438|issue:8645", + "issue:7469|issue:9220", + "issue:7798|issue:7836", + "issue:7841|issue:8731", + "issue:8320|issue:9477", + "issue:8485|issue:8540", + "issue:8500|issue:8534", + "issue:8504|issue:8540", + "issue:8546|issue:8649", + "issue:9032|issue:9039", + "issue:9069|issue:9974" + ], + "prepared_review_unit_hash": "4d8190fb89cbca0295ac88ca8ccadc6848c8e94500eb625e0b8989f2dcea514c", + "component_budget": { + "node_count": 3014, + "item_count": 3014, + "soft_pair_count": 8928, + "serialized_chars": 4764584, + "estimated_input_tokens": 1191146, + "estimated_eval_tokens": 2382548 + }, + "budget": { + "node_count": 42, + "item_count": 42, + "soft_pair_count": 22, + "serialized_chars": 29249, + "estimated_input_tokens": 7313, + "estimated_eval_tokens": 14882 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a loose theme cluster around diffusion/pipeline/training topics, but the soft pairs are mostly unrelated or only share a broad subsystem name. I found no true duplicate pair to merge.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a clear duplicate target; the set spans unrelated bugs, feature requests, and model-specific training questions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:8540 is the broadest open SD3 training follow-up in the set, but it still does not subsume the other issues as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5977", + "right": "issue:6093", + "accept": false, + "reason": "Different LoRA save-file keys vs push_to_hub repo-creation behavior; unrelated bugs." + }, + { + "left": "issue:5980", + "right": "issue:6093", + "accept": false, + "reason": "ControlNet checkpoint format question vs SDXL LoRA hub-push issue; different topics." + }, + { + "left": "issue:6091", + "right": "issue:6753", + "accept": false, + "reason": "Consistency decoder memory with size argument vs VAE configuration problem; not the same code path." + }, + { + "left": "issue:6092", + "right": "issue:9674", + "accept": false, + "reason": "LoRA example not training vs SD3 controlnet poor results; different failure modes and models." + }, + { + "left": "issue:6203", + "right": "issue:6388", + "accept": false, + "reason": "SDXL ControlNet image-size conditioning question vs gradient checkpointing being ignored in SDXL-LoRA; unrelated." + }, + { + "left": "issue:6240", + "right": "issue:7871", + "accept": false, + "reason": "AutoPipeline device_map error vs blockwise scales error in a specific SDXL LoRA example; different bugs." + }, + { + "left": "issue:6256", + "right": "issue:7962", + "accept": false, + "reason": "Both are pipeline feature requests, but for different APIs and call signatures; not the same change." + }, + { + "left": "issue:6313", + "right": "issue:9873", + "accept": false, + "reason": "Null-Text Inversion pipeline implementation vs OmniGen pipeline addition; different pipelines and scope." + }, + { + "left": "issue:6457", + "right": "issue:8543", + "accept": false, + "reason": "Multi-GPU gradient accumulation for SDXL-LoRA vs SD3 dreambooth gradient checkpointing failure; distinct training issues." + }, + { + "left": "issue:7112", + "right": "issue:7440", + "accept": false, + "reason": "IP-Adapter image embed dimension issue vs dataset availability problem; unrelated." + }, + { + "left": "issue:7220", + "right": "issue:9448", + "accept": false, + "reason": "Both involve IP-Adapter in inpaint pipelines, but the reported errors are different and likely from different code paths." + }, + { + "left": "issue:7438", + "right": "issue:8645", + "accept": false, + "reason": "XPU generation stall vs missing create_diffusers_controlnet_model_from_ldm helper; unrelated." + }, + { + "left": "issue:7469", + "right": "issue:9220", + "accept": false, + "reason": "AutoPipeline parameter naming issue vs PAG pipeline undefined variable; different pipelines and bugs." + }, + { + "left": "issue:7798", + "right": "issue:7836", + "accept": false, + "reason": "PixArtAlpha pipeline bug vs CLIP training overfitting example; no overlap." + }, + { + "left": "issue:7841", + "right": "issue:8731", + "accept": false, + "reason": "Red-dot rendering artifact vs batched generation slowness; different symptoms." + }, + { + "left": "issue:8320", + "right": "issue:9477", + "accept": false, + "reason": "from_single_file AutoencoderKL __name__ error vs GatheredParameters callable error; unrelated." + }, + { + "left": "issue:8485", + "right": "issue:8540", + "accept": false, + "reason": "SD3 LoRA support request vs SD3 dreambooth caching/representation optimization; related theme, but not the same fix." + }, + { + "left": "issue:8500", + "right": "issue:8534", + "accept": false, + "reason": "SD3 token-limit question vs wrong logit-normal weighting in SD3 dreambooth; different problems." + }, + { + "left": "issue:8504", + "right": "issue:8540", + "accept": false, + "reason": "Choosing SD3 text encoders vs caching SD3 embeddings/VAE outputs; separate training features." + }, + { + "left": "issue:8546", + "right": "issue:8649", + "accept": false, + "reason": "Missing from-single-file support vs num_images_per_prompt regression; unrelated SD3 issues." + }, + { + "left": "issue:9032", + "right": "issue:9039", + "accept": false, + "reason": "FlaxStableDiffusionPipeline TPU/MWE setup vs Flax LoRA loading; different user needs and code paths." + }, + { + "left": "issue:9069", + "right": "issue:9974", + "accept": false, + "reason": "Numpy type error vs SD3 ControlNet parameter expectations; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10327-2", + "nodes": [ + "issue:10327", + "issue:10328" + ], + "soft_pairs": [ + "issue:10327|issue:10328" + ], + "prepared_review_unit_hash": "6f7f962f8abfd105de32b66fa98c7266889f3dbbf8c24e06621cc1e75d90faaf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1577, + "estimated_input_tokens": 395, + "estimated_eval_tokens": 1046 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1577, + "estimated_input_tokens": 395, + "estimated_eval_tokens": 1046 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are closely related but not duplicates: one is a broad request to propagate applicable quantization settings during model loading, while the other is a specific request to support `optimum.quanto` as a load-time backend.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 10327 is the broader umbrella: it describes the general load-time `quantization_config` application problem and can subsume backend-specific support requests like `optimum.quanto`.", + "canonical_pr_reason": null, + "best_issue_reason": "10327 is the better representative issue because it captures the underlying mechanism rather than one particular quantization backend.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10327", + "right": "issue:10328", + "accept": false, + "reason": "Related scope, but not the same underlying request: 10327 is a general model-loading quantization propagation issue, while 10328 is specifically about adding `optimum.quanto` support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10375-2", + "nodes": [ + "issue:10375", + "issue:10433" + ], + "soft_pairs": [ + "issue:10375|issue:10433" + ], + "prepared_review_unit_hash": "95e8965e25668b8e7a1aa854f1354d44fd4981e7567122569c0056c436d41b2b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1528, + "estimated_input_tokens": 382, + "estimated_eval_tokens": 1020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1528, + "estimated_input_tokens": 382, + "estimated_eval_tokens": 1020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are closed documentation-link issues, but the evidence only shows broad topical overlap, not the same specific broken links or doc section. Treat them as related but not duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 10433 is the more specific report (\u201cBroken Links in a Section of Documentation\u201d) and likely represents the better canonical discussion target for this doc-links cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "10433 has the clearer scope and more detailed body, so it is the best issue to anchor the cluster if these are grouped together.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10375", + "right": "issue:10433", + "accept": false, + "reason": "Both are about broken documentation links, but neither identifies the same exact pages or failure mode; the overlap is too broad to treat as the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-6309-3", + "nodes": [ + "issue:10414", + "issue:6309", + "issue:9120" + ], + "soft_pairs": [ + "issue:6309|issue:9120", + "issue:10414|issue:9120" + ], + "prepared_review_unit_hash": "488a2127cc3d37ea80d1ac3273f6be5fe048180d20e385e839bc71614bbf3b0e", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2422, + "estimated_input_tokens": 606, + "estimated_eval_tokens": 1468 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2422, + "estimated_input_tokens": 606, + "estimated_eval_tokens": 1468 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate translation requests for different target languages, not duplicates of the same issue. They share a template and topic, but each one is a distinct language-specific task.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: each ticket targets a different language (Chinese, Japanese, Arabic), so they represent separate work items rather than the same bug/change.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 6309 is the best representative only in the sense that it is the most active/open translation request, but it is not a valid canonical for the others because the language target differs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:6309", + "right": "issue:9120", + "accept": false, + "reason": "Different target languages (Japanese vs Arabic); these are separate translation requests, not the same underlying issue." + }, + { + "left": "issue:10414", + "right": "issue:9120", + "accept": false, + "reason": "Different target languages (Chinese vs Arabic); same template, but distinct work items." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-9900-2", + "nodes": [ + "issue:10457", + "issue:9900" + ], + "soft_pairs": [ + "issue:10457|issue:9900" + ], + "prepared_review_unit_hash": "b1b9cb4ed84b8af2dfa62f237ed31a8be24817d8d43131a1acec8e21ac73095c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1471, + "estimated_input_tokens": 368, + "estimated_eval_tokens": 992 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1471, + "estimated_input_tokens": 368, + "estimated_eval_tokens": 992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are both vague bug reports, but they appear to concern different areas: one is specifically about FluxPriorReduxPipeline comments, while the other is a generic repaint bug. I would not cluster them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #10457 is the more specific and informative report, with a concrete subsystem reference in the title.", + "canonical_pr_reason": null, + "best_issue_reason": "#10457 is the best representative issue because it is specific enough to anchor the cluster, whereas #9900 is too generic to serve as a canonical example.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10457", + "right": "issue:9900", + "accept": false, + "reason": "The titles point to different underlying problems and different code areas; the overlap is only generic bug language, not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1046-2", + "nodes": [ + "issue:1046", + "issue:3148" + ], + "soft_pairs": [ + "issue:1046|issue:3148" + ], + "prepared_review_unit_hash": "54e780f9838862f0e09d3f365125be59c4fd476d71448a874b722ded53814b31", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1497, + "estimated_input_tokens": 375, + "estimated_eval_tokens": 1006 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1497, + "estimated_input_tokens": 375, + "estimated_eval_tokens": 1006 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is about loading custom pipelines via from_pretrained, the other about promoting community ControlNet pipelines. They share only a very broad pipeline/theme overlap.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 1046 is the broader, more foundational topic; 3148 is a narrower community-ControlNet follow-up and not the same underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1046", + "right": "issue:3148", + "accept": false, + "reason": "Different requests and code paths: custom pipeline loading/from_pretrained versus surfacing community ControlNet pipelines. The similarity is only at the high-level pipeline concept." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10562-2", + "nodes": [ + "issue:10562", + "issue:10599" + ], + "soft_pairs": [ + "issue:10562|issue:10599" + ], + "prepared_review_unit_hash": "6b78a850502c3f79064d013f8bfe43b3dd551b9065df416cc201a0fda17e74f6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1577, + "estimated_input_tokens": 395, + "estimated_eval_tokens": 1046 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1577, + "estimated_input_tokens": 395, + "estimated_eval_tokens": 1046 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues look closely related at the title level, but the packet only provides soft similarity and no body-level evidence, so they should not be treated as definite duplicates. Issue 10599 is still the better canonical representative because it is more specific.", + "confidence": 0.68, + "canonical_issue_reason": "issue:10599 is the clearer, more specific report: it names the exact error text and the Civitai/popular LoRA context.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10599 is the best representative issue because it is narrower and more actionable, but the available evidence is not strong enough to prove the two issues are the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10562", + "right": "issue:10599", + "accept": false, + "reason": "Only title-level similarity and a moderate soft-similarity score are available, with no body evidence, explicit target, or shared file/target evidence. This is enough to say the reports may be related, but not enough to accept them as the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The representative choice is not sufficiently grounded. The packet only provides title-level similarity and a soft-similarity score (jaccard ~0.45) with no body evidence, so treating these as definite duplicates or the same underlying bug is too strong. The canonical-issue preference for 10599 is fine, but the soft-edge verdict should be conservative (e.g. \"possibly related\" rather than accepted as same bug)." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10621-2", + "nodes": [ + "issue:10621", + "issue:11752" + ], + "soft_pairs": [ + "issue:10621|issue:11752" + ], + "prepared_review_unit_hash": "6c7ea69710dcf176964aa7bb1d416dd2dcef51a4f1be4954e17e65ec59c8e34c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1594, + "estimated_input_tokens": 399, + "estimated_eval_tokens": 1054 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1594, + "estimated_input_tokens": 399, + "estimated_eval_tokens": 1054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "#10621 remains the best canonical issue because it captures the exact TorchaoLoraLinear constructor failure, while #11752 is a broader int8 LoRA-loading report with only title-level overlap.", + "confidence": 0.79, + "canonical_issue_reason": "#10621 is the stronger canonical issue because it names the precise error path (`TorchaoLoraLinear.__init__()` missing `get_apply_tensor_subclass`) and ties it to quantized-model LoRA loading.", + "canonical_pr_reason": null, + "best_issue_reason": "#10621 is the best representative for the cluster since it gives the concrete failure signature; #11752 is too general to serve as the main issue without clearer body-level matching.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10621", + "right": "issue:11752", + "accept": false, + "reason": "Conservative reject: the packet only shows soft similarity and no shared targets/files or body evidence proving the same failure path. The titles suggest related LoRA/int8 loading problems, but that is not enough to treat them as definitively the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical issue choice is grounded in the packet, but the soft-edge verdict is too strong. The packet only shows title-level similarity and a `soft_similarity` edge with `deterministic_accept: false`; it does not establish that #10621 and #11752 are definitively the same bug. Please keep that pair conservative unless the body text clearly matches the same failure path." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-2413-8", + "nodes": [ + "issue:10680", + "issue:11898", + "issue:11899", + "issue:11900", + "issue:2413", + "issue:2441", + "issue:5929", + "issue:6652" + ], + "soft_pairs": [ + "issue:2413|issue:2441", + "issue:11898|issue:2413", + "issue:11899|issue:2413", + "issue:11900|issue:2413", + "issue:2413|issue:6652", + "issue:2441|issue:6652", + "issue:10680|issue:2441", + "issue:11898|issue:2441", + "issue:11899|issue:2441", + "issue:2413|issue:5929", + "issue:2441|issue:5929", + "issue:11898|issue:5929", + "issue:11899|issue:5929", + "issue:11900|issue:5929", + "issue:10680|issue:6652", + "issue:11898|issue:6652", + "issue:11899|issue:6652", + "issue:10680|issue:2413", + "issue:10680|issue:11898", + "issue:10680|issue:11899", + "issue:11898|issue:11899", + "issue:11898|issue:11900", + "issue:11899|issue:11900", + "issue:11900|issue:2441", + "issue:11900|issue:6652" + ], + "prepared_review_unit_hash": "fe8c5a5cd038a6b26709c80d026634bae527464a6fb9ad27fc6460fca641b80d", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 25, + "serialized_chars": 12960, + "estimated_input_tokens": 3240, + "estimated_eval_tokens": 6736 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 25, + "serialized_chars": 12960, + "estimated_input_tokens": 3240, + "estimated_eval_tokens": 6736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is dominated by duplicate reports about missing fp16 artifacts in Stable Diffusion model repos. Exact duplicates for stabilityai/stable-diffusion-2 should merge; cross-model/version reports (2 vs 2-1 vs v1-5, or base variants) are related but not the same issue.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 2413 is the oldest exact-match report for the stable-diffusion-2 fp16-file absence and has multiple direct duplicates pointing to it.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 2413 is the best representative of the cluster\u2019s clearest duplicate set: repeated stable-diffusion-2 missing-fp16 reports with the broadest direct duplication signal.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2413", + "right": "issue:2441", + "accept": false, + "reason": "Different model targets: stable-diffusion-2 vs stable-diffusion-2-1. Same general symptom, but not the same underlying issue." + }, + { + "left": "issue:11898", + "right": "issue:2413", + "accept": true, + "reason": "Same model and same missing-fp16 problem; this is a direct duplicate of the stable-diffusion-2 report." + }, + { + "left": "issue:11899", + "right": "issue:2413", + "accept": true, + "reason": "Same title and same stable-diffusion-2 missing-fp16 complaint; duplicate." + }, + { + "left": "issue:11900", + "right": "issue:2413", + "accept": true, + "reason": "Same stable-diffusion-2 missing-fp16 issue; duplicate of the older report." + }, + { + "left": "issue:2413", + "right": "issue:6652", + "accept": false, + "reason": "Different model/version and different artifact wording; related category, but not the same bug report." + }, + { + "left": "issue:2441", + "right": "issue:6652", + "accept": true, + "reason": "Both are about stable-diffusion-2-1 missing fp16 artifacts, with the latter naming a specific fp16 safetensors file; same underlying issue." + }, + { + "left": "issue:10680", + "right": "issue:2441", + "accept": false, + "reason": "Base variant vs the general 2-1 model report; too specific/different to treat as the same duplicate." + }, + { + "left": "issue:11898", + "right": "issue:2441", + "accept": false, + "reason": "stable-diffusion-2 vs stable-diffusion-2-1 are different model targets." + }, + { + "left": "issue:11899", + "right": "issue:2441", + "accept": false, + "reason": "stable-diffusion-2 vs stable-diffusion-2-1 are different model targets." + }, + { + "left": "issue:2413", + "right": "issue:5929", + "accept": false, + "reason": "Different model families (stable-diffusion-2 vs runwayml/stable-diffusion-v1-5); same symptom only at a broad category level." + }, + { + "left": "issue:2441", + "right": "issue:5929", + "accept": false, + "reason": "Different model families and versions; not the same underlying issue." + }, + { + "left": "issue:11898", + "right": "issue:5929", + "accept": false, + "reason": "Different model family/version; only the symptom overlaps." + }, + { + "left": "issue:11899", + "right": "issue:5929", + "accept": false, + "reason": "Different model family/version; only the symptom overlaps." + }, + { + "left": "issue:11900", + "right": "issue:5929", + "accept": false, + "reason": "Different model family/version; only the symptom overlaps." + }, + { + "left": "issue:10680", + "right": "issue:6652", + "accept": false, + "reason": "Base-variant 2-1-base report does not cleanly match the general 2-1 safetensors report." + }, + { + "left": "issue:11898", + "right": "issue:6652", + "accept": false, + "reason": "Different model target (stable-diffusion-2 vs stable-diffusion-2-1) and different file-specific complaint." + }, + { + "left": "issue:11899", + "right": "issue:6652", + "accept": false, + "reason": "Different model target (stable-diffusion-2 vs stable-diffusion-2-1) and different file-specific complaint." + }, + { + "left": "issue:10680", + "right": "issue:2413", + "accept": false, + "reason": "stable-diffusion-2-1-base is a different artifact from stable-diffusion-2; related but not a duplicate." + }, + { + "left": "issue:10680", + "right": "issue:11898", + "accept": false, + "reason": "Different model targets: 2-1-base vs 2." + }, + { + "left": "issue:10680", + "right": "issue:11899", + "accept": false, + "reason": "Different model targets: 2-1-base vs 2." + }, + { + "left": "issue:11898", + "right": "issue:11899", + "accept": true, + "reason": "Exact same stable-diffusion-2 missing-fp16 report; clear duplicate." + }, + { + "left": "issue:11898", + "right": "issue:11900", + "accept": true, + "reason": "Exact same stable-diffusion-2 missing-fp16 report; clear duplicate." + }, + { + "left": "issue:11899", + "right": "issue:11900", + "accept": true, + "reason": "Exact same stable-diffusion-2 missing-fp16 report; clear duplicate." + }, + { + "left": "issue:11900", + "right": "issue:2441", + "accept": false, + "reason": "Different model versions: stable-diffusion-2 vs stable-diffusion-2-1." + }, + { + "left": "issue:11900", + "right": "issue:6652", + "accept": false, + "reason": "Different model target and file-specific complaint; not the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 2413 is the oldest stable-diffusion-2 report, and 11898/11899/11900 are exact-title duplicates of that same model-specific complaint. The cross-model pairings are handled conservatively as related but not identical, and the accepted soft-edge matches are limited to clearly same-model/same-symptom cases." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1074-5", + "nodes": [ + "issue:1074", + "issue:1075", + "issue:3329", + "issue:4643", + "issue:5551" + ], + "soft_pairs": [ + "issue:1074|issue:1075", + "issue:1074|issue:3329", + "issue:3329|issue:4643", + "issue:3329|issue:5551" + ], + "prepared_review_unit_hash": "dba09d4f9224dab04dbe499252c8601bab37222045edf5a66f811d8f62bac271", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 4137, + "estimated_input_tokens": 1035, + "estimated_eval_tokens": 2326 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 4137, + "estimated_input_tokens": 1035, + "estimated_eval_tokens": 2326 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all loosely related support questions about JAX/model usage, but they do not describe the same underlying bug or change. No duplicate cluster emerges here.", + "confidence": 0.91, + "canonical_issue_reason": "No clear canonical issue: the five issues ask different how-to questions (saving models, inference, inpaint model compatibility, ControlNet inference code, and model inversion).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 1075 is the broadest representative of the cluster\u2019s general JAX-inference theme, but it is not a true duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1074", + "right": "issue:1075", + "accept": false, + "reason": "Saving JAX models and using JAX inference are different tasks, not the same defect or request." + }, + { + "left": "issue:1074", + "right": "issue:3329", + "accept": false, + "reason": "Model saving and inpaint-model compatibility are unrelated support questions." + }, + { + "left": "issue:3329", + "right": "issue:4643", + "accept": false, + "reason": "Inpaint model loading vs. ControlNet inference implementation are different code-path questions." + }, + { + "left": "issue:3329", + "right": "issue:5551", + "accept": false, + "reason": "Loading a specific inpaint model is not the same as asking whether any pretrained model can be inverted." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-807-4", + "nodes": [ + "issue:1093", + "issue:2084", + "issue:807", + "issue:918" + ], + "soft_pairs": [ + "issue:807|issue:918", + "issue:2084|issue:807", + "issue:1093|issue:918" + ], + "prepared_review_unit_hash": "d9f5541b9c3fdad945c5bf06e0db7bf026f1baad254dda90b0f2a68dc70a17a5", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 3321, + "estimated_input_tokens": 831, + "estimated_eval_tokens": 1918 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 3321, + "estimated_input_tokens": 831, + "estimated_eval_tokens": 1918 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are thematically related to Dreambooth/textual inversion training failures, but they describe different underlying problems: low-VRAM limits, train-text-encoder type errors, and a float16/float32 dtype mismatch. I would not merge any of the soft edges.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 807 is the broadest and most central Dreambooth training-failure report in the set, so it is the best umbrella representative even though the others are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 807 best captures the cluster\u2019s main theme of Dreambooth training not working, but its symptom is still distinct from the other concrete error reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:807", + "right": "issue:918", + "accept": false, + "reason": "Low-VRAM training failure vs. a specific --train-text-encoder type error in train_dreambooth.py; different bug modes." + }, + { + "left": "issue:2084", + "right": "issue:807", + "accept": false, + "reason": "Float16/float32 UNet dtype mismatch is a different concrete failure from an 8GB training/memory issue." + }, + { + "left": "issue:1093", + "right": "issue:918", + "accept": false, + "reason": "Textual inversion with DeepSpeed fallback is a different code path and symptom than the Dreambooth train-text-encoder type error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1094-3", + "nodes": [ + "issue:1094", + "issue:1288", + "issue:3227" + ], + "soft_pairs": [ + "issue:1094|issue:1288", + "issue:1288|issue:3227" + ], + "prepared_review_unit_hash": "5f510d1cdc875abf8a27cabaaffa83dfe646862d9a155e61e17a93222c2c058f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2451, + "estimated_input_tokens": 613, + "estimated_eval_tokens": 1482 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2451, + "estimated_input_tokens": 613, + "estimated_eval_tokens": 1482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are all about model/inference speedups, but they describe different optimization ideas rather than the same concrete change. Issue 3227 is the broadest umbrella and best representative of the cluster.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 3227 is the most general speed-optimization umbrella (\u201cWinograd Convolution & other Speed Is All You Need optimizations\u201d), while 1094 and 1288 are narrower exploratory ideas around specific third-party acceleration paths.", + "canonical_pr_reason": null, + "best_issue_reason": "3227 best represents the shared theme of performance work because it can encompass multiple speedup approaches without being tied to a single vendor/tool experiment.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1094", + "right": "issue:1288", + "accept": false, + "reason": "Both are exploratory speed-improvement ideas, but one targets kernl and the other NVIDIA TransformerEngine; they are different proposed solutions, not the same underlying change." + }, + { + "left": "issue:1288", + "right": "issue:3227", + "accept": false, + "reason": "They share a performance theme, but 1288 is specifically about TransformerEngine while 3227 is a broader set of optimization ideas, so they are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-11008-5", + "nodes": [ + "issue:11008", + "issue:11304", + "issue:11326", + "issue:12138", + "issue:12465" + ], + "soft_pairs": [ + "issue:11008|issue:11326", + "issue:11008|issue:12138", + "issue:11304|issue:12465", + "issue:11304|issue:11326", + "issue:11326|issue:12465" + ], + "prepared_review_unit_hash": "29d206ab40aec8161fe5e1f0d11d7d67fe6e411f0fcc60b2ceb4ed55f74fabbd", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 4442, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 4442, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Loose topical cluster around Wan video and Remote VAE, but the evidence only supports relatedness, not duplicate/mergeable identity. None of the issue pairs have enough concrete overlap to accept as the same underlying bug/change.", + "confidence": 0.69, + "canonical_issue_reason": "issue:11326 is the most central and specific issue title in the cluster because it directly names both Wan Video and RemoteVAE, matching the common theme more closely than the broader support/feedback/requirements reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:11326 is still the best single issue to represent the cluster, but only as the focal topic; the surrounding issues are related context, not confirmed duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11008", + "right": "issue:11326", + "accept": false, + "reason": "Related theme only: both mention Wan video / RemoteVAE, but the titles alone do not show the same concrete bug or change. Without body or diff evidence, this is too weak to accept as a duplicate." + }, + { + "left": "issue:11008", + "right": "issue:12138", + "accept": false, + "reason": "The titles point to different concerns: model support versus a requirements/usage question. Related topic, not the same underlying issue." + }, + { + "left": "issue:11304", + "right": "issue:12465", + "accept": false, + "reason": "Both are about Remote VAE, but one is a specific unpacked-latents request and the other is generic feedback. Not enough evidence that they are the same actionable problem." + }, + { + "left": "issue:11304", + "right": "issue:11326", + "accept": false, + "reason": "Same subsystem, but one is a narrow unpacked-latents request and the other is a Wan Video RemoteVAE topic. Too different to treat as duplicates." + }, + { + "left": "issue:11326", + "right": "issue:12465", + "accept": false, + "reason": "Generic Remote VAE feedback is related to Wan Video RemoteVAE, but the available evidence does not show the same concrete issue or a mergeable PR target." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Most of the summary is grounded, but one soft-edge verdict is too strong for the available evidence: issue:11008 vs issue:11326 is only clearly a related Wan video / RemoteVAE theme from the titles, not a conservative duplicate/mergeable match. With no body or diff evidence, that pair should stay unresolved or be marked related, not accepted. The other pairwise rejections are appropriately conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-9085-5", + "nodes": [ + "issue:11019", + "issue:12899", + "issue:9085", + "issue:9151", + "issue:9910" + ], + "soft_pairs": [ + "issue:11019|issue:9085", + "issue:12899|issue:9085", + "issue:9085|issue:9151", + "issue:9151|issue:9910", + "issue:11019|issue:12899" + ], + "prepared_review_unit_hash": "fe69388c0faedb3ef620ec6cf380b662e1f14264998b449a4fa298f84f344ad9", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 4517, + "estimated_input_tokens": 1130, + "estimated_eval_tokens": 2516 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 4517, + "estimated_input_tokens": 1130, + "estimated_eval_tokens": 2516 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are thematically related ControlNet feature requests, but they target different pipelines/models (Flux, Sana, Z-Image, StableDiffusion latent upscale, img2img). They are not the same underlying bug/change, so they should not be deduplicated.", + "confidence": 0.81, + "canonical_issue_reason": "issue:9085 is the best representative because it is the clearest, most central ControlNet request in this cluster and has the most discussion, but it is still model-specific (Flux) rather than a true umbrella duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:9085 is the strongest cluster anchor: it explicitly asks for a ControlNet training script for Flux, which is the most concrete and broadly aligned request among the issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11019", + "right": "issue:9085", + "accept": false, + "reason": "Both mention ControlNet training, but one is for Sana and the other for Flux; these are different model-specific requests, not the same change." + }, + { + "left": "issue:12899", + "right": "issue:9085", + "accept": false, + "reason": "Z-Image ControlNet training and Flux ControlNet training are distinct model targets and would require different implementation work." + }, + { + "left": "issue:9085", + "right": "issue:9151", + "accept": false, + "reason": "One requests a training script, the other requests an img2img pipeline; related subsystem, but not the same underlying feature." + }, + { + "left": "issue:9151", + "right": "issue:9910", + "accept": false, + "reason": "ControlNet img2img support and prompt_embeds support in a latent upscale pipeline are unrelated feature requests." + }, + { + "left": "issue:11019", + "right": "issue:12899", + "accept": false, + "reason": "Both are ControlNet-related, but they target different models (Sana vs Z-Image) and different asks, so they are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-11121-2", + "nodes": [ + "issue:11121", + "issue:11168" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "d58c53e5539858791e9950572647387145ab9e55f79437f26f106245c467a960", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1203, + "estimated_input_tokens": 301, + "estimated_eval_tokens": 858 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1203, + "estimated_input_tokens": 301, + "estimated_eval_tokens": 858 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues are about adding SageAttention support for the diffuser library, so they are the same feature request. The newer, more specific open issue is the better canonical record.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #11168 is more specific (\u201cSage Attention for diffuser library\u201d), has the richer discussion, and is still open; #11121 is a shorter generic duplicate request.", + "canonical_pr_reason": null, + "best_issue_reason": "#11168 is the best issue to keep as the cluster representative because it is clearer, more detailed, and better reflects the exact requested change.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-7925-2", + "nodes": [ + "issue:11181", + "issue:7925" + ], + "soft_pairs": [ + "issue:11181|issue:7925" + ], + "prepared_review_unit_hash": "9bb8ab8ec7ab374baef63f9154bd10335b00ce5abd50832577bedff610d1e54d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both controlnet-training issue reports, but they describe different problems: one is Flux ControlNet training producing bad results on a toy dataset, while the other concerns ControlNet training with LoRA. They overlap in subsystem, not in a clearly shared bug.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 11181 is the more specific and concrete report, naming the exact script (`train_controlnet_flux.py`) and symptom (bad results on fill50k), so it is the better representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 11181 is the best issue in this cluster because it is the most actionable and narrowly scoped description of the training failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11181", + "right": "issue:7925", + "accept": false, + "reason": "Both are about ControlNet training problems, but one is Flux-specific bad output and the other is a LoRA-related training issue; they do not look like the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-11267-2", + "nodes": [ + "issue:11267", + "issue:12542" + ], + "soft_pairs": [ + "issue:11267|issue:12542" + ], + "prepared_review_unit_hash": "150b62bfadf0e417bfe897b619de1ec94b4b30d847ebf4dee351a384434b6494", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are unrelated: one requests adding `onnxruntime-qnn` to a list, the other requests custom `output_params` for `export_to_video`. They do not describe the same bug or change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11267", + "right": "issue:12542", + "accept": false, + "reason": "Different feature requests in different code areas; no shared underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-2419-12", + "nodes": [ + "issue:11295", + "issue:11460", + "issue:12125", + "issue:12253", + "issue:13061", + "issue:2419", + "issue:2601", + "issue:2611", + "issue:5492", + "issue:5863", + "issue:5918", + "issue:7198" + ], + "soft_pairs": [ + "issue:11295|issue:2419", + "issue:11460|issue:2419", + "issue:12125|issue:2419", + "issue:2419|issue:2601", + "issue:2419|issue:5492", + "issue:11295|issue:2601", + "issue:11460|issue:2601", + "issue:12125|issue:2601", + "issue:2601|issue:5492", + "issue:2611|issue:5492", + "issue:2611|issue:5918", + "issue:12253|issue:2611", + "issue:2419|issue:2611", + "issue:2601|issue:2611", + "issue:12253|issue:5492", + "issue:5492|issue:5918", + "issue:2419|issue:5863", + "issue:11295|issue:5863", + "issue:11460|issue:5863", + "issue:12125|issue:5863", + "issue:12253|issue:5863", + "issue:12253|issue:5918", + "issue:2419|issue:5918", + "issue:2601|issue:5918", + "issue:2419|issue:7198", + "issue:11295|issue:7198", + "issue:11460|issue:7198", + "issue:12125|issue:7198", + "issue:2601|issue:7198", + "issue:11295|issue:11460", + "issue:11295|issue:12125", + "issue:11295|issue:5492", + "issue:11460|issue:12125", + "issue:11460|issue:12253", + "issue:12125|issue:5492", + "issue:12253|issue:13061", + "issue:12253|issue:2419", + "issue:13061|issue:5863", + "issue:11295|issue:13061", + "issue:11460|issue:13061", + "issue:12125|issue:13061" + ], + "prepared_review_unit_hash": "0bcf1952944095f96f2565d4e142eaa92cb106c18efa193c21fec18fd4dd8464", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 41, + "serialized_chars": 20972, + "estimated_input_tokens": 5243, + "estimated_eval_tokens": 10742 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 41, + "serialized_chars": 20972, + "estimated_input_tokens": 5243, + "estimated_eval_tokens": 10742 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly several duplicate issue families about missing fp16 model files. The largest and clearest family is CompVis/stable-diffusion-v1-4; a second family is stabilityai/stable-diffusion-2-base; the remaining issues are different repos or different missing-file problems.", + "confidence": 0.88, + "canonical_issue_reason": "issue:2419 is the earliest, cleanest, exact-title report for the main stable-diffusion-v1-4 fp16 missing-files bug, and it anchors the largest duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:2419 is the best global representative because it is the canonical early duplicate for the dominant issue family and has the most straightforward title.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11295", + "right": "issue:2419", + "accept": true, + "reason": "Same repo/model family and same missing-fp16-files problem." + }, + { + "left": "issue:11460", + "right": "issue:2419", + "accept": true, + "reason": "Same stable-diffusion-v1-4 fp16 missing-files issue." + }, + { + "left": "issue:12125", + "right": "issue:2419", + "accept": true, + "reason": "Same underlying stable-diffusion-v1-4 fp16 missing-files bug." + }, + { + "left": "issue:2419", + "right": "issue:2601", + "accept": false, + "reason": "Different model repo; same symptom but not the same concrete bug." + }, + { + "left": "issue:2419", + "right": "issue:5492", + "accept": false, + "reason": "Different Stable Diffusion checkpoint/repo, so this is a separate missing-files report." + }, + { + "left": "issue:11295", + "right": "issue:2601", + "accept": false, + "reason": "Different model repo and checkpoint." + }, + { + "left": "issue:11460", + "right": "issue:2601", + "accept": false, + "reason": "Different repo/model; only the fp16 symptom overlaps." + }, + { + "left": "issue:12125", + "right": "issue:2601", + "accept": false, + "reason": "Different repo/model, not one mergeable bug." + }, + { + "left": "issue:2601", + "right": "issue:5492", + "accept": false, + "reason": "Different checkpoints; not the same artifact missing file set." + }, + { + "left": "issue:2611", + "right": "issue:5492", + "accept": false, + "reason": "One is a missing torch_model.bin in depth model; the other is fp16 files in base model." + }, + { + "left": "issue:2611", + "right": "issue:5918", + "accept": false, + "reason": "Different repo and different missing filename/type." + }, + { + "left": "issue:12253", + "right": "issue:2611", + "accept": false, + "reason": "Different model family and different missing file." + }, + { + "left": "issue:2419", + "right": "issue:2611", + "accept": false, + "reason": "Different concrete missing-file problem." + }, + { + "left": "issue:2601", + "right": "issue:2611", + "accept": false, + "reason": "Different repository and different missing artifact." + }, + { + "left": "issue:12253", + "right": "issue:5492", + "accept": true, + "reason": "Both are the same stabilityai/stable-diffusion-2-base fp16 missing-files issue." + }, + { + "left": "issue:5492", + "right": "issue:5918", + "accept": false, + "reason": "Different model versions and different missing artifact specifics." + }, + { + "left": "issue:2419", + "right": "issue:5863", + "accept": true, + "reason": "Same stable-diffusion-v1-4 fp16 filenames problem, just phrased more specifically." + }, + { + "left": "issue:11295", + "right": "issue:5863", + "accept": true, + "reason": "Same stable-diffusion-v1-4 missing-fp16-files bug." + }, + { + "left": "issue:11460", + "right": "issue:5863", + "accept": true, + "reason": "Same underlying v1-4 fp16 filename issue." + }, + { + "left": "issue:12125", + "right": "issue:5863", + "accept": true, + "reason": "Same repo/model and same missing fp16 files." + }, + { + "left": "issue:12253", + "right": "issue:5863", + "accept": false, + "reason": "Different checkpoint family; not the same bug." + }, + { + "left": "issue:12253", + "right": "issue:5918", + "accept": false, + "reason": "Different model family and different specific missing file." + }, + { + "left": "issue:2419", + "right": "issue:5918", + "accept": false, + "reason": "Different checkpoint/version and a different filename-specific issue." + }, + { + "left": "issue:2601", + "right": "issue:5918", + "accept": false, + "reason": "Different repo/model family." + }, + { + "left": "issue:2419", + "right": "issue:7198", + "accept": false, + "reason": "Different repo/model; only the fp16 symptom is shared." + }, + { + "left": "issue:11295", + "right": "issue:7198", + "accept": false, + "reason": "Different checkpoint family." + }, + { + "left": "issue:11460", + "right": "issue:7198", + "accept": false, + "reason": "Different repo/model, not one concrete bug." + }, + { + "left": "issue:12125", + "right": "issue:7198", + "accept": false, + "reason": "Different checkpoint/repo." + }, + { + "left": "issue:2601", + "right": "issue:7198", + "accept": false, + "reason": "Different model repository and artifact set." + }, + { + "left": "issue:11295", + "right": "issue:11460", + "accept": true, + "reason": "Exact same stable-diffusion-v1-4 missing-fp16-files report." + }, + { + "left": "issue:11295", + "right": "issue:12125", + "accept": true, + "reason": "Exact same underlying v1-4 fp16 missing-files issue." + }, + { + "left": "issue:11295", + "right": "issue:5492", + "accept": false, + "reason": "Different model checkpoint family." + }, + { + "left": "issue:11460", + "right": "issue:12125", + "accept": true, + "reason": "Same repo/model and same fp16 missing-files bug." + }, + { + "left": "issue:11460", + "right": "issue:12253", + "accept": false, + "reason": "Different checkpoint family." + }, + { + "left": "issue:12125", + "right": "issue:5492", + "accept": false, + "reason": "Different model repo/version." + }, + { + "left": "issue:12253", + "right": "issue:13061", + "accept": false, + "reason": "Different repos and different failure mode; not the same concrete issue." + }, + { + "left": "issue:12253", + "right": "issue:2419", + "accept": false, + "reason": "Different checkpoint family; same broad symptom only." + }, + { + "left": "issue:13061", + "right": "issue:5863", + "accept": false, + "reason": "Different model and a different fp16-related error path." + }, + { + "left": "issue:11295", + "right": "issue:13061", + "accept": false, + "reason": "Different repository/model." + }, + { + "left": "issue:11460", + "right": "issue:13061", + "accept": false, + "reason": "Different repository/model and issue type." + }, + { + "left": "issue:12125", + "right": "issue:13061", + "accept": false, + "reason": "Different model repo and unrelated filename availability problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The grouping is grounded in the packet: 2419/11295/11460/12125/5863 are clearly the same CompVis/stable-diffusion-v1-4 fp16-files issue, while 5492/12253 is a separate stable-diffusion-2-base family, and the remaining issues are different repos or different missing-artifact bugs. The rejected cross-family pairs are conservative, not overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-11390-2", + "nodes": [ + "issue:11390", + "issue:11730" + ], + "soft_pairs": [ + "issue:11390|issue:11730" + ], + "prepared_review_unit_hash": "459921b05124092936a290a909b7a091f795d82c1b6b2d3e730863960249444c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1560, + "estimated_input_tokens": 390, + "estimated_eval_tokens": 1036 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1560, + "estimated_input_tokens": 390, + "estimated_eval_tokens": 1036 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues about training-script follow-ups, but they target different features: image interpolation vs LoRA alpha/metadata handling. They are related in theme, not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue #11390 is the better canonical issue because it has substantially more discussion and inbound references, suggesting broader community attention.", + "canonical_pr_reason": null, + "best_issue_reason": "#11390 is the strongest representative issue for the cluster since it appears more established and widely referenced than #11730.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11390", + "right": "issue:11730", + "accept": false, + "reason": "Both are follow-up issues in training scripts, but they concern different concrete changes. One is about image interpolation; the other is about `--lora_alpha` and metadata handling. Same subsystem, not the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-478-5", + "nodes": [ + "issue:1145", + "issue:1238", + "issue:478", + "issue:522", + "issue:523" + ], + "soft_pairs": [ + "issue:478|issue:523", + "issue:522|issue:523", + "issue:1145|issue:522", + "issue:1145|issue:1238" + ], + "prepared_review_unit_hash": "d44b284630057cac98aa37c67947996b56c8a5719d2733f1cd20d8186ffcbd37", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 4098, + "estimated_input_tokens": 1025, + "estimated_eval_tokens": 2306 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 4098, + "estimated_input_tokens": 1025, + "estimated_eval_tokens": 2306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The set is mostly unrelated Flax issues. The only clear duplicate pair is the PT<->Flax conversion-script request: issues 478 and 523. The other issues concern version breakage, loss instability, and dropout in UNet, which are separate topics.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 478 is the better anchor for the duplicate conversion-script request because it states the feature more completely ('automatic conversion PT <=> Flax script'); issue 523 is essentially the same request phrased more briefly.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 478 is the strongest representative of the only true duplicate subgroup in this set. The remaining issues do not match closely enough to serve as duplicates of it or of each other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:478", + "right": "issue:523", + "accept": true, + "reason": "Same underlying request: a PT<->Flax conversion script. The titles are near-paraphrases and describe the same feature change." + }, + { + "left": "issue:522", + "right": "issue:523", + "accept": false, + "reason": "Different topics: dropout for Flax UNet versus a PT/Flax conversion script. They do not describe the same bug or change." + }, + { + "left": "issue:1145", + "right": "issue:522", + "accept": false, + "reason": "One is about Flax 0.7.0 not working; the other is a dropout feature request. No shared concrete problem." + }, + { + "left": "issue:1145", + "right": "issue:1238", + "accept": false, + "reason": "Both mention Flax, but one reports version breakage and the other reports crazy loss; these are different failure modes and not the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is well-grounded in the packet and stays conservative: it accepts only the clearly matching PT<->Flax conversion-script pair (478/523) and rejects the other soft similarities as different topics. The summary does not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-960-5", + "nodes": [ + "issue:11542", + "issue:12185", + "issue:2720", + "issue:4146", + "issue:960" + ], + "soft_pairs": [ + "issue:2720|issue:960", + "issue:11542|issue:2720", + "issue:2720|issue:4146", + "issue:12185|issue:2720" + ], + "prepared_review_unit_hash": "ab9f0b00b514768a147478efe7fcdc84990377dcc97ab18cb127a7d11af84f8b", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 4340, + "estimated_input_tokens": 1085, + "estimated_eval_tokens": 2426 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 4340, + "estimated_input_tokens": 1085, + "estimated_eval_tokens": 2426 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are loosely related \u201cwhat\u2019s the difference between X and Y?\u201d questions, but they do not describe the same underlying bug, change, or code-path issue. No soft duplicates should be merged here.", + "confidence": 0.91, + "canonical_issue_reason": "issue:2720 is the earliest and broadest of the LoRA/DreamBooth comparison questions, so if one issue had to stand in for this topic cluster it would be the best anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:2720 is the best representative issue for the cluster because it covers the core LoRA vs DreamBooth script comparison and predates the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2720", + "right": "issue:960", + "accept": false, + "reason": "Different topics entirely: LoRA training-script comparison vs scheduler comparison (PNDM vs PLMS)." + }, + { + "left": "issue:11542", + "right": "issue:2720", + "accept": false, + "reason": "Both are LoRA-related comparisons, but they ask about different scripts and a different distinction; not the same underlying issue." + }, + { + "left": "issue:2720", + "right": "issue:4146", + "accept": false, + "reason": "One compares training scripts; the other compares DreamBooth LoRA vs DreamBooth. Related conceptually, but not the same concrete question." + }, + { + "left": "issue:12185", + "right": "issue:2720", + "accept": false, + "reason": "Different comparison target: DreamBooth LoRA vs traditional LoRA, versus text-to-image LoRA vs DreamBooth LoRA." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-11691-2", + "nodes": [ + "issue:11691", + "issue:11692" + ], + "soft_pairs": [ + "issue:11691|issue:11692" + ], + "prepared_review_unit_hash": "a992d89f67d0a1290f61f98a81d88b06316f57565b67e6890cf24359e1faa6c5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1426, + "estimated_input_tokens": 357, + "estimated_eval_tokens": 970 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1426, + "estimated_input_tokens": 357, + "estimated_eval_tokens": 970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are effectively identical closed spam issues, so they cluster as the same issue class; issue #11691 is the best canonical representative by virtue of being older.", + "confidence": 0.98, + "canonical_issue_reason": "#11691 and #11692 have the same title, same body length, no code references, and no distinguishing metadata; pick the older one as canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "#11691 is as representative as #11692, with identical spam characteristics and earlier creation time, making it the cleanest anchor for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11691", + "right": "issue:11692", + "accept": true, + "reason": "Identical spam-like issues with no substantive differences; they appear to be the same underlying artifact." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary and canonical choice are grounded in the packet: the two issues have identical titles, equal body length, no refs/filenames, and only differ by timestamp, so using the older one as the canonical representative is conservative. The soft-edge accept is also reasonable given the extremely strong similarity evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-4047-2", + "nodes": [ + "issue:11766", + "issue:4047" + ], + "soft_pairs": [ + "issue:11766|issue:4047" + ], + "prepared_review_unit_hash": "e6d28abdcfd9bbec32380e37efcf75ae489dfd6e6b24282937b8bb470d228d91", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1497, + "estimated_input_tokens": 375, + "estimated_eval_tokens": 1006 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1497, + "estimated_input_tokens": 375, + "estimated_eval_tokens": 1006 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are about related LoRA/adapters functionality, but they do not describe the same underlying bug: one is a concrete bug with adapters under compiled models, the other is a usage question about LoRA scale during loading.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 11766 is the better canonical issue because it is a specific, actionable bug report with a clear failure mode; issue 4047 is more of a general question about LoRA scaling rather than the same defect.", + "canonical_pr_reason": null, + "best_issue_reason": "11766 is the strongest representative for the cluster because it is the more concrete and diagnostic report; 4047 is broader and not clearly the same problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11766", + "right": "issue:4047", + "accept": false, + "reason": "They touch the same LoRA/adapters area, but 11766 concerns setting adapters on a compiled model, while 4047 asks how to set LoRA scale when loading a model. Different behavior, different failure mode, not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-11798-2", + "nodes": [ + "issue:11798", + "issue:12748" + ], + "soft_pairs": [ + "issue:11798|issue:12748" + ], + "prepared_review_unit_hash": "90b138774427459f7432dba78a630bd128d0bd6d52885a9893f7d0e52df28bc2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1529, + "estimated_input_tokens": 383, + "estimated_eval_tokens": 1022 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1529, + "estimated_input_tokens": 383, + "estimated_eval_tokens": 1022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both feature requests for GGUF support, but they target different model families (Cosmos-Predict2 vs Z-Image-Turbo) and do not look like the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 12748 is the cleaner standalone request, but it is still model-specific and not a safe canonical for the pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11798", + "right": "issue:12748", + "accept": false, + "reason": "Both ask for GGUF/model-format support, but for different models and likely separate integration work; this is a shared feature theme, not the same duplicate issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-9383-2", + "nodes": [ + "issue:11817", + "issue:9383" + ], + "soft_pairs": [ + "issue:11817|issue:9383" + ], + "prepared_review_unit_hash": "e90c22d0903e138ecc2fccbd8c919014b84570bf10f46c493f2596a2983bded6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1488, + "estimated_input_tokens": 372, + "estimated_eval_tokens": 1000 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1488, + "estimated_input_tokens": 372, + "estimated_eval_tokens": 1000 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are both Flux-related feature requests, but they ask for different capabilities: one for flux_control support on Flux Kontext Dev, and one for bitsandbytes/LoRA model support. They do not appear to be the same underlying bug or change.", + "confidence": 0.89, + "canonical_issue_reason": "Neither issue is a clear duplicate of the other. If one must be chosen, #11817 is the more concrete and narrowly scoped request.", + "canonical_pr_reason": null, + "best_issue_reason": "#11817 is the better representative because it states a specific Flux/Control-related request, while #9383 is a separate LoRA/bitsandbytes support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11817", + "right": "issue:9383", + "accept": false, + "reason": "Both mention Flux, but they target different features and code paths: flux_control support for Kontext Dev versus bitsandbytes support for LoRA models. This is not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-9585-2", + "nodes": [ + "issue:11956", + "issue:9585" + ], + "soft_pairs": [ + "issue:11956|issue:9585" + ], + "prepared_review_unit_hash": "420f7c7a4a3b754eb0f84d91ee3298f1c3259374d4c74e750e2ad122a067b0a1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1567, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1567, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related in theme (high-guidance artifacts in diffusion models) but do not look like the same underlying request or bug: one is a specific FDG proposal, the other is a broader APG issue about oversaturation/artifacts. I would not merge them as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "issue:9585 is the broader, more established problem statement about high guidance-scale artifacts; issue:11956 appears to be a narrower proposal (FDG) that could belong under it but is not the same issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:9585 is the best single representative because its title and scope cover the general defect class, whereas issue:11956 is a specific technique proposal rather than the same open problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:11956", + "right": "issue:9585", + "accept": false, + "reason": "They share the same broad diffusion-guidance topic, but FDG vs APG indicates different methods/proposals and not a clearly identical underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 27, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12295-3", + "nodes": [ + "issue:12295", + "issue:12344", + "issue:12893" + ], + "soft_pairs": [ + "issue:12295|issue:12344", + "issue:12344|issue:12893" + ], + "prepared_review_unit_hash": "3506a32d05227a5283a7be2f7c5618bfc8732a0d3a55b055fb1ee80f0c033e03", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2389, + "estimated_input_tokens": 598, + "estimated_eval_tokens": 1452 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2389, + "estimated_input_tokens": 598, + "estimated_eval_tokens": 1452 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are not duplicates as a cluster. #12344 is the clearest, most specific Qwen Image bug report; #12295 is a broad umbrella issue; #12893 appears to be a related-but-different Z-Image text-length problem.", + "confidence": 0.84, + "canonical_issue_reason": "#12344 is the most concrete and actionable report: it names a specific Qwen Image field (`txt_seq_lens`) and the alleged problem. #12295 is too vague/broad, and #12893 is about Z-Image rather than Qwen Image.", + "canonical_pr_reason": null, + "best_issue_reason": "#12344 is the best representative issue because it targets a specific, likely root-cause bug in Qwen Image, whereas the others are either too generic or for a different model.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:12295", + "right": "issue:12344", + "accept": false, + "reason": "The first issue is an umbrella 'Various' report, while the second is a specific `txt_seq_lens` complaint. They do not clearly describe the same underlying bug." + }, + { + "left": "issue:12344", + "right": "issue:12893", + "accept": false, + "reason": "Both mention text sequence length, but one is for Qwen Image and the other for Z-Image; that is too weak to treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 28, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-282-2", + "nodes": [ + "issue:1232", + "issue:282" + ], + "soft_pairs": [ + "issue:1232|issue:282" + ], + "prepared_review_unit_hash": "89a32dbaa5c6153939c3271711126822226c4505385951690cd170a86e8a083c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1517, + "estimated_input_tokens": 380, + "estimated_eval_tokens": 1016 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1517, + "estimated_input_tokens": 380, + "estimated_eval_tokens": 1016 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are about different bugs in different parts of the product: one is Dreambooth learning-rate scheduling, the other is inpainting on CPU. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #1232 is the more self-contained and specific bug report, so it is the better representative if a single issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #1232 is the clearest standalone bug description; issue #282 is unrelated and not suitable as the cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1232", + "right": "issue:282", + "accept": false, + "reason": "Different underlying problems and code paths: Dreambooth cosine_with_restarts behavior versus CPU support for inpainting. They do not describe the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 29, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12375-2", + "nodes": [ + "issue:12375", + "issue:12990" + ], + "soft_pairs": [ + "issue:12375|issue:12990" + ], + "prepared_review_unit_hash": "76570bb067f21af3fe76e08b1f06cd8c310dabae3cec82bffc15d75b04de4f20", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1550, + "estimated_input_tokens": 388, + "estimated_eval_tokens": 1032 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1550, + "estimated_input_tokens": 388, + "estimated_eval_tokens": 1032 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues appear related and topic-overlapping, but the packet only shows title-level/soft similarity, so duplication is not established with confidence.", + "confidence": 0.48, + "canonical_issue_reason": "#12375 is the earlier, broader thread and is the safer canonical representative for this topic, but the available evidence is not strong enough to treat the pair as confirmed duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "#12990 is the more explicit and actionable phrasing of the topic, so it is a slightly better representative of the request, though still not enough to prove it is the same underlying issue as #12375.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:12375", + "right": "issue:12990", + "accept": false, + "reason": "The evidence only supports soft topical similarity: both mention kernels in Diffusers, but there is no explicit linkage, shared targets, or enough detail to conclude they ask the same underlying request." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet only provides title-level similarity plus a soft-similarity signal; it does not support the stronger claim that both issues ask the same underlying request or are near-duplicates with confidence. A more conservative framing would be that they appear related and topic-overlapping, but duplication is not established from the available evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 30, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12410-2", + "nodes": [ + "issue:12410", + "issue:13112" + ], + "soft_pairs": [ + "issue:12410|issue:13112" + ], + "prepared_review_unit_hash": "70c706a919c332b8dfb74480e3edc83bff72ba177758a7692181b12d8e2e53ad", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1558, + "estimated_input_tokens": 390, + "estimated_eval_tokens": 1036 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1558, + "estimated_input_tokens": 390, + "estimated_eval_tokens": 1036 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one is a WanVACEPipeline runtime limitation around low-noise-only operation, the other is a SkyReelsV2DiffusionForcingPipeline package-dependency check problem. The soft duplicate link should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "issue #12410 is the better canonical representative only in the sense that it is a concrete functional bug report; #13112 is a separate dependency-validation issue in a different pipeline.", + "canonical_pr_reason": null, + "best_issue_reason": "#12410 is the strongest issue to anchor the cluster because it describes a specific pipeline failure mode, while #13112 concerns missing package checks and does not share the same underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:12410", + "right": "issue:13112", + "accept": false, + "reason": "Different pipelines and different failure classes: low-noise-stage behavior vs missing available-package checks. They do not describe the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 31, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12569-3", + "nodes": [ + "issue:12569", + "issue:12570", + "issue:12589" + ], + "soft_pairs": [ + "issue:12569|issue:12570", + "issue:12569|issue:12589", + "issue:12570|issue:12589" + ], + "prepared_review_unit_hash": "570a8e9ad155cb10531e945b201e2823a614338630439c5aff6e4cabe070911e", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2729, + "estimated_input_tokens": 683, + "estimated_eval_tokens": 1622 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2729, + "estimated_input_tokens": 683, + "estimated_eval_tokens": 1622 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three different feature requests\u2014TaylorSeer, unified attention, and TeaCache\u2014not duplicates of the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No true canonical issue here; if one must be chosen, 12589 is the only open item, but it is a distinct TeaCache request rather than a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:12569", + "right": "issue:12570", + "accept": false, + "reason": "Different requested features with different mechanisms; only a generic similarity in being feature asks." + }, + { + "left": "issue:12569", + "right": "issue:12589", + "accept": false, + "reason": "TaylorSeer and TeaCache are separate feature ideas, not the same bug or code change." + }, + { + "left": "issue:12570", + "right": "issue:12589", + "accept": false, + "reason": "Unified attention and TeaCache target different model components and do not look mergeable as one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 32, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1257-3", + "nodes": [ + "issue:1257", + "issue:2950", + "issue:3147" + ], + "soft_pairs": [ + "issue:1257|issue:2950", + "issue:2950|issue:3147" + ], + "prepared_review_unit_hash": "12ef6f353bdc17f8d3edd126539c235396a863f5887dd7da7a5f390717aa2fe9", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2396, + "estimated_input_tokens": 599, + "estimated_eval_tokens": 1454 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2396, + "estimated_input_tokens": 599, + "estimated_eval_tokens": 1454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Issues 1257 and 2950 both center on img2img/inpaint pipeline API unification and whether img2img should be a separate pipeline; 3147 is a separate performance concern about reducing model loads during pipeline switches.", + "confidence": 0.84, + "canonical_issue_reason": "#1257 is the most concrete and broadly representative of the shared img2img pipeline/API unification theme, with a clearer actionable scope than the more open-ended architectural question in #2950.", + "canonical_pr_reason": null, + "best_issue_reason": "#1257 is the best standalone representative because it names the specific API convention (`init_image`) and spans the same underlying pipeline-structure discussion seen in #2950.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1257", + "right": "issue:2950", + "accept": true, + "reason": "Both issues discuss the same underlying img2img/inpaint pipeline design and image-input API unification; they are close enough to be treated as the same change/theme." + }, + { + "left": "issue:2950", + "right": "issue:3147", + "accept": false, + "reason": "They only overlap at a broad pipeline level: #2950 is about img2img pipeline structure, while #3147 is specifically about reducing model loads on pipeline switches. Different concrete problems and fixes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge verdicts stay conservative. #1257 and #2950 are reasonably tied by the shared img2img/inpaint pipeline structure/API theme, and #3147 is correctly treated as a separate pipeline-switch performance issue rather than the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 33, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1266-2", + "nodes": [ + "issue:1266", + "issue:1295" + ], + "soft_pairs": [ + "issue:1266|issue:1295" + ], + "prepared_review_unit_hash": "c007648f93773a66d713ebd40a392339eec9f2a816ba0ccd0d93ce364ac352a4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1507, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1507, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both closed issues concern prompt-running failures in the Stable Diffusion/JAX notebook space, but one is generic and the other is a narrower multi-prompt notebook report. They look related, yet the available evidence is too thin to treat them as the same exact bug with high confidence.", + "confidence": 0.55, + "canonical_issue_reason": "Issue 1295 is the more specific and actionable report, with the clearer reproduction context ('multiple prompts' in a named notebook).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 1295 is the best representative because its title better identifies the failing workflow and scope of the problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1266", + "right": "issue:1295", + "accept": false, + "reason": "The titles overlap around prompt execution, but 1266 is generic while 1295 is specifically about multiple prompts in one notebook; without shared targets, filenames, or body details, this is not enough to \u092a\u0941\u0937\u094d\u091f\u093f the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 34, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12864-2", + "nodes": [ + "issue:12864", + "issue:12935" + ], + "soft_pairs": [ + "issue:12864|issue:12935" + ], + "prepared_review_unit_hash": "a4406f42548b6b892d669c0a35d8e69b3cf75eca59572798234d46c489120918", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues request the same feature: a Diffusers skill for Claude and a Claude Code plugin. They differ only in wording and specificity, so they should be treated as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #12935 is the clearest wording of the feature request and explicitly names Hugging Face Diffusers, Claude, and Claude Code.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #12935 is the best representative because it is more explicit while describing the same request as the other issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:12864", + "right": "issue:12935", + "accept": true, + "reason": "Same underlying feature request with only minor wording differences; both ask for a Diffusers skill for Claude and a Claude Code plugin." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both issues ask for a Diffusers/Hugging Face Diffusers skill for Claude plus a Claude Code plugin. The soft-edge accept is conservative because the titles are near-paraphrases with only minor wording differences, and the canonical issue choice is supported by the clearer title." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 35, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12925-2", + "nodes": [ + "issue:12925", + "issue:12926" + ], + "soft_pairs": [ + "issue:12925|issue:12926" + ], + "prepared_review_unit_hash": "914390db2e9649f274d90bd5a854a054d643f94b5e2db279e406601e9e50e0a0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1490, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1490, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are about different LTX-2 topics: one requests distilled checkpoint support, the other concerns the condition pipeline. They share only broad project context, not the same underlying problem.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue 12925 is the more concrete, self-contained feature request, but it is not a duplicate of 12926.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:12925", + "right": "issue:12926", + "accept": false, + "reason": "Different scopes: distilled checkpoint support versus condition pipeline. No shared target, filename, or concrete bug/change indicating the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 36, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1296-2", + "nodes": [ + "issue:1296", + "issue:3134" + ], + "soft_pairs": [ + "issue:1296|issue:3134" + ], + "prepared_review_unit_hash": "2be9816aba3c0610185f7d3c77b830dd868b266fa81e3f6c3c2db1307a05f34b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1435, + "estimated_input_tokens": 359, + "estimated_eval_tokens": 974 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1435, + "estimated_input_tokens": 359, + "estimated_eval_tokens": 974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related by topic/name, but they do not look like the same underlying bug or request. \"Paella v3\" reads like a distinct follow-up or revision rather than a duplicate of the original \"Paella\" issue.", + "confidence": 0.78, + "canonical_issue_reason": "issue #3134 is the better representative: its title is more specific, it is newer, and it has inbound references, suggesting it is the more central tracking item.", + "canonical_pr_reason": null, + "best_issue_reason": "#3134 is the strongest issue to keep as the cluster anchor because it is the more explicit and better-connected Paella topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1296", + "right": "issue:3134", + "accept": false, + "reason": "Shared topic only; the titles suggest a related follow-up/versioning relationship, not the same concrete issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 37, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-871-9", + "nodes": [ + "issue:1333", + "issue:871", + "issue:872", + "issue:873", + "issue:875", + "issue:876", + "issue:877", + "issue:878", + "issue:895" + ], + "soft_pairs": [ + "issue:871|issue:895", + "issue:871|issue:872", + "issue:871|issue:875", + "issue:871|issue:876", + "issue:871|issue:877", + "issue:872|issue:875", + "issue:872|issue:876", + "issue:872|issue:877", + "issue:872|issue:878", + "issue:871|issue:873", + "issue:872|issue:873", + "issue:873|issue:875", + "issue:873|issue:876", + "issue:873|issue:877", + "issue:875|issue:876", + "issue:875|issue:877", + "issue:875|issue:878", + "issue:876|issue:878", + "issue:876|issue:895", + "issue:1333|issue:876", + "issue:876|issue:877", + "issue:877|issue:878", + "issue:872|issue:895", + "issue:873|issue:895", + "issue:875|issue:895", + "issue:1333|issue:878", + "issue:1333|issue:895", + "issue:1333|issue:871", + "issue:1333|issue:872" + ], + "prepared_review_unit_hash": "e6db404f70a6bdddac415d720a6a1dced063bb2104252d82764fe207ec67160b", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 14818, + "estimated_input_tokens": 3705, + "estimated_eval_tokens": 7666 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 14818, + "estimated_input_tokens": 3705, + "estimated_eval_tokens": 7666 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are distinct Community Pipeline feature requests, not duplicates of the same bug or change. The overlap is mostly the shared project/theme wording, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a true canonical duplicate target here; the cluster is heterogeneous and each item describes a different pipeline or feature request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 871 is the best representative if one must be chosen: it has the strongest external reference activity and is a broad, high-visibility Community Pipeline request, though it is not a duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:871", + "right": "issue:895", + "accept": false, + "reason": "Speech-to-image and Imagic are different tasks: audio-conditioned generation vs text-based real-image editing." + }, + { + "left": "issue:871", + "right": "issue:872", + "accept": false, + "reason": "Speech-to-image and Wildcards are unrelated pipeline ideas with different functionality and code paths." + }, + { + "left": "issue:871", + "right": "issue:875", + "accept": false, + "reason": "Speech-to-image and Seed resize address different behaviors; one is modality conversion, the other seed handling." + }, + { + "left": "issue:871", + "right": "issue:876", + "accept": false, + "reason": "Speech-to-image and Composable Diffusion are separate community pipeline concepts, not the same underlying change." + }, + { + "left": "issue:871", + "right": "issue:877", + "accept": false, + "reason": "Speech-to-image and Checkpoint merging solve different problems and would not be merged into one PR." + }, + { + "left": "issue:872", + "right": "issue:875", + "accept": false, + "reason": "Wildcards and Seed resize are unrelated features; they do not describe the same bug or implementation." + }, + { + "left": "issue:872", + "right": "issue:876", + "accept": false, + "reason": "Wildcards and Composable Diffusion are different pipeline features with different intended code changes." + }, + { + "left": "issue:872", + "right": "issue:877", + "accept": false, + "reason": "Wildcards and Checkpoint merging are distinct changes; shared community-pipeline context is too broad." + }, + { + "left": "issue:872", + "right": "issue:878", + "accept": false, + "reason": "Wildcards and Modified Cross-Attention are different features and not the same concrete fix/change." + }, + { + "left": "issue:871", + "right": "issue:873", + "accept": false, + "reason": "Speech-to-image and SD v1-v4 compare are separate requests with different goals and implementation scope." + }, + { + "left": "issue:872", + "right": "issue:873", + "accept": false, + "reason": "Wildcards and SD v1-v4 compare are unrelated features; no shared bug or code path." + }, + { + "left": "issue:873", + "right": "issue:875", + "accept": false, + "reason": "SD v1-v4 compare and Seed resize are distinct pipeline features, not a single change." + }, + { + "left": "issue:873", + "right": "issue:876", + "accept": false, + "reason": "SD v1-v4 compare and Composable Diffusion are different requests with different behavior and code paths." + }, + { + "left": "issue:873", + "right": "issue:877", + "accept": false, + "reason": "SD v1-v4 compare and Checkpoint merging are unrelated changes beyond the broad Stable Diffusion context." + }, + { + "left": "issue:875", + "right": "issue:876", + "accept": false, + "reason": "Seed resize and Composable Diffusion address different functionality and should not be merged as duplicates." + }, + { + "left": "issue:875", + "right": "issue:877", + "accept": false, + "reason": "Seed resize and Checkpoint merging are separate pipeline concerns with no shared concrete bug." + }, + { + "left": "issue:875", + "right": "issue:878", + "accept": false, + "reason": "Seed resize and Modified Cross-Attention are different features and code paths." + }, + { + "left": "issue:876", + "right": "issue:878", + "accept": false, + "reason": "Composable Diffusion and Modified Cross-Attention are both compositional diffusion ideas, but they target different mechanisms and are not the same change." + }, + { + "left": "issue:876", + "right": "issue:895", + "accept": false, + "reason": "Composable Diffusion and Imagic are different community pipeline proposals with different goals." + }, + { + "left": "issue:1333", + "right": "issue:876", + "accept": false, + "reason": "RePaint + Stable Diffusion and Composable Diffusion are distinct pipelines; the overlap is only the shared Stable Diffusion umbrella." + }, + { + "left": "issue:876", + "right": "issue:877", + "accept": false, + "reason": "Composable Diffusion and Checkpoint merging are different changes, not one concrete code-path fix." + }, + { + "left": "issue:877", + "right": "issue:878", + "accept": false, + "reason": "Checkpoint merging and Modified Cross-Attention are unrelated features and should not be deduplicated." + }, + { + "left": "issue:872", + "right": "issue:895", + "accept": false, + "reason": "Wildcards and Imagic are unrelated community pipeline ideas." + }, + { + "left": "issue:873", + "right": "issue:895", + "accept": false, + "reason": "SD v1-v4 compare and Imagic solve different problems and use different implementations." + }, + { + "left": "issue:875", + "right": "issue:895", + "accept": false, + "reason": "Seed resize and Imagic are separate features with no shared underlying bug." + }, + { + "left": "issue:1333", + "right": "issue:878", + "accept": false, + "reason": "RePaint + Stable Diffusion and Modified Cross-Attention are different pipeline concepts and code paths." + }, + { + "left": "issue:1333", + "right": "issue:895", + "accept": false, + "reason": "RePaint + Stable Diffusion and Imagic are different tasks: inpainting/editing pipeline vs text-based real-image editing." + }, + { + "left": "issue:1333", + "right": "issue:871", + "accept": false, + "reason": "RePaint + Stable Diffusion and Speech-to-image are unrelated Community Pipeline requests." + }, + { + "left": "issue:1333", + "right": "issue:872", + "accept": false, + "reason": "RePaint + Stable Diffusion and Wildcards are different feature requests, not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 38, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13362-2", + "nodes": [ + "issue:13362", + "issue:13394" + ], + "soft_pairs": [ + "issue:13362|issue:13394" + ], + "prepared_review_unit_hash": "eb84a297700bf5a481e33c4db7293bb788de9efa71ea5557e6a0be56ab89829f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1601, + "estimated_input_tokens": 401, + "estimated_eval_tokens": 1058 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1601, + "estimated_input_tokens": 401, + "estimated_eval_tokens": 1058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are related at a high level (validation gaps in diffusion components) but they describe different bugs in different code paths: one is DDIMPipeline eta-range validation, the other is DDPMScheduler allowing num_inference_steps=0.", + "confidence": 0.93, + "canonical_issue_reason": "issue 13394 is the better representative for this cluster because it is open, concrete, and about a direct scheduler validation inconsistency; issue 13362 is a separate, already-closed DDIMPipeline constraint problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 13394 is the strongest standalone issue to anchor on: it states a specific missing validation, names the affected scheduler, and describes the inconsistency clearly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13362", + "right": "issue:13394", + "accept": false, + "reason": "Not the same underlying bug: 13362 is about validating eta in DDIMPipeline, while 13394 is about num_inference_steps=0 in DDPMScheduler. Similar theme, different parameter and code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 39, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1364-4", + "nodes": [ + "issue:1364", + "issue:2280", + "issue:6853", + "issue:6854" + ], + "soft_pairs": [ + "issue:1364|issue:6853", + "issue:1364|issue:6854", + "issue:2280|issue:6853", + "issue:2280|issue:6854", + "issue:6853|issue:6854" + ], + "prepared_review_unit_hash": "2868716321c2538e17faa7393ff3adb96aea627c244f7ebaa651a0a4c32f9dca", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 5, + "serialized_chars": 4018, + "estimated_input_tokens": 1005, + "estimated_eval_tokens": 2266 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 5, + "serialized_chars": 4018, + "estimated_input_tokens": 1005, + "estimated_eval_tokens": 2266 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most items are unrelated community questions. The only clear duplicate pair is 6853 and 6854, which share the same inpainting-training request, with 6854 \u044f\u0432\u043d\u043e pointing back to #6853.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 6853 is the substantive report/request; 6854 appears to be a duplicate or follow-up that literally references #6853 in the title and has no body.", + "canonical_pr_reason": null, + "best_issue_reason": "6853 is the best representative of the only true duplicate cluster because it is the original, non-empty issue describing the inpainting training request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1364", + "right": "issue:6853", + "accept": false, + "reason": "A generic question about pre-training Stable Diffusion is not the same underlying request as replacing training for the inpainting model." + }, + { + "left": "issue:1364", + "right": "issue:6854", + "accept": false, + "reason": "Different topics: general pre-training code question vs a specific inpainting training replacement request." + }, + { + "left": "issue:2280", + "right": "issue:6853", + "accept": false, + "reason": "Converting Stable Diffusion to inpainting is a different task from replacing training for the inpainting model." + }, + { + "left": "issue:2280", + "right": "issue:6854", + "accept": false, + "reason": "Related to inpainting, but a conversion script request is not the same underlying change as training replacement." + }, + { + "left": "issue:6853", + "right": "issue:6854", + "accept": true, + "reason": "Same concrete request: both ask to replace training for the Stable Diffusion inpainting model, and 6854 explicitly references 6853 as the target." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The verdict is grounded in the packet: 6853 and 6854 have highly overlapping titles, and 6854 explicitly references #6853 while having no body. The other pairs are conservatively rejected as only soft-similar, with no evidence of the same underlying request." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 40, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-138-2", + "nodes": [ + "issue:138", + "issue:3349" + ], + "soft_pairs": [ + "issue:138|issue:3349" + ], + "prepared_review_unit_hash": "3be9f2b2192a1234d386785f2959f35cc74f87ec45d84fc1aa2166c2a9aee621", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related to missing transformers, but they describe different problem classes: a concrete runtime ImportError versus missing installation documentation. I would not treat them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #138 is the more concrete, bug-focused report: it describes the actual failure path and error message when the dependency is absent.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #138 is the best representative of the cluster because it captures the actionable runtime problem, whereas #3349 is primarily a documentation/install-instructions complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:138", + "right": "issue:3349", + "accept": false, + "reason": "Reject: #138 is a runtime ImportError in a pipeline code path; #3349 is about missing dependency mention in install docs. Related, but not the same underlying bug/change and not something that would be merged as one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 41, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1422-2", + "nodes": [ + "issue:1422", + "issue:5193" + ], + "soft_pairs": [ + "issue:1422|issue:5193" + ], + "prepared_review_unit_hash": "f08eff611b2683a6587594f1700103f28a9b8f94c54004ec91b69b6ecbc0b6a3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1606, + "estimated_input_tokens": 402, + "estimated_eval_tokens": 1060 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1606, + "estimated_input_tokens": 402, + "estimated_eval_tokens": 1060 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: #1422 reports a broken/mosaic output when using CLIPGuidedStableDiffusion with stable-diffusion-2, while #5193 asks how to use a Chinese CLIP model. Different problem statements and likely different resolutions.", + "confidence": 0.96, + "canonical_issue_reason": "If a representative issue is needed, #1422 is the more concrete bug report; however it is not the same underlying problem as #5193.", + "canonical_pr_reason": null, + "best_issue_reason": "#1422 is the clearest standalone issue in this pair because it describes an explicit failure mode, but it should not be merged with #5193.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1422", + "right": "issue:5193", + "accept": false, + "reason": "Different topics: one is a bug about mosaic results on SD2, the other is a usage question about a Chinese CLIP model; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 42, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-410-2", + "nodes": [ + "issue:1443", + "issue:410" + ], + "soft_pairs": [ + "issue:1443|issue:410" + ], + "prepared_review_unit_hash": "26225fcab8149f8fb9f8459dc4378f265ecdec56745aabaf6a446e664710c916", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1551, + "estimated_input_tokens": 388, + "estimated_eval_tokens": 1032 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1551, + "estimated_input_tokens": 388, + "estimated_eval_tokens": 1032 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is a design request about moving prediction type onto the UNet, while the other reports a hard limitation on UNet internal block channel sizes. They touch different problems and would not be merged as the same underlying issue.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #1443 is the clearer, more actionable representative of the cluster because it states a specific architectural change request and is more self-contained than #410.", + "canonical_pr_reason": null, + "best_issue_reason": "#1443 is the better canonical issue candidate if one must be chosen, since it has a narrower, more explicit scope and reads like a concrete product/design task.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1443", + "right": "issue:410", + "accept": false, + "reason": "The titles and implied problems are unrelated: prediction-type placement on UNet versus channel-size constraints in UNet blocks. They do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 43, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-146-2", + "nodes": [ + "issue:146", + "issue:2626" + ], + "soft_pairs": [ + "issue:146|issue:2626" + ], + "prepared_review_unit_hash": "f540ecc88f38052a27a13f9c4cd2d3fa2eddd2e927dce2f654bdee909ee65e9a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1507, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1507, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both artifacts are feature requests for training examples, but they target different pipelines: a superresolution training example versus a ControlNet training example. They are related in theme, not the same underlying request.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 2626 is the more specific and clearly scoped request, making it a better canonical representative for the training-example feature request cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 2626 is the best single issue because it states the concrete desired example directly and is easier to map to a future implementation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:146", + "right": "issue:2626", + "accept": false, + "reason": "Different target workflows and model types; they are both example requests, but not the same underlying feature/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 44, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1473-3", + "nodes": [ + "issue:1473", + "issue:4594", + "issue:5990" + ], + "soft_pairs": [ + "issue:1473|issue:4594", + "issue:4594|issue:5990" + ], + "prepared_review_unit_hash": "059e02839c5470a0e0f07d931b15386d47ddb2984165a22ecd55b4845dd78f4b", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2440, + "estimated_input_tokens": 610, + "estimated_eval_tokens": 1476 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2440, + "estimated_input_tokens": 610, + "estimated_eval_tokens": 1476 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated issue reports: one generic help request, one custom-pipeline gradient question, and one Stable Video Diffusion inpainting implementation problem. None appear to be duplicates of the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #5990 is the most concrete and actionable report, with a specific pipeline and implementation problem rather than a broad help request.", + "canonical_pr_reason": null, + "best_issue_reason": "#5990 is the best representative issue because it describes a specific technical problem in a named pipeline and is more likely to anchor related discussion than the generic or vague reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1473", + "right": "issue:4594", + "accept": false, + "reason": "#1473 is a generic request for code review/help, while #4594 is a specific custom pipeline gradient issue; they do not describe the same bug." + }, + { + "left": "issue:4594", + "right": "issue:5990", + "accept": false, + "reason": "Both involve pipeline-related troubleshooting, but one is about latents.requires_grad in a custom pipeline and the other about Stable Video Diffusion inpainting implementation issues; these are different problem reports." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 45, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1629-3", + "nodes": [ + "issue:1629", + "issue:1630", + "issue:1631" + ], + "soft_pairs": [ + "issue:1629|issue:1630", + "issue:1629|issue:1631", + "issue:1630|issue:1631" + ], + "prepared_review_unit_hash": "7791ecd730bbd336331f8404d7389134044169f0fe9c239c8d105b0b0ddeb902", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2811, + "estimated_input_tokens": 703, + "estimated_eval_tokens": 1662 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2811, + "estimated_input_tokens": 703, + "estimated_eval_tokens": 1662 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three issues concern flaky/non-deterministic test outputs, but they target different test suites and scenarios (AltDiffusion, common fast tests on MPS, and depth estimator in StableDiffusiondepth2img). They are related in theme, not the same underlying bug.", + "confidence": 0.87, + "canonical_issue_reason": "Issue #1630 is the broadest and most representative description of the cluster: it captures inconsistent outputs in common fast tests on MPS, which fits the shared reproducibility theme better than the two more specialized reports.", + "canonical_pr_reason": null, + "best_issue_reason": "#1630 is the best cluster representative because it is general, clearly states the symptom, and is not tied to one narrowly scoped pipeline test.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1629", + "right": "issue:1630", + "accept": false, + "reason": "Both are flaky-test reports, but one is AltDiffusion-specific and the other is a broader MPS inconsistency report; they do not describe the same concrete failure." + }, + { + "left": "issue:1629", + "right": "issue:1631", + "accept": false, + "reason": "These involve different pipelines and different test components, so they are not the same underlying bug." + }, + { + "left": "issue:1630", + "right": "issue:1631", + "accept": false, + "reason": "Shared nondeterminism theme only; the affected test paths and likely causes differ, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 46, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1684-2", + "nodes": [ + "issue:1684", + "issue:1696" + ], + "soft_pairs": [ + "issue:1684|issue:1696" + ], + "prepared_review_unit_hash": "6c4a6d6313db6a2d91539adb45b582f6f2654c8578ac26bdb4d8048f14e46cfd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1578, + "estimated_input_tokens": 395, + "estimated_eval_tokens": 1046 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1578, + "estimated_input_tokens": 395, + "estimated_eval_tokens": 1046 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items report floating point exception crashes, but they describe different triggers: generic inference vs. changing the scheduler. The overlap is only in the symptom, not clearly the same underlying bug.", + "confidence": 0.84, + "canonical_issue_reason": "Issue #1684 is the broader report of the crash during inference, so it is the better umbrella issue if these need to be tracked together.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #1684 is the best representative because its title describes the more general inference-path failure, making it the most reusable anchor for related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1684", + "right": "issue:1696", + "accept": false, + "reason": "Reject: both mention a floating point exception, but one is tied to inference generally and the other specifically to changing the scheduler. That suggests different code paths and possibly different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 47, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1712-2", + "nodes": [ + "issue:1712", + "issue:5861" + ], + "soft_pairs": [ + "issue:1712|issue:5861" + ], + "prepared_review_unit_hash": "35a4cbed0489fc2822c4d4f9563805356c4599b4b12aa23fe75223cce31ade7c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1490, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1490, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is about GPU/CPU setup problems in certain modules, while the other is specifically about using ControlNet only with `UNet2DModel`.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue cleanly represents the other: #5861 is more specific and technically distinct, while #1712 is about a different class of setup/runtime problem. No single canonical issue for this cluster is appropriate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1712", + "right": "issue:5861", + "accept": false, + "reason": "Different underlying problems and code paths: GPU/CPU setup issues vs. ControlNet compatibility with `UNet2DModel`. Similarity is only superficial." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 48, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-329-3", + "nodes": [ + "issue:1748", + "issue:329", + "issue:4463" + ], + "soft_pairs": [ + "issue:1748|issue:329", + "issue:329|issue:4463" + ], + "prepared_review_unit_hash": "6825a888a1475d4309e5373fb73e11fd9478fc362adf17469c3e7c55083c6243", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2424, + "estimated_input_tokens": 606, + "estimated_eval_tokens": 1468 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2424, + "estimated_input_tokens": 606, + "estimated_eval_tokens": 1468 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are related only by broad Stable Diffusion support questions, but they ask for different capabilities: SD2 support, K-LMS inpainting/img2img support, and guide diffusion/unet_1d_condition support. They do not look like duplicates of the same underlying bug or feature request.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 329 is the most concrete and implementation-specific request, while the others are broader or different support questions; it is the best representative if one issue must anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 329 is the strongest standalone issue because it names a specific missing capability and pipeline context, making it the clearest actionable request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1748", + "right": "issue:329", + "accept": false, + "reason": "Both mention Stable Diffusion support, but one is a general SD v2 compatibility question and the other is a specific K-LMS inpainting/img2img feature request; different underlying changes." + }, + { + "left": "issue:329", + "right": "issue:4463", + "accept": false, + "reason": "These request different support areas and code paths: K-LMS for inpainting/img2img versus guide diffusion and unet_1d_condition support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 49, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1760-2", + "nodes": [ + "issue:1760", + "issue:4981" + ], + "soft_pairs": [ + "issue:1760|issue:4981" + ], + "prepared_review_unit_hash": "30c52bef685c5c85f279d2a91f306c2594715191d9a92e79eb4d145e88853c77", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues concern ONNX Runtime running with the OpenVINO execution provider, but they describe different levels of specificity: one is a generic OpenVINO-EP subgraph runtime exception, while the other is a StableDiffusionPipeline failure using OpenVINO EP. I don\u2019t see enough evidence that they are the same concrete bug.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 1760 is the more direct bug report: it names the concrete ONNXRuntime/OpenVINO-EP runtime exception and is less application-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 1760 is the best cluster representative because its title captures the underlying runtime failure more explicitly and broadly than the StableDiffusionPipeline-specific report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1760", + "right": "issue:4981", + "accept": false, + "reason": "Both mention OpenVINO EP with ONNX Runtime, but the evidence only shows a broad subsystem overlap. 4981 is tied to StableDiffusionPipeline and 1760 to a specific subgraph runtime exception, so I can\u2019t confirm the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 50, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1779-2", + "nodes": [ + "issue:1779", + "issue:2582" + ], + "soft_pairs": [ + "issue:1779|issue:2582" + ], + "prepared_review_unit_hash": "832746e07ef5b6b729236fccbdd0f4e18a6b5c96ba86f86383fa57f813839782", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1501, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1501, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have the same title and no distinguishing scope signals, so they are best treated as duplicates; #1779 is the natural canonical issue because it was created first.", + "confidence": 0.95, + "canonical_issue_reason": "#1779 is the earlier-created issue, making it the best canonical representative for this duplicate report.", + "canonical_pr_reason": null, + "best_issue_reason": "#1779 is the strongest issue anchor because it has the same title as #2582 and was opened earlier.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1779", + "right": "issue:2582", + "accept": true, + "reason": "Identical titles and no evidence of distinct scope or targets; they appear to be duplicate reports of the same request." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster decision is mostly grounded, but the reasoning overstates the evidence: both issues have the same discussion_activity, so saying #1779 has 'more discussion context' is not supported by the packet. If you keep the cluster, justify the canonical pick only by earlier creation time (or leave the canonical rationale neutral)." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 51, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1797-2", + "nodes": [ + "issue:1797", + "issue:6182" + ], + "soft_pairs": [ + "issue:1797|issue:6182" + ], + "prepared_review_unit_hash": "f0f2e0b92142ba1e2ca305245e8e9804b73569a54dca82ea9b07cc0df13217fb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1484, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1484, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The pair is only weakly similar on metadata, with no body-content or path-level evidence to support a firm duplicate conclusion. If a canonical issue must be chosen, #6182 is the better metadata-based candidate, but the duplicate judgment should stay tentative.", + "confidence": 0.48, + "canonical_issue_reason": "#6182 is the stronger canonical candidate on metadata alone: it is newer, has more inbound references, and its title is broader/more descriptive.", + "canonical_pr_reason": null, + "best_issue_reason": "#6182 is the best issue to anchor future triage, but only tentatively, because the available evidence does not confirm the two reports describe the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1797", + "right": "issue:6182", + "accept": false, + "reason": "The only linkage is a low soft-similarity score (Jaccard 0.23) plus similar titles; there is no body-content evidence showing the same bug or code path, so this is too weak to accept as a duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion is too strong for the packet. We only have titles, dates, activity counts, and a soft-similarity edge (jaccard 0.23); there is no body-content evidence that both issues describe the same bug or the same code path. Saying they are 'likely duplicates of the same underlying problem' overstates the evidence. #6182 can be a better canonical candidate on metadata grounds, but the duplicate/merge judgment should remain tentative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 52, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1837-4", + "nodes": [ + "issue:1837", + "issue:2628", + "issue:3599", + "issue:4575" + ], + "soft_pairs": [ + "issue:1837|issue:2628", + "issue:2628|issue:3599", + "issue:2628|issue:4575" + ], + "prepared_review_unit_hash": "03cc288fecf9b78cc47a59355d366aa7f9a510430ff90fba5eb39b425ea35237", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 3242, + "estimated_input_tokens": 811, + "estimated_eval_tokens": 1878 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 3242, + "estimated_input_tokens": 811, + "estimated_eval_tokens": 1878 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four unrelated feature/enhancement issues that only loosely share a training/scheduler theme. They do not look like duplicates or the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: each ticket asks for a different feature in a different area (textual inversion logging, LR decay scheduling, DAAM, and scheduler self-recurrence).", + "canonical_pr_reason": null, + "best_issue_reason": "If one must be chosen, issue 2628 is the broadest/general enhancement request, but it is still not representative of the others as a duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1837", + "right": "issue:2628", + "accept": false, + "reason": "Different requested changes and code paths: image logging for textual inversion vs cosine-decay scheduling." + }, + { + "left": "issue:2628", + "right": "issue:3599", + "accept": false, + "reason": "Both are enhancements, but they target different functionality: scheduler decay vs DAAM attention visualization." + }, + { + "left": "issue:2628", + "right": "issue:4575", + "accept": false, + "reason": "Not the same change: cosine decay scheduling vs adding a self-recurrence trick to schedulers; too distinct to merge as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 53, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-853-2", + "nodes": [ + "issue:1877", + "issue:853" + ], + "soft_pairs": [ + "issue:1877|issue:853" + ], + "prepared_review_unit_hash": "de3a59027a9493f62b81810110bb22d636d5264689d4bb5086a14f610a5bb77a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are both about checkpoint/config conversion around LatentDiffusion, but they describe different problems: one is a model state_dict size-mismatch when loading a generated ckpt/yaml, the other asks whether ckpt conversion should change when training with 8GB VRAM settings. They are related topic-wise but not the same bug report.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #1877 is the more concrete failure report: it includes the exact loading error and asks how to generate ckpt/yaml from a diffuser model. That makes it the better representative of the cluster\u2019s core problem surface.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #1877 is the best standalone issue because it has the clearest reproducible symptom and the most actionable description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1877", + "right": "issue:853", + "accept": false, + "reason": "Both discuss ckpt conversion, but #1877 is a specific state_dict loading mismatch while #853 is a broader question about whether conversion should change for 8GB VRAM training settings. They do not look like the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 54, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-398-2", + "nodes": [ + "issue:1887", + "issue:398" + ], + "soft_pairs": [ + "issue:1887|issue:398" + ], + "prepared_review_unit_hash": "8fd643d9eb3a88bd57c22762f4532dbb5f7dbb56b66ea356ab72e05c39fa16ac", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items discuss sampler-related functionality, but they are not clearly the same underlying issue: one is a specific request about using DPM++ 2M Karras in Diffusers, while the other is a broad \"Sampler change\" ticket. I would not merge them as duplicates on the available evidence.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 1887 is the more specific and descriptive sampler request, making it the better canonical issue for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 1887 is the strongest representative because it states the concrete sampler variant and intended library, whereas issue 398 is too generic to anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1887", + "right": "issue:398", + "accept": false, + "reason": "They are related to samplers, but the evidence does not show the same concrete bug or change request; 1887 is a specific Diffusers question, while 398 is a broad sampler-change issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 55, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1975-2", + "nodes": [ + "issue:1975", + "issue:4522" + ], + "soft_pairs": [ + "issue:1975|issue:4522" + ], + "prepared_review_unit_hash": "362a578ceceb158065e95ba3e711f60c2634d4ea9850ea9892c72d627384ab9d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1503, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1503, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related to inpainting, but they describe different problems: textual inversion support vs. using custom inpainting models in the ControlNet inpaint pipeline. Not a duplicate pair.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 4522 is the more concrete and specific report, with a clearer target pipeline and model-loading problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 4522 is the best representative because it names the exact pipeline and the practical failure mode more precisely than the broader feature request in 1975.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:1975", + "right": "issue:4522", + "accept": false, + "reason": "They overlap on inpainting, but one is about textual inversion support and the other about custom inpainting models in StableDiffusionControlNetInpaintPipeline; different underlying changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 56, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-2135-2", + "nodes": [ + "issue:2135", + "issue:2136" + ], + "soft_pairs": [ + "issue:2135|issue:2136" + ], + "prepared_review_unit_hash": "0c6c4b5cacb38033f7b2f34904ae01141a08a019f83bc9c8c5f99b03af7f46dd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1554, + "estimated_input_tokens": 389, + "estimated_eval_tokens": 1034 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1554, + "estimated_input_tokens": 389, + "estimated_eval_tokens": 1034 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related to Diffusers model support, but they describe different underlying requests: multilingual/AltDiffusion support vs. lifting the 77-token limit. They should not be treated as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical duplicate; the issues target different problems and should remain separate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #2136 is the more concrete technical limitation and is better suited as a tracking issue for implementation work.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2135", + "right": "issue:2136", + "accept": false, + "reason": "Different underlying requests: one is out-of-the-box support for multilingual models, the other is removing the 77-token prompt length limit. They may intersect in downstream usage, but they are not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 57, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-2160-3", + "nodes": [ + "issue:2160", + "issue:3185", + "issue:3482" + ], + "soft_pairs": [ + "issue:2160|issue:3185", + "issue:2160|issue:3482", + "issue:3185|issue:3482" + ], + "prepared_review_unit_hash": "5e5f8beb263f98bdc30fa900383feabdf18b8b2fb4ca3bfa5b72fd608e0ede74", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2782, + "estimated_input_tokens": 696, + "estimated_eval_tokens": 1648 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2782, + "estimated_input_tokens": 696, + "estimated_eval_tokens": 1648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are thematically related Stable Diffusion training/fine-tuning questions, but they do not describe the same underlying bug or change, so no duplicates are accepted.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 3482 is the broadest and most representative of the shared super-resolution/fine-tuning theme, but the three issues are still distinct enough that there is no true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 3482 is the best single representative for the cluster because it is the most general Stable Diffusion super-resolution fine-tuning question and closest to the overall topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2160", + "right": "issue:3185", + "accept": false, + "reason": "2160 is about a LoRA fine-tuning error tied to vae.config.scaling_factor; 3185 is about training a Stable Diffusion upscale-4x model. Same broad domain, but not the same concrete bug or code path." + }, + { + "left": "issue:2160", + "right": "issue:3482", + "accept": false, + "reason": "2160 reports a specific LoRA/VAE scaling-factor error, while 3482 asks about fine-tuning a Stable Diffusion super-resolution model. Different problem statements and no evidence of the same underlying issue." + }, + { + "left": "issue:3185", + "right": "issue:3482", + "accept": false, + "reason": "Both mention super-resolution/upscaling, but 3185 is about training a particular upscale-4x model and 3482 is a general fine-tuning question. Related topic, not a duplicate bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 58, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-2170-3", + "nodes": [ + "issue:2170", + "issue:2283", + "issue:4691" + ], + "soft_pairs": [ + "issue:2170|issue:4691", + "issue:2170|issue:2283", + "issue:2283|issue:4691" + ], + "prepared_review_unit_hash": "ea8e63e13247872bfd4862b3e02e6a703620748e7fcd212884c8b1498f700ef5", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2996, + "estimated_input_tokens": 749, + "estimated_eval_tokens": 1754 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2996, + "estimated_input_tokens": 749, + "estimated_eval_tokens": 1754 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three items are ONNX-conversion-related, but they describe different failures: opset-version support for stable-diffusion-2-1, a CLIPVisionConfig attribute error for stable-diffusion-v1-5, and unsupported aten::scaled_dot_product_attention export at opset 14. They look like related symptom reports, not duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 4691 is the clearest concrete export failure and the most actionable representative of the cluster; it has a specific unsupported operator and explicit opset context.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 4691 is the best global issue candidate because it states a precise ONNX export limitation with a concrete operator/opset mismatch, unlike the other two which are model-specific setup/config problems or broader opset questions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2170", + "right": "issue:4691", + "accept": false, + "reason": "Different underlying problems: 2170 asks whether stable-diffusion-2-1 can export with opset 13, while 4691 reports aten::scaled_dot_product_attention failing at opset 14. Same area, not the same bug." + }, + { + "left": "issue:2170", + "right": "issue:2283", + "accept": false, + "reason": "2170 is about opset support during export; 2283 is a CLIPVisionConfig missing num_channels attribute. These are distinct failure modes." + }, + { + "left": "issue:2283", + "right": "issue:4691", + "accept": false, + "reason": "2283 is a configuration/attribute error in model conversion, while 4691 is an unsupported operator export error. They do not look like one underlying code-path issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 59, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-2189-4", + "nodes": [ + "issue:2189", + "issue:2739", + "issue:3732", + "issue:4902" + ], + "soft_pairs": [ + "issue:2189|issue:4902", + "issue:2189|issue:2739", + "issue:2739|issue:3732" + ], + "prepared_review_unit_hash": "8960eaf198ba81582decc71895469b053d9649a46a516f452bb4e68a99907720", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 3258, + "estimated_input_tokens": 815, + "estimated_eval_tokens": 1886 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 3258, + "estimated_input_tokens": 815, + "estimated_eval_tokens": 1886 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one pair looks like the same underlying issue: both 2189 and 2739 ask whether multiple LoRA adapters/models can be loaded for inference. The other pairs are too broad or refer to safetensors loading in general, not the same LoRA-specific problem.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 2189 is the clearest, most concrete statement of the LoRA multi-load inference problem; 2739 is essentially the same question in less specific wording.", + "canonical_pr_reason": null, + "best_issue_reason": "2189 is the best cluster representative because it names the exact behavior needed and is more actionable than the other issue titles.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2189", + "right": "issue:4902", + "accept": false, + "reason": "Both mention loading, but 4902 is about safetensors loading in general, not specifically loading multiple LoRA weights during inference." + }, + { + "left": "issue:2189", + "right": "issue:2739", + "accept": true, + "reason": "These are the same underlying question: loading multiple LoRA models/weights during inference." + }, + { + "left": "issue:2739", + "right": "issue:3732", + "accept": false, + "reason": "2739 is about multiple LoRA adapters, while 3732 is about using a local safetensors model for inference; different problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft-edge pair (2189 \u2194 2739) is conservative given the near-identical LoRA-loading wording in the titles. The rejected pairs are also reasonably cautious: 4902 is about safetensors loading generally, and 3732 is about local safetensors inference, so neither is clearly the same LoRA-multi-load issue. No overstatement is apparent." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 60, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-2219-2", + "nodes": [ + "issue:2219", + "issue:5774" + ], + "soft_pairs": [ + "issue:2219|issue:5774" + ], + "prepared_review_unit_hash": "0f787ec6904183186a54ce3e341d95ab69c06db6f6b7f68de4d850fd5cc06a9f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1536, + "estimated_input_tokens": 384, + "estimated_eval_tokens": 1024 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1536, + "estimated_input_tokens": 384, + "estimated_eval_tokens": 1024 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two related but not duplicate how-to questions about Stable Diffusion fine-tuning; they ask about different training scenarios (super-resolution vs custom captioned image dataset).", + "confidence": 0.83, + "canonical_issue_reason": "issue:5774 is the broader and more general fine-tuning question, so it is the better representative of the cluster if one issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:5774 is the strongest single issue to keep because it is more general and better captures the common fine-tuning topic without being tied to the narrower super-resolution variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2219", + "right": "issue:5774", + "accept": false, + "reason": "Both are about fine-tuning Stable Diffusion, but they target different use cases and do not describe the same underlying bug or request; this is topical similarity, not duplication." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 61, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-2255-2", + "nodes": [ + "issue:2255", + "issue:2256" + ], + "soft_pairs": [ + "issue:2255|issue:2256" + ], + "prepared_review_unit_hash": "528445be577b59a54c3ba2c776247f5a0d58ed579bb0f339d2ef63ed3702aabf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1593, + "estimated_input_tokens": 399, + "estimated_eval_tokens": 1054 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1593, + "estimated_input_tokens": 399, + "estimated_eval_tokens": 1054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Issues #2255 and #2256 are the same question with identical titles and very similar bodies, so they should be clustered as duplicates. #2255 is the better canonical issue because it has slightly more discussion activity.", + "confidence": 0.99, + "canonical_issue_reason": "#2255 and #2256 ask the exact same question; #2255 has more discussion activity, so it is the best canonical representative.", + "canonical_pr_reason": null, + "best_issue_reason": "#2255 is the stronger representative because it is the same issue as #2256 and has marginally more engagement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2255", + "right": "issue:2256", + "accept": true, + "reason": "Identical title and highly similar content indicate the same underlying issue/question." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: the titles are identical and the pair has strong soft similarity (jaccard 0.87). The canonical choice is also conservative, since #2255 has more discussion activity than #2256." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 62, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-2270-2", + "nodes": [ + "issue:2270", + "issue:2353" + ], + "soft_pairs": [ + "issue:2270|issue:2353" + ], + "prepared_review_unit_hash": "095632f8a662b9f9223a5b0f5429020fb9132cfc2a2bb6f4b009846440c3b569", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one asks about negative prompt support, while the other reports missing denoise support in a specific ONNX inpaint pipeline. They concern different features/code paths.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #2353 is the more concrete, actionable bug report with a specific pipeline and missing capability.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #2353 best represents the cluster because it identifies a concrete implementation gap rather than a general usage question.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2270", + "right": "issue:2353", + "accept": false, + "reason": "Different functionality: negative prompt support is a separate feature request from denoise support in OnnxStableDiffusionInpaintPipeline. No clear same-bug/same-change evidence." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 63, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-2411-4", + "nodes": [ + "issue:2411", + "issue:2777", + "issue:4253", + "issue:6178" + ], + "soft_pairs": [ + "issue:2411|issue:4253", + "issue:2777|issue:4253", + "issue:2777|issue:6178" + ], + "prepared_review_unit_hash": "26050084cb04c3eab3d0a732acb3bc0a012e4e1aa0de4c8cc23e3a8869d400ce", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 3344, + "estimated_input_tokens": 836, + "estimated_eval_tokens": 1928 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 3344, + "estimated_input_tokens": 836, + "estimated_eval_tokens": 1928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No duplicate cluster here: the issues only share superficial Stable Diffusion/Dreambooth wording, but each asks about a different problem or feature.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items are not the same underlying bug/request, so none should represent a duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best representative for deduplication; the topics split across performance, Dreambooth support, image-guided generation, and DDPM training.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2411", + "right": "issue:4253", + "accept": false, + "reason": "2411 is a performance complaint about slow image generation; 4253 asks about using an input image with a Dreambooth-fine-tuned model. Different underlying issues." + }, + { + "left": "issue:2777", + "right": "issue:4253", + "accept": false, + "reason": "2777 requests Dreambooth support for Alt Diffusion; 4253 asks about image-guided generation after Dreambooth fine-tuning. Related vocabulary, but not the same change or bug." + }, + { + "left": "issue:2777", + "right": "issue:6178", + "accept": false, + "reason": "2777 is a Dreambooth/Alt Diffusion feature request, while 6178 asks how to train Stable Diffusion with DDPM. Different training methods and goals." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 64, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-2709-2", + "nodes": [ + "issue:2709", + "issue:3731" + ], + "soft_pairs": [ + "issue:2709|issue:3731" + ], + "prepared_review_unit_hash": "a9eb727f96862f5a6777c242f464c98ce4bf4b21bbed12590e6cabefe7430849", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1523, + "estimated_input_tokens": 381, + "estimated_eval_tokens": 1018 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1523, + "estimated_input_tokens": 381, + "estimated_eval_tokens": 1018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is about saving PyTorch 2.0-compiled models, while the other is a missing-module import error for `models.unet_3d_condition`. They affect different code paths and have different failure modes.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #2709 is the better canonical issue because it describes a broader, user-facing serialization failure that is more likely to represent the main cluster theme.", + "canonical_pr_reason": null, + "best_issue_reason": "#2709 is the strongest representative for this cluster since it is the more general bug report and not a narrow import-path symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2709", + "right": "issue:3731", + "accept": false, + "reason": "Different underlying problems: model saving/serialization for torch.compile in #2709 versus a missing module import in #3731. The titles and likely code paths do not indicate the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 65, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-271-2", + "nodes": [ + "issue:271", + "issue:277" + ], + "soft_pairs": [ + "issue:271|issue:277" + ], + "prepared_review_unit_hash": "8d5ece0a95f4e072595060956e56ec4d8a966c6ac10a8e773dcda47d2854f2e9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1471, + "estimated_input_tokens": 368, + "estimated_eval_tokens": 992 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1471, + "estimated_input_tokens": 368, + "estimated_eval_tokens": 992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are related thematically (samplers/schedulers), but they do not look like the same underlying request. #277 is a concrete feature request for additional samplers/schedulers, while #271 is a broader samplers/documentation topic.", + "confidence": 0.84, + "canonical_issue_reason": "#277 is the more specific and actionable issue: it asks for additional samplers/schedulers (e.g. Euler). #271 is broader and appears centered on documentation around samplers rather than the same concrete change.", + "canonical_pr_reason": null, + "best_issue_reason": "#277 is the best representative because it describes a clear, implementable feature request; #271 is too generic/broad to serve as the canonical issue for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:271", + "right": "issue:277", + "accept": false, + "reason": "They share the same general sampler theme, but one is documentation-focused and the other is a specific request for more samplers/schedulers. That is not enough to treat them as the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 66, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-2750-3", + "nodes": [ + "issue:2750", + "issue:4679", + "issue:6429" + ], + "soft_pairs": [ + "issue:2750|issue:4679", + "issue:4679|issue:6429" + ], + "prepared_review_unit_hash": "4c6786db9cfee47668168d819217b3f05ddfcd391b0e904d91451013c91bf984", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2376, + "estimated_input_tokens": 594, + "estimated_eval_tokens": 1444 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2376, + "estimated_input_tokens": 594, + "estimated_eval_tokens": 1444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly about ControlNet-related feature requests, but it splits into two topics: a specific face-landmarks ControlNet enhancement, and a LoRA-with-ControlNet request. The LoRA issues look like duplicates of each other; the face-landmarks request is separate.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 4679 is the best canonical issue because it is the most general and still-open request for ControlNet LoRA support, making it the most useful representative for the duplicated LoRA thread.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 4679 best represents the cluster\u2019s duplicate pair because its title is broad, directly matches the LoRA-with-ControlNet theme, and it is still open.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2750", + "right": "issue:4679", + "accept": false, + "reason": "Both mention ControlNet, but 2750 is specifically about adding face-landmarks support, while 4679 is about ControlNet LoRA support. They are different requested features, not the same underlying change." + }, + { + "left": "issue:4679", + "right": "issue:6429", + "accept": true, + "reason": "These two issues describe the same underlying request: using or supporting LoRA with the ControlNet pipeline. The wording differs, but the feature target is the same." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The issue selection is grounded in the packet: 4679 is the broad, still-open ControlNet LoRA request, and 6429 is plausibly the same request phrased differently. The rejection of 2750 vs 4679 is appropriately conservative because it is a different ControlNet feature (face-landmarks). The summary stays within the evidence, noting only likely duplication for the LoRA issues and separating the face-landmarks request." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 67, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-2820-2", + "nodes": [ + "issue:2820", + "issue:5140" + ], + "soft_pairs": [ + "issue:2820|issue:5140" + ], + "prepared_review_unit_hash": "7ccc1c9ef6f7b090dc3b1e8214aa006c7d3b2967a542129aa15aec117f072da0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1511, + "estimated_input_tokens": 378, + "estimated_eval_tokens": 1012 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1511, + "estimated_input_tokens": 378, + "estimated_eval_tokens": 1012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items discuss multi-ControlNet support, but they are not the same request: #2820 is a general img2img feature inquiry, while #5140 is specifically about BLIP-Diffusion lacking multi-ControlNet support.", + "confidence": 0.86, + "canonical_issue_reason": "#5140 is the more concrete and specific issue, making it the better representative of the topic.", + "canonical_pr_reason": null, + "best_issue_reason": "#5140 has a clearer problem statement and is more actionable than the generic question in #2820.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:2820", + "right": "issue:5140", + "accept": false, + "reason": "Related theme, but not the same underlying bug/change: one is a broad img2img feature request, the other is a BLIP-Diffusion-specific limitation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 68, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-3307-2", + "nodes": [ + "issue:3307", + "issue:3356" + ], + "soft_pairs": [ + "issue:3307|issue:3356" + ], + "prepared_review_unit_hash": "8181f82388232db21d43e045a6b608bdc97144c7564b22cf1a29fab291209263", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1522, + "estimated_input_tokens": 381, + "estimated_eval_tokens": 1018 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1522, + "estimated_input_tokens": 381, + "estimated_eval_tokens": 1018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related DeepFloyd IF fine-tuning questions, but they ask about different things: one is a general fine-tuning question, the other is specifically about `predicted_variance` for textual inversion tuning. They are not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 3356 is the broader, more representative question about fine-tuning DeepFloyd IF; issue 3307 is a narrower subtopic rather than the same issue.", + "canonical_pr_reason": null, + "best_issue_reason": "3356 is the best single issue to represent this cluster because it captures the general fine-tuning problem space more cleanly than the very specific `predicted_variance` question.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3307", + "right": "issue:3356", + "accept": false, + "reason": "Related topic, but not the same underlying problem: 3307 asks about `predicted_variance` in textual inversion tuning, while 3356 asks generally how to fine-tune DeepFloyd IF." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 69, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-3317-3", + "nodes": [ + "issue:3317", + "issue:3502", + "issue:4823" + ], + "soft_pairs": [ + "issue:3317|issue:3502", + "issue:3502|issue:4823" + ], + "prepared_review_unit_hash": "df83233b3d8c79a867846f64979d4ae7803d9a4f061d3fcd4a2327cc1d8c2578", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2451, + "estimated_input_tokens": 613, + "estimated_eval_tokens": 1482 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2451, + "estimated_input_tokens": 613, + "estimated_eval_tokens": 1482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is only loosely related by vague pipeline/diffusion wording. The first two issues may be adjacent, but the available evidence does not show the same concrete bug; the third looks like a separate feature idea.", + "confidence": 0.61, + "canonical_issue_reason": "issue #3317 is the most concrete, bug-shaped report (scheduler not applying a denoising step). The other issues are broader/vaguer and do not clearly collapse into the same defect.", + "canonical_pr_reason": null, + "best_issue_reason": "#3317 is the best representative issue because it names a specific failing code path and is the most actionable of the three.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3317", + "right": "issue:3502", + "accept": false, + "reason": "Both mention pipelines, but the titles do not identify the same failure mode; #3317 is about a scheduler skipping denoising, while #3502 is a vague rules/pipeline complaint. Not enough evidence they are duplicates." + }, + { + "left": "issue:3502", + "right": "issue:4823", + "accept": false, + "reason": "#3502 sounds like a broken-pipeline complaint, while #4823 is framed as a feature/concept proposal for more flexible diffusers. These do not look like the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 70, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-369-2", + "nodes": [ + "issue:3352", + "issue:369" + ], + "soft_pairs": [ + "issue:3352|issue:369" + ], + "prepared_review_unit_hash": "326d9f3f71407986d830412b40885066204c0e6a84eeed2f49c2006c2e183c05", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1523, + "estimated_input_tokens": 381, + "estimated_eval_tokens": 1018 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1523, + "estimated_input_tokens": 381, + "estimated_eval_tokens": 1018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues touch multi-token / multi-vector textual inversion, but the evidence is too thin to treat them as the same request with confidence. #369 is the clearer feature request; #3352 reads more like a usage/help question.", + "confidence": 0.64, + "canonical_issue_reason": "#369 is the broader, more direct feature request about representing a learned concept with more than one token.", + "canonical_pr_reason": null, + "best_issue_reason": "#369 is the best representative because it states the underlying enhancement clearly, whereas #3352 is framed as how to apply the technique.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3352", + "right": "issue:369", + "accept": false, + "reason": "The topics are related, but the packet does not firmly show the same underlying issue: #3352 is a how-to/support question and #369 is a feature request. I would treat this as a plausible relation, not a confirmed duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The relationship is plausible from the titles, but the soft-edge verdict is a bit too strong given the limited evidence in the packet. #3352 reads as a how-to/support question, while #369 is a feature request; treating them as the same underlying request is not fully grounded and should be stated more cautiously." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 71, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-3423-2", + "nodes": [ + "issue:3423", + "issue:4490" + ], + "soft_pairs": [ + "issue:3423|issue:4490" + ], + "prepared_review_unit_hash": "c3b8b8c08517efb1880d593081bb730b7c444510f4ec579d0d4483d6017bfffa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1523, + "estimated_input_tokens": 381, + "estimated_eval_tokens": 1018 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1523, + "estimated_input_tokens": 381, + "estimated_eval_tokens": 1018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues do not look like duplicates: one describes a launch hang when creating a model, while the other is a checkpoint-to-\u0926iffusers conversion error involving text_config_dict. They share only a broad model-related theme.", + "confidence": 0.93, + "canonical_issue_reason": "No canonical issue: the reports describe different failure modes and code paths, so neither clearly represents the other.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good global representative for the cluster because they are not the same underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3423", + "right": "issue:4490", + "accept": false, + "reason": "Different symptoms and likely different subsystems: a startup/launch stall versus a conversion-time config error. The overlap is only broad model tooling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 72, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-3538-2", + "nodes": [ + "issue:3538", + "issue:5756" + ], + "soft_pairs": [ + "issue:3538|issue:5756" + ], + "prepared_review_unit_hash": "757fc8c96c8f684fac6dfe4030071c2f88993f96da6c8ae9f63c4a718bea34eb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1539, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1539, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are both about LoRA-related workflows, but they ask different questions: one about finetuning ControlNet when merging SD models with different LoRAs, and the other about generating an LCM LoRA from an existing model. They do not look like duplicates of the same underlying bug or request.", + "confidence": 0.9, + "canonical_issue_reason": "Issue #5756 is the more substantive and discussion-heavy support question, but the cluster is not truly duplicate-worthy because the topics differ.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #5756 is the best representative of the cluster only by activity and specificity; it is the clearest standalone issue here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3538", + "right": "issue:5756", + "accept": false, + "reason": "Different requests and different workflows: merging SD/ControlNet with LoRAs vs creating an LCM LoRA. They share the LoRA keyword, but not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 73, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-3544-2", + "nodes": [ + "issue:3544", + "issue:4785" + ], + "soft_pairs": [ + "issue:3544|issue:4785" + ], + "prepared_review_unit_hash": "f6523f1b9f63f061cf8d7866b03727978c5a8f9303a1310f27c8477f16711ba6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: #3544 asks a conceptual question about whether latents should be scaled by the scheduler, while #4785 is a separate typo report in the Euler discrete scheduler. They mention the same general area, but not the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "#3544 is the more substantive and general scheduler-related issue; #4785 is a narrow typo report and does not appear to share the same problem statement.", + "canonical_pr_reason": null, + "best_issue_reason": "#3544 is the best representative of the cluster because it covers the broader technical question, whereas #4785 is unrelated beyond the scheduler context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3544", + "right": "issue:4785", + "accept": false, + "reason": "Different topics: one is about latent scaling semantics, the other is a typo in a specific scheduler implementation. Shared subsystem alone is not enough to mark them duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 74, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-358-2", + "nodes": [ + "issue:358", + "issue:363" + ], + "soft_pairs": [ + "issue:358|issue:363" + ], + "prepared_review_unit_hash": "f8aad0a933d1eedc88261e1fcb6ea662af3ef0ae1a44ba65ce78ce6ce0d34047", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1520, + "estimated_input_tokens": 380, + "estimated_eval_tokens": 1016 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1520, + "estimated_input_tokens": 380, + "estimated_eval_tokens": 1016 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues both mention Apple MPS, but they describe different failure modes: one is a concrete error in `unet_2d_condition.py`, while the other says prompt arrays fail to generate images at all. I do not think they are the same underlying bug.", + "confidence": 0.82, + "canonical_issue_reason": "Issue #358 is the more concrete report: it names the specific failing file (`unet_2d_condition.py`) and describes an explicit MPS error, making it the better anchor for this cluster if a single issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #358 is the best issue candidate because it is more specific and actionable than #363, which is broader and symptom-level.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:358", + "right": "issue:363", + "accept": false, + "reason": "Reject: both mention Apple MPS, but one is a file-specific runtime error and the other is a prompt-array generation failure; the symptoms and likely code paths are not clearly the same." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 75, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-3684-2", + "nodes": [ + "issue:3684", + "issue:4150" + ], + "soft_pairs": [ + "issue:3684|issue:4150" + ], + "prepared_review_unit_hash": "8a05264a4aaaefe33883aca23ffdaa951103378a4bcc98762e59e2a4f82f27e5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very high level (both ask about model training), but they describe different tasks: img2img fine-tuning vs. training a text-to-image model based on SDXL. They do not look like duplicates of the same underlying issue.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #4150 is the more specific and actionable training question (SDXL text-to-image), so it is the better representative issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "#4150 is the best issue candidate because it names the concrete model family and training setup, making it easier to anchor discussion than the broader img2img fine-tuning question.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3684", + "right": "issue:4150", + "accept": false, + "reason": "Different training goals and model types: one asks about img2img fine-tuning, the other about training a text-to-image SDXL model. Shared theme is too broad to treat as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 76, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-380-2", + "nodes": [ + "issue:380", + "issue:465" + ], + "soft_pairs": [ + "issue:380|issue:465" + ], + "prepared_review_unit_hash": "a9c935f3a0984d6fa2e20a8e83adf1ff0e0268dc47e175e6f9993b7603102886", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1490, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1490, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related to the scheduler, but they point at different problems: one is about unused `init` parameters, the other about inconsistent `offset` handling. They do not look like the same underlying bug.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #465 is the more concrete bug report: it names a specific scheduler behavior discrepancy (`offset` usage) rather than a generic cleanup concern.", + "canonical_pr_reason": null, + "best_issue_reason": "#465 is the best anchor for the cluster because it describes the actionable functional issue and has more inbound references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:380", + "right": "issue:465", + "accept": false, + "reason": "Different problem statements: unused `init` parameters vs `offset` usage discrepancy. No shared filenames/targets, and the similarity is too weak to treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 77, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-405-2", + "nodes": [ + "issue:3827", + "issue:405" + ], + "soft_pairs": [ + "issue:3827|issue:405" + ], + "prepared_review_unit_hash": "cf4e86ec096a68dd4a232a1f0f44c5e91e02e2e35dc97959ca9ced1fe790501f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1532, + "estimated_input_tokens": 383, + "estimated_eval_tokens": 1022 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1532, + "estimated_input_tokens": 383, + "estimated_eval_tokens": 1022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues look possibly related at the title level, but the packet does not provide enough evidence to treat them as the same underlying bug. The match is weak: no shared targets, filenames, or body-level details tie them to one concrete root cause.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 405 is still the better canonical issue because it is the broader, earlier report and uses more generic wording that can absorb related tokenizer-error reports, but it should be treated cautiously rather than as a confirmed duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 405 is the best issue representative for clustering because its wording is more general and likely to match related reports, while 3827 appears more specific to one usage scenario.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3827", + "right": "issue:405", + "accept": false, + "reason": "Reject as a duplicate edge: the evidence is limited to modest title similarity and a soft similarity signal. There are no shared targets, filenames, or body details showing the same root cause, so they should only be considered possibly related." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The merge/duplication claim is too strong for the packet evidence. We only have title-level similarity and a modest Jaccard score, with no shared targets, filenames, or body evidence showing the same root cause. The summary and soft-edge verdict should stay more conservative (e.g., 'possibly related' rather than 'same underlying bug')." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 78, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-3988-2", + "nodes": [ + "issue:3988", + "issue:5503" + ], + "soft_pairs": [ + "issue:3988|issue:5503" + ], + "prepared_review_unit_hash": "18656b2a62f44c66b725b072fb27c39dc634ca29b278e84b0a745c760a076fc2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1549, + "estimated_input_tokens": 388, + "estimated_eval_tokens": 1032 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1549, + "estimated_input_tokens": 388, + "estimated_eval_tokens": 1032 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are both about ControlNet, but they describe different user problems: one asks how to use part of a ControlNet model with an inpaint pipeline, while the other is specifically about ControlNet Scribble with SDXL. They do not look like the same underlying bug or change.", + "confidence": 0.87, + "canonical_issue_reason": "No clear duplicate cluster among the issues; if one must be treated as the representative issue, #5503 is the more concrete, product-specific report.", + "canonical_pr_reason": null, + "best_issue_reason": "#5503 is the better representative issue because it is a more specific, actionable problem statement tied to a particular ControlNet/SDXL configuration.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:3988", + "right": "issue:5503", + "accept": false, + "reason": "Different use cases and failure modes: one is a general question about partial ControlNet usage with an inpaint pipeline, the other is a specific SDXL Scribble ControlNet issue. Similar subsystem, but not the same underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 79, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-4017-2", + "nodes": [ + "issue:4017", + "issue:7231" + ], + "soft_pairs": [ + "issue:4017|issue:7231" + ], + "prepared_review_unit_hash": "ca7d70cfe321a136b1b279ffb9e6675618590c8516662446b039a8a0d4d8b4f4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1490, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1490, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues look related around blockwise/block-based LoRA weighting, but the evidence is limited to title similarity. There is not enough body-level detail to confirm they are duplicates, so the soft link should be treated as a likely relation rather than a merge-worthy match.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 7231 is the clearest and most specific wording of the apparent request, so it is the better representative if these are grouped together.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 7231 is the best issue representative because it is more explicit and readable, but the similarity alone is not enough to call it a confirmed duplicate of 4017.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4017", + "right": "issue:7231", + "accept": false, + "reason": "The titles are broadly similar, but there is no supporting body evidence, explicit linkage, or shared target/file evidence to confirm the same underlying request. They appear related, not proven duplicates." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The linkage is plausible from the titles, but the packet only provides soft similarity and no body-level evidence. The analyst states the issues are the same request too definitively; a more conservative verdict would be that they appear related, not confirmed duplicates." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 80, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-4161-2", + "nodes": [ + "issue:4161", + "issue:4162" + ], + "soft_pairs": [ + "issue:4161|issue:4162" + ], + "prepared_review_unit_hash": "d32dca72efad0e732d0b7e9522b388dbdc6b0adc08c167684c8f407bef1b7fa3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different issue reports in SD.Next, not duplicates: one about Kandinsky Prior and one about Img2Img.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the reports describe different problems and different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "4161 is the more specific report, but it is not a duplicate target for 4162.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4161", + "right": "issue:4162", + "accept": false, + "reason": "The titles point to unrelated failures in different features (Kandinsky Prior vs Img2Img), so they do not appear to be the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 81, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-4367-2", + "nodes": [ + "issue:4367", + "issue:6863" + ], + "soft_pairs": [ + "issue:4367|issue:6863" + ], + "prepared_review_unit_hash": "b8f883838666efc1bd24ea428e65c8f1a206dd118f30ba5bbc220dbb7fd074e0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1512, + "estimated_input_tokens": 378, + "estimated_eval_tokens": 1012 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1512, + "estimated_input_tokens": 378, + "estimated_eval_tokens": 1012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues request the same missing AutoPipeline `from_single_file()` support, phrased as a feature gap in the same API surface. They are likely duplicates, with 6863 being the clearer, later report.", + "confidence": 0.91, + "canonical_issue_reason": "issue:6863 is the more direct and specific report (\u201cfrom_single_file missing in AutoPipeline API\u201d), making it the best representative of the underlying request.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:6863 best captures the concrete API gap in current wording and is the clearest canonical issue for deduping.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4367", + "right": "issue:6863", + "accept": true, + "reason": "Same underlying request: AutoPipeline should support `from_single_file()`. The titles differ only in wording, not in substance." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both issues describe the same AutoPipeline `from_single_file()` gap, and the duplicate/representative call is conservative. No evidence is overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 82, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-4601-2", + "nodes": [ + "issue:4601", + "issue:4602" + ], + "soft_pairs": [ + "issue:4601|issue:4602" + ], + "prepared_review_unit_hash": "16761e15c47f064def76d90ab3fe932d9c1ae4f16164af494c6f0d02658fcf83", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1488, + "estimated_input_tokens": 372, + "estimated_eval_tokens": 1000 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1488, + "estimated_input_tokens": 372, + "estimated_eval_tokens": 1000 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related ControlNet SDXL checkpoint requests, but they ask for different model variants and do not appear to be duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 4602 is the more general request about SDXL refiner+base support, so it is the better representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong duplicate target; 4602 is slightly broader and more central, while 4601 is a specific NormalBae/Tile/MLSD checkpoint request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4601", + "right": "issue:4602", + "accept": false, + "reason": "They request different ControlNet SDXL checkpoint variants (NormalBae/Tile/MLSD vs refiner+base), so they are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 83, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-4658-2", + "nodes": [ + "issue:4658", + "issue:6763" + ], + "soft_pairs": [ + "issue:4658|issue:6763" + ], + "prepared_review_unit_hash": "f9538dde15a1875ec808c6c08a20042e26de496f5deec9b1f73335b4be8a34b9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1508, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1508, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one asks whether AudioLDM should use a separate UNet class, while the other reports that `timestep` should be forced to a tensor in UNet. They concern different code paths and different kinds of changes.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the issues are about unrelated problems (pipeline/class design vs UNet input typing).", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good cluster anchor because they do not describe the same underlying bug or change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4658", + "right": "issue:6763", + "accept": false, + "reason": "Different subjects and remedies: AudioLDM pipeline class separation vs forcing `timestep` to tensor in UNet; no shared concrete bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 84, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-4732-2", + "nodes": [ + "issue:4732", + "issue:4970" + ], + "soft_pairs": [ + "issue:4732|issue:4970" + ], + "prepared_review_unit_hash": "c1e58fa4e1b872dbd75e8a172ddba4dee7619a36c2b11354f4dbc8862a2b4cd9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1494, + "estimated_input_tokens": 374, + "estimated_eval_tokens": 1004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1494, + "estimated_input_tokens": 374, + "estimated_eval_tokens": 1004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are about different topics and do not look like duplicates: one is about prompt precedence in sd-webui-controlnet/diffusers, the other is about tile_colorfix in diffusers.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 4732 is the more general and clearly stated user-facing problem, but it is not a canonical duplicate of 4970 because the underlying bugs differ.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4732", + "right": "issue:4970", + "accept": false, + "reason": "The titles describe unrelated behaviors: prompt importance/controlnet precedence versus tile_colorfix. No shared code path or concrete duplicate signal is present." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 85, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-4900-2", + "nodes": [ + "issue:4900", + "issue:5691" + ], + "soft_pairs": [ + "issue:4900|issue:5691" + ], + "prepared_review_unit_hash": "4040c8309fa719d6c02482785a17707bc6964802fdf75521f605aaaa82814cdb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are closed issues about inpaint behavior/settings, but they appear to cover different user questions: one about choosing a starting point, the other about explaining inpaint modes (fill/original/latent options). They are related, but not clearly duplicates of the same underlying bug or request.", + "confidence": 0.76, + "canonical_issue_reason": "Issue #5691 is the broader, more descriptive inpaint-mode issue and is the better canonical reference for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#5691 is the best representative because it explicitly covers the inpaint mode options and is broader than the narrower starting-point request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:4900", + "right": "issue:5691", + "accept": false, + "reason": "Related inpaint topics, but the titles suggest different requests: selecting a starting point vs understanding/changing inpaint mode variants. Not enough evidence they are the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 86, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-5141-2", + "nodes": [ + "issue:5141", + "issue:5566" + ], + "soft_pairs": [ + "issue:5141|issue:5566" + ], + "prepared_review_unit_hash": "d51ff64c2fb533033f3406e564bf0830fb089f5de265d9fca372b3b945bfd471", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1495, + "estimated_input_tokens": 374, + "estimated_eval_tokens": 1004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1495, + "estimated_input_tokens": 374, + "estimated_eval_tokens": 1004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one asks for configuring how many checkpoints to save, while the other asks to save multiple models into a single file. They touch related storage behavior but different user goals and likely different implementations.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 5566 is the more concrete representative of the storage/serialization theme, but it should not be treated as a duplicate of 5141.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5141", + "right": "issue:5566", + "accept": false, + "reason": "Different requests: checkpoint retention count vs packing multiple models into one file. Related area, but not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 87, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-5228-13", + "nodes": [ + "issue:5228", + "issue:5229", + "issue:5230", + "issue:5231", + "issue:5241", + "issue:5252", + "issue:5257", + "issue:5260", + "issue:5262", + "issue:5263", + "issue:5264", + "issue:5302", + "issue:5548" + ], + "soft_pairs": [ + "issue:5228|issue:5229", + "issue:5228|issue:5230", + "issue:5228|issue:5231", + "issue:5228|issue:5241", + "issue:5228|issue:5302", + "issue:5229|issue:5230", + "issue:5229|issue:5231", + "issue:5229|issue:5241", + "issue:5229|issue:5302", + "issue:5230|issue:5231", + "issue:5230|issue:5241", + "issue:5230|issue:5302", + "issue:5231|issue:5241", + "issue:5231|issue:5302", + "issue:5241|issue:5302", + "issue:5252|issue:5548", + "issue:5228|issue:5257", + "issue:5229|issue:5257", + "issue:5230|issue:5257", + "issue:5231|issue:5257", + "issue:5241|issue:5257", + "issue:5260|issue:5262", + "issue:5260|issue:5263", + "issue:5260|issue:5264", + "issue:5228|issue:5260", + "issue:5229|issue:5260", + "issue:5262|issue:5263", + "issue:5262|issue:5264", + "issue:5228|issue:5262", + "issue:5229|issue:5262", + "issue:5263|issue:5264", + "issue:5228|issue:5263", + "issue:5229|issue:5263", + "issue:5228|issue:5264", + "issue:5229|issue:5264", + "issue:5228|issue:5548", + "issue:5229|issue:5548", + "issue:5230|issue:5548", + "issue:5231|issue:5548" + ], + "prepared_review_unit_hash": "c26f49091c2e99c7959774545c7ed1b1ab5f7e0eedf4818975255bb3cea1bba2", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 20752, + "estimated_input_tokens": 5188, + "estimated_eval_tokens": 10632 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 20752, + "estimated_input_tokens": 5188, + "estimated_eval_tokens": 10632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly separate HacktoberFest issues with similar wording but different concrete targets (different models, functions, pipelines, or language translations). I would not collapse any of the soft pairs as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 5228 is the broadest representative of the 'Missing Docstrings' task set, but it is still a distinct issue rather than a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "5228 is the best single issue to anchor the cluster because it is a clear, central docstring task and the most general among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5228", + "right": "issue:5229", + "accept": false, + "reason": "Different targets: UNet2DConditionModel vs Autoencoder encode." + }, + { + "left": "issue:5228", + "right": "issue:5230", + "accept": false, + "reason": "Different targets: UNet2DConditionModel vs Autoencoder decode." + }, + { + "left": "issue:5228", + "right": "issue:5231", + "accept": false, + "reason": "Different targets: UNet2DConditionModel vs Adapters." + }, + { + "left": "issue:5228", + "right": "issue:5241", + "accept": false, + "reason": "Different targets: UNet2DConditionModel vs W\u00fcrstchen." + }, + { + "left": "issue:5228", + "right": "issue:5302", + "accept": false, + "reason": "Different tasks: missing docstrings for a model vs DeepFloyd IF docstrings." + }, + { + "left": "issue:5229", + "right": "issue:5230", + "accept": false, + "reason": "Related autoencoder methods, but encode and decode are distinct functions and not the same underlying task." + }, + { + "left": "issue:5229", + "right": "issue:5231", + "accept": false, + "reason": "Different targets: Autoencoder encode vs Adapters." + }, + { + "left": "issue:5229", + "right": "issue:5241", + "accept": false, + "reason": "Different targets: Autoencoder encode vs W\u00fcrstchen." + }, + { + "left": "issue:5229", + "right": "issue:5302", + "accept": false, + "reason": "Different tasks: Autoencoder encode docstrings vs DeepFloyd IF docstrings." + }, + { + "left": "issue:5230", + "right": "issue:5231", + "accept": false, + "reason": "Different targets: Autoencoder decode vs Adapters." + }, + { + "left": "issue:5230", + "right": "issue:5241", + "accept": false, + "reason": "Different targets: Autoencoder decode vs W\u00fcrstchen." + }, + { + "left": "issue:5230", + "right": "issue:5302", + "accept": false, + "reason": "Different tasks: Autoencoder decode docstrings vs DeepFloyd IF docstrings." + }, + { + "left": "issue:5231", + "right": "issue:5241", + "accept": false, + "reason": "Different targets: Adapters vs W\u00fcrstchen." + }, + { + "left": "issue:5231", + "right": "issue:5302", + "accept": false, + "reason": "Different tasks: Adapters docstrings vs DeepFloyd IF docstrings." + }, + { + "left": "issue:5241", + "right": "issue:5302", + "accept": false, + "reason": "Different targets: W\u00fcrstchen vs DeepFloyd IF docstrings." + }, + { + "left": "issue:5252", + "right": "issue:5548", + "accept": false, + "reason": "Same broad documentation area, but different languages (Thai vs Portuguese) and separate translation work." + }, + { + "left": "issue:5228", + "right": "issue:5257", + "accept": false, + "reason": "One is docstrings for a model; the other is removal of outdated schedulers." + }, + { + "left": "issue:5229", + "right": "issue:5257", + "accept": false, + "reason": "One is docstrings for an autoencoder method; the other is removal of outdated schedulers." + }, + { + "left": "issue:5230", + "right": "issue:5257", + "accept": false, + "reason": "One is docstrings for an autoencoder method; the other is removal of outdated schedulers." + }, + { + "left": "issue:5231", + "right": "issue:5257", + "accept": false, + "reason": "One is docstrings for adapters; the other is removal of outdated schedulers." + }, + { + "left": "issue:5241", + "right": "issue:5257", + "accept": false, + "reason": "One is docstrings for W\u00fcrstchen; the other is removal of outdated schedulers." + }, + { + "left": "issue:5260", + "right": "issue:5262", + "accept": false, + "reason": "Same test-sizing theme, but different pipelines: StableDiffusionXLPipeline vs StableDiffusionPipeline." + }, + { + "left": "issue:5260", + "right": "issue:5263", + "accept": false, + "reason": "Same test-sizing theme, but different pipelines: StableDiffusionXLPipeline vs StableDiffusionControlNetPipeline." + }, + { + "left": "issue:5260", + "right": "issue:5264", + "accept": false, + "reason": "Same test-sizing theme, but different pipelines: StableDiffusionXLPipeline vs StableDiffusionControlNetImg2ImgPipeline." + }, + { + "left": "issue:5228", + "right": "issue:5260", + "accept": false, + "reason": "Different tasks: docstrings for UNet2DConditionModel vs shrinking a fast test for StableDiffusionXLPipeline." + }, + { + "left": "issue:5229", + "right": "issue:5260", + "accept": false, + "reason": "Different tasks: autoencoder encode docstrings vs shrinking a fast test for StableDiffusionXLPipeline." + }, + { + "left": "issue:5262", + "right": "issue:5263", + "accept": false, + "reason": "Same test-sizing theme, but different pipelines: StableDiffusionPipeline vs StableDiffusionControlNetPipeline." + }, + { + "left": "issue:5262", + "right": "issue:5264", + "accept": false, + "reason": "Same test-sizing theme, but different pipelines: StableDiffusionPipeline vs StableDiffusionControlNetImg2ImgPipeline." + }, + { + "left": "issue:5228", + "right": "issue:5262", + "accept": false, + "reason": "Different tasks: docstrings for UNet2DConditionModel vs shrinking a fast test for StableDiffusionPipeline." + }, + { + "left": "issue:5229", + "right": "issue:5262", + "accept": false, + "reason": "Different tasks: autoencoder encode docstrings vs shrinking a fast test for StableDiffusionPipeline." + }, + { + "left": "issue:5263", + "right": "issue:5264", + "accept": false, + "reason": "Same test-sizing theme, but different pipelines: StableDiffusionControlNetPipeline vs StableDiffusionControlNetImg2ImgPipeline." + }, + { + "left": "issue:5228", + "right": "issue:5263", + "accept": false, + "reason": "Different tasks: docstrings for UNet2DConditionModel vs shrinking a fast test for StableDiffusionControlNetPipeline." + }, + { + "left": "issue:5229", + "right": "issue:5263", + "accept": false, + "reason": "Different tasks: autoencoder encode docstrings vs shrinking a fast test for StableDiffusionControlNetPipeline." + }, + { + "left": "issue:5228", + "right": "issue:5264", + "accept": false, + "reason": "Different tasks: docstrings for UNet2DConditionModel vs shrinking a fast test for StableDiffusionControlNetImg2ImgPipeline." + }, + { + "left": "issue:5229", + "right": "issue:5264", + "accept": false, + "reason": "Different tasks: autoencoder encode docstrings vs shrinking a fast test for StableDiffusionControlNetImg2ImgPipeline." + }, + { + "left": "issue:5228", + "right": "issue:5548", + "accept": false, + "reason": "Different documentation tasks: missing docstrings vs Portuguese translation work." + }, + { + "left": "issue:5229", + "right": "issue:5548", + "accept": false, + "reason": "Different documentation tasks: autoencoder encode docstrings vs Portuguese translation work." + }, + { + "left": "issue:5230", + "right": "issue:5548", + "accept": false, + "reason": "Different documentation tasks: autoencoder decode docstrings vs Portuguese translation work." + }, + { + "left": "issue:5231", + "right": "issue:5548", + "accept": false, + "reason": "Different documentation tasks: adapters docstrings vs Portuguese translation work." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 88, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-5311-2", + "nodes": [ + "issue:5311", + "issue:7366" + ], + "soft_pairs": [ + "issue:5311|issue:7366" + ], + "prepared_review_unit_hash": "9baa15ce715d4bc4c18dd5b8396d7a1c035ada17a0d724c727c80cd770458816", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1546, + "estimated_input_tokens": 387, + "estimated_eval_tokens": 1030 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1546, + "estimated_input_tokens": 387, + "estimated_eval_tokens": 1030 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are related only at a broad API level (`load_lora_weights`), but they describe different failure modes: one is a missing attribute on `StableDiffusionXLPipeline`, the other is a dora-specific loading error. I would not treat them as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "Issue #5311 is the cleaner canonical issue because it names a concrete, specific exception (`StableDiffusionXLPipeline` missing `load_lora_weights`) and is the more directly actionable bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "#5311 is the best representative of the cluster since it captures the core API/attribute problem most precisely; #7366 is narrower and appears to involve a different error path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5311", + "right": "issue:7366", + "accept": false, + "reason": "Both mention `load_lora_weights`, but the reported problems are not the same underlying bug: one is an AttributeError on SDXL pipeline, the other is a dora-related failure. Too broad to merge as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 89, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-5333-2", + "nodes": [ + "issue:5333", + "issue:5375" + ], + "soft_pairs": [ + "issue:5333|issue:5375" + ], + "prepared_review_unit_hash": "0deae05513793c00509fb1782ebd4d0e53e0a7ff0b44f709d25f2d27484bc701", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues report a similar missing `from_single_file` attribute, but they affect different pipeline classes and there\u2019s not enough evidence they\u2019re the same concrete bug instance.", + "confidence": 0.58, + "canonical_issue_reason": "#5333 is the better canonical issue because it was opened earlier and already describes the missing `from_single_file` problem across multiple ControlNet inpaint pipeline variants.", + "canonical_pr_reason": null, + "best_issue_reason": "#5333 is the broadest and most representative report of the defect, so it is the best issue to anchor triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5333", + "right": "issue:5375", + "accept": false, + "reason": "Both mention `from_single_file`, but they concern different pipeline classes (`ControlNetInpaint*` vs `StableDiffusionXLControlNetPipeline`). That is too broad to treat as the same underlying bug without a shared code-path or fix evidence." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 90, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-5762-2", + "nodes": [ + "issue:5762", + "issue:9733" + ], + "soft_pairs": [ + "issue:5762|issue:9733" + ], + "prepared_review_unit_hash": "c56561610ac3c46e0a376adeb069497581a101378c3f64ab7e958a8d359731f7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1557, + "estimated_input_tokens": 390, + "estimated_eval_tokens": 1036 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1557, + "estimated_input_tokens": 390, + "estimated_eval_tokens": 1036 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues describe unrelated problems: one is a TemporalConvLayer dimension-mismatch error, the other is a FluxControlNetInpaintPipeline compatibility problem with XLabs controlnets. They are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #9733 is the broader, more specific user-facing bug report with clearer context and newer discussion activity.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #9733 is the better canonical issue because it identifies a concrete pipeline incompatibility and appears to capture the current actionable problem more clearly than the older, narrower TemporalConvLayer error report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:5762", + "right": "issue:9733", + "accept": false, + "reason": "These reports concern different code paths and symptoms: a TemporalConvLayer dimension mismatch versus a FluxControlNetInpaintPipeline/XLabs controlnet incompatibility. They do not look like the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 91, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-6033-2", + "nodes": [ + "issue:6033", + "issue:6034" + ], + "soft_pairs": [ + "issue:6033|issue:6034" + ], + "prepared_review_unit_hash": "88cc9339d70cac902f4469d8a81ccd71373766a651b5e4c1b42ae1c4ddc61e08", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "6034 is the better-documented issue to keep as canonical, but the match with 6033 is only a soft one based on title similarity and the shared error signature.", + "confidence": 0.74, + "canonical_issue_reason": "6034 is the stronger report because it includes the triggering context (converting a VAE safetensor to diffusers) in addition to the same UnicodeDecodeError title seen in 6033.", + "canonical_pr_reason": null, + "best_issue_reason": "6034 is the best issue to keep as the representative report since it has more actionable context and the same visible error signature as 6033.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:6033", + "right": "issue:6034", + "accept": false, + "reason": "The packet only shows title-level overlap and a soft_similarity signal; there is not enough body evidence to confirm they are the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice is plausible, but the writeup is a bit too confident for the evidence in the packet. We only have title-level overlap plus a soft_similarity signal; there is no body evidence tying both reports to the same root cause. Saying they are the same underlying failure / clearly the same conversion failure overstates what is directly supported. A more conservative phrasing would treat 6034 as the better-documented candidate while noting the match is only soft." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 92, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-615-2", + "nodes": [ + "issue:615", + "issue:765" + ], + "soft_pairs": [ + "issue:615|issue:765" + ], + "prepared_review_unit_hash": "1b5cb7d587897acf0456ca31a307fcffe02130f90f0e96a01a97cb0f0402ecab", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1494, + "estimated_input_tokens": 374, + "estimated_eval_tokens": 1004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1494, + "estimated_input_tokens": 374, + "estimated_eval_tokens": 1004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated closed feature/help questions: one asks about an outpainting demo, the other about adding undesired content to the txt2img pipe. They do not describe the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:615", + "right": "issue:765", + "accept": false, + "reason": "Different topics and user intents; no shared concrete problem, code path, or change request beyond both being pipeline-related questions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 93, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-6406-2", + "nodes": [ + "issue:6406", + "issue:6430" + ], + "soft_pairs": [ + "issue:6406|issue:6430" + ], + "prepared_review_unit_hash": "55ed4235ef36a12592b8e5d7078a141fb02ccac33a4b5126ba8331d75b639fe2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1543, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1543, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related to custom pipeline support, but they describe different problems: one is a concrete feature/bug in `lpw_stable_diffusion_xl`, the other is documentation inaccuracy for custom pipelines. They should not be clustered as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "#6406 is the more concrete, actionable bug report: it identifies a specific pipeline and the missing support for new run parameters.", + "canonical_pr_reason": null, + "best_issue_reason": "#6406 is the best representative issue because it describes a specific runtime behavior problem rather than a documentation complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:6406", + "right": "issue:6430", + "accept": false, + "reason": "Related topic, but not the same underlying issue: one is a pipeline feature gap, the other says the custom pipeline docs are inaccurate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 94, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-6882-2", + "nodes": [ + "issue:6882", + "issue:7765" + ], + "soft_pairs": [ + "issue:6882|issue:7765" + ], + "prepared_review_unit_hash": "ac689aedd7b6dcf220b5e1f8efb8cc6996f6afb7a1562ca71240f145b31f22ca", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1558, + "estimated_input_tokens": 390, + "estimated_eval_tokens": 1036 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1558, + "estimated_input_tokens": 390, + "estimated_eval_tokens": 1036 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: #6882 reports slow SDXL inference on Cloud TPU v5e for non-1024 image sizes, while #7765 reports fp16 NaN outputs in FlaxStableDiffusionXLPipeline. They describe different failure modes, triggers, and likely code paths.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: the reports describe distinct bugs rather than one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "#7765 is the more concrete, reproducible bug report, but it is still separate from #6882.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:6882", + "right": "issue:7765", + "accept": false, + "reason": "Different symptoms and contexts: TPU performance regression at non-1024 sizes versus fp16 NaN generation. Not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 95, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-7383-2", + "nodes": [ + "issue:7383", + "issue:8596" + ], + "soft_pairs": [ + "issue:7383|issue:8596" + ], + "prepared_review_unit_hash": "e3233197e266ab28fa7afe4c560df93d8d2e7a485322dca2498fe1cefc5b7a26", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1513, + "estimated_input_tokens": 379, + "estimated_eval_tokens": 1014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1513, + "estimated_input_tokens": 379, + "estimated_eval_tokens": 1014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are closely related ControlNet/Playground v2.5 training requests, but the evidence is only title-level soft similarity and does not support a firm duplicate conclusion. No PRs are present.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 8596 is the clearer, more specific phrasing of the shared request, so it is the better issue to use as the representative when grouping these two.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 8596 is the most readable and specific title for the shared topic, but the match is still only a soft relatedness signal rather than a confirmed duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:7383", + "right": "issue:8596", + "accept": false, + "reason": "The titles are related, but the packet only shows soft similarity and no stronger evidence that they are the same underlying feature request. This is not enough for a duplicate-style accept." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too definitive for the evidence available. The packet only shows title-level soft similarity between two issues, and the pair is explicitly not a deterministic accept. It is reasonable to say they are related, but not safe to conclude they are the same feature request with high confidence. The \"no PRs are present\" part is grounded, but the soft-edge verdict is not conservative enough." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 96, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-7608-2", + "nodes": [ + "issue:7608", + "issue:9661" + ], + "soft_pairs": [ + "issue:7608|issue:9661" + ], + "prepared_review_unit_hash": "d76aff7a3939a41f943459e44bdf56fc6ebd5a05fbda8771bbcd9ca72b84841b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1508, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1508, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues both concern `from_pretrained`, but they describe different API concerns: one asks for `strict=False`, the other asks whether the `filename` argument was removed. They are related, but not the same underlying bug/request.", + "confidence": 0.43, + "canonical_issue_reason": "Issue #7608 is the broader, more general `from_pretrained` behavior request and is the better representative of this small cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#7608 is the clearest cluster representative because it is a direct feature request around loading behavior, while #9661 is a narrower parameter-regression question.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:7608", + "right": "issue:9661", + "accept": false, + "reason": "Same method, but different concerns: `strict=False` support vs. a missing/removed `filename` argument. They are not clearly the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 97, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-7677-2", + "nodes": [ + "issue:7677", + "issue:8907" + ], + "soft_pairs": [ + "issue:7677|issue:8907" + ], + "prepared_review_unit_hash": "41c991290503fa7dcdb365b635c4a5fac854dca303c854f668ab689bae6c06f9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1525, + "estimated_input_tokens": 382, + "estimated_eval_tokens": 1020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1525, + "estimated_input_tokens": 382, + "estimated_eval_tokens": 1020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are both in the tests area, but they address different goals: speeding up fast pipeline tests vs improving transformer model test coverage. They do not describe the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #7677 is the more central tests-performance thread, with higher discussion and inbound references, so it is the better representative issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #7677 is the best overall issue to anchor the cluster because it is broader and more actively referenced, while #8907 is a separate coverage-improvement request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:7677", + "right": "issue:8907", + "accept": false, + "reason": "Reject: the titles and bodies point to different test workstreams\u2014pipeline speedups versus model test coverage\u2014so they are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 98, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-7928-2", + "nodes": [ + "issue:7928", + "issue:9081" + ], + "soft_pairs": [ + "issue:7928|issue:9081" + ], + "prepared_review_unit_hash": "1ab4e12028da8a76b1ad49aec2cfa2e97ab61dfe1b8c88ab8c85202dcfa4cf95", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1458, + "estimated_input_tokens": 365, + "estimated_eval_tokens": 986 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1458, + "estimated_input_tokens": 365, + "estimated_eval_tokens": 986 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated feature requests: one for Kandinsky 3.1 support and one for ControlNet support for Flux.1. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the two issues request support for different model/features and do not describe the same underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative because they are distinct requests; if forced, 9081 is slightly more concrete, but they should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:7928", + "right": "issue:9081", + "accept": false, + "reason": "Different feature requests for different models (Kandinsky 3.1 vs Flux.1 ControlNet); not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 99, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-8619-2", + "nodes": [ + "issue:8619", + "issue:8748" + ], + "soft_pairs": [ + "issue:8619|issue:8748" + ], + "prepared_review_unit_hash": "201c0dc46fc5718fd7570d4f1b5812470125a6058f4bd05211a43436a14ae0b7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1543, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1543, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues concern SD3 finetuning/training quality, but they describe different failure modes: one is specifically batch-size-induced destabilization during Dreambooth, the other is a general inability to finetune to better facial/hand quality. They are related, but not clearly the same underlying bug.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 8619 is more specific and actionable, with a concrete trigger (high batch size) and a defined training instability symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 8619 is the better canonical issue because it isolates a reproducible configuration problem rather than a broad quality complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:8619", + "right": "issue:8748", + "accept": false, + "reason": "Reject: both are about SD3 finetuning quality, but one targets batch-size destabilization and the other describes general poor finetuning outcomes (face/hand deformation). The underlying bug is not sufficiently specific or shared to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 100, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-8933-2", + "nodes": [ + "issue:8933", + "issue:9315" + ], + "soft_pairs": [ + "issue:8933|issue:9315" + ], + "prepared_review_unit_hash": "a7ef4de9919b5a74aa9ba2428d88151140b996af64ba8d2a907454d551607cca", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1489, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1489, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are both about Kolors, but they request different capabilities: LoRA training versus ControlNet/IP-Adapter FaceID support. They are not duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "issue #9315 is the better representative because it is the more concrete, actionable feature request; #8933 is a much vaguer training ask.", + "canonical_pr_reason": null, + "best_issue_reason": "#9315 is the clearest issue in the set, with a specific target and broader implementation scope than the terse #8933 request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:8933", + "right": "issue:9315", + "accept": false, + "reason": "Reject: these are different Kolors feature requests. LoRA training and ControlNet/IP-Adapter FaceID support are separate capabilities and do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 101, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-9076-2", + "nodes": [ + "issue:9076", + "issue:9124" + ], + "soft_pairs": [ + "issue:9076|issue:9124" + ], + "prepared_review_unit_hash": "8c1f550baf3a9d3957f6bc33a028beaae0bbc6af89530c522fbd08b799fd5c18", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1539, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1539, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one is a feature request for improving `callback_on_step_end` in `FluxPipeline`, the other is a bug report that `negative_prompt` cannot be used in `FluxPipeline`. They concern different API areas and different underlying changes.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 9124 is the more concrete bug report with a clear failure mode (`negative_prompt` not working in `FluxPipeline`); issue 9076 is a separate enhancement request.", + "canonical_pr_reason": null, + "best_issue_reason": "9124 is the best representative issue because it describes a specific, user-facing bug in the pipeline rather than a general API improvement request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:9076", + "right": "issue:9124", + "accept": false, + "reason": "Same subsystem, but different problems: `callback_on_step_end` customization vs `negative_prompt` support. They do not look like the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 102, + "component_count": 102, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-9326-2", + "nodes": [ + "issue:9326", + "issue:9329" + ], + "soft_pairs": [ + "issue:9326|issue:9329" + ], + "prepared_review_unit_hash": "57d7d08e80dedc571190863c92186c24ce3f3d1ff88bb33dc8a261701b424325", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1522, + "estimated_input_tokens": 381, + "estimated_eval_tokens": 1018 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1522, + "estimated_input_tokens": 381, + "estimated_eval_tokens": 1018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues concern AnimateDiff + ControlNet pipeline behavior, but they target different adjacent workflows: VideoToVideo in #9326 and SparseControl in #9329. They look related at a high level, but not like the same underlying bug.", + "confidence": 0.89, + "canonical_issue_reason": "#9329 is the better representative issue because it is more active and its title is slightly more general within the shared AnimateDiff/ControlNet pipeline area.", + "canonical_pr_reason": null, + "best_issue_reason": "#9329 is the best single issue to surface for the cluster since it has substantially more discussion and is still open, making it the more current tracking thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue #9326 [Pipeline] AnimateDiff + VideoToVideo + ControlNet", + "right": "issue #9329 [Pipeline] AnimateDiff + SparseControl + ControlNet", + "accept": false, + "reason": "Reject: both mention AnimateDiff and ControlNet, but the middle component differs and likely indicates different pipeline paths (VideoToVideo vs SparseControl). No evidence they describe the same concrete bug or fixable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10261", + "pull_request:10364", + "pull_request:10365", + "pull_request:10498", + "pull_request:10568", + "pull_request:10570", + "pull_request:11251", + "pull_request:11395", + "pull_request:11426", + "pull_request:11455", + "pull_request:11463", + "pull_request:11465", + "pull_request:11471", + "pull_request:11492", + "pull_request:12400", + "pull_request:12467", + "pull_request:12534", + "pull_request:12698", + "pull_request:12897", + "pull_request:4855", + "pull_request:4927", + "pull_request:5280", + "pull_request:5286", + "pull_request:5478", + "pull_request:5535", + "pull_request:5744", + "pull_request:5748", + "pull_request:6525", + "pull_request:6556", + "pull_request:6941", + "pull_request:7030", + "pull_request:7031", + "pull_request:7442", + "pull_request:7550", + "pull_request:8725", + "pull_request:8916", + "pull_request:8919", + "pull_request:8987", + "pull_request:9386", + "pull_request:9582", + "pull_request:9583", + "pull_request:9606", + "pull_request:9608", + "pull_request:9659", + "pull_request:9724", + "pull_request:9787", + "pull_request:9815", + "pull_request:9843" + ], + "soft_pairs": [ + "pull_request:10261|pull_request:9787", + "pull_request:8725|pull_request:9386", + "pull_request:6525|pull_request:6556", + "pull_request:11395|pull_request:11463", + "pull_request:9606|pull_request:9724", + "pull_request:11426|pull_request:11492", + "pull_request:5286|pull_request:5478", + "pull_request:10365|pull_request:10498", + "pull_request:9583|pull_request:9608", + "pull_request:5280|pull_request:5535", + "pull_request:10364|pull_request:10498", + "pull_request:7442|pull_request:7550", + "pull_request:6941|pull_request:7030", + "pull_request:6941|pull_request:7031", + "pull_request:9606|pull_request:9815", + "pull_request:11251|pull_request:12400", + "pull_request:9659|pull_request:9843", + "pull_request:12467|pull_request:12698", + "pull_request:9583|pull_request:9815", + "pull_request:11463|pull_request:11492", + "pull_request:9582|pull_request:9724", + "pull_request:4855|pull_request:4927", + "pull_request:10568|pull_request:10570", + "pull_request:11395|pull_request:11471", + "pull_request:12534|pull_request:12897", + "pull_request:11395|pull_request:11455", + "pull_request:11395|pull_request:11465", + "pull_request:5744|pull_request:5748", + "pull_request:11455|pull_request:11471", + "pull_request:11465|pull_request:11471", + "pull_request:8919|pull_request:8987", + "pull_request:8916|pull_request:8987" + ], + "prepared_review_unit_hash": "ee55a4ae50b4eb9b81be18c2ea0156c4c9d48797a30d2c9093270b241a2a62b9", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 109783, + "estimated_input_tokens": 27446, + "estimated_eval_tokens": 55148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated or only loosely related PRs. The only clear duplicate-like overlap is the Flux IP-Adapter pair; the rest are same-issue follow-ups across different files/pipelines or broader refactors, so I rejected them.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "10261 is the cleanest merged representative of the Flux IP-Adapter change; 9787 appears to be the overlapping draft/partial version of the same feature work.", + "best_issue_reason": null, + "best_pr_reason": "10498 is the broadest umbrella item in the set (PyTorch/XLA support across many pipelines), so it is the best single representative overall even though the cluster is not a single duplicate family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10261", + "right": "pull_request:9787", + "accept": true, + "reason": "Same Flux IP-Adapter feature, same file set, same issue target; this looks like the same underlying change, with 9787 being the overlapping draft/partial version." + }, + { + "left": "pull_request:8725", + "right": "pull_request:9386", + "accept": false, + "reason": "Same issue target, but these add PAG support for different pipeline variants; related feature work, not the same concrete code path." + }, + { + "left": "pull_request:6525", + "right": "pull_request:6556", + "accept": false, + "reason": "Both are torch.compile-related training-script tweaks, but they touch different scripts and fixes, so they are not the same change." + }, + { + "left": "pull_request:11395", + "right": "pull_request:11463", + "accept": false, + "reason": "Both switch interpolation defaults, but they are separate training scripts and not the same concrete code-path fix." + }, + { + "left": "pull_request:9606", + "right": "pull_request:9724", + "accept": false, + "reason": "Both are docstring/refactor work in training utilities, but they are not the same change or bug fix." + }, + { + "left": "pull_request:11426", + "right": "pull_request:11492", + "accept": false, + "reason": "Same general interpolation theme, but different scripts and implementations; this is broader follow-up work, not a duplicate." + }, + { + "left": "pull_request:5286", + "right": "pull_request:5478", + "accept": false, + "reason": "The first is an initial Japanese docs page, the second is the fuller docs enablement; related but not the same underlying change." + }, + { + "left": "pull_request:10365", + "right": "pull_request:10498", + "accept": false, + "reason": "10498 is a broader XLA sweep across many pipelines, while 10365 is a single-pipeline addition; related but not duplicate enough." + }, + { + "left": "pull_request:9583", + "right": "pull_request:9608", + "accept": false, + "reason": "Different files and cleanup areas; both are documentation/validation refactors, not the same bug or change." + }, + { + "left": "pull_request:5280", + "right": "pull_request:5535", + "accept": false, + "reason": "Both optimize tests, but they are separate test-configuration edits rather than the same underlying fix." + }, + { + "left": "pull_request:10364", + "right": "pull_request:10498", + "accept": false, + "reason": "10498 subsumes XLA support across multiple pipelines, but 10364 is a distinct single-pipeline patch, so they are not the same PR-level change." + }, + { + "left": "pull_request:7442", + "right": "pull_request:7550", + "accept": false, + "reason": "One is a research-project README/implementation, the other is a community pipeline; same theme, different artifacts and code paths." + }, + { + "left": "pull_request:6941", + "right": "pull_request:7030", + "accept": false, + "reason": "These cover different parts of IP-Adapter support for the same pipeline; one adds support, the other weight-loading integration, so they are complementary not duplicates." + }, + { + "left": "pull_request:6941", + "right": "pull_request:7031", + "accept": false, + "reason": "Same as above: related IP-Adapter work on the same pipeline, but not the same concrete code change." + }, + { + "left": "pull_request:9606", + "right": "pull_request:9815", + "accept": false, + "reason": "Both touch training-utils docstrings, but 9815 is a separate refactor pass with different edits." + }, + { + "left": "pull_request:11251", + "right": "pull_request:12400", + "accept": false, + "reason": "Both concern SD3 multi-controlnet support, but one is constructor/setup work and the other is runtime handling; related but not identical." + }, + { + "left": "pull_request:9659", + "right": "pull_request:9843", + "accept": false, + "reason": "One adds SD3 Img2Img LoRA support, the other is a test fix; not the same underlying change." + }, + { + "left": "pull_request:12467", + "right": "pull_request:12698", + "accept": false, + "reason": "12698 is a broad batch-normalization sweep across several pipelines, not the same concrete Qwen-Image-Edit fix as 12467." + }, + { + "left": "pull_request:9583", + "right": "pull_request:9815", + "accept": false, + "reason": "Both are docstring cleanups in utility code, but they are separate refactors with different scope." + }, + { + "left": "pull_request:4855", + "right": "pull_request:4927", + "accept": false, + "reason": "4927 is a temporary revert of 4855, not a duplicate implementation of the same fix." + }, + { + "left": "pull_request:10568", + "right": "pull_request:10570", + "accept": false, + "reason": "Both change GPU CI tokens in the same workflow, but they target different jobs and are not the same code-path fix." + }, + { + "left": "pull_request:11395", + "right": "pull_request:11471", + "accept": false, + "reason": "Same interpolation theme, but applied to different training scripts; too broad to treat as a duplicate." + }, + { + "left": "pull_request:12534", + "right": "pull_request:12897", + "accept": false, + "reason": "12897 is a broader NPU pos-embed rewrite across multiple transformer models, so it is not the same single-file change as 12534." + }, + { + "left": "pull_request:11395", + "right": "pull_request:11455", + "accept": false, + "reason": "Both add lanczos defaults, but they are separate script updates rather than the same underlying PR." + }, + { + "left": "pull_request:11395", + "right": "pull_request:11465", + "accept": false, + "reason": "Same as above: same theme, different training script and patch." + }, + { + "left": "pull_request:11463", + "right": "pull_request:11492", + "accept": false, + "reason": "Same default-interpolation theme, but different scripts and different patch details." + }, + { + "left": "pull_request:9582", + "right": "pull_request:9608", + "accept": false, + "reason": "Different utility/documentation refactors; not the same bug or change." + }, + { + "left": "pull_request:11455", + "right": "pull_request:11471", + "accept": false, + "reason": "Same interpolation sweep, but separate scripts and distinct edits." + }, + { + "left": "pull_request:11465", + "right": "pull_request:11471", + "accept": false, + "reason": "Both are script-specific interpolation defaults, not the same concrete patch." + }, + { + "left": "pull_request:5744", + "right": "pull_request:5748", + "accept": false, + "reason": "Both are docs typo sweeps, but they cover different page sets and are not the same change." + }, + { + "left": "pull_request:9582", + "right": "pull_request:9724", + "accept": false, + "reason": "Different utility/docstring edits in different files; not the same underlying issue." + }, + { + "left": "pull_request:8919", + "right": "pull_request:8987", + "accept": false, + "reason": "These are test coverage additions for different model families, so they are unrelated beyond being test PRs." + }, + { + "left": "pull_request:8916", + "right": "pull_request:8987", + "accept": false, + "reason": "Different model test additions; same broad area, but not the same change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and avoids overstating duplicates. The single accepted Flux IP-Adapter pair is well supported by the overlapping file set and shared feature target, while the other pairs are conservatively rejected as same-theme but different concrete changes or broader follow-ups. The representative PR choices are also reasonable for this heterogeneous cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 2, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10259", + "pull_request:10437", + "pull_request:10508", + "pull_request:10578", + "pull_request:11271", + "pull_request:11395", + "pull_request:11421", + "pull_request:11455", + "pull_request:11465", + "pull_request:11472", + "pull_request:11491", + "pull_request:11492", + "pull_request:11578", + "pull_request:11728", + "pull_request:12451", + "pull_request:12856", + "pull_request:12857", + "pull_request:2602", + "pull_request:3633", + "pull_request:4536", + "pull_request:456", + "pull_request:4910", + "pull_request:533", + "pull_request:6332", + "pull_request:6525", + "pull_request:6558", + "pull_request:6576", + "pull_request:6577", + "pull_request:7113", + "pull_request:7117", + "pull_request:7797", + "pull_request:7803", + "pull_request:7804", + "pull_request:7833", + "pull_request:7846", + "pull_request:7898", + "pull_request:8239", + "pull_request:8630", + "pull_request:8755", + "pull_request:9300", + "pull_request:9346", + "pull_request:9579", + "pull_request:9591", + "pull_request:9682", + "pull_request:9706", + "pull_request:9817", + "pull_request:9896" + ], + "soft_pairs": [ + "pull_request:11395|pull_request:11472", + "pull_request:11455|pull_request:11491", + "pull_request:11465|pull_request:11491", + "pull_request:11455|pull_request:11472", + "pull_request:11465|pull_request:11472", + "pull_request:9579|pull_request:9591", + "pull_request:6525|pull_request:6558", + "pull_request:6525|pull_request:6576", + "pull_request:6332|pull_request:8239", + "pull_request:8630|pull_request:8755", + "pull_request:11271|pull_request:11578", + "pull_request:9817|pull_request:9896", + "pull_request:7113|pull_request:7117", + "pull_request:4536|pull_request:4910", + "pull_request:12856|pull_request:12857", + "pull_request:9579|pull_request:9706", + "pull_request:10259|pull_request:10578", + "pull_request:456|pull_request:533", + "pull_request:8755|pull_request:9682", + "pull_request:11728|pull_request:12451", + "pull_request:6525|pull_request:6577", + "pull_request:7797|pull_request:7898", + "pull_request:7803|pull_request:7898", + "pull_request:7804|pull_request:7898", + "pull_request:7833|pull_request:7898", + "pull_request:7846|pull_request:7898", + "pull_request:10437|pull_request:10508", + "pull_request:11421|pull_request:11492", + "pull_request:2602|pull_request:3633", + "pull_request:9300|pull_request:9346" + ], + "prepared_review_unit_hash": "ba872b79af7bdd971fb6ac024626d3109b14d46d28da9bb147bdd384988daff0", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 100186, + "estimated_input_tokens": 25047, + "estimated_eval_tokens": 50350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and appears to contain many superficial similarity matches rather than true duplicates. The soft edges mostly connect PRs that share a filename or broad theme but implement different fixes, scripts, or even reversions. I would not consolidate them into a single canonical change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR stands out: the cluster spans unrelated areas (Flux LoRA, test infra, DreamBooth interpolation, LTX single-file support, docs, Docker, and revert PRs), so it is not a true duplicate group.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR for duplicate triage; the items do not describe one underlying bug or change, so selecting a representative PR would be misleading.", + "soft_edge_verdicts": [ + { + "left": "pull_request:11395", + "right": "pull_request:11472", + "accept": false, + "reason": "Same narrow theme (image interpolation defaults) but different training scripts/files and separate changes, so not the same PR-worthy fix." + }, + { + "left": "pull_request:11455", + "right": "pull_request:11491", + "accept": false, + "reason": "Both add LANCZOS interpolation options, but they target different scripts and code paths; not mergeable as one duplicate fix." + }, + { + "left": "pull_request:11465", + "right": "pull_request:11491", + "accept": false, + "reason": "Different SDXL LoRA script vs Lumina2 DreamBooth LoRA script; similar pattern but distinct changes, not one underlying bug." + }, + { + "left": "pull_request:11455", + "right": "pull_request:11472", + "accept": false, + "reason": "Both are interpolation-mode additions, but for different pipelines/scripts and separate implementations." + }, + { + "left": "pull_request:11465", + "right": "pull_request:11472", + "accept": false, + "reason": "Same general resizing-option theme, but the scripts and affected training flows are different." + }, + { + "left": "pull_request:9579", + "right": "pull_request:9591", + "accept": false, + "reason": "Both are documentation PRs, but they update different docs and cover unrelated model docs content." + }, + { + "left": "pull_request:6525", + "right": "pull_request:6558", + "accept": false, + "reason": "Both add torch.compile compatibility, but for different training scripts and distinct code paths." + }, + { + "left": "pull_request:6525", + "right": "pull_request:6576", + "accept": false, + "reason": "Same broad compile-compat theme, but this is a different InstructPix2Pix SDXL script and not the same fix." + }, + { + "left": "pull_request:6332", + "right": "pull_request:8239", + "accept": false, + "reason": "Both touch examples/community README, but they add different community pipelines with unrelated implementations." + }, + { + "left": "pull_request:8630", + "right": "pull_request:8755", + "accept": false, + "reason": "Both concern SD3 DreamBooth LoRA, but one adds text-encoder training and the other fixes that feature; not the same change." + }, + { + "left": "pull_request:11271", + "right": "pull_request:11578", + "accept": false, + "reason": "Both edit single_file_utils for LTX models, but they target different model versions and different loading failures." + }, + { + "left": "pull_request:9817", + "right": "pull_request:9896", + "accept": false, + "reason": "This is a change versus its explicit revert; they are opposites, not duplicates." + }, + { + "left": "pull_request:7113", + "right": "pull_request:7117", + "accept": false, + "reason": "Both add Slack notifications, but one is for Docker CI and the other for nightly tests; different workflows and purposes." + }, + { + "left": "pull_request:4536", + "right": "pull_request:4910", + "accept": false, + "reason": "Both are inpainting docs, but one adds a full example and the other fixes a typo in that example; not the same underlying change." + }, + { + "left": "pull_request:12856", + "right": "pull_request:12857", + "accept": false, + "reason": "These are related Z-Image implementation PRs, but one adds docs and the other adds the actual pipeline/model code; not one duplicate fix." + }, + { + "left": "pull_request:9579", + "right": "pull_request:9706", + "accept": false, + "reason": "Both are documentation-only PRs, but they cover different modules and unrelated content edits." + }, + { + "left": "pull_request:10259", + "right": "pull_request:10578", + "accept": false, + "reason": "Both touch LoRA loading, but one is for Flux regular LoRAs and the other for 4-bit quantized Flux models; different concrete bugs." + }, + { + "left": "pull_request:456", + "right": "pull_request:533", + "accept": false, + "reason": "This is a type-hint addition and its later revert; opposite changes, not duplicates." + }, + { + "left": "pull_request:8755", + "right": "pull_request:9682", + "accept": false, + "reason": "Both are SD3 DreamBooth LoRA changes, but one is a bug-fix follow-up around text encoder training and the other adds latent caching/small updates." + }, + { + "left": "pull_request:11728", + "right": "pull_request:12451", + "accept": false, + "reason": "Both modify the doc-builder Dockerfile, but they add different packages for different needs and are not the same change." + }, + { + "left": "pull_request:6525", + "right": "pull_request:6577", + "accept": false, + "reason": "Both are torch.compile compatibility fixes, but they apply to different training scripts and code paths." + }, + { + "left": "pull_request:7797", + "right": "pull_request:7898", + "accept": false, + "reason": "Both reduce test model size, but they target different tests and different model architectures." + }, + { + "left": "pull_request:7803", + "right": "pull_request:7898", + "accept": false, + "reason": "Different tests and different fast-test reductions; only broad theme matches." + }, + { + "left": "pull_request:7804", + "right": "pull_request:7898", + "accept": false, + "reason": "These are separate test-size reductions for different pipelines, not one underlying bug." + }, + { + "left": "pull_request:7833", + "right": "pull_request:7898", + "accept": false, + "reason": "Different pipeline test adjustments; the similarity is only that they shrink fast tests." + }, + { + "left": "pull_request:7846", + "right": "pull_request:7898", + "accept": false, + "reason": "Same broad test-optimization theme, but different model/test code and no shared concrete fix." + }, + { + "left": "pull_request:10437", + "right": "pull_request:10508", + "accept": false, + "reason": "Both make tests more device-agnostic, but they are separate test-maintenance PRs with different file sets and changes." + }, + { + "left": "pull_request:11421", + "right": "pull_request:11492", + "accept": false, + "reason": "Both set LANCZOS defaults, but they target different DreamBooth training scripts and are distinct changes." + }, + { + "left": "pull_request:2602", + "right": "pull_request:3633", + "accept": false, + "reason": "Both pin huggingface-hub in setup.py, but they are different version tests with no shared underlying bug." + }, + { + "left": "pull_request:9300", + "right": "pull_request:9346", + "accept": false, + "reason": "Both are CI/test fixes, but they affect different model/test classes and solve different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 3, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10318", + "pull_request:10378", + "pull_request:11395", + "pull_request:11421", + "pull_request:11449", + "pull_request:11471", + "pull_request:11472", + "pull_request:11490", + "pull_request:11491", + "pull_request:11492", + "pull_request:11737", + "pull_request:1488", + "pull_request:3642", + "pull_request:4155", + "pull_request:4188", + "pull_request:4216", + "pull_request:5027", + "pull_request:5407", + "pull_request:5674", + "pull_request:5720", + "pull_request:6035", + "pull_request:6171", + "pull_request:6380", + "pull_request:643", + "pull_request:644", + "pull_request:645", + "pull_request:7233", + "pull_request:7679", + "pull_request:7697", + "pull_request:7797", + "pull_request:7803", + "pull_request:7804", + "pull_request:7833", + "pull_request:7846", + "pull_request:7865", + "pull_request:8675", + "pull_request:9257", + "pull_request:9300", + "pull_request:9353", + "pull_request:9355", + "pull_request:942", + "pull_request:9592", + "pull_request:9598", + "pull_request:9646", + "pull_request:9682", + "pull_request:9714", + "pull_request:9715" + ], + "soft_pairs": [ + "pull_request:9353|pull_request:9598", + "pull_request:5674|pull_request:5720", + "pull_request:7797|pull_request:7865", + "pull_request:7803|pull_request:7865", + "pull_request:7804|pull_request:7865", + "pull_request:7833|pull_request:7865", + "pull_request:7846|pull_request:7865", + "pull_request:11421|pull_request:11449", + "pull_request:11421|pull_request:11491", + "pull_request:9592|pull_request:9714", + "pull_request:3642|pull_request:4216", + "pull_request:9257|pull_request:9646", + "pull_request:643|pull_request:644", + "pull_request:9592|pull_request:9715", + "pull_request:643|pull_request:645", + "pull_request:11472|pull_request:11492", + "pull_request:11395|pull_request:11449", + "pull_request:9646|pull_request:9682", + "pull_request:10318|pull_request:9598", + "pull_request:5027|pull_request:5407", + "pull_request:11471|pull_request:11490", + "pull_request:7679|pull_request:7697", + "pull_request:6035|pull_request:6171", + "pull_request:9300|pull_request:9355", + "pull_request:10378|pull_request:11737", + "pull_request:1488|pull_request:942", + "pull_request:6380|pull_request:8675", + "pull_request:4155|pull_request:4188", + "pull_request:6035|pull_request:7233" + ], + "prepared_review_unit_hash": "00ed665516f2d55fc5d317ed0c22ba7c812c9cd0e4fd2a4b82d7d8b9edcd293a", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 98237, + "estimated_input_tokens": 24560, + "estimated_eval_tokens": 49376 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: several unrelated docs, test-size reduction, and training-script interpolation tweaks are mixed together. The only clear duplicate-like subgroup is the textual inversion checkpoint-saving PRs (643/644/645), which are iterations of the same feature change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 645 is the cleanest representative: it is the finalized merged version of the textual-inversion checkpoint-saving feature, whereas 643/644 are earlier WIP variants.", + "best_issue_reason": null, + "best_pr_reason": "PR 645 is the best overall anchor because it is the completed, merged implementation of the only true duplicate cluster in this set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:9353", + "right": "pull_request:9598", + "accept": false, + "reason": "Both touch Flux LoRA tests, but one adds integration coverage and the other only adds a version note; different changes, not the same bugfix." + }, + { + "left": "pull_request:5674", + "right": "pull_request:5720", + "accept": false, + "reason": "Both are docs-only, but they edit different documentation scopes and are not the same underlying change." + }, + { + "left": "pull_request:7797", + "right": "pull_request:7865", + "accept": false, + "reason": "Both reduce fast-test model sizes, but they apply to different pipelines and independent test fixtures." + }, + { + "left": "pull_request:7803", + "right": "pull_request:7865", + "accept": false, + "reason": "Different pipelines and different test updates; same general pattern, but not the same change." + }, + { + "left": "pull_request:7804", + "right": "pull_request:7865", + "accept": false, + "reason": "These are separate fast-test reductions for different Amused/Dance codepaths, not one mergeable fix." + }, + { + "left": "pull_request:7833", + "right": "pull_request:7865", + "accept": false, + "reason": "AudioLDM test shrink vs Dance Diffusion test shrink are distinct changes in different files." + }, + { + "left": "pull_request:7846", + "right": "pull_request:7865", + "accept": false, + "reason": "Different test targets and model configs; not the same concrete fix." + }, + { + "left": "pull_request:11421", + "right": "pull_request:11449", + "accept": false, + "reason": "Both add lanczos interpolation options, but they change different training scripts and are separate feature ports." + }, + { + "left": "pull_request:11421", + "right": "pull_request:11491", + "accept": false, + "reason": "Same broad interpolation theme, but different scripts/codepaths; not one PR-worthy duplicate." + }, + { + "left": "pull_request:9592", + "right": "pull_request:9714", + "accept": false, + "reason": "Both refactor docs/docstrings, but they are for different model files and unrelated edits." + }, + { + "left": "pull_request:3642", + "right": "pull_request:4216", + "accept": false, + "reason": "Same inpaint pipeline area, but one adds the pipeline and the other changes timestep handling; different changes." + }, + { + "left": "pull_request:9257", + "right": "pull_request:9646", + "accept": false, + "reason": "Both involve Dreambooth Flux, but they fix different features: prompt/tokenization alignment vs configurable target modules." + }, + { + "left": "pull_request:643", + "right": "pull_request:644", + "accept": true, + "reason": "Same textual inversion checkpoint-saving feature: both add periodic learned_embeds.bin saving in the same training script, with 644 appearing to refine 643." + }, + { + "left": "pull_request:9592", + "right": "pull_request:9715", + "accept": false, + "reason": "Different docstring refactors in different source files; same style, not same change." + }, + { + "left": "pull_request:643", + "right": "pull_request:645", + "accept": true, + "reason": "Same underlying textual inversion save-checkpoints change; 645 is the finalized version of 643's WIP feature." + }, + { + "left": "pull_request:11472", + "right": "pull_request:11492", + "accept": false, + "reason": "Both add lanczos defaults, but they target different advanced training scripts and are separate ports." + }, + { + "left": "pull_request:11395", + "right": "pull_request:11449", + "accept": false, + "reason": "Same interpolation-default theme, but different training scripts and codepaths." + }, + { + "left": "pull_request:9646", + "right": "pull_request:9682", + "accept": false, + "reason": "Both are Dreambooth/SD3 follow-up changes, but they address different model features and bugfixes." + }, + { + "left": "pull_request:10318", + "right": "pull_request:9598", + "accept": false, + "reason": "One adds Flux LoRA integration tests while the other only annotates test-version requirements; not the same fix." + }, + { + "left": "pull_request:5027", + "right": "pull_request:5407", + "accept": false, + "reason": "Both touch unconditional training, but one fixes mixed precision behavior and the other changes dtype handling for a related example update." + }, + { + "left": "pull_request:11471", + "right": "pull_request:11490", + "accept": false, + "reason": "Same lanczos interpolation theme, but different SDXL/Dreambooth script changes and separate implementations." + }, + { + "left": "pull_request:7679", + "right": "pull_request:7697", + "accept": false, + "reason": "Both adjust PEFT installation in CI, but they modify different workflows and are not the same concrete change." + }, + { + "left": "pull_request:6035", + "right": "pull_request:6171", + "accept": false, + "reason": "Same advanced SDXL script, but one improves help text and the other changes save-model-card behavior; not duplicates." + }, + { + "left": "pull_request:9300", + "right": "pull_request:9355", + "accept": false, + "reason": "One changes fast GPU test behavior and the other adds workflow_dispatch; unrelated CI edits." + }, + { + "left": "pull_request:10378", + "right": "pull_request:11737", + "accept": false, + "reason": "Both are training-script DS-support changes, but for different models and different save hooks." + }, + { + "left": "pull_request:1488", + "right": "pull_request:942", + "accept": false, + "reason": "Both address MPS dtype issues, but they patch different schedulers/models and are separate codepaths." + }, + { + "left": "pull_request:6380", + "right": "pull_request:8675", + "accept": false, + "reason": "Both edit the fast-diffusion doc, but they add different notes and are not the same change." + }, + { + "left": "pull_request:4155", + "right": "pull_request:4188", + "accept": false, + "reason": "Same SDXL ControlNet area, but one is a pipeline follow-up and the other is a training-cache fingerprint fix." + }, + { + "left": "pull_request:6035", + "right": "pull_request:7233", + "accept": false, + "reason": "Different changes to the same advanced SDXL script: help text vs adding DoRA support." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the soft-edge pairs. The only clearly duplicate-like subgroup is the textual inversion checkpoint-saving trio, and the accepted pairs there are defensible as mergeable variants of the same feature/fix. The other verdicts appropriately treat similar-but-distinct docs, test reductions, interpolation ports, and training-script changes as non-duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 4, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10288", + "pull_request:10318", + "pull_request:10921", + "pull_request:10922", + "pull_request:10991", + "pull_request:11025", + "pull_request:11449", + "pull_request:11455", + "pull_request:11463", + "pull_request:11465", + "pull_request:11471", + "pull_request:11588", + "pull_request:11670", + "pull_request:11776", + "pull_request:12086", + "pull_request:12269", + "pull_request:2677", + "pull_request:2734", + "pull_request:3169", + "pull_request:3419", + "pull_request:3472", + "pull_request:3642", + "pull_request:377", + "pull_request:388", + "pull_request:5720", + "pull_request:5744", + "pull_request:6021", + "pull_request:6035", + "pull_request:6464", + "pull_request:6550", + "pull_request:6555", + "pull_request:6599", + "pull_request:676", + "pull_request:677", + "pull_request:7182", + "pull_request:7235", + "pull_request:8230", + "pull_request:8773", + "pull_request:8774", + "pull_request:8775", + "pull_request:8976", + "pull_request:8986", + "pull_request:9005", + "pull_request:9207", + "pull_request:9353", + "pull_request:9593", + "pull_request:9707", + "pull_request:9775" + ], + "soft_pairs": [ + "pull_request:8773|pull_request:8774", + "pull_request:10318|pull_request:9353", + "pull_request:6035|pull_request:7235", + "pull_request:11670|pull_request:11776", + "pull_request:8774|pull_request:8976", + "pull_request:6464|pull_request:6599", + "pull_request:11449|pull_request:11455", + "pull_request:11449|pull_request:11465", + "pull_request:3419|pull_request:3642", + "pull_request:5720|pull_request:5744", + "pull_request:11025|pull_request:11588", + "pull_request:12086|pull_request:12269", + "pull_request:10288|pull_request:10991", + "pull_request:11463|pull_request:11471", + "pull_request:2677|pull_request:3472", + "pull_request:2734|pull_request:3169", + "pull_request:377|pull_request:388", + "pull_request:6021|pull_request:7182", + "pull_request:8230|pull_request:9207", + "pull_request:8775|pull_request:9775", + "pull_request:8986|pull_request:9005", + "pull_request:9593|pull_request:9707", + "pull_request:10921|pull_request:10922", + "pull_request:676|pull_request:677", + "pull_request:6550|pull_request:6555" + ], + "prepared_review_unit_hash": "2672dc6f0a41dca0e995494859a1c64e75991e9e1aef54bf9f48820bc3cd41dd", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 110163, + "estimated_input_tokens": 27541, + "estimated_eval_tokens": 55338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated PRs that only share broad themes or filenames. The only clear duplicate-style pair is the Wan 2.1 feature PR and its follow-up continuation (#10921/#10922).", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "#10922 is the merged, completed follow-up to the WIP Wan 2.1 support work in #10921, so it is the best canonical PR for the only true duplicate-style pair here.", + "best_issue_reason": null, + "best_pr_reason": "#10922 is the strongest representative PR overall: merged, complete, and the natural continuation of the same Wan 2.1 support change started in #10921.", + "soft_edge_verdicts": [ + { + "left": "pull_request:8773", + "right": "pull_request:8774", + "accept": false, + "reason": "Same feature area, but one is a revert and the other introduces the mixin; they are opposite changes, not duplicates." + }, + { + "left": "pull_request:10318", + "right": "pull_request:9353", + "accept": false, + "reason": "Both add Flux LoRA tests, but they cover different test scenarios and are not the same underlying change." + }, + { + "left": "pull_request:6035", + "right": "pull_request:7235", + "accept": false, + "reason": "Help-text cleanup versus adding DoRA training support; different changes in the same script." + }, + { + "left": "pull_request:11670", + "right": "pull_request:11776", + "accept": false, + "reason": "Both are torch.compile-related tests, but they target different failure modes and are not the same code-path fix." + }, + { + "left": "pull_request:8774", + "right": "pull_request:8976", + "accept": false, + "reason": "Same mixin story, but one is a revert of the prior change and the other is the reintroduction/rework; not a duplicate change." + }, + { + "left": "pull_request:6464", + "right": "pull_request:6599", + "accept": false, + "reason": "Both touch the same advanced DreamBooth LoRA script, but they fix different bugs." + }, + { + "left": "pull_request:11449", + "right": "pull_request:11455", + "accept": false, + "reason": "Same interpolation-mode idea, but applied to different training scripts; not the same concrete PR." + }, + { + "left": "pull_request:11449", + "right": "pull_request:11465", + "accept": false, + "reason": "Same as above: same pattern, different script and code path." + }, + { + "left": "pull_request:3419", + "right": "pull_request:3642", + "accept": false, + "reason": "Different community pipelines (img2img vs inpainting), so not the same underlying change." + }, + { + "left": "pull_request:5720", + "right": "pull_request:5744", + "accept": false, + "reason": "Both are docs cleanup PRs, but they update different pages and are not the same change." + }, + { + "left": "pull_request:11025", + "right": "pull_request:11588", + "accept": false, + "reason": "Both concern Wan LoRA support, but they implement different mechanisms in different parts of the LoRA pipeline." + }, + { + "left": "pull_request:12086", + "right": "pull_request:12269", + "accept": false, + "reason": "Both are modular Flux work, but one adds I2I support and the other adds Flux Kontext support; not mergeable as one change." + }, + { + "left": "pull_request:10288", + "right": "pull_request:10991", + "accept": false, + "reason": "Single-file support for different models (Flux vs Wan); same area, different feature." + }, + { + "left": "pull_request:11463", + "right": "pull_request:11471", + "accept": false, + "reason": "Both set LANCZOS defaults, but in different training scripts and with different surrounding fixes." + }, + { + "left": "pull_request:2677", + "right": "pull_request:3472", + "accept": false, + "reason": "Both add docs entries, but for unrelated training topics and pages." + }, + { + "left": "pull_request:2734", + "right": "pull_request:3169", + "accept": false, + "reason": "Both edit Habana docs, but they update different version/benchmark details rather than the same change." + }, + { + "left": "pull_request:377", + "right": "pull_request:388", + "accept": false, + "reason": "Related latent diffusion docs, but one is conditional and the other unconditional; different pages and artifacts." + }, + { + "left": "pull_request:6021", + "right": "pull_request:7182", + "accept": false, + "reason": "Different enhancements to the same script: one adds a variant arg, the other adds EDM-style training." + }, + { + "left": "pull_request:8230", + "right": "pull_request:9207", + "accept": false, + "reason": "Both discuss CPU offloading usage, but they update different docs/examples and are not the same bug fix." + }, + { + "left": "pull_request:8775", + "right": "pull_request:9775", + "accept": false, + "reason": "Unrelated README/doc updates; no shared underlying change." + }, + { + "left": "pull_request:8986", + "right": "pull_request:9005", + "accept": false, + "reason": "Both are CI runner/workflow updates, but they change different workflow configurations." + }, + { + "left": "pull_request:9593", + "right": "pull_request:9707", + "accept": false, + "reason": "Docstring refactors in different files; not the same underlying change." + }, + { + "left": "pull_request:10921", + "right": "pull_request:10922", + "accept": true, + "reason": "Direct continuation of the same Wan 2.1 support work; #10922 completes the WIP implementation from #10921 and could plausibly be one PR." + }, + { + "left": "pull_request:676", + "right": "pull_request:677", + "accept": false, + "reason": "Both are resnet.py cleanups, but they are separate refactors rather than the same concrete bug or feature change." + }, + { + "left": "pull_request:6550", + "right": "pull_request:6555", + "accept": false, + "reason": "Both address torch.compile compatibility, but for different training scripts and different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative overall. The only accepted pair, #10921/#10922, does look like a split implementation of the same Wan 2.1 support work that could plausibly be merged into one PR. No soft-edge reason overstates duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 5, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10288", + "pull_request:10298", + "pull_request:10437", + "pull_request:10508", + "pull_request:10781", + "pull_request:11058", + "pull_request:11516", + "pull_request:12095", + "pull_request:12170", + "pull_request:12236", + "pull_request:12272", + "pull_request:12439", + "pull_request:12566", + "pull_request:12790", + "pull_request:1846", + "pull_request:1927", + "pull_request:2479", + "pull_request:2487", + "pull_request:2588", + "pull_request:2677", + "pull_request:3297", + "pull_request:3707", + "pull_request:3711", + "pull_request:3979", + "pull_request:4188", + "pull_request:4223", + "pull_request:4237", + "pull_request:4238", + "pull_request:424", + "pull_request:4481", + "pull_request:4946", + "pull_request:509", + "pull_request:5097", + "pull_request:5172", + "pull_request:5914", + "pull_request:5979", + "pull_request:6021", + "pull_request:6035", + "pull_request:6528", + "pull_request:6566", + "pull_request:6884", + "pull_request:7166", + "pull_request:7182", + "pull_request:7189", + "pull_request:7413", + "pull_request:8926", + "pull_request:9083", + "pull_request:9400" + ], + "soft_pairs": [ + "pull_request:10508|pull_request:11058", + "pull_request:2479|pull_request:2588", + "pull_request:424|pull_request:509", + "pull_request:6884|pull_request:7189", + "pull_request:11516|pull_request:12095", + "pull_request:2677|pull_request:4946", + "pull_request:3979|pull_request:5914", + "pull_request:4481|pull_request:5979", + "pull_request:5097|pull_request:5172", + "pull_request:10437|pull_request:9400", + "pull_request:4188|pull_request:4223", + "pull_request:6035|pull_request:7182", + "pull_request:12170|pull_request:12790", + "pull_request:3707|pull_request:3711", + "pull_request:4237|pull_request:4238", + "pull_request:6021|pull_request:6035", + "pull_request:12236|pull_request:12439", + "pull_request:1846|pull_request:3297", + "pull_request:10288|pull_request:10781", + "pull_request:1927|pull_request:2487", + "pull_request:6035|pull_request:6566", + "pull_request:6528|pull_request:7413", + "pull_request:7166|pull_request:8926", + "pull_request:10298|pull_request:9083", + "pull_request:12272|pull_request:12566", + "pull_request:5914|pull_request:6035" + ], + "prepared_review_unit_hash": "8a3be2f0b8e8f3ce28e97bde7978487d8b746f2f97bddf0fafc8c5ccee72e730", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 110535, + "estimated_input_tokens": 27634, + "estimated_eval_tokens": 55524 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft-edge candidates are mostly unrelated incremental PRs within the same repo areas, not duplicate fixes. I would reject all pairings; several are even opposite changes or different model/version releases rather than the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:10508", + "right": "pull_request:11058", + "accept": false, + "reason": "Both are test/device-agnosticity work, but one targets XPU test support while the other changes textual inversion offload device handling; different bugs and code paths." + }, + { + "left": "pull_request:2479", + "right": "pull_request:2588", + "accept": false, + "reason": "One adds LoRA support for the CLIP text encoder in a training script; the other adds a research-project LoRA example and README. Not the same change." + }, + { + "left": "pull_request:424", + "right": "pull_request:509", + "accept": false, + "reason": "One tweaks a reproducibility assertion and dataset loading in tests; the other adds a shared image-loading helper. Related area, but not the same bug." + }, + { + "left": "pull_request:6884", + "right": "pull_request:7189", + "accept": false, + "reason": "Both touch IP-Adapter behavior, but one validates scale length while the other fixes embed repetition for plus adapters. Separate issues." + }, + { + "left": "pull_request:11516", + "right": "pull_request:12095", + "accept": false, + "reason": "These are different LTX model releases/feature sets (0.9.7 vs 0.9.8), not duplicate fixes." + }, + { + "left": "pull_request:2677", + "right": "pull_request:4946", + "accept": false, + "reason": "Both are docs updates, but one adds ControlNet training docs and the other adds T2I-Adapter overview entries. Different documentation topics." + }, + { + "left": "pull_request:3979", + "right": "pull_request:5914", + "accept": false, + "reason": "One is an SDXL inference bug fix; the other is a DreamBooth LoRA README template cleanup. Not the same underlying problem." + }, + { + "left": "pull_request:4481", + "right": "pull_request:5979", + "accept": false, + "reason": "Different model families entirely: EDM pipeline/scheduler vs DDGAN pipeline/scheduler. Do not merge as duplicates." + }, + { + "left": "pull_request:5097", + "right": "pull_request:5172", + "accept": false, + "reason": "Both adjust tests, but one is float16 fast-test tolerances and the other is LoRA/CUDA test fixes. No shared concrete bug." + }, + { + "left": "pull_request:10437", + "right": "pull_request:9400", + "accept": false, + "reason": "One makes tests XPU-aware; the other updates single-file pipeline tests to pass an explicit device. Different test infrastructure changes." + }, + { + "left": "pull_request:4188", + "right": "pull_request:4223", + "accept": false, + "reason": "Same training script, but one fixes dataset fingerprinting during embedding caching and the other adjusts prompt/auth handling. Distinct fixes." + }, + { + "left": "pull_request:6035", + "right": "pull_request:7182", + "accept": false, + "reason": "One improves help text for custom captions; the other adds EDM-style training support. Different scope and intent." + }, + { + "left": "pull_request:12170", + "right": "pull_request:12790", + "accept": false, + "reason": "Both are LoRA conversion changes, but for different model ecosystems and key-normalization problems (Qwen vs ZImage). Not the same code-path issue." + }, + { + "left": "pull_request:3707", + "right": "pull_request:3711", + "accept": false, + "reason": "The second PR reverts the first; they are opposite changes, not duplicates." + }, + { + "left": "pull_request:4237", + "right": "pull_request:4238", + "accept": false, + "reason": "Both touch ControlNet SDXL, but one fixes prompt embedding dtype and the other fixes CPU offload sequencing. Separate bugs." + }, + { + "left": "pull_request:6021", + "right": "pull_request:6035", + "accept": false, + "reason": "Same file, but one adds a variant argument while the other improves help text for custom captions. Not the same change." + }, + { + "left": "pull_request:12236", + "right": "pull_request:12439", + "accept": false, + "reason": "One adds FlashAttention-3 hub-kernel support; the other adds sage attention plus FA2 support through kernels. Different backend integrations." + }, + { + "left": "pull_request:1846", + "right": "pull_request:3297", + "accept": false, + "reason": "The first is a WIP retriever/RDM architecture PR; the second is a concrete RDM example pipeline. Different maturity and purpose." + }, + { + "left": "pull_request:10288", + "right": "pull_request:10781", + "accept": false, + "reason": "Different model support: Flux single-file support vs Lumina single-file/GGUF support. Not the same underlying feature." + }, + { + "left": "pull_request:1927", + "right": "pull_request:2487", + "accept": false, + "reason": "Both are docs PRs, but one imports a Stable Diffusion guide and the other adds a JAX/Flax guide. Unrelated content." + }, + { + "left": "pull_request:6035", + "right": "pull_request:6566", + "accept": false, + "reason": "Same advanced DreamBooth file, but one is help-tag/documentation cleanup and the other fixes training resume state handling. Different bugs." + }, + { + "left": "pull_request:6528", + "right": "pull_request:7413", + "accept": false, + "reason": "Both mention IP-Adapter, but one fixes ControlNet img2img missing code and the other updates an AnimateDiff community pipeline. Different code paths." + }, + { + "left": "pull_request:7166", + "right": "pull_request:8926", + "accept": false, + "reason": "Both are DreamBooth LoRA SDXL fixes, but one corrects loading state and the other fixes checkpoint saving. Not the same bug." + }, + { + "left": "pull_request:10298", + "right": "pull_request:9083", + "accept": false, + "reason": "One adds LTX GGUF/single-file support; the other adds Flux transformer single-file support. Different models and loaders." + }, + { + "left": "pull_request:12272", + "right": "pull_request:12566", + "accept": false, + "reason": "One fixes Flux modular pipeline height/width propagation; the other adds tests for Flux modular pipelines. Test coverage is not the same fix." + }, + { + "left": "pull_request:5914", + "right": "pull_request:6035", + "accept": false, + "reason": "One fixes a DreamBooth SDXL README template; the other improves advanced DreamBooth help text. Different documentation tweaks, not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 6, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10179", + "pull_request:10199", + "pull_request:10298", + "pull_request:10437", + "pull_request:10508", + "pull_request:10570", + "pull_request:10985", + "pull_request:11292", + "pull_request:1194", + "pull_request:12737", + "pull_request:12909", + "pull_request:1307", + "pull_request:3633", + "pull_request:3795", + "pull_request:3979", + "pull_request:4607", + "pull_request:5052", + "pull_request:5175", + "pull_request:5506", + "pull_request:5508", + "pull_request:5608", + "pull_request:5906", + "pull_request:6021", + "pull_request:6119", + "pull_request:6279", + "pull_request:6402", + "pull_request:6511", + "pull_request:6523", + "pull_request:6526", + "pull_request:6556", + "pull_request:6588", + "pull_request:6589", + "pull_request:6757", + "pull_request:6795", + "pull_request:6816", + "pull_request:6848", + "pull_request:7018", + "pull_request:7124", + "pull_request:7235", + "pull_request:7258", + "pull_request:8819", + "pull_request:9255", + "pull_request:9355", + "pull_request:9400", + "pull_request:9401", + "pull_request:9593", + "pull_request:9714", + "pull_request:9715" + ], + "soft_pairs": [ + "pull_request:6119|pull_request:7018", + "pull_request:10985|pull_request:11292", + "pull_request:10179|pull_request:10199", + "pull_request:10570|pull_request:9255", + "pull_request:1194|pull_request:1307", + "pull_request:3633|pull_request:5175", + "pull_request:3979|pull_request:5906", + "pull_request:5052|pull_request:6556", + "pull_request:6523|pull_request:6848", + "pull_request:6526|pull_request:6589", + "pull_request:9593|pull_request:9714", + "pull_request:6119|pull_request:6402", + "pull_request:6511|pull_request:6526", + "pull_request:12737|pull_request:12909", + "pull_request:9593|pull_request:9715", + "pull_request:10437|pull_request:9401", + "pull_request:10508|pull_request:9400", + "pull_request:10570|pull_request:9355", + "pull_request:3795|pull_request:4607", + "pull_request:6021|pull_request:6795", + "pull_request:6279|pull_request:6523", + "pull_request:6588|pull_request:6757", + "pull_request:7124|pull_request:7258", + "pull_request:9400|pull_request:9401", + "pull_request:5506|pull_request:5608", + "pull_request:6816|pull_request:7235", + "pull_request:5508|pull_request:6021", + "pull_request:10298|pull_request:8819" + ], + "prepared_review_unit_hash": "598ad5a08d02bef328e9b8ededf141a3de6573489ee4a12c49f97b6a317de080", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 100842, + "estimated_input_tokens": 25211, + "estimated_eval_tokens": 50678 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated docs, CI, test, loader, and training changes. The only close duplicate-style pattern in the packet is the AuraFlow docstring refactor pair 9714/9715, but that exact pair is not one of the provided soft-edge candidates; the 9593 links are a different hd_painter docstring cleanup, so all provided soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR; the cluster is heterogeneous, and the likely duplicate-style AuraFlow pair (9714/9715) is not among the supplied soft-edge candidates.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR. The packet\u2019s closest duplicate-style match is AuraFlow 9714/9715, but the candidate edges only involve 9593, which is a separate hd_painter docstring refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:6119", + "right": "pull_request:7018", + "accept": false, + "reason": "Both are LoRA/training fixes, but they address different bugs in different scripts and are not the same change." + }, + { + "left": "pull_request:10985", + "right": "pull_request:11292", + "accept": false, + "reason": "Same loader utility, but one adds Flux/ComfyUI LoRA support and the other fixes SDXL SGM-vs-UNet key handling; different code-path problems." + }, + { + "left": "pull_request:10179", + "right": "pull_request:10199", + "accept": false, + "reason": "One is doc/example cleanup, the other adds eta decay behavior in the RF inversion pipeline; not the same fix." + }, + { + "left": "pull_request:10570", + "right": "pull_request:9255", + "accept": false, + "reason": "Both touch the workflow file, but one changes a secret and the other changes branch triggers; unrelated CI edits." + }, + { + "left": "pull_request:1194", + "right": "pull_request:1307", + "accept": false, + "reason": "This is a docs-workflow update versus its revert, not the same underlying change." + }, + { + "left": "pull_request:3633", + "right": "pull_request:5175", + "accept": false, + "reason": "Different concerns: dependency pinning in setup.py versus setting HF_HOME in CI." + }, + { + "left": "pull_request:3979", + "right": "pull_request:5906", + "accept": false, + "reason": "Different files and bugs: SDXL attention logic versus a DreamBooth README/template doc fix." + }, + { + "left": "pull_request:5052", + "right": "pull_request:6556", + "accept": false, + "reason": "Both are training scripts, but for different model families and different feature changes; not mergeable as one PR." + }, + { + "left": "pull_request:6523", + "right": "pull_request:6848", + "accept": false, + "reason": "Same LCM distillation area, but one fixes guidance embeddings and the other fixes target U-Net initialization." + }, + { + "left": "pull_request:6526", + "right": "pull_request:6589", + "accept": false, + "reason": "Both are torch.compile-related, but they fix different scripts and different failure points." + }, + { + "left": "pull_request:9593", + "right": "pull_request:9714", + "accept": false, + "reason": "Different docstring refactors in different files; 9593 is hd_painter, while 9714 is AuraFlow." + }, + { + "left": "pull_request:6119", + "right": "pull_request:6402", + "accept": false, + "reason": "Both are LoRA training script changes, but they fix different bugs: fp16 unscale versus ignored gradient checkpointing." + }, + { + "left": "pull_request:6511", + "right": "pull_request:6526", + "accept": false, + "reason": "Same broad torch.compile theme, but different training scripts and different bugs." + }, + { + "left": "pull_request:12737", + "right": "pull_request:12909", + "accept": false, + "reason": "Both mention parallelism, but they fix different model code paths in different transformers." + }, + { + "left": "pull_request:9593", + "right": "pull_request:9715", + "accept": false, + "reason": "Different docstring cleanup PRs in different files; 9593 is unrelated to the AuraFlow transformer refactor." + }, + { + "left": "pull_request:10437", + "right": "pull_request:9401", + "accept": false, + "reason": "Both are device-agnostic test work, but they target different test suites and code paths." + }, + { + "left": "pull_request:10508", + "right": "pull_request:9400", + "accept": false, + "reason": "Related testing cleanup, but one is accelerator-aware model tests and the other is single-file pipeline tests." + }, + { + "left": "pull_request:10570", + "right": "pull_request:9355", + "accept": false, + "reason": "Same workflow file, but one updates a token secret and the other adds workflow_dispatch; unrelated changes." + }, + { + "left": "pull_request:3795", + "right": "pull_request:4607", + "accept": false, + "reason": "Both are docs PRs, but they add different overview entries and touch different features." + }, + { + "left": "pull_request:6021", + "right": "pull_request:6795", + "accept": false, + "reason": "Different DreamBooth/SDXL changes: variant support versus micro-conditioning." + }, + { + "left": "pull_request:6279", + "right": "pull_request:6523", + "accept": false, + "reason": "Same LCM distillation scripts, but they fix different bugs in different parts of the training flow." + }, + { + "left": "pull_request:6588", + "right": "pull_request:6757", + "accept": false, + "reason": "One updates a slow-test expectation; the other changes the pipeline implementation to move sigmas to device." + }, + { + "left": "pull_request:7124", + "right": "pull_request:7258", + "accept": false, + "reason": "Different fixes in the same script: a validation kwarg versus model-card/save-card text changes." + }, + { + "left": "pull_request:9400", + "right": "pull_request:9401", + "accept": false, + "reason": "Both are device-agnostic test efforts, but they cover different test scopes and files." + }, + { + "left": "pull_request:5506", + "right": "pull_request:5608", + "accept": false, + "reason": "Different LoRA/PEFT bugs: xformers attention handling versus empty network-alpha dict handling." + }, + { + "left": "pull_request:6816", + "right": "pull_request:7235", + "accept": false, + "reason": "Different SDXL DreamBooth changes: DDP+PEFT compatibility versus DoRA training support." + }, + { + "left": "pull_request:5508", + "right": "pull_request:6021", + "accept": false, + "reason": "Different SDXL training-script additions: new training features versus variant support." + }, + { + "left": "pull_request:10298", + "right": "pull_request:8819", + "accept": false, + "reason": "Both add from_single_file support, but for different model families and loaders, so they are not the same change." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is not fully grounded in the packet: it misidentifies the only duplicate-style pair as AuraFlow docstring refactors, but the packet shows the AuraFlow pair is 9714/9715, while 9593 is a different hd_painter docstring PR. The soft-edge verdict `9593` vs `9715` is therefore overstated and not conservative. Because of that incorrect accept, I can\u2019t accept the evaluation." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 7, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10183", + "pull_request:10268", + "pull_request:10298", + "pull_request:11358", + "pull_request:11426", + "pull_request:11427", + "pull_request:11463", + "pull_request:11472", + "pull_request:11747", + "pull_request:12407", + "pull_request:1418", + "pull_request:1682", + "pull_request:1898", + "pull_request:2154", + "pull_request:2336", + "pull_request:288", + "pull_request:359", + "pull_request:3642", + "pull_request:3945", + "pull_request:4596", + "pull_request:4946", + "pull_request:4947", + "pull_request:5052", + "pull_request:6035", + "pull_request:6511", + "pull_request:6525", + "pull_request:6532", + "pull_request:6555", + "pull_request:6589", + "pull_request:6795", + "pull_request:6851", + "pull_request:6875", + "pull_request:6960", + "pull_request:7233", + "pull_request:7235", + "pull_request:7260", + "pull_request:7467", + "pull_request:7984", + "pull_request:7988", + "pull_request:8725", + "pull_request:8810", + "pull_request:8864", + "pull_request:8926", + "pull_request:912", + "pull_request:9463", + "pull_request:9917", + "pull_request:9993" + ], + "soft_pairs": [ + "pull_request:6525|pull_request:6589", + "pull_request:10183|pull_request:10298", + "pull_request:11426|pull_request:12407", + "pull_request:11427|pull_request:12407", + "pull_request:11463|pull_request:11472", + "pull_request:1418|pull_request:2336", + "pull_request:1898|pull_request:2154", + "pull_request:3945|pull_request:6035", + "pull_request:4946|pull_request:4947", + "pull_request:6035|pull_request:7467", + "pull_request:6875|pull_request:6960", + "pull_request:8810|pull_request:9917", + "pull_request:8864|pull_request:9917", + "pull_request:8725|pull_request:9463", + "pull_request:6795|pull_request:7233", + "pull_request:7235|pull_request:8926", + "pull_request:8926|pull_request:9993", + "pull_request:6851|pull_request:7260", + "pull_request:6511|pull_request:6532", + "pull_request:6795|pull_request:7235", + "pull_request:10268|pull_request:10298", + "pull_request:11358|pull_request:11747", + "pull_request:1682|pull_request:912", + "pull_request:288|pull_request:359", + "pull_request:3642|pull_request:4596", + "pull_request:5052|pull_request:6555", + "pull_request:6525|pull_request:7984", + "pull_request:6525|pull_request:7988" + ], + "prepared_review_unit_hash": "3437586443e45bc8e0feebe029e6a07ae902f0da10522a2ad6c1f18405788be9", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 101135, + "estimated_input_tokens": 25284, + "estimated_eval_tokens": 50824 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a noisy thematic cluster with several unrelated PRs. I only see two true duplicate-style pairs: the HiDream license header fix and the PAG ControlNet Img2Img pipeline addition. Everything else is the same broad area but a different script, model, or follow-up fix, so I rejected them.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 9917 is the clearest representative of the one concrete duplicate-like feature subgroup (PAG ControlNet Img2Img); the rest of the set is too heterogeneous for a single cluster-wide canonical.", + "best_issue_reason": null, + "best_pr_reason": "PR 9917 is the best single PR representative among the near-duplicate candidates because it names the exact pipeline and is the most directly aligned with a concrete code-path change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:6525", + "right": "pull_request:6589", + "accept": false, + "reason": "Same general torch.compile theme, but different training scripts and save hooks; not the same concrete fix." + }, + { + "left": "pull_request:10183", + "right": "pull_request:10298", + "accept": false, + "reason": "Both are single-file support PRs, but for different models (AutoencoderDC vs Mochi Transformer)." + }, + { + "left": "pull_request:11426", + "right": "pull_request:12407", + "accept": false, + "reason": "Different scripts and goals: interpolation-mode follow-up vs UV compatibility docs/packaging update." + }, + { + "left": "pull_request:11427", + "right": "pull_request:12407", + "accept": false, + "reason": "Different scripts and goals: interpolation-mode follow-up vs UV compatibility docs/packaging update." + }, + { + "left": "pull_request:11463", + "right": "pull_request:11472", + "accept": false, + "reason": "Same interpolation idea, but different training scripts and model families; not one duplicate bug/change." + }, + { + "left": "pull_request:1418", + "right": "pull_request:2336", + "accept": false, + "reason": "Both are Versatile Diffusion test fixes, but they touch different test data/content and are not the same change." + }, + { + "left": "pull_request:1898", + "right": "pull_request:2154", + "accept": false, + "reason": "2154 is a typo fix within the env-version feature added by 1898, not the same underlying PR/change." + }, + { + "left": "pull_request:3945", + "right": "pull_request:6035", + "accept": false, + "reason": "Different Dreambooth LoRA changes in the same script area, but separate features/help text updates." + }, + { + "left": "pull_request:4946", + "right": "pull_request:4947", + "accept": false, + "reason": "One updates docs and the other adds tests; not the same concrete bug or code-path change." + }, + { + "left": "pull_request:6035", + "right": "pull_request:7467", + "accept": false, + "reason": "Different training-script enhancements (help text vs tag shuffling/drop) in the same subsystem." + }, + { + "left": "pull_request:6875", + "right": "pull_request:6960", + "accept": false, + "reason": "Both are IP-Adapter test edits, but one adjusts expected values and the other marks flakiness; not duplicates." + }, + { + "left": "pull_request:8810", + "right": "pull_request:9917", + "accept": true, + "reason": "Same concrete feature: adding StableDiffusionControlNetPAGImg2ImgPipeline support; 9917 is essentially the same pipeline addition in a newer/broader PR." + }, + { + "left": "pull_request:8864", + "right": "pull_request:9917", + "accept": false, + "reason": "Related PAG ControlNet Img2Img work, but 8864 is a broader/open variant and not the same exact PR change as 9917." + }, + { + "left": "pull_request:8725", + "right": "pull_request:9463", + "accept": false, + "reason": "Both add PAG support, but for different pipeline variants (text-to-image vs Img2Img)." + }, + { + "left": "pull_request:6795", + "right": "pull_request:7233", + "accept": false, + "reason": "Same Dreambooth LoRA SDXL script, but one adds micro-conditioning and the other adds DoRA; different features." + }, + { + "left": "pull_request:7235", + "right": "pull_request:8926", + "accept": false, + "reason": "Different Dreambooth LoRA scripts and different fixes: DoRA feature vs checkpoint-save bug." + }, + { + "left": "pull_request:8926", + "right": "pull_request:9993", + "accept": false, + "reason": "Different models/scripts (SDXL advanced vs SD3) and different checkpoint-save logic." + }, + { + "left": "pull_request:6851", + "right": "pull_request:7260", + "accept": false, + "reason": "Different pipelines (PIA vs SAG) and different adapter integration work." + }, + { + "left": "pull_request:6511", + "right": "pull_request:6532", + "accept": false, + "reason": "Both address torch.compile compatibility, but in different training scripts and code paths." + }, + { + "left": "pull_request:6795", + "right": "pull_request:7235", + "accept": false, + "reason": "Same Dreambooth LoRA SDXL script, but different features: micro-conditioning vs DoRA." + }, + { + "left": "pull_request:10268", + "right": "pull_request:10298", + "accept": false, + "reason": "Both extend single-file loading, but for different model families and conversion paths." + }, + { + "left": "pull_request:11358", + "right": "pull_request:11747", + "accept": true, + "reason": "Same HiDream license-header fix in the same files; 11358 is the broader ancestor, 11747 is the focused duplicate-style follow-up." + }, + { + "left": "pull_request:1682", + "right": "pull_request:912", + "accept": false, + "reason": "Both are version bumps, but for different release versions and different eras." + }, + { + "left": "pull_request:288", + "right": "pull_request:359", + "accept": false, + "reason": "Same Karras VE area, but one is pipeline typing and the other is scheduler typing; not the same change." + }, + { + "left": "pull_request:3642", + "right": "pull_request:4596", + "accept": false, + "reason": "Completely different functionality: TensorRT inpainting pipeline vs SDXL conversion script." + }, + { + "left": "pull_request:5052", + "right": "pull_request:6555", + "accept": false, + "reason": "Different training families: Wuerstchen prior/text-to-image vs SD text-to-image LoRA compile compatibility." + }, + { + "left": "pull_request:6525", + "right": "pull_request:7984", + "accept": false, + "reason": "ControlNet compile fix vs VAE compile fix; related theme but different code paths." + }, + { + "left": "pull_request:6525", + "right": "pull_request:7988", + "accept": false, + "reason": "ControlNet compile fix vs IP-Adapter compile fix; different model components and code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: the accepted pairs both share the same concrete pipeline/license fix, while the rejected pairs are described as related but distinct changes. I don\u2019t see an overstatement of evidence or an obviously non-mergeable accepted pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 8, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10077", + "pull_request:10298", + "pull_request:10633", + "pull_request:10991", + "pull_request:11271", + "pull_request:11550", + "pull_request:12215", + "pull_request:12325", + "pull_request:288", + "pull_request:325", + "pull_request:3642", + "pull_request:3952", + "pull_request:4595", + "pull_request:5057", + "pull_request:5175", + "pull_request:5517", + "pull_request:5914", + "pull_request:5938", + "pull_request:6035", + "pull_request:6303", + "pull_request:644", + "pull_request:645", + "pull_request:6511", + "pull_request:6534", + "pull_request:6556", + "pull_request:6566", + "pull_request:6691", + "pull_request:6816", + "pull_request:6968", + "pull_request:7233", + "pull_request:7258", + "pull_request:754", + "pull_request:7580", + "pull_request:7797", + "pull_request:7803", + "pull_request:7804", + "pull_request:7833", + "pull_request:7846", + "pull_request:869", + "pull_request:8755", + "pull_request:8770", + "pull_request:8775", + "pull_request:8926", + "pull_request:8973", + "pull_request:8983", + "pull_request:8987", + "pull_request:9483", + "pull_request:9787" + ], + "soft_pairs": [ + "pull_request:754|pull_request:869", + "pull_request:5517|pull_request:6303", + "pull_request:8973|pull_request:8987", + "pull_request:6691|pull_request:6968", + "pull_request:6816|pull_request:7233", + "pull_request:10633|pull_request:9787", + "pull_request:10298|pull_request:11550", + "pull_request:6511|pull_request:6534", + "pull_request:644|pull_request:645", + "pull_request:5057|pull_request:5938", + "pull_request:12215|pull_request:12325", + "pull_request:10077|pull_request:11271", + "pull_request:10298|pull_request:10991", + "pull_request:288|pull_request:325", + "pull_request:3642|pull_request:4595", + "pull_request:3952|pull_request:5175", + "pull_request:5914|pull_request:6556", + "pull_request:6035|pull_request:7258", + "pull_request:6566|pull_request:8755", + "pull_request:7580|pull_request:7797", + "pull_request:7580|pull_request:7803", + "pull_request:7580|pull_request:7804", + "pull_request:7580|pull_request:7833", + "pull_request:7580|pull_request:7846", + "pull_request:8770|pull_request:8775", + "pull_request:8983|pull_request:9483", + "pull_request:7233|pull_request:8926" + ], + "prepared_review_unit_hash": "9cf7625171687ad55045c95bc909e02ebfc7e29a7dd4e2af269ef44fb825a356", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 97579, + "estimated_input_tokens": 24395, + "estimated_eval_tokens": 49046 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft pair looks like the same underlying change: the textual inversion progress-saving WIP and its finalized merged follow-up. The rest are different model/features, different pipelines, or unrelated docs/test/CI edits.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 645 is the finalized merged version of the textual inversion save-progress feature; PR 644 is a WIP precursor with the same functionality.", + "best_issue_reason": null, + "best_pr_reason": "PR 645 is the cleanest canonical choice: merged, narrower, and it subsumes the WIP in PR 644 without extra unrelated churn.", + "soft_edge_verdicts": [ + { + "left": "pull_request:754", + "right": "pull_request:869", + "accept": false, + "reason": "Both touch community-pipeline import handling, but the diffs/titles suggest separate cleanup fixes plus README changes, not one concrete duplicate bug." + }, + { + "left": "pull_request:5517", + "right": "pull_request:6303", + "accept": false, + "reason": "Different projects/features: LCM training script vs ADD training scripts. No shared underlying change." + }, + { + "left": "pull_request:8973", + "right": "pull_request:8987", + "accept": false, + "reason": "Different test areas and goals: Lumina pipeline size reduction vs a new transformer model test suite." + }, + { + "left": "pull_request:6691", + "right": "pull_request:6968", + "accept": false, + "reason": "Same file, but different issues: general advanced SDXL LoRA feature/bug work vs a specific prior-preservation fix." + }, + { + "left": "pull_request:6816", + "right": "pull_request:7233", + "accept": false, + "reason": "One fixes DDP+PEFT behavior; the other adds DoRA support. Related file, different change." + }, + { + "left": "pull_request:10633", + "right": "pull_request:9787", + "accept": false, + "reason": "Docs example for Flux IP-Adapter vs implementation of Flux IP-Adapter. Not the same patch." + }, + { + "left": "pull_request:10298", + "right": "pull_request:11550", + "accept": false, + "reason": "Both add single-file/GGUF support, but for different model families (LTX vs HiDream)." + }, + { + "left": "pull_request:6511", + "right": "pull_request:6534", + "accept": false, + "reason": "Both are torch.compile compatibility fixes, but for different DreamBooth scripts and code paths." + }, + { + "left": "pull_request:644", + "right": "pull_request:645", + "accept": true, + "reason": "Same textual-inversion save-progress feature; 645 is the refined merged follow-up to the WIP in 644." + }, + { + "left": "pull_request:5057", + "right": "pull_request:5938", + "accept": false, + "reason": "SDXL clip-skip support and ControlNet LoRA are unrelated features." + }, + { + "left": "pull_request:12215", + "right": "pull_request:12325", + "accept": false, + "reason": "Both are Qwen-Image ControlNet work, but for different pipeline generations and separate implementation changes." + }, + { + "left": "pull_request:10077", + "right": "pull_request:11271", + "accept": false, + "reason": "Different single-file fixes for different models (SD3.5 vs LTX 0.9.5)." + }, + { + "left": "pull_request:10298", + "right": "pull_request:10991", + "accept": false, + "reason": "Both single-file support changes, but for different target models and code paths." + }, + { + "left": "pull_request:288", + "right": "pull_request:325", + "accept": false, + "reason": "Both are type-hint cleanups, but for different pipelines and unrelated code paths." + }, + { + "left": "pull_request:3642", + "right": "pull_request:4595", + "accept": false, + "reason": "Unrelated community inpainting pipeline vs an unfinished XL conversion work-in-progress." + }, + { + "left": "pull_request:3952", + "right": "pull_request:5175", + "accept": false, + "reason": "Test dependency pinning and HF_HOME permission testing are unrelated." + }, + { + "left": "pull_request:5914", + "right": "pull_request:6556", + "accept": false, + "reason": "Textual inversion saving vs SDXL LoRA compile compatibility are different training-script fixes." + }, + { + "left": "pull_request:6035", + "right": "pull_request:7258", + "accept": false, + "reason": "One changes help text/docs; the other fixes model-card generation logic. Not the same bug." + }, + { + "left": "pull_request:6566", + "right": "pull_request:8755", + "accept": false, + "reason": "Different DreamBooth scripts and different issues: resume handling vs SD3 text-encoder training." + }, + { + "left": "pull_request:7580", + "right": "pull_request:7797", + "accept": false, + "reason": "Different pipelines and test cases; only both reduce fast-test model sizes." + }, + { + "left": "pull_request:7580", + "right": "pull_request:7803", + "accept": false, + "reason": "Different pipelines and test cases; only both reduce fast-test model sizes." + }, + { + "left": "pull_request:7580", + "right": "pull_request:7804", + "accept": false, + "reason": "Different pipelines and test cases; only both reduce fast-test model sizes." + }, + { + "left": "pull_request:7580", + "right": "pull_request:7833", + "accept": false, + "reason": "Different pipelines and test cases; only both reduce fast-test model sizes." + }, + { + "left": "pull_request:7580", + "right": "pull_request:7846", + "accept": false, + "reason": "Different pipelines and test cases; only both reduce fast-test model sizes." + }, + { + "left": "pull_request:8770", + "right": "pull_request:8775", + "accept": false, + "reason": "Both edit README files, but they add different links/content and do not fix the same issue." + }, + { + "left": "pull_request:8983", + "right": "pull_request:9483", + "accept": false, + "reason": "CI parallelism fix vs nightly model-test updates are unrelated." + }, + { + "left": "pull_request:7233", + "right": "pull_request:8926", + "accept": false, + "reason": "DoRA support and checkpoint-save bug fix are separate changes in the same script." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The result is grounded in the packet. The only accepted pair, PR 644/645, is a conservative same-feature match: both modify the textual inversion training script to save learned embeddings during training, with 645 reading as the refined merged follow-up to the WIP in 644. The rejected soft pairs are also cautiously framed and do not overstate equivalence from the available diffs/titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 9, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:1012", + "pull_request:10991", + "pull_request:11059", + "pull_request:11175", + "pull_request:12170", + "pull_request:12301", + "pull_request:12325", + "pull_request:12496", + "pull_request:12909", + "pull_request:2237", + "pull_request:3127", + "pull_request:3201", + "pull_request:3265", + "pull_request:344", + "pull_request:346", + "pull_request:3686", + "pull_request:4495", + "pull_request:4498", + "pull_request:4621", + "pull_request:4862", + "pull_request:4946", + "pull_request:5090", + "pull_request:5448", + "pull_request:5559", + "pull_request:5993", + "pull_request:6004", + "pull_request:6021", + "pull_request:6035", + "pull_request:6099", + "pull_request:6330", + "pull_request:6511", + "pull_request:6525", + "pull_request:6556", + "pull_request:6566", + "pull_request:6691", + "pull_request:6764", + "pull_request:6795", + "pull_request:6864", + "pull_request:7072", + "pull_request:7124", + "pull_request:7166", + "pull_request:7182", + "pull_request:7196", + "pull_request:7233", + "pull_request:7984", + "pull_request:7988", + "pull_request:9754", + "pull_request:9806" + ], + "soft_pairs": [ + "pull_request:5448|pull_request:5559", + "pull_request:4946|pull_request:7196", + "pull_request:6511|pull_request:6556", + "pull_request:6004|pull_request:6330", + "pull_request:6035|pull_request:6691", + "pull_request:5993|pull_request:6099", + "pull_request:6795|pull_request:7072", + "pull_request:11059|pull_request:12170", + "pull_request:12301|pull_request:12325", + "pull_request:1012|pull_request:2237", + "pull_request:10991|pull_request:11175", + "pull_request:3201|pull_request:3686", + "pull_request:3265|pull_request:3686", + "pull_request:344|pull_request:346", + "pull_request:4495|pull_request:4498", + "pull_request:6021|pull_request:7233", + "pull_request:6511|pull_request:6525", + "pull_request:6511|pull_request:7984", + "pull_request:6511|pull_request:7988", + "pull_request:6566|pull_request:7182", + "pull_request:7124|pull_request:7166", + "pull_request:9754|pull_request:9806", + "pull_request:3127|pull_request:4862", + "pull_request:4621|pull_request:5090", + "pull_request:6764|pull_request:6864", + "pull_request:12496|pull_request:12909" + ], + "prepared_review_unit_hash": "6d8045325c1a308f27d411280f66dacea776283a55d3ea34d1b3de75f85384cc", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 98705, + "estimated_input_tokens": 24677, + "estimated_eval_tokens": 49610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the PRs span unrelated areas (DreamBooth, Wan, Qwen, SVD docs, adapters, LoRA, compile compatibility). The soft pairs are mostly superficial similarities from shared filenames or broad subsystem overlap, not the same concrete bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR is suitable here; the items are heterogeneous and do not represent one underlying bug/change, so picking any one would be arbitrary.", + "best_issue_reason": null, + "best_pr_reason": "No PR in this set is a clear global representative duplicate target. The closest matches are only loosely related by file or subsystem, not by the same fix or feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5448", + "right": "pull_request:5559", + "accept": false, + "reason": "Same LCM family, but one adds the base pipeline and the other adds an img2img variant; different concrete changes." + }, + { + "left": "pull_request:4946", + "right": "pull_request:7196", + "accept": false, + "reason": "Training overview docs vs IP-Adapter training scripts/docs; unrelated features." + }, + { + "left": "pull_request:6511", + "right": "pull_request:6556", + "accept": false, + "reason": "Both are torch.compile-related, but they fix different training scripts and different code paths; not mergeable into one PR." + }, + { + "left": "pull_request:6004", + "right": "pull_request:6330", + "accept": false, + "reason": "Both touch SVD docs, but they fix different documentation issues and different content." + }, + { + "left": "pull_request:6035", + "right": "pull_request:6691", + "accept": false, + "reason": "Same advanced training README, but one is help-text cleanup while the other adds substantial new features and fixes." + }, + { + "left": "pull_request:5993", + "right": "pull_request:6099", + "accept": false, + "reason": "Similar superclass-args bug pattern, but in different pipelines and different implementations." + }, + { + "left": "pull_request:6795", + "right": "pull_request:7072", + "accept": false, + "reason": "Same training script family, but micro-conditioning and DoRA are different features, not the same change." + }, + { + "left": "pull_request:11059", + "right": "pull_request:12170", + "accept": false, + "reason": "Both are LoRA conversion utilities, but they target different model families and different conversion problems." + }, + { + "left": "pull_request:12301", + "right": "pull_request:12325", + "accept": false, + "reason": "Both are Qwen-Image ControlNet variants, but one is inpaint and the other is edit; different pipeline classes and code paths." + }, + { + "left": "pull_request:1012", + "right": "pull_request:2237", + "accept": false, + "reason": "Same DreamBooth script, but one sets text encoder train mode and the other adds learning-rate args; different fixes." + }, + { + "left": "pull_request:10991", + "right": "pull_request:11175", + "accept": false, + "reason": "Wan-related, but single-file loading support and image-embeds support are unrelated changes." + }, + { + "left": "pull_request:3201", + "right": "pull_request:3686", + "accept": false, + "reason": "A revert of one community pipeline update vs an IPEX pipeline update; not the same underlying bug or change." + }, + { + "left": "pull_request:3265", + "right": "pull_request:3686", + "accept": false, + "reason": "Again, these are unrelated edits to the same example file but they revert/add different content for different reasons." + }, + { + "left": "pull_request:344", + "right": "pull_request:346", + "accept": false, + "reason": "Both touch VAE type hints, but one is broad type-hint cleanup and the other is a narrow encode signature annotation." + }, + { + "left": "pull_request:4495", + "right": "pull_request:4498", + "accept": false, + "reason": "One adds the example pipeline code; the other adds docs for it. Related, but not the same change." + }, + { + "left": "pull_request:6021", + "right": "pull_request:7233", + "accept": false, + "reason": "Both affect SDXL DreamBooth LoRA, but variant support and DoRA support are different features." + }, + { + "left": "pull_request:6511", + "right": "pull_request:6525", + "accept": false, + "reason": "Both address checkpointing/compile compatibility, but in different training scripts and different model families." + }, + { + "left": "pull_request:6511", + "right": "pull_request:7984", + "accept": false, + "reason": "Different code paths: DreamBooth checkpointing vs VAE decode compile compatibility." + }, + { + "left": "pull_request:6511", + "right": "pull_request:7988", + "accept": false, + "reason": "Both mention torch.compile, but IPAdapter compile fixes are a separate model/code path from SDXL DreamBooth." + }, + { + "left": "pull_request:6566", + "right": "pull_request:7182", + "accept": false, + "reason": "Same advanced DreamBooth script, but one fixes resume/loading and the other adds EDM-style training." + }, + { + "left": "pull_request:7124", + "right": "pull_request:7166", + "accept": false, + "reason": "Both are SDXL DreamBooth LoRA bug fixes, but they address different failures in different parts of the script." + }, + { + "left": "pull_request:9754", + "right": "pull_request:9806", + "accept": false, + "reason": "Same Flux quantization script, but one introduces the script and the other tweaks optimizer support." + }, + { + "left": "pull_request:3127", + "right": "pull_request:4862", + "accept": false, + "reason": "Stable Diffusion safety-checker img2img bug vs SDXL ControlNet MultiControlNet shape handling; different bugs." + }, + { + "left": "pull_request:4621", + "right": "pull_request:5090", + "accept": false, + "reason": "Both hit adapter code, but one validates downscale factors while the other changes weight accumulation behavior." + }, + { + "left": "pull_request:6764", + "right": "pull_request:6864", + "accept": false, + "reason": "Both are PEFT inference docs, but one covers serialization after fusing adapters and the other covers torch.compile usage." + }, + { + "left": "pull_request:12496", + "right": "pull_request:12909", + "accept": false, + "reason": "Both are WAN I2V-related, but shape mismatch and context-parallel fixes are separate issues in different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 10, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10222", + "pull_request:10275", + "pull_request:10359", + "pull_request:10365", + "pull_request:10419", + "pull_request:10464", + "pull_request:10585", + "pull_request:1103", + "pull_request:11325", + "pull_request:11348", + "pull_request:1162", + "pull_request:11731", + "pull_request:11740", + "pull_request:11851", + "pull_request:1230", + "pull_request:12757", + "pull_request:13082", + "pull_request:13254", + "pull_request:13283", + "pull_request:13315", + "pull_request:13335", + "pull_request:13344", + "pull_request:13371", + "pull_request:136", + "pull_request:1394", + "pull_request:1423", + "pull_request:168", + "pull_request:1763", + "pull_request:178", + "pull_request:1795", + "pull_request:2487", + "pull_request:325", + "pull_request:326", + "pull_request:3541", + "pull_request:386", + "pull_request:4632", + "pull_request:4749", + "pull_request:4774", + "pull_request:5057", + "pull_request:715", + "pull_request:7166", + "pull_request:869", + "pull_request:8691", + "pull_request:8797", + "pull_request:912", + "pull_request:934", + "pull_request:936", + "pull_request:9751" + ], + "soft_pairs": [ + "pull_request:7166|pull_request:8691", + "pull_request:325|pull_request:326", + "pull_request:4632|pull_request:4749", + "pull_request:4774|pull_request:5057", + "pull_request:10222|pull_request:10365", + "pull_request:10275|pull_request:10585", + "pull_request:10359|pull_request:8797", + "pull_request:10419|pull_request:11325", + "pull_request:10464|pull_request:9751", + "pull_request:1103|pull_request:136", + "pull_request:11348|pull_request:11851", + "pull_request:1162|pull_request:869", + "pull_request:11731|pull_request:11740", + "pull_request:1230|pull_request:934", + "pull_request:12757|pull_request:13283", + "pull_request:13082|pull_request:13371", + "pull_request:13254|pull_request:13344", + "pull_request:13315|pull_request:13344", + "pull_request:13335|pull_request:13344", + "pull_request:1394|pull_request:912", + "pull_request:1423|pull_request:2487", + "pull_request:168|pull_request:386", + "pull_request:1763|pull_request:3541", + "pull_request:178|pull_request:936", + "pull_request:1795|pull_request:715" + ], + "prepared_review_unit_hash": "0972ebf9f81c6298a3e128bdc9adff0159c6c4a692feee203c5917456a2ac55a", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 98174, + "estimated_input_tokens": 24544, + "estimated_eval_tokens": 49344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of unrelated PRs across docs, tests, and small fixes; I don\u2019t see a single underlying duplicate bug/change tying them together.", + "confidence": 0.2, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue artifact exists here, and there is no single duplicated change across the PRs. If a representative must be chosen, PR 10365 is the cleanest focused code fix with an explicit issue target.", + "best_issue_reason": null, + "best_pr_reason": "PR 10365 is a small, well-scoped merged code change with a direct issue target, making it the best representative among otherwise mostly unrelated docs/tests/chore PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:7166", + "right": "pull_request:8691", + "accept": false, + "reason": "Both touch LoRA loading, but they fix different model/script paths and different loading behavior; too broad to be the same duplicate change." + }, + { + "left": "pull_request:325", + "right": "pull_request:326", + "accept": false, + "reason": "Different pipelines and different type-hint cleanup; same style of edit, not the same code-path problem." + }, + { + "left": "pull_request:4632", + "right": "pull_request:4749", + "accept": false, + "reason": "Both concern SDXL LoRA training/checkpointing, but one is text-to-image and the other dreambooth; not the same concrete bug." + }, + { + "left": "pull_request:4774", + "right": "pull_request:5057", + "accept": false, + "reason": "Both are SDXL feature work, but one adds negative size/position conditioning and the other adds clip skip; distinct changes." + }, + { + "left": "pull_request:10222", + "right": "pull_request:10365", + "accept": false, + "reason": "Both add torch_xla handling, but for different pipelines and different call sites; not the same underlying fix." + }, + { + "left": "pull_request:10275", + "right": "pull_request:10585", + "accept": false, + "reason": "One is copyright-header churn and the other is a VAE annotation fix; unrelated despite shared files." + }, + { + "left": "pull_request:10359", + "right": "pull_request:8797", + "accept": false, + "reason": "Both are test fixes, but for different test suites and failure modes; not mergeable as one duplicate PR." + }, + { + "left": "pull_request:10419", + "right": "pull_request:11325", + "accept": false, + "reason": "Both are doc updates, but they address different models and different docstring gaps." + }, + { + "left": "pull_request:10464", + "right": "pull_request:9751", + "accept": false, + "reason": "Similar NPU-adaptation titles, but they touch different training scripts and model paths; not the same concrete change." + }, + { + "left": "pull_request:1103", + "right": "pull_request:136", + "accept": false, + "reason": "Model-card URL fix vs manifest packaging fix; unrelated." + }, + { + "left": "pull_request:11348", + "right": "pull_request:11851", + "accept": false, + "reason": "Both are docs-only, but about unrelated topics in different docs pages." + }, + { + "left": "pull_request:1162", + "right": "pull_request:869", + "accept": false, + "reason": "Community-pipeline docs/link cleanup vs an import bug in dynamic modules; different underlying issues." + }, + { + "left": "pull_request:11731", + "right": "pull_request:11740", + "accept": false, + "reason": "Docs tip vs compile/offload tests; different artifact types and different changes." + }, + { + "left": "pull_request:1230", + "right": "pull_request:934", + "accept": false, + "reason": "Both touch MPS testing, but one is a generator/device-specific fast-test fix and the other is broader MPS failing tests." + }, + { + "left": "pull_request:12757", + "right": "pull_request:13283", + "accept": false, + "reason": "Same docs file, but one is a formatting/link tweak and the other changes the FlashAttention-3 support note." + }, + { + "left": "pull_request:13082", + "right": "pull_request:13371", + "accept": false, + "reason": "Both are test refactors for Wan-related models, but they cover different model classes and test scopes." + }, + { + "left": "pull_request:13254", + "right": "pull_request:13344", + "accept": false, + "reason": "Different model test refactors; no shared concrete bug or change." + }, + { + "left": "pull_request:13315", + "right": "pull_request:13344", + "accept": false, + "reason": "Different model test refactors; same pattern, different target models." + }, + { + "left": "pull_request:13335", + "right": "pull_request:13344", + "accept": false, + "reason": "Cosmos vs GLM image tests are unrelated refactors, not one duplicate fix." + }, + { + "left": "pull_request:1394", + "right": "pull_request:912", + "accept": false, + "reason": "Both are version bumps, but to different versions and in different release moments." + }, + { + "left": "pull_request:1423", + "right": "pull_request:2487", + "accept": false, + "reason": "One adds Flax code support and the other adds a how-to guide; code change vs documentation." + }, + { + "left": "pull_request:168", + "right": "pull_request:386", + "accept": false, + "reason": "Stable Diffusion implementation PR vs Stable Diffusion docs PR; not the same artifact change." + }, + { + "left": "pull_request:1763", + "right": "pull_request:3541", + "accept": false, + "reason": "Attention-mask fixes in different code paths: a model attention module vs dreambooth training data collation." + }, + { + "left": "pull_request:178", + "right": "pull_request:936", + "accept": false, + "reason": "Adding Stable Diffusion tests is not the same as splitting tests into separate files; 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the soft pairs are mostly same subsystem or adjacent follow-up work, but not the same concrete bug/change. I would not collapse any pair as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a safe canonical representative: these items span unrelated docs, model features, tests, and bug fixes rather than one underlying change.", + "best_issue_reason": null, + "best_pr_reason": "No PR stands out as globally canonical for the cluster because there is no single shared defect or feature across the items.", + "soft_edge_verdicts": [ + { + "left": "pull_request:9070", + "right": "pull_request:9408", + "accept": false, + "reason": "Both are FLUX pipeline additions, but one adds base Img2Img while the other adds ControlNet img2img/inpaint; different code paths and feature scope." + }, + { + "left": "pull_request:5448", + "right": "pull_request:5517", + "accept": false, + "reason": "A released pipeline and a draft distillation script are not the same change; one adds inference support, the other is training code." + }, + { + "left": "pull_request:11571", + "right": "pull_request:12095", + "accept": false, + "reason": "Different LTX releases and different functionality; 0.9.7-distilled docs/improvements are not the same change as 0.9.8 model support." + }, + { + "left": "pull_request:4944", + "right": "pull_request:5915", + "accept": false, + "reason": "IP-Adapter and IP-Adapter Plus are related, but they are distinct implementations with different loading/image-projection logic, not one fix." + }, + { + "left": "pull_request:5506", + "right": "pull_request:6225", + "accept": false, + "reason": "Both involve LoRA, but one fixes PEFT+xformers attention behavior while the other fixes alpha parsing/loading; separate bugs." + }, + { + "left": "pull_request:9257", + "right": "pull_request:9993", + "accept": false, + "reason": "Different DreamBooth scripts and different bugs: Flux prompt/tokenization handling versus SD3 checkpoint saving logic." + }, + { + "left": "pull_request:6267", + "right": "pull_request:6757", + "accept": false, + "reason": "A refactor moving k-diffusion code is not the same as a device-placement fix for sigma tensors." + }, + { + "left": "pull_request:6787", + "right": "pull_request:7062", + "accept": false, + "reason": "Completely unrelated: Marigold depth input normalization versus an Imagic docstring cleanup." + }, + { + "left": "pull_request:10968", + "right": "pull_request:11516", + "accept": false, + "reason": "Both are LTX releases, but they introduce different model versions and pipeline additions; not one mergeable fix." + }, + { + "left": "pull_request:5807", + "right": "pull_request:7062", + "accept": false, + "reason": "A community pipeline feature fix is unrelated to an Imagic docstring edit." + }, + { + "left": "pull_request:10346", + "right": "pull_request:9881", + "accept": false, + "reason": "Same file, but different IP-Adapter concerns: optional masks versus xformers attention processor support." + }, + { + "left": "pull_request:10063", + "right": "pull_request:9940", + "accept": false, + "reason": "Both are docs nits, but they fix different pages and different wording issues." + }, + { + "left": "pull_request:11243", + "right": "pull_request:11292", + "accept": false, + "reason": "Both touch LoRA conversion utilities, but they target different adapter formats/model families and different conversion paths." + }, + { + "left": "pull_request:11431", + "right": "pull_request:11451", + "accept": false, + "reason": "Same general test pattern, but different models and different test targets; not the same concrete bug." + }, + { + "left": "pull_request:8572", + "right": "pull_request:9008", + "accept": false, + "reason": "Both are broad typo/errata sweeps, not the same underlying documentation change." + }, + { + "left": "pull_request:12225", + "right": "pull_request:12249", + "accept": false, + "reason": "Two different new pipelines for different models; they do not fix the same code-path problem." + }, + { + "left": "pull_request:10323", + "right": "pull_request:10402", + "accept": false, + "reason": "Both are documentation fixes, but for different sections and different broken links." + }, + { + "left": "pull_request:2766", + "right": "pull_request:934", + "accept": false, + "reason": "Both address MPS-related test issues, but the affected tests and expected outputs differ; not the same bug." + }, + { + "left": "pull_request:3170", + "right": "pull_request:5175", + "accept": false, + "reason": "Unrelated setup.py pin versus CI HF_HOME permission path change." + }, + { + "left": "pull_request:6714", + "right": "pull_request:6760", + "accept": false, + "reason": "One adds IP-Adapter tests to the slow matrix; the other updates slow-test expectations. Different changes, not a single fix." + }, + { + "left": "pull_request:6962", + "right": "pull_request:7966", + "accept": false, + "reason": "Different PixArt model test suites and different expected outputs; not one shared bug." + }, + { + "left": "pull_request:9005", + "right": "pull_request:9483", + "accept": false, + "reason": "Both are CI/test maintenance, but the workflows and model expectations are unrelated." + }, + { + "left": "pull_request:7206", + "right": "pull_request:7372", + "accept": false, + "reason": "Model-card tagging cleanup versus adding EDM/scheduler metadata; related area, but not the same underlying change." + }, + { + "left": "pull_request:1508", + "right": "pull_request:1513", + "accept": false, + "reason": "Same README, but different docs fixes: prior-preservation clarification versus accelerate config bootstrapping." + }, + { + "left": "pull_request:6225", + "right": "pull_request:7166", + "accept": false, + "reason": "Both are DreamBooth LoRA-related, but one fixes alpha parsing while the other fixes SDXL checkpoint loading; separate bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 13, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10206", + "pull_request:10222", + "pull_request:10246", + "pull_request:10253", + "pull_request:10364", + "pull_request:1073", + "pull_request:10819", + "pull_request:11059", + "pull_request:1130", + "pull_request:11537", + "pull_request:1167", + "pull_request:1169", + "pull_request:11825", + "pull_request:11920", + "pull_request:11955", + "pull_request:121", + "pull_request:1230", + "pull_request:13071", + "pull_request:13340", + "pull_request:1418", + "pull_request:1420", + "pull_request:1423", + "pull_request:1467", + "pull_request:16", + "pull_request:171", + "pull_request:1727", + "pull_request:1729", + "pull_request:1769", + "pull_request:1849", + "pull_request:1960", + "pull_request:1998", + "pull_request:2487", + "pull_request:252", + "pull_request:2526", + "pull_request:260", + "pull_request:2604", + "pull_request:3819", + "pull_request:386", + "pull_request:3989", + "pull_request:531", + "pull_request:555", + "pull_request:62", + "pull_request:642", + "pull_request:874", + "pull_request:879", + "pull_request:889", + "pull_request:942", + "pull_request:9598" + ], + "soft_pairs": [ + "pull_request:10206|pull_request:11059", + "pull_request:10222|pull_request:10364", + "pull_request:10246|pull_request:10819", + "pull_request:10253|pull_request:9598", + "pull_request:1073|pull_request:121", + "pull_request:1073|pull_request:252", + "pull_request:1130|pull_request:874", + "pull_request:11537|pull_request:11920", + "pull_request:11537|pull_request:11955", + "pull_request:1167|pull_request:121", + "pull_request:1167|pull_request:252", + "pull_request:1169|pull_request:942", + "pull_request:11825|pull_request:11920", + "pull_request:11825|pull_request:11955", + "pull_request:121|pull_request:16", + "pull_request:121|pull_request:1960", + "pull_request:1230|pull_request:1727", + "pull_request:13071|pull_request:13340", + "pull_request:1418|pull_request:1849", + "pull_request:1420|pull_request:1423", + "pull_request:1420|pull_request:555", + "pull_request:1420|pull_request:889", + "pull_request:1467|pull_request:2526", + "pull_request:16|pull_request:252", + "pull_request:171|pull_request:62", + "pull_request:1729|pull_request:1769", + "pull_request:1729|pull_request:531", + "pull_request:1960|pull_request:252", + "pull_request:1998|pull_request:3819", + "pull_request:2487|pull_request:386", + "pull_request:2526|pull_request:3989", + "pull_request:260|pull_request:879", + "pull_request:2604|pull_request:642" + ], + "prepared_review_unit_hash": "98de8fe2f9523f507a9a988ecd968b6d5292c1fce618c97b19533dc387a729a9", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 97580, + "estimated_input_tokens": 24395, + "estimated_eval_tokens": 49046 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly false-positive similarity: the PRs span unrelated docs edits, test updates, and distinct pipeline/runtime fixes. I would reject all soft edges; none look like the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the set is heterogeneous and no PR subsumes the others or fixes the same concrete bug/change.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:1169 is the strongest standalone fix in the set because it makes a concrete runtime correction across scheduler/pipeline code and includes aligned tests, but it still does not match the other items closely enough to serve as a duplicate canonical.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10206", + "right": "pull_request:11059", + "accept": false, + "reason": "Different LoRA features for different model families (Flux Control vs WAN); not the same bug or patch." + }, + { + "left": "pull_request:10222", + "right": "pull_request:10364", + "accept": false, + "reason": "Both add torch_xla support, but to different pipelines and code paths; separate changes." + }, + { + "left": "pull_request:10246", + "right": "pull_request:10819", + "accept": false, + "reason": "Unrelated docs updates in different API sections; no shared bug/change." + }, + { + "left": "pull_request:10253", + "right": "pull_request:9598", + "accept": false, + "reason": "Different documentation note additions in different files; not duplicates." + }, + { + "left": "pull_request:1073", + "right": "pull_request:121", + "accept": false, + "reason": "Both touch README, but one is a typo/command-line fix and the other adds example code from a different era." + }, + { + "left": "pull_request:1073", + "right": "pull_request:252", + "accept": false, + "reason": "README edits only share the file name; the content and intent are unrelated." + }, + { + "left": "pull_request:1130", + "right": "pull_request:874", + "accept": false, + "reason": "Different community README changes: one adds LoRA/offload support, the other adds a generic inference example." + }, + { + "left": "pull_request:11537", + "right": "pull_request:11920", + "accept": false, + "reason": "Different test suites for different models (UNet2DConditionModel vs Wan pipelines)." + }, + { + "left": "pull_request:11537", + "right": "pull_request:11955", + "accept": false, + "reason": "Same broad theme of tests, but for different models and assertions; not the same fix." + }, + { + "left": "pull_request:1167", + "right": "pull_request:121", + "accept": false, + "reason": "Both are README edits, but they address unrelated content in different sections and contexts." + }, + { + "left": "pull_request:1167", + "right": "pull_request:252", + "accept": false, + "reason": "Shared README file only; one is an Intel XPU note, the other is example expansion." + }, + { + "left": "pull_request:1169", + "right": "pull_request:942", + "accept": false, + "reason": "Related MPS dtype issues, but they fix different scheduler/pipeline paths and are not one mergeable PR." + }, + { + "left": "pull_request:11825", + "right": "pull_request:11920", + "accept": false, + "reason": "Compilation/resolution-change tests vs Wan test slices; different problems." + }, + { + "left": "pull_request:11825", + "right": "pull_request:11955", + "accept": false, + "reason": "Different test concerns and different pipelines; not the same underlying issue." + }, + { + "left": "pull_request:121", + "right": "pull_request:16", + "accept": false, + "reason": "Both README updates, but they are from different parts of the project and unrelated content." + }, + { + "left": "pull_request:121", + "right": "pull_request:1960", + "accept": false, + "reason": "One adds usage examples, the other updates a research-project README; no shared code/change." + }, + { + "left": "pull_request:1230", + "right": "pull_request:1727", + "accept": false, + "reason": "MPS fast-test fixes vs ONNX img2img preprocessing/coverage; unrelated changes." + }, + { + "left": "pull_request:13071", + "right": "pull_request:13340", + "accept": false, + "reason": "Different model test refactors for Flux2 vs SD3; not the same concrete fix." + }, + { + "left": "pull_request:1418", + "right": "pull_request:1849", + "accept": false, + "reason": "Versatile Diffusion test/cleanup work vs a cross_attention_kwargs plumbing fix; different problems." + }, + { + "left": "pull_request:1420", + "right": "pull_request:1423", + "accept": false, + "reason": "Stable Diffusion 2 test additions vs Flax support implementation; unrelated." + }, + { + "left": "pull_request:1420", + "right": "pull_request:555", + "accept": false, + "reason": "Test additions vs Flax VAE implementation; not the same bug/change." + }, + { + "left": "pull_request:1420", + "right": "pull_request:889", + "accept": false, + "reason": "Test file vs pipeline utility feature; different scope and purpose." + }, + { + "left": "pull_request:1467", + "right": "pull_request:2526", + "accept": false, + "reason": "Both adjust slow tests, but they target different pipelines and assertions." + }, + { + "left": "pull_request:16", + "right": "pull_request:252", + "accept": false, + "reason": "Both are README expansions, but they are separate documentation changes with no common underlying bug." + }, + { + "left": "pull_request:171", + "right": "pull_request:62", + "accept": false, + "reason": "Both touch latent diffusion, but one fixes eta handling and the other fixes unconditional decoding; distinct bugs." + }, + { + "left": "pull_request:1729", + "right": "pull_request:1769", + "accept": false, + "reason": "Different test fixes for different pipelines (latent diffusion vs UnCLIP)." + }, + { + "left": "pull_request:1729", + "right": "pull_request:531", + "accept": false, + "reason": "Latent diffusion test/device handling vs spatial transformer GPU test fixes; unrelated." + }, + { + "left": "pull_request:1960", + "right": "pull_request:252", + "accept": false, + "reason": "Different docs areas and different kinds of README updates; not duplicates." + }, + { + "left": "pull_request:1998", + "right": "pull_request:3819", + "accept": false, + "reason": "Both DreamBooth README edits, but one adds a blog post and the other adds a FAQ section; separate content." + }, + { + "left": "pull_request:2487", + "right": "pull_request:386", + "accept": false, + "reason": "JAX/Flax guide addition vs Stable Diffusion pipeline docs; different documentation work." + }, + { + "left": "pull_request:2526", + "right": "pull_request:3989", + "accept": false, + "reason": "Slow-test threshold tweaks vs SDXL offload support; completely different changes." + }, + { + "left": "pull_request:260", + "right": "pull_request:879", + "accept": false, + "reason": "Both community docs, but one fixes a typo and the other changes a table entry; not the same change." + }, + { + "left": "pull_request:2604", + "right": "pull_request:642", + "accept": false, + "reason": "Both fix links in docs, but they point to different targets and are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 14, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:2677", + "pull_request:2788", + "pull_request:2839", + "pull_request:2897", + "pull_request:3030", + "pull_request:3128", + "pull_request:3168", + "pull_request:3170", + "pull_request:3625", + "pull_request:3819", + "pull_request:4175", + "pull_request:4330", + "pull_request:4351", + "pull_request:4540", + "pull_request:4574", + "pull_request:4612", + "pull_request:4655", + "pull_request:4696", + "pull_request:4862", + "pull_request:4946", + "pull_request:5332", + "pull_request:5626", + "pull_request:5747", + "pull_request:5844", + "pull_request:5852", + "pull_request:5982", + "pull_request:6106", + "pull_request:6389", + "pull_request:6403", + "pull_request:6440", + "pull_request:6475", + "pull_request:6592", + "pull_request:6775", + "pull_request:7124", + "pull_request:7360", + "pull_request:7495", + "pull_request:7542", + "pull_request:7544", + "pull_request:7910", + "pull_request:832", + "pull_request:874", + "pull_request:8775", + "pull_request:8923", + "pull_request:9070", + "pull_request:9131", + "pull_request:9135", + "pull_request:9760", + "pull_request:9775" + ], + "soft_pairs": [ + "pull_request:2677|pull_request:2788", + "pull_request:2839|pull_request:4351", + "pull_request:2839|pull_request:4574", + "pull_request:2897|pull_request:874", + "pull_request:3030|pull_request:832", + "pull_request:3128|pull_request:4862", + "pull_request:3168|pull_request:3625", + "pull_request:3170|pull_request:4175", + "pull_request:3819|pull_request:4351", + "pull_request:4330|pull_request:4540", + "pull_request:4612|pull_request:6440", + "pull_request:4655|pull_request:5747", + "pull_request:4696|pull_request:4946", + "pull_request:5332|pull_request:7124", + "pull_request:5626|pull_request:5852", + "pull_request:5844|pull_request:5982", + "pull_request:6106|pull_request:6403", + "pull_request:6389|pull_request:6475", + "pull_request:6403|pull_request:6592", + "pull_request:6775|pull_request:7360", + "pull_request:6775|pull_request:7910", + "pull_request:7495|pull_request:8775", + "pull_request:7542|pull_request:7544", + "pull_request:8923|pull_request:9131", + "pull_request:9070|pull_request:9135", + "pull_request:9760|pull_request:9775" + ], + "prepared_review_unit_hash": "5a2d1d2bbc7fb94dd2f905dc8863ef2c0d7b923e9f1d68d1d58d35d8e66b0de6", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 90921, + "estimated_input_tokens": 22731, + "estimated_eval_tokens": 45718 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated docs, example, and test PRs. The only clear duplicate-like pair is the repeated `data_dir` dataset-loading fix in 4655 and 5747; the rest should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 5747 is the best canonical PR candidate because it is the merged, final version of the same `data_dir` fix that 4655 also applies in the same two training scripts.", + "best_issue_reason": null, + "best_pr_reason": "5747 is the strongest representative fix in the set: it is a concrete, merged code-path change rather than docs or test churn, and it cleanly captures the shared `data_dir` bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:2677", + "right": "pull_request:2788", + "accept": false, + "reason": "Both touch docs navigation, but one adds a ControlNet docs entry while the other deduplicates the training section; different changes." + }, + { + "left": "pull_request:2839", + "right": "pull_request:4351", + "accept": false, + "reason": "Both edit README.md, but one adds example rows and the other changes an image path; unrelated changes." + }, + { + "left": "pull_request:2839", + "right": "pull_request:4574", + "accept": false, + "reason": "One updates the examples README table, the other updates InstructPix2Pix README text; not the same change." + }, + { + "left": "pull_request:2897", + "right": "pull_request:874", + "accept": false, + "reason": "Different docs goals: StableUnCLIP usage example vs generic community pipeline example." + }, + { + "left": "pull_request:3030", + "right": "pull_request:832", + "accept": false, + "reason": "Different bugs in different pipelines; panorama CFG handling is not the Flax NSFW image-blocking fix." + }, + { + "left": "pull_request:3128", + "right": "pull_request:4862", + "accept": false, + "reason": "Both are timestep/shape-related, but they fix different pipelines and different failure modes." + }, + { + "left": "pull_request:3168", + "right": "pull_request:3625", + "accept": false, + "reason": "Both are doc-builder test PRs, but they touch different workflow files and unrelated test scaffolding." + }, + { + "left": "pull_request:3170", + "right": "pull_request:4175", + "accept": false, + "reason": "Setup dependency pinning and a ControlNet webdataset example are unrelated changes." + }, + { + "left": "pull_request:3819", + "right": "pull_request:4351", + "accept": false, + "reason": "Both modify README.md, but one adds FAQ content while the other changes a PyPI-friendly image URL." + }, + { + "left": "pull_request:4330", + "right": "pull_request:4540", + "accept": false, + "reason": "Both are README tweaks, but one corrects the SDXL ControlNet header and the other adds a Colab notebook link." + }, + { + "left": "pull_request:4612", + "right": "pull_request:6440", + "accept": false, + "reason": "Both fix docs links, but they target different pages and different broken references." + }, + { + "left": "pull_request:4655", + "right": "pull_request:5747", + "accept": true, + "reason": "Same underlying bug: both add `data_dir` to the same dataset-loading calls in the same two training scripts." + }, + { + "left": "pull_request:4696", + "right": "pull_request:4946", + "accept": false, + "reason": "One adds T2I-Adapter XL models; the other updates training overview docs to list T2I adapters. Different scope." + }, + { + "left": "pull_request:5332", + "right": "pull_request:7124", + "accept": false, + "reason": "Different DreamBooth LoRA edits: a comment typo vs a kwarg rename in validation flow." + }, + { + "left": "pull_request:5626", + "right": "pull_request:5852", + "accept": false, + "reason": "Both involve tests, but they address different test files and different failures." + }, + { + "left": "pull_request:5844", + "right": "pull_request:5982", + "accept": false, + "reason": "Different documentation additions for different pipelines; no shared underlying bug or feature." + }, + { + "left": "pull_request:6106", + "right": "pull_request:6403", + "accept": false, + "reason": "Both touch the advanced training script, but one fixes a saved example and the other adds WebUI format support; not the same change." + }, + { + "left": "pull_request:6389", + "right": "pull_request:6475", + "accept": false, + "reason": "Different Stable Video Diffusion doc/code fixes: parameter type vs VAE type annotation." + }, + { + "left": "pull_request:6403", + "right": "pull_request:6592", + "accept": false, + "reason": "WebUI format support in an existing script is unrelated to adding a new inpainting training script." + }, + { + "left": "pull_request:6775", + "right": "pull_request:7360", + "accept": false, + "reason": "Both are scheduler docs updates, but they address different schedulers and different missing docs details." + }, + { + "left": "pull_request:6775", + "right": "pull_request:7910", + "accept": false, + "reason": "Unrelated docs additions: DDPM scheduler docs vs image processor docs." + }, + { + "left": "pull_request:7495", + "right": "pull_request:8775", + "accept": false, + "reason": "Both add Colab links, but for different READMEs and different training projects." + }, + { + "left": "pull_request:7542", + "right": "pull_request:7544", + "accept": false, + "reason": "Both are CPU offload tests, but one fixes a typo and the other changes assertion logic; not the same underlying fix." + }, + { + "left": "pull_request:8923", + "right": "pull_request:9131", + "accept": false, + "reason": "CI/debug workflow edits are unrelated to a tokenizers dependency pin." + }, + { + "left": "pull_request:9070", + "right": "pull_request:9135", + "accept": false, + "reason": "9135 adds Flux img2img plus inpaint, while 9070 is only a draft img2img pipeline; not the same concrete change." + }, + { + "left": "pull_request:9760", + "right": "pull_request:9775", + "accept": false, + "reason": "Both edit READMEs, but one is a general wording cleanup and the other adds a Flux quantization note." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, 4655/5747, is a plausible duplicate-like bugfix for the same `data_dir` dataset-loading calls in the same two scripts. The other pairwise rejections are appropriately cautious and do not overstate sameness." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 15, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10192", + "pull_request:10268", + "pull_request:10330", + "pull_request:10351", + "pull_request:10578", + "pull_request:1063", + "pull_request:10718", + "pull_request:10728", + "pull_request:10867", + "pull_request:10968", + "pull_request:11039", + "pull_request:11451", + "pull_request:11512", + "pull_request:11550", + "pull_request:11588", + "pull_request:11595", + "pull_request:11655", + "pull_request:11892", + "pull_request:12074", + "pull_request:12225", + "pull_request:12301", + "pull_request:12909", + "pull_request:12970", + "pull_request:3952", + "pull_request:4145", + "pull_request:4451", + "pull_request:4526", + "pull_request:4714", + "pull_request:4783", + "pull_request:5051", + "pull_request:5506", + "pull_request:5697", + "pull_request:5915", + "pull_request:6308", + "pull_request:6526", + "pull_request:6550", + "pull_request:6795", + "pull_request:6864", + "pull_request:7131", + "pull_request:7189", + "pull_request:8290", + "pull_request:8627", + "pull_request:8715", + "pull_request:8725", + "pull_request:8875", + "pull_request:948", + "pull_request:9985", + "pull_request:9987" + ], + "soft_pairs": [ + "pull_request:4783|pull_request:6864", + "pull_request:10192|pull_request:9985", + "pull_request:11451|pull_request:11512", + "pull_request:12225|pull_request:12301", + "pull_request:6526|pull_request:6550", + "pull_request:6795|pull_request:8715", + "pull_request:8290|pull_request:8627", + "pull_request:11588|pull_request:12074", + "pull_request:12909|pull_request:12970", + "pull_request:11039|pull_request:11892", + "pull_request:10330|pull_request:10968", + "pull_request:10578|pull_request:11655", + "pull_request:10728|pull_request:10867", + "pull_request:4451|pull_request:4526", + "pull_request:8725|pull_request:8875", + "pull_request:10351|pull_request:11595", + "pull_request:10718|pull_request:9987", + "pull_request:4714|pull_request:5506", + "pull_request:5915|pull_request:7189", + "pull_request:10268|pull_request:11550", + "pull_request:1063|pull_request:948", + "pull_request:3952|pull_request:4145", + "pull_request:5051|pull_request:7131", + "pull_request:5697|pull_request:6308" + ], + "prepared_review_unit_hash": "2924a07c54e8a2af202f5946cfa7ce80762405fcaaafe06ea4cc82802c5988a1", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 108461, + "estimated_input_tokens": 27116, + "estimated_eval_tokens": 54488 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of mostly unrelated PRs across Flux, LTX, Qwen-Image, Wan, SD3, LoRA, docs, and tests. The soft pairs share broad subsystems or filenames in a few cases, but they do not look like the same underlying change or bug, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:4783", + "right": "pull_request:6864", + "accept": false, + "reason": "Both touch SDXL/ControlNet docs, but one adds embedding-forcing docs and the other adds a torch.compile note for PEFT/LoRA; different user problems and code paths." + }, + { + "left": "pull_request:10192", + "right": "pull_request:9985", + "accept": false, + "reason": "Both are Flux-related, but 10192 adds Flux Control Inpaint docs/pipeline while 9985 adds Flux Fill/Canny/Depth/Redux; separate model families and PR scopes." + }, + { + "left": "pull_request:11451", + "right": "pull_request:11512", + "accept": false, + "reason": "Both are torch.compile test work, but they target different transformer models and different test implementations; not the same bug fix." + }, + { + "left": "pull_request:12225", + "right": "pull_request:12301", + "accept": false, + "reason": "Both are Qwen-Image inpaint variants, but one is edit-inpaint and the other is ControlNet-inpaint; distinct pipelines and behavior." + }, + { + "left": "pull_request:11039", + "right": "pull_request:11892", + "accept": false, + "reason": "One changes single-file loading/quantization handling for Kolors, the other removes k-diffusion from core dependencies; unrelated." + }, + { + "left": "pull_request:6795", + "right": "pull_request:8715", + "accept": false, + "reason": "Both touch SDXL DreamBooth training, but one adds micro-conditioning/crop args and the other adds clip_skip support; different training features." + }, + { + "left": "pull_request:8290", + "right": "pull_request:8627", + "accept": false, + "reason": "Both are broad Hunyuan/SD3-related refactors or docs/test sizing, but they address different model integration work and are not the same change." + }, + { + "left": "pull_request:11588", + "right": "pull_request:12074", + "accept": false, + "reason": "Both involve LoRA loading, but 11588 is Wan I2V LoRA support while 12074 adds Wan 2.2 second-transformer LoRA loading; different model behavior." + }, + { + "left": "pull_request:12909", + "right": "pull_request:12970", + "accept": false, + "reason": "Both mention context parallel, but one fixes Wan attention parallelism and the other fixes Qwen-Image series context parallel; different code paths and models." + }, + { + "left": "pull_request:10330", + "right": "pull_request:10968", + "accept": false, + "reason": "Both are LTX Video updates, but they are separate version bumps/releases with different converter/model changes; not the same underlying bug or feature." + }, + { + "left": "pull_request:10578", + "right": "pull_request:11655", + "accept": false, + "reason": "Both modify LoRA loading for quantized Flux, but one adds 4-bit support and the other adds 8-bit support; separate quantization cases." + }, + { + "left": "pull_request:10728", + "right": "pull_request:10867", + "accept": false, + "reason": "One removes a dtype reset in Flux IP-Adapter loading, the other adds multi-IP-Adapter support; different loader behaviors." + }, + { + "left": "pull_request:4451", + "right": "pull_request:4526", + "accept": false, + "reason": "Both rename slow tests to nightly, but they are different test batches and housekeeping changes, not one duplicate patch." + }, + { + "left": "pull_request:8725", + "right": "pull_request:8875", + "accept": false, + "reason": "Both are PAG-related, but one adds PAG for SD architecture and the other adds ControlNet PAG inpaint support; different pipelines and capabilities." + }, + { + "left": "pull_request:10351", + "right": "pull_request:11595", + "accept": false, + "reason": "One is a test fix in LoRA utilities, the other changes load_lora_weights behavior for Flux and updates a test; related area but different fixes." + }, + { + "left": "pull_request:10718", + "right": "pull_request:9987", + "accept": false, + "reason": "Both involve SD3/IP-Adapter, but 10718 is runtime checkpoint conversion for SD3 IP-Adapter while 9987 integrates SD3.5 IP-Adapter pipelines; not the same change." + }, + { + "left": "pull_request:4714", + "right": "pull_request:5506", + "accept": false, + "reason": "Both are small attention/utility fixes, but one changes dummy-object backend handling and the other fixes PEFT+xformers LoRA argument passing; unrelated bugs." + }, + { + "left": "pull_request:5915", + "right": "pull_request:7189", + "accept": false, + "reason": "Both concern IP-Adapter Plus, but 5915 adds the feature broadly while 7189 fixes repeated-embed handling across pipelines; not mergeable into one concrete fix." + }, + { + "left": "pull_request:10268", + "right": "pull_request:11550", + "accept": false, + "reason": "Both are single-file loader support, but one adds Mochi transformer support and the other adds GGUF/HiDream support; different models and loaders." + }, + { + "left": "pull_request:1063", + "right": "pull_request:948", + "accept": false, + "reason": "A variable-name typo fix in attention code is unrelated to a comment typo in DDPM; no shared bug." + }, + { + "left": "pull_request:3952", + "right": "pull_request:4145", + "accept": false, + "reason": "One is a temporary dependency pin for huggingface-hub, the other is a draft UnCLIP pipeline signature experiment; completely different and not duplicate-worthy." + }, + { + "left": "pull_request:5051", + "right": "pull_request:7131", + "accept": false, + "reason": "One fixes Wuerstchen docs typos, the other fixes broader docs typos and consistency decoder docs; same general docs area but not the same underlying change." + }, + { + "left": "pull_request:5697", + "right": "pull_request:6308", + "accept": false, + "reason": "Both are LoRA/PEFT related, but 5697 fixes xformers+PEFT attention scaling while 6308 fixes dummy components in LoRA tests; distinct issues and scopes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 16, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10005", + "pull_request:10188", + "pull_request:10246", + "pull_request:10255", + "pull_request:10279", + "pull_request:10316", + "pull_request:10323", + "pull_request:10351", + "pull_request:10465", + "pull_request:10524", + "pull_request:10854", + "pull_request:10858", + "pull_request:10911", + "pull_request:10995", + "pull_request:11505", + "pull_request:11655", + "pull_request:11786", + "pull_request:11823", + "pull_request:12041", + "pull_request:12562", + "pull_request:12660", + "pull_request:12737", + "pull_request:12739", + "pull_request:13212", + "pull_request:3847", + "pull_request:3921", + "pull_request:4276", + "pull_request:4632", + "pull_request:4847", + "pull_request:4944", + "pull_request:5887", + "pull_request:6215", + "pull_request:6550", + "pull_request:6576", + "pull_request:6729", + "pull_request:6759", + "pull_request:6864", + "pull_request:6939", + "pull_request:7246", + "pull_request:8630", + "pull_request:8685", + "pull_request:8691", + "pull_request:8875", + "pull_request:9086", + "pull_request:9290", + "pull_request:9463", + "pull_request:9751", + "pull_request:9827" + ], + "soft_pairs": [ + "pull_request:8630|pull_request:9086", + "pull_request:9086|pull_request:9290", + "pull_request:11655|pull_request:11823", + "pull_request:3921|pull_request:4847", + "pull_request:4944|pull_request:5887", + "pull_request:10351|pull_request:10911", + "pull_request:4632|pull_request:6759", + "pull_request:8691|pull_request:9827", + "pull_request:6729|pull_request:6939", + "pull_request:10465|pull_request:9751", + "pull_request:10854|pull_request:11786", + "pull_request:12739|pull_request:13212", + "pull_request:6550|pull_request:6576", + "pull_request:6864|pull_request:8685", + "pull_request:3847|pull_request:4276", + "pull_request:6215|pull_request:7246", + "pull_request:8875|pull_request:9463", + "pull_request:12041|pull_request:12562", + "pull_request:12660|pull_request:12737", + "pull_request:10005|pull_request:10246", + "pull_request:10188|pull_request:9827", + "pull_request:10255|pull_request:10995", + "pull_request:10279|pull_request:10858", + "pull_request:10316|pull_request:10524", + "pull_request:10323|pull_request:11505" + ], + "prepared_review_unit_hash": "52401c52269a91f0489cb0309dd82bd59d61f6351728f2a5b2fda870f7177236", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 96678, + "estimated_input_tokens": 24170, + "estimated_eval_tokens": 48596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of superficially similar docs, tests, LoRA, and pipeline PRs, but the soft edges do not indicate true duplicates. The paired items usually touch different models, different docs pages, or different bug fixes/features within the same broad subsystem.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:8630", + "right": "pull_request:9086", + "accept": false, + "reason": "Both mention FLUX/DreamBooth LoRA, but one adds SD3 text-encoder training while the other adds Flux DreamBooth/LoRA scripts and README; different models and changes." + }, + { + "left": "pull_request:9086", + "right": "pull_request:9290", + "accept": false, + "reason": "The shared README_flux.md is misleadingly similar, but 9086 introduces Flux training scripts while 9290 only improves documentation links/guidance." + }, + { + "left": "pull_request:11655", + "right": "pull_request:11823", + "accept": false, + "reason": "Both modify lora_pipeline.py, but 11655 adds bitsandbytes 8-bit support and 11823 adds Fal Kontext LoRA conversion; different code paths and features." + }, + { + "left": "pull_request:3921", + "right": "pull_request:4847", + "accept": false, + "reason": "Both are community examples, but they implement unrelated pipelines/features: blended text inpainting vs prompt-free diffusion." + }, + { + "left": "pull_request:4944", + "right": "pull_request:5887", + "accept": false, + "reason": "Both are about IP-Adapter, but 4944 is a broad support implementation in loaders/model code while 5887 is a specific ControlNet inpaint pipeline integration." + }, + { + "left": "pull_request:10351", + "right": "pull_request:10911", + "accept": false, + "reason": "Both are LoRA test fixes, but they target different models and failures (generic test utility vs Lumina2-specific fuse_nan behavior)." + }, + { + "left": "pull_request:4632", + "right": "pull_request:6759", + "accept": false, + "reason": "One fixes SDXL LoRA training checkpointing/casting, the other fixes InstantID prompt image embedding shape; unrelated bugs." + }, + { + "left": "pull_request:8691", + "right": "pull_request:9827", + "accept": false, + "reason": "Both concern LoRA loading, but 8691 changes vanilla LoRA loading semantics while 9827 fixes device_map/offloading behavior during distributed inference." + }, + { + "left": "pull_request:6729", + "right": "pull_request:6939", + "accept": false, + "reason": "Both standardize model cards, but they apply to different training scripts and are separate documentation refactors." + }, + { + "left": "pull_request:10465", + "right": "pull_request:9751", + "accept": false, + "reason": "Both are NPU/FLUX related, but 10465 removes/adjusts training-script NPU flags while 9751 adds NPU adaptations for FLUX training runtime; not the same concrete fix." + }, + { + "left": "pull_request:10854", + "right": "pull_request:11786", + "accept": false, + "reason": "Different problem classes: Hunyuan DiT test module rename versus a broad CI marker overhaul across many accelerator tests." + }, + { + "left": "pull_request:12739", + "right": "pull_request:13212", + "accept": false, + "reason": "Both are Z-Image support fixes, but 12739 is a type-check/export shim and 13212 changes classifier-free guidance thresholds across pipelines; different defects." + }, + { + "left": "pull_request:6550", + "right": "pull_request:6576", + "accept": false, + "reason": "Both are compile-compatibility training-script edits, but they target different scripts and distinct model workflows (text-to-image vs InstructPix2Pix SDXL)." + }, + { + "left": "pull_request:6864", + "right": "pull_request:8685", + "accept": false, + "reason": "Both are docs updates, but one adds a PEFT/torch.compile note and the other adds an SD3 float8 checkpoint note; no shared underlying change." + }, + { + "left": "pull_request:3847", + "right": "pull_request:4276", + "accept": false, + "reason": "The first adds a dependency-check workflow and soft-dependency test, while the second adds a pipeline-import test; related area, but not the same bug/change." + }, + { + "left": "pull_request:6215", + "right": "pull_request:7246", + "accept": false, + "reason": "Both touch tests, but one fixes PixArt test determinism and the other fixes VAE tiling device selection; unrelated failures." + }, + { + "left": "pull_request:8875", + "right": "pull_request:9463", + "accept": false, + "reason": "Both add PAG support, but for different pipeline variants: ControlNet inpaint vs SD img2img. Not the same concrete feature." + }, + { + "left": "pull_request:12041", + "right": "pull_request:12562", + "accept": false, + "reason": "WAN VAE patchify logic and Wan context-parallel crash handling are different code paths and problems." + }, + { + "left": "pull_request:12660", + "right": "pull_request:12737", + "accept": false, + "reason": "Both are context-parallel fixes, but for different models and bugs: ChronoEdit attention behavior vs FLUX.2 input sharding metadata." + }, + { + "left": "pull_request:10005", + "right": "pull_request:10246", + "accept": false, + "reason": "Both are docs-only, but one adds missing Flux pipelines and the other adds missing attention processors; unrelated content." + }, + { + "left": "pull_request:10188", + "right": "pull_request:9827", + "accept": false, + "reason": "One fixes LoRA expansion error messaging and quantized-weight handling, the other fixes offloading/device_map loading; different failures." + }, + { + "left": "pull_request:10255", + "right": "pull_request:10995", + "accept": false, + "reason": "Both tweak LoRA loader comments, but they are distinct comment corrections in different contexts and not the same underlying code change." + }, + { + "left": "pull_request:10279", + "right": "pull_request:10858", + "accept": false, + "reason": "Quantization docs link fixes versus a pipelines overview classification fix; unrelated docs updates." + }, + { + "left": "pull_request:10316", + "right": "pull_request:10524", + "accept": false, + "reason": "Both update docs, but for different pipelines and different issues: removing a bad generator arg from LTX and correcting Hunyuan video checkpoint info." + }, + { + "left": "pull_request:10323", + "right": "pull_request:11505", + "accept": false, + "reason": "Both are link-fix docs PRs, but they modify different pages and different link targets; not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 17, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10394", + "pull_request:10418", + "pull_request:10434", + "pull_request:10632", + "pull_request:10845", + "pull_request:10978", + "pull_request:11537", + "pull_request:1178", + "pull_request:11825", + "pull_request:11954", + "pull_request:12827", + "pull_request:12971", + "pull_request:13071", + "pull_request:13082", + "pull_request:13253", + "pull_request:13346", + "pull_request:1437", + "pull_request:1967", + "pull_request:2381", + "pull_request:2391", + "pull_request:2541", + "pull_request:2566", + "pull_request:2677", + "pull_request:2678", + "pull_request:2764", + "pull_request:2825", + "pull_request:2839", + "pull_request:296", + "pull_request:3132", + "pull_request:3170", + "pull_request:3226", + "pull_request:3370", + "pull_request:3389", + "pull_request:3440", + "pull_request:3577", + "pull_request:3633", + "pull_request:3839", + "pull_request:4145", + "pull_request:4258", + "pull_request:4317", + "pull_request:4330", + "pull_request:4350", + "pull_request:4540", + "pull_request:4946", + "pull_request:5101", + "pull_request:948", + "pull_request:9655" + ], + "soft_pairs": [ + "pull_request:10394|pull_request:9655", + "pull_request:10418|pull_request:10434", + "pull_request:10632|pull_request:9655", + "pull_request:10845|pull_request:10978", + "pull_request:11537|pull_request:11954", + "pull_request:1178|pull_request:948", + "pull_request:11825|pull_request:11954", + "pull_request:12827|pull_request:12971", + "pull_request:13071|pull_request:13346", + "pull_request:13082|pull_request:13253", + "pull_request:1437|pull_request:948", + "pull_request:1967|pull_request:3170", + "pull_request:2381|pull_request:296", + "pull_request:2391|pull_request:2678", + "pull_request:2541|pull_request:2566", + "pull_request:2677|pull_request:3226", + "pull_request:2764|pull_request:3370", + "pull_request:2825|pull_request:4317", + "pull_request:2839|pull_request:4540", + "pull_request:3132|pull_request:3839", + "pull_request:3389|pull_request:3440", + "pull_request:3577|pull_request:5101", + "pull_request:3633|pull_request:4145", + "pull_request:4258|pull_request:4330", + "pull_request:4350|pull_request:4946" + ], + "prepared_review_unit_hash": "bcfc328e3aca427bf02b465f0af5c4c018df09f62a2024003543fae038d7f506", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 90256, + "estimated_input_tokens": 22564, + "estimated_eval_tokens": 45384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a collection of unrelated docs/test/maintenance PRs. The only clear duplicate-like pair is the tensorboard tracker fix in `examples/unconditional_image_generation/train_unconditional.py` (2541 vs 2566), which is the same underlying code-path change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 10434 is the strongest representative overall: it is merged, has an explicit issue target, and makes a broad, coherent docs link fix across many files.", + "best_issue_reason": null, + "best_pr_reason": "PR 10434 is the most representative merged PR in the set, with explicit issue linkage and the clearest substantive scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10394", + "right": "pull_request:9655", + "accept": false, + "reason": "Both are docs link/image fixes, but they target different pages and different broken references; not the same underlying change." + }, + { + "left": "pull_request:10418", + "right": "pull_request:10434", + "accept": false, + "reason": "Both touch the same tutorial/docs area, but one is a single internal link fix while the other is a broader broken-links sweep across many docs files." + }, + { + "left": "pull_request:10632", + "right": "pull_request:9655", + "accept": false, + "reason": "Different docs pages and different asset paths; no shared bug beyond generic link cleanup." + }, + { + "left": "pull_request:10845", + "right": "pull_request:10978", + "accept": false, + "reason": "Both are Flux LoRA-related, but one fixes training embedding handling and the other fixes LoRA conversion/loading for OneTrainer; different code paths." + }, + { + "left": "pull_request:11537", + "right": "pull_request:11954", + "accept": false, + "reason": "Unrelated test additions for different models and failure modes; not mergeable as one PR." + }, + { + "left": "pull_request:1178", + "right": "pull_request:948", + "accept": false, + "reason": "These are independent typo fixes in different pipeline files." + }, + { + "left": "pull_request:11825", + "right": "pull_request:11954", + "accept": false, + "reason": "Compilation/hotswapping docs+tests versus Hunyuan video slice tests; different concerns and code paths." + }, + { + "left": "pull_request:12827", + "right": "pull_request:12971", + "accept": false, + "reason": "Same doc file, but one fixes code-block syntax while the other removes/repositions a section; not the same underlying bug/change." + }, + { + "left": "pull_request:13071", + "right": "pull_request:13346", + "accept": false, + "reason": "Both are test refactors, but for different model families and different test scopes." + }, + { + "left": "pull_request:13082", + "right": "pull_request:13253", + "accept": false, + "reason": "Different transformer test refactors for different models; no common concrete bug." + }, + { + "left": "pull_request:1437", + "right": "pull_request:948", + "accept": false, + "reason": "Both are typo fixes, but in different pipelines and unrelated text." + }, + { + "left": "pull_request:1967", + "right": "pull_request:3170", + "accept": false, + "reason": "One is a runtime code change, the other is a dependency/version pin; completely different issues." + }, + { + "left": "pull_request:2381", + "right": "pull_request:296", + "accept": false, + "reason": "Dummy-import packaging change versus auth-token test fixes; unrelated." + }, + { + "left": "pull_request:2391", + "right": "pull_request:2678", + "accept": false, + "reason": "Different test fixes in different areas; one is slow-test data, the other is EMA serialization behavior." + }, + { + "left": "pull_request:2541", + "right": "pull_request:2566", + "accept": true, + "reason": "Same example file and same exact fix: use `accelerator.get_tracker(\"tensorboard\")` in the non-new-API branch. This is the same underlying bug/change." + }, + { + "left": "pull_request:2677", + "right": "pull_request:3226", + "accept": false, + "reason": "Both involve ControlNet docs, but one adds training docs entries while the other documents ControlNet v1.1; different deliverables." + }, + { + "left": "pull_request:2764", + "right": "pull_request:3370", + "accept": false, + "reason": "Both edit `torch2.0.mdx`, but they update different claims and sections; not the same change." + }, + { + "left": "pull_request:2825", + "right": "pull_request:4317", + "accept": false, + "reason": "Different DreamBooth example fixes with different behavior changes and files; not duplicates." + }, + { + "left": "pull_request:2839", + "right": "pull_request:4540", + "accept": false, + "reason": "Both update examples docs, but one is README table expansion and the other is an SDXL Colab notebook link addition." + }, + { + "left": "pull_request:3132", + "right": "pull_request:3839", + "accept": false, + "reason": "One corrects a constructor type annotation, the other changes SDE noise handling logic; unrelated." + }, + { + "left": "pull_request:3389", + "right": "pull_request:3440", + "accept": false, + "reason": "Both touch CI/workflows, but they are different test-intent changes and not the same fix." + }, + { + "left": "pull_request:3577", + "right": "pull_request:5101", + "accept": false, + "reason": "Both are documentation link updates, but for different docs pages and different broken targets." + }, + { + "left": "pull_request:3633", + "right": "pull_request:4145", + "accept": false, + "reason": "Dependency pin test versus an UnCLIP pipeline constructor/comment change; unrelated." + }, + { + "left": "pull_request:4258", + "right": "pull_request:4330", + "accept": false, + "reason": "Different README_sdxl doc edits with different content changes, not the same underlying issue." + }, + { + "left": "pull_request:4350", + "right": "pull_request:4946", + "accept": false, + "reason": "Adapter dtype fix versus adding a training overview entry; unrelated docs changes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The one accepted duplicate-like pair (2541 vs 2566) is supported by the identical tracker call fix in the same file, and the rejected pairs are plausibly separate bugs/edits. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 18, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:11532", + "pull_request:11823", + "pull_request:12170", + "pull_request:12269", + "pull_request:2602", + "pull_request:3127", + "pull_request:3128", + "pull_request:4513", + "pull_request:4574", + "pull_request:4596", + "pull_request:4607", + "pull_request:4707", + "pull_request:4717", + "pull_request:4795", + "pull_request:4946", + "pull_request:5298", + "pull_request:5626", + "pull_request:5697", + "pull_request:5750", + "pull_request:5871", + "pull_request:6017", + "pull_request:6018", + "pull_request:6100", + "pull_request:6106", + "pull_request:6122", + "pull_request:6209", + "pull_request:6225", + "pull_request:6282", + "pull_request:6403", + "pull_request:6405", + "pull_request:6604", + "pull_request:6729", + "pull_request:6941", + "pull_request:7118", + "pull_request:7150", + "pull_request:7260", + "pull_request:7360", + "pull_request:7451", + "pull_request:7495", + "pull_request:7542", + "pull_request:7613", + "pull_request:7827", + "pull_request:7910", + "pull_request:8775", + "pull_request:9005", + "pull_request:9152", + "pull_request:9255", + "pull_request:9274" + ], + "soft_pairs": [ + "pull_request:4513|pull_request:5871", + "pull_request:4574|pull_request:6209", + "pull_request:4596|pull_request:5750", + "pull_request:4607|pull_request:4946", + "pull_request:4707|pull_request:6106", + "pull_request:4707|pull_request:6282", + "pull_request:4717|pull_request:6604", + "pull_request:5626|pull_request:7827", + "pull_request:6017|pull_request:6405", + "pull_request:6018|pull_request:6405", + "pull_request:6100|pull_request:6403", + "pull_request:6122|pull_request:7451", + "pull_request:6209|pull_request:7495", + "pull_request:6941|pull_request:7260", + "pull_request:7150|pull_request:9152", + "pull_request:7360|pull_request:7910", + "pull_request:7542|pull_request:7827", + "pull_request:8775|pull_request:9152", + "pull_request:9005|pull_request:9274", + "pull_request:9255|pull_request:9274", + "pull_request:11532|pull_request:12170", + "pull_request:6729|pull_request:7613", + "pull_request:2602|pull_request:4513", + "pull_request:3127|pull_request:3128", + "pull_request:4795|pull_request:5298", + "pull_request:6122|pull_request:7118", + "pull_request:5697|pull_request:6225", + "pull_request:11823|pull_request:12269" + ], + "prepared_review_unit_hash": "f3d9b78b01899e6c3ebba1d5d1e723d021be0ddb65f164997131d126d9b7dea3", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 96264, + "estimated_input_tokens": 24066, + "estimated_eval_tokens": 48388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated PRs that only look similar at a high level (LoRA/docs/CI/offload/ControlNet themes). None of the soft edges appear to be the same underlying bug or change, so all should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR stands out: the items span unrelated bug fixes, docs updates, feature work, and CI changes. Similar filenames or subsystem names are too broad to treat as duplicates.", + "best_issue_reason": null, + "best_pr_reason": "No globally best PR for deduping this cluster; the overlap is superficial and not centered on one concrete code-path change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:4513", + "right": "pull_request:5871", + "accept": false, + "reason": "Both touch packaging/dependency surfaces, but one is a safetensors pre-release pin and the other is a deprecated scheduler rebase; unrelated changes." + }, + { + "left": "pull_request:4574", + "right": "pull_request:6209", + "accept": false, + "reason": "Both are example README edits, but they address different examples and different fixes: push_to_hub mentions vs a text-to-image test script/import cleanup." + }, + { + "left": "pull_request:4596", + "right": "pull_request:5750", + "accept": false, + "reason": "One adds an SDXL conversion script; the other is a doc-intro placeholder with no shared bug or code path." + }, + { + "left": "pull_request:4607", + "right": "pull_request:4946", + "accept": false, + "reason": "Both are docs overviews, but one adds PushToHubMixin API docs and the other updates the training overview list; not the same change." + }, + { + "left": "pull_request:4707", + "right": "pull_request:6106", + "accept": false, + "reason": "Same repository area only at a broad README level; one fixes custom diffusion training instructions, the other fixes an advanced dreambooth example path/reference." + }, + { + "left": "pull_request:4707", + "right": "pull_request:6282", + "accept": false, + "reason": "Custom diffusion README edits are unrelated to the dreambooth runtime-error fix; different scripts and problems." + }, + { + "left": "pull_request:4717", + "right": "pull_request:6604", + "accept": false, + "reason": "One is a ControlNet docs typo fix, the other exposes AutoencoderKL API entries; no shared bug or change." + }, + { + "left": "pull_request:5626", + "right": "pull_request:7827", + "accept": false, + "reason": "Both mention CPU offload, but one fixes a test assertion and the other updates a docstring example; not the same code-path problem." + }, + { + "left": "pull_request:6017", + "right": "pull_request:6405", + "accept": false, + "reason": "Both are doc-builder tests, but these are different WIP workflow/doc-builder experiments with different files and intent." + }, + { + "left": "pull_request:6018", + "right": "pull_request:6405", + "accept": false, + "reason": "Same as above: unrelated doc-builder test runs, not one concrete change." + }, + { + "left": "pull_request:6100", + "right": "pull_request:6403", + "accept": false, + "reason": "Both edit the same advanced training script, but one adds widget text while the other adds WebUI format support; distinct features, not duplicates." + }, + { + "left": "pull_request:6122", + "right": "pull_request:7451", + "accept": false, + "reason": "Both are large docs typo sweeps, but they target different document sets and corrections; same class of cleanup, not the same change." + }, + { + "left": "pull_request:6209", + "right": "pull_request:7495", + "accept": false, + "reason": "Different README fixes for different examples: one repairs a test script in text-to-image docs, the other fixes Colab links in advanced training docs." + }, + { + "left": "pull_request:6941", + "right": "pull_request:7260", + "accept": false, + "reason": "Both add IP-Adapter support, but to different pipelines and code paths (SDXL ControlNet inpaint vs SAG pipeline), so they are not mergeable as one PR." + }, + { + "left": "pull_request:7150", + "right": "pull_request:9152", + "accept": false, + "reason": "One updates a callback code example; the other expands distributed inference docs. 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not one shared fix." + }, + { + "left": "pull_request:11532", + "right": "pull_request:12170", + "accept": false, + "reason": "Both are LoRA conversion helpers, but they target different model families and conversion logic (HiDream vs Qwen)." + }, + { + "left": "pull_request:6729", + "right": "pull_request:7613", + "accept": false, + "reason": "Both standardize model cards, but for different training scripts and different card templates; too broad to be duplicates." + }, + { + "left": "pull_request:2602", + "right": "pull_request:4513", + "accept": false, + "reason": "Different dependency pins for different packages and purposes; no shared underlying bug or change." + }, + { + "left": "pull_request:3127", + "right": "pull_request:3128", + "accept": false, + "reason": "Both touch img2img-related code/tests, but one fixes safety-checker output handling and the other fixes timestep selection; distinct bugs." + }, + { + "left": "pull_request:4795", + "right": "pull_request:5298", + "accept": false, + "reason": "Both address torch.compile compatibility, but in different modules and mechanisms (ControlNet forward logic vs LoRA conv forward implementation)." + }, + { + "left": "pull_request:6122", + "right": "pull_request:7118", + "accept": false, + "reason": "A broad typo sweep and a smaller docs typo fix are the same class of maintenance, but not the same concrete change." + }, + { + "left": "pull_request:5697", + "right": "pull_request:6225", + "accept": false, + "reason": "Both concern LoRA/PEFT, but one fixes xformers interaction and the other fixes alpha parsing; 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I would not merge any of the soft edges.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 3504 is the most central substantive code change in the set and includes tests, but the cluster is too heterogeneous to have a true duplicate canonical PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 3504 is the best representative only in a loose sense because it is a real code-path change rather than a doc-only or tiny test tweak.", + "soft_edge_verdicts": [ + { + "left": "pull_request:178", + "right": "pull_request:903", + "accept": false, + "reason": "Stable Diffusion test update vs inpainting pipeline deprecation; different changes." + }, + { + "left": "pull_request:1927", + "right": "pull_request:386", + "accept": false, + "reason": "General Stable Diffusion guide vs API docs page; unrelated doc content." + }, + { + "left": "pull_request:2330", + "right": "pull_request:2699", + "accept": false, + "reason": "Foundation ethical-guidelines page vs later safety-checker subsection in the same file; follow-up, not duplicate." + }, + { + "left": "pull_request:2464", + "right": "pull_request:2767", + "accept": false, + "reason": "Different training scripts and fixes: xformers warning removal vs PEFT flag rename." + }, + { + "left": "pull_request:2526", + "right": "pull_request:2678", + "accept": false, + "reason": "Separate test suites and failures; one adjusts tolerances, the other changes serialization setup." + }, + { + "left": "pull_request:2559", + "right": "pull_request:4582", + "accept": false, + "reason": "Docs formatting fix vs ControlNet SDXL docstring example correction." + }, + { + "left": "pull_request:3397", + "right": "pull_request:3852", + "accept": false, + "reason": "Different docs additions on unrelated pages." + }, + { + "left": "pull_request:3458", + "right": "pull_request:3626", + "accept": false, + "reason": "Both mention LoRA scale, but one is inpaint support and the other is a broader draft for text-encoder scale across many files." + }, + { + "left": "pull_request:3460", + "right": "pull_request:3626", + "accept": false, + "reason": "Broad multi-file LoRA scale draft is not the same concrete change as inpaint lora-scale support." + }, + { + "left": "pull_request:3472", + "right": "pull_request:4893", + "accept": false, + "reason": "DreamBooth IF training docs vs LoRA-fusion scale guidance; 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no shared concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 30, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:11532", + "pull_request:11660", + "pull_request:11994", + "pull_request:12439", + "pull_request:12681", + "pull_request:12687", + "pull_request:12812", + "pull_request:12914", + "pull_request:1370", + "pull_request:2193", + "pull_request:3779", + "pull_request:3859", + "pull_request:4098", + "pull_request:4295", + "pull_request:4417", + "pull_request:5506", + "pull_request:5945", + "pull_request:6035", + "pull_request:6145", + "pull_request:6174", + "pull_request:6184", + "pull_request:6361", + "pull_request:6403", + "pull_request:6440", + "pull_request:6537", + "pull_request:6566", + "pull_request:6655", + "pull_request:6837", + "pull_request:6875", + "pull_request:6962", + "pull_request:7029", + "pull_request:7124", + "pull_request:7227", + "pull_request:7233", + "pull_request:7236", + "pull_request:7260", + "pull_request:7425", + "pull_request:830", + "pull_request:833", + "pull_request:8616", + "pull_request:869", + "pull_request:8715", + "pull_request:874", + "pull_request:879", + "pull_request:9017", + "pull_request:9257", + "pull_request:930" + ], + "soft_pairs": [ + "pull_request:5945|pull_request:6962", + "pull_request:6035|pull_request:6403", + "pull_request:6035|pull_request:7124", + "pull_request:6145|pull_request:6537", + "pull_request:6174|pull_request:6837", + "pull_request:6174|pull_request:7425", + "pull_request:6361|pull_request:6403", + "pull_request:6440|pull_request:7029", + "pull_request:6566|pull_request:8715", + "pull_request:6655|pull_request:7124", + "pull_request:6875|pull_request:7260", + "pull_request:7227|pull_request:7236", + "pull_request:830|pull_request:833", + "pull_request:869|pull_request:879", + "pull_request:874|pull_request:930", + "pull_request:4295|pull_request:4417", + "pull_request:2193|pull_request:3779", + "pull_request:5506|pull_request:6184", + "pull_request:12439|pull_request:12812", + "pull_request:11994|pull_request:12681", + "pull_request:3859|pull_request:4098", + "pull_request:7233|pull_request:9257", + "pull_request:8616|pull_request:9017", + "pull_request:11532|pull_request:11660", + "pull_request:12687|pull_request:12914", + "pull_request:1370|pull_request:874" + ], + "prepared_review_unit_hash": "b8b112a4d6dc8b324e697c7ed5d9d34fa2f70d915af1eb545dcaf647968ad460", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 98805, + "estimated_input_tokens": 24702, + "estimated_eval_tokens": 49660 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly weakly similar but not duplicate-prone: it mixes unrelated docs, test, release, and feature PRs. I found no soft edges strong enough to merge; the closest ones are same-file follow-ups, but they still change different code paths or different feature scopes.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 11532 is the most self-contained concrete feature change here: a merged HiDream LoRA conversion/pipeline support PR with a single clear code path and no broader cross-cutting edits.", + "best_issue_reason": null, + "best_pr_reason": "PR 9017 is the broadest substantive PR in the set, but it is still a distinct AuraFlow feature rather than a duplicate of the others; if one artifact had to anchor the cluster, this is the strongest representative by scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5945", + "right": "pull_request:6962", + "accept": false, + "reason": "Both touch PixArt tests, but one removes slow-suite fast tests while the other changes a slow-test assertion; same area, different test failures and fixes." + }, + { + "left": "pull_request:6035", + "right": "pull_request:6403", + "accept": false, + "reason": "One is a help-text/docstring cleanup; the other adds WebUI format support and loader logic. Same file, different change." + }, + { + "left": "pull_request:6035", + "right": "pull_request:7124", + "accept": false, + "reason": "Help text improvements and a kwarg rename in training are unrelated fixes, not the same bug/change." + }, + { + "left": "pull_request:6145", + "right": "pull_request:6537", + "accept": false, + "reason": "Both are LCM distillation scripts, but one cleans comments/validation logging and the other adds a target-model option. Different functionality." + }, + { + "left": "pull_request:6174", + "right": "pull_request:6837", + "accept": false, + "reason": "A docs punctuation fix and a separate dependency-order tweak in a pipeline doc are not the same issue." + }, + { + "left": "pull_request:6174", + "right": "pull_request:7425", + "accept": false, + "reason": "Missing backslashes in LoRA docs and missing output image content are different documentation fixes." + }, + { + "left": "pull_request:6361", + "right": "pull_request:6403", + "accept": false, + "reason": "One fixes LoRA key conversion on save; the other adds WebUI-format import/export support. Related topic, different concrete change." + }, + { + "left": "pull_request:6440", + "right": "pull_request:7029", + "accept": false, + "reason": "These are separate docs fixes on different pages: local link cleanup vs alt-text/image URL cleanup." + }, + { + "left": "pull_request:6566", + "right": "pull_request:8715", + "accept": false, + "reason": "Both edit the advanced DreamBooth LoRA script, but one fixes resume behavior and the other adds clip_skip support. Not the same underlying bug." + }, + { + "left": "pull_request:6655", + "right": "pull_request:7124", + "accept": false, + "reason": "One modularizes training-time inference; the other renames a kwarg in a validation call. Different scope and code path." + }, + { + "left": "pull_request:6875", + "right": "pull_request:7260", + "accept": false, + "reason": "A test expectation update for IP Adapter is not the same as adding IP Adapter support to SAG pipeline code." + }, + { + "left": "pull_request:7227", + "right": "pull_request:7236", + "accept": false, + "reason": "One adds DoRA parser/LoRA config support; the other fixes embedding save paths. Same file, different features." + }, + { + "left": "pull_request:830", + "right": "pull_request:833", + "accept": false, + "reason": "These are sequential release version bumps (0.5.0 to 0.5.1), not duplicates of the same change." + }, + { + "left": "pull_request:869", + "right": "pull_request:879", + "accept": false, + "reason": "Both update the community README, but one fixes an import bug and expands README content while the other adjusts the examples table. Different edits." + }, + { + "left": "pull_request:874", + "right": "pull_request:930", + "accept": false, + "reason": "A generic community pipeline example and a broader custom-pipeline docs restructure are not the same change." + }, + { + "left": "pull_request:4295", + "right": "pull_request:4417", + "accept": false, + "reason": "Zero123 community pipeline implementation and broader Zero123 support/docs changes overlap by topic, but they are not the same concrete PR change." + }, + { + "left": "pull_request:2193", + "right": "pull_request:3779", + "accept": false, + "reason": "Adding SAG Stable Diffusion and adding segmentation output are different feature requests for different pipeline behavior." + }, + { + "left": "pull_request:5506", + "right": "pull_request:6184", + "accept": false, + "reason": "One fixes PEFT/xformers attention calls; the other fixes offline LoRA weight discovery. Different code paths and failures." + }, + { + "left": "pull_request:12439", + "right": "pull_request:12812", + "accept": false, + "reason": "Both touch kernels-based attention dispatch, but one adds backend support while the other enables checkpointing wrappers. Same subsystem, different concrete change." + }, + { + "left": "pull_request:11994", + "right": "pull_request:12681", + "accept": false, + "reason": "A huggingface-hub test/doc compatibility fix and a CPU pipeline test fix are unrelated CI issues." + }, + { + "left": "pull_request:3859", + "right": "pull_request:4098", + "accept": false, + "reason": "SDXL pipeline addition and SDXL inpainting addition are related releases, but not the same code-path change." + }, + { + "left": "pull_request:7233", + "right": "pull_request:9257", + "accept": false, + "reason": "DoRA training for SDXL LoRA and Flux dreambooth alignment are different scripts/models, not duplicates." + }, + { + "left": "pull_request:8616", + "right": "pull_request:9017", + "accept": false, + "reason": "SD3 LoRA fusion and AuraFlow LoRA support are distinct model-feature implementations." + }, + { + "left": "pull_request:11532", + "right": "pull_request:11660", + "accept": false, + "reason": "The second PR extends HiDream LoRA handling with a new format-detection path; it is a follow-up enhancement, not the same concrete change as the first." + }, + { + "left": "pull_request:12687", + "right": "pull_request:12914", + "accept": false, + "reason": "A typo fix in autoencoder_dc and a revision-string typo fix in Cosmos docs/code are unrelated." + }, + { + "left": "pull_request:1370", + "right": "pull_request:874", + "accept": false, + "reason": "Both touch community README content, but one updates an inpainting example and the other adds a generic pipeline example. 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Different underlying change." + }, + { + "left": "pull_request:6035", + "right": "pull_request:6795", + "accept": false, + "reason": "One is help-text cleanup, while the other adds SDXL micro-conditioning support. No shared bug or fix." + }, + { + "left": "pull_request:6402", + "right": "pull_request:6556", + "accept": false, + "reason": "Both affect LoRA training scripts, but one restores gradient checkpointing while the other makes SDXL LoRA torch.compile compatible." + }, + { + "left": "pull_request:6403", + "right": "pull_request:7182", + "accept": false, + "reason": "Both touch the advanced SDXL DreamBooth script, but one adds WebUI-format support and the other adds EDM-style training. Different features." + }, + { + "left": "pull_request:4408", + "right": "pull_request:4694", + "accept": false, + "reason": "One adds SDXL single-file inpainting support; the other adds ControlNet SDXL inpainting support. Same broad area, different pipeline." + }, + { + "left": "pull_request:10259", + "right": "pull_request:11546", + "accept": false, + "reason": "One enables loading regular Flux LoRAs into Flux Control/Fill; the other supports HunyuanVideo FramePack LoRA loading. Different model families." + }, + { + "left": "pull_request:10376", + "right": "pull_request:11572", + "accept": false, + "reason": "Both add non-diffusers LoRA conversion support, but for different models: HunyuanVideo original-format LoRAs vs LTX-Video LoRAs." + }, + { + "left": "pull_request:5517", + "right": "pull_request:6717", + "accept": false, + "reason": "One is a WIP LCM distillation script, the other is a consistency training example. Different training methods and codepaths." + }, + { + "left": "pull_request:12188", + "right": "pull_request:12190", + "accept": false, + "reason": "Both edit Qwen-Image-Edit, but one fixes a width/height bug and the other removes auto-resize/preset-resolution logic for performance. Not the same fix." + }, + { + "left": "pull_request:2994", + "right": "pull_request:4223", + "accept": false, + "reason": "One fixes type casting in ControlNet training; the other fixes SDXL ControlNet training script argument/config issues. Different bugs." + }, + { + "left": "pull_request:3135", + "right": "pull_request:3248", + "accept": false, + "reason": "Both are ControlNet training script changes, but one enforces divisible-by-8 resizing while the other fixes logging image shape/channel handling." + }, + { + "left": "pull_request:6884", + "right": "pull_request:6946", + "accept": false, + "reason": "Both touch IP-Adapter scaling/loading, but one validates scale length and the other adds low_cpu_mem_usage support. Separate issues." + }, + { + "left": "pull_request:10378", + "right": "pull_request:9682", + "accept": false, + "reason": "Both involve DreamBooth training, but one is an accelerator/distributed-type save hook fix for SD3 and the other is a broader SD3 training updates/bug-fixes PR." + }, + { + "left": "pull_request:10481", + "right": "pull_request:10517", + "accept": false, + "reason": "One changes Sana's default clean_caption flag; the other is a separate Sana 4K pipeline bug fix with no shared patch." + }, + { + "left": "pull_request:13056", + "right": "pull_request:13255", + "accept": false, + "reason": "One introduces Z-Image DreamBooth training assets; the other fixes Z-Image non-diffusers LoRA loading. Related ecosystem, but different changes." + }, + { + "left": "pull_request:4762", + "right": "pull_request:5275", + "accept": false, + "reason": "One updates an SDXL text-to-image README with a VAE note; the other adds a JAX/TPU SDXL research example. Not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 32, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10259", + "pull_request:10318", + "pull_request:10376", + "pull_request:10576", + "pull_request:10854", + "pull_request:11508", + "pull_request:11602", + "pull_request:11670", + "pull_request:11754", + "pull_request:11767", + "pull_request:11796", + "pull_request:12164", + "pull_request:12188", + "pull_request:12190", + "pull_request:12225", + "pull_request:12839", + "pull_request:2037", + "pull_request:243", + "pull_request:4461", + "pull_request:4595", + "pull_request:4666", + "pull_request:5807", + "pull_request:5887", + "pull_request:5915", + "pull_request:6035", + "pull_request:6179", + "pull_request:6190", + "pull_request:6762", + "pull_request:6864", + "pull_request:6975", + "pull_request:7182", + "pull_request:7196", + "pull_request:7212", + "pull_request:7372", + "pull_request:7476", + "pull_request:7720", + "pull_request:7786", + "pull_request:7932", + "pull_request:8696", + "pull_request:8825", + "pull_request:8902", + "pull_request:9139", + "pull_request:9290", + "pull_request:9318", + "pull_request:9445", + "pull_request:9483", + "pull_request:9816" + ], + "soft_pairs": [ + "pull_request:5807|pull_request:7786", + "pull_request:6035|pull_request:7372", + "pull_request:6190|pull_request:6864", + "pull_request:11767|pull_request:11796", + "pull_request:11602|pull_request:12225", + "pull_request:12164|pull_request:12190", + "pull_request:12188|pull_request:12839", + "pull_request:6762|pull_request:8696", + "pull_request:7182|pull_request:7372", + "pull_request:7196|pull_request:8825", + "pull_request:9139|pull_request:9290", + "pull_request:9318|pull_request:9483", + "pull_request:5887|pull_request:5915", + "pull_request:9445|pull_request:9816", + "pull_request:11508|pull_request:11670", + "pull_request:10318|pull_request:10576", + "pull_request:4461|pull_request:4595", + "pull_request:4666|pull_request:6179", + "pull_request:7212|pull_request:7720", + "pull_request:6975|pull_request:7476", + "pull_request:10854|pull_request:11754", + "pull_request:2037|pull_request:243", + "pull_request:7932|pull_request:8902", + "pull_request:10259|pull_request:10376" + ], + "prepared_review_unit_hash": "b05d013161daa45ef6c769470e27bedf93fd94ecc051494bd84afae8f67c97e7", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 97279, + "estimated_input_tokens": 24320, + "estimated_eval_tokens": 48896 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous grab-bag of unrelated PRs (features, tests, docs, CI, and follow-up fixes). 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not one mergeable change." + }, + { + "left": "pull_request:7196", + "right": "pull_request:8825", + "accept": false, + "reason": "IP-Adapter training docs/scripts vs adding ControlNet/IP-Adapter support to a K-Diffusion pipeline." + }, + { + "left": "pull_request:9139", + "right": "pull_request:9290", + "accept": false, + "reason": "Flux Dreambooth LoRA code fixes vs README guidance updates; docs-only follow-up, not the same change." + }, + { + "left": "pull_request:9318", + "right": "pull_request:9483", + "accept": false, + "reason": "Nightly CI token change vs model-test expectation updates; unrelated maintenance." + }, + { + "left": "pull_request:5887", + "right": "pull_request:5915", + "accept": false, + "reason": "Specific inpaint-pipeline IP-Adapter support vs broad IP-Adapter Plus support across many pipelines." + }, + { + "left": "pull_request:9445", + "right": "pull_request:9816", + "accept": false, + "reason": "Different Flux community pipelines with different purposes and code paths." + }, + { + "left": "pull_request:11508", + "right": "pull_request:11670", + "accept": false, + "reason": "Torch.compile CI/test infrastructure changes vs a group-offloading test addition; different issues." + }, + { + "left": "pull_request:10318", + "right": "pull_request:10576", + "accept": false, + "reason": "Flux LoRA integration tests vs 8-bit quantized model LoRA-loading tests; same broad topic, different concrete behavior." + }, + { + "left": "pull_request:4461", + "right": "pull_request:4595", + "accept": false, + "reason": "Concrete pipeline_class_name implementation vs a WIP reverse-conversion PR with no diff; not duplicates." + }, + { + "left": "pull_request:4666", + "right": "pull_request:6179", + "accept": false, + "reason": "SDXL ControlNet LoRA support vs fused attention projection support for other pipelines; separate features." + }, + { + "left": "pull_request:7212", + "right": "pull_request:7720", + "accept": false, + "reason": "TemporalBasicTransformerBlock cleanup vs unrelated dead-code removal across scripts and utilities." + }, + { + "left": "pull_request:6975", + "right": "pull_request:7476", + "accept": false, + "reason": "Single-file ControlNet inpaint fix vs a multi-ControlNet torch.compile bug in SDXL inpaint." + }, + { + "left": "pull_request:10854", + "right": "pull_request:11754", + "accept": false, + "reason": "Test-module rename for Hunyuan DiT vs HiDream test-module rename; same pattern, different targets and changes." + }, + { + "left": "pull_request:2037", + "right": "pull_request:243", + "accept": false, + "reason": "Community Stable UnCLIP addition vs a WIP RePaint pipeline draft; not the same artifact." + }, + { + "left": "pull_request:7932", + "right": "pull_request:8902", + "accept": false, + "reason": "LoRA test expectation refresh vs sharded-checkpoint loading fixes; unrelated." + }, + { + "left": "pull_request:10259", + "right": "pull_request:10376", + "accept": false, + "reason": "Flux Control/Fill LoRA-loading support vs HunyuanVideo LoRA format conversion support; different models and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 33, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:1012", + "pull_request:10279", + "pull_request:10349", + "pull_request:10402", + "pull_request:10418", + "pull_request:10578", + "pull_request:1063", + "pull_request:1073", + "pull_request:10845", + "pull_request:10922", + "pull_request:10943", + "pull_request:10947", + "pull_request:11130", + "pull_request:11243", + "pull_request:11327", + "pull_request:11348", + "pull_request:11373", + "pull_request:11451", + "pull_request:11552", + "pull_request:1162", + "pull_request:1167", + "pull_request:11740", + "pull_request:1178", + "pull_request:11876", + "pull_request:11953", + "pull_request:121", + "pull_request:12230", + "pull_request:12737", + "pull_request:1283", + "pull_request:12933", + "pull_request:12970", + "pull_request:12983", + "pull_request:1346", + "pull_request:16", + "pull_request:1605", + "pull_request:1960", + "pull_request:1998", + "pull_request:4944", + "pull_request:6573", + "pull_request:6729", + "pull_request:6907", + "pull_request:694", + "pull_request:754", + "pull_request:879", + "pull_request:883", + "pull_request:9542", + "pull_request:9655" + ], + "soft_pairs": [ + "pull_request:6729|pull_request:6907", + "pull_request:12737|pull_request:12970", + "pull_request:4944|pull_request:6573", + "pull_request:12933|pull_request:12983", + "pull_request:11130|pull_request:11876", + "pull_request:1012|pull_request:883", + "pull_request:10279|pull_request:9655", + "pull_request:10349|pull_request:10947", + "pull_request:10402|pull_request:10418", + "pull_request:10578|pull_request:9542", + "pull_request:1063|pull_request:1178", + "pull_request:1073|pull_request:879", + "pull_request:10845|pull_request:11373", + "pull_request:10922|pull_request:12230", + "pull_request:10943|pull_request:11243", + "pull_request:11327|pull_request:11348", + "pull_request:11451|pull_request:11740", + "pull_request:11451|pull_request:11953", + "pull_request:11552|pull_request:11740", + "pull_request:1162|pull_request:754", + "pull_request:1167|pull_request:16", + "pull_request:1167|pull_request:1960", + "pull_request:121|pull_request:694", + "pull_request:1283|pull_request:1605", + "pull_request:1346|pull_request:1998" + ], + "prepared_review_unit_hash": "e10721e034a437b9c90cbf61b86dcdeb26c6e7c0561402035c707377e2d65ab3", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 95879, + "estimated_input_tokens": 23970, + "estimated_eval_tokens": 48196 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes docs-only fixes, model support/features, tests, and unrelated bug fixes. 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not the same fix." + }, + { + "left": "pull_request:10279", + "right": "pull_request:9655", + "accept": false, + "reason": "Both are docs fixes, but they cover unrelated documentation areas and different link/image corrections." + }, + { + "left": "pull_request:10349", + "right": "pull_request:10947", + "accept": false, + "reason": "Both touch single-file loading, but for different model families and different conversion logic." + }, + { + "left": "pull_request:10402", + "right": "pull_request:10418", + "accept": false, + "reason": "Both are internal-link docs fixes, but they target different docs pages and unrelated broken links." + }, + { + "left": "pull_request:10578", + "right": "pull_request:9542", + "accept": false, + "reason": "Both are LoRA-related, but one enables 4-bit Flux LoRA loading while the other handles Kohya Flux LoRAs with text encoders." + }, + { + "left": "pull_request:1063", + "right": "pull_request:1178", + "accept": false, + "reason": "Both are tiny correctness/typo fixes, but they change unrelated files and different code paths." + }, + { + "left": "pull_request:1073", + "right": "pull_request:879", + "accept": false, + "reason": "Both edit DreamBooth/community docs, but they fix different README issues and are not the same change." + }, + { + "left": "pull_request:10845", + "right": "pull_request:11373", + "accept": false, + "reason": "Both are Flux-related training docs/code, but one fixes T5 embedding handling and the other addresses ControlNet training stability/validation." + }, + { + "left": "pull_request:10922", + "right": "pull_request:12230", + "accept": false, + "reason": "Both are Wan docs, but one introduces the Wan implementation and the other only renames/adjusts docs wording." + }, + { + "left": "pull_request:10943", + "right": "pull_request:11243", + "accept": false, + "reason": "Both are Wan LoRA-related, but one adds Wan LoRA support and the other adds a specific musubi-Wan LoRA conversion path." + }, + { + "left": "pull_request:11327", + "right": "pull_request:11348", + "accept": false, + "reason": "Both update AuraFlow docs, but one adds a compile snippet and the other adds an explanatory note." + }, + { + "left": "pull_request:11451", + "right": "pull_request:11740", + "accept": false, + "reason": "One is a Wan torch.compile test and the other is GGUF compile/offload tests; different models and goals." + }, + { + "left": "pull_request:11451", + "right": "pull_request:11953", + "accept": false, + "reason": "One tests Wan torch.compile behavior, the other adds fast inference slices for HiDream; unrelated." + }, + { + "left": "pull_request:11552", + "right": "pull_request:11740", + "accept": false, + "reason": "Both are tests for different models; no shared bug or change path." + }, + { + "left": "pull_request:1162", + "right": "pull_request:754", + "accept": false, + "reason": "Both are docs/community oriented but fix unrelated content and different files." + }, + { + "left": "pull_request:1167", + "right": "pull_request:16", + "accept": false, + "reason": "Both touch README.md, but they are unrelated README edits years apart." + }, + { + "left": "pull_request:1167", + "right": "pull_request:1960", + "accept": false, + "reason": "Both are README updates, but they affect different examples and different issues." + }, + { + "left": "pull_request:121", + "right": "pull_request:694", + "accept": false, + "reason": "Both are early README/README-like docs edits, but they do not address the same change." + }, + { + "left": "pull_request:1283", + "right": "pull_request:1605", + "accept": false, + "reason": "Both are Versatile Diffusion changes, but one adds the model and the other only adds an upcast_attention parameter." + }, + { + "left": "pull_request:1346", + "right": "pull_request:1998", + "accept": false, + "reason": "Both are README updates, but they fix different example snippets and documentation content." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 34, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:1360", + "pull_request:1394", + "pull_request:1415", + "pull_request:1496", + "pull_request:1622", + "pull_request:168", + "pull_request:1682", + "pull_request:1723", + "pull_request:1758", + "pull_request:1763", + "pull_request:1769", + "pull_request:178", + "pull_request:2009", + "pull_request:2062", + "pull_request:2406", + "pull_request:252", + "pull_request:2526", + "pull_request:2566", + "pull_request:2583", + "pull_request:2604", + "pull_request:2760", + "pull_request:2915", + "pull_request:3123", + "pull_request:3201", + "pull_request:325", + "pull_request:3265", + "pull_request:330", + "pull_request:3321", + "pull_request:333", + "pull_request:3334", + "pull_request:3458", + "pull_request:3460", + "pull_request:3472", + "pull_request:3531", + "pull_request:3542", + "pull_request:365", + "pull_request:3795", + "pull_request:3945", + "pull_request:400", + "pull_request:4952", + "pull_request:555", + "pull_request:645", + "pull_request:689", + "pull_request:694", + "pull_request:888", + "pull_request:889", + "pull_request:903" + ], + "soft_pairs": [ + "pull_request:1360|pull_request:3201", + "pull_request:1360|pull_request:3265", + "pull_request:1394|pull_request:1682", + "pull_request:1415|pull_request:1622", + "pull_request:1496|pull_request:178", + "pull_request:1496|pull_request:555", + "pull_request:1496|pull_request:889", + "pull_request:168|pull_request:903", + "pull_request:1723|pull_request:333", + "pull_request:1758|pull_request:3795", + "pull_request:1763|pull_request:3531", + "pull_request:1769|pull_request:2062", + "pull_request:2009|pull_request:888", + "pull_request:2406|pull_request:3321", + "pull_request:252|pull_request:694", + "pull_request:2526|pull_request:2915", + "pull_request:2526|pull_request:689", + "pull_request:2566|pull_request:3123", + "pull_request:2583|pull_request:2604", + "pull_request:2760|pull_request:645", + "pull_request:325|pull_request:400", + "pull_request:330|pull_request:365", + "pull_request:3334|pull_request:4952", + "pull_request:3458|pull_request:3542", + "pull_request:3460|pull_request:3542", + "pull_request:3472|pull_request:3945" + ], + "prepared_review_unit_hash": "33fb2f18989d3633d2f6458b513b0fcd6ee648fe21cab9b4e3a5665d7f510d13", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 98238, + "estimated_input_tokens": 24560, + "estimated_eval_tokens": 49376 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Stable Diffusion/docs/version/test PRs; 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Same area, but not the same bug/change." + }, + { + "left": "pull_request:1360", + "right": "pull_request:3265", + "accept": false, + "reason": "#1360 is a new community pipeline addition; #3265 is a revert-of-revert for lpw_stable_diffusion. Not the same underlying change." + }, + { + "left": "pull_request:1394", + "right": "pull_request:1682", + "accept": false, + "reason": "Both bump versions, but to different releases and in different commits; this is not a duplicate bug/fix." + }, + { + "left": "pull_request:1415", + "right": "pull_request:1622", + "accept": false, + "reason": "#1415 is a broad stable-diffusion bug-fix sweep; #1622 fixes LPW pipeline compatibility with PIL imports/version handling. Different concrete changes." + }, + { + "left": "pull_request:1496", + "right": "pull_request:178", + "accept": false, + "reason": "Docs for Habana Gaudi vs adding Stable Diffusion tests; unrelated edits." + }, + { + "left": "pull_request:1496", + "right": "pull_request:555", + "accept": false, + "reason": "Habana docs and Flax VAE implementation are unrelated." + }, + { + "left": "pull_request:1496", + "right": "pull_request:889", + "accept": false, + "reason": "Habana docs vs adding pipeline components support; not the same change." + }, + { + "left": "pull_request:168", + "right": "pull_request:903", + "accept": false, + "reason": "#168 introduces Stable Diffusion pipeline support; #903 deprecates the old inpainting pipeline. Related subsystem, but different code-path changes." + }, + { + "left": "pull_request:1723", + "right": "pull_request:333", + "accept": false, + "reason": "Latent Diffusion latents input support vs Latent Diffusion uncond type hints. Same file family, different change." + }, + { + "left": "pull_request:1758", + "right": "pull_request:3795", + "accept": false, + "reason": "Both are docs, but one is Dreambooth-specific and the other is pipeline overview updates. Not the same underlying change." + }, + { + "left": "pull_request:1763", + "right": "pull_request:3531", + "accept": false, + "reason": "Both touch attention mask handling, but one removes an unused mask from versatile attention and the other changes padding validation in attention_processor. Different bug fixes." + }, + { + "left": "pull_request:1769", + "right": "pull_request:2062", + "accept": false, + "reason": "#1769 only adjusts UnCLIP tests/memory thresholds; #2062 fixes paint-by-example CPU offload behavior in code. Not duplicates." + }, + { + "left": "pull_request:2009", + "right": "pull_request:888", + "accept": false, + "reason": "#2009 adds textual inversion loading across stable diffusion pipelines; #888 adds CycleDiffusion. Same ecosystem, different feature work." + }, + { + "left": "pull_request:2406", + "right": "pull_request:3321", + "accept": false, + "reason": "Both edit the controlling-generation docs, but they add different content at different times; not the same change." + }, + { + "left": "pull_request:252", + "right": "pull_request:694", + "accept": false, + "reason": "README edits in different locations and for different content (general examples vs schedulers README). Not a duplicate." + }, + { + "left": "pull_request:2526", + "right": "pull_request:2915", + "accept": false, + "reason": "Both relax slow-test expectations, but they target different tests/pipelines and different expected outputs." + }, + { + "left": "pull_request:2526", + "right": "pull_request:689", + "accept": false, + "reason": "#2526 is test-threshold churn across several pipelines; #689 changes attention math implementation. Different scope and purpose." + }, + { + "left": "pull_request:2566", + "right": "pull_request:3123", + "accept": false, + "reason": "TensorBoard logger fix in training script vs a JAX textual inversion typo fix. Unrelated." + }, + { + "left": "pull_request:2583", + "right": "pull_request:2604", + "accept": false, + "reason": "Both fix docs links, but one is a dataset URL in text-to-image docs and the other is a Colab link in the index. Different edits." + }, + { + "left": "pull_request:2760", + "right": "pull_request:645", + "accept": false, + "reason": "Different textual inversion-related projects: one is a new quantization/distillation example, the other adds checkpoint saving during training." + }, + { + "left": "pull_request:325", + "right": "pull_request:400", + "accept": false, + "reason": "#325 is type hints for Score SDE VE; #400 is docs plus pipeline/training references. Not the same concrete change." + }, + { + "left": "pull_request:330", + "right": "pull_request:365", + "accept": false, + "reason": "Both are type-hint cleanups, but on different model classes (UNet vs VAE). Not duplicates." + }, + { + "left": "pull_request:3334", + "right": "pull_request:4952", + "accept": false, + "reason": "Both touch pipeline_utils docs, but they fix different docstrings/method descriptions. Not the same underlying change." + }, + { + "left": "pull_request:3458", + "right": "pull_request:3542", + "accept": false, + "reason": "Both mention LoRA support, but #3458 targets Stable Diffusion inpaint while #3542 targets ControlNet. Different pipelines and code paths." + }, + { + "left": "pull_request:3460", + "right": "pull_request:3542", + "accept": false, + "reason": "#3460 adds inpaint LoRA-scale support; #3542 adds ControlNet LoRA support. Same theme, different implementation targets." + }, + { + "left": "pull_request:3472", + "right": "pull_request:3945", + "accept": false, + "reason": "Dreambooth IF docs vs adding a rank parameter to LoRA training script. Different artifacts and purposes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 35, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:3642", + "pull_request:3795", + "pull_request:386", + "pull_request:3945", + "pull_request:4044", + "pull_request:4113", + "pull_request:4211", + "pull_request:4227", + "pull_request:4503", + "pull_request:4595", + "pull_request:4652", + "pull_request:4696", + "pull_request:4717", + "pull_request:4745", + "pull_request:4749", + "pull_request:4760", + "pull_request:4847", + "pull_request:4893", + "pull_request:4946", + "pull_request:4947", + "pull_request:5033", + "pull_request:5051", + "pull_request:5144", + "pull_request:5361", + "pull_request:5411", + "pull_request:5511", + "pull_request:5671", + "pull_request:5750", + "pull_request:6140", + "pull_request:6145", + "pull_request:6174", + "pull_request:6202", + "pull_request:6216", + "pull_request:6245", + "pull_request:6361", + "pull_request:6376", + "pull_request:6401", + "pull_request:6403", + "pull_request:6499", + "pull_request:6523", + "pull_request:6528", + "pull_request:6566", + "pull_request:6724", + "pull_request:6775", + "pull_request:6999", + "pull_request:7118", + "pull_request:7360", + "pull_request:903" + ], + "soft_pairs": [ + "pull_request:3642|pull_request:5750", + "pull_request:3795|pull_request:4227", + "pull_request:386|pull_request:903", + "pull_request:3945|pull_request:6403", + "pull_request:4044|pull_request:4211", + "pull_request:4113|pull_request:6202", + "pull_request:4503|pull_request:6724", + "pull_request:4595|pull_request:4847", + "pull_request:4595|pull_request:6376", + "pull_request:4652|pull_request:4749", + "pull_request:4696|pull_request:4947", + "pull_request:4717|pull_request:6528", + "pull_request:4745|pull_request:5033", + "pull_request:4760|pull_request:5411", + "pull_request:4893|pull_request:4946", + "pull_request:5051|pull_request:7118", + "pull_request:5144|pull_request:7360", + "pull_request:5361|pull_request:5671", + "pull_request:5511|pull_request:6999", + "pull_request:6140|pull_request:6499", + "pull_request:6145|pull_request:6523", + "pull_request:6174|pull_request:6775", + "pull_request:6216|pull_request:6401", + "pull_request:6245|pull_request:6361", + "pull_request:6361|pull_request:6566" + ], + "prepared_review_unit_hash": "1e13107558ff550275e6091ede07969f39c5bcaa34eec9632ab71cf1df132a08", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 93993, + "estimated_input_tokens": 23499, + "estimated_eval_tokens": 47254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated docs/example tweaks or distinct bug fixes across different pipelines and training scripts. 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Not the same underlying issue." + }, + { + "left": "pull_request:11994", + "right": "pull_request:12069", + "accept": false, + "reason": "Hugging Face auth/docs and AudioLDM2 test fixes are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 37, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10127", + "pull_request:102", + "pull_request:1020", + "pull_request:10232", + "pull_request:10250", + "pull_request:10278", + "pull_request:10319", + "pull_request:1041", + "pull_request:10429", + "pull_request:10504", + "pull_request:10505", + "pull_request:10517", + "pull_request:10609", + "pull_request:10756", + "pull_request:10826", + "pull_request:10858", + "pull_request:1087", + "pull_request:10888", + "pull_request:10978", + "pull_request:10990", + "pull_request:1104", + "pull_request:11124", + "pull_request:11142", + "pull_request:113", + "pull_request:11325", + "pull_request:1136", + "pull_request:11469", + "pull_request:11531", + "pull_request:11634", + "pull_request:11755", + "pull_request:11802", + "pull_request:11847", + "pull_request:11879", + "pull_request:12030", + "pull_request:12035", + "pull_request:12360", + "pull_request:12714", + "pull_request:17", + "pull_request:2062", + "pull_request:22", + "pull_request:2208", + "pull_request:2369", + "pull_request:2476", + "pull_request:408", + "pull_request:774", + "pull_request:9266", + "pull_request:9832" + ], + "soft_pairs": [ + "pull_request:10127|pull_request:11469", + "pull_request:11755|pull_request:12714", + "pull_request:11802|pull_request:12714", + "pull_request:2369|pull_request:2476", + "pull_request:102|pull_request:1020", + "pull_request:1020|pull_request:2208", + "pull_request:10232|pull_request:9266", + "pull_request:10250|pull_request:10429", + "pull_request:10278|pull_request:10319", + "pull_request:10278|pull_request:11325", + "pull_request:10319|pull_request:11325", + "pull_request:1041|pull_request:17", + "pull_request:1041|pull_request:408", + "pull_request:10504|pull_request:10609", + "pull_request:10504|pull_request:11879", + "pull_request:10505|pull_request:10609", + "pull_request:10505|pull_request:11879", + "pull_request:10517|pull_request:11142", + "pull_request:10756|pull_request:9832", + "pull_request:10826|pull_request:12030", + "pull_request:10858|pull_request:11847", + "pull_request:1087|pull_request:1104", + "pull_request:10888|pull_request:12035", + "pull_request:10978|pull_request:10990", + "pull_request:1104|pull_request:22", + "pull_request:11124|pull_request:11755", + "pull_request:113|pull_request:774", + "pull_request:11325|pull_request:11847", + "pull_request:11325|pull_request:12360", + "pull_request:1136|pull_request:2062", + "pull_request:11531|pull_request:11634" + ], + "prepared_review_unit_hash": "940be00f67def3f16bb71dc3c1289c768327a10fd1df25d80bbf7063a2563d7e", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 96123, + "estimated_input_tokens": 24031, + "estimated_eval_tokens": 48318 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most of the soft pairs are only superficially similar (same subsystem, same docs/tests area, or same buzzwords) but do not fix the same concrete bug/change. 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not mergeable as one change." + }, + { + "left": "pull_request:12418", + "right": "pull_request:12530", + "accept": false, + "reason": "Both xfail tests, but they target different failing suites and different transformers-version issues." + }, + { + "left": "pull_request:12420", + "right": "pull_request:12425", + "accept": false, + "reason": "Related imports, but one is attention dispatch and the other is context parallel hooks; distinct code paths." + }, + { + "left": "pull_request:12438", + "right": "pull_request:13055", + "accept": false, + "reason": "Different loader vs Wan pipeline fixes; same broad area only, not the same bug." + }, + { + "left": "pull_request:12490", + "right": "pull_request:13424", + "accept": false, + "reason": "Separate test-suite adjustments for different autoencoder/pipeline components." + }, + { + "left": "pull_request:12775", + "right": "pull_request:12984", + "accept": false, + "reason": "Two different feature/docs additions for different models; no shared underlying change." + }, + { + "left": "pull_request:12782", + "right": "pull_request:13469", + "accept": false, + "reason": "Different test fixes in unrelated suites: Hunyuan offloading vs attention-processor deprecation handling." + }, + { + "left": "pull_request:1291", + "right": "pull_request:286", + "accept": false, + "reason": "Both touch links, but they fix different broken references in different README files." + }, + { + "left": "pull_request:13039", + "right": "pull_request:13469", + "accept": false, + "reason": "Wan CPU upcasting fix vs attention-processor test deprecation; unrelated code paths." + }, + { + "left": "pull_request:13254", + "right": "pull_request:13368", + "accept": false, + "reason": "Different transformer/autoencoder test refactors; not the same model or failure." + }, + { + "left": "pull_request:13254", + "right": "pull_request:13369", + "accept": false, + "reason": "LTX transformer test refactor vs AutoencoderDC test refactor; unrelated changes." + }, + { + "left": "pull_request:13315", + "right": "pull_request:13368", + "accept": false, + "reason": "Sana transformer tests vs AutoencoderKL tests; different components and fixes." + }, + { + "left": "pull_request:13315", + "right": "pull_request:13369", + "accept": false, + "reason": "Sana transformer tests vs AutoencoderDC tests; not the same issue." + }, + { + "left": "pull_request:13335", + "right": "pull_request:13368", + "accept": false, + "reason": "Cosmos transformer tests vs AutoencoderKL tests; different test targets and motivations." + }, + { + "left": "pull_request:13335", + "right": "pull_request:13369", + "accept": false, + "reason": "Cosmos transformer tests vs AutoencoderDC tests; unrelated refactors." + }, + { + "left": "pull_request:1373", + "right": "pull_request:1418", + "accept": false, + "reason": "Versatile Diffusion extension work vs fixes for remaining tests; different scope and code paths." + }, + { + "left": "pull_request:1394", + "right": "pull_request:1490", + "accept": false, + "reason": "A version bump and a later deprecation sweep are repository-wide maintenance, but they are not the same change." + }, + { + "left": "pull_request:1406", + "right": "pull_request:1408", + "accept": false, + "reason": "Related Stable Diffusion conversion-era work, but one is deprecating sample size and the other fixes a conversion script bug." + }, + { + "left": "pull_request:1412", + "right": "pull_request:21", + "accept": false, + "reason": "Stable Diffusion 2 inpainting integration tests vs core model-test additions; unrelated artifacts." + }, + { + "left": "pull_request:1412", + "right": "pull_request:22", + "accept": false, + "reason": "SD2 inpainting tests vs a GLIDE UNet logging fix; different subsystems and purposes." + }, + { + "left": "pull_request:1425", + "right": "pull_request:17", + "accept": false, + "reason": "Both are typo cleanups, but they are from different docs eras/files and do not represent the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 39, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:1555", + "pull_request:1558", + "pull_request:1610", + "pull_request:1690", + "pull_request:17", + "pull_request:178", + "pull_request:1861", + "pull_request:1937", + "pull_request:2006", + "pull_request:2010", + "pull_request:2077", + "pull_request:21", + "pull_request:2134", + "pull_request:2137", + "pull_request:2172", + "pull_request:2175", + "pull_request:22", + "pull_request:2290", + "pull_request:2320", + "pull_request:2333", + "pull_request:252", + "pull_request:2526", + "pull_request:2540", + "pull_request:2542", + "pull_request:2566", + "pull_request:2569", + "pull_request:260", + "pull_request:2873", + "pull_request:299", + "pull_request:3066", + "pull_request:3266", + "pull_request:3318", + "pull_request:353", + "pull_request:3549", + "pull_request:3710", + "pull_request:3848", + "pull_request:392", + "pull_request:407", + "pull_request:408", + "pull_request:421", + "pull_request:4320", + "pull_request:4822", + "pull_request:568", + "pull_request:710", + "pull_request:798", + "pull_request:840", + "pull_request:889", + "pull_request:904" + ], + "soft_pairs": [ + "pull_request:1555|pull_request:2006", + "pull_request:1558|pull_request:260", + "pull_request:1558|pull_request:353", + "pull_request:1558|pull_request:407", + "pull_request:1558|pull_request:798", + "pull_request:1610|pull_request:178", + "pull_request:1690|pull_request:840", + "pull_request:17|pull_request:568", + "pull_request:178|pull_request:21", + "pull_request:178|pull_request:22", + "pull_request:178|pull_request:299", + "pull_request:178|pull_request:904", + "pull_request:1861|pull_request:252", + "pull_request:1937|pull_request:2172", + "pull_request:2006|pull_request:3266", + "pull_request:2010|pull_request:421", + "pull_request:2077|pull_request:3318", + "pull_request:2134|pull_request:260", + "pull_request:2134|pull_request:353", + "pull_request:2134|pull_request:407", + "pull_request:2134|pull_request:798", + "pull_request:2137|pull_request:408", + "pull_request:2137|pull_request:568", + "pull_request:2175|pull_request:3549", + "pull_request:2175|pull_request:889", + "pull_request:2290|pull_request:710", + "pull_request:2320|pull_request:4320", + "pull_request:2333|pull_request:408", + "pull_request:252|pull_request:260", + "pull_request:2526|pull_request:3066", + "pull_request:2540|pull_request:2873", + "pull_request:2540|pull_request:392", + "pull_request:2542|pull_request:3848", + "pull_request:2566|pull_request:4320", + "pull_request:2566|pull_request:4822", + "pull_request:2569|pull_request:3710" + ], + "prepared_review_unit_hash": "c6db2294197a1a937018fcdec34f20d0237ca744cf2c6d9c14f356930e03b732", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 94484, + "estimated_input_tokens": 23621, + "estimated_eval_tokens": 47498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab-bag of typo/doc/example/test/utility PRs. 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Different docs and different edits." + }, + { + "left": "pull_request:2915", + "right": "pull_request:3614", + "accept": false, + "reason": "Both touch stable-diffusion tests, but one loosens a textual inversion tolerance and the other changes a deterministic attn test setup; distinct bugs." + }, + { + "left": "pull_request:2958", + "right": "pull_request:3226", + "accept": false, + "reason": "ControlNet inpaint code/docs vs ControlNet v1.1 docs; unrelated changes." + }, + { + "left": "pull_request:2958", + "right": "pull_request:3458", + "accept": false, + "reason": "The inpaint lora-scale PR adds API support, while #2958 adds the inpaint pipeline itself; not the same fix." + }, + { + "left": "pull_request:2958", + "right": "pull_request:3460", + "accept": false, + "reason": "These are different inpainting-related changes: pipeline addition vs a later API/support patch. 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None of the soft edges look like the same underlying bug or change, so all should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a valid canonical representative here: the set is heterogeneous and the pairwise candidates do not converge on one underlying fix or change.", + "best_issue_reason": null, + "best_pr_reason": "No best PR stands out for duplicate triage; the items are not duplicates of one another, so selecting a canonical PR would be arbitrary.", + "soft_edge_verdicts": [ + { + "left": "pull_request:8627", + "right": "pull_request:9400", + "accept": false, + "reason": "Different scopes: SD3 ControlNet fast-test/docs work vs single-file pipeline device-agnostic test cleanup." + }, + { + "left": "pull_request:8660", + "right": "pull_request:9060", + "accept": false, + "reason": "Unrelated changes: SD3 ControlNet input validation vs removing a debug print in Flux transformer code." + }, + { + "left": "pull_request:8684", + "right": "pull_request:9506", + "accept": false, + "reason": "Both touch docs, but they fix different documentation issues in different pipelines and examples." + }, + { + "left": "pull_request:8797", + "right": "pull_request:9696", + "accept": false, + "reason": "One fixes sharded checkpoint tests; the other updates a PR-testing workflow. Different problems entirely." + }, + { + "left": "pull_request:8883", + "right": "pull_request:9024", + "accept": false, + "reason": "Both are CI-related, but one changes nightly test execution and the other adjusts cache groups and dependency pins." + }, + { + "left": "pull_request:9021", + "right": "pull_request:9257", + "accept": false, + "reason": "Different code paths: SD3 ControlNet transformer loading vs Dreambooth Flux prompt/tokenization logic." + }, + { + "left": "pull_request:9048", + "right": "pull_request:9705", + "accept": false, + "reason": "These are separate Flux README/doc tweaks, not the same concrete bug or change." + }, + { + "left": "pull_request:980", + "right": "pull_request:981", + "accept": false, + "reason": "Same area, but one is an FP16 dtype fix and the other is a naming/API doc change for audio length." + }, + { + "left": "pull_request:1355", + "right": "pull_request:1966", + "accept": false, + "reason": "Both add Flax pipelines, but img2img and inpaint are distinct feature implementations." + }, + { + "left": "pull_request:12086", + "right": "pull_request:12445", + "accept": false, + "reason": "Related Flux modular code, but one adds I2I support and the other realigns the modular structure with Qwen." + }, + { + "left": "pull_request:5312", + "right": "pull_request:5759", + "accept": false, + "reason": "One is targeted typehint/docs cleanup in models; the other is a broad docs/type-hints sweep across many modules." + }, + { + "left": "pull_request:6898", + "right": "pull_request:6908", + "accept": false, + "reason": "Both standardize model cards, but one is a broad multi-example refactor and the other is a specific ControlNet SDXL follow-up." + }, + { + "left": "pull_request:9175", + "right": "pull_request:9507", + "accept": false, + "reason": "One adds Flux ControlNet support; the other fixes a control-mode batching bug in existing Flux ControlNet code." + }, + { + "left": "pull_request:11994", + "right": "pull_request:12782", + "accept": false, + "reason": "Different failures: huggingface-hub test breakage vs HunyuanVideo offloading test adjustments." + }, + { + "left": "pull_request:12782", + "right": "pull_request:13323", + "accept": false, + "reason": "Different test fixes in different components; no shared underlying bug." + }, + { + "left": "pull_request:13039", + "right": "pull_request:13323", + "accept": false, + "reason": "WAN CPU upcasting fix vs device/dtype test cleanup are unrelated." + }, + { + "left": "pull_request:1564", + "right": "pull_request:2339", + "accept": false, + "reason": "Default accelerate config docs vs Dreambooth checkpointing docs/tests; not the same change." + }, + { + "left": "pull_request:2470", + "right": "pull_request:3037", + "accept": false, + "reason": "Both are MPS test-related, but they address different model/pipeline failures." + }, + { + "left": "pull_request:6217", + "right": "pull_request:7632", + "accept": false, + "reason": "Stable Video Diffusion torch-compile fix vs Dreambooth VAE-loading issue are different bugs." + }, + { + "left": "pull_request:6646", + "right": "pull_request:6999", + "accept": false, + "reason": "Both concern SVD, but one changes resolution handling and the other fixes tensor-image input behavior." + }, + { + "left": "pull_request:10205", + "right": "pull_request:10810", + "accept": false, + "reason": "Different LoRA-related work in different examples and converter code paths." + }, + { + "left": "pull_request:11067", + "right": "pull_request:11894", + "accept": false, + "reason": "Both pin dependencies for CI, but they pin different packages for different reasons." + }, + { + "left": "pull_request:12530", + "right": "pull_request:13164", + "accept": false, + "reason": "One xfails a flaky test; the other strips test deps from CI workflows. Different maintenance actions." + }, + { + "left": "pull_request:1582", + "right": "pull_request:2464", + "accept": false, + "reason": "RePaint scheduler bug fix vs removal of xformers handling in text-to-image LoRA training are unrelated." + }, + { + "left": "pull_request:1583", + "right": "pull_request:2464", + "accept": false, + "reason": "Legacy inpaint masking fix vs text-to-image LoRA training cleanup are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 45, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:11823", + "pull_request:11843", + "pull_request:12315", + "pull_request:12454", + "pull_request:1788", + "pull_request:2009", + "pull_request:2345", + "pull_request:2398", + "pull_request:2956", + "pull_request:3127", + "pull_request:3160", + "pull_request:3214", + "pull_request:3446", + "pull_request:4078", + "pull_request:4242", + "pull_request:4272", + "pull_request:4373", + "pull_request:4395", + "pull_request:4666", + "pull_request:4700", + "pull_request:4722", + "pull_request:4749", + "pull_request:4787", + "pull_request:4862", + "pull_request:5090", + "pull_request:5157", + "pull_request:5164", + "pull_request:5220", + "pull_request:5608", + "pull_request:5823", + "pull_request:6437", + "pull_request:6448", + "pull_request:6759", + "pull_request:6787", + "pull_request:7050", + "pull_request:7103", + "pull_request:7627", + "pull_request:7738", + "pull_request:8422", + "pull_request:8572", + "pull_request:8618", + "pull_request:8702", + "pull_request:8798", + "pull_request:8812", + "pull_request:8901", + "pull_request:8992", + "pull_request:9021", + "pull_request:9597" + ], + "soft_pairs": [ + "pull_request:4272|pull_request:4373", + "pull_request:6437|pull_request:7738", + "pull_request:7103|pull_request:9021", + "pull_request:8992|pull_request:9597", + "pull_request:8812|pull_request:8901", + "pull_request:11843|pull_request:12315", + "pull_request:1788|pull_request:3214", + "pull_request:2345|pull_request:3446", + "pull_request:4666|pull_request:5164", + "pull_request:4666|pull_request:5220", + "pull_request:4787|pull_request:6448", + "pull_request:4862|pull_request:5157", + "pull_request:6787|pull_request:7627", + "pull_request:8422|pull_request:8798", + "pull_request:5608|pull_request:5823", + "pull_request:1788|pull_request:3127", + "pull_request:2009|pull_request:2398", + "pull_request:4078|pull_request:4242", + "pull_request:4395|pull_request:4749", + "pull_request:5090|pull_request:6759", + "pull_request:8618|pull_request:8702", + "pull_request:2956|pull_request:3160", + "pull_request:11823|pull_request:12454", + "pull_request:4700|pull_request:4722", + "pull_request:7050|pull_request:8572" + ], + "prepared_review_unit_hash": "f68f7a9642584c58fa08069ec5f835e3a50513bae21c82e53cedde00cfe78620", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 103422, + "estimated_input_tokens": 25856, + "estimated_eval_tokens": 51968 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate links are mostly false positives: they pair unrelated feature PRs, test-only PRs, or docs updates across different subsystems. I would not merge any soft edge as a duplicate.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #8812 is the most central, substantial feature PR in the set: it adds the main Kolors implementation, has an explicit issue target, and anchors a later follow-up (#8901).", + "best_issue_reason": null, + "best_pr_reason": "PR #8812 is the best representative artifact if one must be chosen, because it is the broadest core code change rather than a narrow test/docs tweak.", + "soft_edge_verdicts": [ + { + "left": "pull_request:4272", + "right": "pull_request:4373", + "accept": false, + "reason": "Optional import cleanup vs SDXL resize bug fix; different code paths and different problems." + }, + { + "left": "pull_request:6437", + "right": "pull_request:7738", + "accept": false, + "reason": "CI exclusion tweak vs LoRA device-placement bug; not the same underlying issue." + }, + { + "left": "pull_request:7103", + "right": "pull_request:9021", + "accept": false, + "reason": "ControlNet input validation fix vs SD3ControlNet num_layers loading fix; unrelated behavior." + }, + { + "left": "pull_request:8992", + "right": "pull_request:9597", + "accept": false, + "reason": "Different community pipelines and different differential-diffusion implementations; not a duplicate." + }, + { + "left": "pull_request:8812", + "right": "pull_request:8901", + "accept": false, + "reason": "Main Kolors integration vs adding IP Adapter support for Kolors; related ecosystem, but separate features." + }, + { + "left": "pull_request:11843", + "right": "pull_request:12315", + "accept": false, + "reason": "Wan VACE exclude_modules test coverage vs scheduler simplification in LoRA tests; unrelated." + }, + { + "left": "pull_request:1788", + "right": "pull_request:3214", + "accept": false, + "reason": "DDIM prediction_type bug vs attention reshape mismatch bug; different components and fixes." + }, + { + "left": "pull_request:2345", + "right": "pull_request:3446", + "accept": false, + "reason": "xFormers warning text vs pipeline loading warning wording; not the same bug or change." + }, + { + "left": "pull_request:4666", + "right": "pull_request:5164", + "accept": false, + "reason": "SDXL ControlNet LoRA support vs FreeU mechanism; separate features in different areas." + }, + { + "left": "pull_request:4666", + "right": "pull_request:5220", + "accept": false, + "reason": "ControlNet LoRA support vs moving tests to nightly; unrelated." + }, + { + "left": "pull_request:4787", + "right": "pull_request:6448", + "accept": false, + "reason": "LoRA checkpoint filtering logic vs LoRA test assertion updates; one is code behavior, the other is tests." + }, + { + "left": "pull_request:4862", + "right": "pull_request:5157", + "accept": false, + "reason": "MultiControlNet SDXL img2img height/width bug vs LoRA conversion mapping fix; different issues." + }, + { + "left": "pull_request:6787", + "right": "pull_request:7627", + "accept": false, + "reason": "Marigold image normalization bug vs Playground img2img latent stats handling; separate pipelines and bugs." + }, + { + "left": "pull_request:8422", + "right": "pull_request:8798", + "accept": false, + "reason": "A broad subfolder-loading test suite vs a specific sharded-checkpoint loading fix; not the same concrete change." + }, + { + "left": "pull_request:5608", + "right": "pull_request:5823", + "accept": false, + "reason": "Empty network_alpha dict handling vs adapter_names support in fuse_lora; different LoRA APIs." + }, + { + "left": "pull_request:1788", + "right": "pull_request:3127", + "accept": false, + "reason": "Scheduler step bug vs safety checker tensor output handling; unrelated code paths." + }, + { + "left": "pull_request:2009", + "right": "pull_request:2398", + "accept": false, + "reason": "Textual inversion loading feature vs Pix2Pix Zero docs update; not duplicates." + }, + { + "left": "pull_request:4078", + "right": "pull_request:4242", + "accept": false, + "reason": "Require accelerate for from_single_file vs allowing VAE loading; different loader behavior changes." + }, + { + "left": "pull_request:4395", + "right": "pull_request:4749", + "accept": false, + "reason": "DreamBooth class prompt preprocessing bug vs SDXL LoRA checkpointing fix; separate issues." + }, + { + "left": "pull_request:5090", + "right": "pull_request:6759", + "accept": false, + "reason": "T2I-Adapter weighting bug fix vs InstantID prompt image repetition fix; different pipelines and failures." + }, + { + "left": "pull_request:8618", + "right": "pull_request:8702", + "accept": false, + "reason": "SD3 tiny autoencoder shift_factor change vs SD3 conversion script; one is model API, the other is tooling." + }, + { + "left": "pull_request:2956", + "right": "pull_request:3160", + "accept": false, + "reason": "Karras sigmas added to different schedulers; same theme, but not the same fix or code path." + }, + { + "left": "pull_request:11823", + "right": "pull_request:12454", + "accept": false, + "reason": "Flux Kontext LoRA support vs modular i2i/t2i support for Kontext; related domain, but distinct implementations." + }, + { + "left": "pull_request:4700", + "right": "pull_request:4722", + "accept": false, + "reason": "Shap-E docs guide vs DiffEdit docs guide; different documentation topics." + }, + { + "left": "pull_request:7050", + "right": "pull_request:8572", + "accept": false, + "reason": "Text-to-image typo cleanup vs general contributing/docs errata; not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 46, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10105", + "pull_request:10117", + "pull_request:10205", + "pull_request:10318", + "pull_request:10494", + "pull_request:10497", + "pull_request:10589", + "pull_request:10717", + "pull_request:11243", + "pull_request:11353", + "pull_request:1147", + "pull_request:11997", + "pull_request:12541", + "pull_request:13209", + "pull_request:1527", + "pull_request:1945", + "pull_request:2009", + "pull_request:2062", + "pull_request:2172", + "pull_request:2386", + "pull_request:2588", + "pull_request:2595", + "pull_request:2892", + "pull_request:3001", + "pull_request:3160", + "pull_request:326", + "pull_request:3299", + "pull_request:343", + "pull_request:3673", + "pull_request:3847", + "pull_request:3850", + "pull_request:408", + "pull_request:4352", + "pull_request:4396", + "pull_request:4761", + "pull_request:4855", + "pull_request:5672", + "pull_request:5695", + "pull_request:5943", + "pull_request:6691", + "pull_request:6795", + "pull_request:7118", + "pull_request:7632", + "pull_request:8564", + "pull_request:8572", + "pull_request:8691", + "pull_request:8755", + "pull_request:9426" + ], + "soft_pairs": [ + "pull_request:7118|pull_request:8572", + "pull_request:3001|pull_request:3160", + "pull_request:10497|pull_request:9426", + "pull_request:5672|pull_request:5695", + "pull_request:11353|pull_request:11997", + "pull_request:8564|pull_request:8755", + "pull_request:10105|pull_request:10117", + "pull_request:10205|pull_request:11243", + "pull_request:12541|pull_request:13209", + "pull_request:1945|pull_request:3847", + "pull_request:2062|pull_request:3299", + "pull_request:2172|pull_request:3673", + "pull_request:326|pull_request:343", + "pull_request:3850|pull_request:4761", + "pull_request:4855|pull_request:5943", + "pull_request:6691|pull_request:6795", + "pull_request:7632|pull_request:8691", + "pull_request:10318|pull_request:10494", + "pull_request:10589|pull_request:10717", + "pull_request:1147|pull_request:2588", + "pull_request:1527|pull_request:2009", + "pull_request:2386|pull_request:408", + "pull_request:2595|pull_request:4396", + "pull_request:2892|pull_request:4352" + ], + "prepared_review_unit_hash": "0b049e26065ce45b0ea552b98f1ddc686d47356515ca385bc80f71128c7de95e", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 103495, + "estimated_input_tokens": 25874, + "estimated_eval_tokens": 52004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of superficially similar PRs (docs typos, CI tweaks, LoRA/pipeline example changes, scheduler refactors). None of the soft pairs are convincing duplicates of the same concrete change, so I would not merge any of them together.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR fits this cluster; the items span unrelated docs, tests, CI, LoRA conversion, and pipeline feature work rather than one shared bug/change.", + "best_issue_reason": null, + "best_pr_reason": "No strong global best PR: the cluster is heterogeneous, so any one PR would misrepresent the rest rather than serve as a true canonical example.", + "soft_edge_verdicts": [ + { + "left": "pull_request:7118", + "right": "pull_request:8572", + "accept": false, + "reason": "Both touch docs, but one is IP-Adapter typo cleanup and the other is broad errata/contributing edits; not the same underlying change." + }, + { + "left": "pull_request:3001", + "right": "pull_request:3160", + "accept": false, + "reason": "Both relate to schedulers/Karras sigmas, but they modify different schedulers and different behavior; not one mergeable fix." + }, + { + "left": "pull_request:10497", + "right": "pull_request:9426", + "accept": false, + "reason": "Both edit CI workflow install steps, but one changes tokenizers install source and the other updates artifact uploader versions; unrelated fixes." + }, + { + "left": "pull_request:5672", + "right": "pull_request:5695", + "accept": false, + "reason": "Both are PixArt-related, but one fixes non-square image support and the other fixes masking logic in prompt embedding; different bugs." + }, + { + "left": "pull_request:11353", + "right": "pull_request:11997", + "accept": false, + "reason": "Both target Wan/FLF2V support, but one adds user-facing docs and conversion/pipeline support while the other rewires modular pipeline blocks; too broad and distinct." + }, + { + "left": "pull_request:8564", + "right": "pull_request:8755", + "accept": false, + "reason": "Both are SD3 training changes, but one adds T5 token-limit support and the other fixes text-encoder training logic; separate concerns." + }, + { + "left": "pull_request:10105", + "right": "pull_request:10117", + "accept": false, + "reason": "Both fix README links, but they are separate doc cleanup PRs with different link targets and scope; not the same concrete bug." + }, + { + "left": "pull_request:10205", + "right": "pull_request:11243", + "accept": false, + "reason": "These are different LoRA/example changes: PEFT refactor for instructpix2pix vs musubi Wan LoRA support; no shared code-path fix." + }, + { + "left": "pull_request:12541", + "right": "pull_request:13209", + "accept": false, + "reason": "Both touch lora_conversion_utils, but one fixes latest few-step Wan LoRA head mapping and the other normalizes ZImage LoRA key names; distinct converters." + }, + { + "left": "pull_request:1945", + "right": "pull_request:3847", + "accept": false, + "reason": "One adds UNet block tests, the other adds dependency-soft-check tests; same broad area of tests but not the same issue." + }, + { + "left": "pull_request:2062", + "right": "pull_request:3299", + "accept": false, + "reason": "Different fixes in different components: paint-by-example CPU offload vs LoRA/text-encoder docs and training example sync." + }, + { + "left": "pull_request:2172", + "right": "pull_request:3673", + "accept": false, + "reason": "Both mention multi-GPU DreamBooth, but they patch different parts of the training scripts and fix different bugs." + }, + { + "left": "pull_request:326", + "right": "pull_request:343", + "accept": false, + "reason": "Both are type-hint/scheduler-era changes, but one is a large PNDM-related pipeline/type-hint PR and the other is a narrow DDIM signature/type-hint update." + }, + { + "left": "pull_request:3850", + "right": "pull_request:4761", + "accept": false, + "reason": "Both are test/image-encoder related, but one fixes audio diffusion test setup and the other changes Paint-by-Example encoder initialization." + }, + { + "left": "pull_request:4855", + "right": "pull_request:5943", + "accept": false, + "reason": "Both mention offload/checkpointing-ish core changes, but they address different mechanisms and components; not the same fix." + }, + { + "left": "pull_request:6691", + "right": "pull_request:6795", + "accept": false, + "reason": "Both are advanced DreamBooth LoRA work, but one is a broad feature/bug-fix bundle and the other is specifically SDXL micro-conditioning." + }, + { + "left": "pull_request:7632", + "right": "pull_request:8691", + "accept": false, + "reason": "Both are DreamBooth/LoRA training fixes, but one addresses VAE loading and the other fixes vanilla LoRA loading behavior; separate bugs." + }, + { + "left": "pull_request:10318", + "right": "pull_request:10494", + "accept": false, + "reason": "One adds Flux LoRA integration tests; the other changes tokenizers installation in CI. Shared test file context is not enough to make them the same change." + }, + { + "left": "pull_request:10589", + "right": "pull_request:10717", + "accept": false, + "reason": "Both are IP-Adapter-related, but they target different pipelines (SD3 img2img vs Flux img2img) and distinct implementation paths." + }, + { + "left": "pull_request:1147", + "right": "pull_request:2588", + "accept": false, + "reason": "One loads the text encoder from a subfolder in Flax examples; the other adds LoRA support for the text encoder. Different features." + }, + { + "left": "pull_request:1527", + "right": "pull_request:2009", + "accept": false, + "reason": "The shared inpaint file is incidental: one allows tensor image/mask inputs, the other adds textual inversion loading/offload handling across pipelines." + }, + { + "left": "pull_request:2386", + "right": "pull_request:408", + "accept": false, + "reason": "Both are docs-only, but they are unrelated typo/documentation cleanup PRs with no common bug or change." + }, + { + "left": "pull_request:2595", + "right": "pull_request:4396", + "accept": false, + "reason": "One fixes scheduler config switching between DEIS/DPM/UniPC; the other makes encode_prompt work without a text encoder instance variable. Different code paths." + }, + { + "left": "pull_request:2892", + "right": "pull_request:4352", + "accept": false, + "reason": "One fixes upscaler input validation to allow embeds; the other adds Kandinsky combined pipeline utilities. No meaningful overlap in the underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 47, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:11786", + "pull_request:11994", + "pull_request:12236", + "pull_request:12490", + "pull_request:12530", + "pull_request:12549", + "pull_request:13323", + "pull_request:2398", + "pull_request:2928", + "pull_request:2994", + "pull_request:3127", + "pull_request:3214", + "pull_request:3397", + "pull_request:4078", + "pull_request:4188", + "pull_request:4267", + "pull_request:4607", + "pull_request:4622", + "pull_request:4749", + "pull_request:4947", + "pull_request:5003", + "pull_request:5035", + "pull_request:5090", + "pull_request:5164", + "pull_request:5186", + "pull_request:5367", + "pull_request:5407", + "pull_request:5697", + "pull_request:5741", + "pull_request:6291", + "pull_request:6330", + "pull_request:6564", + "pull_request:6578", + "pull_request:6645", + "pull_request:6787", + "pull_request:6875", + "pull_request:6898", + "pull_request:6910", + "pull_request:7062", + "pull_request:7068", + "pull_request:7166", + "pull_request:7634", + "pull_request:8452", + "pull_request:8467", + "pull_request:8691", + "pull_request:8798", + "pull_request:9008" + ], + "soft_pairs": [ + "pull_request:2928|pull_request:4188", + "pull_request:3127|pull_request:3214", + "pull_request:4267|pull_request:5367", + "pull_request:4607|pull_request:4622", + "pull_request:5090|pull_request:6564", + "pull_request:5697|pull_request:5741", + "pull_request:6291|pull_request:6875", + "pull_request:7068|pull_request:9008", + "pull_request:12236|pull_request:12549", + "pull_request:11786|pull_request:12530", + "pull_request:11994|pull_request:12490", + "pull_request:12490|pull_request:13323", + "pull_request:2398|pull_request:3397", + "pull_request:4078|pull_request:5035", + "pull_request:4749|pull_request:5003", + "pull_request:4947|pull_request:5090", + "pull_request:5035|pull_request:5186", + "pull_request:5164|pull_request:5186", + "pull_request:5407|pull_request:7634", + "pull_request:6330|pull_request:6578", + "pull_request:6645|pull_request:7062", + "pull_request:6787|pull_request:8467", + "pull_request:6898|pull_request:6910", + "pull_request:7166|pull_request:8798", + "pull_request:8452|pull_request:8691", + "pull_request:2928|pull_request:2994" + ], + "prepared_review_unit_hash": "b83a5f30fa8dd06ec703e868f21cb69a84dab74c1e73d23acb5e207c1d15552f", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 95601, + "estimated_input_tokens": 23901, + "estimated_eval_tokens": 48058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy: it contains many unrelated docs, CI, dependency, and feature PRs that only share broad subsystems. None of the soft-edge pairs look like the same underlying bug or change, so all should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:2928", + "right": "pull_request:4188", + "accept": false, + "reason": "Both touch ControlNet training, but one changes local dataset loading and the other fixes SDXL embedding fingerprinting; different problems and code paths." + }, + { + "left": "pull_request:3127", + "right": "pull_request:3214", + "accept": false, + "reason": "Unrelated fixes: img2img safety-checker tensor handling vs an attention reshape shape mismatch." + }, + { + "left": "pull_request:4267", + "right": "pull_request:5367", + "accept": false, + "reason": "Both are docs edits, but one fixes an SDXL image reference and the other corrects tutorial pipeline instantiation; not the same change." + }, + { + "left": "pull_request:4607", + "right": "pull_request:4622", + "accept": false, + "reason": "Related to PushToHub docs, but one updates overview autodo c entries while the other adds a full guide; different scope and content." + }, + { + "left": "pull_request:5090", + "right": "pull_request:6564", + "accept": false, + "reason": "Different fixes in different adapter systems: T2I adapter community pipeline vs IP Adapter path construction." + }, + { + "left": "pull_request:5697", + "right": "pull_request:5741", + "accept": false, + "reason": "Both involve PEFT/LoRA, but one fixes xformers scaling behavior and the other speeds up unloading; not the same bug." + }, + { + "left": "pull_request:6291", + "right": "pull_request:6875", + "accept": false, + "reason": "Test-only changes for different components: LoRA unfusion assertion vs IP Adapter output expectations." + }, + { + "left": "pull_request:7068", + "right": "pull_request:9008", + "accept": false, + "reason": "Both are typo/errata cleanup, but they edit different files and unrelated text; not a duplicate change." + }, + { + "left": "pull_request:12236", + "right": "pull_request:12549", + "accept": false, + "reason": "Both add attention backends, but they implement different backends with different integrations and hardware targets." + }, + { + "left": "pull_request:11786", + "right": "pull_request:12530", + "accept": false, + "reason": "Separate CI test maintenance: big-accelerator marker cleanup vs xfail for one failing test." + }, + { + "left": "pull_request:11994", + "right": "pull_request:12490", + "accept": false, + "reason": "Docs/auth test-failure fix vs an Audioldm2 ClapConfig test update; unrelated changes." + }, + { + "left": "pull_request:12490", + "right": "pull_request:13323", + "accept": false, + "reason": "Different test fixes in different areas: Audioldm2 config setup vs generic device/to-dtype test handling." + }, + { + "left": "pull_request:2398", + "right": "pull_request:3397", + "accept": false, + "reason": "Both are docs, but one adds Pix2Pix Zero content and the other updates LoRA local-path guidance." + }, + { + "left": "pull_request:4078", + "right": "pull_request:5035", + "accept": false, + "reason": "Both touch imports/dependencies, but one requires accelerate for single-file loading and the other stops forcing transformers; opposite and unrelated concerns." + }, + { + "left": "pull_request:4749", + "right": "pull_request:5003", + "accept": false, + "reason": "SDXL DreamBooth LoRA checkpoint loading vs LoRA fuse/unfuse mechanics; different code paths and fixes." + }, + { + "left": "pull_request:4947", + "right": "pull_request:5090", + "accept": false, + "reason": "T2I adapter training tests vs a T2I adapter runtime fix; one is test coverage, the other is a bug fix." + }, + { + "left": "pull_request:5035", + "right": "pull_request:5186", + "accept": false, + "reason": "Optional-import cleanup vs a draft FreeU proof-of-concept; unrelated changes." + }, + { + "left": "pull_request:5164", + "right": "pull_request:5186", + "accept": false, + "reason": "Same feature area, but 5186 is a draft POC while 5164 is the merged FreeU implementation; not a mergeable duplicate change." + }, + { + "left": "pull_request:5407", + "right": "pull_request:7634", + "accept": false, + "reason": "Different example/model changes: mixed-precision training fix vs a high-resolution generation feature." + }, + { + "left": "pull_request:6330", + "right": "pull_request:6578", + "accept": false, + "reason": "Docs-only fixes in different tutorials: SVD rendering/content vs ControlNet heading formatting." + }, + { + "left": "pull_request:6645", + "right": "pull_request:7062", + "accept": false, + "reason": "Unrelated documentation cleanups in different files and topics." + }, + { + "left": "pull_request:6787", + "right": "pull_request:8467", + "accept": false, + "reason": "Different runtime fixes in unrelated pipelines: Marigold input normalization vs SEGA device placement." + }, + { + "left": "pull_request:6898", + "right": "pull_request:6910", + "accept": false, + "reason": "Both standardize model cards, but one is a broad multi-example refactor and the other is a ControlNet-specific follow-up; not the same underlying change." + }, + { + "left": "pull_request:7166", + "right": "pull_request:8798", + "accept": false, + "reason": "Different loading bugs: SDXL LoRA DreamBooth checkpoint restoration vs sharded checkpoint subfolder resolution." + }, + { + "left": "pull_request:8452", + "right": "pull_request:8691", + "accept": false, + "reason": "Single-file loading error fix vs LoRA load selection logic; distinct issues." + }, + { + "left": "pull_request:2928", + "right": "pull_request:2994", + "accept": false, + "reason": "Both are ControlNet training scripts, but one changes dataset loading and the other fixes residual type casting; different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 48, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10222", + "pull_request:10402", + "pull_request:10404", + "pull_request:10825", + "pull_request:10858", + "pull_request:11248", + "pull_request:11303", + "pull_request:11505", + "pull_request:11835", + "pull_request:12018", + "pull_request:12231", + "pull_request:12527", + "pull_request:12552", + "pull_request:12775", + "pull_request:12782", + "pull_request:12883", + "pull_request:13382", + "pull_request:1513", + "pull_request:16", + "pull_request:1977", + "pull_request:2172", + "pull_request:2396", + "pull_request:2415", + "pull_request:2490", + "pull_request:260", + "pull_request:2642", + "pull_request:2647", + "pull_request:2684", + "pull_request:2685", + "pull_request:2954", + "pull_request:3128", + "pull_request:327", + "pull_request:3471", + "pull_request:3499", + "pull_request:3546", + "pull_request:3568", + "pull_request:3577", + "pull_request:360", + "pull_request:3716", + "pull_request:3825", + "pull_request:3921", + "pull_request:3942", + "pull_request:4612", + "pull_request:5499", + "pull_request:5979", + "pull_request:9286", + "pull_request:9760" + ], + "soft_pairs": [ + "pull_request:3499|pull_request:3546", + "pull_request:3921|pull_request:5979", + "pull_request:10222|pull_request:9286", + "pull_request:10402|pull_request:10858", + "pull_request:10404|pull_request:11248", + "pull_request:10404|pull_request:11303", + "pull_request:10825|pull_request:9760", + "pull_request:11505|pull_request:12018", + "pull_request:11835|pull_request:12782", + "pull_request:12231|pull_request:12883", + "pull_request:12527|pull_request:12552", + "pull_request:12775|pull_request:13382", + "pull_request:1513|pull_request:3471", + "pull_request:16|pull_request:260", + "pull_request:1977|pull_request:2415", + "pull_request:2172|pull_request:3128", + "pull_request:2396|pull_request:3942", + "pull_request:2490|pull_request:4612", + "pull_request:2642|pull_request:3825", + "pull_request:2647|pull_request:3825", + "pull_request:2684|pull_request:3825", + "pull_request:2685|pull_request:3825", + "pull_request:2954|pull_request:3716", + "pull_request:327|pull_request:360", + "pull_request:3568|pull_request:4612", + "pull_request:3577|pull_request:5499" + ], + "prepared_review_unit_hash": "cafd536d04bad468c33ff9770c2b0c96665e69e7a42345f7ab5e9d76bbd58016", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 94252, + "estimated_input_tokens": 23563, + "estimated_eval_tokens": 47382 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The pairs are mostly superficial matches: same filenames, same docs-heavy maintenance patterns, or same broad subsystem, but they do not describe the same concrete bug/change. I found no convincing duplicate PR pair in this cluster.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:3499", + "right": "pull_request:3546", + "accept": false, + "reason": "Same panorama file, but 3499 fixes a dpmsolver-specific scheduler bug while 3546 broadens scheduler support; different underlying changes." + }, + { + "left": "pull_request:3921", + "right": "pull_request:5979", + "accept": false, + "reason": "Different features entirely: Blended Latent Diffusion community pipeline vs DDGAN pipeline/scheduler." + }, + { + "left": "pull_request:10222", + "right": "pull_request:9286", + "accept": false, + "reason": "ControlNet PyTorch XLA support vs exporting FluxMultiControlNetModel in __init__.py; unrelated changes." + }, + { + "left": "pull_request:10402", + "right": "pull_request:10858", + "accept": false, + "reason": "Both are docs PRs, but one fixes hunyuan broken links and the other updates the overview table entry for I2VGen-XL; not the same issue." + }, + { + "left": "pull_request:10404", + "right": "pull_request:11248", + "accept": false, + "reason": "Both are typo/docs cleanup, but they touch different pages and different content; not the same underlying fix." + }, + { + "left": "pull_request:10404", + "right": "pull_request:11303", + "accept": false, + "reason": "Different docs files and different typos; no shared concrete bug." + }, + { + "left": "pull_request:10825", + "right": "pull_request:9760", + "accept": false, + "reason": "One adds checkpoint inference guidance to training docs; the other edits README headings/wording. Not the same change." + }, + { + "left": "pull_request:11505", + "right": "pull_request:12018", + "accept": false, + "reason": "Both fix docs wording, but in different documents and on different topics; too broad to be duplicates." + }, + { + "left": "pull_request:11835", + "right": "pull_request:12782", + "accept": false, + "reason": "Different test suites for different models and failure modes; not the same bug." + }, + { + "left": "pull_request:12231", + "right": "pull_request:12883", + "accept": false, + "reason": "Both are typo fixes, but across unrelated example/docs files and different text." + }, + { + "left": "pull_request:12527", + "right": "pull_request:12552", + "accept": false, + "reason": "Code-path fix in Kandinsky5 CFG handling vs docs typo cleanup for Kandinsky5; not mergeable as one fix." + }, + { + "left": "pull_request:12775", + "right": "pull_request:13382", + "accept": false, + "reason": "Both add docs content, but one adds Z-Image pages and the other adds modular auto-docstring documentation; unrelated additions." + }, + { + "left": "pull_request:1513", + "right": "pull_request:3471", + "accept": false, + "reason": "Both touch dreambooth README, but one adds accelerate notebook setup instructions and the other adds a torch.compile note; different edits." + }, + { + "left": "pull_request:16", + "right": "pull_request:260", + "accept": false, + "reason": "General README update vs a small typo fix in examples/inference/readme.md; not the same underlying change." + }, + { + "left": "pull_request:1977", + "right": "pull_request:2415", + "accept": false, + "reason": "Completely different code areas: training/scheduler/model changes vs pipeline_utils import/version handling." + }, + { + "left": "pull_request:2172", + "right": "pull_request:3128", + "accept": false, + "reason": "LoRA validation multi-GPU fix vs img2img timestep selection bug; unrelated." + }, + { + "left": "pull_request:2396", + "right": "pull_request:3942", + "accept": false, + "reason": "Different test failures in different contexts; one is scheduler warning cleanup, the other np/xformers test handling." + }, + { + "left": "pull_request:2490", + "right": "pull_request:4612", + "accept": false, + "reason": "MultiDiffusion docs addition vs controlling_generation link fixes; same docs area but distinct content." + }, + { + "left": "pull_request:2642", + "right": "pull_request:3825", + "accept": false, + "reason": "Separate broken-link docs fixes in different pages; not the same specific link set." + }, + { + "left": "pull_request:2647", + "right": "pull_request:3825", + "accept": false, + "reason": "Scheduler docs wording fix vs control_brightness link correction; unrelated docs changes." + }, + { + "left": "pull_request:2684", + "right": "pull_request:3825", + "accept": false, + "reason": "Custom pipeline overview link fix vs control_brightness link fix; different files and targets." + }, + { + "left": "pull_request:2685", + "right": "pull_request:3825", + "accept": false, + "reason": "KerasCV docs punctuation/newline cleanup vs control_brightness link fix; unrelated." + }, + { + "left": "pull_request:2954", + "right": "pull_request:3716", + "accept": false, + "reason": "Both are pipeline additions, but TextToVideoZero and ParaDiGMS are different features with different codepaths." + }, + { + "left": "pull_request:327", + "right": "pull_request:360", + "accept": false, + "reason": "Both are type-hint cleanups, but for different schedulers/pipeline code and not the same concrete bug." + }, + { + "left": "pull_request:3568", + "right": "pull_request:4612", + "accept": false, + "reason": "Both fix broken links, but in different docs pages and different link targets." + }, + { + "left": "pull_request:3577", + "right": "pull_request:5499", + "accept": false, + "reason": "README link rewrite vs large docs link fix across many pages; similar theme but not the same PR change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 49, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:11469", + "pull_request:1229", + "pull_request:12418", + "pull_request:13352", + "pull_request:13536", + "pull_request:1508", + "pull_request:2892", + "pull_request:3334", + "pull_request:382", + "pull_request:388", + "pull_request:3923", + "pull_request:3987", + "pull_request:4188", + "pull_request:4242", + "pull_request:4352", + "pull_request:4373", + "pull_request:4574", + "pull_request:4707", + "pull_request:4749", + "pull_request:4833", + "pull_request:4859", + "pull_request:5003", + "pull_request:5015", + "pull_request:5051", + "pull_request:5129", + "pull_request:5157", + "pull_request:5202", + "pull_request:5236", + "pull_request:5298", + "pull_request:5420", + "pull_request:5470", + "pull_request:5833", + "pull_request:5834", + "pull_request:6215", + "pull_request:6342", + "pull_request:7050", + "pull_request:7068", + "pull_request:7118", + "pull_request:7632", + "pull_request:8490", + "pull_request:8642", + "pull_request:8860", + "pull_request:9070", + "pull_request:9083", + "pull_request:9086", + "pull_request:9100", + "pull_request:9754", + "pull_request:9760" + ], + "soft_pairs": [ + "pull_request:382|pull_request:388", + "pull_request:3923|pull_request:5236", + "pull_request:3987|pull_request:4707", + "pull_request:4574|pull_request:6342", + "pull_request:5003|pull_request:5298", + "pull_request:5051|pull_request:7068", + "pull_request:5157|pull_request:5833", + "pull_request:7050|pull_request:7118", + "pull_request:8490|pull_request:9760", + "pull_request:8642|pull_request:9100", + "pull_request:8860|pull_request:9760", + "pull_request:9070|pull_request:9083", + "pull_request:9086|pull_request:9754", + "pull_request:4352|pull_request:5470", + "pull_request:5129|pull_request:5202", + "pull_request:1229|pull_request:1508", + "pull_request:13352|pull_request:13536", + "pull_request:2892|pull_request:4373", + "pull_request:3334|pull_request:5015", + "pull_request:4188|pull_request:5420", + "pull_request:4242|pull_request:5833", + "pull_request:4242|pull_request:5834", + "pull_request:4749|pull_request:4859", + "pull_request:4833|pull_request:5157", + "pull_request:6215|pull_request:7632", + "pull_request:11469|pull_request:12418" + ], + "prepared_review_unit_hash": "8947f5d71275297cbc8705bd4ca9b26ae1fc5959644c8f57f0364748918efc09", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 91378, + "estimated_input_tokens": 22845, + "estimated_eval_tokens": 45946 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly false-positive similarity: the pairs span unrelated docs edits, test xfails, pipeline bug fixes, and separate LoRA/Flux/controlnet changes. I don\u2019t see a true duplicate cluster here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a clear duplicate hub; the items are heterogeneous and mostly only share superficial wording or subsystem overlap.", + "best_issue_reason": null, + "best_pr_reason": "No PR is a strong global canonical choice because there is no single underlying bug/change across the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:382", + "right": "pull_request:388", + "accept": false, + "reason": "Both are docs-only pipeline pages, but they document different pipelines and different content." + }, + { + "left": "pull_request:3923", + "right": "pull_request:5236", + "accept": false, + "reason": "One fixes a missing torch import in stable diffusion docs; the other is a Korean docs formatting cleanup. Unrelated." + }, + { + "left": "pull_request:3987", + "right": "pull_request:4707", + "accept": false, + "reason": "Audio Diffusion code snippet fix vs. custom diffusion training README/script adjustments; different change sets and bugs." + }, + { + "left": "pull_request:4574", + "right": "pull_request:6342", + "accept": false, + "reason": "Separate documentation updates in different areas; no shared concrete bug or edit." + }, + { + "left": "pull_request:5003", + "right": "pull_request:5298", + "accept": false, + "reason": "Both touch LoRA internals, but one fixes fuse/unfuse state handling and the other fixes torch.compile behavior for LoRA convs; different code-path problems." + }, + { + "left": "pull_request:5051", + "right": "pull_request:7068", + "accept": false, + "reason": "Broken-link docs fix and typo cleanup are not the same underlying change." + }, + { + "left": "pull_request:5157", + "right": "pull_request:5833", + "accept": false, + "reason": "ControlNet LoRA conversion logic vs. PixArt docs expansion; unrelated." + }, + { + "left": "pull_request:7050", + "right": "pull_request:7118", + "accept": false, + "reason": "Both are typo/doc cleanup PRs, but they edit different docs and fix different wording issues." + }, + { + "left": "pull_request:8490", + "right": "pull_request:9760", + "accept": false, + "reason": "README_sd3 content correction vs. top-level README wording cleanup; no shared concrete bug." + }, + { + "left": "pull_request:8642", + "right": "pull_request:9100", + "accept": false, + "reason": "Different typo fixes in different training docs/code; not the same issue." + }, + { + "left": "pull_request:8860", + "right": "pull_request:9760", + "accept": false, + "reason": "No diff evidence for 8860 and, even if it is a README update, it is not clearly the same change as the top-level README edit." + }, + { + "left": "pull_request:9070", + "right": "pull_request:9083", + "accept": false, + "reason": "A new Flux img2img pipeline and single-file support for Flux Transformer are distinct features." + }, + { + "left": "pull_request:9086", + "right": "pull_request:9754", + "accept": false, + "reason": "Both are Flux training-related, but one adds DreamBooth/LoRA scripts and the other adds a quantized research workflow; not the same concrete fix." + }, + { + "left": "pull_request:4352", + "right": "pull_request:5470", + "accept": false, + "reason": "Different pipeline families and different fixes; only broad subsystem overlap." + }, + { + "left": "pull_request:5129", + "right": "pull_request:5202", + "accept": false, + "reason": "Multiple-LoRA fuse/unfuse support and Kohya checkpoint mapping are related to LoRA, but they solve different problems in different paths." + }, + { + "left": "pull_request:1229", + "right": "pull_request:1508", + "accept": false, + "reason": "Both edit the DreamBooth README, but one changes install guidance and the other clarifies num_class_images; not duplicates." + }, + { + "left": "pull_request:13352", + "right": "pull_request:13536", + "accept": false, + "reason": "Same workflow file, but one adds checkout and the other changes permissions/instructions; separate CI workflow changes." + }, + { + "left": "pull_request:2892", + "right": "pull_request:4373", + "accept": false, + "reason": "Stable Diffusion Upscale input validation vs. SDXL resize ordering; 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different bugs." + }, + { + "left": "pull_request:6215", + "right": "pull_request:7632", + "accept": false, + "reason": "Both mention VAE, but one adjusts PixArt test initialization and the other fixes DreamBooth VAE path handling; not the same issue." + }, + { + "left": "pull_request:11469", + "right": "pull_request:12418", + "accept": false, + "reason": "Both xfail tests, but they target different test files and different version-specific failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 50, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10132", + "pull_request:10359", + "pull_request:10497", + "pull_request:10717", + "pull_request:10750", + "pull_request:10867", + "pull_request:11025", + "pull_request:11353", + "pull_request:11716", + "pull_request:12055", + "pull_request:12164", + "pull_request:1229", + "pull_request:12526", + "pull_request:12551", + "pull_request:12647", + "pull_request:12714", + "pull_request:13058", + "pull_request:1513", + "pull_request:1920", + "pull_request:2398", + "pull_request:2588", + "pull_request:2595", + "pull_request:3128", + "pull_request:4272", + "pull_request:4276", + "pull_request:4396", + "pull_request:4621", + "pull_request:4847", + "pull_request:4862", + "pull_request:4886", + "pull_request:5470", + "pull_request:6419", + "pull_request:6448", + "pull_request:6564", + "pull_request:6898", + "pull_request:6907", + "pull_request:6939", + "pull_request:7118", + "pull_request:7131", + "pull_request:7638", + "pull_request:7717", + "pull_request:7738", + "pull_request:7932", + "pull_request:8825", + "pull_request:9207", + "pull_request:9638", + "pull_request:9696" + ], + "soft_pairs": [ + "pull_request:11716|pull_request:12714", + "pull_request:12551|pull_request:12647", + "pull_request:12526|pull_request:13058", + "pull_request:10359|pull_request:9696", + "pull_request:4862|pull_request:5470", + "pull_request:6898|pull_request:6939", + "pull_request:10750|pull_request:9638", + "pull_request:7638|pull_request:7717", + "pull_request:11025|pull_request:11353", + "pull_request:12055|pull_request:12164", + "pull_request:1920|pull_request:2398", + "pull_request:2588|pull_request:4396", + "pull_request:4272|pull_request:4276", + "pull_request:4621|pull_request:6564", + "pull_request:6564|pull_request:8825", + "pull_request:7118|pull_request:9207", + "pull_request:7131|pull_request:9207", + "pull_request:7932|pull_request:9696", + "pull_request:6898|pull_request:6907", + "pull_request:1229|pull_request:1513", + "pull_request:2595|pull_request:3128", + "pull_request:4862|pull_request:4886", + "pull_request:6448|pull_request:7738", + "pull_request:10717|pull_request:10867", + "pull_request:10132|pull_request:10497", + "pull_request:4847|pull_request:6419" + ], + "prepared_review_unit_hash": "c7bbbead87453643b2bd78a71e0cf20bc49f1e17d73fe6208718395c340ab203", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 103774, + "estimated_input_tokens": 25944, + "estimated_eval_tokens": 52144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the PRs span unrelated CI, docs, LoRA, Flux, Wan, Qwen, scheduler, and test changes. The soft edges are mostly superficial similarity rather than the same underlying bug or feature.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the items do not share one underlying bug or change, so none of the PRs cleanly represents the whole cluster.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good global representative; the cluster is too heterogeneous for a meaningful best-PR choice.", + "soft_edge_verdicts": [ + { + "left": "pull_request:11716", + "right": "pull_request:12714", + "accept": false, + "reason": "Different LoRA problems: return_metadata handling vs Flux2 NaN test; not the same code path." + }, + { + "left": "pull_request:12551", + "right": "pull_request:12647", + "accept": false, + "reason": "Both touch CI skips, but they target different tests and different failures." + }, + { + "left": "pull_request:12526", + "right": "pull_request:13058", + "accept": false, + "reason": "Different Wan features: Animate pipeline vs LTX2 condition pipeline; unrelated changes." + }, + { + "left": "pull_request:10359", + "right": "pull_request:9696", + "accept": false, + "reason": "Unrelated CI/test-workflow changes, not the same underlying fix." + }, + { + "left": "pull_request:4862", + "right": "pull_request:5470", + "accept": false, + "reason": "Different ControlNet bugs: multi-controlnet img2img sizing vs upscale safety checker." + }, + { + "left": "pull_request:6898", + "right": "pull_request:6939", + "accept": false, + "reason": "Both standardize model cards, but for different scripts and content; not one duplicate change." + }, + { + "left": "pull_request:10750", + "right": "pull_request:9638", + "accept": false, + "reason": "Different Flux work: ControlNet img2img support vs Xlabs ControlNets." + }, + { + "left": "pull_request:7638", + "right": "pull_request:7717", + "accept": false, + "reason": "Both are docs/style cleanups, but they fix different files and issues." + }, + { + "left": "pull_request:11025", + "right": "pull_request:11353", + "accept": false, + "reason": "Different Wan additions: LoRA conversion support vs FLF2V pipeline/docs support." + }, + { + "left": "pull_request:12055", + "right": "pull_request:12164", + "accept": false, + "reason": "Qwen-Image base support and Qwen Image Edit support are related but distinct features." + }, + { + "left": "pull_request:1920", + "right": "pull_request:2398", + "accept": false, + "reason": "Different documentation updates for unrelated topics." + }, + { + "left": "pull_request:2588", + "right": "pull_request:4396", + "accept": false, + "reason": "Different changes: LoRA training support vs prompt-encoding dtype fallback." + }, + { + "left": "pull_request:4272", + "right": "pull_request:4276", + "accept": false, + "reason": "Optional import cleanup and pipeline import smoke test are not the same fix." + }, + { + "left": "pull_request:4621", + "right": "pull_request:6564", + "accept": false, + "reason": "Different adapter logic vs IP Adapter path handling; unrelated code-path problems." + }, + { + "left": "pull_request:6564", + "right": "pull_request:8825", + "accept": false, + "reason": "Path generation fix in IP Adapter vs adding ControlNet/IP-Adapter support to K-Diffusion." + }, + { + "left": "pull_request:7118", + "right": "pull_request:9207", + "accept": false, + "reason": "Different docs fixes in different pages; not the same change." + }, + { + "left": "pull_request:7131", + "right": "pull_request:9207", + "accept": false, + "reason": "Same here: separate documentation fixes, not duplicates." + }, + { + "left": "pull_request:7932", + "right": "pull_request:9696", + "accept": false, + "reason": "LoRA test expectation changes and PR-test workflow changes are unrelated." + }, + { + "left": "pull_request:6898", + "right": "pull_request:6907", + "accept": false, + "reason": "Both are model-card standardization efforts, but on different examples and with different edits." + }, + { + "left": "pull_request:1229", + "right": "pull_request:1513", + "accept": false, + "reason": "Both update DreamBooth docs, but they add different instructions for different setup steps." + }, + { + "left": "pull_request:2595", + "right": "pull_request:3128", + "accept": false, + "reason": "Scheduler config switching and img2img timestep slicing solve different bugs." + }, + { + "left": "pull_request:4862", + "right": "pull_request:4886", + "accept": false, + "reason": "Different pipeline bugs in ControlNet img2img vs StableDiffusionUpscale safety checking." + }, + { + "left": "pull_request:6448", + "right": "pull_request:7738", + "accept": false, + "reason": "Different LoRA test/device fixes; same area, but not the same underlying issue." + }, + { + "left": "pull_request:10717", + "right": "pull_request:10867", + "accept": false, + "reason": "Single IP-Adapter support vs multi-IP-Adapter support; related feature area, but not one mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 51, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10115", + "pull_request:10192", + "pull_request:1020", + "pull_request:10222", + "pull_request:10230", + "pull_request:10232", + "pull_request:10253", + "pull_request:10259", + "pull_request:10278", + "pull_request:10318", + "pull_request:10340", + "pull_request:10358", + "pull_request:10376", + "pull_request:10394", + "pull_request:1041", + "pull_request:10431", + "pull_request:10434", + "pull_request:10498", + "pull_request:10531", + "pull_request:10548", + "pull_request:1077", + "pull_request:10802", + "pull_request:10819", + "pull_request:10888", + "pull_request:11204", + "pull_request:11319", + "pull_request:11546", + "pull_request:11623", + "pull_request:11634", + "pull_request:11770", + "pull_request:11789", + "pull_request:11847", + "pull_request:11851", + "pull_request:1194", + "pull_request:12983", + "pull_request:13121", + "pull_request:1412", + "pull_request:2788", + "pull_request:531", + "pull_request:5979", + "pull_request:6303", + "pull_request:8481", + "pull_request:8600", + "pull_request:9116", + "pull_request:9196", + "pull_request:9734", + "pull_request:9860" + ], + "soft_pairs": [ + "pull_request:12983|pull_request:13121", + "pull_request:5979|pull_request:6303", + "pull_request:10192|pull_request:10259", + "pull_request:10340|pull_request:10431", + "pull_request:10115|pull_request:8481", + "pull_request:1020|pull_request:1194", + "pull_request:1020|pull_request:2788", + "pull_request:10222|pull_request:8600", + "pull_request:10230|pull_request:10318", + "pull_request:10232|pull_request:9734", + "pull_request:10253|pull_request:9196", + "pull_request:10278|pull_request:11634", + "pull_request:10358|pull_request:11319", + "pull_request:10376|pull_request:11546", + "pull_request:10394|pull_request:9116", + "pull_request:1041|pull_request:531", + "pull_request:10434|pull_request:11847", + "pull_request:10498|pull_request:11204", + "pull_request:10531|pull_request:11851", + "pull_request:10548|pull_request:11789", + "pull_request:1077|pull_request:1412", + "pull_request:10802|pull_request:11623", + "pull_request:10819|pull_request:11770", + "pull_request:10819|pull_request:11851", + "pull_request:10888|pull_request:9860" + ], + "prepared_review_unit_hash": "6ba40b6176c33a9d2dd02455129087c8caf5bc1cfb69a8a0f8a404a5dd3eefed", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 95854, + "estimated_input_tokens": 23964, + "estimated_eval_tokens": 48184 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a grab bag of unrelated PRs: docs cleanups, test-only changes, and a few distinct runtime fixes/features across Flux, Sana, HunyuanVideo, XLA, and LTX. 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opposite directions and different bugs." + }, + { + "left": "pull_request:10365", + "right": "pull_request:9386", + "accept": false, + "reason": "Torch/XLA support for Aura Flow and PAG inpaint support are unrelated pipeline features." + }, + { + "left": "pull_request:10648", + "right": "pull_request:10885", + "accept": false, + "reason": "One is a DDPM docs update for sigmoid scheduling, the other adds CogVideoX scheduler docs; different documentation topics." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 61, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:11248", + "pull_request:11303", + "pull_request:11473", + "pull_request:11755", + "pull_request:11835", + "pull_request:11891", + "pull_request:12018", + "pull_request:12193", + "pull_request:12360", + "pull_request:12464", + "pull_request:2004", + "pull_request:2029", + "pull_request:2339", + "pull_request:2536", + "pull_request:2559", + "pull_request:2976", + "pull_request:3128", + "pull_request:3214", + "pull_request:3226", + "pull_request:3471", + "pull_request:3506", + "pull_request:3642", + "pull_request:4211", + "pull_request:4248", + "pull_request:4457", + "pull_request:4595", + "pull_request:4707", + "pull_request:4797", + "pull_request:4934", + "pull_request:5015", + "pull_request:5041", + "pull_request:5707", + "pull_request:5807", + "pull_request:5844", + "pull_request:6002", + "pull_request:6216", + "pull_request:6279", + "pull_request:6311", + "pull_request:6389", + "pull_request:652", + "pull_request:6680", + "pull_request:6848", + "pull_request:6962", + "pull_request:7627", + "pull_request:7747", + "pull_request:7910", + "pull_request:8272", + "pull_request:9100" + ], + "soft_pairs": [ + "pull_request:11248|pull_request:11891", + "pull_request:11303|pull_request:11891", + "pull_request:11473|pull_request:12018", + "pull_request:11755|pull_request:11835", + "pull_request:11891|pull_request:12193", + "pull_request:12360|pull_request:12464", + "pull_request:2004|pull_request:2029", + "pull_request:2339|pull_request:3471", + "pull_request:2536|pull_request:652", + "pull_request:2559|pull_request:3226", + "pull_request:2976|pull_request:5015", + "pull_request:3128|pull_request:3214", + "pull_request:3506|pull_request:4248", + "pull_request:3642|pull_request:4457", + "pull_request:4211|pull_request:4797", + "pull_request:4595|pull_request:6311", + "pull_request:4707|pull_request:4934", + "pull_request:5041|pull_request:5707", + "pull_request:5807|pull_request:7627", + "pull_request:5844|pull_request:7910", + "pull_request:6002|pull_request:6389", + "pull_request:6216|pull_request:7747", + "pull_request:6279|pull_request:6848", + "pull_request:6680|pull_request:6962", + "pull_request:8272|pull_request:9100" + ], + "prepared_review_unit_hash": "29e8589d03941c1d746d316a08b557970999a6f909e1f558b441a042334b72c2", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 93334, + "estimated_input_tokens": 23334, + "estimated_eval_tokens": 46924 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of small docs, test, and code-fix PRs. 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Same docs domain, different artifacts." + }, + { + "left": "pull_request:6002", + "right": "pull_request:6389", + "accept": false, + "reason": "Same Stable Video Diffusion file, but one fixes guidance-scale semantics and the other only changes the noise_aug_strength type." + }, + { + "left": "pull_request:6216", + "right": "pull_request:7747", + "accept": false, + "reason": "Both are test-related, but one patches PEFT LoRA key handling and the other fixes a VAE tiling assertion." + }, + { + "left": "pull_request:6279", + "right": "pull_request:6848", + "accept": false, + "reason": "Both touch LCM distillation scripts, but they fix different bugs: guidance-scale embedding on multi-GPU vs target U-Net initialization." + }, + { + "left": "pull_request:6680", + "right": "pull_request:6962", + "accept": false, + "reason": "Different test failures: DPM slow-test setup versus PixArt slow-test generator handling." + }, + { + "left": "pull_request:8272", + "right": "pull_request:9100", + "accept": false, + "reason": "Both are grammatical errata, but they change unrelated messages in different code paths and files." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 62, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10318", + "pull_request:10968", + "pull_request:11174", + "pull_request:1136", + "pull_request:11743", + "pull_request:11814", + "pull_request:11913", + "pull_request:12005", + "pull_request:1215", + "pull_request:12611", + "pull_request:12723", + "pull_request:13208", + "pull_request:1788", + "pull_request:2588", + "pull_request:2693", + "pull_request:2836", + "pull_request:3691", + "pull_request:3912", + "pull_request:4099", + "pull_request:4395", + "pull_request:4666", + "pull_request:4749", + "pull_request:4859", + "pull_request:5090", + "pull_request:5407", + "pull_request:5928", + "pull_request:6119", + "pull_request:6215", + "pull_request:6509", + "pull_request:6564", + "pull_request:6645", + "pull_request:6787", + "pull_request:6898", + "pull_request:6909", + "pull_request:7247", + "pull_request:7353", + "pull_request:7738", + "pull_request:7764", + "pull_request:7932", + "pull_request:8660", + "pull_request:8810", + "pull_request:8819", + "pull_request:8864", + "pull_request:9070", + "pull_request:9206", + "pull_request:9411", + "pull_request:9473", + "pull_request:9601" + ], + "soft_pairs": [ + "pull_request:8810|pull_request:9070", + "pull_request:8864|pull_request:9070", + "pull_request:9473|pull_request:9601", + "pull_request:6898|pull_request:6909", + "pull_request:12723|pull_request:13208", + "pull_request:10968|pull_request:11174", + "pull_request:11913|pull_request:12611", + "pull_request:5928|pull_request:6509", + "pull_request:7738|pull_request:9411", + "pull_request:10318|pull_request:11743", + "pull_request:1136|pull_request:2836", + "pull_request:11814|pull_request:12005", + "pull_request:1215|pull_request:1788", + "pull_request:2588|pull_request:3691", + "pull_request:2588|pull_request:3912", + "pull_request:2693|pull_request:4859", + "pull_request:4099|pull_request:4395", + "pull_request:4666|pull_request:4749", + "pull_request:5090|pull_request:6119", + "pull_request:5407|pull_request:6564", + "pull_request:6215|pull_request:7247", + "pull_request:6645|pull_request:6787", + "pull_request:7353|pull_request:8660", + "pull_request:7764|pull_request:8819", + "pull_request:7932|pull_request:9206" + ], + "prepared_review_unit_hash": "c9733e34c0ab650e17a6d59a774d732fc75b62ae22227ada8039f50e0c86e51f", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 102117, + "estimated_input_tokens": 25530, + "estimated_eval_tokens": 51316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the pairs mostly share broad subsystems or file paths, but not the same concrete bug/change. 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Same broad area only." + }, + { + "left": "pull_request:8864", + "right": "pull_request:9070", + "accept": false, + "reason": "Unrelated PRs; one adds SD ControlNet PAG img2img support, the other adds FLUX img2img pipeline code." + }, + { + "left": "pull_request:9473", + "right": "pull_request:9601", + "accept": false, + "reason": "Different fixes in different training scripts and codepaths: Flux DreamBooth LoRA LR handling vs SD3 ControlNet VAE dtype." + }, + { + "left": "pull_request:6898", + "right": "pull_request:6909", + "accept": false, + "reason": "Both standardize model cards, but they touch separate example families and are not the same concrete change." + }, + { + "left": "pull_request:12723", + "right": "pull_request:13208", + "accept": false, + "reason": "Distinct model launches: LongSANA video generation vs Helios video generation. No shared bug or change." + }, + { + "left": "pull_request:10968", + "right": "pull_request:11174", + "accept": false, + "reason": "Both LTX-related, but one is the 0.9.5 release integration and the other is a later pipeline refactor; not the same fix." + }, + { + "left": "pull_request:11913", + "right": "pull_request:12611", + "accept": false, + "reason": "Both concern Wan modular pipelines, but they appear to be separate generation/version efforts rather than one mergeable fix." + }, + { + "left": "pull_request:5928", + "right": "pull_request:6509", + "accept": false, + "reason": "Different community pipelines and README updates; related area, not the same underlying change." + }, + { + "left": "pull_request:7738", + "right": "pull_request:9411", + "accept": false, + "reason": "Both touch LoRA device movement, but one is a test/device guard fix and the other is a DoRA-specific adapter movement fix." + }, + { + "left": "pull_request:10318", + "right": "pull_request:11743", + "accept": false, + "reason": "Tests for Flux LoRA expansion vs a new shortened Flux training script; 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unrelated." + }, + { + "left": "pull_request:6645", + "right": "pull_request:6787", + "accept": false, + "reason": "Community README cleanup vs Marigold input-range normalization fix; unrelated." + }, + { + "left": "pull_request:7353", + "right": "pull_request:8660", + "accept": false, + "reason": "Separate pipeline updates for SDXL ControlNet img2img and SD3 ControlNet; same domain only." + }, + { + "left": "pull_request:7764", + "right": "pull_request:8819", + "accept": false, + "reason": "Both involve AnimateDiff tooling, but conversion-script safetensor loading and single-file loading support are different changes." + }, + { + "left": "pull_request:7932", + "right": "pull_request:9206", + "accept": false, + "reason": "LoRA test expectation updates vs xformers test fixes; no common bug or codepath." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 63, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:11522", + "pull_request:12387", + "pull_request:12395", + "pull_request:13209", + "pull_request:13255", + "pull_request:13280", + "pull_request:2037", + "pull_request:2385", + "pull_request:2397", + "pull_request:3245", + "pull_request:325", + "pull_request:3321", + "pull_request:333", + "pull_request:335", + "pull_request:3471", + "pull_request:3589", + "pull_request:365", + "pull_request:3859", + "pull_request:3866", + "pull_request:3952", + "pull_request:3968", + "pull_request:4022", + "pull_request:4058", + "pull_request:4078", + "pull_request:4196", + "pull_request:4223", + "pull_request:4240", + "pull_request:4262", + "pull_request:4272", + "pull_request:4301", + "pull_request:4343", + "pull_request:4397", + "pull_request:4408", + "pull_request:4717", + "pull_request:5057", + "pull_request:5298", + "pull_request:5386", + "pull_request:5671", + "pull_request:5833", + "pull_request:5834", + "pull_request:6078", + "pull_request:6081", + "pull_request:6144", + "pull_request:6236", + "pull_request:6633", + "pull_request:7068", + "pull_request:7451" + ], + "soft_pairs": [ + "pull_request:2385|pull_request:2397", + "pull_request:11522|pull_request:12395", + "pull_request:4408|pull_request:5057", + "pull_request:12387|pull_request:13280", + "pull_request:3859|pull_request:3968", + "pull_request:13209|pull_request:13255", + "pull_request:2037|pull_request:3589", + "pull_request:3245|pull_request:4022", + "pull_request:325|pull_request:365", + "pull_request:3321|pull_request:4301", + "pull_request:333|pull_request:335", + "pull_request:3471|pull_request:5298", + "pull_request:3866|pull_request:4343", + "pull_request:3952|pull_request:5671", + "pull_request:4058|pull_request:4196", + "pull_request:4078|pull_request:5833", + "pull_request:4078|pull_request:5834", + "pull_request:4223|pull_request:4262", + "pull_request:4240|pull_request:4717", + "pull_request:4272|pull_request:5834", + "pull_request:4397|pull_request:6236", + "pull_request:5386|pull_request:7068", + "pull_request:5386|pull_request:7451", + "pull_request:6078|pull_request:6081", + "pull_request:6144|pull_request:6633" + ], + "prepared_review_unit_hash": "04e6f4fbdffae45ebb120621ebde3463324c0ffc12e28757a747675e60211e6f", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 98879, + "estimated_input_tokens": 24720, + "estimated_eval_tokens": 49696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share a file, subsystem, or theme, but they do not describe the same concrete bug/change. I would not merge any of the soft edges as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a canonical duplicate target here; the items span unrelated docs, training scripts, loading fixes, and scheduler/model changes.", + "best_issue_reason": null, + "best_pr_reason": "No PR stands out as a global representative duplicate target, because the cluster does not center on one underlying fix or feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:2385", + "right": "pull_request:2397", + "accept": false, + "reason": "Same pipeline file, but 2385 adds a utility helper while 2397 adds DDIM inversion support and docs; different changes." + }, + { + "left": "pull_request:11522", + "right": "pull_request:12395", + "accept": false, + "reason": "Completely unrelated PRs: AudioLDM2 transformers compatibility vs workflow changes for prerelease installs." + }, + { + "left": "pull_request:4408", + "right": "pull_request:5057", + "accept": false, + "reason": "Both touch SDXL-related code, but one fixes from_single_file loading and the other adds clip-skip support; different code paths." + }, + { + "left": "pull_request:12387", + "right": "pull_request:13280", + "accept": false, + "reason": "Both concern attention backends, but they add different kernels features (flash_hub vs flash_4_hub); not the same change." + }, + { + "left": "pull_request:3859", + "right": "pull_request:3968", + "accept": false, + "reason": "Large SDXL PRs, but one adds new pipelines and the other improves existing SDXL docs/loaders; not a single duplicate fix." + }, + { + "left": "pull_request:13209", + "right": "pull_request:13255", + "accept": false, + "reason": "Same helper file, but one normalizes ZImage key names and the other handles missing alpha tensors; distinct LoRA conversion bugs." + }, + { + "left": "pull_request:2037", + "right": "pull_request:3589", + "accept": false, + "reason": "Both are community README updates, but they add different pipelines/docs and different reference-trick notes." + }, + { + "left": "pull_request:3245", + "right": "pull_request:4022", + "accept": false, + "reason": "Separate translation updates for different languages, so they are not duplicates." + }, + { + "left": "pull_request:325", + "right": "pull_request:365", + "accept": false, + "reason": "Both are type-hint cleanups, but they affect different models/pipelines and are unrelated changes." + }, + { + "left": "pull_request:3321", + "right": "pull_request:4301", + "accept": false, + "reason": "Different documentation areas: controlling-generation overview vs Kandinsky docs." + }, + { + "left": "pull_request:333", + "right": "pull_request:335", + "accept": false, + "reason": "Both are type-hint PRs, but one targets a pipeline and the other a scheduler; separate changes." + }, + { + "left": "pull_request:3471", + "right": "pull_request:5298", + "accept": false, + "reason": "DreamBooth docs note vs LoRA convolution compile fix; unrelated changes." + }, + { + "left": "pull_request:3866", + "right": "pull_request:4343", + "accept": false, + "reason": "Both add a LoRA rank argument, but to different training scripts and flows; not the same concrete change." + }, + { + "left": "pull_request:3952", + "right": "pull_request:5671", + "accept": false, + "reason": "Unrelated test/workflow changes; no shared underlying bug or feature." + }, + { + "left": "pull_request:4058", + "right": "pull_request:4196", + "accept": false, + "reason": "Both are docs edits around SDXL, but they fix different documentation sections and examples." + }, + { + "left": "pull_request:4078", + "right": "pull_request:5833", + "accept": false, + "reason": "One enforces accelerate for from_single_file, the other fixes import paths for ControlNet single-file loading; different problems." + }, + { + "left": "pull_request:4078", + "right": "pull_request:5834", + "accept": false, + "reason": "Different single-file loading bug: dependency check versus import path correction." + }, + { + "left": "pull_request:4223", + "right": "pull_request:4262", + "accept": false, + "reason": "Both are training-script fixes, but for different scripts and issues; not mergeable as one PR." + }, + { + "left": "pull_request:4240", + "right": "pull_request:4717", + "accept": false, + "reason": "Both are docs fixes, but they touch different pages and different errors." + }, + { + "left": "pull_request:4272", + "right": "pull_request:5834", + "accept": false, + "reason": "Import cleanup in pipeline folders versus a single-file loading import bug; related theme, but different code paths." + }, + { + "left": "pull_request:4397", + "right": "pull_request:6236", + "accept": false, + "reason": "SDXL docstring tweak vs ControlNet inpainting docs example; unrelated documentation fixes." + }, + { + "left": "pull_request:5386", + "right": "pull_request:7068", + "accept": false, + "reason": "Both are typo-fix sweeps, but they are broad, separate PRs across different files and times." + }, + { + "left": "pull_request:5386", + "right": "pull_request:7451", + "accept": false, + "reason": "Another broad typo-fix sweep; similar theme, but not the same underlying change." + }, + { + "left": "pull_request:6078", + "right": "pull_request:6081", + "accept": false, + "reason": "Both mention sigmas, but one fixes Euler Discrete scheduler behavior and the other adjusts SDXL pipeline handling for torch.compile." + }, + { + "left": "pull_request:6144", + "right": "pull_request:6633", + "accept": false, + "reason": "Unrelated fixes: saving LoRA weights from an unwrapped model versus reading checkpoint YAML contents." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 64, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10378", + "pull_request:10510", + "pull_request:10532", + "pull_request:10595", + "pull_request:10717", + "pull_request:10728", + "pull_request:10808", + "pull_request:10951", + "pull_request:11188", + "pull_request:11704", + "pull_request:11896", + "pull_request:12074", + "pull_request:12117", + "pull_request:12170", + "pull_request:12249", + "pull_request:1226", + "pull_request:12416", + "pull_request:12439", + "pull_request:12562", + "pull_request:12634", + "pull_request:13120", + "pull_request:13134", + "pull_request:13229", + "pull_request:13280", + "pull_request:13321", + "pull_request:13410", + "pull_request:1570", + "pull_request:1622", + "pull_request:2009", + "pull_request:2464", + "pull_request:2489", + "pull_request:2921", + "pull_request:3506", + "pull_request:3806", + "pull_request:3852", + "pull_request:3921", + "pull_request:4034", + "pull_request:4099", + "pull_request:4370", + "pull_request:5127", + "pull_request:5823", + "pull_request:5938", + "pull_request:6303", + "pull_request:7227", + "pull_request:9168", + "pull_request:9985", + "pull_request:9988" + ], + "soft_pairs": [ + "pull_request:7227|pull_request:9168", + "pull_request:12439|pull_request:13280", + "pull_request:10717|pull_request:10728", + "pull_request:13120|pull_request:13410", + "pull_request:2464|pull_request:2921", + "pull_request:3506|pull_request:3806", + "pull_request:4034|pull_request:5823", + "pull_request:10951|pull_request:11188", + "pull_request:9985|pull_request:9988", + "pull_request:12074|pull_request:12562", + "pull_request:10510|pull_request:10595", + "pull_request:1226|pull_request:2009", + "pull_request:4099|pull_request:4370", + "pull_request:12117|pull_request:12249", + "pull_request:12416|pull_request:12439", + "pull_request:5127|pull_request:5938", + "pull_request:10532|pull_request:10808", + "pull_request:10378|pull_request:11704", + "pull_request:13134|pull_request:13321", + "pull_request:1570|pull_request:1622", + "pull_request:2489|pull_request:3852", + "pull_request:3921|pull_request:6303", + "pull_request:11896|pull_request:12170", + "pull_request:12634|pull_request:13229" + ], + "prepared_review_unit_hash": "97120932c1ea37dea9ef865ce08ac8309f3884e952b7dc682d232d394090d42e", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 101872, + "estimated_input_tokens": 25468, + "estimated_eval_tokens": 51192 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: it contains many unrelated PRs across training scripts, LoRA loading, Flux, QwenImage, Sana, docs, and attention backends. The soft pairs are mostly false positives from broad subsystem overlap or nearby filenames, not the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the cluster spans many unrelated feature additions and bug fixes, so none of the PRs cleanly represents the whole set as a duplicate target.", + "best_issue_reason": null, + "best_pr_reason": "No PR is a good global representative because the items do not share one concrete code-path problem or one mergeable change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:7227", + "right": "pull_request:9168", + "accept": false, + "reason": "Both touch DreamBooth/LoRA script args, but they are different training scripts and different changes; not the same bug or patch." + }, + { + "left": "pull_request:12439", + "right": "pull_request:13280", + "accept": false, + "reason": "Both extend attention backends, but one adds kernels-based FA2/sage support and the other adds FA4 support; distinct backend changes." + }, + { + "left": "pull_request:10717", + "right": "pull_request:10728", + "accept": false, + "reason": "One adds IP-Adapter support to Flux Img2Img pipelines; the other adjusts quantized Flux IP-Adapter loading. Related area, different code paths and goals." + }, + { + "left": "pull_request:13120", + "right": "pull_request:13410", + "accept": false, + "reason": "One adds tests for robust model loading; the other is an agent/modular doc update. Not the same underlying change." + }, + { + "left": "pull_request:2464", + "right": "pull_request:2921", + "accept": false, + "reason": "Different fixes: training script xformers handling vs CPU offload indentation/behavior. Shared pipeline context only." + }, + { + "left": "pull_request:3506", + "right": "pull_request:3806", + "accept": false, + "reason": "One fixes checkpoint resume step scaling in code; the other adds README guidance for loading from checkpoints. Docs vs code, not duplicates." + }, + { + "left": "pull_request:4034", + "right": "pull_request:5823", + "accept": false, + "reason": "Both are LoRA utilities, but one adds unload_lora_weights and the other adds adapter_names to fuse_lora. Separate features." + }, + { + "left": "pull_request:10951", + "right": "pull_request:11188", + "accept": false, + "reason": "Both are community pipeline additions, but they implement different pipelines and touch the shared README only incidentally." + }, + { + "left": "pull_request:9985", + "right": "pull_request:9988", + "accept": false, + "reason": "Flux family additions overlap, but 9985 is a broader multi-variant release while 9988 is Redux-only; not one concrete change." + }, + { + "left": "pull_request:12074", + "right": "pull_request:12562", + "accept": false, + "reason": "Wan 2.2 LoRA loading support and a context-parallel crash fix are unrelated problems in different layers." + }, + { + "left": "pull_request:10510", + "right": "pull_request:10595", + "accept": false, + "reason": "DC-AE tiling support and bf16 attention dtype handling are separate fixes, even though both involve SANA/DC-AE." + }, + { + "left": "pull_request:1226", + "right": "pull_request:2009", + "accept": false, + "reason": "Padding/truncation fixes in stable diffusion are unrelated to adding textual inversion loader support." + }, + { + "left": "pull_request:4099", + "right": "pull_request:4370", + "accept": false, + "reason": "One fixes prompt embedding handling in SDXL; the other corrects a dummy import path. No shared bug." + }, + { + "left": "pull_request:12117", + "right": "pull_request:12249", + "accept": false, + "reason": "QwenImage pipeline additions and Step1X-Edit pipeline creation are entirely different feature areas." + }, + { + "left": "pull_request:12416", + "right": "pull_request:12439", + "accept": false, + "reason": "Modular QwenImage Edit Plus support is unrelated to attention backend kernel support." + }, + { + "left": "pull_request:5127", + "right": "pull_request:5938", + "accept": false, + "reason": "Multi-adapter image preprocessing in SDXL AdapterPipeline and ControlNet LoRA support are different pipeline features." + }, + { + "left": "pull_request:10532", + "right": "pull_request:10808", + "accept": false, + "reason": "LoRA state-dict parsing and PEFT config-key handling are both loader-related, but they fix different parsing/configuration bugs." + }, + { + "left": "pull_request:10378", + "right": "pull_request:11704", + "accept": false, + "reason": "DreamBooth LoRA DS support and Wan AccVideo LoRA conversion are unrelated training/conversion changes." + }, + { + "left": "pull_request:13134", + "right": "pull_request:13321", + "accept": false, + "reason": "A typing annotation cleanup in Cosmos is unrelated to guarding a torchvision import in a Cosmos pipeline." + }, + { + "left": "pull_request:1570", + "right": "pull_request:1622", + "accept": false, + "reason": "Both touch lpw_stable_diffusion community code, but one is a refactor/compatibility cleanup and the other is a later compatibility fix; not the same concrete patch." + }, + { + "left": "pull_request:2489", + "right": "pull_request:3852", + "accept": false, + "reason": "Core ML docs addition and a contributor note in paradigms docs are unrelated documentation-only changes." + }, + { + "left": "pull_request:3921", + "right": "pull_request:6303", + "accept": false, + "reason": "A blended text inpainting community pipeline and an ADD distillation training script are different features with no shared bug." + }, + { + "left": "pull_request:11896", + "right": "pull_request:12170", + "accept": false, + "reason": "One fixes disabling hooks when loading LoRAs; the other broadens Qwen LoRA conversion support. Same subsystem, different code paths." + }, + { + "left": "pull_request:12634", + "right": "pull_request:13229", + "accept": false, + "reason": "SANA-Video I2V pipeline support and adding an LTX2 VAE are related to SANA-Video, but they address different enhancements and are not mergeable as one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 65, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10136", + "pull_request:10494", + "pull_request:11243", + "pull_request:11384", + "pull_request:11534", + "pull_request:11588", + "pull_request:11684", + "pull_request:11802", + "pull_request:11843", + "pull_request:11869", + "pull_request:11997", + "pull_request:12425", + "pull_request:12714", + "pull_request:13209", + "pull_request:13255", + "pull_request:13275", + "pull_request:13330", + "pull_request:1623", + "pull_request:1937", + "pull_request:2092", + "pull_request:2994", + "pull_request:3128", + "pull_request:3921", + "pull_request:4481", + "pull_request:4572", + "pull_request:5015", + "pull_request:5090", + "pull_request:5186", + "pull_request:6144", + "pull_request:6215", + "pull_request:6229", + "pull_request:6578", + "pull_request:6961", + "pull_request:7062", + "pull_request:7113", + "pull_request:7116", + "pull_request:7353", + "pull_request:748", + "pull_request:7825", + "pull_request:7938", + "pull_request:826", + "pull_request:8684", + "pull_request:8825", + "pull_request:9257", + "pull_request:9400", + "pull_request:9676", + "pull_request:9687" + ], + "soft_pairs": [ + "pull_request:10494|pull_request:9257", + "pull_request:11243|pull_request:11843", + "pull_request:12425|pull_request:13209", + "pull_request:13275|pull_request:13330", + "pull_request:1623|pull_request:2092", + "pull_request:3921|pull_request:4481", + "pull_request:5015|pull_request:6578", + "pull_request:5090|pull_request:7062", + "pull_request:5186|pull_request:7113", + "pull_request:6144|pull_request:7353", + "pull_request:6215|pull_request:7825", + "pull_request:6229|pull_request:6961", + "pull_request:7116|pull_request:7938", + "pull_request:748|pull_request:826", + "pull_request:7825|pull_request:9400", + "pull_request:8684|pull_request:9676", + "pull_request:8825|pull_request:9687", + "pull_request:11588|pull_request:11997", + "pull_request:10136|pull_request:11534", + "pull_request:11684|pull_request:11869", + "pull_request:10494|pull_request:11843", + "pull_request:11384|pull_request:11802", + "pull_request:12714|pull_request:13255", + "pull_request:1937|pull_request:3128", + "pull_request:2994|pull_request:4572" + ], + "prepared_review_unit_hash": "988b89b1e7fd234098767d64d5d945745bdec764d1a37073423c147e8b41cd0c", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 94001, + "estimated_input_tokens": 23501, + "estimated_eval_tokens": 47258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidates are a heterogeneous set of unrelated PRs that only share broad topical similarity (LoRA, CI, docs, or model-specific changes). 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No shared code path." + }, + { + "left": "pull_request:11243", + "right": "pull_request:11843", + "accept": false, + "reason": "Musubi Wan LoRA conversion support and Wan VACE exclude_modules tests are distinct changes; one is production conversion code, the other is a test file." + }, + { + "left": "pull_request:12425", + "right": "pull_request:13209", + "accept": false, + "reason": "Torch.distributed import guard is unrelated to ZImage LoRA conversion normalization." + }, + { + "left": "pull_request:13275", + "right": "pull_request:13330", + "accept": false, + "reason": "Hunyuan test kwargs cleanup vs torchao test/workflow fixes are unrelated test maintenance changes." + }, + { + "left": "pull_request:1623", + "right": "pull_request:2092", + "accept": false, + "reason": "Both touch requirements files, but one upgrades transformers and the other removes wandb in a different file and timeframe." + }, + { + "left": "pull_request:3921", + "right": "pull_request:4481", + "accept": false, 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+ "reason": "PixArt test seeding/expectation update and model device-map test guards are separate test fixes." + }, + { + "left": "pull_request:6229", + "right": "pull_request:6961", + "accept": false, + "reason": "Fast push test dependency addition vs single-file loader fast tests are different CI/test concerns." + }, + { + "left": "pull_request:7116", + "right": "pull_request:7938", + "accept": false, + "reason": "Switching workflow installs to uv and changing Docker status reporting are unrelated CI changes." + }, + { + "left": "pull_request:748", + "right": "pull_request:826", + "accept": false, + "reason": "Both are DreamBooth-related, but one fixes push_to_hub invocation while the other fixes fp16 loss casting; different bugs." + }, + { + "left": "pull_request:7825", + "right": "pull_request:9400", + "accept": false, + "reason": "Model offload/device-map test guards and single-file pipeline device-agnostic tests are not the same issue." + }, + { + "left": "pull_request:8684", + "right": "pull_request:9676", + "accept": false, + "reason": "ControlNet inpaint docs import fix and EntryNotFoundError import fix are unrelated." + }, + { + "left": "pull_request:8825", + "right": "pull_request:9687", + "accept": false, + "reason": "k-diffusion ControlNet/IP-Adapter support and Xlabs ControlNet support are different model integrations." + }, + { + "left": "pull_request:11588", + "right": "pull_request:11997", + "accept": false, + "reason": "Wan I2V LoRA support for one implementation and modular Wan I2V/FLF2V pipeline refactor are related by subsystem only, not the same concrete change." + }, + { + "left": "pull_request:10136", + "right": "pull_request:11534", + "accept": false, + "reason": "Hunyuan Video core pipeline support and Framepack F1 extension are different features, with different entry points and filenames." + }, + { + "left": "pull_request:11684", + "right": "pull_request:11869", + "accept": false, + "reason": "GGUF single-file loading support and GGUF CUDA kernel acceleration are separate features." + }, + { + "left": "pull_request:10494", + "right": "pull_request:11843", + "accept": false, + "reason": "Tokenizers workflow install fix and Wan VACE exclude_modules tests are unrelated." + }, + { + "left": "pull_request:11384", + "right": "pull_request:11802", + "accept": false, + "reason": "HiDream deprecation version bump and LoRA deprecation cleanup are different code paths and concerns." + }, + { + "left": "pull_request:12714", + "right": "pull_request:13255", + "accept": false, + "reason": "Flux2 LoRA NaN test fix and ZImage non-diffusers LoRA loading fix are unrelated model families and bugs." + }, + { + "left": "pull_request:1937", + "right": "pull_request:3128", + "accept": false, + "reason": "EMA extraction logic and img2img timestep slicing are distinct conversion/pipeline bugs." + }, + { + "left": "pull_request:2994", + "right": "pull_request:4572", + "accept": false, + "reason": "ControlNet training dtype casting and network_alpha->network_alphas rename are separate example-script fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 66, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10205", + "pull_request:10206", + "pull_request:10597", + "pull_request:10718", + "pull_request:10750", + "pull_request:10911", + "pull_request:11113", + "pull_request:11124", + "pull_request:11755", + "pull_request:11786", + "pull_request:11802", + "pull_request:11823", + "pull_request:11835", + "pull_request:11994", + "pull_request:12004", + "pull_request:12041", + "pull_request:12490", + "pull_request:3321", + "pull_request:3334", + "pull_request:3675", + "pull_request:3798", + "pull_request:3924", + "pull_request:4099", + "pull_request:4629", + "pull_request:4659", + "pull_request:4666", + "pull_request:4714", + "pull_request:4744", + "pull_request:4783", + "pull_request:4847", + "pull_request:4859", + "pull_request:5506", + "pull_request:5807", + "pull_request:5979", + "pull_request:6259", + "pull_request:6673", + "pull_request:6764", + "pull_request:6904", + "pull_request:6972", + "pull_request:7507", + "pull_request:7786", + "pull_request:8467", + "pull_request:8685", + "pull_request:8913", + "pull_request:9257", + "pull_request:9473", + "pull_request:9838", + "pull_request:9993" + ], + "soft_pairs": [ + "pull_request:3321|pull_request:3924", + "pull_request:3675|pull_request:4859", + "pull_request:3798|pull_request:4714", + "pull_request:4099|pull_request:4859", + "pull_request:4859|pull_request:6972", + "pull_request:6764|pull_request:8685", + "pull_request:7786|pull_request:8467", + "pull_request:8913|pull_request:9993", + "pull_request:6673|pull_request:7507", + "pull_request:10205|pull_request:10206", + "pull_request:10206|pull_request:9473", + "pull_request:3334|pull_request:4744", + "pull_request:4629|pull_request:4666", + "pull_request:4659|pull_request:4783", + "pull_request:5506|pull_request:5807", + "pull_request:6259|pull_request:6904", + "pull_request:9257|pull_request:9838", + "pull_request:12004|pull_request:12041", + "pull_request:10597|pull_request:10718", + "pull_request:11113|pull_request:9838", + "pull_request:11124|pull_request:11786", + "pull_request:11755|pull_request:11994", + "pull_request:11835|pull_request:12490", + "pull_request:10911|pull_request:11802", + "pull_request:4847|pull_request:5979", + "pull_request:10750|pull_request:11823" + ], + "prepared_review_unit_hash": "011d2910399597b3484c9e1e1276f21b7306a63b32643fbca16644425a9bdd08", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + 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"soft_edge_verdicts": [ + { + "left": "pull_request:3321", + "right": "pull_request:3924", + "accept": false, + "reason": "Different docs and different content: controlling-generation overview vs a basic-training code example update." + }, + { + "left": "pull_request:3675", + "right": "pull_request:4859", + "accept": false, + "reason": "Unrelated test cases for different pipelines; no shared bug or code path." + }, + { + "left": "pull_request:3798", + "right": "pull_request:4714", + "accept": false, + "reason": "A training-script comment cleanup is not the same as a missing-transformers import error fix." + }, + { + "left": "pull_request:4099", + "right": "pull_request:4859", + "accept": false, + "reason": "SDXL prompt-embedding logic bug vs an inpaint fast-test fixture change; different underlying issues." + }, + { + "left": "pull_request:4859", + "right": "pull_request:6972", + "accept": false, + "reason": "Both are tests, but they cover different features: inpaint input setup vs IP-Adapter unload behavior." + }, + { + "left": "pull_request:6764", + "right": "pull_request:8685", + "accept": false, + "reason": "Both are docs, but one is about LoRA serialization and the other about float8 support notes." + }, + { + "left": "pull_request:7786", + "right": "pull_request:8467", + "accept": false, + "reason": "Different pipeline bugs: SVD prompt batching vs SEGA device selection." + }, + { + "left": "pull_request:8913", + "right": "pull_request:9993", + "accept": false, + "reason": "Sharded-checkpoint subfolder loading is unrelated to SD3 LoRA checkpoint-saving logic." + }, + { + "left": "pull_request:6673", + "right": "pull_request:7507", + "accept": false, + "reason": "Same family of InstantID pipelines, but these are separate additions (base vs img2img), not one concrete fix." + }, + { + "left": "pull_request:10205", + "right": "pull_request:10206", + "accept": false, + "reason": "Different changes: InstructPix2Pix LoRA support refactor vs Flux Control LoRA unload 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prompt batching; different failure modes and fixes." + }, + { + "left": "pull_request:6259", + "right": "pull_request:6904", + "accept": false, + "reason": "A mixed-precision validation fix is unrelated to loading PIL images." + }, + { + "left": "pull_request:9257", + "right": "pull_request:9838", + "accept": false, + "reason": "Both are Flux Dreambooth-related, but they fix different training-script issues and can\u2019t be merged as one concrete fix." + }, + { + "left": "pull_request:12004", + "right": "pull_request:12041", + "accept": false, + "reason": "Wan2.2 model integration is much broader than the VAE patchify bug; not the same underlying change." + }, + { + "left": "pull_request:10597", + "right": "pull_request:10718", + "accept": false, + "reason": "The model-id docs update and the runtime IP-Adapter checkpoint conversion are separate changes." + }, + { + "left": "pull_request:11113", + "right": "pull_request:9838", + "accept": false, + "reason": "AutoencoderKL training/discriminator fix is unrelated to Flux Dreambooth prompt-memory handling." + }, + { + "left": "pull_request:11124", + "right": "pull_request:11786", + "accept": false, + "reason": "CogView4 test fixture update and big-GPU marker CI fix are different concerns." + }, + { + "left": "pull_request:11755", + "right": "pull_request:11994", + "accept": false, + "reason": "LTX cpu-offload test adjustment and huggingface-hub auth/docs fixes are unrelated." + }, + { + "left": "pull_request:11835", + "right": "pull_request:12490", + "accept": false, + "reason": "Two separate test fixes in different models; no shared concrete bug." + }, + { + "left": "pull_request:10911", + "right": "pull_request:11802", + "accept": false, + "reason": "Lumina2 LoRA fuse-nan test and LoRA deprecation cleanup are different issues." + }, + { + "left": "pull_request:4847", + "right": "pull_request:5979", + "accept": false, + "reason": "Both are WIP pipeline additions, but they implement different generative 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"pull_request:10278", + "pull_request:1031", + "pull_request:10312", + "pull_request:10316", + "pull_request:10318", + "pull_request:10319", + "pull_request:10351", + "pull_request:10378", + "pull_request:10420", + "pull_request:10429", + "pull_request:10494", + "pull_request:10504", + "pull_request:10505", + "pull_request:10632", + "pull_request:10648", + "pull_request:10783", + "pull_request:10854", + "pull_request:10885", + "pull_request:11416", + "pull_request:11439", + "pull_request:1234", + "pull_request:12915", + "pull_request:12983", + "pull_request:2764", + "pull_request:5887", + "pull_request:6946", + "pull_request:7016", + "pull_request:7186", + "pull_request:806", + "pull_request:8583", + "pull_request:8812", + "pull_request:8836", + "pull_request:9005", + "pull_request:9266", + "pull_request:9274", + "pull_request:9423", + "pull_request:9760" + ], + "soft_pairs": [ + "pull_request:5887|pull_request:6946", + "pull_request:8812|pull_request:9423", + "pull_request:12915|pull_request:12983", + "pull_request:7016|pull_request:7186", + "pull_request:10109|pull_request:8583", + "pull_request:10115|pull_request:10250", + "pull_request:10115|pull_request:10429", + "pull_request:10197|pull_request:9005", + "pull_request:10197|pull_request:9274", + "pull_request:1020|pull_request:2764", + "pull_request:10206|pull_request:10318", + "pull_request:10230|pull_request:10378", + "pull_request:10246|pull_request:10648", + "pull_request:10246|pull_request:10885", + "pull_request:10250|pull_request:10783", + "pull_request:10250|pull_request:11439", + "pull_request:1027|pull_request:1031", + "pull_request:1027|pull_request:1234", + "pull_request:1027|pull_request:806", + "pull_request:10273|pull_request:10504", + "pull_request:10273|pull_request:10505", + "pull_request:10275|pull_request:10420", + "pull_request:10278|pull_request:10632", + "pull_request:10278|pull_request:11416", + "pull_request:10312|pull_request:8836", + "pull_request:10316|pull_request:9266", + "pull_request:10316|pull_request:9760", + "pull_request:10319|pull_request:10632", + "pull_request:10319|pull_request:11416", + "pull_request:10351|pull_request:10494", + "pull_request:10351|pull_request:10854" + ], + "prepared_review_unit_hash": "8c020dad013cefbbcaa952980d7af33cbbe0b6be7f61c500374de9d0dc1933a8", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 99863, + "estimated_input_tokens": 24966, + "estimated_eval_tokens": 50188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No true duplicate cluster emerges here: the soft pairs are mostly same-subsystem but distinct 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"pull_request:10115", + "right": "pull_request:10429", + "accept": false, + "reason": "Same file, but the fixes are unrelated: FluxPosEmbed theta handling vs NPU float-dtype handling." + }, + { + "left": "pull_request:10197", + "right": "pull_request:9005", + "accept": false, + "reason": "Both touch CI runners, but they update different workflow infrastructure and scopes; not the same change." + }, + { + "left": "pull_request:10197", + "right": "pull_request:9274", + "accept": false, + "reason": "Different CI updates: TPU runner changes vs release-test workflow changes." + }, + { + "left": "pull_request:1020", + "right": "pull_request:2764", + "accept": false, + "reason": "Both are docs, but they cover unrelated topics and different documentation surfaces." + }, + { + "left": "pull_request:10206", + "right": "pull_request:10318", + "accept": false, + "reason": "One implements Flux LoRA unload support; the other adds Flux LoRA integration tests for expansion/turbo cases." + }, + { + "left": "pull_request:10230", + "right": "pull_request:10378", + "accept": false, + "reason": "Docs-only mixin list update vs DreamBooth LoRA training support; different artifacts and purposes." + }, + { + "left": "pull_request:10246", + "right": "pull_request:10648", + "accept": false, + "reason": "Both are docs updates, but one is AttnProcessor API coverage and the other is DDPM scheduler docs; unrelated." + }, + { + "left": "pull_request:10246", + "right": "pull_request:10885", + "accept": false, + "reason": "Different documentation additions for different APIs; no shared underlying bug or change." + }, + { + "left": "pull_request:10250", + "right": "pull_request:10783", + "accept": false, + "reason": "Unrelated bug fixes in different code paths: UNet 1D downsample vs fp16 unscaling in SDXL LoRA training." + }, + { + "left": "pull_request:10250", + "right": "pull_request:11439", + "accept": false, + "reason": "Different components and failure modes; only both are validation/runtime 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hygiene changes, not the same underlying fix." + }, + { + "left": "pull_request:10275", + "right": "pull_request:10420", + "accept": false, + "reason": "Licensing-header cleanup vs LTX checkpoint-id correction; unrelated changes." + }, + { + "left": "pull_request:10278", + "right": "pull_request:10632", + "accept": false, + "reason": "Separate docs fixes for unrelated sections and examples." + }, + { + "left": "pull_request:10278", + "right": "pull_request:11416", + "accept": false, + "reason": "Docs example correction vs broad typo cleanup; different scope and intent." + }, + { + "left": "pull_request:10312", + "right": "pull_request:8836", + "accept": false, + "reason": "Different attention bugs in the same module, but distinct code paths and fixes." + }, + { + "left": "pull_request:10316", + "right": "pull_request:9266", + "accept": false, + "reason": "One changes an LTX video example, the other updates community projects docs; not the same change." + }, + { + "left": "pull_request:10316", + "right": "pull_request:9760", + "accept": false, + "reason": "Different README/docs maintenance with no shared underlying bug." + }, + { + "left": "pull_request:10319", + "right": "pull_request:10632", + "accept": false, + "reason": "Docstring typo fix vs image-path docs fix; unrelated." + }, + { + "left": "pull_request:10319", + "right": "pull_request:11416", + "accept": false, + "reason": "Docstring correction vs broad typo cleanup; not the same artifact." + }, + { + "left": "pull_request:10351", + "right": "pull_request:10494", + "accept": false, + "reason": "Test fixture change vs CI dependency install fix; different issues." + }, + { + "left": "pull_request:10351", + "right": "pull_request:10854", + "accept": false, + "reason": "Unrelated test adjustments in different areas." + }, + { + "left": "pull_request:10429", + "right": "pull_request:10115", + "accept": false, + "reason": "Same file, but distinct fixes for different device-specific behavior and 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"pull_request:1038|pull_request:1137", + "pull_request:10386|pull_request:9107", + "pull_request:10404|pull_request:9266", + "pull_request:10404|pull_request:9760", + "pull_request:1041|pull_request:113", + "pull_request:10429|pull_request:10783", + "pull_request:10429|pull_request:11439", + "pull_request:10454|pull_request:11534", + "pull_request:10517|pull_request:10538", + "pull_request:10524|pull_request:9266", + "pull_request:10531|pull_request:10819", + "pull_request:10531|pull_request:11693", + "pull_request:10531|pull_request:11731", + "pull_request:10539|pull_request:9513", + "pull_request:10585|pull_request:10849", + "pull_request:10585|pull_request:10852", + "pull_request:1063|pull_request:353", + "pull_request:1063|pull_request:407", + "pull_request:10632|pull_request:11847", + "pull_request:10651|pull_request:10678", + "pull_request:10651|pull_request:10784", + "pull_request:10756|pull_request:9754", + "pull_request:1077|pull_request:169", + 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"pull_request:4350|pull_request:5745", + "pull_request:4350|pull_request:6475", + "pull_request:4351|pull_request:5454", + "pull_request:4351|pull_request:6438", + "pull_request:4397|pull_request:4783", + "pull_request:4479|pull_request:5051", + "pull_request:4495|pull_request:5982", + "pull_request:4570|pull_request:5818", + "pull_request:4607|pull_request:6343", + "pull_request:4626|pull_request:6344", + "pull_request:4632|pull_request:5407", + "pull_request:4707|pull_request:6209" + ], + "prepared_review_unit_hash": "de4f9d93338ed05355d73ff9e1dc1335b5dee27b310d61f97a6856f910397756", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 93865, + "estimated_input_tokens": 23467, + "estimated_eval_tokens": 47190 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed cluster of small docs/typo/example PRs around Diffusers, with a few substantive training/pipeline fixes. The items are generally too broad or too different in code path to treat as duplicates; no soft-edge pair looks safely mergeable as one underlying change.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 6143 is the strongest representative of the cluster\u2019s substantive bug-fix theme: it addresses an actual training-step counting error in the text-to-image LoRA/SDXL scripts and has an explicit issue target, unlike the many docs/typo-only PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 6143 is the best overall representative because it fixes a concrete functional training bug rather than a documentation nit, and it is more central to the cluster than the scattered typo/doc updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:3983", + "right": "pull_request:6143", + "accept": false, + "reason": "Both concern training-step math, but they fix different formulas in different example scripts and are not the same concrete bug or code path." + }, + { + "left": "pull_request:3985", + "right": "pull_request:4644", + "accept": false, + "reason": "Both are SDXL docs edits, but they touch different pages and different content; this is not one underlying change." + }, + { + "left": "pull_request:3989", + "right": "pull_request:4546", + "accept": false, + "reason": "Unrelated changes: SDXL CPU offload logic vs a typo fix in a ControlNet conversion script." + }, + { + "left": "pull_request:3989", + "right": "pull_request:5852", + "accept": false, + "reason": "Different code paths and purposes: SDXL pipeline offload logic vs CI workflow variable typo." + }, + { + "left": "pull_request:4058", + "right": "pull_request:4267", + "accept": false, + "reason": "Same documentation file, but one updates prose/table formatting while the other fixes image links; separate edits." + }, + { + "left": "pull_request:406", + "right": "pull_request:421", + "accept": false, + "reason": "Both are docs fixes, but they affect unrelated files and unrelated typos." + }, + { + "left": "pull_request:4082", + "right": "pull_request:4211", + "accept": false, + "reason": "Requirements pin fix vs SDXL inpainting docstring fix; not the same bug or change." + }, + { + "left": "pull_request:4082", + "right": "pull_request:4797", + "accept": false, + "reason": "Different scopes entirely: dependency version correction vs LoRA block-mapping logic." + }, + { + "left": "pull_request:4211", + "right": "pull_request:4267", + "accept": false, + "reason": "Both touch SDXL docs, but one is a docstring/example issue and the other is an image-link fix." + }, + { + "left": "pull_request:4211", + "right": "pull_request:4746", + "accept": false, + "reason": "Docstring cleanup vs a large WIP SDXL training/example implementation; not the same underlying fix." + }, + { + "left": "pull_request:4211", + "right": "pull_request:4952", + "accept": false, + "reason": "Different targets: SDXL inpainting docstring vs generic pipeline offload docstring." + }, + { + "left": "pull_request:4211", + "right": "pull_request:5063", + "accept": false, + "reason": "Both are docstring/docs changes, but they concern different parameters and different pipeline families." + }, + { + "left": "pull_request:4275", + "right": "pull_request:4794", + "accept": false, + "reason": "AutoPipeline docs vs compel syntax docs; unrelated documentation fixes." + }, + { + "left": "pull_request:4275", + "right": "pull_request:6440", + "accept": false, + "reason": "Different docs areas and issues: AutoPipeline example vs local-link cleanup." + }, + { + "left": "pull_request:4275", + "right": "pull_request:6620", + "accept": false, + "reason": "AutoPipeline docs vs SDXL LoRA converter usage docs; not the same change." + }, + { + "left": "pull_request:4320", + "right": "pull_request:5961", + "accept": false, + "reason": "Different documentation pages and different typos; no shared code path." + }, + { + "left": "pull_request:4330", + "right": "pull_request:6596", + "accept": false, + "reason": "Both adjust headings in markdown, but they are unrelated files and unrelated content." + }, + { + "left": "pull_request:4350", + "right": "pull_request:5745", + "accept": false, + "reason": "Both are type/example doc fixes, but they concern different components and different errors." + }, + { + "left": "pull_request:4350", + "right": "pull_request:6475", + "accept": false, + "reason": "Different model/pipeline docs with different type annotations; not one bug." + }, + { + "left": "pull_request:4351", + "right": "pull_request:5454", + "accept": false, + "reason": "README image path fix vs scheduler docs link fix; unrelated." + }, + { + "left": "pull_request:4351", + "right": "pull_request:6438", + "accept": false, + "reason": "README asset-path tweak vs installation instructions update; different documentation tasks." + }, + { + "left": "pull_request:4397", + "right": "pull_request:4783", + "accept": false, + "reason": "Both mention SDXL defaults/docs, but they change different parameters in different docs and pipeline files." + }, + { + "left": "pull_request:4479", + "right": "pull_request:5051", + "accept": false, + "reason": "General typo cleanup across pipelines vs Wuerstchen doc typos; not the same concrete issue." + }, + { + "left": "pull_request:4495", + "right": "pull_request:5982", + "accept": false, + "reason": "Completely different scopes: a new SDXL reference example vs adding SDXL Turbo docs." + }, + { + "left": "pull_request:4570", + "right": "pull_request:5818", + "accept": false, + "reason": "AnimateDiff implementation work vs CI workflow restructuring; unrelated changes." + }, + { + "left": "pull_request:4607", + "right": "pull_request:6343", + "accept": false, + "reason": "Docs overview additions for PushToHubMixin vs Amused pipeline docs; different features and files." + }, + { + "left": "pull_request:4626", + "right": "pull_request:6344", + "accept": false, + "reason": "Different documentation sets for different models; same broad doc maintenance theme is not enough." + }, + { + "left": "pull_request:4632", + "right": "pull_request:5407", + "accept": false, + "reason": "Different training examples and different bugs: SDXL LoRA checkpoint/casting vs unconditional mixed-precision handling." + }, + { + "left": "pull_request:4707", + "right": "pull_request:6209", + "accept": false, + "reason": "Custom diffusion README training example changes vs text-to-image README test-script fix; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 76, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:4717", + "pull_request:4721", + "pull_request:4722", + "pull_request:4766", + "pull_request:4794", + "pull_request:4822", + "pull_request:4853", + "pull_request:4856", + "pull_request:4999", + "pull_request:5041", + "pull_request:5063", + "pull_request:5065", + "pull_request:517", + "pull_request:5236", + "pull_request:5267", + "pull_request:5298", + "pull_request:5386", + "pull_request:5411", + "pull_request:5639", + "pull_request:568", + "pull_request:5727", + "pull_request:580", + "pull_request:5807", + "pull_request:5823", + "pull_request:5828", + "pull_request:5831", + "pull_request:5961", + "pull_request:5982", + "pull_request:5983", + "pull_request:5991", + "pull_request:6209", + "pull_request:6229", + "pull_request:6308", + "pull_request:6314", + "pull_request:6339", + "pull_request:6340", + "pull_request:6462", + "pull_request:6604", + "pull_request:6620", + "pull_request:6998", + "pull_request:7181", + "pull_request:7495", + "pull_request:7747", + "pull_request:7919", + "pull_request:822", + "pull_request:885", + "pull_request:978" + ], + "soft_pairs": [ + "pull_request:4717|pull_request:5831", + "pull_request:4721|pull_request:4794", + "pull_request:4721|pull_request:6620", + "pull_request:4721|pull_request:6998", + "pull_request:4722|pull_request:4766", + "pull_request:4794|pull_request:4999", + "pull_request:4822|pull_request:5961", + "pull_request:4853|pull_request:5065", + "pull_request:4856|pull_request:6314", + "pull_request:4856|pull_request:6462", + "pull_request:5041|pull_request:5982", + "pull_request:5063|pull_request:5961", + "pull_request:517|pull_request:885", + "pull_request:5236|pull_request:5983", + "pull_request:5267|pull_request:6209", + "pull_request:5267|pull_request:7495", + "pull_request:5298|pull_request:5991", + "pull_request:5386|pull_request:7181", + "pull_request:5411|pull_request:6998", + "pull_request:5639|pull_request:6339", + "pull_request:568|pull_request:978", + "pull_request:5727|pull_request:6340", + "pull_request:580|pull_request:822", + "pull_request:5807|pull_request:7919", + "pull_request:5823|pull_request:6229", + "pull_request:5823|pull_request:6308", + "pull_request:5828|pull_request:7747", + "pull_request:5831|pull_request:6604" + ], + "prepared_review_unit_hash": "a216075412015095839bacd8f18627ec97aa5d8966cde878b01da9f517f1d66c", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 95930, + "estimated_input_tokens": 23983, + "estimated_eval_tokens": 48222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated docs/typo PRs plus a few distinct code fixes; 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Same broad docs area, but not the same change." + }, + { + "left": "pull_request:4721", + "right": "pull_request:6620", + "accept": false, + "reason": "Different docs pages and different fixes; only superficial similarity as typo/doc cleanup." + }, + { + "left": "pull_request:4721", + "right": "pull_request:6998", + "accept": false, + "reason": "Unrelated documentation edits in different guides; no shared underlying bug or change." + }, + { + "left": "pull_request:4722", + "right": "pull_request:4766", + "accept": false, + "reason": "Both add pipeline guides to docs, but they are for different pipelines and different content." + }, + { + "left": "pull_request:4794", + "right": "pull_request:4999", + "accept": false, + "reason": "Both mention compel, but 4794 fixes a docs syntax example while 4999 fixes Wuerstchen compel usage in code/docs; not the same code path." + }, + { + "left": "pull_request:4822", + "right": "pull_request:5961", + "accept": false, + "reason": "Different typo fixes in unrelated strings/docstrings; no same bug or code path." + }, + { + "left": "pull_request:4853", + "right": "pull_request:5065", + "accept": false, + "reason": "Image processor width bug and guidance_rescale docstring default are unrelated." + }, + { + "left": "pull_request:4856", + "right": "pull_request:6314", + "accept": false, + "reason": "These are separate hyperlink corrections in different docs." + }, + { + "left": "pull_request:4856", + "right": "pull_request:6462", + "accept": false, + "reason": "Separate paper-link fixes in different pages; no shared underlying issue." + }, + { + "left": "pull_request:5041", + "right": "pull_request:5982", + "accept": false, + "reason": "SDXL refiner-only tests and SDXL Turbo docs are unrelated changes." + }, + { + "left": "pull_request:5063", + "right": "pull_request:5961", + "accept": false, + "reason": "Different docstring default-value corrections in different pipelines; not the same fix." + }, + { + "left": "pull_request:517", + "right": "pull_request:885", + "accept": false, + "reason": "Workflow test-report plumbing and a Flax scheduler implementation change are unrelated." + }, + { + "left": "pull_request:5236", + "right": "pull_request:5983", + "accept": false, + "reason": "Both are doc formatting fixes, but they affect different guides and different content." + }, + { + "left": "pull_request:5267", + "right": "pull_request:6209", + "accept": false, + "reason": "Both touch README docs, but one is markdown syntax guidance and the other is an example inference script fix." + }, + { + "left": "pull_request:5267", + "right": "pull_request:7495", + "accept": false, + "reason": "Unrelated README/link cleanup PRs; no shared change." + }, + { + "left": "pull_request:5298", + "right": "pull_request:5991", + "accept": false, + "reason": "Both LoRA-related, but 5298 fixes torch.compile conv forwarding while 5991 fixes LoRA prefix handling during serialization/loading." + }, + { + "left": "pull_request:5386", + "right": "pull_request:7181", + "accept": false, + "reason": "Both are typo cleanups, but they are broad, unrelated sweeps rather than the same underlying issue." + }, + { + "left": "pull_request:5411", + "right": "pull_request:6998", + "accept": false, + "reason": "Broken training-doc link and callout markup fix are unrelated documentation changes." + }, + { + "left": "pull_request:5639", + "right": "pull_request:6339", + "accept": false, + "reason": "Both are AnimateDiff docs, but one adds Motion LoRAs guidance and the other fixes example text/model references; not the same concrete change." + }, + { + "left": "pull_request:568", + "right": "pull_request:978", + "accept": false, + "reason": "Both are typo fixes, but they are separate broad cleanup PRs across different files and scopes." + }, + { + "left": "pull_request:5727", + "right": "pull_request:6340", + "accept": false, + "reason": "Both add conversion/example scripts, but for different models and different conversion tasks." + }, + { + "left": "pull_request:580", + "right": "pull_request:822", + "accept": false, + "reason": "Different Flax scheduler changes and different affected code paths; not mergeable as one fix." + }, + { + "left": "pull_request:5807", + "right": "pull_request:7919", + "accept": false, + "reason": "One adds num_images_per_prompt support to a community pipeline; the other fixes offload behavior with device maps. Different bugs." + }, + { + "left": "pull_request:5823", + "right": "pull_request:6229", + "accept": false, + "reason": "Feature work for fuse_lora(adapter_names) versus adding a test dependency; clearly unrelated." + }, + { + "left": "pull_request:5823", + "right": "pull_request:6308", + "accept": false, + "reason": "A LoRA API feature and LoRA test-fixture cleanup are not the same underlying change." + }, + { + "left": "pull_request:5828", + "right": "pull_request:7747", + "accept": false, + "reason": "These are separate test fixes for different VAE behaviors; no shared bug." + }, + { + "left": "pull_request:5831", + "right": "pull_request:6604", + "accept": false, + "reason": "ToC title cleanup and API autodoc exposure are unrelated documentation changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 77, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:5838", + "pull_request:5855", + "pull_request:5901", + "pull_request:5911", + "pull_request:5961", + "pull_request:5982", + "pull_request:5986", + "pull_request:60", + "pull_request:6081", + "pull_request:61", + "pull_request:6106", + "pull_request:6122", + "pull_request:6144", + "pull_request:6147", + "pull_request:6163", + "pull_request:6209", + "pull_request:6221", + "pull_request:6229", + "pull_request:6276", + "pull_request:6291", + "pull_request:63", + "pull_request:6308", + "pull_request:6311", + "pull_request:6332", + "pull_request:6339", + "pull_request:6403", + "pull_request:6620", + "pull_request:6760", + "pull_request:6952", + "pull_request:6961", + "pull_request:6965", + "pull_request:7015", + "pull_request:7062", + "pull_request:7181", + "pull_request:7260", + "pull_request:7301", + "pull_request:7472", + "pull_request:7495", + "pull_request:7697", + "pull_request:7797", + "pull_request:7803", + "pull_request:7804", + "pull_request:7857", + "pull_request:7913", + "pull_request:7977", + "pull_request:8426", + "pull_request:89", + "pull_request:98" + ], + "soft_pairs": [ + "pull_request:5838|pull_request:7697", + "pull_request:5855|pull_request:6209", + "pull_request:5855|pull_request:7495", + "pull_request:5901|pull_request:6760", + "pull_request:5901|pull_request:7260", + "pull_request:5911|pull_request:6403", + "pull_request:5961|pull_request:7977", + "pull_request:5982|pull_request:7857", + "pull_request:5986|pull_request:7472", + "pull_request:60|pull_request:89", + "pull_request:6081|pull_request:7913", + "pull_request:61|pull_request:98", + "pull_request:6106|pull_request:7015", + "pull_request:6122|pull_request:7181", + "pull_request:6144|pull_request:6952", + "pull_request:6147|pull_request:6961", + "pull_request:6163|pull_request:6221", + "pull_request:6229|pull_request:6311", + "pull_request:6229|pull_request:7797", + "pull_request:6229|pull_request:7803", + "pull_request:6229|pull_request:7804", + "pull_request:6276|pull_request:8426", + "pull_request:6291|pull_request:7301", + "pull_request:63|pull_request:98", + "pull_request:6308|pull_request:6965", + "pull_request:6332|pull_request:7062", + "pull_request:6339|pull_request:6620" + ], + "prepared_review_unit_hash": "2600ff50487d3f6145c149ceda37d8c7a7fdaf9c61caee528321c95b8298a413", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 95272, + "estimated_input_tokens": 23818, + "estimated_eval_tokens": 47892 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated docs, tests, workflow, and feature PRs; 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not the same underlying change." + }, + { + "left": "pull_request:6147", + "right": "pull_request:6961", + "accept": false, + "reason": "One fixes single-file loading for SDXL inpainting/refiner, the other adds fast tests for single-file checkpoint loaders." + }, + { + "left": "pull_request:6163", + "right": "pull_request:6221", + "accept": false, + "reason": "Both are test fixes, but they cover different pipelines and different slow-test behaviors." + }, + { + "left": "pull_request:6229", + "right": "pull_request:6311", + "accept": false, + "reason": "Different CI/example concerns: one adds a PEFT dependency, the other adds Fast Diffusion docs." + }, + { + "left": "pull_request:6229", + "right": "pull_request:7797", + "accept": false, + "reason": "One is CI dependency setup, the other shrinks DDPM test models; unrelated changes." + }, + { + "left": "pull_request:6229", + "right": "pull_request:7803", + "accept": false, + "reason": "One is CI dependency setup, the other shrinks DDIM test models; 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Only two soft edges look like the same underlying test/workflow change; the rest are different bugs or unrelated edits.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a true canonical duplicate target because the cluster is not one coherent change set. If a representative is needed, 8483 is the broadest and most central PR in the set.", + "best_issue_reason": null, + "best_pr_reason": "8483 is the largest and most consequential item here (SD3 core feature work with broad code coverage and high review activity), so it's the best representative PR, though not a duplicate anchor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:6424", + "right": "pull_request:6789", + "accept": false, + "reason": "Related PixArt work, but one is a converter fix and the other adds 256px inference/pipeline changes; not the same concrete change." + }, + { + "left": "pull_request:6573", + "right": "pull_request:6868", + "accept": false, + "reason": "Both are IP-Adapter related, but they address different features: multi-adapter support vs passing image embeddings through pipelines." + }, + { + "left": "pull_request:6669", + "right": "pull_request:8470", + "accept": false, + "reason": "Both touch README content, but they are unrelated documentation updates for different projects/topics." + }, + { + "left": "pull_request:6680", + "right": "pull_request:7746", + "accept": false, + "reason": "Different test fixes for different components; 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the other is a broad CPU-offloading usage/docs PR." + }, + { + "left": "pull_request:7709", + "right": "pull_request:7719", + "accept": true, + "reason": "Both are sequential edits to the same push_tests workflow around Tailscale setup and failure handling; they fit one PR." + }, + { + "left": "pull_request:7786", + "right": "pull_request:7919", + "accept": false, + "reason": "Stable Video Diffusion prompt batching and device-map offload behavior are different bugs." + }, + { + "left": "pull_request:7934", + "right": "pull_request:8691", + "accept": false, + "reason": "Single-file config loading and LoRA loading behavior are unrelated." + }, + { + "left": "pull_request:7977", + "right": "pull_request:9100", + "accept": false, + "reason": "Both are typo fixes, but in unrelated docs/code files." + }, + { + "left": "pull_request:8426", + "right": "pull_request:9765", + "accept": false, + "reason": "Mirror community pipeline CI changes and SD3 docstring cleanup are unrelated." + }, + { + "left": "pull_request:8470", + "right": "pull_request:8490", + "accept": false, + "reason": "Both update README files, but for different projects and purposes." + }, + { + "left": "pull_request:8470", + "right": "pull_request:8860", + "accept": false, + "reason": "Different README updates; no shared underlying bug/change." + }, + { + "left": "pull_request:8483", + "right": "pull_request:8675", + "accept": false, + "reason": "Large SD3 feature work vs a fast-diffusion docs note; unrelated." + }, + { + "left": "pull_request:8483", + "right": "pull_request:9066", + "accept": false, + "reason": "Adding SD3 core support and adding Stable Cascade docs are separate changes." + }, + { + "left": "pull_request:8498", + "right": "pull_request:9100", + "accept": false, + "reason": "Both are small typo fixes, but they target different content and are not the same correction." + }, + { + "left": "pull_request:8583", + "right": "pull_request:8984", + "accept": false, + "reason": "XFormers support for SD3 and ONNX conversion/pipeline support are different code paths and changes." + }, + { + "left": "pull_request:8583", + "right": "pull_request:9249", + "accept": false, + "reason": "SD3 attention backend support and a ControlNet example are unrelated." + }, + { + "left": "pull_request:8583", + "right": "pull_request:9860", + "accept": false, + "reason": "Different SD3-related features in different subsystems; not mergeable as one PR." + }, + { + "left": "pull_request:8600", + "right": "pull_request:9286", + "accept": false, + "reason": "A training script fix and an exported class addition are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft edges both look plausibly mergeable into a single PR for the same area of fix (CPU offload tests and the push_tests Tailscale workflow), while the rejected pairs are appropriately treated as distinct changes rather than duplicates. The representative PR choice and the note that there is no canonical duplicate anchor are both supported by the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 79, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10494", + "pull_request:11059", + "pull_request:11124", + "pull_request:11522", + "pull_request:11595", + "pull_request:11835", + "pull_request:11843", + "pull_request:12040", + "pull_request:12170", + "pull_request:1513", + "pull_request:1838", + "pull_request:2183", + "pull_request:2339", + "pull_request:3968", + "pull_request:4098", + "pull_request:4099", + "pull_request:4659", + "pull_request:4661", + "pull_request:5058", + "pull_request:5117", + "pull_request:5202", + "pull_request:5407", + "pull_request:5470", + "pull_request:5697", + "pull_request:5807", + "pull_request:6236", + "pull_request:6573", + "pull_request:7186", + "pull_request:8642", + "pull_request:8845", + "pull_request:8937", + "pull_request:8965", + "pull_request:8984", + "pull_request:9244", + "pull_request:9426", + "pull_request:9571", + "pull_request:9620", + "pull_request:9658", + "pull_request:9687", + "pull_request:9706", + "pull_request:9709", + "pull_request:9754", + "pull_request:9765", + "pull_request:9827", + "pull_request:9832", + "pull_request:9860", + "pull_request:9994" + ], + "soft_pairs": [ + "pull_request:8642|pull_request:8845", + "pull_request:8845|pull_request:9765", + "pull_request:8965|pull_request:9994", + "pull_request:8984|pull_request:9860", + "pull_request:8984|pull_request:9994", + "pull_request:9571|pull_request:9658", + "pull_request:9620|pull_request:9860", + "pull_request:9754|pull_request:9832", + "pull_request:12040|pull_request:12170", + "pull_request:5470|pull_request:6236", + "pull_request:11522|pull_request:11835", + "pull_request:1838|pull_request:2183", + "pull_request:3968|pull_request:4098", + "pull_request:9426|pull_request:9709", + "pull_request:5058|pull_request:5202", + "pull_request:1513|pull_request:2339", + "pull_request:4099|pull_request:4659", + "pull_request:4099|pull_request:4661", + "pull_request:5117|pull_request:5407", + "pull_request:5697|pull_request:5807", + "pull_request:8937|pull_request:9706", + "pull_request:9244|pull_request:9687", + "pull_request:6573|pull_request:7186", + "pull_request:10494|pull_request:9827", + "pull_request:11059|pull_request:11843", + "pull_request:11124|pull_request:11595" + ], + "prepared_review_unit_hash": "9bcebd7458211b00eca3c26aed800dccd5a251311e42bbd943edfa9a64aaac3e", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 104331, + "estimated_input_tokens": 26083, + "estimated_eval_tokens": 52422 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft edges look like false positives: they share broad themes (LoRA, ControlNet, SDXL, tests/docs, CI, typos) but not the same concrete bug or change path.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR stands out; the candidates are heterogeneous and do not collapse into one underlying change.", + "best_issue_reason": null, + "best_pr_reason": "No clear global best PR for deduping in this set, since none of the PRs are duplicates of each other.", + "soft_edge_verdicts": [ + { + "left": "pull_request:8642", + "right": "pull_request:8845", + "accept": false, + "reason": "Both are typo fixes, but one is SD3 docstring text and the other is PAG test assertions; unrelated changes." + }, + { + "left": "pull_request:8845", + "right": "pull_request:9765", + "accept": false, + "reason": "Same generic 'typo fix' theme, but they touch different features and code paths (PAG tests vs SD3 pipeline docs)." + }, + { + "left": "pull_request:8965", + "right": "pull_request:9994", + "accept": false, + "reason": "One is a small pipeline instantiation rename; the other adds OmniGen model/pipeline support. Not the same change." + }, + { + "left": "pull_request:8984", + "right": "pull_request:9860", + "accept": false, + "reason": "SD3 ONNX export support and SD3.5 ControlNet example updates are different features with no shared concrete bug." + }, + { + "left": "pull_request:8984", + "right": "pull_request:9994", + "accept": false, + "reason": "ONNX conversion for SD3 and Omnigen model support are unrelated additions." + }, + { + "left": "pull_request:9571", + "right": "pull_request:9658", + "accept": false, + "reason": "Flux ControlNet guidance scheduling and a community demo script are not the same code-path fix." + }, + { + "left": "pull_request:9620", + "right": "pull_request:9860", + "accept": false, + "reason": "ControlNet interrupt handling and SD3.5 ControlNet example support are different issues entirely." + }, + { + "left": "pull_request:9754", + "right": "pull_request:9832", + "accept": false, + "reason": "A Flux quantization training script and quantization CI/tests are related only broadly; not the same underlying change." + }, + { + "left": "pull_request:12040", + "right": "pull_request:12170", + "accept": false, + "reason": "Both touch LoRA conversion utilities, but they support different model families and different concrete conversion logic." + }, + { + "left": "pull_request:5470", + "right": "pull_request:6236", + "accept": false, + "reason": "One fixes ControlNet inpaint pipeline code; the other corrects a documentation example. Not duplicates." + }, + { + "left": "pull_request:11522", + "right": "pull_request:11835", + "accept": false, + "reason": "Audioldm2 transformers-main compatibility and float16 CUDA test cleanup are separate fixes." + }, + { + "left": "pull_request:1838", + "right": "pull_request:2183", + "accept": false, + "reason": "Both involve textual inversion, but one adds image logging and the other patches pipeline/tokenizer setup; different problems." + }, + { + "left": "pull_request:3968", + "right": "pull_request:4098", + "accept": false, + "reason": "SDXL broad improvements versus adding SDXL inpainting are distinct feature sets." + }, + { + "left": "pull_request:9426", + "right": "pull_request:9709", + "accept": false, + "reason": "Artifact uploader version bump and torch version pin are unrelated CI maintenance changes." + }, + { + "left": "pull_request:5058", + "right": "pull_request:5202", + "accept": false, + "reason": "PEFT text-encoder integration and Kohya checkpoint mapping are different LoRA-related changes, not one bug fix." + }, + { + "left": "pull_request:1513", + "right": "pull_request:2339", + "accept": false, + "reason": "DreamBooth README guidance and checkpointing docs/tests are separate documentation updates." + }, + { + "left": "pull_request:4099", + "right": "pull_request:4659", + "accept": false, + "reason": "SDXL prompt-embed bugfix and long weighted prompt pipeline/docs overhaul are not the same underlying change." + }, + { + "left": "pull_request:4099", + "right": "pull_request:4661", + "accept": false, + "reason": "Prompt-embed bugfix versus community long weighted prompt pipeline addition: related domain, different fix." + }, + { + "left": "pull_request:5117", + "right": "pull_request:5407", + "accept": false, + "reason": "Training resume log handling and mixed-precision training fixes are unrelated example-script changes." + }, + { + "left": "pull_request:5697", + "right": "pull_request:5807", + "accept": false, + "reason": "Peft/xformers attention fix and LPW SDXL num_images_per_prompt support are unrelated code paths." + }, + { + "left": "pull_request:8937", + "right": "pull_request:9706", + "accept": false, + "reason": "AuraFlow long-prompt handling and a docstring wording cleanup in another model are not duplicates." + }, + { + "left": "pull_request:9244", + "right": "pull_request:9687", + "accept": false, + "reason": "Flux single-file support and Xlabs ControlNet support are separate Flux features, not the same change." + }, + { + "left": "pull_request:6573", + "right": "pull_request:7186", + "accept": false, + "reason": "Both are IP-Adapter-related, but one adds multiple-adapter support and the other moves Face ID to core; different concrete changes." + }, + { + "left": "pull_request:10494", + "right": "pull_request:9827", + "accept": false, + "reason": "ControlNet interrupt support and LoRA device_map handling are unrelated." + }, + { + "left": "pull_request:11059", + "right": "pull_request:11843", + "accept": false, + "reason": "Wan t2v LoRA conversion support and Wan VACE exclude_modules tests are different model targets and different changes." + }, + { + "left": "pull_request:11124", + "right": "pull_request:11595", + "accept": false, + "reason": "CogView4 test fixture update and Flux LoRA load fix are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 80, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10096", + "pull_request:10544", + "pull_request:11039", + "pull_request:11067", + "pull_request:11238", + "pull_request:11739", + "pull_request:11743", + "pull_request:11765", + 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"reason": "Both are LoRA-related, but one fixes xformers LoRA handling and the other fixes gradient unscaling in an advanced training script." + }, + { + "left": "pull_request:6564", + "right": "pull_request:7153", + "accept": false, + "reason": "IP Adapter path handling and documentation workflow path filtering are unrelated CI/runtime changes." + }, + { + "left": "pull_request:9638", + "right": "pull_request:9770", + "accept": false, + "reason": "Both concern Xlabs controlnets, but they modify different pipelines and code paths; they are not mergeable as one concrete fix." + }, + { + "left": "pull_request:7161", + "right": "pull_request:7476", + "accept": false, + "reason": "A docs example for torch.compile and a multi-ControlNet inpaint bug fix are unrelated." + }, + { + "left": "pull_request:12269", + "right": "pull_request:12445", + "accept": false, + "reason": "Both are Flux modular changes, but they address different goals and code paths; not the same underlying change." + }, + 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"pull_request:1788", + "right": "pull_request:819", + "accept": false, + "reason": "Same file, but different DDIM bugs: prediction_type handling versus Windows int64 timestep dtype." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 81, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10058", + "pull_request:10318", + "pull_request:10750", + "pull_request:10911", + "pull_request:10985", + "pull_request:11179", + "pull_request:11532", + "pull_request:11715", + "pull_request:11786", + "pull_request:11896", + "pull_request:12086", + "pull_request:12277", + "pull_request:12288", + 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The soft pairs are mostly superficial matches by topic or filename pattern, not the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR stands out; the items span unrelated docs, tests, CI, and feature additions, so there isn\u2019t one common concrete change to anchor the cluster.", + "best_issue_reason": null, + "best_pr_reason": "No PR in this set is a good global representative for duplicate triage because the cluster is too heterogeneous and the soft matches do not share one fixable code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:2836", + "right": "pull_request:5015", + "accept": false, + "reason": "Both are docs link fixes, but they target different pages and different broken links; not the same change." + }, + { + "left": "pull_request:2919", + "right": "pull_request:4276", + "accept": false, + "reason": "One speeds up a unit test, the other adds import coverage; different test changes and no shared bug." + }, + { + "left": "pull_request:4498", + "right": "pull_request:4783", + "accept": false, + "reason": "Both touch docs around pipelines, but one adds a new SDXL reference example and the other adds SDXL prompt-embedding docs; unrelated changes." + }, + { + "left": "pull_request:4498", + "right": "pull_request:5186", + "accept": false, + "reason": "A community example addition versus a FreeU proof-of-concept in core models; clearly different features." + }, + { + "left": "pull_request:7825", + "right": "pull_request:7932", + "accept": false, + "reason": "Both adjust tests, but for different models and different failure modes; not the same underlying issue." + }, + { + "left": "pull_request:5713", + "right": "pull_request:6573", + "accept": false, + "reason": "Both are IP-Adapter related, but the latter adds multi-adapter support on top of the former's initial feature; not duplicate fixes." + }, + { + "left": "pull_request:12086", + "right": "pull_request:12439", + "accept": false, + "reason": "Different feature areas: modular Flux I2I support versus attention backend kernel support." + }, + { + "left": "pull_request:11532", + "right": "pull_request:11896", + "accept": false, + "reason": "One adds HiDream LoRA conversion support, the other fixes hook disabling when loading LoRAs; different code paths." + }, + { + "left": "pull_request:10750", + "right": "pull_request:9770", + "accept": false, + "reason": "Both are Flux ControlNet work, but one adds img2img support and the other adds Xlabs inpainting support; separate features." + }, + { + "left": "pull_request:6355", + "right": "pull_request:7615", + "accept": false, + "reason": "Same example file family, but the changes address different SDXL training/model-card concerns and are not the same fix." + }, + { + "left": "pull_request:2393", + "right": "pull_request:2721", + "accept": false, + "reason": "Both add pipeline docs/examples, but they introduce different pipelines with distinct implementations." + }, + { + "left": "pull_request:3859", + "right": "pull_request:4083", + "accept": false, + "reason": "SDXL-related broad changes, but one adds new pipelines and the other changes VAE precision behavior; not one bug." + }, + { + "left": "pull_request:5127", + "right": "pull_request:5915", + "accept": false, + "reason": "Different adapter features: multi-adapter support versus IP-Adapter Plus loading." + }, + { + "left": "pull_request:10058", + "right": "pull_request:11179", + "accept": false, + "reason": "Both are docs-only fixes, but one fixes a training link and the other corrects an environment variable value; unrelated." + }, + { + "left": "pull_request:5396", + "right": "pull_request:6759", + "accept": false, + "reason": "One fixes stale.py timezone handling, the other fixes an example pipeline tensor repeat; no shared code path." + }, + { + "left": "pull_request:8480", + "right": "pull_request:8566", + "accept": false, + "reason": "HunyuanDiT ControlNet support versus SD3 ControlNet support; related domain but distinct models and implementations." + }, + { + "left": "pull_request:12812", + "right": "pull_request:12919", + "accept": false, + "reason": "Both touch attention_dispatch, but they enable different backend capabilities for different hardware paths." + }, + { + "left": "pull_request:12277", + "right": "pull_request:13055", + "accept": false, + "reason": "Both are test/pipeline tweaks, but they fix different pipelines with unrelated conditions." + }, + { + "left": "pull_request:4744", + "right": "pull_request:5744", + "accept": false, + "reason": "Both adjust docs text, but they are separate docstring/title cleanup PRs with no common bug." + }, + { + "left": "pull_request:6828", + "right": "pull_request:6946", + "accept": false, + "reason": "One updates UNetMotionModel IP-adapter logic, the other adds low_cpu_mem_usage for IP-Adapter loading; different problems." + }, + { + "left": "pull_request:12288", + "right": "pull_request:13058", + "accept": false, + "reason": "One adds InfiniteTalk pipeline code, the other adds LTX2 condition pipeline support; unrelated feature work." + }, + { + "left": "pull_request:5887", + "right": "pull_request:6828", + "accept": false, + "reason": "IP-Adapter in ControlNet inpaint versus UNetMotionModel IP-adapter handling; different integration points." + }, + { + "left": "pull_request:10318", + "right": "pull_request:10985", + "accept": false, + "reason": "Different LoRA test/logic areas: Flux LoRA integration tests versus ComfyUI LoRA conversion support." + }, + { + "left": "pull_request:10911", + "right": "pull_request:11715", + "accept": false, + "reason": "Both are version-gating test fixes, but they target different models and packages." + }, + { + "left": "pull_request:11786", + "right": "pull_request:12714", + "accept": false, + "reason": "A CI marker refactor versus a Flux2 LoRA NaN test fix; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 82, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10318", + "pull_request:10837", + "pull_request:10983", + "pull_request:11797", + "pull_request:12207", + "pull_request:1250", + "pull_request:12681", + "pull_request:12839", + "pull_request:12921", + "pull_request:13296", + "pull_request:13323", + "pull_request:13364", + "pull_request:1527", + "pull_request:192", + "pull_request:2009", + "pull_request:2037", + "pull_request:2415", + "pull_request:2921", + "pull_request:2994", + "pull_request:3245", + "pull_request:3294", + "pull_request:3471", + "pull_request:3691", + "pull_request:4315", + "pull_request:4659", + "pull_request:4666", + "pull_request:4684", + "pull_request:4706", + "pull_request:473", + "pull_request:4947", + "pull_request:5506", + "pull_request:5823", + "pull_request:5852", + "pull_request:6105", + "pull_request:6133", + "pull_request:6225", + "pull_request:6303", + "pull_request:6752", + "pull_request:6762", + "pull_request:6893", + "pull_request:7044", + "pull_request:7115", + "pull_request:7155", + "pull_request:7200", + "pull_request:7542", + "pull_request:7786", + "pull_request:826", + "pull_request:9244" + ], + "soft_pairs": [ + "pull_request:12839|pull_request:12921", + "pull_request:192|pull_request:2009", + "pull_request:3294|pull_request:3691", + "pull_request:4947|pull_request:6762", + "pull_request:5852|pull_request:7542", + "pull_request:10837|pull_request:10983", + "pull_request:6105|pull_request:6752", + "pull_request:2994|pull_request:826", + "pull_request:4659|pull_request:4666", + "pull_request:4706|pull_request:5506", + "pull_request:5823|pull_request:6225", + "pull_request:6893|pull_request:7044", + "pull_request:7200|pull_request:7786", + "pull_request:6133|pull_request:6303", + "pull_request:7115|pull_request:7155", + "pull_request:12681|pull_request:13296", + "pull_request:10318|pull_request:9244", + "pull_request:11797|pull_request:12207", + "pull_request:1250|pull_request:2037", + "pull_request:13323|pull_request:13364", + "pull_request:1527|pull_request:473", + "pull_request:2415|pull_request:2921", + "pull_request:3245|pull_request:4684", + "pull_request:3471|pull_request:4315" + ], + "prepared_review_unit_hash": "661ff5b3ddce9d13bae2aadcb8642e7886009bc1385bf9cb25550f8fbd674507", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 103250, + "estimated_input_tokens": 25813, + "estimated_eval_tokens": 51882 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft-similarity pairs mostly share only broad subsystems or filenames, but they do not describe the same underlying bug/change. I reject all soft edges and do not see a valid canonical duplicate PR in this set.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:12839", + "right": "pull_request:12921", + "accept": false, + "reason": "Different model launches/features (Qwen-image edit support vs GLM-Image support); not the same change." + }, + { + "left": "pull_request:192", + "right": "pull_request:2009", + "accept": false, + "reason": "A README parameter tweak is unrelated to adding textual inversion loading support." + }, + { + "left": "pull_request:3294", + "right": "pull_request:3691", + "accept": false, + "reason": "Both touch LoRA loading, but one adds prefix handling and the other changes processor selection; different code-path problems." + }, + { + "left": "pull_request:4947", + "right": "pull_request:6762", + "accept": false, + "reason": "Training-script adapter argument support and a flaky Kandinsky test fix are unrelated." + }, + { + "left": "pull_request:5852", + "right": "pull_request:7542", + "accept": false, + "reason": "CI workflow variable fix is unrelated to a CPU offload test typo." + }, + { + "left": "pull_request:10837", + "right": "pull_request:10983", + "accept": false, + "reason": "Both are HunyuanVideo-related, but one adds broader T2V/I2V support while the other adds official I2V model support; distinct features, not one bug/change." + }, + { + "left": "pull_request:6105", + "right": "pull_request:6752", + "accept": false, + "reason": "Different community pipelines with no shared concrete fix or feature." + }, + { + "left": "pull_request:2994", + "right": "pull_request:826", + "accept": false, + "reason": "Both involve numeric casting, but they fix different training scripts and different failure modes." + }, + { + "left": "pull_request:4659", + "right": "pull_request:4666", + "accept": false, + "reason": "They both touch SDXL/controlnet areas, but one is a broader pipeline/docs change and the other adds LoRA support for SDXL ControlNets; not the same PR-worthy change." + }, + { + "left": "pull_request:4706", + "right": "pull_request:5506", + "accept": false, + "reason": "LoRA alpha fallback and PEFT/xformers attention handling are different bugs." + }, + { + "left": "pull_request:5823", + "right": "pull_request:6225", + "accept": false, + "reason": "Both are LoRA/PEFT-related, but adapter fusion support and correct alpha parsing are separate changes." + }, + { + "left": "pull_request:6893", + "right": "pull_request:7044", + "accept": false, + "reason": "These are different UNet refactor efforts; not the same concrete change." + }, + { + "left": "pull_request:7200", + "right": "pull_request:7786", + "accept": false, + "reason": "Transformers2D norm-type validation and SVD video prompt handling are unrelated." + }, + { + "left": "pull_request:6133", + "right": "pull_request:6303", + "accept": false, + "reason": "UFOGen scheduler/pipeline support and ADD training scripts are unrelated features." + }, + { + "left": "pull_request:7115", + "right": "pull_request:7155", + "accept": false, + "reason": "Both touch Docker/CI, but one removes uv from a TPU Dockerfile and the other pins uv plus changes Slack notification logic; not the same change." + }, + { + "left": "pull_request:12681", + "right": "pull_request:13296", + "accept": false, + "reason": "CPU test stabilization and release-test transformer version updates are unrelated CI fixes." + }, + { + "left": "pull_request:10318", + "right": "pull_request:9244", + "accept": false, + "reason": "Flux LoRA integration tests and Flux single-file pipeline support are different changes." + }, + { + "left": "pull_request:11797", + "right": "pull_request:12207", + "accept": false, + "reason": "Higgs quantization and Nunchaku incorporation are different quantization backends and code paths." + }, + { + "left": "pull_request:1250", + "right": "pull_request:2037", + "accept": false, + "reason": "Different community pipelines; no shared underlying bug or feature." + }, + { + "left": "pull_request:13323", + "right": "pull_request:13364", + "accept": false, + "reason": "A test-device check fix and a MotionConv2d dtype cast fix are unrelated." + }, + { + "left": "pull_request:1527", + "right": "pull_request:473", + "accept": false, + "reason": "Both touch inpainting, but one broadens tensor inputs while the other fixes a sample/doc issue; not the same bug." + }, + { + "left": "pull_request:2415", + "right": "pull_request:2921", + "accept": false, + "reason": "Pipeline loader version parsing and stable diffusion pipeline offload changes are unrelated." + }, + { + "left": "pull_request:3245", + "right": "pull_request:4684", + "accept": false, + "reason": "These are translation/documentation updates in different locales, not duplicates." + }, + { + "left": "pull_request:3471", + "right": "pull_request:4315", + "accept": false, + "reason": "Dreambooth docs note and torch.compile graph-break fix are different artifacts and not the same code change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 83, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10378", + "pull_request:11743", + "pull_request:11995", + "pull_request:12445", + "pull_request:13042", + "pull_request:13330", + "pull_request:2001", + "pull_request:2693", + "pull_request:3299", + "pull_request:333", + "pull_request:349", + "pull_request:3921", + "pull_request:3924", + "pull_request:3995", + "pull_request:4132", + "pull_request:4237", + "pull_request:4242", + "pull_request:4498", + "pull_request:4499", + "pull_request:4783", + "pull_request:4859", + "pull_request:4862", + "pull_request:5015", + "pull_request:5056", + "pull_request:5102", + "pull_request:5151", + "pull_request:5186", + "pull_request:5202", + "pull_request:5386", + "pull_request:5506", + "pull_request:5807", + "pull_request:5833", + "pull_request:5842", + "pull_request:5898", + "pull_request:5943", + "pull_request:6009", + "pull_request:6035", + "pull_request:6105", + "pull_request:6293", + "pull_request:6311", + "pull_request:6645", + "pull_request:6787", + "pull_request:6960", + "pull_request:7206", + "pull_request:7246", + "pull_request:7411", + "pull_request:7632" + ], + "soft_pairs": [ + "pull_request:3995|pull_request:4237", + "pull_request:5015|pull_request:5898", + "pull_request:5386|pull_request:7411", + "pull_request:5506|pull_request:6009", + "pull_request:5807|pull_request:6645", + "pull_request:5833|pull_request:7632", + "pull_request:5842|pull_request:6787", + "pull_request:6035|pull_request:7206", + "pull_request:6293|pull_request:6960", + "pull_request:7246|pull_request:7632", + "pull_request:5151|pull_request:5202", + "pull_request:11995|pull_request:12445", + "pull_request:5102|pull_request:5202", + "pull_request:10378|pull_request:11743", + "pull_request:13042|pull_request:13330", + "pull_request:2001|pull_request:3299", + "pull_request:2693|pull_request:3924", + "pull_request:333|pull_request:349", + "pull_request:3921|pull_request:6105", + "pull_request:4132|pull_request:4242", + "pull_request:4498|pull_request:5943", + "pull_request:4499|pull_request:4783", + "pull_request:4499|pull_request:5186", + "pull_request:4859|pull_request:4862", + "pull_request:5056|pull_request:6311" + ], + "prepared_review_unit_hash": "f45aa27f79ccf83853b7d33b333a91a43eba0f09953c40b700f5d7989ec9f112", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 100594, + "estimated_input_tokens": 25149, + "estimated_eval_tokens": 50554 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No true duplicate cluster is present here: the soft pairs are mostly superficial similarities (shared files, same subsystem, or docs/tests), but they address different bugs or unrelated changes. I would reject every soft edge.", + "confidence": 0.98, + "canonical_issue_reason": "No issue artifacts are present in this cluster.", + "canonical_pr_reason": "No single PR is a valid canonical duplicate target; the PRs span unrelated fixes, features, docs, tests, and examples rather than one underlying change.", + "best_issue_reason": "No issue artifact is suitable as a global canonical for this cluster.", + "best_pr_reason": "No PR stands out as a canonical representative because the items are heterogeneous and do not share one concrete code-path problem or change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:3995", + "right": "pull_request:4237", + "accept": false, + "reason": "Both touch SDXL prompt encoding, but one adds prompt embeddings while the other fixes a dtype bug; different changes and not mergeable as one PR." + }, + { + "left": "pull_request:5015", + "right": "pull_request:5898", + "accept": false, + "reason": "One fixes a broken docs link, the other rewrites unconditional-image docs; same area, but unrelated edits." + }, + { + "left": "pull_request:5386", + "right": "pull_request:7411", + "accept": false, + "reason": "Both are typo/doc cleanup PRs, but they touch different files and have no shared underlying bug/change." + }, + { + "left": "pull_request:5506", + "right": "pull_request:6009", + "accept": false, + "reason": "PEFT/xFormers attention scaling fix vs TensorRT constructor argument fix; unrelated code paths." + }, + { + "left": "pull_request:5807", + "right": "pull_request:6645", + "accept": false, + "reason": "Community pipeline code vs community README housekeeping; not the same change." + }, + { + "left": "pull_request:5833", + "right": "pull_request:7632", + "accept": false, + "reason": "PixArt docs about low-VRAM usage vs DreamBooth VAE loading bug; unrelated issues." + }, + { + "left": "pull_request:5842", + "right": "pull_request:6787", + "accept": false, + "reason": "Both are model-specific bug fixes, but for different pipelines and different failure modes." + }, + { + "left": "pull_request:6035", + "right": "pull_request:7206", + "accept": false, + "reason": "One updates help text in an SDXL advanced training script; the other adds training tags across many scripts. Same file overlap is incidental." + }, + { + "left": "pull_request:6293", + "right": "pull_request:6960", + "accept": false, + "reason": "IP-Adapter feature work for SDXL ControlNet vs a flaky IP-Adapter test fix; different scopes and code changes." + }, + { + "left": "pull_request:7246", + "right": "pull_request:7632", + "accept": false, + "reason": "VAE tiling test fix vs DreamBooth VAE loading bug; not the same defect." + }, + { + "left": "pull_request:5151", + "right": "pull_request:5202", + "accept": false, + "reason": "Both relate to LoRA/PEFT, but one integrates PEFT into UNet while the other adds Kohya checkpoint mapping support; different concrete changes." + }, + { + "left": "pull_request:11995", + "right": "pull_request:12445", + "accept": false, + "reason": "Both modify Flux modular pipeline files, but one introduces the pipeline and the other aligns it with Qwen modular; not a single bug fix." + }, + { + "left": "pull_request:5102", + "right": "pull_request:5202", + "accept": false, + "reason": "LyCORIS support and Kohya checkpoint support are distinct loader enhancements." + }, + { + "left": "pull_request:10378", + "right": "pull_request:11743", + "accept": false, + "reason": "DreamBooth LoRA DeepSpeed support vs a shortened Flux quantized training script; unrelated examples." + }, + { + "left": "pull_request:13042", + "right": "pull_request:13330", + "accept": false, + "reason": "QwenImage prompt isolation test fix vs torchao test/CI adjustment; different artifacts and behavior." + }, + { + "left": "pull_request:2001", + "right": "pull_request:3299", + "accept": false, + "reason": "ColossalAI typo fix vs LoRA docs/readme sync; unrelated changes." + }, + { + "left": "pull_request:2693", + "right": "pull_request:3924", + "accept": false, + "reason": "Inpaint doc image link fix vs training tutorial parameter update; no shared underlying issue." + }, + { + "left": "pull_request:333", + "right": "pull_request:349", + "accept": false, + "reason": "Two separate type-hinting PRs for different classes/modules; not the same change." + }, + { + "left": "pull_request:3921", + "right": "pull_request:6105", + "accept": false, + "reason": "A new community pipeline implementation vs a different community pipeline addition; same section, but distinct changes." + }, + { + "left": "pull_request:4132", + "right": "pull_request:4242", + "accept": false, + "reason": "Both touch single-file loading/conversion, but one makes accelerate optional while the other adds VAE loading; different fixes." + }, + { + "left": "pull_request:4498", + "right": "pull_request:5943", + "accept": false, + "reason": "SDXL reference pipeline support vs gradient checkpointing in Transformer2DModel; unrelated." + }, + { + "left": "pull_request:4499", + "right": "pull_request:4783", + "accept": false, + "reason": "Reference-attention feature work vs docs for forcing embeddings to zero; different changes." + }, + { + "left": "pull_request:4499", + "right": "pull_request:5186", + "accept": false, + "reason": "Reference-attention feature work vs a FreeU proof-of-concept; unrelated." + }, + { + "left": "pull_request:4859", + "right": "pull_request:4862", + "accept": false, + "reason": "One fixes an SDXL inpaint test, the other fixes ControlNet img2img with MultiControlNetModel; different bugs." + }, + { + "left": "pull_request:5056", + "right": "pull_request:6311", + "accept": false, + "reason": "Multiple-LoRA docs vs a fast diffusion tutorial; both documentation, but not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 84, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10206", + "pull_request:10310", + "pull_request:10508", + "pull_request:10578", + "pull_request:10648", + "pull_request:10728", + "pull_request:10854", + "pull_request:10938", + "pull_request:11099", + "pull_request:11292", + "pull_request:11473", + "pull_request:11508", + "pull_request:11522", + "pull_request:11744", + "pull_request:11755", + "pull_request:11756", + "pull_request:11789", + "pull_request:12231", + "pull_request:12397", + "pull_request:12418", + "pull_request:12551", + "pull_request:1256", + "pull_request:12775", + "pull_request:12921", + "pull_request:13056", + "pull_request:13296", + "pull_request:13344", + "pull_request:1400", + "pull_request:1945", + "pull_request:2486", + "pull_request:4481", + "pull_request:4930", + "pull_request:5792", + "pull_request:5834", + "pull_request:5915", + "pull_request:6633", + "pull_request:6764", + "pull_request:6828", + "pull_request:6946", + "pull_request:7016", + "pull_request:7235", + "pull_request:8282", + "pull_request:8660", + "pull_request:8702", + "pull_request:9536", + "pull_request:9696", + "pull_request:9775" + ], + "soft_pairs": [ + "pull_request:5792|pull_request:5834", + "pull_request:6633|pull_request:8660", + "pull_request:6764|pull_request:8282", + "pull_request:7235|pull_request:8702", + "pull_request:9536|pull_request:9696", + "pull_request:5915|pull_request:6946", + "pull_request:1400|pull_request:1945", + "pull_request:4481|pull_request:4930", + "pull_request:12418|pull_request:12551", + "pull_request:5915|pull_request:7016", + "pull_request:6828|pull_request:7016", + "pull_request:10206|pull_request:11292", + "pull_request:10310|pull_request:11508", + "pull_request:10508|pull_request:11099", + "pull_request:10578|pull_request:10728", + "pull_request:10648|pull_request:11744", + "pull_request:10854|pull_request:11755", + "pull_request:10938|pull_request:9775", + "pull_request:11473|pull_request:12231", + "pull_request:11522|pull_request:12397", + "pull_request:11756|pull_request:11789", + "pull_request:12418|pull_request:13296", + "pull_request:1256|pull_request:2486", + "pull_request:12775|pull_request:13056", + "pull_request:12921|pull_request:13344" + ], + "prepared_review_unit_hash": "0260c7aecdab7058d1f5480763ae76958f0d473266aa31a21ec8d224bdd2de1b", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 101723, + "estimated_input_tokens": 25431, + "estimated_eval_tokens": 51118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly superficial matches across unrelated PRs (docs, CI, tests, and separate feature work). None look like the same underlying change or bug fix, so I would not merge any of them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR stands out: the items span many unrelated changes, so there is no shared underlying change to centralize.", + "best_issue_reason": null, + "best_pr_reason": "No best PR for the cluster overall; the PRs are heterogeneous and do not form one duplicate set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5792", + "right": "pull_request:5834", + "accept": false, + "reason": "Both are import-related fixes, but they touch different loading paths and solve different problems." + }, + { + "left": "pull_request:6633", + "right": "pull_request:8660", + "accept": false, + "reason": "Unrelated changes: one fixes original checkpoint YAML reading, the other adds a max_sequence_length guard in SD3 controlnet input validation." + }, + { + "left": "pull_request:6764", + "right": "pull_request:8282", + "accept": false, + "reason": "Both are documentation edits, but they cover different topics and different pages." + }, + { + "left": "pull_request:7235", + "right": "pull_request:8702", + "accept": false, + "reason": "Different scopes entirely: DreamBooth DoRA docs/support versus an SD3 conversion script." + }, + { + "left": "pull_request:9536", + "right": "pull_request:9696", + "accept": false, + "reason": "Tokenizer padding API tweak vs CI workflow changes; not the same code-path or fix." + }, + { + "left": "pull_request:5915", + "right": "pull_request:6946", + "accept": false, + "reason": "Same broad IP-Adapter area, but one adds IP-Adapter Plus support and the other adds low_cpu_mem_usage loading; distinct changes." + }, + { + "left": "pull_request:1400", + "right": "pull_request:1945", + "accept": false, + "reason": "One updates Versatile Diffusion attention parameters; the other adds UNet block tests. Different artifacts and goals." + }, + { + "left": "pull_request:4481", + "right": "pull_request:4930", + "accept": false, + "reason": "EDM pipeline/scheduler implementation versus Heun scheduler improvements; not the same concrete change." + }, + { + "left": "pull_request:12418", + "right": "pull_request:12551", + "accept": false, + "reason": "Both are CI/test stability tweaks, but they target different failing tests and unrelated skips/xfails." + }, + { + "left": "pull_request:5915", + "right": "pull_request:7016", + "accept": false, + "reason": "IP-Adapter Plus support and IP-Adapter embedding refactor are related broadly, but they are separate feature changes." + }, + { + "left": "pull_request:6828", + "right": "pull_request:7016", + "accept": false, + "reason": "UNetMotionModel IP-Adapter code change versus a wider IP-Adapter embedding refactor; not the same bug or patch." + }, + { + "left": "pull_request:10206", + "right": "pull_request:11292", + "accept": false, + "reason": "Different LoRA changes: Flux unload behavior vs more SDXL LoRA conversion support." + }, + { + "left": "pull_request:10310", + "right": "pull_request:11508", + "accept": false, + "reason": "Both affect CI workflows, but one gates fast GPU tests on PRs while the other changes torch.compile CI/test setup." + }, + { + "left": "pull_request:10508", + "right": "pull_request:11099", + "accept": false, + "reason": "Device-agnostic tests and PR-GPU workflow conditioning are unrelated test infrastructure changes." + }, + { + "left": "pull_request:10578", + "right": "pull_request:10728", + "accept": false, + "reason": "Both mention quantized Flux/IP-Adapter, but they solve different concrete problems in different loaders." + }, + { + "left": "pull_request:10648", + "right": "pull_request:11744", + "accept": false, + "reason": "Docs-only scheduler update versus DreamBooth LoRA metadata/alpha support; unrelated changes." + }, + { + "left": "pull_request:10854", + "right": "pull_request:11755", + "accept": false, + "reason": "One renames Hunyuan DiT test modules, the other fixes LTX CPU offload behavior; different code paths." + }, + { + "left": "pull_request:10938", + "right": "pull_request:9775", + "accept": false, + "reason": "Different documentation updates with no shared underlying bug or change." + }, + { + "left": "pull_request:11473", + "right": "pull_request:12231", + "accept": false, + "reason": "A specific torchao docs typo fix versus a broad typo cleanup across community examples." + }, + { + "left": "pull_request:11522", + "right": "pull_request:12397", + "accept": false, + "reason": "A pipeline compatibility fix for transformers main versus CI changes disabling transformers-from-main installs; related environment, but not the same change." + }, + { + "left": "pull_request:11756", + "right": "pull_request:11789", + "accept": false, + "reason": "Both are test fixes, but they target different pipelines and different numerical/device issues." + }, + { + "left": "pull_request:12418", + "right": "pull_request:13296", + "accept": false, + "reason": "One xfails a failing pipeline test; the other updates transformers version handling in release tests. Separate CI fixes." + }, + { + "left": "pull_request:1256", + "right": "pull_request:2486", + "accept": false, + "reason": "Negative prompt test adjustment and mixin skip relocation are unrelated test changes." + }, + { + "left": "pull_request:12775", + "right": "pull_request:13056", + "accept": false, + "reason": "Z-Image docs and Z-Image LoRA training are related by model family, but not the same underlying change." + }, + { + "left": "pull_request:12921", + "right": "pull_request:13344", + "accept": false, + "reason": "The latter adds GLM Image model tests and a small model metadata tweak, but it is not the same change as introducing GLM Image support itself." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 85, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:1561", + "pull_request:1668", + "pull_request:1687", + "pull_request:2415", + "pull_request:2746", + "pull_request:2767", + "pull_request:288", + "pull_request:2974", + "pull_request:3197", + "pull_request:3266", + "pull_request:3474", + "pull_request:3568", + "pull_request:3839", + "pull_request:3979", + "pull_request:3987", + "pull_request:401", + "pull_request:4211", + "pull_request:4227", + "pull_request:4546", + "pull_request:4762", + "pull_request:4862", + "pull_request:4934", + "pull_request:5051", + "pull_request:5144", + "pull_request:5275", + "pull_request:5367", + "pull_request:5386", + "pull_request:5499", + "pull_request:5506", + "pull_request:5626", + "pull_request:5702", + "pull_request:5741", + "pull_request:5982", + "pull_request:6035", + "pull_request:6140", + "pull_request:6216", + "pull_request:6291", + "pull_request:6578", + "pull_request:6795", + "pull_request:6808", + "pull_request:6875", + "pull_request:7141", + "pull_request:7335", + "pull_request:7857", + "pull_request:7916", + "pull_request:806", + "pull_request:837", + "pull_request:874" + ], + "soft_pairs": [ + "pull_request:1561|pull_request:2974", + "pull_request:1668|pull_request:1687", + "pull_request:1687|pull_request:806", + "pull_request:2415|pull_request:2767", + "pull_request:2746|pull_request:837", + "pull_request:288|pull_request:401", + "pull_request:2974|pull_request:874", + "pull_request:3197|pull_request:3266", + "pull_request:3474|pull_request:4227", + "pull_request:3568|pull_request:5499", + "pull_request:3839|pull_request:4546", + "pull_request:3979|pull_request:5702", + "pull_request:3987|pull_request:5144", + "pull_request:4211|pull_request:5367", + "pull_request:4762|pull_request:6795", + "pull_request:4862|pull_request:6578", + "pull_request:4934|pull_request:6035", + "pull_request:5051|pull_request:5386", + "pull_request:5051|pull_request:7141", + "pull_request:5275|pull_request:5982", + "pull_request:5506|pull_request:5741", + "pull_request:5626|pull_request:6808", + "pull_request:5982|pull_request:7916", + "pull_request:6140|pull_request:7857", + "pull_request:6216|pull_request:6875", + "pull_request:6291|pull_request:7335" + ], + "prepared_review_unit_hash": "36a3c495659de281c23601aa30979d21bbc1d58b2c5601fa423c523f753293c2", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 94227, + "estimated_input_tokens": 23557, + "estimated_eval_tokens": 47370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated small docs, example, test, and bugfix PRs. No soft edge looks like the same underlying change, so I rejected them all. The most representative PR in the set is the broad typo/docs cleanup PR.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 5386 is the broadest repo-wide cleanup in the set, touching many docs/examples with the same minor-fix character as several candidates.", + "best_issue_reason": null, + "best_pr_reason": "PR 5386 is the best representative for this cluster because it is a wide, merged cleanup PR and most closely matches the general theme of small documentation fixes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1561", + "right": "pull_request:2974", + "accept": false, + "reason": "Different changes: Stable Diffusion Mega pipeline vs TensorRT community pipeline/docs. Same area (community pipelines) is too broad." + }, + { + "left": "pull_request:1668", + "right": "pull_request:1687", + "accept": false, + "reason": "Related checkpointing theme, but 1668 is Dreambooth save/restore state while 1687 extends checkpointing to other scripts; not the same PR-level change." + }, + { + "left": "pull_request:1687", + "right": "pull_request:806", + "accept": false, + "reason": "Both touch Dreambooth, but one is checkpointing rollout and the other is an older WIP EMA/reporting change. Different underlying changes." + }, + { + "left": "pull_request:2415", + "right": "pull_request:2767", + "accept": false, + "reason": "Unrelated code paths: pipeline loading/version handling vs LoRA training script PEFT flag usage." + }, + { + "left": "pull_request:2746", + "right": "pull_request:837", + "accept": false, + "reason": "Both are docs-only fixes, but one is fp16 prose and the other is a speedup-ratio correction. Not the same change." + }, + { + "left": "pull_request:288", + "right": "pull_request:401", + "accept": false, + "reason": "Type hints for a pipeline implementation vs docs for the same pipeline family. Different artifact types and scope." + }, + { + "left": "pull_request:2974", + "right": "pull_request:874", + "accept": false, + "reason": "Both affect community README content, but one adds a TensorRT pipeline and the other adds a generic inference example. Not duplicate." + }, + { + "left": "pull_request:3197", + "right": "pull_request:3266", + "accept": false, + "reason": "One is a large lpw_stable_diffusion pipeline update; the other fixes dynamic module version loading. No shared bug/change." + }, + { + "left": "pull_request:3474", + "right": "pull_request:4227", + "accept": false, + "reason": "Docs for attention processors vs a missing import in textual inversion README. Different topics and files." + }, + { + "left": "pull_request:3568", + "right": "pull_request:5499", + "accept": false, + "reason": "Both fix broken links, but in different documentation pages and with different link targets. Too generic to call duplicate." + }, + { + "left": "pull_request:3839", + "right": "pull_request:4546", + "accept": false, + "reason": "Scheduler add_noise bugfix vs a typo in a conversion script docstring. Completely different changes." + }, + { + "left": "pull_request:3979", + "right": "pull_request:5702", + "accept": false, + "reason": "Different bugs in different pipelines: SDXL attention/precision logic vs AnimateDiff prompt default handling." + }, + { + "left": "pull_request:3987", + "right": "pull_request:5144", + "accept": false, + "reason": "Separate documentation snippet fixes in unrelated pipeline pages." + }, + { + "left": "pull_request:4211", + "right": "pull_request:5367", + "accept": false, + "reason": "SDXL docstring cleanup in two pipeline files vs a tutorial code creation fix. Not the same underlying change." + }, + { + "left": "pull_request:4762", + "right": "pull_request:6795", + "accept": false, + "reason": "Different SDXL training docs/examples changes: VAE variable naming vs micro-conditioning/crop args." + }, + { + "left": "pull_request:4862", + "right": "pull_request:6578", + "accept": false, + "reason": "ControlNet SDXL MultiControlNet bugfix vs a docs heading indentation fix. No overlap in actual change." + }, + { + "left": "pull_request:4934", + "right": "pull_request:6035", + "accept": false, + "reason": "T2I-Adapter training script/docs vs advanced DreamBooth LoRA help text. Same training umbrella, different changes." + }, + { + "left": "pull_request:5051", + "right": "pull_request:5386", + "accept": false, + "reason": "Both are typo/docs cleanups, but 5051 is Wuerstchen-specific while 5386 is broad repo-wide cleanup. Not the same fix." + }, + { + "left": "pull_request:5051", + "right": "pull_request:7141", + "accept": false, + "reason": "Docs typo cleanup vs Stable Video Diffusion step numbering. Different pages and issues." + }, + { + "left": "pull_request:5275", + "right": "pull_request:5982", + "accept": false, + "reason": "Different features entirely: SDXL Flax example vs SDXL Turbo docs." + }, + { + "left": "pull_request:5506", + "right": "pull_request:5741", + "accept": false, + "reason": "Same PEFT subsystem, but one fixes xformers+LoRA scaling and the other speeds up LoRA unload. Different concrete problems." + }, + { + "left": "pull_request:5626", + "right": "pull_request:6808", + "accept": false, + "reason": "Different tests for different environments: CPU offload assertion vs MPS test collection fix." + }, + { + "left": "pull_request:5982", + "right": "pull_request:7916", + "accept": false, + "reason": "SDXL Turbo docs vs Ascend NPU support in the SDXL training script. No shared change." + }, + { + "left": "pull_request:6140", + "right": "pull_request:7857", + "accept": false, + "reason": "Both add docs pages, but for unrelated features (IP-Adapter vs PixArtSigma). Not duplicate." + }, + { + "left": "pull_request:6216", + "right": "pull_request:6875", + "accept": false, + "reason": "Both are test adjustments, but for different features and failure modes: PEFT version handling vs IP-Adapter output changes." + }, + { + "left": "pull_request:6291", + "right": "pull_request:7335", + "accept": false, + "reason": "LoRA unfusion test fix vs ControlNet SDXL config test fix. Different tests and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 86, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10589", + "pull_request:10630", + "pull_request:10728", + "pull_request:10970", + "pull_request:11273", + "pull_request:11572", + "pull_request:11715", + "pull_request:12021", + "pull_request:12142", + "pull_request:12143", + "pull_request:12687", + "pull_request:2919", + "pull_request:3214", + "pull_request:3586", + "pull_request:3847", + "pull_request:4099", + "pull_request:4242", + "pull_request:4417", + "pull_request:4629", + "pull_request:4886", + "pull_request:6147", + "pull_request:6342", + "pull_request:6573", + "pull_request:6724", + "pull_request:6808", + "pull_request:6828", + "pull_request:7050", + "pull_request:7124", + "pull_request:7291", + "pull_request:7411", + "pull_request:7487", + "pull_request:7542", + "pull_request:7747", + "pull_request:7827", + "pull_request:7868", + "pull_request:8272", + "pull_request:8490", + "pull_request:8571", + "pull_request:8583", + "pull_request:8630", + "pull_request:8715", + "pull_request:8775", + "pull_request:8860", + "pull_request:9008", + "pull_request:9100", + "pull_request:9257", + "pull_request:9807" + ], + "soft_pairs": [ + "pull_request:6342|pull_request:6724", + "pull_request:6808|pull_request:7542", + "pull_request:7050|pull_request:8571", + "pull_request:7124|pull_request:8715", + "pull_request:7291|pull_request:7411", + "pull_request:7487|pull_request:8715", + "pull_request:7542|pull_request:9100", + "pull_request:7747|pull_request:7868", + "pull_request:7827|pull_request:7868", + "pull_request:8272|pull_request:9008", + "pull_request:8490|pull_request:8775", + "pull_request:8583|pull_request:8630", + "pull_request:8775|pull_request:8860", + "pull_request:9008|pull_request:9100", + "pull_request:9257|pull_request:9807", + "pull_request:11572|pull_request:12021", + "pull_request:10589|pull_request:10728", + "pull_request:6573|pull_request:6828", + "pull_request:10630|pull_request:11715", + "pull_request:10970|pull_request:11273", + "pull_request:12142|pull_request:12687", + "pull_request:12143|pull_request:12687", + "pull_request:2919|pull_request:3847", + "pull_request:3214|pull_request:4886", + "pull_request:3586|pull_request:4417", + "pull_request:4099|pull_request:4629", + "pull_request:4242|pull_request:6147" + ], + "prepared_review_unit_hash": "9133728ef1099a1d9fbdd0ae299cc80573331d1d3627b893a85fa1406a93315f", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 96457, + "estimated_input_tokens": 24115, + "estimated_eval_tokens": 48486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of small, unrelated docs/tests/style or feature PRs. 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different changes." + }, + { + "left": "pull_request:8583", + "right": "pull_request:8630", + "accept": false, + "reason": "Different SD3 attention backend support vs SD3 DreamBooth LoRA text-encoder training." + }, + { + "left": "pull_request:8775", + "right": "pull_request:8860", + "accept": false, + "reason": "README link update vs a separate README edit with no evidence of the same underlying change." + }, + { + "left": "pull_request:9008", + "right": "pull_request:9100", + "accept": false, + "reason": "Broad typo/style cleanup across many files versus a single typo fix in one training script." + }, + { + "left": "pull_request:9257", + "right": "pull_request:9807", + "accept": false, + "reason": "Different DreamBooth/Flux adapter fixes in the same script family, but not the same bug or code path." + }, + { + "left": "pull_request:11572", + "right": "pull_request:12021", + "accept": false, + "reason": "Different LTX work: LoRA conversion support vs attention backend support." + }, + { + "left": "pull_request:10589", + "right": "pull_request:10728", + "accept": false, + "reason": "Both mention IP-Adapter, but they fix different pipelines and code paths (SD3 img2img vs Flux quantization loader)." + }, + { + "left": "pull_request:6573", + "right": "pull_request:6828", + "accept": false, + "reason": "IP-Adapter support in different components; one is multi-adapter plumbing, the other UNetMotionModel handling." + }, + { + "left": "pull_request:10630", + "right": "pull_request:11715", + "accept": false, + "reason": "Both adjust tests for bitsandbytes/compilation, but they target different test classes and versions." + }, + { + "left": "pull_request:10970", + "right": "pull_request:11273", + "accept": false, + "reason": "Different areas entirely: workflow automation vs Slack notification timeout handling." + }, + { + "left": "pull_request:12142", + "right": "pull_request:12687", + "accept": false, + "reason": "Different bugs and files: Wan VACE mask dtype issue vs a typo rename in autoencoder_dc." + }, + { + "left": "pull_request:12143", + "right": "pull_request:12687", + "accept": false, + "reason": "Same as above; unrelated Wan VACE fix versus autoencoder_dc typo correction." + }, + { + "left": "pull_request:2919", + "right": "pull_request:3847", + "accept": false, + "reason": "Test speedup in UNet3DConditionModel versus dependency-check workflow; unrelated." + }, + { + "left": "pull_request:3214", + "right": "pull_request:4886", + "accept": false, + "reason": "Attention reshape bug versus upscale pipeline safety-checker behavior; different code paths." + }, + { + "left": "pull_request:3586", + "right": "pull_request:4417", + "accept": false, + "reason": "Community pipeline addition versus Zero123 support/docs PR; not the same change." + }, + { + "left": "pull_request:4099", + "right": "pull_request:4629", + "accept": false, + "reason": "SDXL prompt embedding bug fix versus unrelated documentation removal/addition work." + }, + { + "left": "pull_request:4242", + "right": "pull_request:6147", + "accept": false, + "reason": "Both touch single-file loading, but they fix different model-loading cases (VAE loading vs SDXL inpainting/refiner args)." + }, + { + "left": "pull_request:12142", + "right": "pull_request:12143", + "accept": true, + "reason": "Both patch the same Wan VACE bf16/fp16 mask-casting bug in `pipeline_wan_vace.py`; 12143 is the more complete version with the cast placed correctly and test coverage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 87, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10318", + "pull_request:10431", + "pull_request:10517", + "pull_request:10547", + "pull_request:10810", + "pull_request:11524", + "pull_request:12420", + "pull_request:12782", + "pull_request:13039", + "pull_request:13330", + "pull_request:1977", + "pull_request:2464", + "pull_request:2655", + "pull_request:406", + "pull_request:453", + "pull_request:4666", + "pull_request:4787", + "pull_request:4847", + "pull_request:5015", + "pull_request:5499", + "pull_request:5559", + "pull_request:5698", + "pull_request:5738", + "pull_request:5887", + "pull_request:5928", + "pull_request:6208", + "pull_request:6217", + "pull_request:6489", + "pull_request:6523", + "pull_request:6673", + "pull_request:6721", + "pull_request:6752", + "pull_request:6757", + "pull_request:689", + "pull_request:6904", + "pull_request:7016", + "pull_request:7186", + "pull_request:7246", + "pull_request:7507", + "pull_request:7820", + "pull_request:823", + "pull_request:8564", + "pull_request:8696", + "pull_request:8749", + "pull_request:9021", + "pull_request:9244", + "pull_request:9682", + "pull_request:9696" + ], + "soft_pairs": [ + "pull_request:4666|pull_request:5738", + "pull_request:6208|pull_request:6904", + "pull_request:6217|pull_request:7246", + "pull_request:6721|pull_request:6757", + "pull_request:689|pull_request:823", + "pull_request:5887|pull_request:7820", + "pull_request:5887|pull_request:7186", + "pull_request:5559|pull_request:6673", + "pull_request:5887|pull_request:7016", + "pull_request:10431|pull_request:10517", + "pull_request:10547|pull_request:9696", + "pull_request:11524|pull_request:12420", + "pull_request:1977|pull_request:2464", + "pull_request:2655|pull_request:4787", + "pull_request:406|pull_request:453", + "pull_request:5015|pull_request:5499", + "pull_request:5559|pull_request:7507", + "pull_request:5698|pull_request:6523", + "pull_request:5928|pull_request:6489", + "pull_request:8749|pull_request:9021", + "pull_request:4847|pull_request:5559", + "pull_request:6489|pull_request:6752", + "pull_request:8564|pull_request:9682", + "pull_request:10318|pull_request:8696", + "pull_request:10810|pull_request:9244", + "pull_request:12782|pull_request:13330", + "pull_request:13039|pull_request:13330" + ], + "prepared_review_unit_hash": "63394693f3674c15c5ea2d1cc1940376f5a6cb682b16f8f1ef589fb439eacff9", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 96639, + "estimated_input_tokens": 24160, + "estimated_eval_tokens": 48576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated PRs touching different subsystems, so there is no clear duplicate canonical. 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Same broad area, but not the same underlying change or bug." + }, + { + "left": "pull_request:6208", + "right": "pull_request:6904", + "accept": false, + "reason": "Unrelated fixes: a dtype mismatch in Stable Diffusion decoding vs allowing PIL.Image input in load_image." + }, + { + "left": "pull_request:6217", + "right": "pull_request:7246", + "accept": false, + "reason": "Different problems: torch compile/VAE signature handling vs VAE tiling test device selection." + }, + { + "left": "pull_request:6721", + "right": "pull_request:6757", + "accept": false, + "reason": "AnimateDiff SDXL support/docs versus moving sigmas to device in SDXL k-diffusion. Not the same code path or bug." + }, + { + "left": "pull_request:689", + "right": "pull_request:823", + "accept": false, + "reason": "Slow attention test/performance rewrite vs negative-prompt type-mismatch fixes. Completely different changes." + }, + { + "left": "pull_request:5887", + "right": "pull_request:7820", + "accept": false, + "reason": "Both involve IP-Adapter, but they fix different pipeline integrations (ControlNet inpaint vs InstructPix2Pix) and are not the same concrete bug." + }, + { + "left": "pull_request:5887", + "right": "pull_request:7186", + "accept": false, + "reason": "IP-Adapter support in ControlNet inpaint vs moving Face ID support to core. Different features and files." + }, + { + "left": "pull_request:5559", + "right": "pull_request:6673", + "accept": false, + "reason": "Latent Consistency Model Img2Img pipeline addition vs InstantID pipeline addition. Separate features." + }, + { + "left": "pull_request:5887", + "right": "pull_request:7016", + "accept": false, + "reason": "7016 is a broad refactor of IP-Adapter image embedding handling across many pipelines; 5887 is a specific ControlNet inpaint IP-Adapter integration. Not the same bug/change." + }, + { + "left": "pull_request:10431", + "right": "pull_request:10517", + "accept": false, + "reason": "Same Sana family, but one fixes 1k positional embeddings and the other a 4K pag pipeline bug. Distinct issues." + }, + { + "left": "pull_request:10547", + "right": "pull_request:9696", + "accept": false, + "reason": "Offload test adjustments for CogVideoX/CogView3 vs workflow changes for running tests from a PR. Unrelated." + }, + { + "left": "pull_request:11524", + "right": "pull_request:12420", + "accept": false, + "reason": "Conditional torchvision import in Cosmos transformer vs conditional torch.distributed import in attention dispatch. Different subsystems." + }, + { + "left": "pull_request:1977", + "right": "pull_request:2464", + "accept": false, + "reason": "Broad training/script updates vs a specific xformers-related LoRA training cleanup. Not the same change." + }, + { + "left": "pull_request:2655", + "right": "pull_request:4787", + "accept": false, + "reason": "Both touch LoRA loading, but 2655 fixes save/load behavior generally while 4787 narrows weight-name selection. Different defects." + }, + { + "left": "pull_request:406", + "right": "pull_request:453", + "accept": false, + "reason": "Two separate documentation typos in different files." + }, + { + "left": "pull_request:5015", + "right": "pull_request:5499", + "accept": false, + "reason": "Specific broken-link fix vs a wider docs link cleanup. Related area, but not the same change." + }, + { + "left": "pull_request:5559", + "right": "pull_request:7507", + "accept": false, + "reason": "Different community pipelines: Latent Consistency Img2Img vs InstantID SDXL Img2Img." + }, + { + "left": "pull_request:5698", + "right": "pull_request:6523", + "accept": false, + "reason": "LCM img2img pipeline fix vs LCM distillation script bug. Same project family, different code paths and bugs." + }, + { + "left": "pull_request:5928", + "right": "pull_request:6489", + "accept": false, + "reason": "Different community pipeline additions with separate functionality." + }, + { + "left": "pull_request:8749", + "right": "pull_request:9021", + "accept": false, + "reason": "9021 is a follow-up fix inside from_transformer, but 8749 is the broader initial SD3 ControlNet from_transformer support. Not the same exact bug/change." + }, + { + "left": "pull_request:4847", + "right": "pull_request:5559", + "accept": false, + "reason": "Prompt Free Diffusion community example vs LCM Img2Img pipeline. Unrelated features." + }, + { + "left": "pull_request:6489", + "right": "pull_request:6752", + "accept": false, + "reason": "StyleAligned pipeline vs PromptDiffusion pipeline. Different community additions." + }, + { + "left": "pull_request:8564", + "right": "pull_request:9682", + "accept": false, + "reason": "Both concern SD3 training, but 8564 is a T5 token-limit update while 9682 is a broader dreambooth-lora bug-fix patch." + }, + { + "left": "pull_request:10318", + "right": "pull_request:8696", + "accept": false, + "reason": "Flux LoRA integration tests vs Marigold flaky-test annotations. No overlap in underlying change." + }, + { + "left": "pull_request:10810", + "right": "pull_request:9244", + "accept": false, + "reason": "Flux LoRA conversion/support improvements vs adding single-file support for Flux pipelines. Different changes." + }, + { + "left": "pull_request:12782", + "right": "pull_request:13330", + "accept": false, + "reason": "HunyuanVideo offloading test settings vs torchao test fixes. Different areas and failures." + }, + { + "left": "pull_request:13039", + "right": "pull_request:13330", + "accept": false, + "reason": "WAN CPU upcasting fix vs torchao test fixes. Separate bugs and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 88, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10378", + "pull_request:10750", + "pull_request:10943", + "pull_request:11655", + "pull_request:12055", + "pull_request:12063", + "pull_request:12383", + "pull_request:13237", + "pull_request:1788", + "pull_request:2009", + "pull_request:2415", + "pull_request:2915", + "pull_request:3294", + "pull_request:3339", + "pull_request:343", + "pull_request:349", + "pull_request:4397", + "pull_request:4499", + "pull_request:4706", + "pull_request:473", + "pull_request:4749", + "pull_request:4761", + "pull_request:4855", + "pull_request:5506", + "pull_request:5668", + "pull_request:5697", + "pull_request:5823", + "pull_request:5880", + "pull_request:5915", + "pull_request:5943", + "pull_request:6231", + "pull_request:6752", + "pull_request:6757", + "pull_request:6952", + "pull_request:7153", + "pull_request:7156", + "pull_request:7627", + "pull_request:7692", + "pull_request:7790", + "pull_request:7820", + "pull_request:8452", + "pull_request:8902", + "pull_request:8913", + "pull_request:8932", + "pull_request:9060", + "pull_request:9244", + "pull_request:9257", + "pull_request:9662" + ], + "soft_pairs": [ + "pull_request:1788|pull_request:473", + "pull_request:2415|pull_request:3339", + "pull_request:2915|pull_request:4761", + "pull_request:343|pull_request:349", + "pull_request:4397|pull_request:4749", + "pull_request:4499|pull_request:5943", + "pull_request:4855|pull_request:5697", + "pull_request:5506|pull_request:6231", + "pull_request:5697|pull_request:5823", + "pull_request:6952|pull_request:9060", + "pull_request:7153|pull_request:8913", + "pull_request:7156|pull_request:9257", + "pull_request:8452|pull_request:9244", + "pull_request:8932|pull_request:9662", + "pull_request:12383|pull_request:13237", + "pull_request:5915|pull_request:7820", + "pull_request:10378|pull_request:10943", + "pull_request:2009|pull_request:3294", + "pull_request:4706|pull_request:5697", + "pull_request:6757|pull_request:7790", + "pull_request:7627|pull_request:8902", + "pull_request:12055|pull_request:12063", + "pull_request:5668|pull_request:5880", + "pull_request:6752|pull_request:7692", + "pull_request:10750|pull_request:11655" + ], + "prepared_review_unit_hash": "dbf7482a7b2665e97b728106c8955a5356c60974a6382919a1992caec9b2c2e5", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 100025, + "estimated_input_tokens": 25007, + "estimated_eval_tokens": 50270 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft edges are mostly superficial similarities: same subsystem, same file, or similar feature area, but not the same concrete bug/change. 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Different docs, different issue." + }, + { + "left": "pull_request:1194", + "right": "pull_request:1221", + "accept": false, + "reason": "These are unrelated docs/workflow updates; one changes doc-builder actions, the other adds weight reuse docs." + }, + { + "left": "pull_request:11954", + "right": "pull_request:12070", + "accept": false, + "reason": "Different test fixtures and different pipelines; both are test-slice updates, not the same bug." + }, + { + "left": "pull_request:11993", + "right": "pull_request:12183", + "accept": false, + "reason": "A LoRA inference docs deep-dive is unrelated to adding a LoRA badge to QwenImage docs." + }, + { + "left": "pull_request:12069", + "right": "pull_request:12681", + "accept": false, + "reason": "One fixes AudioLDM2 cache-position handling; the other adjusts CPU test setups across several pipelines. Not the same change." + }, + { + "left": "pull_request:1210", + "right": "pull_request:268", + "accept": false, + "reason": "Both touch tests/pipeline behavior, but 1210 changes CycleDiffusion/schedulers for test speed while 268 updates expected outputs after VAE/pipeline behavior changes." + }, + { + "left": "pull_request:1218", + "right": "pull_request:1989", + "accept": false, + "reason": "Both modify the conversion script, but they add different features in different eras and are not the same bugfix." + }, + { + "left": "pull_request:12193", + "right": "pull_request:12731", + "accept": false, + "reason": "These are unrelated README/docs fixes for different models and content." + }, + { + "left": "pull_request:12193", + "right": "pull_request:12757", + "accept": false, + "reason": "Different docs updates: a README filename fix versus attention-backend documentation formatting." + }, + { + "left": "pull_request:12193", + "right": "pull_request:12971", + "accept": false, + "reason": "A README command rename is unrelated to reordering distributed inference documentation sections." + }, + { + "left": "pull_request:1221", + "right": "pull_request:2598", + "accept": false, + "reason": "Weight reuse docs and PaintByExample docs cleanup are unrelated documentation changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 93, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:12247", + "pull_request:1227", + "pull_request:12272", + "pull_request:1230", + "pull_request:12307", + "pull_request:12343", + "pull_request:12387", + "pull_request:12416", + "pull_request:12479", + "pull_request:12487", + "pull_request:12552", + "pull_request:12618", + "pull_request:12675", + "pull_request:12731", + "pull_request:12757", + "pull_request:12775", + "pull_request:1282", + "pull_request:12890", + "pull_request:12971", + "pull_request:12980", + "pull_request:12984", + "pull_request:13040", + "pull_request:13076", + "pull_request:13082", + "pull_request:13115", + "pull_request:13135", + "pull_request:13158", + "pull_request:13174", + "pull_request:13181", + "pull_request:13253", + "pull_request:13294", + "pull_request:13344", + "pull_request:13368", + "pull_request:13369", + "pull_request:13382", + "pull_request:13400", + "pull_request:13499", + "pull_request:13567", + "pull_request:1751", + "pull_request:2175", + "pull_request:2362", + "pull_request:2587", + "pull_request:2624", + "pull_request:2836", + "pull_request:3079", + "pull_request:429", + "pull_request:500" + ], + "soft_pairs": [ + "pull_request:12247|pull_request:12272", + "pull_request:1227|pull_request:2175", + "pull_request:1227|pull_request:2587", + "pull_request:1227|pull_request:2624", + "pull_request:1227|pull_request:429", + "pull_request:1227|pull_request:500", + "pull_request:1230|pull_request:1751", + "pull_request:1230|pull_request:2362", + "pull_request:1230|pull_request:3079", + "pull_request:12307|pull_request:12980", + "pull_request:12343|pull_request:12479", + "pull_request:12387|pull_request:12416", + "pull_request:12487|pull_request:13040", + "pull_request:12487|pull_request:13076", + "pull_request:12487|pull_request:13181", + "pull_request:12552|pull_request:13040", + "pull_request:12552|pull_request:13076", + "pull_request:12552|pull_request:13181", + "pull_request:12618|pull_request:13294", + "pull_request:12675|pull_request:13135", + "pull_request:12731|pull_request:12890", + "pull_request:12757|pull_request:12890", + "pull_request:12775|pull_request:13158", + "pull_request:12775|pull_request:13253", + "pull_request:12775|pull_request:13567", + "pull_request:1282|pull_request:2836", + "pull_request:12890|pull_request:12971", + "pull_request:12890|pull_request:13400", + "pull_request:12980|pull_request:13115", + "pull_request:12984|pull_request:13382", + "pull_request:12984|pull_request:13499", + "pull_request:13082|pull_request:13368", + "pull_request:13082|pull_request:13369", + "pull_request:13174|pull_request:13344" + ], + "prepared_review_unit_hash": "b6fd98bb938469b86869524514f4e9a2419a3d3a2d8fc26b7ef68d360bd91bc4", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 97670, + "estimated_input_tokens": 24418, + "estimated_eval_tokens": 49092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated docs fixes, CI/test refactors, and modular pipeline changes across different subsystems. I don\u2019t see a single underlying bug/change that ties the artifacts together, so I would not merge any of the soft-edge pairs.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No pull request cleanly represents a duplicate cluster here; the items span unrelated fixes rather than one shared code-path change.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good global canonical for this set because the cluster is not centered on one concrete fix or feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12247", + "right": "pull_request:12272", + "accept": false, + "reason": "Both are modular-pipeline fixes, but they target different bugs in different files: AutoGuidance validation vs Flux default height/width handling." + }, + { + "left": "pull_request:1227", + "right": "pull_request:2175", + "accept": false, + "reason": "Both touch docs, but one adds multi-modal examples while the other adds a generic components docs entry; not the same change." + }, + { + "left": "pull_request:1227", + "right": "pull_request:2587", + "accept": false, + "reason": "Unrelated docs additions in different sections and languages; no shared bug or feature." + }, + { + "left": "pull_request:1227", + "right": "pull_request:2624", + "accept": false, + "reason": "One is multi-modal examples docs, the other is a cache_dir doc addition; different documentation targets." + }, + { + "left": "pull_request:1227", + "right": "pull_request:429", + "accept": false, + "reason": "Both are documentation PRs, but they cover unrelated topics and code areas." + }, + { + "left": "pull_request:1227", + "right": "pull_request:500", + "accept": false, + "reason": "These are separate docs updates for different APIs and concepts; not duplicates." + }, + { + "left": "pull_request:1230", + "right": "pull_request:1751", + "accept": false, + "reason": "Both address test/device behavior, but one fixes MPS generator fast tests while the other fixes UnCLIP generator propagation." + }, + { + "left": "pull_request:1230", + "right": "pull_request:2362", + "accept": false, + "reason": "Different test fixes in different pipelines; only broad CI/test similarity." + }, + { + "left": "pull_request:1230", + "right": "pull_request:3079", + "accept": false, + "reason": "Both are speed/test tweaks, but they address different pipeline tests and failure modes." + }, + { + "left": "pull_request:12307", + "right": "pull_request:12980", + "accept": false, + "reason": "Same file appears, but the changes are unrelated: broad modular pipeline adjustments vs a Melllon param/docstring fix." + }, + { + "left": "pull_request:12343", + "right": "pull_request:12479", + "accept": false, + "reason": "A VAE slicing bug fix and an environment constant casing fix are unrelated changes." + }, + { + "left": "pull_request:12387", + "right": "pull_request:12416", + "accept": false, + "reason": "Both are support/docs around new features, but they implement different functionality for different models/subsystems." + }, + { + "left": "pull_request:12487", + "right": "pull_request:13040", + "accept": false, + "reason": "Both are docs fixes, but one is link cleanup and the other is CLI warning grammar; not the same issue." + }, + { + "left": "pull_request:12487", + "right": "pull_request:13076", + "accept": false, + "reason": "Different documentation errors in different pages; no shared concrete problem." + }, + { + "left": "pull_request:12487", + "right": "pull_request:13181", + "accept": false, + "reason": "One is broken links cleanup, the other is a torchrun command-order fix; unrelated." + }, + { + "left": "pull_request:12552", + "right": "pull_request:13040", + "accept": false, + "reason": "Both touch wording, but they fix different docs pages and different typos/phrasing issues." + }, + { + "left": "pull_request:12552", + "right": "pull_request:13076", + "accept": false, + "reason": "Separate docs typo/syntax fixes in unrelated pages." + }, + { + "left": "pull_request:12552", + "right": "pull_request:13181", + "accept": false, + "reason": "No shared underlying documentation bug beyond both being minor doc edits." + }, + { + "left": "pull_request:12618", + "right": "pull_request:13294", + "accept": false, + "reason": "A CI install typo and a flaky-test mitigation are different problems in different areas." + }, + { + "left": "pull_request:12675", + "right": "pull_request:13135", + "accept": false, + "reason": "Both are docstring/docs corrections, but for different pipelines and different mistakes." + }, + { + "left": "pull_request:12731", + "right": "pull_request:12890", + "accept": false, + "reason": "Unrelated docs cleanups: Bria Fibo wording vs Wan hfoptions removal." + }, + { + "left": "pull_request:12757", + "right": "pull_request:12890", + "accept": false, + "reason": "Different docs areas and edits; one formats kernels references, the other edits Wan docs structure." + }, + { + "left": "pull_request:12775", + "right": "pull_request:13158", + "accept": false, + "reason": "Z-Image docs and QwenImageLayered docs are different model families." + }, + { + "left": "pull_request:12775", + "right": "pull_request:13253", + "accept": false, + "reason": "Docs for Z-Image vs a test refactor for Z-Image Transformer are not the same concrete change." + }, + { + "left": "pull_request:12775", + "right": "pull_request:13567", + "accept": false, + "reason": "Z-Image docs and .ai agent guidance are unrelated." + }, + { + "left": "pull_request:1282", + "right": "pull_request:2836", + "accept": false, + "reason": "Both are link fixes in docs, but they correct different broken links in different guides." + }, + { + "left": "pull_request:12890", + "right": "pull_request:12971", + "accept": false, + "reason": "Different docs restructuring tasks in different pages." + }, + { + "left": "pull_request:12890", + "right": "pull_request:13400", + "accept": false, + "reason": "Wan docs cleanup and profiling README acknowledgment addition are unrelated." + }, + { + "left": "pull_request:12980", + "right": "pull_request:13115", + "accept": false, + "reason": "A Melllon param/docstring fix and Flux modular export changes are unrelated despite both touching modular pipeline code." + }, + { + "left": "pull_request:12984", + "right": "pull_request:13382", + "accept": false, + "reason": "Flux2 docs/code addition and modular conversion documentation are different changes." + }, + { + "left": "pull_request:12984", + "right": "pull_request:13499", + "accept": false, + "reason": "Flux2 Klein docs and a speed/memory docs mention are unrelated." + }, + { + "left": "pull_request:13082", + "right": "pull_request:13368", + "accept": false, + "reason": "Both are test refactors, but they target different model families and different test code paths." + }, + { + "left": "pull_request:13082", + "right": "pull_request:13369", + "accept": false, + "reason": "Different autoencoder test refactors; not the same underlying bug." + }, + { + "left": "pull_request:13174", + "right": "pull_request:13344", + "accept": false, + "reason": "Attention-backend tests and GLM image transformer tests are different test additions for different subsystems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 94, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:1319", + "pull_request:1330", + "pull_request:1341", + "pull_request:1373", + "pull_request:1394", + "pull_request:1401", + "pull_request:1408", + "pull_request:1412", + "pull_request:1423", + "pull_request:1437", + "pull_request:1467", + "pull_request:1490", + "pull_request:1496", + "pull_request:15", + "pull_request:1510", + "pull_request:154", + "pull_request:1558", + "pull_request:1576", + "pull_request:1605", + "pull_request:1627", + "pull_request:1640", + "pull_request:168", + "pull_request:1727", + "pull_request:1849", + "pull_request:1989", + "pull_request:260", + "pull_request:3066", + "pull_request:3068", + "pull_request:316", + "pull_request:3166", + "pull_request:3241", + "pull_request:3389", + "pull_request:3417", + "pull_request:3554", + "pull_request:3555", + "pull_request:395", + "pull_request:407", + "pull_request:421", + "pull_request:641", + "pull_request:72", + "pull_request:798", + "pull_request:831", + "pull_request:848", + "pull_request:874", + "pull_request:908", + "pull_request:948", + "pull_request:98" + ], + "soft_pairs": [ + "pull_request:1319|pull_request:421", + "pull_request:1330|pull_request:908", + "pull_request:1341|pull_request:874", + "pull_request:1373|pull_request:1849", + "pull_request:1394|pull_request:831", + "pull_request:1401|pull_request:848", + "pull_request:1408|pull_request:98", + "pull_request:1412|pull_request:3389", + "pull_request:1412|pull_request:72", + "pull_request:1423|pull_request:168", + "pull_request:1437|pull_request:260", + "pull_request:1437|pull_request:407", + "pull_request:1437|pull_request:798", + "pull_request:1467|pull_request:3066", + "pull_request:1490|pull_request:641", + "pull_request:1496|pull_request:154", + "pull_request:1496|pull_request:1605", + "pull_request:15|pull_request:395", + "pull_request:1510|pull_request:1989", + "pull_request:1558|pull_request:948", + "pull_request:1576|pull_request:3068", + "pull_request:1576|pull_request:3166", + "pull_request:1576|pull_request:3554", + "pull_request:1576|pull_request:3555", + "pull_request:1627|pull_request:316", + "pull_request:1640|pull_request:3417", + "pull_request:1727|pull_request:3241" + ], + "prepared_review_unit_hash": "50ee5c8691d5cae0264c1a01865025939951ae9768e9f558ef894fc49b90171e", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 97696, + "estimated_input_tokens": 24424, + "estimated_eval_tokens": 49104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it mixes unrelated PRs across docs, version bumps, pipeline additions, scheduler/conversion changes, and test tweaks. No soft edge looks like the same underlying bug or mergeable change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a good canonical representative because the items span many unrelated topics and code paths.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR: the cluster is heterogeneous, so any one PR would misrepresent the rest.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1319", + "right": "pull_request:421", + "accept": false, + "reason": "Different issues: loading schedulers from a subfolder vs fixing scheduler docs/typos." + }, + { + "left": "pull_request:1330", + "right": "pull_request:908", + "accept": false, + "reason": "Unrelated changes: inpaint scaling in training/examples/pipeline vs community mega pipeline inpaint wiring." + }, + { + "left": "pull_request:1341", + "right": "pull_request:874", + "accept": false, + "reason": "Different features: adding Stable Diffusion Repaint vs generic community pipeline README/docs." + }, + { + "left": "pull_request:1373", + "right": "pull_request:1849", + "accept": false, + "reason": "Same file, but different fixes: versatile diffusion model expansion vs forwarding cross_attention_kwargs." + }, + { + "left": "pull_request:1394", + "right": "pull_request:831", + "accept": false, + "reason": "Both bump versions, but to different releases and times; not the same concrete change." + }, + { + "left": "pull_request:1401", + "right": "pull_request:848", + "accept": false, + "reason": "Related to height/width handling, but one is optional args across many pipelines and the other is Flax-only latent shape correction." + }, + { + "left": "pull_request:1408", + "right": "pull_request:98", + "accept": false, + "reason": "Both touch conversion scripts, but one fixes sample size conversion while the other is a different ncsnpp conversion script." + }, + { + "left": "pull_request:1412", + "right": "pull_request:3389", + "accept": false, + "reason": "Integration tests for SD2 inpainting vs an unrelated attention refactor test harness." + }, + { + "left": "pull_request:1412", + "right": "pull_request:72", + "accept": false, + "reason": "Different test targets and eras: SD2 inpainting integration tests vs 1D up/downsample unit tests." + }, + { + "left": "pull_request:1423", + "right": "pull_request:168", + "accept": false, + "reason": "Flax Stable Diffusion 2 support vs the original Stable Diffusion pipeline introduction." + }, + { + "left": "pull_request:1437", + "right": "pull_request:260", + "accept": false, + "reason": "Both are typos, but in different docs/code paths and not the same bug." + }, + { + "left": "pull_request:1437", + "right": "pull_request:407", + "accept": false, + "reason": "Different typo fixes in the same file, but unrelated code paths and no shared bug." + }, + { + "left": "pull_request:1437", + "right": "pull_request:798", + "accept": false, + "reason": "Separate typo/docstring fixes; not the same underlying change." + }, + { + "left": "pull_request:1467", + "right": "pull_request:3066", + "accept": false, + "reason": "Slow-test threshold tweaks in different test files and contexts; not a single bug." + }, + { + "left": "pull_request:1490", + "right": "pull_request:641", + "accept": false, + "reason": "Version/deprecation cleanup vs a dependency pin; unrelated maintenance changes." + }, + { + "left": "pull_request:1496", + "right": "pull_request:154", + "accept": false, + "reason": "Documentation for Habana Gaudi vs the original stable-diffusion conversion script; unrelated." + }, + { + "left": "pull_request:1496", + "right": "pull_request:1605", + "accept": false, + "reason": "Habana docs vs Versatile Diffusion upcast_attention support; different areas entirely." + }, + { + "left": "pull_request:15", + "right": "pull_request:395", + "accept": false, + "reason": "README output path typo vs resnet variable renaming; unrelated edits." + }, + { + "left": "pull_request:1510", + "right": "pull_request:1989", + "accept": false, + "reason": "Both conversion-related, but one adds scheduler/conversion improvements while the other adds safetensors loading support." + }, + { + "left": "pull_request:1558", + "right": "pull_request:948", + "accept": false, + "reason": "Different typo fixes in different pipeline files; not the same underlying issue." + }, + { + "left": "pull_request:1576", + "right": "pull_request:3068", + "accept": false, + "reason": "ORT integration examples vs textual inversion docs; unrelated." + }, + { + "left": "pull_request:1576", + "right": "pull_request:3166", + "accept": false, + "reason": "ORT training example integration vs a docs-only textual inversion loader example." + }, + { + "left": "pull_request:1576", + "right": "pull_request:3554", + "accept": false, + "reason": "ORT integration for examples vs a Moreh textual inversion fork; different codepaths." + }, + { + "left": "pull_request:1576", + "right": "pull_request:3555", + "accept": false, + "reason": "ORT integration for examples vs a different Moreh textual inversion fork; unrelated." + }, + { + "left": "pull_request:1627", + "right": "pull_request:316", + "accept": false, + "reason": "xformers enablement in modeling utils vs a README contribution edit; unrelated." + }, + { + "left": "pull_request:1640", + "right": "pull_request:3417", + "accept": false, + "reason": "Automatic xformers enabling change vs an unCLIP scheduler deprecation note; different fixes." + }, + { + "left": "pull_request:1727", + "right": "pull_request:3241", + "accept": false, + "reason": "ONNX img2img preprocessing bug fix vs a test tolerance adjustment for UnCLIP." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 95, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:178", + "pull_request:1838", + "pull_request:1885", + "pull_request:190", + "pull_request:1932", + "pull_request:1965", + "pull_request:1995", + "pull_request:2006", + "pull_request:2009", + "pull_request:2077", + "pull_request:2078", + "pull_request:2085", + "pull_request:2086", + "pull_request:2103", + "pull_request:2134", + "pull_request:2138", + "pull_request:2139", + "pull_request:2144", + "pull_request:2151", + "pull_request:2154", + "pull_request:2175", + "pull_request:2181", + "pull_request:2278", + "pull_request:2539", + "pull_request:2540", + "pull_request:260", + "pull_request:2760", + "pull_request:3030", + "pull_request:309", + "pull_request:3187", + "pull_request:3285", + "pull_request:3388", + "pull_request:3458", + "pull_request:3460", + "pull_request:3470", + "pull_request:353", + "pull_request:3587", + "pull_request:3839", + "pull_request:407", + "pull_request:421", + "pull_request:4320", + "pull_request:688", + "pull_request:72", + "pull_request:798", + "pull_request:869", + "pull_request:925", + "pull_request:948", + "pull_request:972" + ], + "soft_pairs": [ + "pull_request:178|pull_request:2278", + "pull_request:178|pull_request:309", + "pull_request:178|pull_request:72", + "pull_request:1838|pull_request:2009", + "pull_request:1885|pull_request:260", + "pull_request:1885|pull_request:353", + "pull_request:1885|pull_request:407", + "pull_request:1885|pull_request:798", + "pull_request:1885|pull_request:972", + "pull_request:190|pull_request:688", + "pull_request:1932|pull_request:3285", + "pull_request:1965|pull_request:2006", + "pull_request:1995|pull_request:2539", + "pull_request:1995|pull_request:260", + "pull_request:1995|pull_request:353", + "pull_request:2006|pull_request:869", + "pull_request:2006|pull_request:925", + "pull_request:2009|pull_request:3587", + "pull_request:2077|pull_request:2760", + "pull_request:2078|pull_request:2139", + "pull_request:2085|pull_request:3470", + "pull_request:2086|pull_request:3458", + "pull_request:2086|pull_request:3460", + "pull_request:2103|pull_request:3187", + "pull_request:2103|pull_request:3458", + "pull_request:2103|pull_request:3460", + "pull_request:2134|pull_request:948", + "pull_request:2138|pull_request:3839", + "pull_request:2144|pull_request:3030", + "pull_request:2151|pull_request:4320", + "pull_request:2154|pull_request:260", + "pull_request:2154|pull_request:353", + "pull_request:2154|pull_request:407", + "pull_request:2154|pull_request:798", + "pull_request:2175|pull_request:3388", + "pull_request:2181|pull_request:2540", + "pull_request:2181|pull_request:421" + ], + "prepared_review_unit_hash": "0813ce3097555e177f71c464c4b2f65c5abefbfe56a27e98054ff17a4e1ea3a6", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 93354, + "estimated_input_tokens": 23339, + "estimated_eval_tokens": 46934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated small docs/typo/feature PRs; the soft links look like lexical similarity rather than duplicates. No soft edge appears to be the same underlying change or bug.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 2009 is the broadest and most central code change here: it adds textual inversion loading across Stable Diffusion pipelines, touches many relevant files, and has by far the most review/discussion activity.", + "best_issue_reason": null, + "best_pr_reason": "PR 2009 is the best representative PR for the cluster because it is the most substantial, most widely applicable change, and most clearly anchored in the Stable Diffusion loading path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:178", + "right": "pull_request:2278", + "accept": false, + "reason": "Unrelated: stable diffusion pipeline test update vs a large video diffusion/community project PR." + }, + { + "left": "pull_request:178", + "right": "pull_request:309", + "accept": false, + "reason": "Unrelated: stable diffusion test fixture update vs a README link fix." + }, + { + "left": "pull_request:178", + "right": "pull_request:72", + "accept": false, + "reason": "Unrelated: stable diffusion test update vs 1D up/downsample tests." + }, + { + "left": "pull_request:1838", + "right": "pull_request:2009", + "accept": false, + "reason": "Related theme, but not the same change: 1838 adds logging images to textual inversion; 2009 adds textual inversion loading support across Stable Diffusion pipelines." + }, + { + "left": "pull_request:1885", + "right": "pull_request:260", + "accept": false, + "reason": "Unrelated: dreambooth training typo fix vs README typo fix." + }, + { + "left": "pull_request:1885", + "right": "pull_request:353", + "accept": false, + "reason": "Unrelated: dreambooth typo fix vs UNet block typo fix." + }, + { + "left": "pull_request:1885", + "right": "pull_request:407", + "accept": false, + "reason": "Unrelated: dreambooth training typo fix vs attention slicing typo fix." + }, + { + "left": "pull_request:1885", + "right": "pull_request:798", + "accept": false, + "reason": "Unrelated: dreambooth CLI typo fix vs UNet docstring typo fix." + }, + { + "left": "pull_request:1885", + "right": "pull_request:972", + "accept": false, + "reason": "Unrelated: dreambooth typo fix vs README torch_dtype typo fix." + }, + { + "left": "pull_request:190", + "right": "pull_request:688", + "accept": false, + "reason": "Different fixes in different layers: scipy import guard vs Flax/PyTorch import handling." + }, + { + "left": "pull_request:1932", + "right": "pull_request:3285", + "accept": false, + "reason": "Different problems: DDIM scheduler conversion/loading behavior vs disk offload support." + }, + { + "left": "pull_request:1965", + "right": "pull_request:2006", + "accept": false, + "reason": "Same file, but different merger issues: import path cleanup vs config/device/map/state-dict handling." + }, + { + "left": "pull_request:1995", + "right": "pull_request:2539", + "accept": false, + "reason": "Unrelated: img2img strength range typo vs pix2pix-zero guidance doc default." + }, + { + "left": "pull_request:1995", + "right": "pull_request:260", + "accept": false, + "reason": "Unrelated: value-range typo vs README typo." + }, + { + "left": "pull_request:1995", + "right": "pull_request:353", + "accept": false, + "reason": "Unrelated: value-range typo vs UNet block typo." + }, + { + "left": "pull_request:2006", + "right": "pull_request:869", + "accept": false, + "reason": "Unrelated: checkpoint merger fix vs community README/import cleanup." + }, + { + "left": "pull_request:2006", + "right": "pull_request:925", + "accept": false, + "reason": "Unrelated: checkpoint merger fix vs prompt weighting bug in LPW community pipeline." + }, + { + "left": "pull_request:2009", + "right": "pull_request:3587", + "accept": false, + "reason": "Unrelated: textual inversion loader feature vs community CLIP-guided images-mixing pipeline." + }, + { + "left": "pull_request:2077", + "right": "pull_request:2760", + "accept": false, + "reason": "Different scope: validation images for textual inversion vs an Intel quantization/distillation example." + }, + { + "left": "pull_request:2078", + "right": "pull_request:2139", + "accept": false, + "reason": "Related LoRA topic, but distinct changes: TensorBoard logging vs LoRA scale/alpha docs." + }, + { + "left": "pull_request:2085", + "right": "pull_request:3470", + "accept": false, + "reason": "Same broader DreamBooth docs area, but different content: random crop note vs IF DreamBooth docs." + }, + { + "left": "pull_request:2086", + "right": "pull_request:3458", + "accept": false, + "reason": "Docs on LoRA support vs inpaint LoRA scale support are not the same underlying change." + }, + { + "left": "pull_request:2086", + "right": "pull_request:3460", + "accept": false, + "reason": "Docs on LoRA support vs inpaint LoRA scale support with tests are different change types and different code paths." + }, + { + "left": "pull_request:2103", + "right": "pull_request:3187", + "accept": false, + "reason": "Unrelated: adding LoRA tag metadata vs x4 upscaler model offload." + }, + { + "left": "pull_request:2103", + "right": "pull_request:3458", + "accept": false, + "reason": "Unrelated: LoRA tag metadata vs inpaint LoRA support." + }, + { + "left": "pull_request:2103", + "right": "pull_request:3460", + "accept": false, + "reason": "Unrelated: LoRA tag metadata vs inpaint LoRA support with tests." + }, + { + "left": "pull_request:2134", + "right": "pull_request:948", + "accept": false, + "reason": "Unrelated typo fixes in different README/pipeline docs." + }, + { + "left": "pull_request:2138", + "right": "pull_request:3839", + "accept": false, + "reason": "Unrelated: docs typo vs scheduler add_noise behavior fix." + }, + { + "left": "pull_request:2144", + "right": "pull_request:3030", + "accept": false, + "reason": "Different code paths: transformer output projection bug vs panorama CFG handling bug." + }, + { + "left": "pull_request:2151", + "right": "pull_request:4320", + "accept": false, + "reason": "Unrelated typo/docstring fix vs ONNX docs typo fix." + }, + { + "left": "pull_request:2154", + "right": "pull_request:260", + "accept": false, + "reason": "Unrelated: CLI env variable typo vs README typo." + }, + { + "left": "pull_request:2154", + "right": "pull_request:353", + "accept": false, + "reason": "Unrelated typo fixes in different files and subsystems." + }, + { + "left": "pull_request:2154", + "right": "pull_request:407", + "accept": false, + "reason": "Unrelated typo fixes in different files and subsystems." + }, + { + "left": "pull_request:2154", + "right": "pull_request:798", + "accept": false, + "reason": "Unrelated typo fixes in different files and subsystems." + }, + { + "left": "pull_request:2175", + "right": "pull_request:3388", + "accept": false, + "reason": "Unrelated docs tweaks: DiffusionPipeline components vs installation instructions." + }, + { + "left": "pull_request:2181", + "right": "pull_request:2540", + "accept": false, + "reason": "Different docs topics: Flax scheduler guide vs ControlNet section correction." + }, + { + "left": "pull_request:2181", + "right": "pull_request:421", + "accept": false, + "reason": "Different docs topics: Flax scheduler guide vs general scheduler docs typo fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 96, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:2208", + "pull_request:2216", + "pull_request:2271", + "pull_request:2290", + "pull_request:2333", + "pull_request:2362", + "pull_request:2381", + "pull_request:2396", + "pull_request:2405", + "pull_request:2488", + "pull_request:2498", + "pull_request:2503", + "pull_request:2530", + "pull_request:2533", + "pull_request:2557", + "pull_request:2563", + "pull_request:2587", + "pull_request:2590", + "pull_request:2604", + "pull_request:2624", + "pull_request:2629", + "pull_request:2631", + "pull_request:2637", + "pull_request:2639", + "pull_request:2642", + "pull_request:2647", + "pull_request:268", + "pull_request:2684", + "pull_request:2685", + "pull_request:2764", + "pull_request:3099", + "pull_request:3310", + "pull_request:3388", + "pull_request:3400", + "pull_request:3680", + "pull_request:3755", + "pull_request:4022", + "pull_request:406", + "pull_request:408", + "pull_request:4112", + "pull_request:4515", + "pull_request:4740", + "pull_request:4794", + "pull_request:483", + "pull_request:703", + "pull_request:830", + "pull_request:888", + "pull_request:979" + ], + "soft_pairs": [ + "pull_request:2208|pull_request:4022", + "pull_request:2216|pull_request:888", + "pull_request:2271|pull_request:268", + "pull_request:2290|pull_request:3680", + "pull_request:2333|pull_request:406", + "pull_request:2362|pull_request:3400", + "pull_request:2381|pull_request:979", + "pull_request:2396|pull_request:408", + "pull_request:2405|pull_request:830", + "pull_request:2488|pull_request:4515", + "pull_request:2498|pull_request:3099", + "pull_request:2503|pull_request:2764", + "pull_request:2530|pull_request:3755", + "pull_request:2533|pull_request:4740", + "pull_request:2557|pull_request:4112", + "pull_request:2563|pull_request:703", + "pull_request:2587|pull_request:3388", + "pull_request:2590|pull_request:483", + "pull_request:2604|pull_request:4794", + "pull_request:2624|pull_request:3388", + "pull_request:2629|pull_request:2631", + "pull_request:2637|pull_request:2639", + "pull_request:2637|pull_request:3310", + "pull_request:2639|pull_request:2642", + "pull_request:2639|pull_request:2647", + "pull_request:2639|pull_request:2684", + "pull_request:2639|pull_request:2685" + ], + "prepared_review_unit_hash": "e2cc74f6ac8f18b4340e0dc75593a0010b08113c0857720781174d425842418b", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 96454, + "estimated_input_tokens": 24114, + "estimated_eval_tokens": 48484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: mostly unrelated docs, tests, CI, and feature PRs. The soft pairs share at most a broad topic or one filename, but they do not look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a credible canonical for this cluster because the items span unrelated changes; even the closest pairs are only superficial file- or topic-level matches.", + "best_issue_reason": null, + "best_pr_reason": "No PR is a strong global representative. The closest thematic overlap is the torch2.0 docs pair, but it is still not duplicate-level and the rest of the cluster is unrelated.", + "soft_edge_verdicts": [ + { + "left": "pull_request:2208", + "right": "pull_request:4022", + "accept": false, + "reason": "Both are docs updates, but they affect different translations/files and unrelated content." + }, + { + "left": "pull_request:2216", + "right": "pull_request:888", + "accept": false, + "reason": "Different feature additions: DifFace pipeline vs CycleDiffusion pipeline." + }, + { + "left": "pull_request:2271", + "right": "pull_request:268", + "accept": false, + "reason": "Both touch tests, but they fix different test suites and different expected values." + }, + { + "left": "pull_request:2290", + "right": "pull_request:3680", + "accept": false, + "reason": "One is a pix2pix doc fix, the other is a link fix in a different docs page." + }, + { + "left": "pull_request:2333", + "right": "pull_request:406", + "accept": false, + "reason": "Different documentation fixes in different files; 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Same subsystem, but one is a doc tweak and the other is a feature expansion." + }, + { + "left": "pull_request:4350", + "right": "pull_request:6314", + "accept": false, + "reason": "4350 is a docs dtype example fix; 6314 fixes a broken paper link. Both are docs-only but not the same underlying issue." + }, + { + "left": "pull_request:4380", + "right": "pull_request:4457", + "accept": false, + "reason": "4380 is assorted training/docs minor fixes; 4457 updates a TensorRT inpaint pipeline example and README import usage. Different examples and code." + }, + { + "left": "pull_request:4437", + "right": "pull_request:5828", + "accept": false, + "reason": "4437 fixes consistency-model sampling bugs in UNet/pipeline code; 5828 only adds `@torch.no_grad()` to a VAE test. Not the same change." + }, + { + "left": "pull_request:4461", + "right": "pull_request:6265", + "accept": false, + "reason": "4461 adds a pipeline-class argument to a conversion script; 6265 refactors GLIGEN out of stable-diffusion namespaces. Separate refactor/CLI changes." + }, + { + "left": "pull_request:4472", + "right": "pull_request:4503", + "accept": false, + "reason": "4472 updates an SDXL DreamBooth README; 4503 clarifies LoRA docs and supported checkpoints. Different docs and topics." + }, + { + "left": "pull_request:4479", + "right": "pull_request:6122", + "accept": false, + "reason": "4479 fixes typos across several pipeline docstrings; 6122 is a large README typo sweep. Both are typo cleanups, but not the same concrete artifact." + }, + { + "left": "pull_request:4503", + "right": "pull_request:5267", + "accept": false, + "reason": "4503 clarifies LoRA/SDXL support; 5267 fixes README markdown code fences. Different documentation concerns." + }, + { + "left": "pull_request:4563", + "right": "pull_request:6433", + "accept": false, + "reason": "4563 adds Prompt2Prompt to community pipelines; 6433 adds GlueGen. Both community pipeline additions, but distinct features and code paths." + }, + { + "left": "pull_request:4582", + "right": "pull_request:5063", + "accept": false, + "reason": "4582 fixes a ControlNet SDXL docstring example; 5063 changes guidance_rescale docstrings and related example text across many pipelines. Related docstring area, but not one specific bug." + }, + { + "left": "pull_request:4612", + "right": "pull_request:4626", + "accept": false, + "reason": "4612 fixes links in controlling-generation docs; 4626 updates text-to-image training docs links. Different docs pages and link targets." + }, + { + "left": "pull_request:4721", + "right": "pull_request:5831", + "accept": false, + "reason": "4721 is a Korean dreambooth docs cleanup; 5831 only adds a title in the English toctree. Not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 100, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:4741", + "pull_request:4796", + "pull_request:4847", + "pull_request:4862", + "pull_request:4946", + "pull_request:498", + "pull_request:5041", + "pull_request:5065", + "pull_request:5066", + "pull_request:5184", + "pull_request:5207", + "pull_request:5236", + "pull_request:5286", + "pull_request:5407", + "pull_request:5478", + "pull_request:5505", + "pull_request:5652", + "pull_request:5695", + "pull_request:5697", + "pull_request:5698", + "pull_request:5727", + "pull_request:5744", + "pull_request:5745", + "pull_request:5828", + "pull_request:5831", + "pull_request:5844", + "pull_request:591", + "pull_request:6009", + "pull_request:6021", + "pull_request:6105", + "pull_request:6140", + "pull_request:6215", + "pull_request:6330", + "pull_request:6339", + "pull_request:6424", + "pull_request:6475", + "pull_request:6647", + "pull_request:6680", + "pull_request:6796", + "pull_request:6847", + "pull_request:6941", + "pull_request:7015", + "pull_request:7096", + "pull_request:7335", + "pull_request:7916", + "pull_request:827", + "pull_request:925" + ], + "soft_pairs": [ + "pull_request:4741|pull_request:6796", + "pull_request:4796|pull_request:5745", + "pull_request:4796|pull_request:6475", + "pull_request:4796|pull_request:6647", + "pull_request:4847|pull_request:6105", + "pull_request:4862|pull_request:5698", + "pull_request:4862|pull_request:6424", + "pull_request:4946|pull_request:5727", + "pull_request:498|pull_request:925", + "pull_request:5041|pull_request:5184", + "pull_request:5065|pull_request:5505", + "pull_request:5066|pull_request:5505", + "pull_request:5207|pull_request:5652", + "pull_request:5236|pull_request:5745", + "pull_request:5236|pull_request:7015", + "pull_request:5286|pull_request:5844", + "pull_request:5407|pull_request:7096", + "pull_request:5478|pull_request:5844", + "pull_request:5695|pull_request:6215", + "pull_request:5697|pull_request:6009", + "pull_request:5744|pull_request:6330", + "pull_request:5828|pull_request:6680", + "pull_request:5828|pull_request:7335", + "pull_request:5831|pull_request:6339", + "pull_request:591|pull_request:827", + "pull_request:6021|pull_request:7916", + "pull_request:6140|pull_request:6847", + "pull_request:6140|pull_request:6941" + ], + "prepared_review_unit_hash": "0ad0b1af00b18e72c099b748f038db5542ddaa97d237bc7b36bfb3549a73738d", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 98434, + "estimated_input_tokens": 24609, + "estimated_eval_tokens": 49474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated small bugfix/docs PRs across different subsystems. 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I do not see any pair that safely looks like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a safe canonical for this cluster; the items span unrelated topics and code paths rather than one duplicated fix or feature.", + "best_issue_reason": null, + "best_pr_reason": "PR 9408 is the strongest standalone change in scope and quality (explicit issue target, substantial implementation, and tests), but it is not a good canonical anchor for the whole cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:7384", + "right": "pull_request:8851", + "accept": false, + "reason": "Both are docs PRs, but they touch different pages/features (FreeInit outputs vs AuraFlow docs) and are not the same change." + }, + { + "left": "pull_request:7425", + "right": "pull_request:8737", + "accept": false, + "reason": "A small docs output-image fix is unrelated to a broad workflow/benchmark cleanup PR." + }, + { + "left": "pull_request:7425", + "right": "pull_request:9066", + "accept": false, + "reason": "Different documentation topics and files; no shared bug or duplicated change." + }, + { + "left": "pull_request:7464", + "right": "pull_request:8498", + "accept": false, + "reason": "One fixes an example import path, the other fixes a doc typo; unrelated changes." + }, + { + "left": "pull_request:7530", + "right": "pull_request:8946", + "accept": false, + "reason": "A training autocast bugfix is not the same as a test assertion adjustment." + }, + { + "left": "pull_request:7627", + "right": "pull_request:8720", + "accept": false, + "reason": "Both affect img2img/testing around latents, but one fixes pipeline latent handling while the other updates precision-sensitive test expectations." + }, + { + "left": "pull_request:7719", + "right": "pull_request:7918", + "accept": false, + "reason": "Workflow secret wiring and a Flax attention reshape fix are unrelated code paths." + }, + { + "left": "pull_request:7746", + "right": "pull_request:9627", + "accept": false, + "reason": "A VAE test dtype fix and a LoRA warning-capture test change are different test issues." + }, + { + "left": "pull_request:7746", + "right": "pull_request:9683", + "accept": false, + "reason": "A VAE test dtype fix and a CogVideoX integration test rename/unskip are unrelated." + }, + { + "left": "pull_request:7827", + "right": "pull_request:9765", + "accept": false, + "reason": "Docstring CPU-offload wording and SD3 pipeline docstring corrections are not the same change." + }, + { + "left": "pull_request:798", + "right": "pull_request:948", + "accept": false, + "reason": "A docstring typo in UNet is unrelated to a DDPM comment typo." + }, + { + "left": "pull_request:8427", + "right": "pull_request:9765", + "accept": false, + "reason": "A workflow debug-print addition and SD3 docstring fixes are different areas and changes." + }, + { + "left": "pull_request:8470", + "right": "pull_request:9553", + "accept": false, + "reason": "A README/project rename update is unrelated to distributed inference documentation." + }, + { + "left": "pull_request:8479", + "right": "pull_request:9408", + "accept": false, + "reason": "Both touch export/init surfaces, but they implement different features in different model families (HunyuanDiT controlnet vs Flux ControlNet pipelines)." + }, + { + "left": "pull_request:8481", + "right": "pull_request:8836", + "accept": false, + "reason": "An image_processor error-message fix is unrelated to a sliced attention loop bugfix." + }, + { + "left": "pull_request:8497", + "right": "pull_request:9107", + "accept": false, + "reason": "A scheduler spelling fix is not the same as a DreamBooth SD3 loading-hook bugfix." + }, + { + "left": "pull_request:8838", + "right": "pull_request:9196", + "accept": false, + "reason": "A transformer SD3 forward-chunking helper and a PixArt attention-processor helper are different model classes and changes." + }, + { + "left": "pull_request:8845", + "right": "pull_request:9100", + "accept": false, + "reason": "Typo fixes in PAG tests and a typo fix in an example argument help string are not the same artifact." + }, + { + "left": "pull_request:8845", + "right": "pull_request:9683", + "accept": false, + "reason": "PAG test typo fixes are unrelated to CogVideoX image-to-video integration test changes." + }, + { + "left": "pull_request:8951", + "right": "pull_request:9765", + "accept": false, + "reason": "A DreamBooth SD3 deletion-condition fix is unrelated to SD3 pipeline docstring corrections." + }, + { + "left": "pull_request:8984", + "right": "pull_request:9765", + "accept": false, + "reason": "An ONNX conversion feature for SD3 is a different change from a pipeline docstring fix." + }, + { + "left": "pull_request:9008", + "right": "pull_request:9077", + "accept": false, + "reason": "These are both typo/errata-style PRs, but they target different docs and examples with no shared bug." + }, + { + "left": "pull_request:9008", + "right": "pull_request:9739", + "accept": false, + "reason": "General typo/errata cleanup is not the same as adding SD3 single-file loading docs and code." + }, + { + "left": "pull_request:9152", + "right": "pull_request:9266", + "accept": false, + "reason": "Both are docs, but one is distributed inference guidance and the other is the community projects table." + }, + { + "left": "pull_request:9408", + "right": "pull_request:9571", + "accept": false, + "reason": "Both are Flux ControlNet-related, but one adds new img2img/inpaint pipelines while the other adds control guidance scheduling to existing pipelines; different code-path problems." + }, + { + "left": "pull_request:9408", + "right": "pull_request:9658", + "accept": false, + "reason": "A core Flux ControlNet feature PR and a community FLUX distilled ControlNet example are not the same underlying change." + }, + { + "left": "pull_request:948", + "right": "pull_request:972", + "accept": false, + "reason": "A DDPM comment typo and a README torch_dtype typo are unrelated docs fixes." + }, + { + "left": "pull_request:12086", + "right": "pull_request:12387", + "accept": false, + "reason": "Flux modular I2I support and flash-attention-kernels backend support are entirely different features." + }, + { + "left": "pull_request:12006", + "right": "pull_request:12909", + "accept": false, + "reason": "Both involve WAN, but one adds a 5B I2V pipeline and the other fixes WAN 2.1 context-parallel behavior; different versions and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 103, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10230", + "pull_request:10318", + "pull_request:10544", + "pull_request:11479", + "pull_request:11595", + "pull_request:11843", + "pull_request:12074", + "pull_request:12324", + "pull_request:12416", + "pull_request:12451", + "pull_request:12541", + "pull_request:12681", + "pull_request:12782", + "pull_request:13042", + "pull_request:13211", + "pull_request:13280", + "pull_request:2172", + "pull_request:2367", + "pull_request:2464", + "pull_request:2467", + "pull_request:3080", + "pull_request:3299", + "pull_request:3339", + "pull_request:3652", + "pull_request:4315", + "pull_request:4508", + "pull_request:4761", + "pull_request:4795", + "pull_request:4862", + "pull_request:4899", + "pull_request:5127", + "pull_request:5298", + "pull_request:5738", + "pull_request:5948", + "pull_request:5958", + "pull_request:6217", + "pull_request:6868", + "pull_request:6946", + "pull_request:7189", + "pull_request:7632", + "pull_request:7786", + "pull_request:823", + "pull_request:826", + "pull_request:9061", + "pull_request:9073", + "pull_request:9213", + "pull_request:9964" + ], + "soft_pairs": [ + "pull_request:6946|pull_request:9073", + "pull_request:6868|pull_request:7189", + "pull_request:9213|pull_request:9964", + "pull_request:12416|pull_request:13280", + "pull_request:12074|pull_request:12324", + "pull_request:2367|pull_request:3652", + "pull_request:7632|pull_request:9061", + "pull_request:2467|pull_request:823", + "pull_request:3299|pull_request:4761", + "pull_request:4315|pull_request:5298", + "pull_request:4508|pull_request:5948", + "pull_request:4795|pull_request:4862", + "pull_request:5738|pull_request:5958", + "pull_request:6217|pull_request:7786", + "pull_request:823|pull_request:826", + "pull_request:4899|pull_request:5127", + "pull_request:10230|pull_request:10544", + "pull_request:10318|pull_request:11595", + "pull_request:11479|pull_request:12451", + "pull_request:11843|pull_request:12541", + "pull_request:12681|pull_request:13042", + "pull_request:12782|pull_request:13211", + "pull_request:2172|pull_request:3080", + "pull_request:2464|pull_request:3339" + ], + "prepared_review_unit_hash": "58cf577745bd1d362482e76ea0c3bbc7518db968da1ea13cdcd5efd42e311308", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 101725, + "estimated_input_tokens": 25432, + "estimated_eval_tokens": 51120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: mostly unrelated documentation, test, LoRA, quantization, and pipeline fixes across different subsystems. I do not see a true duplicate group here, so all soft-edge candidates should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a strong canonical representative; the items span unrelated changes, and the soft links are only loose topical similarity rather than the same underlying bug or feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:6946", + "right": "pull_request:9073", + "accept": false, + "reason": "Different features: IP-Adapter low_cpu_mem_usage support vs SparseControlNet single-file loading." + }, + { + "left": "pull_request:6868", + "right": "pull_request:7189", + "accept": false, + "reason": "Both touch adapter/embed plumbing, but they fix different problems and code paths; not the same concrete bug." + }, + { + "left": "pull_request:9213", + "right": "pull_request:9964", + "accept": false, + "reason": "Different quantization backends and goals: bitsandbytes support vs GGUF single-file support." + }, + { + "left": "pull_request:12416", + "right": "pull_request:13280", + "accept": false, + "reason": "Unrelated subsystems: QwenImage Edit Plus modular support vs FlashAttention-4 backend support." + }, + { + "left": "pull_request:12074", + "right": "pull_request:12324", + "accept": false, + "reason": "Wan LoRA second-transformer loading is distinct from the Wan2.2 VACE conversion/model support PR." + }, + { + "left": "pull_request:2367", + "right": "pull_request:3652", + "accept": false, + "reason": "Both involve checkpointing, but one adds a total-limit option while the other refactors checkpoint naming/layout." + }, + { + "left": "pull_request:7632", + "right": "pull_request:9061", + "accept": false, + "reason": "DreamBooth VAE path fix is unrelated to sharded checkpoint loading with variants." + }, + { + "left": "pull_request:2467", + "right": "pull_request:823", + "accept": false, + "reason": "Latent output type support is unrelated to the negative-prompt type mismatch fix." + }, + { + "left": "pull_request:3299", + "right": "pull_request:4761", + "accept": false, + "reason": "Different areas: LoRA training docs/example cleanup vs Paint-by-Example image encoder fix." + }, + { + "left": "pull_request:4315", + "right": "pull_request:5298", + "accept": false, + "reason": "Both are LoRA compile-related, but they address different conv forward paths and are not the same bug." + }, + { + "left": "pull_request:4508", + "right": "pull_request:5948", + "accept": false, + "reason": "from_pretrained use_onnx plumbing is unrelated to the deprecated-variant warning condition." + }, + { + "left": "pull_request:4795", + "right": "pull_request:4862", + "accept": false, + "reason": "ControlNet torch.compile fix vs MultiControlNet image-shape handling are different issues." + }, + { + "left": "pull_request:5738", + "right": "pull_request:5958", + "accept": false, + "reason": "LoRA delete-adapter feature and load_lora support refactor are distinct changes." + }, + { + "left": "pull_request:6217", + "right": "pull_request:7786", + "accept": false, + "reason": "Stable Video Diffusion VAE compile fix vs num_videos_per_prompt behavior fix are different bugs." + }, + { + "left": "pull_request:823", + "right": "pull_request:826", + "accept": false, + "reason": "Negative-prompt type checking and DreamBooth fp16 loss casting are unrelated." + }, + { + "left": "pull_request:4899", + "right": "pull_request:5127", + "accept": false, + "reason": "ControlNet LoRA support and MultiAdapter support are different feature additions." + }, + { + "left": "pull_request:10230", + "right": "pull_request:10544", + "accept": false, + "reason": "Different docs additions for different topics; not the same underlying change." + }, + { + "left": "pull_request:10318", + "right": "pull_request:11595", + "accept": false, + "reason": "Both are Flux LoRA-related, but one adds tests and the other fixes a loader bug; not the same concrete change." + }, + { + "left": "pull_request:11479", + "right": "pull_request:12451", + "accept": false, + "reason": "Intel Gaudi doc update vs doc-builder Dockerfile dependency changes are unrelated." + }, + { + "left": "pull_request:11843", + "right": "pull_request:12541", + "accept": false, + "reason": "Wan VACE exclude_modules tests are unrelated to the latest few-step Wan LoRA conversion fix." + }, + { + "left": "pull_request:12681", + "right": "pull_request:13042", + "accept": false, + "reason": "Different test fixes in different subsystems; no shared underlying bug." + }, + { + "left": "pull_request:12782", + "right": "pull_request:13211", + "accept": false, + "reason": "HunyuanVideo offloading tests and group-offloading runtime fix are not the same artifact." + }, + { + "left": "pull_request:2172", + "right": "pull_request:3080", + "accept": false, + "reason": "Validation-in-multi-GPU and save_pretrained None-handling are unrelated." + }, + { + "left": "pull_request:2464", + "right": "pull_request:3339", + "accept": false, + "reason": "Training-script xformers cleanup vs urllib3 pinning are unrelated maintenance changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 104, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10261", + "pull_request:10366", + "pull_request:10717", + "pull_request:10854", + "pull_request:11124", + "pull_request:11756", + "pull_request:12024", + "pull_request:12041", + "pull_request:1269", + "pull_request:1527", + "pull_request:192", + "pull_request:2915", + "pull_request:2983", + "pull_request:3127", + "pull_request:3316", + "pull_request:3707", + "pull_request:3847", + "pull_request:3850", + "pull_request:4083", + "pull_request:4098", + "pull_request:4845", + "pull_request:4886", + "pull_request:4989", + "pull_request:4999", + "pull_request:5010", + "pull_request:5093", + "pull_request:5477", + "pull_request:5559", + "pull_request:6346", + "pull_request:6355", + "pull_request:6787", + "pull_request:6828", + "pull_request:6864", + "pull_request:7016", + "pull_request:7096", + "pull_request:7103", + "pull_request:7156", + "pull_request:7246", + "pull_request:7328", + "pull_request:7458", + "pull_request:7613", + "pull_request:7820", + "pull_request:7932", + "pull_request:8797", + "pull_request:8901", + "pull_request:9175", + "pull_request:9542" + ], + "soft_pairs": [ + "pull_request:2983|pull_request:3847", + "pull_request:3127|pull_request:4886", + "pull_request:6346|pull_request:7096", + "pull_request:6864|pull_request:7328", + "pull_request:7103|pull_request:7156", + "pull_request:7246|pull_request:7458", + "pull_request:7932|pull_request:8797", + "pull_request:5477|pull_request:5559", + "pull_request:5010|pull_request:6787", + "pull_request:6355|pull_request:7613", + "pull_request:6828|pull_request:7820", + "pull_request:4083|pull_request:4098", + "pull_request:9175|pull_request:9542", + "pull_request:12024|pull_request:12041", + "pull_request:7016|pull_request:8901", + "pull_request:10261|pull_request:10717", + "pull_request:10366|pull_request:11756", + "pull_request:10854|pull_request:11124", + "pull_request:1269|pull_request:192", + "pull_request:1527|pull_request:192", + "pull_request:2915|pull_request:5093", + "pull_request:3316|pull_request:3707", + "pull_request:3850|pull_request:4845", + "pull_request:4989|pull_request:4999" + ], + "prepared_review_unit_hash": "dc544295298a335045f60b76e828c05ea2af90425b409bc0a7e154a79e46001f", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 97728, + "estimated_input_tokens": 24432, + "estimated_eval_tokens": 49120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated PRs; the soft-similarity pairs share broad subsystems or testing/doc themes, but they are not the same concrete bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 10261 is the strongest representative: it\u2019s a broad, central Flux IP-Adapter feature with multiple codepaths touched and explicit issue links, unlike the others which are smaller or more isolated.", + "best_issue_reason": null, + "best_pr_reason": "PR 10261 is the best overall PR candidate for the cluster because it is the most substantial cross-cutting change and has the clearest linkage to tracked work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:2983", + "right": "pull_request:3847", + "accept": false, + "reason": "One is documentation for installing test dependencies; the other adds a dependency-check test workflow and related files. Related area, but different change." + }, + { + "left": "pull_request:3127", + "right": "pull_request:4886", + "accept": false, + "reason": "Both touch safety checker behavior, but one fixes img2img processing and the other fixes upscale pipeline postprocessing. Different code paths." + }, + { + "left": "pull_request:6346", + "right": "pull_request:7096", + "accept": false, + "reason": "PR 6346 is a training-example follow-up for LoRA state dict handling; PR 7096 is ControlNet training README/script enhancements. Not the same bug or feature." + }, + { + "left": "pull_request:6864", + "right": "pull_request:7328", + "accept": false, + "reason": "One adds docs for torch.compile with PEFT; the other changes PyPI publish dependencies. Same general tooling space, but unrelated changes." + }, + { + "left": "pull_request:7103", + "right": "pull_request:7156", + "accept": false, + "reason": "ControlNet image validation fix vs stalebot label normalization. No shared underlying bug." + }, + { + "left": "pull_request:7246", + "right": "pull_request:7458", + "accept": false, + "reason": "VAE tiling test device fix and Python 3.12 dynamo test skipping are unrelated test-maintenance changes." + }, + { + "left": "pull_request:7932", + "right": "pull_request:8797", + "accept": false, + "reason": "Both are test adjustments, but one updates LoRA expected values and the other changes sharded checkpoint test behavior. Different problems." + }, + { + "left": "pull_request:5477", + "right": "pull_request:5559", + "accept": false, + "reason": "Both concern latent consistency img2img, but one adds a community pipeline and the other adds the official pipeline implementation. Not the same PR-worthy change." + }, + { + "left": "pull_request:5010", + "right": "pull_request:6787", + "accept": false, + "reason": "Gligen export/API fix vs Marigold input normalization bug; no common underlying code issue." + }, + { + "left": "pull_request:6355", + "right": "pull_request:7613", + "accept": false, + "reason": "Widget-format cleanup for one advanced training script vs broader model-card standardization. Different scope and behavior." + }, + { + "left": "pull_request:6828", + "right": "pull_request:7820", + "accept": false, + "reason": "Both mention IP-Adapter, but they fix different model/pipeline integrations: UNetMotionModel internals vs InstructPix2Pix pipeline wiring." + }, + { + "left": "pull_request:4083", + "right": "pull_request:4098", + "accept": false, + "reason": "Low-precision VAE support for SDXL is unrelated to adding SDXL inpainting support, even though both touch SDXL pipelines." + }, + { + "left": "pull_request:9175", + "right": "pull_request:9542", + "accept": false, + "reason": "Flux Union ControlNet support and Flux LoRA text-encoder support are separate features for different mechanisms." + }, + { + "left": "pull_request:12024", + "right": "pull_request:12041", + "accept": false, + "reason": "Wan follow-up changes and VAE patchify fixes are distinct code-path fixes, not one underlying bug." + }, + { + "left": "pull_request:7016", + "right": "pull_request:8901", + "accept": false, + "reason": "IP-Adapter embed refactor across many pipelines vs adding Kolors IP-Adapter support. Same subsystem, but clearly different feature work." + }, + { + "left": "pull_request:10261", + "right": "pull_request:10717", + "accept": false, + "reason": "Both are Flux IP-Adapter work, but 10261 adds core support while 10717 extends img2img/control pipelines. Adjacent, not the same concrete change." + }, + { + "left": "pull_request:10366", + "right": "pull_request:11756", + "accept": false, + "reason": "SANA offload/gpu-test cleanup vs SANA test fixes. Same project area, but different bugs and edits." + }, + { + "left": "pull_request:10854", + "right": "pull_request:11124", + "accept": false, + "reason": "Hunyuan DiT test module rename and CogView4 test tokenizer update are unrelated test changes." + }, + { + "left": "pull_request:1269", + "right": "pull_request:192", + "accept": false, + "reason": "Stable Diffusion refactor/finalization vs README parameter correction. Completely different change types." + }, + { + "left": "pull_request:1527", + "right": "pull_request:192", + "accept": false, + "reason": "Inpaint tensor-input support vs README example parameter update. No shared bug or patch." + }, + { + "left": "pull_request:2915", + "right": "pull_request:5093", + "accept": false, + "reason": "Textual inversion tolerance change and moving slow tests to nightly are both test housekeeping, but not the same issue." + }, + { + "left": "pull_request:3316", + "right": "pull_request:3707", + "accept": false, + "reason": "Patch-release doc workflow branch filter vs secret-handling in doc workflows. Both CI/docs, but different operational fixes." + }, + { + "left": "pull_request:3850", + "right": "pull_request:4845", + "accept": false, + "reason": "AudioDiffusion test fixture fix and SD inpaint get_dummy_inputs overhaul are unrelated test fixes." + }, + { + "left": "pull_request:4989", + "right": "pull_request:4999", + "accept": false, + "reason": "Wuerstchen num_images_per_prompt bug and compel-usage docs/behavior update are separate changes in the same area, not one concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 105, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10205", + "pull_request:10292", + "pull_request:10378", + "pull_request:10454", + "pull_request:10544", + "pull_request:11059", + "pull_request:11428", + "pull_request:11485", + "pull_request:11726", + "pull_request:12249", + "pull_request:12451", + "pull_request:12679", + "pull_request:13100", + "pull_request:2479", + "pull_request:4062", + "pull_request:4396", + "pull_request:4910", + "pull_request:4944", + "pull_request:5030", + "pull_request:5057", + "pull_request:5157", + "pull_request:5470", + "pull_request:5702", + "pull_request:6009", + "pull_request:6099", + "pull_request:6191", + "pull_request:6241", + "pull_request:6330", + "pull_request:6499", + "pull_request:6828", + "pull_request:6904", + "pull_request:6972", + "pull_request:7158", + "pull_request:7226", + "pull_request:7476", + "pull_request:7550", + "pull_request:8490", + "pull_request:8688", + "pull_request:8691", + "pull_request:8916", + "pull_request:8985", + "pull_request:9017", + "pull_request:9040", + "pull_request:9244", + "pull_request:9311", + "pull_request:9367", + "pull_request:9542", + "pull_request:9993" + ], + "soft_pairs": [ + "pull_request:5030|pull_request:5702", + "pull_request:6009|pull_request:6099", + "pull_request:6191|pull_request:8490", + "pull_request:6499|pull_request:7226", + "pull_request:8688|pull_request:8691", + "pull_request:8916|pull_request:8985", + "pull_request:11726|pull_request:12679", + "pull_request:4062|pull_request:5057", + "pull_request:4944|pull_request:6828", + "pull_request:10454|pull_request:11428", + "pull_request:11485|pull_request:12249", + "pull_request:10205|pull_request:10378", + "pull_request:10205|pull_request:11059", + "pull_request:10378|pull_request:9993", + "pull_request:10544|pull_request:9244", + "pull_request:12451|pull_request:13100", + "pull_request:2479|pull_request:4396", + "pull_request:4910|pull_request:6330", + "pull_request:5157|pull_request:5470", + "pull_request:6241|pull_request:6904", + "pull_request:6972|pull_request:7158", + "pull_request:7476|pull_request:9311", + "pull_request:9017|pull_request:9542", + "pull_request:7550|pull_request:9040", + "pull_request:10292|pull_request:9367" + ], + "prepared_review_unit_hash": "e185837165f20f52bae84828e86edaf1db0ef4e2fc4f3ce8844ba523cd96698e", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 96552, + "estimated_input_tokens": 24138, + "estimated_eval_tokens": 48532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated docs, training, loader, or pipeline PRs that only share broad keywords. 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different changes." + }, + { + "left": "pull_request:10378", + "right": "pull_request:9993", + "accept": false, + "reason": "Both edit the SD3 DreamBooth LoRA script, but they fix different checkpoint-saving behaviors." + }, + { + "left": "pull_request:10544", + "right": "pull_request:9244", + "accept": false, + "reason": "Docs for ParaAttention are unrelated to the Flux single-file pipeline loading change." + }, + { + "left": "pull_request:12451", + "right": "pull_request:13100", + "accept": false, + "reason": "Different areas entirely: Dockerfile package install vs modular pipeline documentation/state changes." + }, + { + "left": "pull_request:2479", + "right": "pull_request:4396", + "accept": false, + "reason": "Both are prompt/LoRA-related, but one adds text-encoder LoRA training support and the other fixes prompt encoding without a text encoder instance." + }, + { + "left": "pull_request:4910", + "right": "pull_request:6330", + "accept": false, + "reason": "These are separate documentation fixes for different guides and different examples." + }, + { + "left": "pull_request:5157", + "right": "pull_request:5470", + "accept": false, + "reason": "One fixes LoRA key conversion, the other fixes ControlNet inpaint docs/code; 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The soft pairs mostly show superficial similarity from shared filenames or adjacent subsystems, but they do not describe the same concrete bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:5938", + "right": "pull_request:7944", + "accept": false, + "reason": "Both involve adapter/conditioning support, but one adds ControlNet LoRA plumbing and the other adds PAG support; different features and code paths." + }, + { + "left": "pull_request:10581", + "right": "pull_request:9881", + "accept": false, + "reason": "Different adapter features: SD3 inpaint IP-Adapter support vs IP-Adapter XFormers attention processor. Related area, not the same fix." + }, + { + "left": "pull_request:11716", + "right": "pull_request:11802", + "accept": false, + "reason": "Both touch LoRA loader utilities, but one fixes metadata handling for non-diffusers Flux LoRAs while the other removes deprecated helper methods." + }, + { + "left": "pull_request:11835", + "right": "pull_request:12418", + "accept": false, + "reason": "Both are test/CI-related, but one fixes float16 CUDA test behavior and the other xfails a specific legacy download test due to a transformers import issue." + }, + { + "left": "pull_request:4417", + "right": "pull_request:5807", + "accept": false, + "reason": "Both are SDXL-related docs/community changes, but one adds Zero123 support and the other fixes num_images_per_prompt in an LPW SDXL community pipeline." + }, + { + "left": "pull_request:2129", + "right": "pull_request:2476", + "accept": false, + "reason": "Both add pipeline arguments, but one is about allowing LoRA from pipeline and the other is Attend-and-Excite image-size support; not the same bug or change." + }, + { + "left": "pull_request:8797", + "right": "pull_request:9379", + "accept": false, + "reason": "Both adjust test behavior, but one fixes sharding tests and the other fixes fast GPU tests for Flux; unrelated test failures." + }, + { + "left": "pull_request:6828", + "right": "pull_request:7186", + "accept": false, + "reason": "Both involve IP-Adapter-style conditioning, but one updates UNetMotionModel IP-adapter handling and the other moves Face ID support to core; distinct implementations." + }, + { + "left": "pull_request:10136", + "right": "pull_request:11428", + "accept": false, + "reason": "Same broad HunyuanVideo area, but one introduces the base Hunyuan Video pipeline and the other adds the Framepack variant; separate features." + }, + { + "left": "pull_request:3001", + "right": "pull_request:3020", + "accept": false, + "reason": "Both are scheduler additions, but one adds Karras support to multistep schedulers and the other adds stochastic DPM-SDE sampling; different algorithms." + }, + { + "left": "pull_request:2956", + "right": "pull_request:3001", + "accept": false, + "reason": "Both mention Karras/discrete schedulers, but one updates EulerDiscreteScheduler docs/code while the other targets DPMSolver/DEIS multistep schedulers." + }, + { + "left": "pull_request:10199", + "right": "pull_request:9070", + "accept": false, + "reason": "One is a small RF inversion eta decay tweak; the other adds a Flux img2img pipeline. No shared underlying bug." + }, + { + "left": "pull_request:10211", + "right": "pull_request:9015", + "accept": false, + "reason": "Both are example/docs fixes, but one corrects a CogView3Plus checkpoint name and the other fixes a PIA example; unrelated content." + }, + { + "left": "pull_request:10270", + "right": "pull_request:11716", + "accept": false, + "reason": "Both touch embeddings/LoRA-related areas, but the first fixes a CogVideoX positional embedding issue while the second fixes Flux LoRA metadata handling." + }, + { + "left": "pull_request:10286", + "right": "pull_request:10481", + "accept": false, + "reason": "Both are Sana-related defaults/docs, but one changes the pretrained model in docs and the other changes pipeline clean_caption behavior." + }, + { + "left": "pull_request:10316", + "right": "pull_request:10825", + "accept": false, + "reason": "Docs-only changes for different pipelines: one removes a generator arg from LTX Video docs, the other adds checkpoint-loading guidance for text2image." + }, + { + "left": "pull_request:10524", + "right": "pull_request:10825", + "accept": false, + "reason": "Both are docs edits, but one fixes HunyuanVideo checkpoint IDs and the other adds training/checkpoint instructions; different topics." + }, + { + "left": "pull_request:10578", + "right": "pull_request:11660", + "accept": false, + "reason": "Both are LoRA loader work, but one adds 4-bit Flux LoRA loading support and the other supports Omi HiDream LoRAs; distinct conversion paths." + }, + { + "left": "pull_request:10648", + "right": "pull_request:11545", + "accept": false, + "reason": "One is a scheduler docs update (sigmoid beta schedule), the other adds missing Flux img2img VAE slicing/tiling methods; unrelated." + }, + { + "left": "pull_request:1104", + "right": "pull_request:796", + "accept": false, + "reason": "Both touch CI/testing setup, but one adds slow MPS tests and the other adds Apple M1 tests; not the same change." + }, + { + "left": "pull_request:11058", + "right": "pull_request:11099", + "accept": false, + "reason": "Both are CI/test workflow changes, but one makes CUDA-only tests device-agnostic and the other gates PR GPU tests on styling; different objectives." + }, + { + "left": "pull_request:1129", + "right": "pull_request:1765", + "accept": false, + "reason": "Both modify DreamBooth Flax code, but one fixes sample batch size and the other is a broader Flax fixes PR with unrelated parser/training changes." + }, + { + "left": "pull_request:12018", + "right": "pull_request:12464", + "accept": false, + "reason": "Both are docs fixes, but one renames a quantization link label while the other fixes Marigold docs syntax; no shared bug." + }, + { + "left": "pull_request:12170", + "right": "pull_request:12275", + "accept": false, + "reason": "Both are LoRA/quantization-related, but one supports more Qwen LoRAs and the other expands TorchAO config support; different features." + }, + { + "left": "pull_request:1230", + "right": "pull_request:1701", + "accept": false, + "reason": "Both are older test/pipeline fixes, but one targets MPS generator handling in DDIM/DDPM tests and the other is RePaint API conforming and fast tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 107, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:12856", + "pull_request:13056", + "pull_request:1408", + "pull_request:1416", + "pull_request:1436", + "pull_request:1605", + "pull_request:168", + "pull_request:1849", + "pull_request:1879", + "pull_request:1927", + "pull_request:2103", + "pull_request:2400", + "pull_request:2446", + "pull_request:2693", + "pull_request:2974", + "pull_request:3389", + "pull_request:3398", + "pull_request:3680", + "pull_request:3755", + "pull_request:392", + "pull_request:3945", + "pull_request:3971", + "pull_request:402", + "pull_request:4211", + "pull_request:4258", + "pull_request:4343", + "pull_request:4457", + "pull_request:4498", + "pull_request:4503", + "pull_request:4582", + "pull_request:4595", + "pull_request:4659", + "pull_request:4661", + "pull_request:4763", + "pull_request:4795", + "pull_request:4856", + "pull_request:4934", + "pull_request:5157", + "pull_request:5180", + "pull_request:5275", + "pull_request:5289", + "pull_request:5367", + "pull_request:5499", + "pull_request:6289", + "pull_request:6305", + "pull_request:6757", + "pull_request:688", + "pull_request:874" + ], + "soft_pairs": [ + "pull_request:12856|pull_request:13056", + "pull_request:1408|pull_request:1416", + "pull_request:1436|pull_request:688", + "pull_request:1605|pull_request:1849", + "pull_request:168|pull_request:1927", + "pull_request:1879|pull_request:3389", + "pull_request:2103|pull_request:3945", + "pull_request:2400|pull_request:874", + "pull_request:2446|pull_request:3398", + "pull_request:2693|pull_request:4856", + "pull_request:2974|pull_request:4457", + "pull_request:3680|pull_request:5499", + "pull_request:3755|pull_request:5289", + "pull_request:392|pull_request:402", + "pull_request:3945|pull_request:4934", + "pull_request:3971|pull_request:5180", + "pull_request:4211|pull_request:5275", + "pull_request:4258|pull_request:4503", + "pull_request:4343|pull_request:6305", + "pull_request:4498|pull_request:4763", + "pull_request:4582|pull_request:5367", + "pull_request:4595|pull_request:6289", + "pull_request:4659|pull_request:6757", + "pull_request:4661|pull_request:6757", + "pull_request:4795|pull_request:5157" + ], + "prepared_review_unit_hash": "351d4a73af617569e50964d71a0476e178aa3ad74133d9d879ca6612f39d6be7", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 96757, + "estimated_input_tokens": 24190, + "estimated_eval_tokens": 48636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous mix of unrelated docs fixes, training examples, pipeline additions, and small bugfixes; I don\u2019t see a true duplicate cluster here. 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All soft edges look like broad superficial similarity rather than the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a valid canonical duplicate target here; the items split into many distinct fixes and feature additions with only shallow overlap.", + "best_issue_reason": null, + "best_pr_reason": "No PR cleanly represents the whole cluster as a duplicate group; the safest triage is to leave the cluster unmerged because it is heterogeneous.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5039", + "right": "pull_request:5982", + "accept": false, + "reason": "Both are SDXL-related docs, but one is about textual inversion and the other is SDXL Turbo docs; different changes." + }, + { + "left": "pull_request:5698", + "right": "pull_request:6528", + "accept": false, + "reason": "Both touch IP-Adapter paths, but they fix different pipelines and different bugs." + }, + { + "left": "pull_request:6163", + "right": "pull_request:6291", + "accept": false, + "reason": "Both are LoRA tests, but they address different test failures and assertions, not the same bug." + }, + { + "left": "pull_request:6311", + "right": "pull_request:7319", + "accept": false, + "reason": "Both add docs pages, but for different topics: diffusion fast tutorial vs EDM scheduler docs." + }, + { + "left": "pull_request:6875", + "right": "pull_request:7301", + "accept": false, + "reason": "Both adjust expected test values, but for unrelated components and failures." + }, + { + "left": "pull_request:7029", + "right": "pull_request:9015", + "accept": false, + "reason": "Both are docs/example cleanups, but one fixes AnimateLCM docs and the other fixes a PIA example." + }, + { + "left": "pull_request:7050", + "right": "pull_request:7181", + "accept": false, + "reason": "Both are typo/docs cleanup PRs, but they touch different docs and code paths." + }, + { + "left": "pull_request:11516", + "right": "pull_request:11572", + "accept": false, + "reason": "Both mention LTX-Video, but one is model/docs support and the other is non-diffusers LoRA conversion support." + }, + { + "left": "pull_request:4115", + "right": "pull_request:5511", + "accept": false, + "reason": "Both concern SDXL denoising schedules, but they fix different scheduler edge cases and code paths." + }, + { + "left": "pull_request:10589", + "right": "pull_request:10867", + "accept": false, + "reason": "One adds IP-Adapter support for SD3 img2img; the other adds multi IP-Adapter support for Flux. 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Different problems." + }, + { + "left": "pull_request:7550", + "right": "pull_request:9423", + "accept": false, + "reason": "Both are community pipeline additions, but they implement different pipelines and different features." + }, + { + "left": "pull_request:6999", + "right": "pull_request:8856", + "accept": false, + "reason": "Both are img2img-related bug fixes, but they fix different input-handling issues in different pipelines." + }, + { + "left": "pull_request:10941", + "right": "pull_request:11716", + "accept": false, + "reason": "Both touch Flux loader logic, but one is copy/fix plumbing and the other is metadata-return behavior for non-diffusers LoRA loading." + }, + { + "left": "pull_request:12736", + "right": "pull_request:12973", + "accept": false, + "reason": "One enables regional compilation for Z-Image; the other adds GLM-Image model/pipeline support. Different features." + }, + { + "left": "pull_request:2994", + "right": "pull_request:5117", + "accept": false, + "reason": "One fixes type casting in ControlNet training; the other fixes resume-step logging across training scripts." + }, + { + "left": "pull_request:11684", + "right": "pull_request:12275", + "accept": false, + "reason": "One adds GGUF single-file loading support; the other adds TorchAO quantization support. 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Different failures." + }, + { + "left": "pull_request:130", + "right": "pull_request:1579", + "accept": false, + "reason": "Both mention examples, but one is a README update and the other adds Intel optimization examples." + }, + { + "left": "pull_request:2009", + "right": "pull_request:473", + "accept": false, + "reason": "One adds textual inversion loading; the other is an inpainting sample fix. Unrelated code changes." + }, + { + "left": "pull_request:2325", + "right": "pull_request:365", + "accept": false, + "reason": "One is an ONNX converter script; the other is a VAE type-hint change. No underlying duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 109, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10312", + "pull_request:10359", + "pull_request:10376", + "pull_request:10589", + "pull_request:10911", + "pull_request:11113", + "pull_request:11655", + "pull_request:11786", + "pull_request:11892", + "pull_request:12378", + "pull_request:12551", + "pull_request:12618", + "pull_request:13099", + "pull_request:13296", + "pull_request:1945", + "pull_request:2393", + "pull_request:3268", + "pull_request:3337", + "pull_request:3716", + "pull_request:3766", + "pull_request:4132", + "pull_request:4301", + "pull_request:4397", + "pull_request:4499", + "pull_request:4500", + "pull_request:4501", + "pull_request:4502", + "pull_request:4666", + "pull_request:4761", + "pull_request:4862", + "pull_request:5038", + "pull_request:5506", + "pull_request:5898", + "pull_request:6215", + "pull_request:6231", + "pull_request:6578", + "pull_request:7058", + "pull_request:7166", + "pull_request:7932", + "pull_request:823", + "pull_request:8679", + "pull_request:8992", + "pull_request:9257", + "pull_request:9268", + "pull_request:9423", + "pull_request:9473", + "pull_request:9536", + "pull_request:9881" + ], + "soft_pairs": [ + "pull_request:3766|pull_request:4301", + "pull_request:4397|pull_request:4862", + "pull_request:4499|pull_request:4666", + "pull_request:4500|pull_request:4666", + "pull_request:4501|pull_request:4666", + "pull_request:4502|pull_request:4666", + "pull_request:4761|pull_request:6215", + "pull_request:5898|pull_request:6578", + "pull_request:6231|pull_request:7166", + "pull_request:7932|pull_request:9536", + "pull_request:10376|pull_request:11655", + "pull_request:10359|pull_request:10911", + "pull_request:10589|pull_request:9881", + "pull_request:11786|pull_request:12618", + "pull_request:3268|pull_request:3337", + "pull_request:4132|pull_request:5038", + "pull_request:5506|pull_request:7058", + "pull_request:8679|pull_request:9423", + "pull_request:2393|pull_request:3716", + "pull_request:8992|pull_request:9268", + "pull_request:10312|pull_request:9257", + "pull_request:11113|pull_request:9473", + "pull_request:11892|pull_request:12551", + "pull_request:12378|pull_request:13099", + "pull_request:12551|pull_request:13296", + "pull_request:1945|pull_request:823" + ], + "prepared_review_unit_hash": "0db7304d9aaa52e51265af720978f585a6753e1e66b0fc40c2e0b4d77cfe03ed", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 101399, + "estimated_input_tokens": 25350, + "estimated_eval_tokens": 50956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose bag of mostly unrelated maintenance/docs/test PRs. The soft edges are driven by superficial similarity (shared subsystems, filenames, or repeated phrases) rather than the same underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:3766", + "right": "pull_request:4301", + "accept": false, + "reason": "Both touch Kandinsky-related docs/code, but one updates a conversion script and the other edits documentation; different artifacts and different changes." + }, + { + "left": "pull_request:4397", + "right": "pull_request:4862", + "accept": false, + "reason": "SDXL docstring wording fix vs ControlNet MultiControlNet bug fix are unrelated code paths and problems." + }, + { + "left": "pull_request:4499", + "right": "pull_request:4666", + "accept": false, + "reason": "The SDXL reference-attn example PRs are community example/docs work; the other is SDXL ControlNet LoRA support. Not the same bug or change." + }, + { + "left": "pull_request:4500", + "right": "pull_request:4666", + "accept": false, + "reason": "Same as above: an example/docs PR versus an SDXL ControlNet LoRA implementation change." + }, + { + "left": "pull_request:4501", + "right": "pull_request:4666", + "accept": false, + "reason": "Example/docs addition for SDXL reference guidance, not the same concrete code-path as SDXL ControlNet LoRA support." + }, + { + "left": "pull_request:4502", + "right": "pull_request:4666", + "accept": false, + "reason": "Merged reference-attn/adain SDXL example PR, but it is not the same underlying change as enabling LoRA for SDXL ControlNets." + }, + { + "left": "pull_request:4761", + "right": "pull_request:6215", + "accept": false, + "reason": "Both are test fixes, but for different components (PaintByExample vs PixArt) and unrelated failures." + }, + { + "left": "pull_request:5898", + "right": "pull_request:6578", + "accept": false, + "reason": "Both are docs edits, but one rewrites unconditional generation docs and the other fixes ControlNet heading formatting; 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The only clear overlaps are the WAN VACE bf16/fp16 mask-cast fix pair and the train_text_to_image_lora text-encoder finetuning pair; the rest are separate bugs, features, or docs/tests work.", + "confidence": 0.76, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR represents the whole cluster; if one representative is needed, 12143 is the best fit because it contains a concrete code-path fix for the WAN VACE dtype bug and related test-side cleanup.", + "best_issue_reason": null, + "best_pr_reason": "12143 is the strongest overall representative: it is a compact, merged fix for a specific runtime bug in `pipeline_wan_vace.py` with adjacent test support, whereas most other items are unrelated.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12142", + "right": "pull_request:12143", + "accept": true, + "reason": "Same WAN VACE mask dtype bug in `pipeline_wan_vace.py`; both change the same line, and 12143 just adds test cleanup around the same fix." + }, + { + "left": "pull_request:12143", + "right": "pull_request:12914", + "accept": false, + "reason": "Different changes: WAN VACE bf16/fp16 mask casting vs a Cosmos docs typo fix." + }, + { + "left": "pull_request:1215", + "right": "pull_request:819", + "accept": false, + "reason": "Both are DDIM-related, but they fix different problems: generator/device handling for eta>0 vs Windows int64 timestep conversion." + }, + { + "left": "pull_request:1588", + "right": "pull_request:3614", + "accept": false, + "reason": "Unrelated test changes in different areas; 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different changes." + }, + { + "left": "pull_request:2479", + "right": "pull_request:3912", + "accept": true, + "reason": "Same underlying `train_text_to_image_lora.py` text-encoder finetuning feature; 3912 looks like the docs/test follow-up to the code introduced in 2479." + }, + { + "left": "pull_request:2557", + "right": "pull_request:3016", + "accept": false, + "reason": "Different training features: DreamBooth logging vs Min-SNR/gradient-accumulation docs for ControlNet flax training." + }, + { + "left": "pull_request:3128", + "right": "pull_request:4886", + "accept": false, + "reason": "Different bugs in different pipelines: img2img timestep selection vs StableDiffusionUpscale safety-checker input handling." + }, + { + "left": "pull_request:4070", + "right": "pull_request:4428", + "accept": false, + "reason": "Both are SDXL docs, but 4070 is a minor wording/link fix and 4428 is a broader documentation reorganization." + }, + { + "left": "pull_request:4862", + "right": "pull_request:6085", + "accept": false, + "reason": "Different code paths: ControlNet SDXL img2img height/width handling vs scheduler `add_noise` indexing fixes." + }, + { + "left": "pull_request:5157", + "right": "pull_request:7018", + "accept": false, + "reason": "Both touch LoRA tooling, but one is ControlNet LoRA conversion logic and the other is DreamBooth LoRA gradient scaling." + }, + { + "left": "pull_request:6147", + "right": "pull_request:7166", + "accept": false, + "reason": "Different loading bugs: single-file SDXL refiner loading vs SDXL DreamBooth LoRA text-encoder loading." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded and conservative. It correctly identifies the two genuinely mergeable overlaps in the packet: the WAN VACE dtype-mask fix pair (12142/12143) and the train_text_to_image_lora text-encoder finetuning pair (2479/3912). The other pairwise rejections are supported by the diffs and titles, and the representative-PR choice is reasonable for a heterogeneous cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 114, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10396", + "pull_request:10397", + "pull_request:10911", + "pull_request:11159", + "pull_request:11485", + "pull_request:11522", + "pull_request:11588", + "pull_request:11755", + "pull_request:12225", + "pull_request:12416", + "pull_request:12496", + "pull_request:1250", + "pull_request:12919", + "pull_request:12983", + "pull_request:12996", + "pull_request:13089", + "pull_request:13237", + "pull_request:2034", + "pull_request:243", + "pull_request:3850", + "pull_request:4408", + "pull_request:4481", + "pull_request:4498", + "pull_request:4774", + "pull_request:4795", + "pull_request:4847", + "pull_request:4862", + "pull_request:5915", + "pull_request:5922", + "pull_request:6197", + "pull_request:6864", + "pull_request:6884", + "pull_request:689", + "pull_request:7295", + "pull_request:7476", + "pull_request:8389", + "pull_request:8631", + "pull_request:8688", + "pull_request:8755", + "pull_request:8856", + "pull_request:8859", + "pull_request:8902", + "pull_request:9244", + "pull_request:9268", + "pull_request:9423", + "pull_request:9696", + "pull_request:9807" + ], + "soft_pairs": [ + "pull_request:7295|pull_request:9244", + "pull_request:8631|pull_request:8902", + "pull_request:8755|pull_request:9807", + "pull_request:10396|pull_request:10397", + "pull_request:1250|pull_request:243", + "pull_request:2034|pull_request:3850", + "pull_request:2034|pull_request:689", + "pull_request:4795|pull_request:6864", + "pull_request:8688|pull_request:8755", + "pull_request:12983|pull_request:13237", + "pull_request:7476|pull_request:8856", + "pull_request:7476|pull_request:8859", + "pull_request:11485|pull_request:12225", + "pull_request:10911|pull_request:11755", + "pull_request:12416|pull_request:13089", + "pull_request:4862|pull_request:5922", + "pull_request:9268|pull_request:9423", + "pull_request:4408|pull_request:4774", + "pull_request:8389|pull_request:9696", + "pull_request:4481|pull_request:4847", + "pull_request:4498|pull_request:6197", + "pull_request:5915|pull_request:6884", + "pull_request:11159|pull_request:11522", + "pull_request:11588|pull_request:12496", + "pull_request:12919|pull_request:12996" + ], + "prepared_review_unit_hash": "e353a4b09ca4cdb85e5466b6ac4d451f00173d4c8ae8fa331965ca1babf64df3", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 99090, + "estimated_input_tokens": 24773, + "estimated_eval_tokens": 49802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the PRs span unrelated LoRA, pipeline, quantization, docs, workflow, and feature work. The soft edges mostly reflect broad topic or filename overlap, not the same underlying bug/change, so they should all be rejected.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 12996 is the strongest standalone representative here: merged, explicit issue target, substantial implementation plus docs, and a coherent end-to-end feature change.", + "best_issue_reason": null, + "best_pr_reason": "PR 12996 is the best overall PR candidate if one must be chosen, because it is the most complete and well-scoped change in the set; the others are smaller or more narrowly test/doc/workflow fixes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:7295", + "right": "pull_request:9244", + "accept": false, + "reason": "Different problems: single-file UNet loader cleanup vs adding Flux single-file support. Same loader area, but not the same bug/change." + }, + { + "left": "pull_request:8631", + "right": "pull_request:8902", + "accept": false, + "reason": "One returns the model from a checkpoint helper; the other fixes sharded checkpoint filename handling. Distinct single-file loader issues." + }, + { + "left": "pull_request:8755", + "right": "pull_request:9807", + "accept": false, + "reason": "Unrelated domains: SD3 DreamBooth text-encoder training fix vs AutoencoderKL LoRA adapter support." + }, + { + "left": "pull_request:10396", + "right": "pull_request:10397", + "accept": false, + "reason": "Both LoRA-related, but 10396 fixes state-dict expansion indexing while 10397 fixes LoRA unloading/reset behavior for Flux. Different code paths." + }, + { + "left": "pull_request:1250", + "right": "pull_request:243", + "accept": false, + "reason": "Both are inpainting/community pipelines, but one adds CLIPSeg+StableDiffusionInpainting and the other adds RePaint. Not the same change." + }, + { + "left": "pull_request:2034", + "right": "pull_request:3850", + "accept": false, + "reason": "Separate test fixes for different pipelines (DiT vs audio diffusion), with different setup and symptoms." + }, + { + "left": "pull_request:2034", + "right": "pull_request:689", + "accept": false, + "reason": "DiT test-shape update vs a generic attention performance/speed fix. No shared bug." + }, + { + "left": "pull_request:4795", + "right": "pull_request:6864", + "accept": false, + "reason": "ControlNet torch.compile fix vs a docs note about torch.compile for PEFT. Documentation is not the same as the model bug fix." + }, + { + "left": "pull_request:8688", + "right": "pull_request:8755", + "accept": false, + "reason": "DoRA conversion utility fix is unrelated to SD3 DreamBooth text-encoder training logic." + }, + { + "left": "pull_request:12983", + "right": "pull_request:13237", + "accept": false, + "reason": "Both touch single_file_utils, but one adds LTX2 single-file mappings and the other adds Flux.2 Klein presets. Different model families and behavior." + }, + { + "left": "pull_request:7476", + "right": "pull_request:8856", + "accept": false, + "reason": "Both concern img2img/control image handling, but one is SDXL multi-controlnet compile behavior and the other is a batch duplication error fix across several pipelines." + }, + { + "left": "pull_request:7476", + "right": "pull_request:8859", + "accept": false, + "reason": "Different bugs: ControlNet multi-controlnet control-keep logic vs AuraFlow default resolution/compile compatibility." + }, + { + "left": "pull_request:11485", + "right": "pull_request:12225", + "accept": false, + "reason": "Separate feature additions: Flex.2 pipeline vs Qwen-Image-Edit inpainting pipeline." + }, + { + "left": "pull_request:10911", + "right": "pull_request:11755", + "accept": false, + "reason": "Lumina2 LoRA fuse test fix is unrelated to LTX latent upsample cpu-offload behavior." + }, + { + "left": "pull_request:12416", + "right": "pull_request:13089", + "accept": false, + "reason": "QwenImage Edit Plus modular support is a feature add; NAG guider update is a different model-control change, not the same underlying change." + }, + { + "left": "pull_request:4862", + "right": "pull_request:5922", + "accept": false, + "reason": "Different pipelines and bugs: SDXL ControlNet img2img height/width handling vs MultiAdapter preprocessing in a community example." + }, + { + "left": "pull_request:9268", + "right": "pull_request:9423", + "accept": false, + "reason": "Both are differential-diffusion community examples, but for different base models (Flux vs Kolors) and separate code paths." + }, + { + "left": "pull_request:4408", + "right": "pull_request:4774", + "accept": false, + "reason": "SDXL single-file inpainting support vs adding negative size/crop conditions in SDXL. Related subsystem, but not the same fix." + }, + { + "left": "pull_request:8389", + "right": "pull_request:9696", + "accept": false, + "reason": "Benchmark workflow infrastructure changes vs PR-test workflow input validation changes. Distinct CI workflows." + }, + { + "left": "pull_request:4481", + "right": "pull_request:4847", + "accept": false, + "reason": "EDM pipeline/scheduler implementation is unrelated to a community prompt-free diffusion example." + }, + { + "left": "pull_request:4498", + "right": "pull_request:6197", + "accept": false, + "reason": "Stable Diffusion XL reference example/docs vs DeepCache support. Same broad ecosystem, different functionality." + }, + { + "left": "pull_request:5915", + "right": "pull_request:6884", + "accept": false, + "reason": "IP-Adapter Plus support is a model capability addition; the other only tightens scale validation in set_ip_adapter_scale." + }, + { + "left": "pull_request:11159", + "right": "pull_request:11522", + "accept": false, + "reason": "Quantization dtype handling for single-file loading vs an AudioLDM2 transformers compatibility fix. Unrelated code paths." + }, + { + "left": "pull_request:11588", + "right": "pull_request:12496", + "accept": false, + "reason": "Wan I2V LoRA support and Wan I2V condition-shape mismatch are different issues in the same pipeline, not one duplicate bug." + }, + { + "left": "pull_request:12919", + "right": "pull_request:12996", + "accept": false, + "reason": "Both touch attention dispatch, but 12919 adds NPU attention support while 12996 adds Ulysses Anything Attention for distributed inference. Different backends and purposes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 115, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10005", + "pull_request:10099", + "pull_request:10102", + "pull_request:10109", + "pull_request:10115", + "pull_request:10179", + "pull_request:10183", + "pull_request:10188", + "pull_request:1020", + "pull_request:10278", + "pull_request:10332", + "pull_request:10364", + "pull_request:10517", + "pull_request:10581", + "pull_request:10648", + "pull_request:10728", + "pull_request:10783", + "pull_request:10977", + "pull_request:11025", + "pull_request:11271", + "pull_request:11439", + "pull_request:11546", + "pull_request:11595", + "pull_request:11804", + "pull_request:11823", + "pull_request:12040", + "pull_request:12091", + "pull_request:1221", + "pull_request:12526", + "pull_request:12737", + "pull_request:12988", + "pull_request:4632", + "pull_request:5057", + "pull_request:5127", + "pull_request:5185", + "pull_request:5417", + "pull_request:6464", + "pull_request:7550", + "pull_request:8675", + "pull_request:8679", + "pull_request:9175", + "pull_request:9268", + "pull_request:9367", + "pull_request:9445", + "pull_request:9507", + "pull_request:9597", + "pull_request:9843" + ], + "soft_pairs": [ + "pull_request:10581|pull_request:10728", + "pull_request:12091|pull_request:12526", + "pull_request:4632|pull_request:6464", + "pull_request:5057|pull_request:5127", + "pull_request:11546|pull_request:11804", + "pull_request:5185|pull_request:5417", + "pull_request:7550|pull_request:9268", + "pull_request:8679|pull_request:9597", + "pull_request:11823|pull_request:12040", + "pull_request:9367|pull_request:9507", + "pull_request:9175|pull_request:9445", + "pull_request:11025|pull_request:11823", + "pull_request:12737|pull_request:12988", + "pull_request:10005|pull_request:10332", + "pull_request:10005|pull_request:8675", + "pull_request:10099|pull_request:10977", + "pull_request:10102|pull_request:9843", + "pull_request:10109|pull_request:10648", + "pull_request:10115|pull_request:10783", + "pull_request:10115|pull_request:11439", + "pull_request:10179|pull_request:10278", + "pull_request:10179|pull_request:10517", + "pull_request:10183|pull_request:10364", + "pull_request:10183|pull_request:11271", + "pull_request:10188|pull_request:11595", + "pull_request:1020|pull_request:1221" + ], + "prepared_review_unit_hash": "4236e6da58ffe7bd4f5f506c5eb1b77c85a96798df175f6c480c5bed5fad413f", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 96508, + "estimated_input_tokens": 24127, + "estimated_eval_tokens": 48510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a mixed bag of unrelated PRs spanning docs, tests, LoRA plumbing, single-file loading, Flux/Wan/SD3/Sana features, and assorted bug fixes. The soft pairs share broad themes or files but not the same concrete bug/change, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good canonical representative for the cluster; 11804 is the broadest substantive code change, but the overall set is too heterogeneous to treat as one duplicate family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10581", + "right": "pull_request:10728", + "accept": false, + "reason": "Different features and code paths: SD3 inpaint IP-Adapter support vs Flux quantized IP-Adapter loader behavior." + }, + { + "left": "pull_request:12091", + "right": "pull_request:12526", + "accept": false, + "reason": "Unrelated model additions: Dream 7B pipeline vs Wan2.2 Animate pipeline." + }, + { + "left": "pull_request:4632", + "right": "pull_request:6464", + "accept": false, + "reason": "Both touch training scripts, but they fix different checkpoint/save issues in different Dreambooth LoRA paths." + }, + { + "left": "pull_request:5057", + "right": "pull_request:5127", + "accept": false, + "reason": "Same SDXL family, but clip-skip support and multi-adapter support are distinct changes with different bugs." + }, + { + "left": "pull_request:11546", + "right": "pull_request:11804", + "accept": false, + "reason": "Both involve LoRAs, but one adds Hunyuan FramePack loading and the other adds group-offloading support for dynamic LoRA loading/unloading." + }, + { + "left": "pull_request:5185", + "right": "pull_request:5417", + "accept": false, + "reason": "Related LoRA scaling area, but 5185 fixes PEFT CI behavior while 5417 fixes unscale/scale handling across pipelines." + }, + { + "left": "pull_request:7550", + "right": "pull_request:9268", + "accept": false, + "reason": "Different community pipelines and models; both mention differential diffusion but address separate implementations." + }, + { + "left": "pull_request:8679", + "right": "pull_request:9597", + "accept": false, + "reason": "Both are community differential-diffusion examples, but one is SD3 img2img and the other is Auraflow; not the same change." + }, + { + "left": "pull_request:11823", + "right": "pull_request:12040", + "accept": false, + "reason": "Different LoRA conversion targets: Flux Kontext vs Wan/lightx2v support." + }, + { + "left": "pull_request:9367", + "right": "pull_request:9507", + "accept": false, + "reason": "Auto-pipeline registration for Flux variants vs a specific Flux ControlNet bugfix are not the same concrete change." + }, + { + "left": "pull_request:9175", + "right": "pull_request:9445", + "accept": false, + "reason": "ControlNet support for Flux vs a Flux-with-CFG community example; different artifacts and purposes." + }, + { + "left": "pull_request:11025", + "right": "pull_request:11823", + "accept": false, + "reason": "Both extend LoRA conversion, but for different model families and conversion logic." + }, + { + "left": "pull_request:12737", + "right": "pull_request:12988", + "accept": false, + "reason": "Both involve context parallelism, but one fixes FLUX.2 tensor layout and the other removes a shard divisibility assert; different bugs." + }, + { + "left": "pull_request:10005", + "right": "pull_request:10332", + "accept": false, + "reason": "Docs for missing pipelines vs a model-loading shape error fix; unrelated." + }, + { + "left": "pull_request:10005", + "right": "pull_request:8675", + "accept": false, + "reason": "Both are docs changes, but they cover different topics and files." + }, + { + "left": "pull_request:10099", + "right": "pull_request:10977", + "accept": false, + "reason": "A typo fix in xfail decorators vs save/load optional-component test updates; unrelated." + }, + { + "left": "pull_request:10102", + "right": "pull_request:9843", + "accept": false, + "reason": "One tests skip_guidance_layers in SD3, the other fixes an SD3 LoRA test; different issues." + }, + { + "left": "pull_request:10109", + "right": "pull_request:10648", + "accept": false, + "reason": "Torch XLA support in Stable Audio vs scheduler docs for sigmoid; not the same change." + }, + { + "left": "pull_request:10115", + "right": "pull_request:10783", + "accept": false, + "reason": "Flux positional embedding bugfix vs Dreambooth fp16 validation bug; 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Not the same change." + }, + { + "left": "pull_request:3592", + "right": "pull_request:5065", + "accept": false, + "reason": "Both touch attention processor code, but one removes debug prints while the other fixes a typo/logic issue in a broader attention-processor-related patch. Different bugs, not one mergeable fix." + }, + { + "left": "pull_request:3625", + "right": "pull_request:4740", + "accept": false, + "reason": "These are unrelated workflow changes: one is a doc-builder test tweak, the other is a safetensors dependency pin sanity check. No shared underlying bug." + }, + { + "left": "pull_request:3685", + "right": "pull_request:5911", + "accept": false, + "reason": "Different domains and fixes: StableDiffusion thread inference support versus IP-Adapter face-model support. Not the same code-path problem." + }, + { + "left": "pull_request:3710", + "right": "pull_request:4285", + "accept": false, + "reason": "One adds image-processor docs, the other adds OpenVINO/ONNX runtime docs. Same broad docs area, but not the same artifact or issue." + }, + { + "left": "pull_request:3755", + "right": "pull_request:3942", + "accept": false, + "reason": "Both are test-related, but one relaxes a flaky tolerance and the other adjusts xformers-related NumPy test handling. Different failures." + }, + { + "left": "pull_request:3786", + "right": "pull_request:3994", + "accept": false, + "reason": "A PR template addition is unrelated to adding an act_fn parameter to a UNet block. No shared bug or change." + }, + { + "left": "pull_request:382", + "right": "pull_request:910", + "accept": false, + "reason": "Both are docs PRs, but they target different pipelines and content eras. No evidence of the same underlying change." + }, + { + "left": "pull_request:3839", + "right": "pull_request:4320", + "accept": false, + "reason": "One fixes scheduler noise injection behavior, the other is a typo/docs heading cleanup. Completely different." + }, + { + "left": "pull_request:3852", + "right": "pull_request:5844", + "accept": false, + "reason": "Contributor-note docs for paradigms are unrelated to adding a Japanese SDXL reference example. Same docs area, different content." + }, + { + "left": "pull_request:3903", + "right": "pull_request:5550", + "accept": false, + "reason": "Kandinsky2.2 feature implementation versus a doc checkpoint correction. Not the same bug or change." + }, + { + "left": "pull_request:392", + "right": "pull_request:420", + "accept": false, + "reason": "Both are early docs reorganizations, but they modify different sections and files for different purposes. Not duplicates." + }, + { + "left": "pull_request:3941", + "right": "pull_request:4741", + "accept": false, + "reason": "A docs code-snippet fix for loading guidance is unrelated to fixing dummy imports for AudioLDM2." + }, + { + "left": "pull_request:3941", + "right": "pull_request:5745", + "accept": false, + "reason": "Both are documentation/code snippet corrections, but one is about loading variants and the other is a consistency-decoder example type fix. Different issues." + }, + { + "left": "pull_request:3962", + "right": "pull_request:4437", + "accept": false, + "reason": "A checkpoint URL doc correction is unrelated to consistency-model sampling bug fixes in UNet code." + }, + { + "left": "pull_request:3971", + "right": "pull_request:4965", + "accept": false, + "reason": "Workflow/docs build changes and W\u00fcrstchen doc formatting are not the same underlying problem." + }, + { + "left": "pull_request:3979", + "right": "pull_request:4267", + "accept": false, + "reason": "Both mention SDXL/upscale docs or code, but one fixes attention-processor selection logic and the other only swaps image links in docs. Not the same change." + }, + { + "left": "pull_request:3979", + "right": "pull_request:4729", + "accept": false, + "reason": "The upscale pipeline attention-path fix is unrelated to a progress-bar update in a community example." + }, + { + "left": "pull_request:3979", + "right": "pull_request:5013", + "accept": false, + "reason": "Different SDXL bugs: attention processor handling versus dtype/upcasting in InstructPix2Pix SDXL image latents. Not mergeable as one fix." + }, + { + "left": "pull_request:3987", + "right": "pull_request:4113", + "accept": false, + "reason": "Audio Diffusion doc snippet correction is unrelated to the SDXL inpaint dtype fix." + }, + { + "left": "pull_request:4022", + "right": "pull_request:5549", + "accept": false, + "reason": "Korean translation update and Portuguese translation bootstrap are different localization efforts, not duplicates." + }, + { + "left": "pull_request:406", + "right": "pull_request:710", + "accept": false, + "reason": "A toctree typo fix and a docstring formatting fix are unrelated changes, even though both are documentation-adjacent." + }, + { + "left": "pull_request:4070", + "right": "pull_request:5367", + "accept": false, + "reason": "Both are SDXL docs, but one fixes doc links and the other fixes pipeline construction in a tutorial. Different concrete issues." + }, + { + "left": "pull_request:4082", + "right": "pull_request:5367", + "accept": false, + "reason": "A dependency/version correction for SDXL requirements is unrelated to fixing the SDXL tutorial pipeline constructor." + }, + { + "left": "pull_request:4099", + "right": "pull_request:4397", + "accept": false, + "reason": "Both relate to SDXL, but one fixes prompt embedding handling in code while the other only changes a docstring default value. Not the same bug." + }, + { + "left": "pull_request:4099", + "right": "pull_request:4886", + "accept": false, + "reason": "These are different StableDiffusionUpscale/SDXL bugs: prompt-embedding repetition versus safety-checker preprocessing. Same broad area, not same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 127, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:4196", + "pull_request:421", + "pull_request:4216", + "pull_request:4238", + "pull_request:4258", + "pull_request:4267", + "pull_request:4276", + "pull_request:4285", + "pull_request:4315", + "pull_request:4350", + "pull_request:4351", + "pull_request:4380", + "pull_request:4457", + "pull_request:4499", + "pull_request:4500", + "pull_request:4501", + "pull_request:4502", + "pull_request:4582", + "pull_request:4612", + "pull_request:4626", + "pull_request:4629", + "pull_request:4652", + "pull_request:4659", + "pull_request:4661", + "pull_request:4666", + "pull_request:4696", + "pull_request:4712", + "pull_request:4717", + "pull_request:4965", + "pull_request:5013", + "pull_request:5104", + "pull_request:5236", + "pull_request:5309", + "pull_request:5369", + "pull_request:5454", + "pull_request:5982", + "pull_request:6197", + "pull_request:6205", + "pull_request:6217", + "pull_request:642", + "pull_request:6438", + "pull_request:6440", + "pull_request:6638", + "pull_request:6647", + "pull_request:6669", + "pull_request:6721", + "pull_request:6757", + "pull_request:6962" + ], + "soft_pairs": [ + "pull_request:4196|pull_request:5982", + "pull_request:421|pull_request:642", + "pull_request:4216|pull_request:4457", + "pull_request:4238|pull_request:4717", + "pull_request:4258|pull_request:5454", + "pull_request:4258|pull_request:6438", + "pull_request:4267|pull_request:6647", + "pull_request:4276|pull_request:6638", + "pull_request:4285|pull_request:4696", + "pull_request:4315|pull_request:6217", + "pull_request:4350|pull_request:4965", + "pull_request:4350|pull_request:6205", + "pull_request:4351|pull_request:6669", + "pull_request:4380|pull_request:5309", + "pull_request:4380|pull_request:5369", + "pull_request:4499|pull_request:6197", + "pull_request:4500|pull_request:6197", + "pull_request:4501|pull_request:6197", + "pull_request:4502|pull_request:6197", + "pull_request:4582|pull_request:6647", + "pull_request:4612|pull_request:4965", + "pull_request:4626|pull_request:5236", + "pull_request:4626|pull_request:6440", + "pull_request:4629|pull_request:6757", + "pull_request:4652|pull_request:5013", + "pull_request:4652|pull_request:5104", + "pull_request:4652|pull_request:6962", + "pull_request:4659|pull_request:6721", + "pull_request:4661|pull_request:6721", + "pull_request:4666|pull_request:4712" + ], + "prepared_review_unit_hash": "64bc4da16c90dc0dd0c11d9dfa78eda689d570e20e1c02594bda117843a79180", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 98260, + "estimated_input_tokens": 24565, + "estimated_eval_tokens": 49386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose collection of mostly unrelated PRs, many around SDXL/docs. 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It is more substantive than the small doc/test fixes and more clearly defines a concrete change than the other candidates.", + "best_issue_reason": null, + "best_pr_reason": "PR #4502 is the best single PR choice because it is a finished, feature-complete SDXL change with significant scope and review history, making it the most representative artifact among this mixed set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:4196", + "right": "pull_request:5982", + "accept": false, + "reason": "Both are SDXL docs, but one is a generic docs improvement and the other is SDXL Turbo documentation; different changes and not the same underlying bug/fix." + }, + { + "left": "pull_request:421", + "right": "pull_request:642", + "accept": false, + "reason": "Both are docs edits, but they fix unrelated documentation issues in different files and on different topics." + }, + { + "left": "pull_request:4216", + "right": "pull_request:4457", + "accept": false, + "reason": "Both touch the TensorRT inpaint example, but they address different changes: one is timestep handling, the other is a separate import/class fix." + }, + { + "left": "pull_request:4238", + "right": "pull_request:4717", + "accept": false, + "reason": "One is SDXL ControlNet inference code, the other is a docs formatting fix in ControlNet training docs; not the same code-path problem." + }, + { + "left": "pull_request:4258", + "right": "pull_request:5454", + "accept": false, + "reason": "These are unrelated docs edits in different areas; the shared theme is only generic documentation cleanup." + }, + { + "left": "pull_request:4258", + "right": "pull_request:6438", + "accept": false, + "reason": "A README note rewrite and an installation note update are separate docs changes with no shared underlying issue." + }, + { + "left": "pull_request:4267", + "right": "pull_request:6647", + "accept": false, + "reason": "One fixes doc image links, the other updates an SDXL k-diffusion test expectation; different artifacts and different problems." + }, + { + "left": "pull_request:4276", + "right": "pull_request:6638", + "accept": false, + "reason": "A pipeline import test and a from_single_file config-file test are unrelated test additions." + }, + { + "left": "pull_request:4285", + "right": "pull_request:4696", + "accept": false, + "reason": "These are different documentation features: one adds ONNX/OpenVINO SDXL docs, the other adds T2I-Adapter-XL model support." + }, + { + "left": "pull_request:4315", + "right": "pull_request:6217", + "accept": false, + "reason": "Both are torch-compile related, but they fix different code paths: LoRA conv forwarding versus Stable Video Diffusion VAE compilation handling." + }, + { + "left": "pull_request:4350", + "right": "pull_request:4965", + "accept": false, + "reason": "A T2I-Adapter docs dtype fix and a Wuerstchen formatting doc fix are unrelated." + }, + { + "left": "pull_request:4350", + "right": "pull_request:6205", + "accept": false, + "reason": "The adapter dtype docs fix is unrelated to the t2i blog URL correction." + }, + { + "left": "pull_request:4351", + "right": "pull_request:6669", + "accept": false, + "reason": "Both edit README.md, but one changes an image URL and the other updates repository counts/text; not the same change." + }, + { + "left": "pull_request:4380", + "right": "pull_request:5309", + "accept": false, + "reason": "Both are doc cleanup, but they target different pages and different issues." + }, + { + "left": "pull_request:4380", + "right": "pull_request:5369", + "accept": false, + "reason": "These are separate minor docs fixes in different guides; no shared concrete bug." + }, + { + "left": "pull_request:4499", + "right": "pull_request:6197", + "accept": false, + "reason": "The reference-attn SDXL PR and DeepCache support are different features; sharing SDXL/community context is not enough." + }, + { + "left": "pull_request:4500", + "right": "pull_request:6197", + "accept": false, + "reason": "Same as above: unrelated changes despite similar community-pipeline context." + }, + { + "left": "pull_request:4501", + "right": "pull_request:6197", + "accept": false, + "reason": "Same as above: different feature areas and code paths." + }, + { + "left": "pull_request:4502", + "right": "pull_request:6197", + "accept": false, + "reason": "The merged reference-attn/adain SDXL feature is unrelated to DeepCache pipeline support." + }, + { + "left": "pull_request:4582", + "right": "pull_request:6647", + "accept": false, + "reason": "One fixes a ControlNet SDXL docstring example, the other updates an SDXL k-diffusion test baseline; 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related file, different fixes." + }, + { + "left": "pull_request:810", + "right": "pull_request:910", + "accept": false, + "reason": "Flax scheduler API adaptation vs in-painting docs update; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 132, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10122", + "pull_request:1527", + "pull_request:3298", + "pull_request:4847", + "pull_request:6752", + "pull_request:828", + "pull_request:8290", + "pull_request:832", + "pull_request:8422", + "pull_request:8496", + "pull_request:8583", + "pull_request:8600", + "pull_request:8627", + "pull_request:864", + "pull_request:8696", + "pull_request:8755", + "pull_request:8838", + "pull_request:8851", + "pull_request:889", + "pull_request:8913", + "pull_request:8926", + "pull_request:9005", + "pull_request:9021", + "pull_request:9060", + "pull_request:9070", + "pull_request:9196", + "pull_request:9249", + "pull_request:9251", + "pull_request:9257", + "pull_request:9282", + "pull_request:9286", + "pull_request:9307", + "pull_request:9355", + "pull_request:936", + "pull_request:9379", + "pull_request:9385", + "pull_request:9442", + "pull_request:957", + "pull_request:9571", + "pull_request:9598", + "pull_request:9620", + "pull_request:9658", + "pull_request:9699", + "pull_request:9754", + "pull_request:9832", + "pull_request:9838", + "pull_request:9860", + "pull_request:9980" + ], + "soft_pairs": [ + "pull_request:828|pull_request:864", + "pull_request:8290|pull_request:9307", + "pull_request:832|pull_request:957", + "pull_request:8422|pull_request:8696", + "pull_request:8496|pull_request:8755", + "pull_request:8583|pull_request:8838", + "pull_request:8600|pull_request:9980", + "pull_request:8627|pull_request:9251", + "pull_request:8838|pull_request:9249", + "pull_request:8851|pull_request:9282", + "pull_request:889|pull_request:936", + "pull_request:8913|pull_request:8926", + "pull_request:9005|pull_request:9699", + "pull_request:9021|pull_request:9838", + "pull_request:9060|pull_request:9286", + "pull_request:9070|pull_request:9754", + "pull_request:9196|pull_request:9598", + "pull_request:9355|pull_request:9832", + "pull_request:9379|pull_request:9442", + "pull_request:9385|pull_request:9571", + "pull_request:9385|pull_request:9620", + "pull_request:9385|pull_request:9658", + "pull_request:9385|pull_request:9860", + "pull_request:4847|pull_request:6752", + "pull_request:10122|pull_request:9257", + "pull_request:1527|pull_request:3298" + ], + "prepared_review_unit_hash": "67867e152aeaf8c6aac153e0f03e69360cb10c3d5653f5726370a53b85eec2ce", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 96820, + "estimated_input_tokens": 24205, + "estimated_eval_tokens": 48666 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: mostly unrelated PRs spanning Flux, SD3, Stable Diffusion, CI, docs, tests, and examples. None of the soft-edge pairs look like the same underlying change, so I would not consolidate any of them.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR represents a duplicate set here; the items cover distinct feature work, bug fixes, docs, CI, and test-only changes across different code paths.", + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:828", + "right": "pull_request:864", + "accept": false, + "reason": "Different changes: one adjusts Flax pipeline tests, the other adds a Flax scheduler helper and scheduler tests." + }, + { + "left": "pull_request:8290", + "right": "pull_request:9307", + "accept": false, + "reason": "Both mention embeddings-related areas, but one is a broad HunyuanDIT doc/CI refactor and the other is a rotary-embedding implementation change." + }, + { + "left": "pull_request:832", + "right": "pull_request:957", + "accept": false, + "reason": "Unrelated bug fix in Flax NSFW handling versus a text-to-image scheduler API cleanup." + }, + { + "left": "pull_request:8422", + "right": "pull_request:8696", + "accept": false, + "reason": "Subfolder-loading test additions versus marking a few Marigold tests flaky; different purposes and code paths." + }, + { + "left": "pull_request:8496", + "right": "pull_request:8755", + "accept": false, + "reason": "SD3 warning-log behavior versus DreamBooth SD3 text-encoder training logic; not the same bug." + }, + { + "left": "pull_request:8583", + "right": "pull_request:8838", + "accept": false, + "reason": "Both touch SD3 transformer code, but one adds XFormers support while the other adds forward-chunking disable support." + }, + { + "left": "pull_request:8600", + "right": "pull_request:9980", + "accept": false, + "reason": "DreamBooth script cleanup versus LoRA conversion mapping changes; different features and failure modes." + }, + { + "left": "pull_request:8627", + "right": "pull_request:9251", + "accept": false, + "reason": "SD3 ControlNet docs/example work versus a CI workflow trigger change; no shared underlying bug." + }, + { + "left": "pull_request:8838", + "right": "pull_request:9249", + "accept": false, + "reason": "Transformer utility addition versus a full SD3 ControlNet training example; related domain, but not the same change." + }, + { + "left": "pull_request:8851", + "right": "pull_request:9282", + "accept": false, + "reason": "Both are docs updates, but one adds AuraFlow docs while the other only updates the pipeline overview table." + }, + { + "left": "pull_request:889", + "right": "pull_request:936", + "accept": false, + "reason": "Pipeline component API addition versus splitting Stable Diffusion tests into separate files; unrelated." + }, + { + "left": "pull_request:8913", + "right": "pull_request:8926", + "accept": false, + "reason": "Checkpoint loading from subfolders versus DreamBooth checkpoint saving; opposite directions and distinct bugs." + }, + { + "left": "pull_request:9005", + "right": "pull_request:9699", + "accept": false, + "reason": "Both change runner config, but one rewires workflow groups broadly while the other only adds a new selectable SSH runner." + }, + { + "left": "pull_request:9021", + "right": "pull_request:9838", + "accept": false, + "reason": "SD3 ControlNet layer-loading fix versus Flux DreamBooth memory/repetition logic; different models and issues." + }, + { + "left": "pull_request:9060", + "right": "pull_request:9286", + "accept": false, + "reason": "Removing a stray debug print is unrelated to exporting a new class in __init__.py." + }, + { + "left": "pull_request:9070", + "right": "pull_request:9754", + "accept": false, + "reason": "New Flux img2img pipeline versus a Flux LoRA quantization training project; not the same code-path problem." + }, + { + "left": "pull_request:9196", + "right": "pull_request:9598", + "accept": false, + "reason": "PixArt attention-processor API addition versus documentation note for Flux LoRA tests; unrelated." + }, + { + "left": "pull_request:9355", + "right": "pull_request:9832", + "accept": false, + "reason": "Workflow dispatch for fast GPU tests versus adding quantization nightly tests; both CI-related but different changes." + }, + { + "left": "pull_request:9379", + "right": "pull_request:9442", + "accept": false, + "reason": "Flux fast-test fixes versus a CI workaround for deprecated attention blocks; not the same underlying bug." + }, + { + "left": "pull_request:9385", + "right": "pull_request:9571", + "accept": false, + "reason": "Different Flux ControlNet work: one adds Xlabs ControlNet support, the other adds guidance start/end controls to existing pipelines." + }, + { + "left": "pull_request:9385", + "right": "pull_request:9620", + "accept": false, + "reason": "Xlabs ControlNet integration versus adding interrupt support to ControlNet pipelines; separate features." + }, + { + "left": "pull_request:9385", + "right": "pull_request:9658", + "accept": false, + "reason": "Different artifacts and goals: Xlabs ControlNet support versus a community demo for distilled Flux ControlNet." + }, + { + "left": "pull_request:9385", + "right": "pull_request:9860", + "accept": false, + "reason": "Xlabs ControlNet support versus SD3.5 ControlNet example support; distinct models and code paths." + }, + { + "left": "pull_request:4847", + "right": "pull_request:6752", + "accept": false, + "reason": "Prompt Free Diffusion community example and PromptDiffusion research pipeline are different projects, not the same change." + }, + { + "left": "pull_request:10122", + "right": "pull_request:9257", + "accept": false, + "reason": "Flux attention-mask fix versus DreamBooth Flux prompt/tokenization bug fix; separate code paths and symptoms." + }, + { + "left": "pull_request:1527", + "right": "pull_request:3298", + "accept": false, + "reason": "Stable Diffusion inpaint tensor input support versus arbitrary aspect ratio support in IFSuperResolution; unrelated pipeline changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 133, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10132", + "pull_request:10148", + "pull_request:10197", + "pull_request:10200", + "pull_request:10271", + "pull_request:10370", + "pull_request:10547", + "pull_request:10554", + "pull_request:10597", + "pull_request:10850", + "pull_request:11052", + "pull_request:1137", + "pull_request:11588", + "pull_request:11639", + "pull_request:11813", + "pull_request:11818", + "pull_request:12062", + "pull_request:1219", + "pull_request:12360", + "pull_request:12450", + "pull_request:12637", + "pull_request:12797", + "pull_request:13146", + "pull_request:1424", + "pull_request:1468", + "pull_request:1527", + "pull_request:1564", + "pull_request:159", + "pull_request:2655", + "pull_request:3042", + "pull_request:397", + "pull_request:415", + "pull_request:5188", + "pull_request:5393", + "pull_request:718", + "pull_request:7634", + "pull_request:7893", + "pull_request:8404", + "pull_request:8702", + "pull_request:8722", + "pull_request:8978", + "pull_request:9077", + "pull_request:9426", + "pull_request:9524", + "pull_request:9721", + "pull_request:9739", + "pull_request:9987" + ], + "soft_pairs": [ + "pull_request:1564|pull_request:3042", + "pull_request:5188|pull_request:5393", + "pull_request:7634|pull_request:8404", + "pull_request:7893|pull_request:9721", + "pull_request:11588|pull_request:11639", + "pull_request:10132|pull_request:9426", + "pull_request:10597|pull_request:9987", + "pull_request:10148|pull_request:8702", + "pull_request:10197|pull_request:8978", + "pull_request:10200|pull_request:8722", + "pull_request:10271|pull_request:9524", + "pull_request:10370|pull_request:10850", + "pull_request:10547|pull_request:11052", + "pull_request:10554|pull_request:9077", + "pull_request:10554|pull_request:9739", + "pull_request:1137|pull_request:1527", + "pull_request:11813|pull_request:11818", + "pull_request:12062|pull_request:12450", + "pull_request:1219|pull_request:397", + "pull_request:1219|pull_request:415", + "pull_request:12360|pull_request:12797", + "pull_request:12637|pull_request:13146", + "pull_request:1424|pull_request:397", + "pull_request:1424|pull_request:415", + "pull_request:1468|pull_request:2655", + "pull_request:159|pull_request:718" + ], + "prepared_review_unit_hash": "af236d6d74539f49c60b0d190140881db1e194641b06f01abee59bf1d88c42fe", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 103382, + "estimated_input_tokens": 25846, + "estimated_eval_tokens": 51948 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most soft links are just broad subsystem overlap (docs, CI, Dockerfiles, model additions, or test refactors) rather than the same concrete bug or change. I would not merge any of these pairs as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single pull request is a credible canonical anchor for this cluster because the linked PRs span unrelated changes across docs, CI, models, pipelines, and tests.", + "best_issue_reason": null, + "best_pr_reason": "No PR is a strong global representative; the cluster does not share one underlying fix/change. If forced, none of the PRs is suitable as canonical.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1564", + "right": "pull_request:3042", + "accept": false, + "reason": "Both touch DreamBooth-related docs/requirements, but one adds a default accelerate config and the other raises an accelerate minimum version. Different changes." + }, + { + "left": "pull_request:5188", + "right": "pull_request:5393", + "accept": false, + "reason": "One adds compute_snr to training utils; the other updates training docs/examples to use HFApi. Same area, not the same bug/change." + }, + { + "left": "pull_request:7634", + "right": "pull_request:8404", + "accept": false, + "reason": "One adds a high-res fix UNet/pipeline; the other adds Latte video generation. Completely different features." + }, + { + "left": "pull_request:7893", + "right": "pull_request:9721", + "accept": false, + "reason": "Both are Dockerfile maintenance, but one upgrades Python versions and the other pins torch versions. Different infra issues." + }, + { + "left": "pull_request:11588", + "right": "pull_request:11639", + "accept": false, + "reason": "Both involve Wan video code, but one extends LoRA I2V support and the other standardizes VAE encode sampling. Different concrete code paths." + }, + { + "left": "pull_request:10132", + "right": "pull_request:9426", + "accept": false, + "reason": "Both are CI workflow edits, but one installs tokenizers for a PEFT test job and the other updates artifact uploader versions. Not the same fix." + }, + { + "left": "pull_request:10597", + "right": "pull_request:9987", + "accept": false, + "reason": "One only updates an SD3 docs checkpoint id; the other adds SD3.5 IP-Adapter pipeline integration. Different work items." + }, + { + "left": "pull_request:10148", + "right": "pull_request:8702", + "accept": false, + "reason": "OmniGen addition vs SD3 conversion script. Unrelated functionality." + }, + { + "left": "pull_request:10197", + "right": "pull_request:8978", + "accept": false, + "reason": "Both affect CI, but one changes TPU runner config and the other is a large example/notebook update. Different concerns." + }, + { + "left": "pull_request:10200", + "right": "pull_request:8722", + "accept": false, + "reason": "One refactors ControlNet Union; the other refactors embeddings internals. Broad refactors, but not the same underlying change." + }, + { + "left": "pull_request:10271", + "right": "pull_request:9524", + "accept": false, + "reason": "TorchAO test refactor vs CogVideoX VAE conv_cache refactor. No shared bug or code path." + }, + { + "left": "pull_request:10370", + "right": "pull_request:10850", + "accept": false, + "reason": "Style/compat cleanup in torchao quantizer vs adding diffusers hook helper utilities. Different changes." + }, + { + "left": "pull_request:10547", + "right": "pull_request:11052", + "accept": false, + "reason": "Both touch tests, but one fixes offload tests for specific transformers and the other adds a CUDA compatibility test decorator. Not duplicates." + }, + { + "left": "pull_request:10554", + "right": "pull_request:9077", + "accept": false, + "reason": "One fixes a logic bug in SD3 LoRA loading; the other is a typo/docs cleanup PR. Not the same issue." + }, + { + "left": "pull_request:10554", + "right": "pull_request:9739", + "accept": false, + "reason": "One fixes the transformer-vs-unet state-dict filter bug; the other updates SD3 docs/example text. Different scope." + }, + { + "left": "pull_request:1137", + "right": "pull_request:1527", + "accept": false, + "reason": "Legacy inpaint safety-checker dtype fix vs allowing tensor image/mask inputs in inpaint. Same family, but different bugs." + }, + { + "left": "pull_request:11813", + "right": "pull_request:11818", + "accept": false, + "reason": "One is Kontext training docs/code; the other removes syncs in inference denoising loops. Different code paths." + }, + { + "left": "pull_request:12062", + "right": "pull_request:12450", + "accept": false, + "reason": "Both are CI-wide changes, but one enables all GPUs and the other revisits dependency installation. Not one concrete bug." + }, + { + "left": "pull_request:1219", + "right": "pull_request:397", + "accept": false, + "reason": "DDIM docs vs Quicktour docs. Both documentation-only, but unrelated content." + }, + { + "left": "pull_request:1219", + "right": "pull_request:415", + "accept": false, + "reason": "DDIM docs vs training overview/docs. Different documentation updates." + }, + { + "left": "pull_request:12360", + "right": "pull_request:12797", + "accept": false, + "reason": "Chroma docs fix vs Kandinsky docs fixes. Unrelated model docs." + }, + { + "left": "pull_request:12637", + "right": "pull_request:13146", + "accept": false, + "reason": "Sana video copy cleanup vs MT5Tokenizer type fix in PAG HunyuanDiT. Different models and issues." + }, + { + "left": "pull_request:1424", + "right": "pull_request:397", + "accept": false, + "reason": "Stable Diffusion 2 docs vs Quicktour. Different docs packages." + }, + { + "left": "pull_request:1424", + "right": "pull_request:415", + "accept": false, + "reason": "Stable Diffusion 2 docs vs training overview docs. Not the same change." + }, + { + "left": "pull_request:1468", + "right": "pull_request:2655", + "accept": false, + "reason": "Saving trained betas in schedulers/config vs LoRA saving/loading fixes. Both persistence-related, but distinct bugs." + }, + { + "left": "pull_request:159", + "right": "pull_request:718", + "accept": false, + "reason": "Both are typo cleanup PRs, but they touch different files and eras; no shared underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 134, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:1945", + "pull_request:1967", + "pull_request:1982", + "pull_request:2138", + "pull_request:2271", + "pull_request:2322", + "pull_request:2327", + "pull_request:2345", + "pull_request:2398", + "pull_request:2553", + "pull_request:2759", + "pull_request:3003", + "pull_request:3006", + "pull_request:3168", + "pull_request:3262", + "pull_request:3292", + "pull_request:3400", + "pull_request:3536", + "pull_request:3607", + "pull_request:3637", + "pull_request:3642", + "pull_request:3653", + "pull_request:3766", + "pull_request:386", + "pull_request:388", + "pull_request:390", + "pull_request:3916", + "pull_request:3957", + "pull_request:397", + "pull_request:402", + "pull_request:404", + "pull_request:415", + "pull_request:417", + "pull_request:418", + "pull_request:4187", + "pull_request:4239", + "pull_request:453", + "pull_request:4887", + "pull_request:531", + "pull_request:555", + "pull_request:5622", + "pull_request:5754", + "pull_request:5895", + "pull_request:6405", + "pull_request:6410", + "pull_request:774", + "pull_request:909" + ], + "soft_pairs": [ + "pull_request:1945|pull_request:2327", + "pull_request:1967|pull_request:3168", + "pull_request:1982|pull_request:531", + "pull_request:2138|pull_request:4239", + "pull_request:2271|pull_request:3400", + "pull_request:2322|pull_request:3262", + "pull_request:2345|pull_request:4187", + "pull_request:2398|pull_request:4187", + "pull_request:2553|pull_request:555", + "pull_request:2759|pull_request:774", + "pull_request:2759|pull_request:909", + "pull_request:3003|pull_request:3006", + "pull_request:3292|pull_request:3536", + "pull_request:3607|pull_request:5754", + "pull_request:3637|pull_request:3916", + "pull_request:3642|pull_request:5895", + "pull_request:3653|pull_request:5622", + "pull_request:3766|pull_request:4887", + "pull_request:386|pull_request:390", + "pull_request:388|pull_request:404", + "pull_request:388|pull_request:417", + "pull_request:3957|pull_request:6405", + "pull_request:397|pull_request:415", + "pull_request:397|pull_request:418", + "pull_request:402|pull_request:453", + "pull_request:415|pull_request:418", + "pull_request:4239|pull_request:6410" + ], + "prepared_review_unit_hash": "f0dddf1d50c12fc8e0c6d8dc8105f0b1ac3db2bb829c646c468523339d41a132", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 98748, + "estimated_input_tokens": 24687, + "estimated_eval_tokens": 49630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster here: the items are mostly unrelated docs, tests, CI, and small bugfix PRs. The soft edges are superficial theme matches only; none fix the same concrete code path.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:1945", + "right": "pull_request:2327", + "accept": false, + "reason": "Tests for UNet 2D blocks vs. a UNet input-length validation change; different underlying changes and scopes." + }, + { + "left": "pull_request:1967", + "right": "pull_request:3168", + "accept": false, + "reason": "A runtime `torch.cuda.empty_cache()` tweak in Stable Diffusion vs. a docs-builder workflow change; unrelated." + }, + { + "left": "pull_request:1982", + "right": "pull_request:531", + "accept": false, + "reason": "Both are test-only PRs, but they target different test files and different behaviors; not the same bug/change." + }, + { + "left": "pull_request:2138", + "right": "pull_request:4239", + "accept": false, + "reason": "A docs typo fix vs. a DreamBooth LoRA text-encoder-related code change; no shared defect." + }, + { + "left": "pull_request:2271", + "right": "pull_request:3400", + "accept": false, + "reason": "Slow test expected-value updates vs. adding `omegaconf` dependencies; unrelated." + }, + { + "left": "pull_request:2322", + "right": "pull_request:3262", + "accept": false, + "reason": "A large inpaint example/update PR vs. a DeepFloyd IF rename/docs/API update; different pipelines and code paths." + }, + { + "left": "pull_request:2345", + "right": "pull_request:4187", + "accept": false, + "reason": "xFormers training warning in example scripts vs. DPMSolver timestep indexing logic; unrelated fixes." + }, + { + "left": "pull_request:2398", + "right": "pull_request:4187", + "accept": false, + "reason": "Pix2Pix Zero docs addition vs. scheduler indexing logic; different artifacts and purposes." + }, + { + "left": "pull_request:2553", + "right": "pull_request:555", + "accept": false, + "reason": "Flax CFG flag support across Stable Diffusion pipelines vs. adding a Flax VAE model; not the same issue." + }, + { + "left": "pull_request:2759", + "right": "pull_request:774", + "accept": false, + "reason": "A broad test-running/CI PR vs. a small test fix; not one underlying change." + }, + { + "left": "pull_request:2759", + "right": "pull_request:909", + "accept": false, + "reason": "A broad CI/test orchestration PR vs. a specific inpaint test update; unrelated." + }, + { + "left": "pull_request:3003", + "right": "pull_request:3006", + "accept": false, + "reason": "Both touch schedulers, but one is dynamic-thresholding behavior/docs and the other is variance handling in DDPM; different concrete bugs." + }, + { + "left": "pull_request:3292", + "right": "pull_request:3536", + "accept": false, + "reason": "Training input perturbation for text-to-image vs. DeepFloyd IF super-resolution PIL normalization; unrelated." + }, + { + "left": "pull_request:3607", + "right": "pull_request:5754", + "accept": false, + "reason": "Attention/temb fix vs. style-only formatting cleanup; no shared bug." + }, + { + "left": "pull_request:3637", + "right": "pull_request:3916", + "accept": false, + "reason": "Both are broad branch syncs, but they are not the same change set or underlying bug; too coarse to merge as duplicates." + }, + { + "left": "pull_request:3642", + "right": "pull_request:5895", + "accept": false, + "reason": "A community TensorRT inpainting pipeline vs. Stable Video Diffusion; different features entirely." + }, + { + "left": "pull_request:3653", + "right": "pull_request:5622", + "accept": false, + "reason": "A lint-only cleanup vs. a large optimization/docs/examples PR; not the same fix." + }, + { + "left": "pull_request:3766", + "right": "pull_request:4887", + "accept": false, + "reason": "Kandinsky UNet conversion script updates vs. removing a latent input from a Kandinsky prior pipeline; same family, but different concrete code paths and changes." + }, + { + "left": "pull_request:386", + "right": "pull_request:390", + "accept": false, + "reason": "Stable Diffusion pipeline docs vs. Apple Silicon MPS optimization docs; unrelated documentation topics." + }, + { + "left": "pull_request:388", + "right": "pull_request:404", + "accept": false, + "reason": "Unconditional latent diffusion docs vs. fp16 optimization docs; different documentation changes." + }, + { + "left": "pull_request:388", + "right": "pull_request:417", + "accept": false, + "reason": "Unconditional latent diffusion docs vs. general inference pipeline docs; not the same artifact or change." + }, + { + "left": "pull_request:3957", + "right": "pull_request:6405", + "accept": false, + "reason": "Attention-name correction in model code vs. a docs-builder workflow tweak; unrelated." + }, + { + "left": "pull_request:397", + "right": "pull_request:415", + "accept": false, + "reason": "Quicktour docs vs. training docs; adjacent documentation, but not the same page or change." + }, + { + "left": "pull_request:397", + "right": "pull_request:418", + "accept": false, + "reason": "Quicktour intro docs vs. API docs for DiffusionPipeline; different documentation sections and goals." + }, + { + "left": "pull_request:402", + "right": "pull_request:453", + "accept": false, + "reason": "Intro section rework vs. a single installation typo fix; related docs area, but not the same underlying change." + }, + { + "left": "pull_request:415", + "right": "pull_request:418", + "accept": false, + "reason": "Training docs vs. DiffusionPipeline API docs; different documentation targets." + }, + { + "left": "pull_request:4239", + "right": "pull_request:6410", + "accept": false, + "reason": "DreamBooth LoRA text_encoder fix vs. RL value-guided sampling module registration; unrelated code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 135, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:1038", + "pull_request:10454", + "pull_request:10482", + "pull_request:11273", + "pull_request:11433", + "pull_request:11469", + "pull_request:1147", + "pull_request:11516", + "pull_request:12021", + "pull_request:12530", + "pull_request:1527", + "pull_request:1913", + "pull_request:3160", + "pull_request:3476", + "pull_request:4294", + "pull_request:4347", + "pull_request:5552", + "pull_request:5707", + "pull_request:5916", + "pull_request:6007", + "pull_request:6140", + "pull_request:6150", + "pull_request:6215", + "pull_request:6229", + "pull_request:6484", + "pull_request:6643", + "pull_request:6754", + "pull_request:6765", + "pull_request:6766", + "pull_request:6767", + "pull_request:6768", + "pull_request:6800", + "pull_request:6864", + "pull_request:6999", + "pull_request:7247", + "pull_request:7627", + "pull_request:7632", + "pull_request:7941", + "pull_request:8322", + "pull_request:8386", + "pull_request:8478", + "pull_request:8572", + "pull_request:8696", + "pull_request:8978", + "pull_request:8990", + "pull_request:9506", + "pull_request:9601", + "pull_request:9620" + ], + "soft_pairs": [ + "pull_request:4294|pull_request:5916", + "pull_request:4347|pull_request:5707", + "pull_request:5552|pull_request:6150", + "pull_request:6007|pull_request:6864", + "pull_request:6140|pull_request:6643", + "pull_request:6215|pull_request:8386", + "pull_request:6754|pull_request:8978", + "pull_request:6765|pull_request:8978", + "pull_request:6766|pull_request:8978", + "pull_request:6767|pull_request:8978", + "pull_request:6768|pull_request:8978", + "pull_request:6800|pull_request:8990", + "pull_request:7247|pull_request:8696", + "pull_request:7627|pull_request:9506", + "pull_request:8322|pull_request:8572", + "pull_request:8478|pull_request:9620", + "pull_request:3160|pull_request:3476", + "pull_request:10454|pull_request:10482", + "pull_request:11516|pull_request:12021", + "pull_request:1038|pull_request:1147", + "pull_request:11469|pull_request:12530", + "pull_request:6484|pull_request:6999", + "pull_request:6229|pull_request:7941", + "pull_request:7632|pull_request:9601", + "pull_request:11273|pull_request:11433", + "pull_request:1527|pull_request:1913" + ], + "prepared_review_unit_hash": "e571268b4f9bcf87ad81a3d496322906a51db157d3235eb9779f55fc1e1f7591", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 101599, + "estimated_input_tokens": 25400, + "estimated_eval_tokens": 51056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated PRs; the soft links are driven by superficial title/file similarity (docs, tests, or the same broad subsystem) rather than the same concrete bug or change. I would not merge any of the soft-edge pairs.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the items span unrelated fixes, docs, tests, utilities, schedulers, and pipeline changes, so there isn\u2019t a single underlying duplicate change to anchor the cluster.", + "best_issue_reason": null, + "best_pr_reason": "No PR is a safe global representative because the cluster is heterogeneous and the apparent links are only superficial.", + "soft_edge_verdicts": [ + { + "left": "pull_request:4294", + "right": "pull_request:5916", + "accept": false, + "reason": "Both are rename-like changes, but they touch different files and unrelated semantics (SDXL rename/docs vs DreamBooth output_dir default)." + }, + { + "left": "pull_request:4347", + "right": "pull_request:5707", + "accept": false, + "reason": "Different changes: one adds a step index counter in schedulers/pipeline flow, the other is LCM test additions." + }, + { + "left": "pull_request:5552", + "right": "pull_request:6150", + "accept": false, + "reason": "Same broad model codebase, but unrelated fixes: FreeU disable logic vs IP-Adapter conversion support." + }, + { + "left": "pull_request:6007", + "right": "pull_request:6864", + "accept": false, + "reason": "Both are docs, but they cover different topics and code paths; no shared underlying bug/change." + }, + { + "left": "pull_request:6140", + "right": "pull_request:6643", + "accept": false, + "reason": "Both add API docs, but for different components (IP-Adapter vs UViT2D); not the same change." + }, + { + "left": "pull_request:6215", + "right": "pull_request:8386", + "accept": false, + "reason": "Both are test-only changes, but they fix unrelated test setup/shape issues in different suites." + }, + { + "left": "pull_request:6754", + "right": "pull_request:8978", + "accept": false, + "reason": "One is a diffusion-DPO loss fix; the other is a large DreamBooth/Imagic notebook and example update. Unrelated." + }, + { + "left": "pull_request:6765", + "right": "pull_request:8978", + "accept": false, + "reason": "Path/cache utility cleanup vs example notebook updates; no common bug or code path." + }, + { + "left": "pull_request:6766", + "right": "pull_request:8978", + "accept": false, + "reason": "Constants path handling vs example notebook updates; unrelated changes." + }, + { + "left": "pull_request:6767", + "right": "pull_request:8978", + "accept": false, + "reason": "Flax loading path fixes vs example notebook updates; different code paths." + }, + { + "left": "pull_request:6768", + "right": "pull_request:8978", + "accept": false, + "reason": "Configuration path handling vs example notebook updates; unrelated." + }, + { + "left": "pull_request:6800", + "right": "pull_request:8990", + "accept": false, + "reason": "Import-utility availability helper vs adding a new PAG pipeline; different concerns entirely." + }, + { + "left": "pull_request:7247", + "right": "pull_request:8696", + "accept": false, + "reason": "One fixes config-checking tests; the other marks flaky Marigold tests. Both are tests, but not the same failure." + }, + { + "left": "pull_request:7627", + "right": "pull_request:9506", + "accept": false, + "reason": "Different issues: Playground img2img latent handling vs documentation path/import cleanup." + }, + { + "left": "pull_request:8322", + "right": "pull_request:8572", + "accept": false, + "reason": "Both are broad errata/docs cleanup, but they are distinct edits with different files and scopes." + }, + { + "left": "pull_request:8478", + "right": "pull_request:9620", + "accept": false, + "reason": "Separate Hunyuan/ControlNet work: one adds a model/pipeline, the other adds interrupt support to ControlNet execution." + }, + { + "left": "pull_request:3160", + "right": "pull_request:3476", + "accept": false, + "reason": "Same feature family (Karras sigmas), but applied to different schedulers and not the same concrete bug/change." + }, + { + "left": "pull_request:10454", + "right": "pull_request:10482", + "accept": false, + "reason": "Both touch HunyuanVideo attention masking, but one fixes mask dimensional broadcasting while the other targets NaNs on older PyTorch; related area, different fixes." + }, + { + "left": "pull_request:11516", + "right": "pull_request:12021", + "accept": false, + "reason": "LTX release/docs/pipeline integration vs attention-backend support for LTX; separate changes." + }, + { + "left": "pull_request:1038", + "right": "pull_request:1147", + "accept": false, + "reason": "Both affect Flax example scripts, but one is a dtype fix and the other changes text-encoder loading from subfolder." + }, + { + "left": "pull_request:11469", + "right": "pull_request:12530", + "accept": false, + "reason": "Both are test xfails, but they target different pipelines and different version-related failures." + }, + { + "left": "pull_request:6484", + "right": "pull_request:6999", + "accept": false, + "reason": "Same Stable Video Diffusion file, but one fixes GPU generators and the other fixes tensor image preprocessing; distinct bugs." + }, + { + "left": "pull_request:6229", + "right": "pull_request:7941", + "accept": false, + "reason": "Unrelated test changes: adding a CI dependency vs marking a test class slow." + }, + { + "left": "pull_request:7632", + "right": "pull_request:9601", + "accept": false, + "reason": "Both concern DreamBooth training, but one fixes VAE loading path logic and the other changes VAE dtype handling." + }, + { + "left": "pull_request:11273", + "right": "pull_request:11433", + "accept": false, + "reason": "Notification bot timeout change vs test decorator rename/fix; no shared code path." + }, + { + "left": "pull_request:1527", + "right": "pull_request:1913", + "accept": false, + "reason": "Both involve image/mask handling in pipelines, but they address different pipelines and opposite concerns (supporting tensors vs input validation)." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 136, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10086", + "pull_request:10966", + "pull_request:11089", + "pull_request:11243", + "pull_request:11366", + "pull_request:11614", + "pull_request:11841", + "pull_request:1229", + "pull_request:12315", + "pull_request:12450", + "pull_request:12493", + "pull_request:1468", + "pull_request:152", + "pull_request:1554", + "pull_request:1913", + "pull_request:1945", + "pull_request:1968", + "pull_request:2706", + "pull_request:2928", + "pull_request:2959", + "pull_request:2968", + "pull_request:3037", + "pull_request:3298", + "pull_request:3536", + "pull_request:3589", + "pull_request:3798", + "pull_request:4451", + "pull_request:4855", + "pull_request:5035", + "pull_request:5111", + "pull_request:5788", + "pull_request:5792", + "pull_request:5946", + "pull_request:5948", + "pull_request:6261", + "pull_request:6432", + "pull_request:6448", + "pull_request:6904", + "pull_request:7044", + "pull_request:7068", + "pull_request:7277", + "pull_request:7455", + "pull_request:788", + "pull_request:8467", + "pull_request:8510", + "pull_request:8512", + "pull_request:8761", + "pull_request:8937" + ], + "soft_pairs": [ + "pull_request:1554|pull_request:1968", + "pull_request:3589|pull_request:5111", + "pull_request:3798|pull_request:5948", + "pull_request:4451|pull_request:6261", + "pull_request:4855|pull_request:5788", + "pull_request:5946|pull_request:6448", + "pull_request:10086|pull_request:8467", + "pull_request:10966|pull_request:11366", + "pull_request:11089|pull_request:11841", + "pull_request:11614|pull_request:12450", + "pull_request:1229|pull_request:152", + "pull_request:12315|pull_request:12493", + "pull_request:1468|pull_request:3298", + "pull_request:1913|pull_request:3536", + "pull_request:1945|pull_request:2706", + "pull_request:2928|pull_request:3298", + "pull_request:2968|pull_request:788", + "pull_request:5035|pull_request:5792", + "pull_request:6432|pull_request:8510", + "pull_request:6904|pull_request:8937", + "pull_request:7044|pull_request:8761", + "pull_request:7455|pull_request:8512", + "pull_request:11243|pull_request:12315", + "pull_request:7068|pull_request:7277", + "pull_request:2959|pull_request:3037" + ], + "prepared_review_unit_hash": "423e493a6ac3b35396fa2cf807fadd4978243b78e2999f69dbdf132ad98787f5", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 102678, + "estimated_input_tokens": 25670, + "estimated_eval_tokens": 51596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose similarity group of mostly unrelated small PRs spanning docs, tests, CI, and pipeline fixes. 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Not the same underlying issue." + }, + { + "left": "pull_request:5010", + "right": "pull_request:6241", + "accept": false, + "reason": "GLIGEN text-image import fix and a runtime dtype error report are unrelated." + }, + { + "left": "pull_request:11571", + "right": "pull_request:12021", + "accept": false, + "reason": "LTX docs update versus LTX attention-backend support. 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Not the same change." + }, + { + "left": "pull_request:12552", + "right": "pull_request:12797", + "accept": false, + "reason": "Kandinsky typo fixes and Kandinsky minor doc updates overlap in topic only; they are not the same concrete documentation bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 143, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:13120", + "pull_request:13313", + "pull_request:1513", + "pull_request:1913", + "pull_request:1982", + "pull_request:2209", + "pull_request:2279", + "pull_request:230", + "pull_request:2327", + "pull_request:2365", + "pull_request:2415", + "pull_request:2470", + "pull_request:2487", + "pull_request:2553", + "pull_request:2894", + "pull_request:2958", + "pull_request:2970", + "pull_request:3054", + "pull_request:326", + "pull_request:3471", + "pull_request:3656", + "pull_request:3681", + "pull_request:3806", + "pull_request:3957", + "pull_request:402", + "pull_request:4078", + "pull_request:4262", + "pull_request:4669", + "pull_request:5057", + "pull_request:5220", + "pull_request:538", + "pull_request:5478", + "pull_request:5493", + "pull_request:5698", + "pull_request:5702", + "pull_request:5724", + "pull_request:5946", + "pull_request:6163", + "pull_request:6215", + "pull_request:6340", + "pull_request:6447", + "pull_request:6448", + "pull_request:6643", + "pull_request:7024", + "pull_request:8438", + "pull_request:8510", + "pull_request:8571", + "pull_request:980" + ], + "soft_pairs": [ + "pull_request:13120|pull_request:13313", + "pull_request:1513|pull_request:402", + "pull_request:1913|pull_request:326", + "pull_request:1982|pull_request:2209", + "pull_request:2279|pull_request:538", + "pull_request:230|pull_request:980", + "pull_request:2327|pull_request:3681", + "pull_request:2365|pull_request:3471", + "pull_request:2365|pull_request:3806", + "pull_request:2415|pull_request:3054", + "pull_request:2470|pull_request:4262", + "pull_request:2487|pull_request:2553", + "pull_request:2894|pull_request:2958", + "pull_request:2970|pull_request:3957", + "pull_request:3656|pull_request:5220", + "pull_request:3681|pull_request:4078", + "pull_request:4669|pull_request:6448", + "pull_request:5057|pull_request:6447", + "pull_request:5478|pull_request:6643", + "pull_request:5493|pull_request:5946", + "pull_request:5698|pull_request:5702", + "pull_request:5724|pull_request:6163", + "pull_request:6215|pull_request:8510", + "pull_request:6340|pull_request:7024", + "pull_request:8438|pull_request:8571" + ], + "prepared_review_unit_hash": "dcaa43cf5ab1a046c9327a0fc929cfc83c1b158230587de5a647fd8f18a821be", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 102847, + "estimated_input_tokens": 25712, + "estimated_eval_tokens": 51680 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated pull requests across docs, tests, dependency bumps, loaders, schedulers, and pipelines. 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same model family, different concrete issues." + }, + { + "left": "pull_request:11238", + "right": "pull_request:9676", + "accept": false, + "reason": "SD3 validation/A100 execution fix is unrelated to an import cleanup in benchmarks." + }, + { + "left": "pull_request:1137", + "right": "pull_request:51", + "accept": false, + "reason": "Different eras and bugs: inpaint safety-checker dtype fix vs install_requires typo fix." + }, + { + "left": "pull_request:11479", + "right": "pull_request:12363", + "accept": false, + "reason": "Intel Gaudi documentation update versus QwenImageEdit Plus docs/tests; both docs-heavy but unrelated." + }, + { + "left": "pull_request:11614", + "right": "pull_request:12491", + "accept": false, + "reason": "Docker CI security hardening versus documentation link-check CI; both workflow-related but different concerns." + }, + { + "left": "pull_request:13081", + "right": "pull_request:13330", + "accept": false, + "reason": "Qwen hidden-state contiguity fix is unrelated to torchao test adjustments." + }, + { + "left": "pull_request:1338", + "right": "pull_request:748", + "accept": false, + "reason": "ONNX inpainting cast order fix is unrelated to push_to_hub argument cleanup in training scripts." + }, + { + "left": "pull_request:1508", + "right": "pull_request:152", + "accept": false, + "reason": "Dreambooth num_class_images clarification is unrelated to local image-folder dataset support in unconditional training." + }, + { + "left": "pull_request:1525", + "right": "pull_request:453", + "accept": false, + "reason": "Upscaling batch-size fix and installation typo are unrelated." + }, + { + "left": "pull_request:1527", + "right": "pull_request:3292", + "accept": false, + "reason": "Stable Diffusion inpaint tensor-input support is unrelated to adding input perturbation in text-to-image training." + }, + { + "left": "pull_request:1527", + "right": "pull_request:3536", + "accept": false, + "reason": "Both involve image preprocessing, but one is Stable Diffusion inpaint input handling and the other is IF super-resolution PIL normalization; different pipelines and bugs." + }, + { + "left": "pull_request:1706", + "right": "pull_request:2415", + "accept": false, + "reason": "Main docs update versus pipeline_utils version handling; not the same artifact or bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 145, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10136", + "pull_request:10359", + "pull_request:10567", + "pull_request:10810", + "pull_request:11469", + "pull_request:12151", + "pull_request:1788", + "pull_request:2655", + "pull_request:3473", + "pull_request:3589", + "pull_request:3656", + "pull_request:3708", + "pull_request:3723", + "pull_request:3797", + "pull_request:3850", + "pull_request:3957", + "pull_request:4070", + "pull_request:4451", + "pull_request:449", + "pull_request:4749", + "pull_request:5506", + "pull_request:5747", + "pull_request:5948", + "pull_request:6150", + "pull_request:6195", + "pull_request:6215", + "pull_request:6373", + "pull_request:6426", + "pull_request:6564", + "pull_request:676", + "pull_request:6886", + "pull_request:6961", + "pull_request:6972", + "pull_request:6994", + "pull_request:7202", + "pull_request:7216", + "pull_request:7410", + "pull_request:7458", + "pull_request:7634", + "pull_request:7662", + "pull_request:8425", + "pull_request:8512", + "pull_request:8618", + "pull_request:8627", + "pull_request:8755", + "pull_request:8761", + "pull_request:9307" + ], + "soft_pairs": [ + "pull_request:1788|pull_request:3708", + "pull_request:2655|pull_request:3797", + "pull_request:3473|pull_request:4070", + "pull_request:3589|pull_request:3723", + "pull_request:3656|pull_request:4451", + "pull_request:3850|pull_request:5948", + "pull_request:3957|pull_request:6195", + "pull_request:4749|pull_request:6972", + "pull_request:5506|pull_request:7458", + "pull_request:5747|pull_request:7634", + "pull_request:6150|pull_request:6564", + "pull_request:6215|pull_request:8425", + "pull_request:6373|pull_request:7202", + "pull_request:6426|pull_request:6886", + "pull_request:6961|pull_request:8627", + "pull_request:6994|pull_request:7216", + "pull_request:7410|pull_request:8761", + "pull_request:7458|pull_request:9307", + "pull_request:7662|pull_request:8512", + "pull_request:8618|pull_request:8755", + "pull_request:10359|pull_request:11469", + "pull_request:449|pull_request:676", + "pull_request:10136|pull_request:10567", + "pull_request:10810|pull_request:12151" + ], + "prepared_review_unit_hash": "32ddc21d51c1c4e7d2e189524ece6835c327dae2360892b5e92549ce9c86669f", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 98770, + "estimated_input_tokens": 24693, + "estimated_eval_tokens": 49642 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of mostly unrelated PRs linked only by loose lexical similarity. 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unrelated." + }, + { + "left": "pull_request:5747", + "right": "pull_request:7634", + "accept": false, + "reason": "Dataset `data_dir` plumbing vs high-res UNet/pipeline fix; unrelated." + }, + { + "left": "pull_request:6150", + "right": "pull_request:6564", + "accept": false, + "reason": "Both are IP-Adapter related, but one adds a converter and the other fixes subfolder path generation; distinct changes." + }, + { + "left": "pull_request:6215", + "right": "pull_request:8425", + "accept": false, + "reason": "PixArt VAE test initialization vs workflow name rename; unrelated." + }, + { + "left": "pull_request:6373", + "right": "pull_request:7202", + "accept": false, + "reason": "Deleting doc-comment workflows vs removing a requirements dependency; unrelated." + }, + { + "left": "pull_request:6426", + "right": "pull_request:6886", + "accept": false, + "reason": "LoRA deprecation handling vs removing `torch_dtype` deprecation warnings; different issues." + }, + { + "left": "pull_request:6961", + "right": "pull_request:8627", + "accept": false, + "reason": "Single-file loader tests vs SD3 control test-size changes; unrelated." + }, + { + "left": "pull_request:6994", + "right": "pull_request:7216", + "accept": false, + "reason": "Both involve single-file loading, but one fixes `torch_dtype` propagation and the other updates the API signature/docs; not the same concrete fix." + }, + { + "left": "pull_request:7410", + "right": "pull_request:8761", + "accept": false, + "reason": "FreeInit behavior fix vs Hunyuan embedding refactor; unrelated." + }, + { + "left": "pull_request:7458", + "right": "pull_request:9307", + "accept": false, + "reason": "Skipping dynamo tests on Python 3.12 vs rotary embedding CPU/device refactor; unrelated." + }, + { + "left": "pull_request:7662", + "right": "pull_request:8512", + "accept": false, + "reason": "Flax PR test cleanup vs removing a deprecated inpaint helper; unrelated." + }, + { + "left": "pull_request:8618", + "right": "pull_request:8755", + "accept": false, + "reason": "SD3 tiny autoencoder `shift_factor` addition vs SD3 Dreambooth LoRA training fix; different code paths." + }, + { + "left": "pull_request:10359", + "right": "pull_request:11469", + "accept": false, + "reason": "Both touch tests, but they target different pipelines and different xfail issues." + }, + { + "left": "pull_request:449", + "right": "pull_request:676", + "accept": false, + "reason": "Similar variable-renaming style only; 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The only strong duplicate-like pair is the two Wan VACE fp16/bf16 mask-cast fixes, which appear to address the same bug with one adding tests.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR fits the whole cluster because most items are unrelated changes; if forced to pick within the only near-duplicate subpair, PR #12143 is the more complete merged fix (same source change plus tests).", + "best_issue_reason": null, + "best_pr_reason": "PR #12143 is the strongest representative of an actual bug fix in the cluster: it makes the Wan VACE mask dtype correction and includes a test, whereas the paired PR #12142 is an incomplete/unmerged variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10985", + "right": "pull_request:11999", + "accept": false, + "reason": "Both are LoRA-related, but they fix different problems: ComfyUI/Flux LoRA conversion support vs. adapting to a new PEFT LoRA injection API. Same subsystem, not the same change." + }, + { + "left": "pull_request:3410", + "right": "pull_request:3846", + "accept": false, + "reason": "Both touch training utilities, but one fixes DeepSpeed plugin retrieval and the other fixes random seeding import usage. No shared bug." + }, + { + "left": "pull_request:4622", + "right": "pull_request:4635", + "accept": false, + "reason": "Both are docs/controlnet-adjacent, but one adds PushToHub docs and the other adds MultiControlNet docs/examples. Different features." + }, + { + "left": "pull_request:5053", + "right": "pull_request:5439", + "accept": false, + "reason": "Validation-image argument handling in a training script is unrelated to the from_single_file tokenizer/config loading regression." + }, + { + "left": "pull_request:5823", + "right": "pull_request:7058", + "accept": false, + "reason": "Both are LoRA loader work, but one adds adapter_names to fuse_lora and the other copies an input state dict before load_lora_weights. Different code paths and fixes." + }, + { + "left": "pull_request:5928", + "right": "pull_request:6328", + "accept": false, + "reason": "Both add community pipelines, but they are different pipelines (AnimateDiff+ControlNet vs Latent Consistency interpolation). Not duplicates." + }, + { + "left": "pull_request:6289", + "right": "pull_request:6698", + "accept": false, + "reason": "Both introduce new video-related models/pipelines, but one is SparseCntrl for AnimateDiff and the other is PIA. Distinct features." + }, + { + "left": "pull_request:9212", + "right": "pull_request:9234", + "accept": false, + "reason": "One fixes the auto-pipeline mapping for Kolors img2img, the other fixes safetensors compatibility regression. Shared utility area only." + }, + { + "left": "pull_request:11421", + "right": "pull_request:12142", + "accept": false, + "reason": "One changes DreamBooth image interpolation defaults; the other fixes Wan VACE fp16/bf16 mask handling. No overlap in bug or code path." + }, + { + "left": "pull_request:11421", + "right": "pull_request:12143", + "accept": false, + "reason": "Same as above: unrelated training-image resizing default vs. Wan VACE dtype fix." + }, + { + "left": "pull_request:1513", + "right": "pull_request:152", + "accept": false, + "reason": "Both are docs/examples, but one adds notebook bootstrap config and the other adds local image-folder training support. Different changes." + }, + { + "left": "pull_request:1913", + "right": "pull_request:327", + "accept": false, + "reason": "Input-type validation for img2img pipelines is unrelated to type-hint cleanup in the PNDM pipeline." + }, + { + "left": "pull_request:2398", + "right": "pull_request:2641", + "accept": false, + "reason": "Pix2Pix Zero docs expansion and documentation-build workflow changes are unrelated." + }, + { + "left": "pull_request:2641", + "right": "pull_request:3707", + "accept": false, + "reason": "Both touch documentation workflows, but one adds notebook build config and the other changes doc-comment secret handling. Different issues." + }, + { + "left": "pull_request:3042", + "right": "pull_request:3681", + "accept": false, + "reason": "Accelerate minimum-version bumps are separate from checkpoint-limit handling changes in training scripts." + }, + { + "left": "pull_request:6225", + "right": "pull_request:6743", + "accept": false, + "reason": "LoRA alpha parsing fixes and hflip-argument correction are unrelated training-script fixes." + }, + { + "left": "pull_request:6743", + "right": "pull_request:6918", + "accept": false, + "reason": "Different problems: one corrects a flip-argument name, the other blocks hub-token exposure with wandb. No duplicate evidence." + }, + { + "left": "pull_request:5438", + "right": "pull_request:5477", + "accept": false, + "reason": "Both concern latent-consistency community examples, but they add different pipelines (txt2img vs img2img). Not the same change." + }, + { + "left": "pull_request:7246", + "right": "pull_request:7771", + "accept": false, + "reason": "One fixes VAE tiling device selection in tests; the other marks a ControlNetXS test as flaky. Different test concerns." + }, + { + "left": "pull_request:10808", + "right": "pull_request:11896", + "accept": false, + "reason": "Both deal with LoRA/offload behavior, but one restricts PEFT config update keys and the other fixes hook disabling when loading LoRAs. Not the same bug." + }, + { + "left": "pull_request:4695", + "right": "pull_request:5057", + "accept": false, + "reason": "One adds TextToVideoZeroSDXLPipeline; the other adds clip-skip support to SDXL pipelines. Different features." + }, + { + "left": "pull_request:5713", + "right": "pull_request:6828", + "accept": false, + "reason": "Both involve IP-adapter-related code, but one is the full IP-Adapter feature set and the other adjusts UNetMotionModel IP-adapter handling. Not duplicate enough to merge." + }, + { + "left": "pull_request:10119", + "right": "pull_request:11089", + "accept": false, + "reason": "Docs for load_lora_adapter and Wan docs updates are unrelated." + }, + { + "left": "pull_request:10246", + "right": "pull_request:9909", + "accept": false, + "reason": "Both concern attention processors, but one adds/updates docs and processor exports while the other expands the AttentionProcessor union type. Related area, different concrete change." + }, + { + "left": "pull_request:10418", + "right": "pull_request:11250", + "accept": false, + "reason": "Internal link fixes in a tutorial are unrelated to adding AutoModel docs and nav entries." + }, + { + "left": "pull_request:12142", + "right": "pull_request:12143", + "accept": true, + "reason": "These appear to fix the same Wan VACE fp16/bf16 mask-cast bug in the same file; 12143 is the more complete version because it includes the source fix plus tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 147, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:11366", + "pull_request:11535", + "pull_request:12425", + "pull_request:13022", + "pull_request:1494", + "pull_request:1564", + "pull_request:1788", + "pull_request:1850", + "pull_request:2430", + "pull_request:2464", + "pull_request:2470", + "pull_request:2557", + "pull_request:2593", + "pull_request:2655", + "pull_request:3054", + "pull_request:3241", + "pull_request:3561", + "pull_request:3852", + "pull_request:4215", + "pull_request:4498", + "pull_request:4787", + "pull_request:5220", + "pull_request:5289", + "pull_request:5639", + "pull_request:5946", + "pull_request:6065", + "pull_request:6114", + "pull_request:6147", + "pull_request:6195", + "pull_request:6261", + "pull_request:6340", + "pull_request:6405", + "pull_request:6643", + "pull_request:6762", + "pull_request:6775", + "pull_request:6961", + "pull_request:711", + "pull_request:715", + "pull_request:748", + "pull_request:7627", + "pull_request:7779", + "pull_request:833", + "pull_request:8386", + "pull_request:8445", + "pull_request:8452", + "pull_request:8591", + "pull_request:9447", + "pull_request:9735" + ], + "soft_pairs": [ + "pull_request:11366|pull_request:11535", + "pull_request:12425|pull_request:13022", + "pull_request:1494|pull_request:2655", + "pull_request:1564|pull_request:3561", + "pull_request:1564|pull_request:748", + "pull_request:1788|pull_request:711", + "pull_request:1850|pull_request:2470", + "pull_request:2430|pull_request:715", + "pull_request:2464|pull_request:3054", + "pull_request:2557|pull_request:748", + "pull_request:2593|pull_request:833", + "pull_request:3241|pull_request:5289", + "pull_request:3852|pull_request:4215", + "pull_request:4498|pull_request:6114", + "pull_request:4787|pull_request:6762", + "pull_request:5220|pull_request:6261", + "pull_request:5639|pull_request:6340", + "pull_request:5946|pull_request:6762", + "pull_request:6065|pull_request:6643", + "pull_request:6147|pull_request:8452", + "pull_request:6195|pull_request:6405", + "pull_request:6775|pull_request:7779", + "pull_request:6961|pull_request:8386", + "pull_request:7627|pull_request:9447", + "pull_request:8445|pull_request:9447", + "pull_request:8591|pull_request:9735" + ], + "prepared_review_unit_hash": "99f0ac1a43732b432d79b7526f36db6be17900ffa6e4d0417b8f27d16a687ff5", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 94205, + "estimated_input_tokens": 23552, + "estimated_eval_tokens": 47360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a heterogeneous mix of unrelated docs, tests, training-script tweaks, and core bugfixes; no pair looks like a true duplicate PR fix, so I would not merge any of the soft-edge candidates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR stands out: the set spans unrelated subsystems and change types, so there isn\u2019t one PR that clearly represents the whole cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 8452 is the strongest representative if one must be chosen: it targets an explicit issue and makes a concrete loader fix in a core code path, unlike the more docs/test-oriented or broad refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:11366", + "right": "pull_request:11535", + "accept": false, + "reason": "Different features and code paths: Hidream transformer output shape vs Framepack initialization order." + }, + { + "left": "pull_request:12425", + "right": "pull_request:13022", + "accept": false, + "reason": "Both touch distributed/cuda-related plumbing, but one is a Python import guard and the other is Dockerfile dependency/version setup; not the same bug or change." + }, + { + "left": "pull_request:1494", + "right": "pull_request:2655", + "accept": false, + "reason": "Both involve save/load semantics, but one adds safetensors save support while the other adjusts LoRA loading behavior; different concrete problems." + }, + { + "left": "pull_request:1564", + "right": "pull_request:3561", + "accept": false, + "reason": "Docs-only accelerate config guidance vs a Dreambooth IF training feature addition; unrelated changes." + }, + { + "left": "pull_request:1564", + "right": "pull_request:748", + "accept": false, + "reason": "README docs for accelerate config vs a push_to_hub bugfix in training scripts; not the same underlying issue." + }, + { + "left": "pull_request:1788", + "right": "pull_request:711", + "accept": false, + "reason": "DDIM prediction-type bugfix vs a scheduler design proposal; different scope and code paths." + }, + { + "left": "pull_request:1850", + "right": "pull_request:2470", + "accept": false, + "reason": "Test additions for ResnetBlock2D vs MPS-specific test skips; unrelated test maintenance." + }, + { + "left": "pull_request:2430", + "right": "pull_request:715", + "accept": false, + "reason": "One changes version-reporting text in pipeline utils; the other makes utils imports conditional on PyTorch availability; different issues." + }, + { + "left": "pull_request:2464", + "right": "pull_request:3054", + "accept": false, + "reason": "Dreambooth training-script cleanup vs documentation punctuation/formatting; no shared bug or implementation change." + }, + { + "left": "pull_request:2557", + "right": "pull_request:748", + "accept": false, + "reason": "Both are Dreambooth-related, but one adds validation logging and the other fixes hub push invocation; not the same code-path problem." + }, + { + "left": "pull_request:2593", + "right": "pull_request:833", + "accept": false, + "reason": "ControlNet conversion tooling vs a package version bump; unrelated." + }, + { + "left": "pull_request:3241", + "right": "pull_request:5289", + "accept": false, + "reason": "Both are test adjustments, but one changes an expected diff threshold and the other changes a save/load tolerance; different failures." + }, + { + "left": "pull_request:3852", + "right": "pull_request:4215", + "accept": false, + "reason": "Separate documentation updates for different topics; no duplicate change." + }, + { + "left": "pull_request:4498", + "right": "pull_request:6114", + "accept": false, + "reason": "Both are community/example related, but one adds SDXL reference support while the other extends lpw-xl img2img/inpaint; distinct features." + }, + { + "left": "pull_request:4787", + "right": "pull_request:6762", + "accept": false, + "reason": "LoRA loading relaxation and a flaky Kandinsky test fix are unrelated." + }, + { + "left": "pull_request:5220", + "right": "pull_request:6261", + "accept": false, + "reason": "Test-suite scheduling changes vs moving Attend and Excite out of stable_diffusion; unrelated." + }, + { + "left": "pull_request:5639", + "right": "pull_request:6340", + "accept": false, + "reason": "AnimateDiff docs update vs conversion scripts; same area broadly, but not the same underlying fix." + }, + { + "left": "pull_request:5946", + "right": "pull_request:6762", + "accept": false, + "reason": "Refactoring example tests vs marking one test flaky; separate test-maintenance tasks." + }, + { + "left": "pull_request:6065", + "right": "pull_request:6643", + "accept": false, + "reason": "Docs for SDXL Turbo vs docs for UViT2D; unrelated additions." + }, + { + "left": "pull_request:6147", + "right": "pull_request:8452", + "accept": false, + "reason": "Both concern single-file loading, but one adds refiner-model support and the other loosens strict loading for errors; different concrete code-path issues." + }, + { + "left": "pull_request:6195", + "right": "pull_request:6405", + "accept": false, + "reason": "AnimateDiff SDXL WIP vs doc-builder workflow testing; unrelated." + }, + { + "left": "pull_request:6775", + "right": "pull_request:7779", + "accept": false, + "reason": "Two docstring fixes in different APIs; not the same change." + }, + { + "left": "pull_request:6961", + "right": "pull_request:8386", + "accept": false, + "reason": "Single-file loader tests vs model test input-shape refactors; different test concerns." + }, + { + "left": "pull_request:7627", + "right": "pull_request:9447", + "accept": false, + "reason": "Playground img2img latent handling vs pipeline save_pretrained shard-size defaults; unrelated." + }, + { + "left": "pull_request:8445", + "right": "pull_request:9447", + "accept": false, + "reason": "Both touch checkpoint sharding defaults, but one changes model save_pretrained and the other changes pipeline save_pretrained; similar theme, not the same concrete fix." + }, + { + "left": "pull_request:8591", + "right": "pull_request:9735", + "accept": false, + "reason": "SD3 training utility refactor vs an SD3 ControlNet example update; related model family, but different artifacts and problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 148, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10069", + "pull_request:10117", + "pull_request:10126", + "pull_request:10271", + "pull_request:10326", + "pull_request:10354", + "pull_request:10376", + "pull_request:10482", + "pull_request:10704", + "pull_request:1089", + "pull_request:10922", + "pull_request:11052", + "pull_request:11059", + "pull_request:11066", + "pull_request:11067", + "pull_request:11196", + "pull_request:11273", + "pull_request:11290", + "pull_request:1147", + "pull_request:11588", + "pull_request:11614", + "pull_request:11728", + "pull_request:11823", + "pull_request:11913", + "pull_request:12062", + "pull_request:12419", + "pull_request:12425", + "pull_request:1496", + "pull_request:2915", + "pull_request:2956", + "pull_request:2959", + "pull_request:3020", + "pull_request:3410", + "pull_request:4927", + "pull_request:4963", + "pull_request:6490", + "pull_request:6645", + "pull_request:6752", + "pull_request:7086", + "pull_request:7714", + "pull_request:7771", + "pull_request:7941", + "pull_request:8412", + "pull_request:8709", + "pull_request:8755", + "pull_request:9099", + "pull_request:9721" + ], + "soft_pairs": [ + "pull_request:11588|pull_request:11913", + "pull_request:8709|pull_request:9099", + "pull_request:10376|pull_request:11066", + "pull_request:10117|pull_request:10704", + "pull_request:10326|pull_request:10354", + "pull_request:2959|pull_request:3410", + "pull_request:4927|pull_request:4963", + "pull_request:6645|pull_request:7086", + "pull_request:7714|pull_request:8412", + "pull_request:7771|pull_request:7941", + "pull_request:11823|pull_request:12419", + "pull_request:6490|pull_request:6752", + "pull_request:10376|pull_request:10482", + "pull_request:2956|pull_request:3020", + "pull_request:10069|pull_request:11273", + "pull_request:10126|pull_request:8755", + "pull_request:10271|pull_request:11052", + "pull_request:1089|pull_request:1496", + "pull_request:10922|pull_request:11059", + "pull_request:11067|pull_request:9721", + "pull_request:11196|pull_request:11273", + "pull_request:11290|pull_request:12425", + "pull_request:1147|pull_request:2915", + "pull_request:11614|pull_request:11728", + "pull_request:11614|pull_request:12062" + ], + "prepared_review_unit_hash": "8171a21a6c6223b0d7c6475da6d14f934a01e5b9f0603ca3df624a0f5137de56", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 96108, + "estimated_input_tokens": 24027, + "estimated_eval_tokens": 48310 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated PRs that were grouped by superficial similarity rather than shared bug/change. The cluster spans Wan/Hunyuan/SD3 feature work, docs, CI, and test-only tweaks; none of the soft edges look like true duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a representative is needed, PR 10922 is the broadest substantive feature change in the main Wan theme; however, it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 10922 is the strongest standalone representative because it is a large, central feature integration with real code and API surface changes. The rest are either smaller follow-ups or unrelated maintenance/docs/test updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:11588", + "right": "pull_request:11913", + "accept": false, + "reason": "Both are Wan-related, but one is LoRA I2V support and the other is the modular Wan pipeline; different code paths and different change intents." + }, + { + "left": "pull_request:8709", + "right": "pull_request:9099", + "accept": false, + "reason": "Both are SD3 inpainting-related, but one adds the SD3 inpaint pipeline and the other adds SD3 controlnet inpainting; distinct features, not one bug fix." + }, + { + "left": "pull_request:10376", + "right": "pull_request:11066", + "accept": false, + "reason": "HunyuanVideo LoRA conversion support and the new HunyuanVideo-I2V model pipeline are separate feature areas." + }, + { + "left": "pull_request:10117", + "right": "pull_request:10704", + "accept": false, + "reason": "Both are docs PRs, but one fixes README links and the other corrects img2img usage examples; unrelated documentation changes." + }, + { + "left": "pull_request:10326", + "right": "pull_request:10354", + "accept": false, + "reason": "One fixes MPS workflow quoting; the other patches a Flux IP-Adapter tester by re-applying model dtype/device. Different problems." + }, + { + "left": "pull_request:2959", + "right": "pull_request:3410", + "accept": false, + "reason": "UNet3D norm-group test adjustment is unrelated to the DeepSpeed plugin retrieval fix in training code." + }, + { + "left": "pull_request:4927", + "right": "pull_request:4963", + "accept": false, + "reason": "These are a revert and re-revert around accelerate/offloading behavior, but they are not the same concrete change; 4963 also adds accelerate main to CI." + }, + { + "left": "pull_request:6645", + "right": "pull_request:7086", + "accept": false, + "reason": "Both touch community docs, but one is a README cleanup and the other adds an AnimateDiff community pipeline and controlnet updates." + }, + { + "left": "pull_request:7714", + "right": "pull_request:8412", + "accept": false, + "reason": "AutoPipeline docs overhaul and single-file loader docs are different documentation topics with different APIs." + }, + { + "left": "pull_request:7771", + "right": "pull_request:7941", + "accept": false, + "reason": "One marks a UNetControlNetXS test flaky; the other marks a StableDiffusion single-file slow test. Only a generic test-maintenance similarity." + }, + { + "left": "pull_request:11823", + "right": "pull_request:12419", + "accept": false, + "reason": "Both are LoRA-related, but one supports Fal Kontext LoRA conversion and the other adapts Flux modular pipeline metadata for Mellon; unrelated implementations." + }, + { + "left": "pull_request:6490", + "right": "pull_request:6752", + "accept": false, + "reason": "Different community projects: RAVE video editing versus PromptDiffusion pipeline docs/code." + }, + { + "left": "pull_request:10376", + "right": "pull_request:10482", + "accept": false, + "reason": "HunyuanVideo LoRA conversion support and a PyTorch<2.5 NaN fix in the transformer are unrelated issues." + }, + { + "left": "pull_request:2956", + "right": "pull_request:3020", + "accept": false, + "reason": "Euler scheduler Karras-sigmas addition and DPM-SDE stochastic sampler introduction are different scheduler features." + }, + { + "left": "pull_request:10069", + "right": "pull_request:11273", + "accept": false, + "reason": "BnB quantizer device handling and Slack release bot timeout changes are unrelated code paths." + }, + { + "left": "pull_request:10126", + "right": "pull_request:8755", + "accept": false, + "reason": "LoRA save deprecation and SD3 DreamBooth LoRA training fixes are different changes in different subsystems." + }, + { + "left": "pull_request:10271", + "right": "pull_request:11052", + "accept": false, + "reason": "TorchAO serialization test refactor and quanto test capability gating are separate test infrastructure changes." + }, + { + "left": "pull_request:1089", + "right": "pull_request:1496", + "accept": false, + "reason": "Old scheduler docs addition versus Habana Gaudi docs addition; both docs-only but unrelated topics." + }, + { + "left": "pull_request:10922", + "right": "pull_request:11059", + "accept": false, + "reason": "Wan2.1 core integration versus Wan LoRA conversion support for non-diffusers checkpoints; different layers of the stack." + }, + { + "left": "pull_request:11067", + "right": "pull_request:9721", + "accept": false, + "reason": "Benchmark transformers pinning and Docker torch pinning are both environment changes, but they target different setups and failure modes." + }, + { + "left": "pull_request:11196", + "right": "pull_request:11273", + "accept": false, + "reason": "Model save_pretrained safetensors behavior and Slack bot request timeout are unrelated maintenance fixes." + }, + { + "left": "pull_request:11290", + "right": "pull_request:12425", + "accept": false, + "reason": "Onnx Docker torch version unpinning and distributed import guarding are unrelated infrastructure fixes." + }, + { + "left": "pull_request:1147", + "right": "pull_request:2915", + "accept": false, + "reason": "Flax example text-encoder loading fix and a Stable Diffusion test threshold adjustment are not the same change." + }, + { + "left": "pull_request:11614", + "right": "pull_request:11728", + "accept": false, + "reason": "Docker workflow bugfix versus adding quant libs to the doc-builder Docker image; different CI/container concerns." + }, + { + "left": "pull_request:11614", + "right": "pull_request:12062", + "accept": false, + "reason": "Build-docker workflow cleanup and enabling all GPUs in CI are unrelated workflow changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 149, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:1215", + "pull_request:12425", + "pull_request:1331", + "pull_request:13364", + "pull_request:1706", + "pull_request:2464", + "pull_request:2892", + "pull_request:2968", + "pull_request:3337", + "pull_request:3397", + "pull_request:3589", + "pull_request:3590", + "pull_request:4272", + "pull_request:4669", + "pull_request:4783", + "pull_request:4787", + "pull_request:5053", + "pull_request:5090", + "pull_request:5111", + "pull_request:6007", + "pull_request:6081", + "pull_request:6119", + "pull_request:6262", + "pull_request:6263", + "pull_request:6426", + "pull_request:6448", + "pull_request:6743", + "pull_request:6752", + "pull_request:6787", + "pull_request:6961", + "pull_request:7295", + "pull_request:7410", + "pull_request:7442", + "pull_request:7650", + "pull_request:7932", + "pull_request:7941", + "pull_request:816", + "pull_request:8267", + "pull_request:833", + "pull_request:8370", + "pull_request:8452", + "pull_request:8496", + "pull_request:8591", + "pull_request:8652", + "pull_request:8719", + "pull_request:8761", + "pull_request:8937", + "pull_request:8973" + ], + "soft_pairs": [ + "pull_request:1215|pull_request:833", + "pull_request:12425|pull_request:13364", + "pull_request:1331|pull_request:3337", + "pull_request:1706|pull_request:2464", + "pull_request:2892|pull_request:5053", + "pull_request:2968|pull_request:816", + "pull_request:3337|pull_request:4272", + "pull_request:3397|pull_request:5111", + "pull_request:3589|pull_request:3590", + "pull_request:3590|pull_request:5090", + "pull_request:4272|pull_request:6081", + "pull_request:4669|pull_request:4787", + "pull_request:4783|pull_request:6007", + "pull_request:6119|pull_request:7932", + "pull_request:6262|pull_request:7410", + "pull_request:6263|pull_request:7410", + "pull_request:6426|pull_request:8370", + "pull_request:6448|pull_request:8496", + "pull_request:6743|pull_request:7650", + "pull_request:6787|pull_request:8937", + "pull_request:6961|pull_request:7941", + "pull_request:7295|pull_request:8452", + "pull_request:8267|pull_request:8719", + "pull_request:8591|pull_request:8761", + "pull_request:8652|pull_request:8973", + "pull_request:6752|pull_request:7442" + ], + "prepared_review_unit_hash": "cfc4f303a5ac6b0fb9fdd2e2e16f41c8a702c9db0357427040edcc5684085b05", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 99618, + "estimated_input_tokens": 24905, + "estimated_eval_tokens": 50066 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab bag of largely unrelated Diffusers PRs. A few pairs share broad areas (inpainting, LoRA, docs, Lumina), but the concrete bugs/changes differ, so none of the soft edges should be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue artifacts are present, so there is no canonical issue to pick. As a cluster representative, PR 6119 is the clearest substantive bug-fix PR with a focused change and strong problem statement (fp16 LoRA training instability), making it a reasonable canonical PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 6119 is the best overall representative because it is a concrete, well-scoped code fix rather than a doc/test-only tweak or broad refactor, and its title/body clearly describe the underlying bug and fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1215", + "right": "pull_request:833", + "accept": false, + "reason": "Different changes: DDIM eta>0 CPU generator handling vs release version bump. No shared bug or code path." + }, + { + "left": "pull_request:12425", + "right": "pull_request:13364", + "accept": false, + "reason": "Unrelated import guard for torch.distributed vs MotionConv2d blur-kernel dtype casting." + }, + { + "left": "pull_request:1331", + "right": "pull_request:3337", + "accept": false, + "reason": "Both touch inpainting, but one fixes ONNX inpaint scheduler input ordering and the other is a broad postprocessing refactor across many pipelines; not the same concrete bug." + }, + { + "left": "pull_request:1706", + "right": "pull_request:2464", + "accept": false, + "reason": "Docs update vs training-script xformers cleanup; different artifacts and no common fix." + }, + { + "left": "pull_request:2892", + "right": "pull_request:5053", + "accept": false, + "reason": "Upscaler input validation/embed support vs t2i-adapter validation_image nargs fix; unrelated pipelines and bugs." + }, + { + "left": "pull_request:2968", + "right": "pull_request:816", + "accept": false, + "reason": "Img2img post-processing bug fix vs deepspeed fp16 loss casting in training; different code paths." + }, + { + "left": "pull_request:3337", + "right": "pull_request:4272", + "accept": false, + "reason": "Broad postprocessing refactor vs optional import cleanup; same repo area but not the same change or bug." + }, + { + "left": "pull_request:3397", + "right": "pull_request:5111", + "accept": false, + "reason": "Docs note on local directory path vs k-diffusion scheduler support; unrelated." + }, + { + "left": "pull_request:3589", + "right": "pull_request:3590", + "accept": false, + "reason": "Both mention community README content, but one adds reference-trick docs/examples and the other adds a new canvas pipeline; not duplicates." + }, + { + "left": "pull_request:3590", + "right": "pull_request:5090", + "accept": false, + "reason": "Stable Diffusion mixture/canvas feature addition vs t2i-adapter community fix; different features and code paths." + }, + { + "left": "pull_request:4272", + "right": "pull_request:6081", + "accept": false, + "reason": "Optional import statements cleanup vs SDXL sigma conversion for torch.compile; unrelated." + }, + { + "left": "pull_request:4669", + "right": "pull_request:4787", + "accept": false, + "reason": "Both involve LoRA loading, but one fixes per-text-encoder rank handling and the other tightens file selection heuristics; different bugs." + }, + { + "left": "pull_request:4783", + "right": "pull_request:6007", + "accept": false, + "reason": "SDXL prompt-embedding docs change vs docs about the copied-from mechanism; not the same issue." + }, + { + "left": "pull_request:6119", + "right": "pull_request:7932", + "accept": false, + "reason": "Training-time fp16 gradient fix vs LoRA test expectation updates; one is production code, the other is test maintenance." + }, + { + "left": "pull_request:6262", + "right": "pull_request:7410", + "accept": false, + "reason": "Pipeline relocation/refactor of Panorama vs FreeInit behavior fix across animation/video pipelines; different changes." + }, + { + "left": "pull_request:6263", + "right": "pull_request:7410", + "accept": false, + "reason": "LDM3D refactor/move vs FreeInit behavior fix; unrelated code paths." + }, + { + "left": "pull_request:6426", + "right": "pull_request:8370", + "accept": false, + "reason": "LoRA deprecation cleanup across many modules vs safe handling of norm_type in model remapping; distinct problems." + }, + { + "left": "pull_request:6448", + "right": "pull_request:8496", + "accept": false, + "reason": "LoRA test assertion adjustments vs a warning-log guard in Transformer SD3; different scope and intent." + }, + { + "left": "pull_request:6743", + "right": "pull_request:7650", + "accept": false, + "reason": "Different training arguments in different examples: hflip flag correction vs SDXL instruct-pix2pix is_cosxl_edit support." + }, + { + "left": "pull_request:6787", + "right": "pull_request:8937", + "accept": false, + "reason": "Marigold depth input normalization fix vs AuraFlow long-prompt handling; unrelated pipelines." + }, + { + "left": "pull_request:6961", + "right": "pull_request:7941", + "accept": false, + "reason": "Single-file loader fast tests vs marking slow tests; pure test maintenance, not the same fix." + }, + { + "left": "pull_request:7295", + "right": "pull_request:8452", + "accept": false, + "reason": "Both are single-file loader related, but one is doc/copy cleanup for UNet loader and the other is a strictness fix for single-file loading errors; different concrete issues." + }, + { + "left": "pull_request:8267", + "right": "pull_request:8719", + "accept": false, + "reason": "Single-file resume_download deprecation handling vs VQModelOutput deprecation/doc update; unrelated loader/model changes." + }, + { + "left": "pull_request:8591", + "right": "pull_request:8761", + "accept": false, + "reason": "SD3 density/weighting utility refactor vs Hunyuan embedding refactor; different models and functionality." + }, + { + "left": "pull_request:8652", + "right": "pull_request:8973", + "accept": false, + "reason": "Lumina feature addition vs a test-size reduction for Lumina; one adds the pipeline, the other only shrinks test configs." + }, + { + "left": "pull_request:6752", + "right": "pull_request:7442", + "accept": false, + "reason": "PromptDiffusion pipeline addition vs Differential Diffusion community feature; both are research-project additions but they implement different methods and pipelines." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 150, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10132", + "pull_request:10970", + "pull_request:11044", + "pull_request:1171", + "pull_request:11767", + "pull_request:11975", + "pull_request:1206", + "pull_request:1229", + "pull_request:12451", + "pull_request:12578", + "pull_request:12739", + "pull_request:12921", + "pull_request:13120", + "pull_request:13352", + "pull_request:1554", + "pull_request:1945", + "pull_request:2327", + "pull_request:2334", + "pull_request:2385", + "pull_request:2590", + "pull_request:3201", + "pull_request:3245", + "pull_request:3265", + "pull_request:3275", + "pull_request:3398", + "pull_request:340", + "pull_request:3614", + "pull_request:3711", + "pull_request:3825", + "pull_request:4098", + "pull_request:4187", + "pull_request:453", + "pull_request:4819", + "pull_request:5024", + "pull_request:51", + "pull_request:5396", + "pull_request:5456", + "pull_request:5837", + "pull_request:5858", + "pull_request:6217", + "pull_request:6915", + "pull_request:6972", + "pull_request:711", + "pull_request:8422", + "pull_request:8425", + "pull_request:8660", + "pull_request:886", + "pull_request:934" + ], + "soft_pairs": [ + "pull_request:10132|pull_request:8660", + "pull_request:11044|pull_request:11767", + "pull_request:1171|pull_request:1206", + "pull_request:1229|pull_request:2590", + "pull_request:1229|pull_request:3275", + "pull_request:12578|pull_request:13120", + "pull_request:12739|pull_request:12921", + "pull_request:1554|pull_request:453", + "pull_request:1945|pull_request:3275", + "pull_request:2327|pull_request:2590", + "pull_request:3201|pull_request:3711", + "pull_request:3245|pull_request:3825", + "pull_request:3265|pull_request:3711", + "pull_request:3398|pull_request:3825", + "pull_request:3614|pull_request:5396", + "pull_request:3711|pull_request:5858", + "pull_request:4187|pull_request:5024", + "pull_request:4187|pull_request:5456", + "pull_request:453|pull_request:51", + "pull_request:5837|pull_request:6915", + "pull_request:6217|pull_request:8425", + "pull_request:6972|pull_request:8422", + "pull_request:886|pull_request:934", + "pull_request:4098|pull_request:4819", + "pull_request:2334|pull_request:2385", + "pull_request:10970|pull_request:11975", + "pull_request:12451|pull_request:13352", + "pull_request:340|pull_request:711" + ], + "prepared_review_unit_hash": "b01c6f623814d0a14d067d500f26f46b44fb28962a47476dec6b31eecd49a1fc", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 96222, + "estimated_input_tokens": 24056, + "estimated_eval_tokens": 48368 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a grab bag of unrelated PRs across docs, CI, schedulers, pipelines, and tests; I don\u2019t see a single duplicate issue/change cluster here.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a good canonical representative because the artifacts do not describe the same underlying bug or change.", + "best_issue_reason": null, + "best_pr_reason": "No PR is globally best-suited as a canonical duplicate target; the collection is too heterogeneous and lacks one shared concrete change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10132", + "right": "pull_request:8660", + "accept": false, + "reason": "Workflow pin/update for tokenizers in CI vs a ControlNet-SD3 input validation change; unrelated code paths." + }, + { + "left": "pull_request:11044", + "right": "pull_request:11767", + "accept": false, + "reason": "LoRA no-op warning/message changes vs group-offloading memory-address logic; different subsystems and bugs." + }, + { + "left": "pull_request:1171", + "right": "pull_request:1206", + "accept": false, + "reason": "Typo fix in docs/examples vs LDM checkpoint layer-name conversion logic; not the same change." + }, + { + "left": "pull_request:1229", + "right": "pull_request:2590", + "accept": false, + "reason": "Dreambooth README installation text vs CI deps-table check; documentation vs workflow enforcement." + }, + { + "left": "pull_request:1229", + "right": "pull_request:3275", + "accept": false, + "reason": "Dreambooth docs edit vs AttnBlock upsample_size API change; no shared underlying bug." + }, + { + "left": "pull_request:12578", + "right": "pull_request:13120", + "accept": false, + "reason": "Early error handling in modular offload code vs tests for load-id tagging; one is implementation, the other test coverage." + }, + { + "left": "pull_request:12739", + "right": "pull_request:12921", + "accept": false, + "reason": "Dummy object/type-check support for ZImageTransformer2DModel vs new GLM-Image model support; same area only broadly, not same fix." + }, + { + "left": "pull_request:1554", + "right": "pull_request:453", + "accept": false, + "reason": "Docs correction in UNet text vs installation typo in docs; different documentation issues." + }, + { + "left": "pull_request:1945", + "right": "pull_request:3275", + "accept": false, + "reason": "Tests for 2D UNet blocks vs adding upsample_size parameters to attn blocks; related subsystem but not the same concrete change." + }, + { + "left": "pull_request:2327", + "right": "pull_request:2590", + "accept": false, + "reason": "UNet length validation vs CI dependency-table check; unrelated." + }, + { + "left": "pull_request:3201", + "right": "pull_request:3711", + "accept": false, + "reason": "Community pipeline revert vs documentation workflow revert; different files and problems." + }, + { + "left": "pull_request:3245", + "right": "pull_request:3825", + "accept": false, + "reason": "Chinese docs translation update vs a single English doc typo fix; unrelated docs changes." + }, + { + "left": "pull_request:3265", + "right": "pull_request:3711", + "accept": false, + "reason": "lpw_stable_diffusion revert vs doc-build workflow revert; not the same code path." + }, + { + "left": "pull_request:3398", + "right": "pull_request:3825", + "accept": false, + "reason": "Two separate documentation typo fixes in different pages; not duplicates." + }, + { + "left": "pull_request:3614", + "right": "pull_request:5396", + "accept": false, + "reason": "Test cleanup in stable diffusion vs timezone-aware stale-bot script fix; unrelated." + }, + { + "left": "pull_request:3711", + "right": "pull_request:5858", + "accept": false, + "reason": "Doc-build workflow revert vs tutorial text update; unrelated." + }, + { + "left": "pull_request:4187", + "right": "pull_request:5024", + "accept": false, + "reason": "DPMSolverMultistepScheduler timestep handling vs DPMSolverSDE step-index initialization; scheduler-related but distinct concrete problems." + }, + { + "left": "pull_request:4187", + "right": "pull_request:5456", + "accept": false, + "reason": "Scheduler timestep logic vs RealFill feature addition; no overlap in underlying change." + }, + { + "left": "pull_request:453", + "right": "pull_request:51", + "accept": false, + "reason": "Docs installation typo vs setup.py dependency spec fix; different artifacts and scopes." + }, + { + "left": "pull_request:5837", + "right": "pull_request:6915", + "accept": false, + "reason": "Textual inversion multi-token handling vs attention-processor signature warnings; unrelated code paths." + }, + { + "left": "pull_request:6217", + "right": "pull_request:8425", + "accept": false, + "reason": "Torch-compile fix for SVD VAE vs workflow name tweak; completely unrelated." + }, + { + "left": "pull_request:6972", + "right": "pull_request:8422", + "accept": false, + "reason": "IPAdapter unload test assertion vs subfolder-loading test suite; different testing goals and bugs." + }, + { + "left": "pull_request:886", + "right": "pull_request:934", + "accept": false, + "reason": "Both touch VAE tests, but they address different failures (generator seeding vs MPS-specific expected outputs), so not the same bug." + }, + { + "left": "pull_request:4098", + "right": "pull_request:4819", + "accept": false, + "reason": "SD-XL inpainting feature addition vs masked-latent input handling fix across inpainting pipelines; related area but not the same concrete change." + }, + { + "left": "pull_request:2334", + "right": "pull_request:2385", + "accept": false, + "reason": "New Pix2Pix Zero pipeline vs adding a utility helper inside that pipeline; incremental follow-up, not the same underlying bug/change." + }, + { + "left": "pull_request:10970", + "right": "pull_request:11975", + "accept": false, + "reason": "Workflow action swap for style bot vs a style-only code fix in an example script; unrelated." + }, + { + "left": "pull_request:12451", + "right": "pull_request:13352", + "accept": false, + "reason": "Doc-builder Dockerfile dependencies vs Claude review workflow checkout; separate CI/container maintenance." + }, + { + "left": "pull_request:340", + "right": "pull_request:711", + "accept": false, + "reason": "Img2Img scheduler support vs an experimental scheduler design refactor; not the same fix or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 151, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10326", + "pull_request:10354", + "pull_request:10810", + "pull_request:10838", + "pull_request:10941", + "pull_request:11231", + "pull_request:11243", + "pull_request:11254", + "pull_request:11261", + "pull_request:11532", + "pull_request:11814", + "pull_request:11892", + "pull_request:12099", + "pull_request:12117", + "pull_request:12151", + "pull_request:12301", + "pull_request:12496", + "pull_request:12530", + "pull_request:12611", + "pull_request:12618", + "pull_request:12747", + "pull_request:13081", + "pull_request:13211", + "pull_request:13296", + "pull_request:1494", + "pull_request:152", + "pull_request:2365", + "pull_request:2489", + "pull_request:2706", + "pull_request:3001", + "pull_request:3351", + "pull_request:3397", + "pull_request:3766", + "pull_request:3968", + "pull_request:3989", + "pull_request:402", + "pull_request:4040", + "pull_request:4115", + "pull_request:4259", + "pull_request:5024", + "pull_request:504", + "pull_request:5111", + "pull_request:7328", + "pull_request:8797", + "pull_request:8798", + "pull_request:8981", + "pull_request:9676" + ], + "soft_pairs": [ + "pull_request:5024|pull_request:5111", + "pull_request:10838|pull_request:11261", + "pull_request:12117|pull_request:12301", + "pull_request:12496|pull_request:12611", + "pull_request:11243|pull_request:12151", + "pull_request:12530|pull_request:12618", + "pull_request:12530|pull_request:13296", + "pull_request:2489|pull_request:402", + "pull_request:3001|pull_request:3351", + "pull_request:3989|pull_request:4259", + "pull_request:7328|pull_request:8981", + "pull_request:3968|pull_request:4115", + "pull_request:10354|pull_request:8797", + "pull_request:10941|pull_request:11892", + "pull_request:10326|pull_request:8798", + "pull_request:10810|pull_request:11814", + "pull_request:11231|pull_request:11532", + "pull_request:11254|pull_request:9676", + "pull_request:12099|pull_request:13081", + "pull_request:12747|pull_request:13211", + "pull_request:1494|pull_request:152", + "pull_request:2365|pull_request:3397", + "pull_request:2365|pull_request:4040", + "pull_request:2489|pull_request:504", + "pull_request:2706|pull_request:3766" + ], + "prepared_review_unit_hash": "172e9a0b7fd782de8cb5ebf5d00dfb425b60f85b291e0dce24bf3c6ff0ae7316", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 100873, + "estimated_input_tokens": 25219, + "estimated_eval_tokens": 50694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated CI, docs, model, loader, scheduler, and pipeline changes. None of the soft edges looks like the same underlying bug/change, so I would not merge any of these pairs as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR cleanly represents the cluster; the items span many unrelated subsystems and change types, so there is no coherent canonical PR to anchor duplicate triage.", + "best_issue_reason": null, + "best_pr_reason": "No PR is a good global representative because the cluster is not centered on one bug or feature; the largest PRs are broad but still unrelated to the other candidates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5024", + "right": "pull_request:5111", + "accept": false, + "reason": "Both touch Karras-related schedulers, but one fixes step_index/noise_sampler state while the other adds use_karras_sigmas to different schedulers; not the same concrete change." + }, + { + "left": "pull_request:10838", + "right": "pull_request:11261", + "accept": false, + "reason": "FlashVideo pipeline work and VidTok autoencoder work are different features in different code paths; they are not duplicates." + }, + { + "left": "pull_request:12117", + "right": "pull_request:12301", + "accept": false, + "reason": "Both are Qwen-Image additions, but one adds img2img/inpaint while the other adds ControlNet-inpaint; separate pipeline variants and not one mergeable fix." + }, + { + "left": "pull_request:12496", + "right": "pull_request:12611", + "accept": false, + "reason": "One is a specific Wan i2v shape bug fix, the other is a large modular Wan feature PR; they are not the same underlying issue." + }, + { + "left": "pull_request:11243", + "right": "pull_request:12151", + "accept": false, + "reason": "Musubi Wan LoRA support and Flax deprecation are unrelated changes with no shared bug or code path." + }, + { + "left": "pull_request:12530", + "right": "pull_request:12618", + "accept": false, + "reason": "A flaky test xfail and a CI uv-install typo are unrelated; one is test suppression, the other is workflow syntax." + }, + { + "left": "pull_request:12530", + "right": "pull_request:13296", + "accept": false, + "reason": "The xfail for a stable-cascade test and the release-test transformer update address different problems in different workflows/tests." + }, + { + "left": "pull_request:2489", + "right": "pull_request:402", + "accept": false, + "reason": "CoreML docs addition and intro-section docs cleanup are different documentation changes with no shared underlying bug." + }, + { + "left": "pull_request:3001", + "right": "pull_request:3351", + "accept": false, + "reason": "Both concern Karras sigmas, but they modify different schedulers and implement separate support paths; not one duplicate fix." + }, + { + "left": "pull_request:3989", + "right": "pull_request:4259", + "accept": false, + "reason": "Stable Diffusion XL test/offload fixes and a from_single_file circular import fix are unrelated code paths." + }, + { + "left": "pull_request:7328", + "right": "pull_request:8981", + "accept": false, + "reason": "Adding torch to a PyPI publish step is unrelated to LoraLoaderMixin docs/import wiring." + }, + { + "left": "pull_request:3968", + "right": "pull_request:4115", + "accept": false, + "reason": "Both affect SDXL, but one is a broad improvement PR and the other fixes discrete denoising timestep handling; not the same bug." + }, + { + "left": "pull_request:10354", + "right": "pull_request:8797", + "accept": false, + "reason": "Flux IP-Adapter tester behavior and sharded-checkpoint test determinism are unrelated." + }, + { + "left": "pull_request:10941", + "right": "pull_request:11892", + "accept": false, + "reason": "Flux pipeline copy fixes and removal of k-diffusion dependency are different changes with no common code defect." + }, + { + "left": "pull_request:10326", + "right": "pull_request:8798", + "accept": false, + "reason": "A workflow quoting fix and a subfolder checkpoint-loading fix are unrelated." + }, + { + "left": "pull_request:10810", + "right": "pull_request:11814", + "accept": false, + "reason": "Flux LoRA conversion support and gradient-checkpointing kwarg plumbing are separate fixes, not the same bug." + }, + { + "left": "pull_request:11231", + "right": "pull_request:11532", + "accept": false, + "reason": "HiDream image pipeline/model support and HiDream LoRA conversion support are distinct features." + }, + { + "left": "pull_request:11254", + "right": "pull_request:9676", + "accept": false, + "reason": "ConsisID import fixes and an EntryNotFoundError import fix are unrelated dependency/import changes." + }, + { + "left": "pull_request:12099", + "right": "pull_request:13081", + "accept": false, + "reason": "Qwen hidden-state device placement and contiguity fixes target different tensor issues in different code locations." + }, + { + "left": "pull_request:12747", + "right": "pull_request:13211", + "accept": false, + "reason": "Group-offloading pinning is a feature addition, while the later PR is a bug fix for conditional module prefetching; related area but not the same change." + }, + { + "left": "pull_request:1494", + "right": "pull_request:152", + "accept": false, + "reason": "Safetensors save support and local-folder training support are unrelated proposals." + }, + { + "left": "pull_request:2365", + "right": "pull_request:3397", + "accept": false, + "reason": "A scheduler type note and a LoRA docs note are not the same issue or code path." + }, + { + "left": "pull_request:2365", + "right": "pull_request:4040", + "accept": false, + "reason": "A scheduler typing note and keeping _use_default_values as a list are unrelated internal changes." + }, + { + "left": "pull_request:2489", + "right": "pull_request:504", + "accept": false, + "reason": "CoreML docs addition and relative-link doc fixes are separate documentation edits." + }, + { + "left": "pull_request:2706", + "right": "pull_request:3766", + "accept": false, + "reason": "EMA save/restore in a training example and a Kandinsky conversion-script update are unrelated changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 152, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10069", + "pull_request:10114", + "pull_request:10122", + "pull_request:10206", + "pull_request:10271", + "pull_request:10293", + "pull_request:1030", + "pull_request:10358", + "pull_request:11588", + "pull_request:11728", + "pull_request:12363", + "pull_request:12611", + "pull_request:12642", + "pull_request:12919", + "pull_request:12982", + "pull_request:13017", + "pull_request:13169", + "pull_request:2902", + "pull_request:2959", + "pull_request:3189", + "pull_request:3313", + "pull_request:3471", + "pull_request:3561", + "pull_request:3590", + "pull_request:4112", + "pull_request:4214", + "pull_request:4262", + "pull_request:4412", + "pull_request:4572", + "pull_request:5186", + "pull_request:5384", + "pull_request:5420", + "pull_request:5552", + "pull_request:5792", + "pull_request:6489", + "pull_request:6759", + "pull_request:7044", + "pull_request:7442", + "pull_request:7679", + "pull_request:8285", + "pull_request:8467", + "pull_request:8660", + "pull_request:9060", + "pull_request:9065", + "pull_request:9400", + "pull_request:9426", + "pull_request:9593" + ], + "soft_pairs": [ + "pull_request:2959|pull_request:4412", + "pull_request:3471|pull_request:3561", + "pull_request:3590|pull_request:5384", + "pull_request:4112|pull_request:4262", + "pull_request:4214|pull_request:5792", + "pull_request:4572|pull_request:5420", + "pull_request:5186|pull_request:5552", + "pull_request:6759|pull_request:8660", + "pull_request:7044|pull_request:9065", + "pull_request:7679|pull_request:8285", + "pull_request:9060|pull_request:9426", + "pull_request:2902|pull_request:3313", + "pull_request:12919|pull_request:13017", + "pull_request:6489|pull_request:7442", + "pull_request:12982|pull_request:13169", + "pull_request:11588|pull_request:12611", + "pull_request:10069|pull_request:9400", + "pull_request:10114|pull_request:8467", + "pull_request:10122|pull_request:10206", + "pull_request:10271|pull_request:10293", + "pull_request:1030|pull_request:3189", + "pull_request:10358|pull_request:9593", + "pull_request:11728|pull_request:12363", + "pull_request:11728|pull_request:12642" + ], + "prepared_review_unit_hash": "792a66421b0a6f992c6c30ac898db62f031ad94be0b1b33b0a8f6bfa95941a0a", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 95973, + "estimated_input_tokens": 23994, + "estimated_eval_tokens": 48244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a false positive: the PRs span unrelated docs, tests, CI, pipelines, quantization, and attention changes. The soft edges are driven by superficial keyword overlap, not the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:2959", + "right": "pull_request:4412", + "accept": false, + "reason": "Both are small test fixes, but they target different models and failures (UNet3D norm groups vs generic float16 inference)." + }, + { + "left": "pull_request:3471", + "right": "pull_request:3561", + "accept": false, + "reason": "Both mention DreamBooth, but one is a README note and the other is a training-flow code change for IF stage II upscaling." + }, + { + "left": "pull_request:3590", + "right": "pull_request:5384", + "accept": false, + "reason": "Completely different changes: community canvas docs/code versus hypernetwork loading support." + }, + { + "left": "pull_request:4112", + "right": "pull_request:4262", + "accept": false, + "reason": "Both touch DreamBooth/LoRA, but they fix different things: rank wiring vs unrelated SDXL training corrections." + }, + { + "left": "pull_request:4214", + "right": "pull_request:5792", + "accept": false, + "reason": "Unrelated fixes; one addresses bf16 custom diffusion behavior, the other just updates import paths across examples." + }, + { + "left": "pull_request:4572", + "right": "pull_request:5420", + "accept": false, + "reason": "Example variable rename fix vs tutorial doc correction; no shared bug or code path." + }, + { + "left": "pull_request:5186", + "right": "pull_request:5552", + "accept": false, + "reason": "Both mention FreeU, but one is a proof-of-concept feature and the other fixes the disable method; not the same change." + }, + { + "left": "pull_request:6759", + "right": "pull_request:8660", + "accept": false, + "reason": "Different pipeline bugs in different areas: InstantID image embedding repetition vs SD3 ControlNet input validation." + }, + { + "left": "pull_request:7044", + "right": "pull_request:9065", + "accept": false, + "reason": "Unet refactor restoration is unrelated to adding sentencepiece as an optional dependency." + }, + { + "left": "pull_request:7679", + "right": "pull_request:8285", + "accept": false, + "reason": "Both are CI/build maintenance, but one changes how peft is installed and the other just adds wget to the Docker image." + }, + { + "left": "pull_request:9060", + "right": "pull_request:9426", + "accept": false, + "reason": "A debug-print removal in Flux code and a workflow artifact-uploader bump are unrelated." + }, + { + "left": "pull_request:2902", + "right": "pull_request:3313", + "accept": false, + "reason": "Both are attention-related pipeline edits, but they fix different concrete issues and would not merge into one PR." + }, + { + "left": "pull_request:12919", + "right": "pull_request:13017", + "accept": false, + "reason": "Same NPU backend area, but different bugs: enabling Ulysses attention vs fixing QwenImageEditPlus attention-mask handling." + }, + { + "left": "pull_request:6489", + "right": "pull_request:7442", + "accept": false, + "reason": "StyleAligned pipeline/docs versus Differential Diffusion research project; unrelated features." + }, + { + "left": "pull_request:12982", + "right": "pull_request:13169", + "accept": false, + "reason": "Both are Flux2/Klein related, but one adds the Klein pipeline and the other only translates a PEFT LoRA format." + }, + { + "left": "pull_request:11588", + "right": "pull_request:12611", + "accept": false, + "reason": "Different LoRA features: I2V expansion support versus the broad Wan modular pipeline overhaul." + }, + { + "left": "pull_request:10069", + "right": "pull_request:9400", + "accept": false, + "reason": "One fixes a BnB quantizer device-type bug; the other makes tests device-agnostic. Not the same issue." + }, + { + "left": "pull_request:10114", + "right": "pull_request:8467", + "accept": false, + "reason": "Pure formatting cleanup versus a semantic SEGA pipeline device fix." + }, + { + "left": "pull_request:10122", + "right": "pull_request:10206", + "accept": false, + "reason": "Different Flux/attention and LoRA problems: passing attn_mask is unrelated to unloading Flux Control LoRA weights." + }, + { + "left": "pull_request:10271", + "right": "pull_request:10293", + "accept": false, + "reason": "Both touch TorchAO tests/versioning, but one is a test refactor and the other enforces a minimum torchao version." + }, + { + "left": "pull_request:1030", + "right": "pull_request:3189", + "accept": false, + "reason": "DreamBooth padding and AudioLDM waveform dtype are unrelated bugs." + }, + { + "left": "pull_request:10358", + "right": "pull_request:9593", + "accept": false, + "reason": "Community-projects docs entry vs docstring refactoring in an example script; no shared underlying change." + }, + { + "left": "pull_request:11728", + "right": "pull_request:12363", + "accept": false, + "reason": "Dockerfile quant-lib installation is unrelated to QwenImageEdit Plus docs/tests." + }, + { + "left": "pull_request:11728", + "right": "pull_request:12642", + "accept": false, + "reason": "Dockerfile dependency additions and docs TOC updates are unrelated maintenance changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 153, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:11534", + "pull_request:11797", + "pull_request:11950", + "pull_request:11975", + "pull_request:12397", + "pull_request:12450", + "pull_request:12591", + "pull_request:12998", + "pull_request:1468", + "pull_request:1527", + "pull_request:1564", + "pull_request:1937", + "pull_request:2655", + "pull_request:3673", + "pull_request:3675", + "pull_request:3797", + "pull_request:3798", + "pull_request:3850", + "pull_request:453", + "pull_request:4862", + "pull_request:4963", + "pull_request:5697", + "pull_request:5754", + "pull_request:6078", + "pull_request:6119", + "pull_request:6261", + "pull_request:6564", + "pull_request:6772", + "pull_request:6886", + "pull_request:689", + "pull_request:7116", + "pull_request:7295", + "pull_request:7410", + "pull_request:7662", + "pull_request:7679", + "pull_request:7778", + "pull_request:816", + "pull_request:8267", + "pull_request:8303", + "pull_request:8425", + "pull_request:8618", + "pull_request:8627", + "pull_request:8652", + "pull_request:8719", + "pull_request:9060", + "pull_request:9323", + "pull_request:9696", + "pull_request:9918" + ], + "soft_pairs": [ + "pull_request:11975|pull_request:12998", + "pull_request:12397|pull_request:12450", + "pull_request:1468|pull_request:1527", + "pull_request:1564|pull_request:453", + "pull_request:1937|pull_request:3675", + "pull_request:2655|pull_request:3673", + "pull_request:3797|pull_request:3798", + "pull_request:3850|pull_request:6078", + "pull_request:4862|pull_request:6772", + "pull_request:4963|pull_request:5754", + "pull_request:5697|pull_request:7679", + "pull_request:6119|pull_request:8303", + "pull_request:6261|pull_request:7410", + "pull_request:6564|pull_request:8425", + "pull_request:6886|pull_request:7662", + "pull_request:6886|pull_request:8267", + "pull_request:689|pull_request:816", + "pull_request:7116|pull_request:7662", + "pull_request:7295|pull_request:8719", + "pull_request:7778|pull_request:9696", + "pull_request:8618|pull_request:8627", + "pull_request:8652|pull_request:9918", + "pull_request:9060|pull_request:9323", + "pull_request:11797|pull_request:11950", + "pull_request:11534|pull_request:12591" + ], + "prepared_review_unit_hash": "336e4f643b2921f3c96206aaf8045b41bb6851faa5924a1730bd1998541ea303", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 100157, + "estimated_input_tokens": 25040, + "estimated_eval_tokens": 50336 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated docs, CI, training, quantization, and model changes. The soft links are based on broad topical similarity rather than the same concrete bug or patch, so I reject all of them.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the items do not form a duplicate set; they span distinct fixes/features across workflows, pipelines, loaders, and quantization.", + "best_issue_reason": null, + "best_pr_reason": "No PR is a good duplicate representative here because none of the soft pairs are the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:11975", + "right": "pull_request:12998", + "accept": false, + "reason": "Both are style-only changes, but they touch different files and different cleanup issues; not the same patch." + }, + { + "left": "pull_request:12397", + "right": "pull_request:12450", + "accept": false, + "reason": "Both modify CI workflows, but one is a temporary pinning workaround for specific tests while the other is a broad CI installation rework." + }, + { + "left": "pull_request:1468", + "right": "pull_request:1527", + "accept": false, + "reason": "Completely different problems: scheduler beta serialization vs stable diffusion inpaint tensor inputs." + }, + { + "left": "pull_request:1564", + "right": "pull_request:453", + "accept": false, + "reason": "Both are documentation fixes, but they address unrelated typos/setup guidance in different docs." + }, + { + "left": "pull_request:1937", + "right": "pull_request:3675", + "accept": false, + "reason": "Conversion-script EMA handling and a UniDiffuser test fix are unrelated." + }, + { + "left": "pull_request:2655", + "right": "pull_request:3673", + "accept": false, + "reason": "LoRA save/load behavior and DreamBooth multi-GPU correctness are different code-path fixes." + }, + { + "left": "pull_request:3797", + "right": "pull_request:3798", + "accept": false, + "reason": "Attn naming correction across core models is unrelated to comment cleanup in training scripts." + }, + { + "left": "pull_request:3850", + "right": "pull_request:6078", + "accept": false, + "reason": "AudioDiffusion test setup and Euler sigma handling are unrelated." + }, + { + "left": "pull_request:4862", + "right": "pull_request:6772", + "accept": false, + "reason": "A MultiControlNetModel bugfix is not the same as the large ControlNet-XS feature implementation." + }, + { + "left": "pull_request:4963", + "right": "pull_request:5754", + "accept": false, + "reason": "Shared CI/training context only; one is an accelerate-main workaround and the other is formatting cleanup." + }, + { + "left": "pull_request:5697", + "right": "pull_request:7679", + "accept": false, + "reason": "PEFT/xformers attention bugfix and a CI package-install change are different issues." + }, + { + "left": "pull_request:6119", + "right": "pull_request:8303", + "accept": false, + "reason": "LoRA fp16 gradient scaling and a documentation wording change are unrelated." + }, + { + "left": "pull_request:6261", + "right": 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not the same change." + }, + { + "left": "pull_request:102", + "right": "pull_request:415", + "accept": false, + "reason": "Both are docs-oriented, but one updates examples and the other updates training docs structure/content." + }, + { + "left": "pull_request:102", + "right": "pull_request:433", + "accept": false, + "reason": "Training examples changes are unrelated to the black-version dependency bump." + }, + { + "left": "pull_request:10192", + "right": "pull_request:9175", + "accept": false, + "reason": "Both involve Flux/ControlNet, but one adds a Flux control inpaint pipeline and the other adds Union ControlNet support; not the same concrete feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 156, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10218", + "pull_request:10230", + "pull_request:10316", + "pull_request:10322", + "pull_request:10376", + "pull_request:10378", + "pull_request:1043", + "pull_request:10430", + "pull_request:10431", + "pull_request:10434", + "pull_request:10473", + "pull_request:10491", + "pull_request:10524", + "pull_request:10554", + "pull_request:10567", + "pull_request:10579", + "pull_request:10810", + "pull_request:10834", + "pull_request:10850", + "pull_request:1087", + "pull_request:10894", + "pull_request:10922", + "pull_request:10941", + "pull_request:10990", + "pull_request:11087", + "pull_request:11113", + "pull_request:11238", + "pull_request:11451", + "pull_request:11556", + "pull_request:11812", + "pull_request:11813", + "pull_request:11975", + "pull_request:11999", + "pull_request:2759", + "pull_request:3108", + "pull_request:774", + "pull_request:8755", + "pull_request:8845", + "pull_request:8920", + "pull_request:9036", + "pull_request:9077", + "pull_request:9116", + "pull_request:9687", + "pull_request:9696", + "pull_request:9736", + "pull_request:9739", + "pull_request:9918", + "pull_request:9934" + ], + "soft_pairs": [ + "pull_request:10218|pull_request:9077", + "pull_request:10218|pull_request:9739", + "pull_request:10230|pull_request:11556", + "pull_request:10230|pull_request:8755", + "pull_request:10316|pull_request:9934", + "pull_request:10322|pull_request:10431", + "pull_request:10376|pull_request:10567", + "pull_request:10378|pull_request:11238", + "pull_request:1043|pull_request:2759", + "pull_request:1043|pull_request:774", + "pull_request:10430|pull_request:9736", + "pull_request:10434|pull_request:8920", + "pull_request:10473|pull_request:11813", + "pull_request:10491|pull_request:8845", + "pull_request:10524|pull_request:9934", + "pull_request:10554|pull_request:9036", + "pull_request:10554|pull_request:9116", + "pull_request:10579|pull_request:9687", + "pull_request:10810|pull_request:11999", + "pull_request:10834|pull_request:11451", + "pull_request:10850|pull_request:9687", + "pull_request:10850|pull_request:9918", + "pull_request:1087|pull_request:3108", + "pull_request:10894|pull_request:9696", + "pull_request:10922|pull_request:11087", + "pull_request:10941|pull_request:11975", + "pull_request:10990|pull_request:11812", + "pull_request:11113|pull_request:11975" + ], + "prepared_review_unit_hash": "a4993713af04e323fa9e6de66733f943cc48d0e8855288f8666cee44192b5632", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 99992, + "estimated_input_tokens": 24998, + "estimated_eval_tokens": 50252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous mix of unrelated docs, tests, CI, model additions, and bugfix PRs. 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If forced, the largest feature PRs are still unrelated to the rest.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1311", + "right": "pull_request:1386", + "accept": false, + "reason": "AltDiffusion test additions vs scheduler v-prediction behavior; unrelated changes." + }, + { + "left": "pull_request:13164", + "right": "pull_request:13294", + "accept": false, + "reason": "CI dependency cleanup vs WanVACE flaky-test stabilization; different problems and code paths." + }, + { + "left": "pull_request:1325", + "right": "pull_request:3343", + "accept": false, + "reason": "Image2Image/OneFlow feature work vs DPM solver config fix; not the same bug/change." + }, + { + "left": "pull_request:1325", + "right": "pull_request:3402", + "accept": false, + "reason": "Large feature PR vs Dockerfile typo/packaging fix; unrelated." + }, + { + "left": "pull_request:1325", + "right": "pull_request:3433", + "accept": false, + "reason": "Feature implementation vs documentation/style-only update; not duplicate changes." + }, + { + "left": "pull_request:1325", + "right": "pull_request:41", + "accept": false, + "reason": "Feature PR vs comment cleanup in resnet code; 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not the same issue." + }, + { + "left": "pull_request:5267", + "right": "pull_request:5729", + "accept": false, + "reason": "README markdown formatting vs version check bumps; only superficial repository overlap." + }, + { + "left": "pull_request:5312", + "right": "pull_request:7134", + "accept": false, + "reason": "General model docs/typehints cleanup vs specific UNet type-hint docs; related area but not the same change." + }, + { + "left": "pull_request:5369", + "right": "pull_request:6775", + "accept": false, + "reason": "Minor docs fixes vs missing-parameter docs for DDPMScheduler; different documentation targets." + }, + { + "left": "pull_request:5393", + "right": "pull_request:6432", + "accept": false, + "reason": "Training tutorial API modernization vs SDXL DreamBooth learning-rate tweak; unrelated docs/examples." + }, + { + "left": "pull_request:5478", + "right": "pull_request:5982", + "accept": false, + "reason": "Japanese docs rollout vs SDXL Turbo docs feature addition; different deliverables." + }, + { + "left": "pull_request:5552", + "right": "pull_request:7650", + "accept": false, + "reason": "FreeU disable-method bugfix vs new `is_cosxl_edit` argument; not the same underlying bug." + }, + { + "left": "pull_request:5602", + "right": "pull_request:6065", + "accept": false, + "reason": "Whitespace/docs cleanup vs SDXL Turbo documentation; unrelated." + }, + { + "left": "pull_request:5622", + "right": "pull_request:7510", + "accept": false, + "reason": "Large examples/README and script cleanup vs VAE tiling OOM test fix; different issues." + }, + { + "left": "pull_request:5624", + "right": "pull_request:5916", + "accept": false, + "reason": "Large examples workflow/README changes vs DreamBooth output_dir rename; not duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 164, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:5697", + "pull_request:5698", + "pull_request:5699", + "pull_request:5707", + "pull_request:5727", + "pull_request:5729", + "pull_request:5833", + "pull_request:5834", + "pull_request:5899", + "pull_request:5937", + "pull_request:594", + "pull_request:6051", + "pull_request:6053", + "pull_request:6114", + "pull_request:6192", + "pull_request:6205", + "pull_request:6262", + "pull_request:6263", + "pull_request:6296", + "pull_request:6299", + "pull_request:6300", + "pull_request:6301", + "pull_request:6308", + "pull_request:6311", + "pull_request:6322", + "pull_request:6330", + "pull_request:6343", + "pull_request:6453", + "pull_request:6656", + "pull_request:6759", + "pull_request:6800", + "pull_request:6861", + "pull_request:7050", + "pull_request:7077", + "pull_request:7115", + "pull_request:7118", + "pull_request:7181", + "pull_request:7200", + "pull_request:7277", + "pull_request:7339", + "pull_request:7455", + "pull_request:7461", + "pull_request:7627", + "pull_request:825", + "pull_request:8290", + "pull_request:8378", + "pull_request:8412", + "pull_request:8652" + ], + "soft_pairs": [ + "pull_request:5697|pull_request:7200", + "pull_request:5698|pull_request:5699", + "pull_request:5707|pull_request:6053", + "pull_request:5727|pull_request:6051", + "pull_request:5729|pull_request:6861", + "pull_request:5833|pull_request:7461", + "pull_request:5834|pull_request:7461", + "pull_request:5899|pull_request:5937", + "pull_request:594|pull_request:825", + "pull_request:6114|pull_request:7627", + "pull_request:6192|pull_request:6800", + "pull_request:6205|pull_request:7077", + "pull_request:6205|pull_request:7181", + "pull_request:6262|pull_request:8290", + "pull_request:6263|pull_request:8290", + "pull_request:6296|pull_request:6343", + "pull_request:6296|pull_request:6453", + "pull_request:6299|pull_request:6322", + "pull_request:6300|pull_request:6322", + "pull_request:6301|pull_request:6322", + "pull_request:6308|pull_request:7339", + "pull_request:6311|pull_request:8652", + "pull_request:6330|pull_request:8412", + "pull_request:6656|pull_request:6800", + "pull_request:6759|pull_request:8378", + "pull_request:7050|pull_request:7277", + "pull_request:7115|pull_request:7455", + "pull_request:7118|pull_request:7277" + ], + "prepared_review_unit_hash": "d5b0f37d005b6591eb60d25cd17ae390d042457257becb0dc9870a20f93731d8", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 105867, + "estimated_input_tokens": 26467, + "estimated_eval_tokens": 53190 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not contain a true duplicate set; the soft pairs mostly link unrelated docs, refactors, or sequential follow-up PRs that happen to touch similar files or topics. I would reject all soft edges and treat this as a noisy similarity cluster rather than a mergeable duplicate group.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:5697", + "right": "pull_request:7200", + "accept": false, + "reason": "Both touch attention-related code, but one is a PEFT/xFormers LoRA bugfix and the other is a Transformer2D validation/error-check change. Different concrete problems and code paths." + }, + { + "left": "pull_request:5698", + "right": "pull_request:5699", + "accept": false, + "reason": "LCM img2img bugfix versus unrelated stable unclip styling cleanup. Shared file overlap is incidental, not the same fix." + }, + { + "left": "pull_request:5707", + "right": "pull_request:6053", + "accept": false, + "reason": "5707 adds LCM tests across many pipelines; 6053 only adds step_loss logging in the text-to-image trainer. Different change intent and scope." + }, + { + "left": "pull_request:5727", + "right": "pull_request:6051", + "accept": false, + "reason": "LCM script addition versus Flax LCM scheduler integration. Related ecosystem, but not the same concrete change or mergeable into one PR." + }, + { + "left": "pull_request:5729", + "right": "pull_request:6861", + "accept": false, + "reason": "One updates example training setup/version pins; the other changes SDXL ControlNet cfg_end handling across multiple pipelines. No duplicate bug/change." + }, + { + "left": "pull_request:5833", + "right": "pull_request:7461", + "accept": false, + "reason": "Docs for PixArt low-VRAM usage and a testing-utils boolean helper relocation are unrelated." + }, + { + "left": "pull_request:5834", + "right": "pull_request:7461", + "accept": false, + "reason": "Single-file ControlNet import fix versus testing-utils boolean helper relocation. No shared bug or code path." + }, + { + "left": "pull_request:5899", + "right": "pull_request:5937", + "accept": false, + "reason": "Kandinsky3 model/pipeline addition versus docs for Kandinsky3. The latter documents the former but is not the same underlying change." + }, + { + "left": "pull_request:594", + "right": "pull_request:825", + "accept": false, + "reason": "Both involve Flax utilities, but 594 fixes Flax UNet/DDIM scheduler behavior while 825 removes the safety checker dummy. Different bugs and code paths." + }, + { + "left": "pull_request:6114", + "right": "pull_request:7627", + "accept": false, + "reason": "LPW XL img2img/inpaint support versus Playground img2img latent handling. Both are pipeline feature/bug work but not the same concrete issue." + }, + { + "left": "pull_request:6192", + "right": "pull_request:6800", + "accept": false, + "reason": "IP-Adapter unload support versus adding is_torchvision_available utility. No overlap beyond general loader/utilities area." + }, + { + "left": "pull_request:6205", + "right": "pull_request:7077", + "accept": false, + "reason": "Doc URL typo fix versus a code fix for head_to_batch_dim in IPAdapterAttnProcessor. Not the same bug/change." + }, + { + "left": "pull_request:6205", + "right": "pull_request:7181", + "accept": false, + "reason": "Doc URL typo fix versus broad typo/fix-up PR touching many unrelated files. Similarity is only superficial." + }, + { + "left": "pull_request:6262", + "right": "pull_request:8290", + "accept": false, + "reason": "6262 refactors panorama out of stable_diffusion; 8290 is a large HunyuanDiT refactor. Shared package structure is not enough." + }, + { + "left": "pull_request:6263", + "right": "pull_request:8290", + "accept": false, + "reason": "6263 refactors LDM3D out of stable_diffusion; 8290 is unrelated HunyuanDIT refactoring and docs/build changes." + }, + { + "left": "pull_request:6296", + "right": "pull_request:6343", + "accept": false, + "reason": "Both modify amused docs, but one adds the base pipeline docs and the other adds other pipeline docs. Could be related documentation follow-ups, but not the same concrete change." + }, + { + "left": "pull_request:6296", + "right": "pull_request:6453", + "accept": false, + "reason": "Base amused docs versus a paper-link edit. The latter is a small doc tweak, not the same underlying addition." + }, + { + "left": "pull_request:6299", + "right": "pull_request:6322", + "accept": false, + "reason": "Both change text-to-image training scripts, but 6299 alters validation scheduler choice while 6322 is about attn-train behavior. Different fixes." + }, + { + "left": "pull_request:6300", + "right": "pull_request:6322", + "accept": false, + "reason": "Same as above: shared file paths, but different functional changes and failure modes." + }, + { + "left": "pull_request:6301", + "right": "pull_request:6322", + "accept": false, + "reason": "These are separate training-script adjustments, not one duplicate bug fix." + }, + { + "left": "pull_request:6308", + "right": "pull_request:7339", + "accept": false, + "reason": "LoRA PEFT dummy components test fix versus release workflow dependency fix. No shared code path." + }, + { + "left": "pull_request:6311", + "right": "pull_request:8652", + "accept": false, + "reason": "6311 adds fast diffusion tutorial docs; 8652 adds Lumina-T2X model/pipeline/scheduler support. Different artifacts and purpose." + }, + { + "left": "pull_request:6330", + "right": "pull_request:8412", + "accept": false, + "reason": "SVD video rendering docs fix versus single-file loading docs rewrite. Both are documentation, but unrelated topics." + }, + { + "left": "pull_request:6656", + "right": "pull_request:6800", + "accept": false, + "reason": "Textual inversion unload method versus is_torchvision_available utility exposure. Unrelated changes." + }, + { + "left": "pull_request:6759", + "right": "pull_request:8378", + "accept": false, + "reason": "InstantID prompt-image batch handling versus AsymmetricAutoencoderKL forward bugfix. Distinct code paths and symptoms." + }, + { + "left": "pull_request:7050", + "right": "pull_request:7277", + "accept": false, + "reason": "Typo fixes in text-to-image examples versus broad deprecated-parameter/test cleanup. Not the same fix." + }, + { + "left": "pull_request:7115", + "right": "pull_request:7455", + "accept": false, + "reason": "Dockerfile dependency change versus removing distutils from setup/testing utils. Different maintenance tasks." + }, + { + "left": "pull_request:7118", + "right": "pull_request:7277", + "accept": false, + "reason": "Docs typo cleanup versus test/deprecated-parameter cleanup. Similar hygiene theme, but not duplicate changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 165, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10396", + "pull_request:10578", + "pull_request:12086", + "pull_request:12419", + "pull_request:12439", + "pull_request:12549", + "pull_request:4597", + "pull_request:5887", + "pull_request:6003", + "pull_request:6999", + "pull_request:7153", + "pull_request:748", + "pull_request:7627", + "pull_request:7637", + "pull_request:7650", + "pull_request:7717", + "pull_request:7893", + "pull_request:7977", + "pull_request:816", + "pull_request:8308", + "pull_request:8310", + "pull_request:840", + "pull_request:8403", + "pull_request:8479", + "pull_request:8481", + "pull_request:8660", + "pull_request:8719", + "pull_request:8722", + "pull_request:8761", + "pull_request:8978", + "pull_request:8984", + "pull_request:9", + "pull_request:9060", + "pull_request:909", + "pull_request:91", + "pull_request:9247", + "pull_request:9269", + "pull_request:9289", + "pull_request:9307", + "pull_request:9426", + "pull_request:9483", + "pull_request:9620", + "pull_request:9676", + "pull_request:9699", + "pull_request:9734", + "pull_request:9739", + "pull_request:9938", + "pull_request:9994" + ], + "soft_pairs": [ + "pull_request:7153|pull_request:9247", + "pull_request:748|pull_request:816", + "pull_request:7627|pull_request:7650", + "pull_request:7627|pull_request:8722", + "pull_request:7637|pull_request:7717", + "pull_request:7893|pull_request:9307", + "pull_request:7977|pull_request:9739", + "pull_request:8308|pull_request:9289", + "pull_request:8310|pull_request:9289", + "pull_request:840|pull_request:9", + "pull_request:8403|pull_request:8978", + "pull_request:8479|pull_request:9620", + "pull_request:8481|pull_request:9739", + "pull_request:8660|pull_request:9426", + "pull_request:8719|pull_request:9676", + "pull_request:8761|pull_request:9269", + "pull_request:8978|pull_request:9734", + "pull_request:8984|pull_request:9620", + "pull_request:9060|pull_request:9938", + "pull_request:909|pull_request:91", + "pull_request:9483|pull_request:9699", + "pull_request:9620|pull_request:9994", + "pull_request:4597|pull_request:5887", + "pull_request:10396|pull_request:10578", + "pull_request:12439|pull_request:12549", + "pull_request:12086|pull_request:12419", + "pull_request:6003|pull_request:6999" + ], + "prepared_review_unit_hash": "5aa6417bcf941a36844a023662daa83d5d75940233b7733b30549dc0628f8fd5", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 103921, + "estimated_input_tokens": 25981, + "estimated_eval_tokens": 52218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated LoRA, ControlNet, Flux, Stable Diffusion, Hunyuan, CI, docs, and workflow changes. I do not see a single underlying bug/change that unifies the set, and none of the soft pairs look mergeable as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR spans the cluster\u2019s themes; the changes are too unrelated to justify one canonical PR.", + "best_issue_reason": null, + "best_pr_reason": "If forced to pick one, pull_request:10578 is the most substantive core code fix, but it is not representative of the cluster as a whole.", + "soft_edge_verdicts": [ + { + "left": "pull_request:7153", + "right": "pull_request:9247", + "accept": false, + "reason": "Docs workflow path filtering and model-variant detection are unrelated changes." + }, + { + "left": "pull_request:748", + "right": "pull_request:816", + "accept": false, + "reason": "Different example-script fixes with different failure modes; not the same bug." + }, + { + "left": "pull_request:7627", + "right": "pull_request:7650", + "accept": false, + "reason": "Both touch SDXL img2img, but one fixes Playground latent scaling and the other adds a new `is_cosxl_edit` arg." + }, + { + "left": "pull_request:7627", + "right": "pull_request:8722", + "accept": false, + "reason": "Pipeline latent handling vs embeddings refactor; no shared underlying bug." + }, + { + "left": "pull_request:7637", + "right": "pull_request:7717", + "accept": false, + "reason": "Ruff config cleanup is unrelated to docstring style fixes." + }, + { + "left": "pull_request:7893", + "right": "pull_request:9307", + "accept": false, + "reason": "Dockerfile Python upgrade and rotary embedding refactor are separate changes." + }, + { + "left": "pull_request:7977", + "right": "pull_request:9739", + "accept": false, + "reason": "A typo fix in docs and SD3 doc/loader updates are not the same issue." + }, + { + "left": "pull_request:8308", + "right": "pull_request:9289", + "accept": false, + "reason": "Hunyuan model refactor and Animatediff model addition are different features." + }, + { + "left": "pull_request:8310", + "right": "pull_request:9289", + "accept": false, + "reason": "Same as above; unrelated model refactors." + }, + { + "left": "pull_request:840", + "right": "pull_request:9", + "accept": false, + "reason": "Community example addition versus Grad TTS model/pipeline implementation." + }, + { + "left": "pull_request:8403", + "right": "pull_request:8978", + "accept": false, + "reason": "Tailscale action update and DreamBooth/Imagic content update are unrelated." + }, + { + "left": "pull_request:8479", + "right": "pull_request:9620", + "accept": false, + "reason": "Hunyuan ControlNet support and ControlNet interrupt support fix different code paths." + }, + { + "left": "pull_request:8481", + "right": "pull_request:9739", + "accept": false, + "reason": "ImageProcessor error-message tweak and SD3 doc/loader work are unrelated." + }, + { + "left": "pull_request:8660", + "right": "pull_request:9426", + "accept": false, + "reason": "SD3 ControlNet input validation and CI artifact uploader version are unrelated." + }, + { + "left": "pull_request:8719", + "right": "pull_request:9676", + "accept": false, + "reason": "VQModel deprecation cleanup and benchmark import fix are unrelated maintenance changes." + }, + { + "left": "pull_request:8761", + "right": "pull_request:9269", + "accept": false, + "reason": "Both edit embeddings, but they address different embedding classes and different bugs." + }, + { + "left": "pull_request:8978", + "right": "pull_request:9734", + "accept": false, + "reason": "Notebook/content update versus SD3 transformer/doc changes are not the same change." + }, + { + "left": "pull_request:8984", + "right": "pull_request:9620", + "accept": false, + "reason": "SD3 ONNX support and ControlNet interrupt are separate features." + }, + { + "left": "pull_request:9060", + "right": "pull_request:9938", + "accept": false, + "reason": "Removing a debug print is unrelated to updating the SDXL reference pipeline." + }, + { + "left": "pull_request:909", + "right": "pull_request:91", + "accept": false, + "reason": "Test fixture updates and scheduler API refactor are different changes." + }, + { + "left": "pull_request:9483", + "right": "pull_request:9699", + "accept": false, + "reason": "Nightly test expectation updates and runner selection changes do not fix the same bug." + }, + { + "left": "pull_request:9620", + "right": "pull_request:9994", + "accept": false, + "reason": "ControlNet interrupt support and Omnigen model/pipeline support are unrelated." + }, + { + "left": "pull_request:4597", + "right": "pull_request:5887", + "accept": false, + "reason": "Both are ControlNet-related, but one adds MultiControlNet SDXL support and the other adds IP-Adapter support to inpaint; distinct features." + }, + { + "left": "pull_request:10396", + "right": "pull_request:10578", + "accept": false, + "reason": "Both touch LoRA loading, but one fixes missing-state indexing and the other handles 4bit quantized Flux shape calculation; different bugs." + }, + { + "left": "pull_request:12439", + "right": "pull_request:12549", + "accept": false, + "reason": "Both concern attention backends, but they add different backends and code paths." + }, + { + "left": "pull_request:12086", + "right": "pull_request:12419", + "accept": false, + "reason": "Both target Flux modular pipelines, but one adds I2I support while the other tweaks Mellon-compatible input typing." + }, + { + "left": "pull_request:6003", + "right": "pull_request:6999", + "accept": false, + "reason": "Same Stable Video Diffusion pipeline, but one adds inpaint support and the other fixes tensor-image encoding behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 166, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10008", + "pull_request:10136", + "pull_request:10435", + "pull_request:10482", + "pull_request:10567", + "pull_request:10578", + "pull_request:10719", + "pull_request:10837", + "pull_request:11130", + "pull_request:11814", + "pull_request:11985", + "pull_request:12074", + "pull_request:12416", + "pull_request:12445", + "pull_request:12519", + "pull_request:12530", + "pull_request:12679", + "pull_request:13029", + "pull_request:13100", + "pull_request:1513", + "pull_request:1554", + "pull_request:1579", + "pull_request:1942", + "pull_request:2002", + "pull_request:2129", + "pull_request:2200", + "pull_request:2393", + "pull_request:2421", + "pull_request:2721", + "pull_request:2928", + "pull_request:3034", + "pull_request:3042", + "pull_request:3128", + "pull_request:4062", + "pull_request:4715", + "pull_request:4799", + "pull_request:5117", + "pull_request:5127", + "pull_request:5653", + "pull_request:5833", + "pull_request:5834", + "pull_request:6133", + "pull_request:6447", + "pull_request:6650", + "pull_request:689", + "pull_request:6975", + "pull_request:9918" + ], + "soft_pairs": [ + "pull_request:4799|pull_request:6975", + "pull_request:5127|pull_request:5653", + "pull_request:2421|pull_request:3034", + "pull_request:12074|pull_request:12679", + "pull_request:4062|pull_request:6447", + "pull_request:10578|pull_request:11130", + "pull_request:4715|pull_request:5833", + "pull_request:4715|pull_request:5834", + "pull_request:10482|pull_request:10567", + "pull_request:2129|pull_request:2721", + "pull_request:2200|pull_request:2393", + "pull_request:12519|pull_request:12530", + "pull_request:1579|pull_request:2002", + "pull_request:10136|pull_request:10837", + "pull_request:1942|pull_request:689", + "pull_request:2928|pull_request:5117", + "pull_request:12416|pull_request:12445", + "pull_request:6133|pull_request:6650", + "pull_request:10008|pull_request:10435", + "pull_request:10719|pull_request:9918", + "pull_request:11814|pull_request:11985", + "pull_request:13029|pull_request:13100", + "pull_request:1513|pull_request:3042", + "pull_request:1554|pull_request:3128" + ], + "prepared_review_unit_hash": "99f63f205c82362dd8885cd7ae8a3fd7cdbce3b8355809b2175bd2370afeed7e", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 102638, + "estimated_input_tokens": 25660, + "estimated_eval_tokens": 51576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose similarity set of unrelated docs, feature, and bugfix PRs. I don\u2019t see any pair that is clearly the same underlying change, so all soft edges should be rejected.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a clear duplicate anchor for the whole cluster; if forced to pick a representative, PR #10136 is the strongest central core change because it is a substantial Hunyuan Video implementation PR with broad downstream references and related follow-up work.", + "best_issue_reason": null, + "best_pr_reason": "PR #10136 is the best overall representative PR in this set: it is a substantial, well-scoped core feature PR with the most evidence of being a foundational change rather than a minor doc tweak.", + "soft_edge_verdicts": [ + { + "left": "pull_request:4799", + "right": "pull_request:6975", + "accept": false, + "reason": "Both touch ControlNet-related code, but one fixes SDXL guess_mode behavior while the other fixes single-file ControlNet inpaint loading; different bugs and code paths." + }, + { + "left": "pull_request:5127", + "right": "pull_request:5653", + "accept": false, + "reason": "Multi-adapter support in SDXL Adapter and PEFT-aware model unwrapping are separate features affecting different subsystems." + }, + { + "left": "pull_request:2421", + "right": "pull_request:3034", + "accept": false, + "reason": "One is a small deprecate call cleanup, the other renames/uses an accelerate CLI flag correctly; unrelated changes." + }, + { + "left": "pull_request:12074", + "right": "pull_request:12679", + "accept": false, + "reason": "Both mention multiple LoRAs, but they target different models and workflows (Wan 2.2 transformer loading vs ChronoEdit LoRA support)." + }, + { + "left": "pull_request:4062", + "right": "pull_request:6447", + "accept": false, + "reason": "Shap-E mesh output and Stable Diffusion K-Diffusion are unrelated pipeline additions." + }, + { + "left": "pull_request:10578", + "right": "pull_request:11130", + "accept": false, + "reason": "Both are quantization-related, but one fixes LoRA loading into 4-bit Flux models while the other introduces pipeline-level quantization config; not the same concrete change." + }, + { + "left": "pull_request:4715", + "right": "pull_request:5833", + "accept": false, + "reason": "Renaming community test files is unrelated to PixArt docs/import guidance." + }, + { + "left": "pull_request:4715", + "right": "pull_request:5834", + "accept": false, + "reason": "Renaming community test files is unrelated to single-file ControlNet import fixes." + }, + { + "left": "pull_request:10482", + "right": "pull_request:10567", + "accept": false, + "reason": "The NaN fix and true-CFG enablement both touch HunyuanVideo, but they solve different problems in different code paths." + }, + { + "left": "pull_request:2129", + "right": "pull_request:2721", + "accept": false, + "reason": "Pipeline LoRA support and the ModelEditing pipeline are distinct features." + }, + { + "left": "pull_request:2200", + "right": "pull_request:2393", + "accept": false, + "reason": "These are related panorama-style pipelines, but they implement different pipeline variants and should not be merged as duplicates." + }, + { + "left": "pull_request:12519", + "right": "pull_request:12530", + "accept": false, + "reason": "One fixes a toctree sorting/CI issue; the other xfails a flaky test. Different maintenance tasks." + }, + { + "left": "pull_request:1579", + "right": "pull_request:2002", + "accept": false, + "reason": "Intel-optimized examples and LoRA fine-tuning support are different example/documentation additions." + }, + { + "left": "pull_request:10136", + "right": "pull_request:10837", + "accept": false, + "reason": "SkyReels Hunyuan work builds on the HunyuanVideo stack, but it is a separate follow-on pipeline/example set, not the same PR change." + }, + { + "left": "pull_request:1942", + "right": "pull_request:689", + "accept": false, + "reason": "Upcast-attention flag handling in a conversion script is unrelated to an attention backend performance tweak." + }, + { + "left": "pull_request:2928", + "right": "pull_request:5117", + "accept": false, + "reason": "Custom dataset loading for ControlNet training and training resume log behavior are unrelated fixes." + }, + { + "left": "pull_request:12416", + "right": "pull_request:12445", + "accept": false, + "reason": "QwenImage Edit Plus modular support and Flux modular alignment are separate modular-pipeline changes." + }, + { + "left": "pull_request:6133", + "right": "pull_request:6650", + "accept": false, + "reason": "The core UFOGen scheduler/pipeline addition and a community example for it are related, but not the same code change." + }, + { + "left": "pull_request:10008", + "right": "pull_request:10435", + "accept": false, + "reason": "Both are docs-only, but they fix different documentation issues in different files and models." + }, + { + "left": "pull_request:10719", + "right": "pull_request:9918", + "accept": false, + "reason": "Adding provider_options to from_pretrained is unrelated to adding a server example." + }, + { + "left": "pull_request:11814", + "right": "pull_request:11985", + "accept": false, + "reason": "Gradient-checkpointing keyword passthrough in Flux is distinct from adding Flux Kontext support." + }, + { + "left": "pull_request:13029", + "right": "pull_request:13100", + "accept": false, + "reason": "A new modular quickstart guide and a ModularPipeline docs update are different documentation efforts." + }, + { + "left": "pull_request:1513", + "right": "pull_request:3042", + "accept": false, + "reason": "write_basic_config docs for DreamBooth and accelerate minimum-version pinning solve different accelerate-related issues." + }, + { + "left": "pull_request:1554", + "right": "pull_request:3128", + "accept": false, + "reason": "Doc corrections for model shapes are unrelated to the img2img timestep bug fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 167, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10058", + "pull_request:10114", + "pull_request:10122", + "pull_request:10126", + "pull_request:10544", + "pull_request:10941", + "pull_request:11583", + "pull_request:11950", + "pull_request:12207", + "pull_request:12541", + "pull_request:13100", + "pull_request:13120", + "pull_request:1331", + "pull_request:13352", + "pull_request:2111", + "pull_request:2467", + "pull_request:2584", + "pull_request:3313", + "pull_request:3590", + "pull_request:3607", + "pull_request:3746", + "pull_request:4214", + "pull_request:4412", + "pull_request:4659", + "pull_request:4661", + "pull_request:4695", + "pull_request:4887", + "pull_request:4987", + "pull_request:5033", + "pull_request:5299", + "pull_request:5979", + "pull_request:6009", + "pull_request:6085", + "pull_request:6197", + "pull_request:6261", + "pull_request:6447", + "pull_request:6650", + "pull_request:6658", + "pull_request:6975", + "pull_request:7371", + "pull_request:8290", + "pull_request:8452", + "pull_request:8510", + "pull_request:8691", + "pull_request:8816", + "pull_request:8820", + "pull_request:9601" + ], + "soft_pairs": [ + "pull_request:2584|pull_request:3590", + "pull_request:3746|pull_request:4659", + "pull_request:3746|pull_request:4661", + "pull_request:4214|pull_request:6009", + "pull_request:4412|pull_request:6085", + "pull_request:4887|pull_request:4987", + "pull_request:5299|pull_request:6658", + "pull_request:6261|pull_request:8290", + "pull_request:6975|pull_request:8816", + "pull_request:6975|pull_request:8820", + "pull_request:3313|pull_request:5033", + "pull_request:11950|pull_request:12207", + "pull_request:4695|pull_request:6447", + "pull_request:5979|pull_request:6650", + "pull_request:6197|pull_request:7371", + "pull_request:10058|pull_request:11583", + "pull_request:10114|pull_request:8452", + "pull_request:10114|pull_request:8510", + "pull_request:10122|pull_request:10941", + "pull_request:10126|pull_request:8691", + "pull_request:10544|pull_request:9601", + "pull_request:12541|pull_request:13352", + "pull_request:13100|pull_request:13120", + "pull_request:1331|pull_request:2467", + "pull_request:2111|pull_request:3607" + ], + "prepared_review_unit_hash": "b8738ce4bee3cc38547317258df66ab66b294d9c066a9b49c1437ce61f4b5d94", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 102259, + "estimated_input_tokens": 25565, + "estimated_eval_tokens": 51386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose similarity group of mostly unrelated PRs across docs, LoRA, attention, pipelines, schedulers, and CI. The paired items only share broad subsystem names or one common file in a larger refactor, but they do not describe the same concrete bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:2584", + "right": "pull_request:3590", + "accept": false, + "reason": "Different community pipelines: one adds ControlNet img2img, the other adds Mixture Canvas. Shared theme is only community examples." + }, + { + "left": "pull_request:3746", + "right": "pull_request:4659", + "accept": false, + "reason": "Both touch path/doc loading areas, but one fixes ckpt path joining and the other removes a docs/tutorial page. No same bug or code path." + }, + { + "left": "pull_request:3746", + "right": "pull_request:4661", + "accept": false, + "reason": "Path-handling fix vs. SDXL long prompt community pipeline. Unrelated changes." + }, + { + "left": "pull_request:4214", + "right": "pull_request:6009", + "accept": false, + "reason": "Different fixes in different areas: bf16/custom diffusion attention vs. TensorRT constructor args. No shared defect." + }, + { + "left": "pull_request:4412", + "right": "pull_request:6085", + "accept": false, + "reason": "Both adjust testing/scheduler behavior, but they are not the same issue or implementation path." + }, + { + "left": "pull_request:4887", + "right": "pull_request:4987", + "accept": false, + "reason": "One removes a latent input from a pipeline; the other removes a duplicate import. Unrelated." + }, + { + "left": "pull_request:5299", + "right": "pull_request:6658", + "accept": false, + "reason": "Typehint/docs cleanup in models vs. adding a memory-footprint utility. Distinct changes." + }, + { + "left": "pull_request:6261", + "right": "pull_request:8290", + "accept": false, + "reason": "Both affect docs/import structure, but one refactors Attend-and-Excite and the other is a large HunyuanDiT docs/workflow refactor. Not the same change." + }, + { + "left": "pull_request:6975", + "right": "pull_request:8816", + "accept": false, + "reason": "Single-file controlnet inpaint loader fix vs. PAG support for SD1.5 ControlNet. Different features and code paths." + }, + { + "left": "pull_request:6975", + "right": "pull_request:8820", + "accept": false, + "reason": "Single-file loader fix vs. PAG support docs/code for ControlNet. Not the same bug." + }, + { + "left": "pull_request:3313", + "right": "pull_request:5033", + "accept": false, + "reason": "Both touch inpainting, but one is torch.compile cleanup across many pipelines while the other fixes regular UNet inpaint logic. Too broad to merge as duplicates." + }, + { + "left": "pull_request:11950", + "right": "pull_request:12207", + "accept": false, + "reason": "Both concern quantization/nunchaku, but one is initial SVDQuant support and the other is nunchaku integration. Different features." + }, + { + "left": "pull_request:4695", + "right": "pull_request:6447", + "accept": false, + "reason": "Both add pipeline variants, but one is TextToVideoZero SDXL and the other is K-Diffusion pipelines. Different pipeline families." + }, + { + "left": "pull_request:5979", + "right": "pull_request:6650", + "accept": false, + "reason": "DDGAN pipeline/scheduler addition vs. UFOGen community scheduler. Separate additions." + }, + { + "left": "pull_request:6197", + "right": "pull_request:7371", + "accept": false, + "reason": "DeepCache community support vs. DoRA LoRA support. No shared concrete bug/change." + }, + { + "left": "pull_request:10058", + "right": "pull_request:11583", + "accept": false, + "reason": "Docs link fix vs. removal of fast diffusion tutorial. Both documentation-only, but not the same issue." + }, + { + "left": "pull_request:10114", + "right": "pull_request:8452", + "accept": false, + "reason": "Formatting-only pipeline cleanup vs. single-file loading strictness fix. Different scopes and problems." + }, + { + "left": "pull_request:10114", + "right": "pull_request:8510", + "accept": false, + "reason": "Formatting cleanup vs. LR scheduler math fix for dreambooth LoRA. Unrelated." + }, + { + "left": "pull_request:10122", + "right": "pull_request:10941", + "accept": false, + "reason": "Attention mask propagation in Flux attention vs. copy-fix in Flux pipelines. Similar subsystem, different change." + }, + { + "left": "pull_request:10126", + "right": "pull_request:8691", + "accept": false, + "reason": "LoRA deprecation/API cleanup vs. fixing vanilla fine-tuned LoRA loading. Distinct LoRA issues." + }, + { + "left": "pull_request:10544", + "right": "pull_request:9601", + "accept": false, + "reason": "Docs for ParaAttention optimization vs. SD3 training VAE dtype flag. Entirely different areas." + }, + { + "left": "pull_request:12541", + "right": "pull_request:13352", + "accept": false, + "reason": "LoRA conversion logic for Wan models vs. CI workflow checkout step. No common underlying bug." + }, + { + "left": "pull_request:13100", + "right": "pull_request:13120", + "accept": false, + "reason": "ModularPipeline documentation update vs. tests for AutoModel load-id tagging. Related to modular pipeline work, but not the same change." + }, + { + "left": "pull_request:1331", + "right": "pull_request:2467", + "accept": false, + "reason": "Both mention inpainting, but one fixes scheduler support for inpaint pipelines and the other adds latent output type across many pipelines. 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The suggested soft links are all superficial (shared subsystem or file, not the same concrete bug/change), so none should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR fits: the items span many independent features/fixes with no shared underlying change or bug.", + "best_issue_reason": null, + "best_pr_reason": "No PR is a good global representative because the cluster is heterogeneous and not a duplicate set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:2590", + "right": "pull_request:3681", + "accept": false, + "reason": "CI workflow tweak vs checkpoint resume behavior in controlnet training; different subsystems and bugs." + }, + { + "left": "pull_request:2593", + "right": "pull_request:3506", + "accept": false, + "reason": "ControlNet conversion script addition vs training resume-step fix; unrelated changes." + }, + { + "left": "pull_request:3299", + "right": "pull_request:3589", + "accept": false, + "reason": "Different docs updates for different topics; 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different concrete code-path problems." + }, + { + "left": "pull_request:5312", + "right": "pull_request:6658", + "accept": false, + "reason": "Model docs/typehint cleanup vs memory-footprint utility addition; unrelated changes." + }, + { + "left": "pull_request:5698", + "right": "pull_request:6145", + "accept": false, + "reason": "LCM img2img bug fix vs comment cleanup in distillation scripts; different code and purpose." + }, + { + "left": "pull_request:6007", + "right": "pull_request:8282", + "accept": false, + "reason": "Docs mechanism note vs I2VGenXL docs clarification; not the same underlying change." + }, + { + "left": "pull_request:6217", + "right": "pull_request:8531", + "accept": false, + "reason": "Torch-compile VAE fix vs sharding when no device_map is passed; different bugs." + }, + { + "left": "pull_request:652", + "right": "pull_request:754", + "accept": false, + "reason": "Gradient-checkpointing test tolerance tweak vs dynamic module caching fix; unrelated." + }, + { + "left": "pull_request:6893", + "right": "pull_request:8761", + "accept": false, + "reason": "3D UNet attention refactor vs Hunyuan embedding refactor; same broad area but different changes." + }, + { + "left": "pull_request:6918", + "right": "pull_request:7919", + "accept": false, + "reason": "Flux/Dreambooth hub-token exposure fix vs offload behavior with device_map; different issues." + }, + { + "left": "pull_request:6965", + "right": "pull_request:7158", + "accept": false, + "reason": "PEFT workflow test reshuffle vs LCM benchmark fix; unrelated test/benchmark changes." + }, + { + "left": "pull_request:7335", + "right": "pull_request:7930", + "accept": false, + "reason": "Shared a test filename, but one is a ControlNet SDXL config test and the other is callback framework tests; not the same bug." + }, + { + "left": "pull_request:7455", + "right": "pull_request:9473", + "accept": false, + "reason": "Remove distutils vs FLUX Dreambooth LR fix; unrelated core utility and training script changes." + }, + { + "left": "pull_request:7916", + "right": "pull_request:9751", + "accept": false, + "reason": "Both touch NPU support, but one is SDXL training and the other is FLUX Dreambooth; different pipelines and fixes." + }, + { + "left": "pull_request:1966", + "right": "pull_request:2727", + "accept": false, + "reason": "Flax inpainting implementation vs Flax ControlNet implementation; separate features, not the same change." + }, + { + "left": "pull_request:12041", + "right": "pull_request:12523", + "accept": false, + "reason": "Both touch AutoencoderKLWan, but one fixes patchify and the other skip-keys/load behavior; different concrete bugs." + }, + { + "left": "pull_request:11995", + "right": "pull_request:12416", + "accept": false, + "reason": "Flux modular pipeline support vs QwenImage Edit Plus modular support; same framework area but different model families and changes." + }, + { + "left": "pull_request:5053", + "right": "pull_request:5440", + "accept": false, + "reason": "Validation-image argparse fix vs local single-file loading fix; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 173, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10188", + "pull_request:10318", + "pull_request:10324", + "pull_request:10360", + "pull_request:10378", + "pull_request:10630", + "pull_request:10719", + "pull_request:10921", + "pull_request:11087", + "pull_request:11124", + "pull_request:11196", + "pull_request:11319", + "pull_request:11421", + "pull_request:11469", + "pull_request:11479", + "pull_request:11504", + "pull_request:12099", + "pull_request:12277", + "pull_request:12363", + "pull_request:12397", + "pull_request:12491", + "pull_request:12493", + "pull_request:12687", + "pull_request:1277", + "pull_request:13029", + "pull_request:13119", + "pull_request:13204", + "pull_request:1331", + "pull_request:1579", + "pull_request:1968", + "pull_request:2467", + "pull_request:3023", + "pull_request:3297", + "pull_request:3446", + "pull_request:349", + "pull_request:3673", + "pull_request:3957", + "pull_request:4040", + "pull_request:4596", + "pull_request:5057", + "pull_request:5653", + "pull_request:5754", + "pull_request:833", + "pull_request:8691", + "pull_request:8964", + "pull_request:9206", + "pull_request:9878" + ], + "soft_pairs": [ + "pull_request:10324|pull_request:9206", + "pull_request:10630|pull_request:11124", + "pull_request:11469|pull_request:12277", + "pull_request:1277|pull_request:1579", + "pull_request:5057|pull_request:5653", + "pull_request:10188|pull_request:8691", + "pull_request:10318|pull_request:10719", + "pull_request:10360|pull_request:8964", + "pull_request:10378|pull_request:11319", + "pull_request:10921|pull_request:11087", + "pull_request:11196|pull_request:12363", + "pull_request:11421|pull_request:9878", + "pull_request:11479|pull_request:11504", + "pull_request:12099|pull_request:12687", + "pull_request:12397|pull_request:12491", + "pull_request:12493|pull_request:13119", + "pull_request:13029|pull_request:13204", + "pull_request:1331|pull_request:349", + "pull_request:1968|pull_request:3673", + "pull_request:2467|pull_request:4040", + "pull_request:3023|pull_request:3957", + "pull_request:3023|pull_request:833", + "pull_request:3297|pull_request:4596", + "pull_request:3446|pull_request:5754" + ], + "prepared_review_unit_hash": "c6658df85cfa84fcf5529381730a3712bb9023a1c2625da29153d1ba17498d9c", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 98030, + "estimated_input_tokens": 24508, + "estimated_eval_tokens": 49272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Broad false-positive cluster: the items span unrelated docs, CI, tests, training, LoRA, modular, and model-feature PRs. The suggested soft edges are superficial area overlaps, not the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: this is not one change set, but a heterogeneous mix of unrelated PRs across different subsystems and time periods.", + "best_issue_reason": null, + "best_pr_reason": "No strong global best PR exists because the cluster is not a duplicate group. If forced, 10921 is the largest standalone feature PR, but it is not representative of the rest.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10324", + "right": "pull_request:9206", + "accept": false, + "reason": "Both touch tests around pipeline behavior, but one is Kandinsky CPU offload and the other is xformers test handling across other pipelines; different bugs and code paths." + }, + { + "left": "pull_request:10630", + "right": "pull_request:11124", + "accept": false, + "reason": "Unrelated test updates: one adjusts Flax scheduler slice expectations, the other changes a CogView4 tokenizer fixture." + }, + { + "left": "pull_request:11469", + "right": "pull_request:12277", + "accept": false, + "reason": "Both are test skips/xfails, but they target different pipelines and failure modes; not the same underlying issue." + }, + { + "left": "pull_request:1277", + "right": "pull_request:1579", + "accept": false, + "reason": "Both mention documentation/examples, but one is a publish-doc workflow and the other adds research-project examples; no shared bug or change." + }, + { + "left": "pull_request:5057", + "right": "pull_request:5653", + "accept": false, + "reason": "SDXL clip-skip support and PEFT-aware warning/unwrapping are unrelated feature fixes in different code paths." + }, + { + "left": "pull_request:10188", + "right": "pull_request:8691", + "accept": false, + "reason": "Both concern LoRA loading, but one fixes Flux shape expansion and the other changes vanilla fine-tuned LoRA loading logic; not mergeable into one PR." + }, + { + "left": "pull_request:10318", + "right": "pull_request:10719", + "accept": false, + "reason": "A Flux LoRA integration test and ONNX provider_options plumbing are unrelated." + }, + { + "left": "pull_request:10360", + "right": "pull_request:8964", + "accept": false, + "reason": "CI release-workflow install URL fix and AudioLDM2 generation cache-position fix are unrelated." + }, + { + "left": "pull_request:10378", + "right": "pull_request:11319", + "accept": false, + "reason": "DreamBooth LoRA training support and a docs/community entry are unrelated changes." + }, + { + "left": "pull_request:10921", + "right": "pull_request:11087", + "accept": false, + "reason": "Both are Wan-related, but one adds Wan 2.1 support and the other fixes Wan I2V latent handling; different scope and code paths." + }, + { + "left": "pull_request:11196", + "right": "pull_request:12363", + "accept": false, + "reason": "Safe-serialization save_pretrained behavior and QwenImageEdit Plus docs/tests are unrelated." + }, + { + "left": "pull_request:11421", + "right": "pull_request:9878", + "accept": false, + "reason": "Dreambooth interpolation default and gradient-checkpointing eval-mode changes are unrelated training/model behaviors." + }, + { + "left": "pull_request:11479", + "right": "pull_request:11504", + "accept": false, + "reason": "Docs rename for Intel Gaudi and dependency/workflow updates are not the same change." + }, + { + "left": "pull_request:12099", + "right": "pull_request:12687", + "accept": false, + "reason": "Two typo fixes in different subsystems (Qwen image pipeline vs autoencoder_dc); no shared bug." + }, + { + "left": "pull_request:12397", + "right": "pull_request:12491", + "accept": false, + "reason": "Both are CI/workflow changes, but one disables transformers-from-main installs and the other adds doc link checking; distinct purposes." + }, + { + "left": "pull_request:12493", + "right": "pull_request:13119", + "accept": false, + "reason": "LTX-Video docs/pipeline work and Flux2 LoRA key conversion are unrelated model-family changes." + }, + { + "left": "pull_request:13029", + "right": "pull_request:13204", + "accept": false, + "reason": "Modular quickstart docs and modular trust_remote_code/component-loading logic are different changes, not duplicates." + }, + { + "left": "pull_request:1331", + "right": "pull_request:349", + "accept": false, + "reason": "An inpainting scheduler-order bugfix and DDPMScheduler type hints are unrelated." + }, + { + "left": "pull_request:1968", + "right": "pull_request:3673", + "accept": false, + "reason": "CPU offload behavior/docs and multi-GPU DreamBooth fixes are different issues." + }, + { + "left": "pull_request:2467", + "right": "pull_request:4040", + "accept": false, + "reason": "Latent output-type support and _use_default_values list typing are unrelated." + }, + { + "left": "pull_request:3023", + "right": "pull_request:3957", + "accept": false, + "reason": "Both involve attention code, but one changes head/batch reshaping behavior and the other is an unfinished attn-name correction; not the same concrete fix." + }, + { + "left": "pull_request:3023", + "right": "pull_request:833", + "accept": false, + "reason": "Attention processor changes and a version bump release PR are unrelated." + }, + { + "left": "pull_request:3297", + "right": "pull_request:4596", + "accept": false, + "reason": "Retrieval-augmented diffusion examples and SDXL conversion scripts are unrelated project additions." + }, + { + "left": "pull_request:3446", + "right": "pull_request:5754", + "accept": false, + "reason": "Pipeline loading warning text fix and general style cleanup are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 174, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10086", + "pull_request:10096", + "pull_request:10922", + "pull_request:12109", + "pull_request:12215", + "pull_request:12416", + "pull_request:12519", + "pull_request:13352", + "pull_request:3001", + "pull_request:3128", + "pull_request:3607", + "pull_request:3708", + "pull_request:3804", + "pull_request:3847", + "pull_request:3912", + "pull_request:4352", + "pull_request:4417", + "pull_request:4855", + "pull_request:4986", + "pull_request:5261", + "pull_request:5361", + "pull_request:5419", + "pull_request:5771", + "pull_request:5938", + "pull_request:5948", + "pull_request:6144", + "pull_request:6150", + "pull_request:6262", + "pull_request:6263", + "pull_request:6264", + "pull_request:6303", + "pull_request:6432", + "pull_request:6904", + "pull_request:6975", + "pull_request:7044", + "pull_request:7216", + "pull_request:7359", + "pull_request:7455", + "pull_request:7662", + "pull_request:7738", + "pull_request:8467", + "pull_request:8496", + "pull_request:8618", + "pull_request:8627", + "pull_request:9175", + "pull_request:9569", + "pull_request:9918", + "pull_request:9985" + ], + "soft_pairs": [ + "pull_request:3607|pull_request:3804", + "pull_request:3708|pull_request:5948", + "pull_request:3847|pull_request:6150", + "pull_request:3912|pull_request:6144", + "pull_request:4855|pull_request:6904", + "pull_request:5771|pull_request:6262", + "pull_request:5771|pull_request:6263", + "pull_request:5771|pull_request:6264", + "pull_request:6432|pull_request:7216", + "pull_request:7044|pull_request:7662", + "pull_request:7455|pull_request:7662", + "pull_request:7738|pull_request:8496", + "pull_request:8467|pull_request:9569", + "pull_request:8618|pull_request:9918", + "pull_request:9175|pull_request:9985", + "pull_request:5938|pull_request:6975", + "pull_request:12519|pull_request:13352", + "pull_request:4352|pull_request:4417", + "pull_request:5361|pull_request:5419", + "pull_request:6303|pull_request:7359", + "pull_request:3001|pull_request:4986", + "pull_request:3128|pull_request:5261", + "pull_request:12109|pull_request:12416", + "pull_request:12215|pull_request:12416", + "pull_request:10086|pull_request:10922", + "pull_request:10096|pull_request:8627" + ], + "prepared_review_unit_hash": "fe253d67134473eed10f665714f23bf98fedfbcd9af309bb49060634088b80e1", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 105313, + "estimated_input_tokens": 26329, + "estimated_eval_tokens": 52914 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share broad subsystems or filenames, but they fix different bugs, add different features, or touch unrelated docs/tests/workflows. No duplicate groups are supported by the content.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the items span many unrelated changes across pipelines, schedulers, docs, workflows, and examples, so there is no single representative duplicate target.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR stands out; the cluster is too mixed for a meaningful representative artifact.", + "soft_edge_verdicts": [ + { + "left": "pull_request:3607", + "right": "pull_request:3804", + "accept": false, + "reason": "Same file, but different fixes: temb attention handling vs legacy attention block weight conversion. Not the same bug." + }, + { + "left": "pull_request:3708", + "right": "pull_request:5948", + "accept": false, + "reason": "Version sorting for custom releases vs a variant-loading warning fix. Unrelated behavior." + }, + { + "left": "pull_request:3847", + "right": "pull_request:6150", + "accept": false, + "reason": "Test/workflow addition for soft dependencies vs IP-Adapter conversion helper. Different changes." + }, + { + "left": "pull_request:3912", + "right": "pull_request:6144", + "accept": false, + "reason": "Text-encoder finetuning feature vs checkpoint-save unwrapping in the LoRA script. Same script family, not the same change." + }, + { + "left": "pull_request:4855", + "right": "pull_request:6904", + "accept": false, + "reason": "Offload-hook handling vs making load_image accept PIL images. Different code paths and bugs." + }, + { + "left": "pull_request:5771", + "right": "pull_request:6262", + "accept": false, + "reason": "Loader refactor vs moving Panorama out of stable_diffusion. Not the same underlying change." + }, + { + "left": "pull_request:5771", + "right": "pull_request:6263", + "accept": false, + "reason": "Loader refactor vs moving LDM3D out of stable_diffusion. Unrelated." + }, + { + "left": "pull_request:5771", + "right": "pull_request:6264", + "accept": false, + "reason": "Loader refactor vs moving SAG out of stable_diffusion. Unrelated." + }, + { + "left": "pull_request:6432", + "right": "pull_request:7216", + "accept": false, + "reason": "README learning-rate tweak vs from_single_file signature update. Different scope." + }, + { + "left": "pull_request:7044", + "right": "pull_request:7662", + "accept": false, + "reason": "UNet refactor/re-addition vs removal of a redundant flax-test install command. Different changes." + }, + { + "left": "pull_request:7455", + "right": "pull_request:7662", + "accept": false, + "reason": "Distutils removal vs workflow cleanup. No shared bug or change." + }, + { + "left": "pull_request:7738", + "right": "pull_request:8496", + "accept": false, + "reason": "LoRA device-placement fix vs SD3 warning-log gating. Unrelated." + }, + { + "left": "pull_request:8467", + "right": "pull_request:9569", + "accept": false, + "reason": "SEGA pipeline device fix vs CogVideoX autoencoder decode fix. Different pipelines and failures." + }, + { + "left": "pull_request:8618", + "right": "pull_request:9918", + "accept": false, + "reason": "SD3 tiny autoencoder shift_factor change vs adding a server example. Different artifacts and purpose." + }, + { + "left": "pull_request:9175", + "right": "pull_request:9985", + "accept": false, + "reason": "Both touch Flux, but one adds union ControlNet support while the other adds Fill/Canny/Depth/Redux variants. Not the same concrete feature." + }, + { + "left": "pull_request:5938", + "right": "pull_request:6975", + "accept": false, + "reason": "ControlNet LoRA support draft vs single-file ControlNet inpaint fix. Different functionality." + }, + { + "left": "pull_request:12519", + "right": "pull_request:13352", + "accept": false, + "reason": "Toctree sorting fix vs Claude review workflow checkout step. Unrelated CI/docs changes." + }, + { + "left": "pull_request:4352", + "right": "pull_request:4417", + "accept": false, + "reason": "Kandinsky combined pipeline fixes vs Zero123 community pipeline support. Different models and goals." + }, + { + "left": "pull_request:5361", + "right": "pull_request:5419", + "accept": false, + "reason": "Temporary PEFT integration testing branch vs the actual push-test addition. Not the same mergeable change." + }, + { + "left": "pull_request:6303", + "right": "pull_request:7359", + "accept": false, + "reason": "ADD training scripts vs ResAdapter training script. Different research projects." + }, + { + "left": "pull_request:3001", + "right": "pull_request:4986", + "accept": false, + "reason": "Karras support for DPMSolverMultistepScheduler vs a broader sigma-based refactor across schedulers. Related area, but not the same change." + }, + { + "left": "pull_request:3128", + "right": "pull_request:5261", + "accept": false, + "reason": "Correct img2img timesteps vs fixing callback step indexing. Same subsystem, different bug." + }, + { + "left": "pull_request:12109", + "right": "pull_request:12416", + "accept": false, + "reason": "UniPC scheduler custom sigmas/timesteps vs QwenImage Edit Plus modular pipeline support. Unrelated." + }, + { + "left": "pull_request:12215", + "right": "pull_request:12416", + "accept": false, + "reason": "Qwen-Image ControlNet support vs QwenImage Edit Plus modular support. Same product family, but different features and code paths." + }, + { + "left": "pull_request:10086", + "right": "pull_request:10922", + "accept": false, + "reason": "StableDiffusion3 skip-guidance bugfix vs Wan2.1 continuation work. Unrelated." + }, + { + "left": "pull_request:10096", + "right": "pull_request:8627", + "accept": false, + "reason": "Stale-bot exemption change vs SD3 ControlNet fast-test PR. Different maintenance areas." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 175, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10119", + "pull_request:10132", + "pull_request:10188", + "pull_request:10342", + "pull_request:10351", + "pull_request:10544", + "pull_request:10547", + "pull_request:10557", + "pull_request:10810", + "pull_request:10894", + "pull_request:11059", + "pull_request:11243", + "pull_request:11252", + "pull_request:11743", + "pull_request:11813", + "pull_request:11894", + "pull_request:12018", + "pull_request:12231", + "pull_request:12315", + "pull_request:12424", + "pull_request:12450", + "pull_request:13119", + "pull_request:13120", + "pull_request:13204", + "pull_request:13338", + "pull_request:13536", + "pull_request:1414", + "pull_request:1415", + "pull_request:1468", + "pull_request:1494", + "pull_request:1945", + "pull_request:1951", + "pull_request:1965", + "pull_request:2101", + "pull_request:225", + "pull_request:2314", + "pull_request:2529", + "pull_request:2734", + "pull_request:3614", + "pull_request:3766", + "pull_request:8964", + "pull_request:9060", + "pull_request:908", + "pull_request:957", + "pull_request:9676", + "pull_request:9684", + "pull_request:9687", + "pull_request:9938" + ], + "soft_pairs": [ + "pull_request:10119|pull_request:10544", + "pull_request:10132|pull_request:9060", + "pull_request:10188|pull_request:11243", + "pull_request:10342|pull_request:9938", + "pull_request:10351|pull_request:10557", + "pull_request:10547|pull_request:8964", + "pull_request:10557|pull_request:9676", + "pull_request:10810|pull_request:9684", + "pull_request:10810|pull_request:9687", + "pull_request:10894|pull_request:9676", + "pull_request:11059|pull_request:12315", + "pull_request:11252|pull_request:12424", + "pull_request:11743|pull_request:11813", + "pull_request:11894|pull_request:12450", + "pull_request:12018|pull_request:12231", + "pull_request:12315|pull_request:13119", + "pull_request:13120|pull_request:13204", + "pull_request:13338|pull_request:13536", + "pull_request:1414|pull_request:957", + "pull_request:1415|pull_request:2529", + "pull_request:1468|pull_request:1494", + "pull_request:1945|pull_request:3766", + "pull_request:1951|pull_request:225", + "pull_request:1965|pull_request:908", + "pull_request:2101|pull_request:2734", + "pull_request:2314|pull_request:3614" + ], + "prepared_review_unit_hash": "2bc27d37be836f237183bdfa2acb4b97910c3d4bad7aa95e9de094c3966dea59", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 96031, + "estimated_input_tokens": 24008, + "estimated_eval_tokens": 48272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it mixes unrelated docs, CI, LoRA conversion, modular pipeline, and test-only PRs across many months/years.", + "confidence": 0.18, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: there is no single underlying bug or change tying these PRs together.", + "best_issue_reason": null, + "best_pr_reason": "No PR is a good cluster representative because the items are heterogeneous and touch different subsystems and code paths.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10119", + "right": "pull_request:10544", + "accept": false, + "reason": "Different docs topics: LoRA adapter loading vs ParaAttention optimization docs." + }, + { + "left": "pull_request:10132", + "right": "pull_request:9060", + "accept": false, + "reason": "Unrelated changes: CI dependency install vs removing a debug print in FLUX transformer code." + }, + { + "left": "pull_request:10188", + "right": "pull_request:11243", + "accept": false, + "reason": "Both LoRA-related, but one is Flux loader error handling and the other adds Musubi Wan LoRA conversion support." + }, + { + "left": "pull_request:10342", + "right": "pull_request:9938", + "accept": false, + "reason": "Unrelated: parameter dtype utility vs SDXL reference pipeline docs/example updates." + }, + { + "left": "pull_request:10351", + "right": "pull_request:10557", + "accept": false, + "reason": "Different test fixes for different areas; not the same underlying bug." + }, + { + "left": "pull_request:10547", + "right": "pull_request:8964", + "accept": false, + "reason": "Offload test tuning for CogVideoX/CogView3 is unrelated to AudioLDM2 cache-position generation." + }, + { + "left": "pull_request:10557", + "right": "pull_request:9676", + "accept": false, + "reason": "Single-file test fixture change vs import-path cleanup; no shared bug." + }, + { + "left": "pull_request:10810", + "right": "pull_request:9684", + "accept": false, + "reason": "Different LoRA/Wan changes vs VAE framewise batching in CogVideoX." + }, + { + "left": "pull_request:10810", + "right": "pull_request:9687", + "accept": false, + "reason": "Flux LoRA conversion support is unrelated to adding Xlabs ControlNet support." + }, + { + "left": "pull_request:10894", + "right": "pull_request:9676", + "accept": false, + "reason": "Docs toctree sorting vs benchmark import cleanup are unrelated." + }, + { + "left": "pull_request:11059", + "right": "pull_request:12315", + "accept": false, + "reason": "Wan LoRA conversion support and scheduler-test simplification are different changes." + }, + { + "left": "pull_request:11252", + "right": "pull_request:12424", + "accept": false, + "reason": "Timeout constant fix in a utility script vs broad Dockerfile/workflow definitions cleanup." + }, + { + "left": "pull_request:11743", + "right": "pull_request:11813", + "accept": false, + "reason": "Both Flux training-related, but one is a shortened research script and the other is Kontext training support; not the same change." + }, + { + "left": "pull_request:11894", + "right": "pull_request:12450", + "accept": false, + "reason": "Both touch dependency installation, but one pins k-diffusion for CI and the other revisits many CI/Docker installs broadly." + }, + { + "left": "pull_request:12018", + "right": "pull_request:12231", + "accept": false, + "reason": "Docs link text fix vs typo cleanup across examples are unrelated." + }, + { + "left": "pull_request:12315", + "right": "pull_request:13119", + "accept": false, + "reason": "Scheduler-test consolidation is unrelated to Flux2 LoRA key conversion handling." + }, + { + "left": "pull_request:13120", + "right": "pull_request:13204", + "accept": false, + "reason": "Both modular-pipeline related, but one adds tests and the other changes update_components behavior." + }, + { + "left": "pull_request:13338", + "right": "pull_request:13536", + "accept": false, + "reason": "Same workflow file, but different permission changes and different workflow behavior; not one concrete fix." + }, + { + "left": "pull_request:1414", + "right": "pull_request:957", + "accept": false, + "reason": "Clip-guided cutout sizing fix is unrelated to the text-to-image scheduler argument change." + }, + { + "left": "pull_request:1415", + "right": "pull_request:2529", + "accept": false, + "reason": "Broad Stable Diffusion fixes vs open-clip checkpoint conversion; different code paths and bugs." + }, + { + "left": "pull_request:1468", + "right": "pull_request:1494", + "accept": false, + "reason": "Saving trained betas is unrelated to adding safetensors serialization support." + }, + { + "left": "pull_request:1945", + "right": "pull_request:3766", + "accept": false, + "reason": "UNet block tests are unrelated to Kandinsky UNet conversion script updates." + }, + { + "left": "pull_request:1951", + "right": "pull_request:225", + "accept": false, + "reason": "ColossalAI integration update and README release notes are unrelated." + }, + { + "left": "pull_request:1965", + "right": "pull_request:908", + "accept": false, + "reason": "Checkpoint merger utility vs mega inpaint pipeline routing are different changes." + }, + { + "left": "pull_request:2101", + "right": "pull_request:2734", + "accept": false, + "reason": "InstructPix2Pix docs/example update is unrelated to Habana documentation numbers." + }, + { + "left": "pull_request:2314", + "right": "pull_request:3614", + "accept": false, + "reason": "Both are test tweaks, but they address different pipelines and different expected-slice issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 176, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:2470", + "pull_request:2553", + "pull_request:2637", + "pull_request:2730", + "pull_request:2915", + "pull_request:2919", + "pull_request:3003", + "pull_request:3037", + "pull_request:3047", + "pull_request:3241", + "pull_request:3245", + "pull_request:3370", + "pull_request:3398", + "pull_request:3536", + "pull_request:3568", + "pull_request:3675", + "pull_request:3850", + "pull_request:4058", + "pull_request:4188", + "pull_request:4211", + "pull_request:4319", + "pull_request:4564", + "pull_request:4666", + "pull_request:4749", + "pull_request:4787", + "pull_request:5030", + "pull_request:5053", + "pull_request:508", + "pull_request:51", + "pull_request:5122", + "pull_request:5157", + "pull_request:5275", + "pull_request:5393", + "pull_request:5396", + "pull_request:5506", + "pull_request:5579", + "pull_request:5626", + "pull_request:564", + "pull_request:5672", + "pull_request:5699", + "pull_request:6075", + "pull_request:6163", + "pull_request:6215", + "pull_request:6305", + "pull_request:6450", + "pull_request:748", + "pull_request:7679", + "pull_request:889" + ], + "soft_pairs": [ + "pull_request:2470|pull_request:4188", + "pull_request:2553|pull_request:889", + "pull_request:2637|pull_request:3245", + "pull_request:2637|pull_request:3398", + "pull_request:2730|pull_request:3245", + "pull_request:2730|pull_request:3398", + "pull_request:2915|pull_request:5053", + "pull_request:2919|pull_request:3037", + "pull_request:3003|pull_request:4058", + "pull_request:3047|pull_request:3241", + "pull_request:3370|pull_request:3568", + "pull_request:3536|pull_request:3675", + "pull_request:3850|pull_request:5396", + "pull_request:4211|pull_request:5699", + "pull_request:4319|pull_request:4564", + "pull_request:4666|pull_request:6450", + "pull_request:4749|pull_request:5393", + "pull_request:4787|pull_request:5157", + "pull_request:5030|pull_request:6075", + "pull_request:508|pull_request:564", + "pull_request:51|pull_request:748", + "pull_request:5122|pull_request:5579", + "pull_request:5275|pull_request:6305", + "pull_request:5506|pull_request:7679", + "pull_request:5626|pull_request:6163", + "pull_request:5672|pull_request:6215" + ], + "prepared_review_unit_hash": "be0e104aea1b83f8bba80d22731d4719768a4876414610cb77e92e078f250b75", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 95513, + "estimated_input_tokens": 23879, + "estimated_eval_tokens": 48014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated small PRs (docs, tests, workflow tweaks, and a few distinct code fixes). I don\u2019t see one underlying bug/change that ties them together, so I would not merge any of the soft-edge pairs.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:2470", + "right": "pull_request:4188", + "accept": false, + "reason": "Both are SD-related maintenance, but one skips MPS tests and the other fixes SDXL ControlNet embedding caching; different code paths and different problems." + }, + { + "left": "pull_request:2553", + "right": "pull_request:889", + "accept": false, + "reason": "Both touch pipeline utilities/config behavior, but 2553 adds classifier-free guidance logic in Flax Stable Diffusion while 889 adds a components API; not the same fix." + }, + { + "left": "pull_request:2637", + "right": "pull_request:3245", + "accept": false, + "reason": "Both are docs edits, but one is an English quicktour wording fix and the other is a large Chinese docs translation/update; unrelated changes." + }, + { + "left": "pull_request:2637", + "right": "pull_request:3398", + "accept": false, + "reason": "Both are minor docs fixes, but they correct different files and different typos; no shared bug or change." + }, + { + "left": "pull_request:2730", + "right": "pull_request:3245", + "accept": false, + "reason": "One is an English training-doc grammar fix; the other is a broader translated docs update. Same area, not same underlying issue." + }, + { + "left": "pull_request:2730", + "right": "pull_request:3398", + "accept": false, + "reason": "Both are docs typos, but they fix separate pages and separate wording mistakes." + }, + { + "left": "pull_request:2915", + "right": "pull_request:5053", + "accept": false, + "reason": "One relaxes a test tolerance for textual inversion; the other changes a CLI argument shape for SDXL validation images. Different subsystems and failures." + }, + { + "left": "pull_request:2919", + "right": "pull_request:3037", + "accept": false, + "reason": "Both are test-related, but 2919 speeds up a 3D UNet test while 3037 skips an unstable MPS test in Stable UnCLIP img2img; not the same concrete issue." + }, + { + "left": "pull_request:3003", + "right": "pull_request:4058", + "accept": false, + "reason": "3003 fixes dynamic thresholding logic across schedulers; 4058 only changes SDXL documentation rendering. No overlap beyond broad SDXL/Diffusers context." + }, + { + "left": "pull_request:3047", + "right": "pull_request:3241", + "accept": false, + "reason": "3047 fixes workflow report naming, while 3241 loosens an UnCLIP attention-slicing test. Different artifact types and problems." + }, + { + "left": "pull_request:3370", + "right": "pull_request:3568", + "accept": false, + "reason": "Both are docs updates, but 3370 revises PyTorch 2.0 optimization docs and 3568 fixes broken links in basic training docs; unrelated content." + }, + { + "left": "pull_request:3536", + "right": "pull_request:3675", + "accept": false, + "reason": "3536 fixes image normalization in DeepFloyd IF super-resolution pipelines; 3675 is a test fix for UniDiffuser on V100. Different code paths and goals." + }, + { + "left": "pull_request:3850", + "right": "pull_request:5396", + "accept": false, + "reason": "3850 fixes audio diffusion test setup; 5396 fixes timezone handling in the stale bot. Completely different areas." + }, + { + "left": "pull_request:4211", + "right": "pull_request:5699", + "accept": false, + "reason": "Both touch SDXL-style pipeline docs/code, but 4211 is a docstring fix for inpainting examples and 5699 is a styling refactor across Stable UnCLIP/UnCLIP. Not the same change." + }, + { + "left": "pull_request:4319", + "right": "pull_request:4564", + "accept": false, + "reason": "4319 updates SDXL training-script licensing text; 4564 renames the ControlNet SDXL model-card repo reference. Same ecosystem, different fixes." + }, + { + "left": "pull_request:4666", + "right": "pull_request:6450", + "accept": false, + "reason": "4666 adds LoRA support for SDXL ControlNet; 6450 changes LoRA test naming/coverage around different scales. One is feature code, the other is test cleanup." + }, + { + "left": "pull_request:4749", + "right": "pull_request:5393", + "accept": false, + "reason": "4749 fixes SDXL LoRA checkpointing for text encoders; 5393 updates examples/docs to use HFApi. No shared bug." + }, + { + "left": "pull_request:4787", + "right": "pull_request:5157", + "accept": false, + "reason": "Both edit loaders.py, but 4787 tightens LoRA checkpoint file selection while 5157 corrects kohya/controlnet LoRA name conversion rules. Different conversion/loading bugs." + }, + { + "left": "pull_request:5030", + "right": "pull_request:6075", + "accept": false, + "reason": "5030 fixes model CPU offload when a component key is missing; 6075 fixes backend cache clearing in tests. Different problem domains." + }, + { + "left": "pull_request:508", + "right": "pull_request:564", + "accept": false, + "reason": "Both are Flax scheduler-related, but 508 adds/ports schedulers and 564 updates scheduler docs/behavior wording. Not the same concrete bug or code-path fix." + }, + { + "left": "pull_request:51", + "right": "pull_request:748", + "accept": false, + "reason": "51 is a packaging dependency pin fix; 748 fixes push_to_hub calls in example training scripts. Unrelated." + }, + { + "left": "pull_request:5122", + "right": "pull_request:5579", + "accept": false, + "reason": "5122 updates workflow/setup Python versions; 5579 bumps the minimum transformers version for PEFT integration. Both dependency-related, but not the same issue." + }, + { + "left": "pull_request:5275", + "right": "pull_request:6305", + "accept": false, + "reason": "5275 adds an SDXL JAX/TPU example project; 6305 adds zero-terminal-SNR support to DDPMScheduler. Feature areas do not match." + }, + { + "left": "pull_request:5506", + "right": "pull_request:7679", + "accept": false, + "reason": "5506 fixes PEFT LoRA/xformers attention scaling in model code; 7679 changes the CI install command for PEFT. One runtime bug, one workflow tweak." + }, + { + "left": "pull_request:5626", + "right": "pull_request:6163", + "accept": false, + "reason": "5626 fixes a CPU-offload test assertion; 6163 adds LoRA/xformers tests. Same test suite area, but different objectives and code paths." + }, + { + "left": "pull_request:5672", + "right": "pull_request:6215", + "accept": false, + "reason": "Both concern PixArt tests, but 5672 supports non-square images in the model code while 6215 changes PixArt VAE test initialization and expected outputs. Different underlying fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 177, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:12119", + "pull_request:12416", + "pull_request:12445", + "pull_request:13169", + "pull_request:2034", + "pull_request:2959", + "pull_request:3313", + "pull_request:3859", + "pull_request:4278", + "pull_request:5057", + "pull_request:5261", + "pull_request:5579", + "pull_request:5707", + "pull_request:5807", + "pull_request:5823", + "pull_request:6049", + "pull_request:6065", + "pull_request:6229", + "pull_request:6389", + "pull_request:6588", + "pull_request:6764", + "pull_request:6772", + "pull_request:6997", + "pull_request:7189", + "pull_request:7328", + "pull_request:7359", + "pull_request:7442", + "pull_request:7464", + "pull_request:7653", + "pull_request:7771", + "pull_request:7778", + "pull_request:7825", + "pull_request:8386", + "pull_request:8627", + "pull_request:8660", + "pull_request:8825", + "pull_request:8856", + "pull_request:9065", + "pull_request:9242", + "pull_request:9307", + "pull_request:9311", + "pull_request:9442", + "pull_request:9446", + "pull_request:9592", + "pull_request:9593", + "pull_request:9705", + "pull_request:9718" + ], + "soft_pairs": [ + "pull_request:5707|pull_request:6997", + "pull_request:6049|pull_request:7464", + "pull_request:6065|pull_request:6588", + "pull_request:6229|pull_request:7771", + "pull_request:6229|pull_request:8386", + "pull_request:6389|pull_request:7653", + "pull_request:6764|pull_request:7778", + "pull_request:6772|pull_request:8825", + "pull_request:7328|pull_request:9065", + "pull_request:7359|pull_request:7442", + "pull_request:7825|pull_request:9442", + "pull_request:8627|pull_request:9307", + "pull_request:8660|pull_request:9592", + "pull_request:8660|pull_request:9593", + "pull_request:9242|pull_request:9718", + "pull_request:9446|pull_request:9705", + "pull_request:3313|pull_request:4278", + "pull_request:12445|pull_request:13169", + "pull_request:7189|pull_request:8856", + "pull_request:12119|pull_request:12416", + "pull_request:5261|pull_request:5807", + "pull_request:8856|pull_request:9311", + "pull_request:2034|pull_request:2959", + "pull_request:3859|pull_request:5057", + "pull_request:5579|pull_request:5823" + ], + "prepared_review_unit_hash": "5ea72f00ce84105433cd80ae3a50ddb5b0e1bdcc104495795e73df1ccb0430dc", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 104319, + "estimated_input_tokens": 26080, + "estimated_eval_tokens": 52416 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly superficial title/subsystem similarity across unrelated pull requests. None of the soft-edge pairs look like the same underlying bug or mergeable code change, so I would not collapse any of them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a single PR must anchor the cluster, 3859 is the broadest/highest-activity item, but it is not actually a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "3859 is the most substantial and broadly scoped PR here, so it is the least bad representative, though the set is not a true duplicate cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5707", + "right": "pull_request:6997", + "accept": false, + "reason": "Different changes: 5707 updates LoRA weight-name handling and tests across pipelines; 6997 adds LoRA support to a specific UNet model. Shared LoRA theme only." + }, + { + "left": "pull_request:6049", + "right": "pull_request:7464", + "accept": false, + "reason": "Unrelated fixes: DemoFusion docs/pipeline cleanup vs an LDM3D community script import path fix." + }, + { + "left": "pull_request:6065", + "right": "pull_request:6588", + "accept": false, + "reason": "Docs for SDXL Turbo vs a slow-test expectation update for the SDXL k-diffusion pipeline; no shared bug." + }, + { + "left": "pull_request:6229", + "right": "pull_request:7771", + "accept": false, + "reason": "CI dependency installation vs marking a flaky ControlNet XS test. Different problems and code paths." + }, + { + "left": "pull_request:6229", + "right": "pull_request:8386", + "accept": false, + "reason": "Fast-test dependency setup is unrelated to changing model test dummy inputs/output shapes." + }, + { + "left": "pull_request:6389", + "right": "pull_request:7653", + "accept": false, + "reason": "Stable Video Diffusion type/doc fix vs a configuration-utils decorator/refactor fix; not the same issue." + }, + { + "left": "pull_request:6764", + "right": "pull_request:7778", + "accept": false, + "reason": "Docs note about saving fused LoRAs vs a new debugging workflow. No common bug/change." + }, + { + "left": "pull_request:6772", + "right": "pull_request:8825", + "accept": false, + "reason": "ControlNet-XS implementation work is unrelated to adding ControlNet/IP-Adapter support to the SDXL k-diffusion pipeline." + }, + { + "left": "pull_request:7328", + "right": "pull_request:9065", + "accept": false, + "reason": "PyPI publish workflow dependency tweak vs adding sentencepiece as a soft dependency. Different concerns." + }, + { + "left": "pull_request:7359", + "right": "pull_request:7442", + "accept": false, + "reason": "Two different research-project additions (ResAdapter training vs Differential Diffusion) with no shared code-path bug." + }, + { + "left": "pull_request:7825", + "right": "pull_request:9442", + "accept": false, + "reason": "Both mention device_map tests, but 7825 fixes model offload tests while 9442 changes CI pytest invocation for deprecated attention blocks. Not the same defect." + }, + { + "left": "pull_request:8627", + "right": "pull_request:9307", + "accept": false, + "reason": "SD3 ControlNet test-size reduction vs rotary embedding refactor in embeddings.py; unrelated." + }, + { + "left": "pull_request:8660", + "right": "pull_request:9592", + "accept": false, + "reason": "SD3 ControlNet input validation vs Flax embedding docstring refactoring. No shared underlying bug." + }, + { + "left": "pull_request:8660", + "right": "pull_request:9593", + "accept": false, + "reason": "SD3 ControlNet input validation vs unrelated docstring cleanup in hd_painter.py." + }, + { + "left": "pull_request:9242", + "right": "pull_request:9718", + "accept": false, + "reason": "XPU test-backend support vs a community prompt-scheduling callback entry. Different areas entirely." + }, + { + "left": "pull_request:9446", + "right": "pull_request:9705", + "accept": false, + "reason": "TPU/XLA training-script updates vs Flux LoRA README wording updates. Not the same change." + }, + { + "left": "pull_request:3313", + "right": "pull_request:4278", + "accept": false, + "reason": "Both touch StableDiffusionUpscalePipeline, but 3313 fixes torch.compile breakages broadly while 4278 fixes prompt=None handling in input checks. Different bugs." + }, + { + "left": "pull_request:12445", + "right": "pull_request:13169", + "accept": false, + "reason": "Flux modular alignment refactor vs PEFT LoRA format support in the loader. Same ecosystem, different problem." + }, + { + "left": "pull_request:7189", + "right": "pull_request:8856", + "accept": false, + "reason": "Both are img2img latent prep fixes, but 7189 fixes IP-Adapter embed repetition while 8856 fixes batch duplication/error handling for generator lists. Not mergeable as one bug fix." + }, + { + "left": "pull_request:12119", + "right": "pull_request:12416", + "accept": false, + "reason": "Qwen-Image-Lightning LoRA loading support vs QwenImage Edit Plus modular support. Separate model features." + }, + { + "left": "pull_request:5261", + "right": "pull_request:5807", + "accept": false, + "reason": "Callback step-index fix in schedulers vs enabling num_images_per_prompt in a community SDXL LPW script. Different code paths." + }, + { + "left": "pull_request:8856", + "right": "pull_request:9311", + "accept": false, + "reason": "Img2img batch-size error handling vs SDXL ControlNet CFG cutoff callbacks. No overlap beyond broad pipeline area." + }, + { + "left": "pull_request:2034", + "right": "pull_request:2959", + "accept": false, + "reason": "Unrelated test fixes for DiT vs UNet3D norm-group behavior." + }, + { + "left": "pull_request:3859", + "right": "pull_request:5057", + "accept": false, + "reason": "SDXL pipeline additions vs adding clip-skip support to SDXL. Related subsystem, but distinct features and change sets." + }, + { + "left": "pull_request:5579", + "right": "pull_request:5823", + "accept": false, + "reason": "Transformers min-version bump for PEFT integration vs adding adapter_names to fuse_lora. Different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 178, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10245", + "pull_request:10482", + "pull_request:11066", + "pull_request:11067", + "pull_request:11522", + "pull_request:11556", + "pull_request:11809", + "pull_request:11823", + "pull_request:11896", + "pull_request:1229", + "pull_request:12530", + "pull_request:12805", + "pull_request:12960", + "pull_request:13211", + "pull_request:13330", + "pull_request:13352", + "pull_request:13355", + "pull_request:153", + "pull_request:1901", + "pull_request:2037", + "pull_request:2295", + "pull_request:2327", + "pull_request:2339", + "pull_request:243", + "pull_request:274", + "pull_request:3189", + "pull_request:3321", + "pull_request:3707", + "pull_request:3852", + "pull_request:3859", + "pull_request:4397", + "pull_request:4695", + "pull_request:4715", + "pull_request:4749", + "pull_request:4761", + "pull_request:4887", + "pull_request:5003", + "pull_request:6099", + "pull_request:6208", + "pull_request:6225", + "pull_request:6772", + "pull_request:6965", + "pull_request:6972", + "pull_request:7158", + "pull_request:7712", + "pull_request:7720", + "pull_request:7932", + "pull_request:8282" + ], + "soft_pairs": [ + "pull_request:11067|pull_request:11522", + "pull_request:11809|pull_request:12530", + "pull_request:1229|pull_request:2339", + "pull_request:12960|pull_request:13211", + "pull_request:13330|pull_request:13355", + "pull_request:153|pull_request:2037", + "pull_request:2295|pull_request:2327", + "pull_request:4749|pull_request:6099", + "pull_request:4761|pull_request:6972", + "pull_request:4887|pull_request:6208", + "pull_request:5003|pull_request:7158", + "pull_request:6225|pull_request:7932", + "pull_request:6772|pull_request:8282", + "pull_request:7712|pull_request:7720", + "pull_request:11823|pull_request:11896", + "pull_request:4715|pull_request:6965", + "pull_request:3859|pull_request:4695", + "pull_request:10245|pull_request:11556", + "pull_request:10482|pull_request:11066", + "pull_request:12805|pull_request:13352", + "pull_request:1901|pull_request:3852", + "pull_request:243|pull_request:274", + "pull_request:3189|pull_request:4397", + "pull_request:3321|pull_request:3707" + ], + "prepared_review_unit_hash": "b769017dc59989d34a5c83fa0d9ee702e408df5575c7acce19b17d5d1feb5793", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 24, + "serialized_chars": 96439, + "estimated_input_tokens": 24110, + "estimated_eval_tokens": 48476 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All suggested soft edges are false positives: the paired PRs are mostly unrelated docs, CI, tests, or feature changes that merely share broad keywords or occasional filenames.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the cluster does not represent one underlying change, but many unrelated pull requests.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good global representative because the set spans distinct features and maintenance fixes rather than duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:11067", + "right": "pull_request:11522", + "accept": false, + "reason": "Benchmark transformers pinning vs an AudioLDM2 transformers-version compatibility fix; different subsystems and code paths." + }, + { + "left": "pull_request:11809", + "right": "pull_request:12530", + "accept": false, + "reason": "A tolerance-criteria test adjustment vs an xfail added for a different stable-cascade prior test failure." + }, + { + "left": "pull_request:1229", + "right": "pull_request:2339", + "accept": false, + "reason": "Dreambooth README wording change vs checkpointing docs/tests; same area but not the same bug or change." + }, + { + "left": "pull_request:12960", + "right": "pull_request:13211", + "accept": false, + "reason": "Flux2 FSDP detection tweak vs group-offloading bug fix in hooks; unrelated execution paths." + }, + { + "left": "pull_request:13330", + "right": "pull_request:13355", + "accept": false, + "reason": "TorchAO benchmark/test plumbing vs TorchAoConfig version-guard change; related ecosystem, different fixes." + }, + { + "left": "pull_request:153", + "right": "pull_request:2037", + "accept": false, + "reason": "Issue templates vs adding a community Stable UnCLIP pipeline; completely different content." + }, + { + "left": "pull_request:2295", + "right": "pull_request:2327", + "accept": false, + "reason": "Both touch UNet internals, but one makes transformer layers configurable while the other adds input-length validation." + }, + { + "left": "pull_request:4749", + "right": "pull_request:6099", + "accept": false, + "reason": "SDXL dreambooth LoRA checkpointing vs TextToVideoZero superclass-argument fix; different pipelines and failures." + }, + { + "left": "pull_request:4761", + "right": "pull_request:6972", + "accept": false, + "reason": "Paint-by-example encoder fix vs IP-Adapter unload test correction; different components and symptoms." + }, + { + "left": "pull_request:4887", + "right": "pull_request:6208", + "accept": false, + "reason": "Kandinsky prior_emb2emb API removal vs Stable Diffusion dtype mismatch on decode; unrelated code paths." + }, + { + "left": "pull_request:5003", + "right": "pull_request:7158", + "accept": false, + "reason": "LoRA fuse/unfuse logic fix vs LCM benchmark setup; one is model code, the other is benchmarking infra." + }, + { + "left": "pull_request:6225", + "right": "pull_request:7932", + "accept": false, + "reason": "LoRA alpha parsing fix vs LoRA test expectation updates; tests may relate to the same area but not the same underlying bug." + }, + { + "left": "pull_request:6772", + "right": "pull_request:8282", + "accept": false, + "reason": "ControlNet-XS implementation vs I2VGen-XL docs update; feature implementation and unrelated documentation." + }, + { + "left": "pull_request:7712", + "right": "pull_request:7720", + "accept": false, + "reason": "Import cleanup vs dead-code removal/f-string cleanup; small maintenance changes, not the same change." + }, + { + "left": "pull_request:11823", + "right": "pull_request:11896", + "accept": false, + "reason": "Fal Kontext LoRA conversion support vs hook disabling bug fix; both LoRA-related but different mechanisms and fixes." + }, + { + "left": "pull_request:4715", + "right": "pull_request:6965", + "accept": false, + "reason": "Renaming community scripts to run vs moving SDXL T2I Adapter LoRA tests into PEFT workflow; distinct test/packaging changes." + }, + { + "left": "pull_request:3859", + "right": "pull_request:4695", + "accept": false, + "reason": "SDXL pipeline additions vs TextToVideoZeroSDXLPipeline; both add pipelines but for different model families and functionality." + }, + { + "left": "pull_request:10245", + "right": "pull_request:11556", + "accept": false, + "reason": "PEFT adapter docs update vs regional compilation docs; both docs-only, but unrelated topics." + }, + { + "left": "pull_request:10482", + "right": "pull_request:11066", + "accept": false, + "reason": "NaN bug fix in HunyuanVideo transformer vs new HunyuanVideo-I2V model support; different change types and goals." + }, + { + "left": "pull_request:12805", + "right": "pull_request:13352", + "accept": false, + "reason": "PyPI publish workflow tweaks vs Claude review workflow checkout step; unrelated CI workflows." + }, + { + "left": "pull_request:1901", + "right": "pull_request:3852", + "accept": false, + "reason": "Removing duplicated API autodoc entries vs adding a contributor note in docs; unrelated documentation updates." + }, + { + "left": "pull_request:243", + "right": "pull_request:274", + "accept": false, + "reason": "RePaint pipeline addition vs Stable Diffusion README addition; unrelated feature vs docs." + }, + { + "left": "pull_request:3189", + "right": "pull_request:4397", + "accept": false, + "reason": "AudioLDM waveform dtype fix vs SDXL docstring default guidance change; different modules and problems." + }, + { + "left": "pull_request:3321", + "right": "pull_request:3707", + "accept": false, + "reason": "Controlling-generation docs expansion vs documentation-build workflow secrets changes; unrelated docs vs CI." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 179, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10069", + "pull_request:10119", + "pull_request:10148", + "pull_request:10187", + "pull_request:10188", + "pull_request:10630", + "pull_request:11081", + "pull_request:11130", + "pull_request:11196", + "pull_request:11231", + "pull_request:11469", + "pull_request:11869", + "pull_request:11995", + "pull_request:12226", + "pull_request:12330", + "pull_request:12534", + "pull_request:1355", + "pull_request:2727", + "pull_request:3632", + "pull_request:3795", + "pull_request:4595", + "pull_request:4869", + "pull_request:4899", + "pull_request:5057", + "pull_request:5842", + "pull_request:5880", + "pull_request:5887", + "pull_request:5922", + "pull_request:6217", + "pull_request:628", + "pull_request:6405", + "pull_request:6578", + "pull_request:6646", + "pull_request:670", + "pull_request:7034", + "pull_request:7247", + "pull_request:7919", + "pull_request:7924", + "pull_request:8229", + "pull_request:8480", + "pull_request:8496", + "pull_request:8696", + "pull_request:8702", + "pull_request:8765", + "pull_request:8856", + "pull_request:9105", + "pull_request:9736", + "pull_request:9862" + ], + "soft_pairs": [ + "pull_request:3632|pull_request:5057", + "pull_request:3795|pull_request:4869", + "pull_request:4595|pull_request:6405", + "pull_request:5842|pull_request:7924", + "pull_request:5880|pull_request:6217", + "pull_request:5922|pull_request:7924", + "pull_request:628|pull_request:670", + "pull_request:6578|pull_request:8480", + "pull_request:7034|pull_request:8765", + "pull_request:7247|pull_request:8229", + "pull_request:7919|pull_request:9736", + "pull_request:8496|pull_request:8702", + "pull_request:11081|pull_request:11130", + "pull_request:11231|pull_request:11995", + "pull_request:11869|pull_request:12534", + "pull_request:6646|pull_request:8856", + "pull_request:10630|pull_request:11469", + "pull_request:12226|pull_request:12330", + "pull_request:1355|pull_request:2727", + "pull_request:4899|pull_request:5887", + "pull_request:10187|pull_request:9862", + "pull_request:10069|pull_request:11196", + "pull_request:10119|pull_request:9105", + "pull_request:10148|pull_request:8696", + "pull_request:10188|pull_request:11196" + ], + "prepared_review_unit_hash": "532df7e39268aedf2bb5ab048fa2b7d6e0525e8205e43b5d4fad80a2eaf9956f", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 103486, + "estimated_input_tokens": 25872, + "estimated_eval_tokens": 52000 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated PRs spanning docs, new model/pipeline features, test updates, and isolated bug fixes. The apparent similarity is mostly superficial (shared subsystems or filenames), not a single underlying duplicate change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a good canonical representative because the set is heterogeneous and does not center on one bug or feature.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR; the items split across unrelated features and fixes, so any single PR would be arbitrary.", + "soft_edge_verdicts": [ + { + "left": "pull_request:3632", + "right": "pull_request:5057", + "accept": false, + "reason": "Different problems: panorama view batching vs SDXL clip-skip support." + }, + { + "left": "pull_request:3795", + "right": "pull_request:4869", + "accept": false, + "reason": "Docs overview cleanup is unrelated to combined-pipeline test coverage." + }, + { + "left": "pull_request:4595", + "right": "pull_request:6405", + "accept": false, + "reason": "A WIP conversion PR is not the same change as a doc-builder workflow tweak." + }, + { + "left": "pull_request:5842", + "right": "pull_request:7924", + "accept": false, + "reason": "PixArt 512px resolution fix vs ControlNet IP-Adapter condition handling are unrelated code paths." + }, + { + "left": "pull_request:5880", + "right": "pull_request:6217", + "accept": false, + "reason": "VAE config registration across many pipelines vs Stable Video Diffusion torch-compile fix." + }, + { + "left": "pull_request:5922", + "right": "pull_request:7924", + "accept": false, + "reason": "MultiAdapter inpainting example fix is different from SDXL ControlNet IP-Adapter kwargs handling." + }, + { + "left": "pull_request:628", + "right": "pull_request:670", + "accept": false, + "reason": "Both touch docs index, but one adds a link and the other removes one; not the same change." + }, + { + "left": "pull_request:6578", + "right": "pull_request:8480", + "accept": false, + "reason": "Docs heading fix vs HunyuanDIT ControlNet model support are unrelated." + }, + { + "left": "pull_request:7034", + "right": "pull_request:8765", + "accept": false, + "reason": "ControlNet single-file loading fix vs a docs typo in the single-file page." + }, + { + "left": "pull_request:7247", + "right": "pull_request:8229", + "accept": false, + "reason": "Config tuple/list normalization is unrelated to the Stable Video Diffusion resize fix." + }, + { + "left": "pull_request:7919", + "right": "pull_request:9736", + "accept": false, + "reason": "Offload behavior with device_map vs adding Allegro T2V support are different changes." + }, + { + "left": "pull_request:8496", + "right": "pull_request:8702", + "accept": false, + "reason": "SD3 warning-log adjustment vs an SD3 conversion script; different goals and code paths." + }, + { + "left": "pull_request:11081", + "right": "pull_request:11130", + "accept": false, + "reason": "Group-offloading record_stream support and pipeline-level quantization config are separate features." + }, + { + "left": "pull_request:11231", + "right": "pull_request:11995", + "accept": false, + "reason": "HiDream Image support vs modular Flux pipeline support are distinct model families and implementations." + }, + { + "left": "pull_request:11869", + "right": "pull_request:12534", + "accept": false, + "reason": "GGUF CUDA kernel support vs Flux NPU positional-embedding handling are unrelated fixes." + }, + { + "left": "pull_request:6646", + "right": "pull_request:8856", + "accept": false, + "reason": "SVD resolution handling vs image duplication for img2img batch errors are different bugs." + }, + { + "left": "pull_request:10630", + "right": "pull_request:11469", + "accept": false, + "reason": "Flax test-slice adjustments vs xfail markers for PyTorch-version-specific failures." + }, + { + "left": "pull_request:12226", + "right": "pull_request:12330", + "accept": false, + "reason": "A new Qwen-Image ControlNet test is unrelated to cleaning pipeline group-offloading tests." + }, + { + "left": "pull_request:1355", + "right": "pull_request:2727", + "accept": false, + "reason": "Flax img2img pipeline addition vs Flax ControlNet addition are separate features, not one duplicate change." + }, + { + "left": "pull_request:4899", + "right": "pull_request:5887", + "accept": false, + "reason": "ControlNet LoRA support and IP-Adapter support solve different adapter integration problems." + }, + { + "left": "pull_request:10187", + "right": "pull_request:9862", + "accept": false, + "reason": "LoRA no-op warning cleanup vs save_lora_adapter implementation are different LoRA code paths." + }, + { + "left": "pull_request:10069", + "right": "pull_request:11196", + "accept": false, + "reason": "Device-type validation in load_model_dict_into_meta vs removing save_model fallback in save_pretrained are unrelated." + }, + { + "left": "pull_request:10119", + "right": "pull_request:9105", + "accept": false, + "reason": "Docs for loading LoRA adapters vs a deprecation-related docs change are not the same change." + }, + { + "left": "pull_request:10148", + "right": "pull_request:8696", + "accept": false, + "reason": "Adding OmniGen support vs marking Marigold tests flaky are unrelated." + }, + { + "left": "pull_request:10188", + "right": "pull_request:11196", + "accept": false, + "reason": "Flux LoRA load-message test fix vs save_pretrained serialization behavior are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 180, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10230", + "pull_request:10358", + "pull_request:10370", + "pull_request:10506", + 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I\u2019d keep them separate and use a core bug-fix PR as the representative item.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 8691 is a clear, self-contained core library bug fix in LoRA loading, with a specific code-path change and a focused title, making it a good representative PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 8691 is the strongest canonical PR candidate among these items because it fixes a concrete runtime behavior in core code rather than only docs, tests, or tooling.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10230", + "right": "pull_request:8691", + "accept": false, + "reason": "Docs-only LoRA mixin additions versus a core LoRA loading bug fix; related theme, but not the same change or bug." + }, + { + "left": "pull_request:10358", + "right": "pull_request:10544", + "accept": false, + "reason": "Both are documentation PRs, but they cover unrelated topics: community projects listing vs ParaAttention 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"right": "pull_request:335", + "accept": false, + "reason": "Inpainting scheduler handling versus PNDM type hints; not the same bug or code-path problem." + }, + { + "left": "pull_request:1494", + "right": "pull_request:2122", + "accept": false, + "reason": "Safetensors save support and safetensors documentation are related by topic only, not the same underlying change." + }, + { + "left": "pull_request:153", + "right": "pull_request:1945", + "accept": false, + "reason": "Issue templates and UNet block tests are unrelated." + }, + { + "left": "pull_request:2009", + "right": "pull_request:274", + "accept": false, + "reason": "Textual inversion loading and a Stable Diffusion README are unrelated." + }, + { + "left": "pull_request:2009", + "right": "pull_request:3275", + "accept": false, + "reason": "Textual inversion loading versus adding upsample_size to attention blocks are different code changes." + }, + { + "left": "pull_request:2279", + "right": "pull_request:2827", + "accept": false, + "reason": "General formatting/tooling modernization and applying Ruff rules are not the same concrete fix." + }, + { + "left": "pull_request:2793", + "right": "pull_request:2928", + "accept": false, + "reason": "A docs removal about cuDNN benchmark and controlnet local dataset loading are unrelated." + }, + { + "left": "pull_request:2793", + "right": "pull_request:4887", + "accept": false, + "reason": "cuDNN benchmark docs and removing a latent input from Kandinsky prior_emb2emb are unrelated." + }, + { + "left": "pull_request:2861", + "right": "pull_request:3208", + "accept": false, + "reason": "A Stable UnCLIP test for image_embeds=None and Token Merging docs are unrelated." + }, + { + "left": "pull_request:2959", + "right": "pull_request:5053", + "accept": false, + "reason": "UNet3D norm-group test correction versus a t2i-adapter validation_image arg fix are unrelated." + }, + { + "left": "pull_request:3023", + "right": "pull_request:3127", + "accept": false, + "reason": "Attention processor changes for torch 2.0 versus a safety-checker img2img fix are different bugs and code paths." + }, + { + "left": "pull_request:3275", + "right": "pull_request:5111", + "accept": false, + "reason": "Adding upsample_size to attention blocks and adding use_karras_sigmas to schedulers are unrelated." + }, + { + "left": "pull_request:3297", + "right": "pull_request:4595", + "accept": false, + "reason": "A new retrieval-augmented diffusion project and a WIP converter pipeline are unrelated." + }, + { + "left": "pull_request:3934", + "right": "pull_request:4963", + "accept": false, + "reason": "Both are revert-related CI/pipeline changes, but they revert different behaviors in different areas." + }, + { + "left": "pull_request:3934", + "right": "pull_request:5615", + "accept": false, + "reason": "Automatic chunking revert versus SDXL adapter LoRA revert are separate changes and not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 181, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10105", + "pull_request:1269", + "pull_request:13294", + "pull_request:13365", + "pull_request:1470", + "pull_request:1966", + "pull_request:4276", + "pull_request:4596", + "pull_request:4655", + "pull_request:5038", + "pull_request:5204", + "pull_request:530", + "pull_request:5393", + "pull_request:5697", + "pull_request:5771", + "pull_request:5833", + "pull_request:5834", + "pull_request:5853", + "pull_request:594", + "pull_request:6114", + "pull_request:6237", + "pull_request:6261", + "pull_request:6426", + "pull_request:6633", + "pull_request:6752", + "pull_request:6864", + "pull_request:7044", + "pull_request:7116", + "pull_request:7153", + "pull_request:7216", + "pull_request:7247", + "pull_request:7295", + "pull_request:7339", + "pull_request:748", + "pull_request:7913", + "pull_request:8267", + "pull_request:8564", + "pull_request:8591", + "pull_request:8618", + "pull_request:8627", + "pull_request:8631", + "pull_request:8739", + "pull_request:9103", + "pull_request:9400", + "pull_request:9447", + "pull_request:9536", + "pull_request:9735" + ], + "soft_pairs": [ + "pull_request:4276|pull_request:5853", + "pull_request:4596|pull_request:6114", + "pull_request:4655|pull_request:5697", + "pull_request:530|pull_request:748", + "pull_request:5393|pull_request:7216", + "pull_request:5771|pull_request:6261", + "pull_request:5833|pull_request:7339", + "pull_request:5834|pull_request:7339", + "pull_request:6237|pull_request:6864", + "pull_request:6426|pull_request:8267", + "pull_request:6633|pull_request:7247", + "pull_request:7044|pull_request:7295", + "pull_request:7116|pull_request:7153", + "pull_request:7913|pull_request:9447", + "pull_request:8564|pull_request:8631", + "pull_request:8591|pull_request:8618", + "pull_request:8591|pull_request:8627", + "pull_request:8618|pull_request:9735", + "pull_request:8627|pull_request:9735", + "pull_request:9400|pull_request:9536", + "pull_request:1966|pull_request:594", + "pull_request:5038|pull_request:5204", + "pull_request:6752|pull_request:8739", + "pull_request:10105|pull_request:9103", + "pull_request:1269|pull_request:1470", + "pull_request:13294|pull_request:13365" + ], + "prepared_review_unit_hash": "13279d9eb754b2c27ffe37cf5a243f93d096cce25b2fdf52fa533a8735c4b73f", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, 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Unrelated fixes." + }, + { + "left": "pull_request:530", + "right": "pull_request:748", + "accept": false, + "reason": "`530` changes img2img test assertions; `748` fixes `push_to_hub` calls in training examples. Test cleanup vs training API bug." + }, + { + "left": "pull_request:5393", + "right": "pull_request:7216", + "accept": false, + "reason": "`5393` migrates examples/docs to HFApi; `7216` changes `from_single_file` signature/docs. Same ecosystem, but different changes." + }, + { + "left": "pull_request:5771", + "right": "pull_request:6261", + "accept": false, + "reason": "`5771` refactors LoRA loaders; `6261` moves Attend-and-Excite out of `stable_diffusion`. Different refactors and code paths." + }, + { + "left": "pull_request:5833", + "right": "pull_request:7339", + "accept": false, + "reason": "`5833` is PixArt documentation; `7339` fixes release workflow dependencies. No concrete overlap." + }, + { + "left": "pull_request:5834", + "right": "pull_request:7339", + "accept": false, + "reason": "`5834` fixes single-file ControlNet imports; `7339` updates release deps. Completely different subsystems." + }, + { + "left": "pull_request:6237", + "right": "pull_request:6864", + "accept": false, + "reason": "Both are docs, but one explains batched seeds and the other `torch.compile` with LoRA. Distinct guidance, not a duplicate change." + }, + { + "left": "pull_request:6426", + "right": "pull_request:8267", + "accept": false, + "reason": "Both mention deprecations, but `6426` removes deprecated LoRA backend handling while `8267` adjusts `resume_download` behavior. Different deprecation paths." + }, + { + "left": "pull_request:6633", + "right": "pull_request:7247", + "accept": false, + "reason": "`6633` lets `convert_from_ckpt.py` read a local YAML config; `7247` changes single-file config checking tests/config shapes. Related area, but not the same fix." + }, + { + "left": "pull_request:7044", + "right": "pull_request:7295", + "accept": false, + "reason": "`7044` re-adds UNet refactor helpers; `7295` cleans a single-file UNet loader docstring. Not the same code-path problem." + }, + { + "left": "pull_request:7116", + "right": "pull_request:7153", + "accept": false, + "reason": "`7116` switches workflows to `uv`; `7153` corrects documentation workflow path filters. Separate CI changes." + }, + { + "left": "pull_request:7913", + "right": "pull_request:9447", + "accept": false, + "reason": "`7913` adds custom timesteps/sigmas to SDXL ControlNet; `9447` changes pipeline save sharding defaults. Different features and failure modes." + }, + { + "left": "pull_request:8564", + "right": "pull_request:8631", + "accept": false, + "reason": "`8564` adds SD3 T5 token-limit training support; `8631` fixes `from_single_file` for T5 checkpoints. Same model family, but not the same underlying issue." + }, + { + "left": "pull_request:8591", + "right": "pull_request:8618", + "accept": false, + "reason": "`8591` refactors SD3 density/weighting utilities in training; `8618` adds `shift_factor` to the tiny autoencoder. Different code paths." + }, + { + "left": "pull_request:8591", + "right": "pull_request:8627", + "accept": false, + "reason": "`8591` is SD3 training-loss math; `8627` adds SD3 ControlNet model/pipeline/docs. Broadly related to SD3, but not one change." + }, + { + "left": "pull_request:8618", + "right": "pull_request:9735", + "accept": false, + "reason": "`8618` changes the tiny autoencoder's `shift_factor`; `9735` updates an SD3 ControlNet example and training script imports. Unrelated." + }, + { + "left": "pull_request:8627", + "right": "pull_request:9735", + "accept": false, + "reason": "`8627` introduces SD3 ControlNet model/pipeline files; `9735` updates the SD3 ControlNet example. Example update is not the same as the implementation PR." + }, + { + "left": "pull_request:9400", + "right": "pull_request:9536", + "accept": false, + "reason": "`9400` makes single-file pipeline tests device-agnostic; `9536` fixes a tokenizer padding-side argument. Different bug fixes." + }, + { + "left": "pull_request:1966", + "right": "pull_request:594", + "accept": false, + "reason": "`1966` adds Flax inpainting; `594` fixes Flax UNet/DDIM embeddings/scheduler behavior. Both Flax, but not the same concrete change." + }, + { + "left": "pull_request:5038", + "right": "pull_request:5204", + "accept": false, + "reason": "Both touch LoRA-related logic, but `5038` makes optional args explicit in `transformer_2d.py` while `5204` fixes text-encoder LoRA scaling across pipelines. Not mergeable as one PR." + }, + { + "left": "pull_request:6752", + "right": "pull_request:8739", + "accept": false, + "reason": "`6752` adds PromptDiffusion community support; `8739` adds ConsistencyTTA community support. Different community pipelines." + }, + { + "left": "pull_request:10105", + "right": "pull_request:9103", + "accept": false, + "reason": "`10105` fixes a broken README link; `9103` fixes distributed LR scheduler math. Documentation vs training logic." + }, + { + "left": "pull_request:1269", + "right": "pull_request:1470", + "accept": false, + "reason": "`1269` is a stable diffusion refactor; `1470` makes DreamBooth compatible with Alt Diffusion. Different feature work." + }, + { + "left": "pull_request:13294", + "right": "pull_request:13365", + "accept": false, + "reason": "`13294` addresses flaky WanVACE LoRA tests; `13365` updates the Claude review workflow for forks. Test stabilization vs CI permissions/workflow." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 182, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10042", + "pull_request:10114", + "pull_request:10115", + "pull_request:10132", + "pull_request:10148", + "pull_request:10245", + "pull_request:10299", + "pull_request:10312", + "pull_request:10318", + "pull_request:10322", + "pull_request:10326", + "pull_request:10420", + "pull_request:10430", + "pull_request:10837", + "pull_request:10894", + "pull_request:11080", + "pull_request:11319", + "pull_request:11366", + "pull_request:11428", + "pull_request:11639", + "pull_request:11997", + "pull_request:12024", + "pull_request:12909", + "pull_request:2954", + "pull_request:3125", + "pull_request:4365", + "pull_request:4749", + "pull_request:4780", + "pull_request:4793", + "pull_request:4862", + "pull_request:5038", + "pull_request:5085", + "pull_request:5202", + "pull_request:5697", + "pull_request:5823", + "pull_request:6237", + "pull_request:6929", + "pull_request:7096", + "pull_request:7906", + "pull_request:8618", + "pull_request:8684", + "pull_request:8685", + "pull_request:8985", + "pull_request:9015", + "pull_request:9107", + "pull_request:9769", + "pull_request:9832", + "pull_request:9934" + ], + "soft_pairs": [ + "pull_request:4365|pull_request:4749", + "pull_request:4793|pull_request:4862", + "pull_request:5085|pull_request:5697", + "pull_request:6237|pull_request:6929", + "pull_request:2954|pull_request:3125", + "pull_request:5038|pull_request:5823", + "pull_request:7096|pull_request:7906", + "pull_request:4780|pull_request:5202", + "pull_request:10837|pull_request:11428", + "pull_request:11639|pull_request:11997", + "pull_request:12024|pull_request:12909", + "pull_request:10042|pull_request:9832", + "pull_request:10114|pull_request:10894", + "pull_request:10115|pull_request:9107", + "pull_request:10132|pull_request:11366", + "pull_request:10148|pull_request:11319", + "pull_request:10148|pull_request:8618", + "pull_request:10245|pull_request:8685", + "pull_request:10299|pull_request:9934", + "pull_request:10312|pull_request:11080", + "pull_request:10318|pull_request:11319", + "pull_request:10322|pull_request:8985", + "pull_request:10326|pull_request:8684", + "pull_request:10420|pull_request:9015", + "pull_request:10430|pull_request:9769" + ], + "prepared_review_unit_hash": "71e87d45913213156fb444684bb2e070ca57a4067f7c587bcc9ca0f578c0c40f", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 97120, + "estimated_input_tokens": 24280, + "estimated_eval_tokens": 48816 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is an overbroad mix of unrelated PRs: CI/workflow cleanups, docs-only updates, feature additions (Mochi, OmniGen, Hunyuan, Wan, etc.), and a few small bugfixes. The soft-edge candidates mostly share broad subsystems or filenames but not the same concrete change, so none should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR cleanly represents the whole cluster; the items span many unrelated changes and the apparent similarities are mostly superficial subsystem overlap.", + "best_issue_reason": null, + "best_pr_reason": "If a representative PR must be chosen, pull_request:9769 (Mochi T2V) is the strongest candidate because it is a substantial, self-contained feature PR with clear scope and broad content, unlike the many small docs/CI edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:4365", + "right": "pull_request:4749", + "accept": false, + "reason": "Both are SDXL/PEFT-related docs or example updates, but they fix different workflows: one adds SDXL training support, the other fixes LoRA checkpoint loading. Shared test file alone is not enough." + }, + { + "left": "pull_request:4793", + "right": "pull_request:4862", + "accept": false, + "reason": "Both touch pipeline internals, but one fixes auto_pipeline config forwarding while the other fixes ControlNet img2img dimension handling. Different code paths and bugs." + }, + { + "left": "pull_request:5085", + "right": "pull_request:5697", + "accept": false, + "reason": "Both involve LoRA/offloading behavior, but the concrete fixes differ: incompatible LoRA checkpoint offloading vs xformers-enabled LoRA scaling in attention. Not the same bug." + }, + { + "left": "pull_request:6237", + "right": "pull_request:6929", + "accept": false, + "reason": "Both are docs-focused, but one is batched seed guidance and the other is community pipeline loading docs. No shared underlying change." + }, + { + "left": "pull_request:2954", + "right": "pull_request:3125", + "accept": false, + "reason": "Both are multi-control/video-generation related examples, but one adds TextToVideoZero and the other extends StableDiffusionControlNetInpaint. Different pipelines and functionality." + }, + { + "left": "pull_request:5038", + "right": "pull_request:5823", + "accept": false, + "reason": "Both concern LoRA API ergonomics, but one makes optional args explicit in Transformer2DModel while the other adds adapter_names to fuse_lora. Different change requests." + }, + { + "left": "pull_request:7096", + "right": "pull_request:7906", + "accept": false, + "reason": "Both are training-script/example additions, but ControlNet training enhancements and GLIGEN training are unrelated features." + }, + { + "left": "pull_request:4780", + "right": "pull_request:5202", + "accept": false, + "reason": "Both relate to PEFT/LoRA support, but 4780 is broad PEFT integration work while 5202 only adds Kohya state-dict key mapping. Not mergeable as one PR." + }, + { + "left": "pull_request:10837", + "right": "pull_request:11428", + "accept": false, + "reason": "Both are HunyuanVideo-related, but one adds SkyReels Hunyuan T2V/I2V while the other adds Hunyuan Video Framepack. They target different model variants and code paths." + }, + { + "left": "pull_request:11639", + "right": "pull_request:11997", + "accept": false, + "reason": "Both touch Wan video pipelines, but one standardizes VAE sampling in a specific video-to-video pipeline while the other adds modular Wan I2V/FLF2V blocks. Different scope and implementation." + }, + { + "left": "pull_request:12024", + "right": "pull_request:12909", + "accept": false, + "reason": "Both edit transformer_wan.py, but one is a wan2.2 follow-up across pipeline/tests and the other fixes context parallel behavior in Wan 2.1/animate attention. Not the same concrete bug." + }, + { + "left": "pull_request:10042", + "right": "pull_request:9832", + "accept": false, + "reason": "One merges a PEFT PR workflow into the main PR workflow, the other adds nightly quantization CI. Both are CI-related only at a very broad level." + }, + { + "left": "pull_request:10114", + "right": "pull_request:10894", + "accept": false, + "reason": "One is a stable_audio formatting fix, the other is a docs toctree sorting change. No shared underlying issue." + }, + { + "left": "pull_request:10115", + "right": "pull_request:9107", + "accept": false, + "reason": "Flux rotary embedding fix vs SD3 LoRA loading-hook fix: different models, different bugs, no common code path." + }, + { + "left": "pull_request:10132", + "right": "pull_request:11366", + "accept": false, + "reason": "Tokenizers backend update for PEFT tests vs Hidream transformer output-shape fix. Unrelated changes." + }, + { + "left": "pull_request:10148", + "right": "pull_request:11319", + "accept": false, + "reason": "OmniGen feature addition and community-project docs entry are unrelated; one adds code and tests, the other is just documentation." + }, + { + "left": "pull_request:10148", + "right": "pull_request:8618", + "accept": false, + "reason": "OmniGen addition vs SD3 tiny autoencoder shift_factor change are distinct features in different subsystems." + }, + { + "left": "pull_request:10245", + "right": "pull_request:8685", + "accept": false, + "reason": "PEFT docs wording update and float8 note in SD3 docs are unrelated documentation fixes." + }, + { + "left": "pull_request:10299", + "right": "pull_request:9934", + "accept": false, + "reason": "Both are docs changes mentioning model usage, but one updates a GGUF example and the other expands Mochi documentation. Different topics." + }, + { + "left": "pull_request:10312", + "right": "pull_request:11080", + "accept": false, + "reason": "Attention.head_to_batch_dim bugfix and Kandinsky image resizing bugfix are separate code issues in different modules." + }, + { + "left": "pull_request:10318", + "right": "pull_request:11319", + "accept": false, + "reason": "Flux LoRA integration tests and community-project docs have no shared underlying bug or feature." + }, + { + "left": "pull_request:10322", + "right": "pull_request:8985", + "accept": false, + "reason": "Sana 2K converter support and Lumina test-size reduction are unrelated changes; one is a converter update, the other is test simplification." + }, + { + "left": "pull_request:10326", + "right": "pull_request:8684", + "accept": false, + "reason": "MPS workflow quoting fix and Pillow import docs fix are unrelated housekeeping edits." + }, + { + "left": "pull_request:10420", + "right": "pull_request:9015", + "accept": false, + "reason": "LTX checkpoint-id docs fix and PIA example fix are different pipeline docs updates, not the same change." + }, + { + "left": "pull_request:10430", + "right": "pull_request:9769", + "accept": false, + "reason": "TeaCache core infrastructure work and Mochi feature integration are different large changes; sharing broad modeling infrastructure does not make them duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 183, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10585", + "pull_request:10648", + "pull_request:10784", + "pull_request:10810", + "pull_request:10819", + "pull_request:10834", + "pull_request:10837", + "pull_request:10885", + "pull_request:11066", + "pull_request:11067", + "pull_request:11243", + "pull_request:11290", + "pull_request:11366", + "pull_request:11537", + "pull_request:11564", + "pull_request:11583", + "pull_request:11647", + "pull_request:11722", + "pull_request:11778", + "pull_request:1194", + "pull_request:12018", + "pull_request:12062", + "pull_request:12134", + "pull_request:12142", + "pull_request:12143", + "pull_request:12231", + "pull_request:12233", + "pull_request:1229", + "pull_request:12330", + "pull_request:12360", + "pull_request:12391", + "pull_request:12420", + "pull_request:12434", + "pull_request:12450", + "pull_request:12551", + "pull_request:12705", + "pull_request:12797", + "pull_request:13022", + "pull_request:13164", + "pull_request:13218", + "pull_request:13454", + "pull_request:2983", + "pull_request:3172", + "pull_request:45", + "pull_request:9687", + "pull_request:9735", + "pull_request:9765", + "pull_request:9807" + ], + "soft_pairs": [ + "pull_request:10585|pull_request:10784", + "pull_request:10648|pull_request:11647", + "pull_request:10784|pull_request:11778", + "pull_request:10784|pull_request:9765", + "pull_request:10810|pull_request:9807", + "pull_request:10819|pull_request:11564", + "pull_request:10834|pull_request:11537", + "pull_request:10837|pull_request:11066", + "pull_request:10885|pull_request:11647", + "pull_request:11067|pull_request:12062", + "pull_request:11243|pull_request:9687", + "pull_request:11290|pull_request:12420", + "pull_request:11366|pull_request:9735", + "pull_request:11583|pull_request:12134", + "pull_request:11722|pull_request:12233", + "pull_request:1194|pull_request:3172", + "pull_request:1194|pull_request:45", + "pull_request:12018|pull_request:12391", + "pull_request:12018|pull_request:12797", + "pull_request:12142|pull_request:13022", + "pull_request:12143|pull_request:13022", + "pull_request:12231|pull_request:12705", + "pull_request:1229|pull_request:2983", + "pull_request:12330|pull_request:13218", + "pull_request:12360|pull_request:12434", + "pull_request:12450|pull_request:13164", + "pull_request:12551|pull_request:13454" + ], + "prepared_review_unit_hash": "5d480f210f2d16841c23e5bcdadfb097a305bfb125af8745708da49a30256b2b", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 95884, + "estimated_input_tokens": 23971, + "estimated_eval_tokens": 48198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous PRs across docs, CI, model support, and small bugfixes. I only found one true duplicate-style pair: the two Wan VACE bf16/fp16 fixes (12142/12143), which target the same mask casting bug in the same code path.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for the whole cluster; most items are unrelated. If one representative is needed, 12143 is the strongest because it fixes the same Wan VACE dtype bug as 12142 and also adds test coverage.", + "best_issue_reason": null, + "best_pr_reason": "12143 is the best representative of the only real duplicate pair: it fixes the Wan VACE mask-casting bug in `pipeline_wan_vace.py` and includes the test adjustment, making it the more complete change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10585", + "right": "pull_request:10784", + "accept": false, + "reason": "Different components and bugs: Mochi VAE annotation vs Lumina2 input validation." + }, + { + "left": "pull_request:10648", + "right": "pull_request:11647", + "accept": false, + "reason": "Unrelated changes: DDPM docs for sigmoid beta schedule vs adding Finegrained FP8 quantization." + }, + { + "left": "pull_request:10784", + "right": "pull_request:11778", + "accept": false, + "reason": "Both touch pipeline validation/padding, but they fix different pipelines and different bugs." + }, + { + "left": "pull_request:10784", + "right": "pull_request:9765", + "accept": false, + "reason": "Lumina2 input validation vs SD3 docstring typo; not the same underlying change." + }, + { + "left": "pull_request:10810", + "right": "pull_request:9807", + "accept": false, + "reason": "Both involve LoRA support, but one is Flux conversion logic and the other is AutoencoderKL adapter support." + }, + { + "left": "pull_request:10819", + "right": "pull_request:11564", + "accept": false, + "reason": "Docs entry addition vs adding prodigy deps; no shared bug or change." + }, + { + "left": "pull_request:10834", + "right": "pull_request:11537", + "accept": false, + "reason": "GGUF parameter check bugfix vs torch.compile test addition; different code paths." + }, + { + "left": "pull_request:10837", + "right": "pull_request:11066", + "accept": false, + "reason": "Both are Hunyuan-related, but they introduce different model/pipeline updates and are not the same fix." + }, + { + "left": "pull_request:10885", + "right": "pull_request:11647", + "accept": false, + "reason": "CogVideoX scheduler docs vs Finegrained FP8 quantization; unrelated." + }, + { + "left": "pull_request:11067", + "right": "pull_request:12062", + "accept": false, + "reason": "Both are CI-related, but one pins a benchmark dependency and the other enables all GPUs; different changes." + }, + { + "left": "pull_request:11243", + "right": "pull_request:9687", + "accept": false, + "reason": "Musubi Wan LoRA support vs Xlabs ControlNet support; different features and code paths." + }, + { + "left": "pull_request:11290", + "right": "pull_request:12420", + "accept": false, + "reason": "Docker version unpinning vs conditional torch.distributed import; unrelated." + }, + { + "left": "pull_request:11366", + "right": "pull_request:9735", + "accept": false, + "reason": "Hidream transformer output shape change vs SD3 ControlNet example update; different areas." + }, + { + "left": "pull_request:11583", + "right": "pull_request:12134", + "accept": false, + "reason": "Both are docs cleanup, but one removes a tutorial and the other refreshes a different stable diffusion doc." + }, + { + "left": "pull_request:11722", + "right": "pull_request:12233", + "accept": false, + "reason": "Different documentation fixes: a misleading comment in a script vs a title/link text update." + }, + { + "left": "pull_request:1194", + "right": "pull_request:3172", + "accept": false, + "reason": "Doc-builder workflow setup vs reproducibility docs; unrelated." + }, + { + "left": "pull_request:1194", + "right": "pull_request:45", + "accept": false, + "reason": "Both touch documentation workflows, but they address different workflow revisions and broad docs plumbing changes." + }, + { + "left": "pull_request:12018", + "right": "pull_request:12391", + "accept": false, + "reason": "Minor link/text fix in quantization overview vs a large quantization docs reorganization; not the same change." + }, + { + "left": "pull_request:12018", + "right": "pull_request:12797", + "accept": false, + "reason": "Quantization link fix vs Kandinsky docs edits; unrelated." + }, + { + "left": "pull_request:12142", + "right": "pull_request:13022", + "accept": false, + "reason": "Wan VACE dtype bugfix vs Dockerfile compatibility changes; no shared issue." + }, + { + "left": "pull_request:12143", + "right": "pull_request:13022", + "accept": false, + "reason": "Wan VACE dtype bugfix vs Dockerfile compatibility changes; unrelated." + }, + { + "left": "pull_request:12231", + "right": "pull_request:12705", + "accept": false, + "reason": "General typo fix in example docs vs a broader typo cleanup across many files; similar category but not the same underlying change." + }, + { + "left": "pull_request:1229", + "right": "pull_request:2983", + "accept": false, + "reason": "Dreambooth README wording change vs CONTRIBUTING guidance on test deps; unrelated docs." + }, + { + "left": "pull_request:12330", + "right": "pull_request:13218", + "accept": false, + "reason": "Pipeline test cleanup vs Helios-specific skipped test; different test issues." + }, + { + "left": "pull_request:12360", + "right": "pull_request:12434", + "accept": false, + "reason": "Chroma doc rewrite vs text-to-image PEFT version bump; unrelated." + }, + { + "left": "pull_request:12450", + "right": "pull_request:13164", + "accept": false, + "reason": "Both revise CI installs, but they target different workflows and different dependency cleanup goals." + }, + { + "left": "pull_request:12551", + "right": "pull_request:13454", + "accept": false, + "reason": "Different flaky-test mitigations for different models/issues: Sana layerwise casting vs CLIP-related xfails." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 184, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:12551", + "pull_request:12631", + "pull_request:12644", + "pull_request:12675", + "pull_request:12686", + "pull_request:12856", + "pull_request:1292", + "pull_request:13076", + "pull_request:13562", + "pull_request:13567", + "pull_request:1397", + "pull_request:1423", + "pull_request:1437", + "pull_request:1508", + "pull_request:1697", + "pull_request:1765", + "pull_request:1788", + "pull_request:1850", + "pull_request:1903", + "pull_request:1951", + "pull_request:2009", + "pull_request:2103", + "pull_request:2129", + "pull_request:2183", + "pull_request:2257", + "pull_request:2330", + "pull_request:2349", + "pull_request:2365", + "pull_request:2384", + "pull_request:2405", + "pull_request:2959", + "pull_request:3006", + "pull_request:3201", + "pull_request:3226", + "pull_request:326", + "pull_request:3265", + "pull_request:3331", + "pull_request:3561", + "pull_request:3716", + "pull_request:396", + "pull_request:416", + "pull_request:533", + "pull_request:564", + "pull_request:570", + "pull_request:748", + "pull_request:806", + "pull_request:840" + ], + "soft_pairs": [ + "pull_request:12551|pull_request:13562", + "pull_request:12631|pull_request:13076", + "pull_request:12644|pull_request:12675", + "pull_request:12686|pull_request:12856", + "pull_request:12686|pull_request:13567", + "pull_request:1292|pull_request:2405", + "pull_request:1397|pull_request:1423", + "pull_request:1437|pull_request:3331", + "pull_request:1508|pull_request:3561", + "pull_request:1508|pull_request:748", + "pull_request:1697|pull_request:1951", + "pull_request:1765|pull_request:564", + "pull_request:1788|pull_request:570", + "pull_request:1850|pull_request:2959", + "pull_request:1903|pull_request:3006", + "pull_request:2009|pull_request:2183", + "pull_request:2103|pull_request:806", + "pull_request:2129|pull_request:3716", + "pull_request:2257|pull_request:840", + "pull_request:2330|pull_request:3226", + "pull_request:2349|pull_request:396", + "pull_request:2349|pull_request:416", + "pull_request:2365|pull_request:326", + "pull_request:2384|pull_request:3201", + "pull_request:2384|pull_request:3265", + "pull_request:2384|pull_request:533" + ], + "prepared_review_unit_hash": "055827450ef5dbf10a71773d02ad555da96e2962704cf869572adf60e91b2a53", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 101815, + "estimated_input_tokens": 25454, + "estimated_eval_tokens": 51164 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: it mixes unrelated docs-only edits, CI tweaks, model/pipeline feature work, and scheduler fixes. 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both docs, but unrelated components." + }, + { + "left": "pull_request:5242", + "right": "pull_request:6775", + "accept": false, + "reason": "AutoencoderKL decode docstring vs DDPM scheduler parameter docs; unrelated documentation updates." + }, + { + "left": "pull_request:5456", + "right": "pull_request:6192", + "accept": false, + "reason": "New RealFill example project vs adding unload_ip_adapter; separate features in different areas." + }, + { + "left": "pull_request:5456", + "right": "pull_request:6656", + "accept": false, + "reason": "RealFill example project vs textual inversion unload API; unrelated functionality." + }, + { + "left": "pull_request:5456", + "right": "pull_request:7634", + "accept": false, + "reason": "RealFill example project vs high-res-fix UNet/pipeline addition; different features." + }, + { + "left": "pull_request:5552", + "right": "pull_request:6085", + "accept": false, + "reason": "FreeU disable-method fix vs scheduler add_noise bugfix; different code paths." + }, + { + "left": "pull_request:5698", + "right": "pull_request:5707", + "accept": false, + "reason": "The former fixes an LCM img2img pipeline bug; the latter only adds tests across pipelines." + }, + { + "left": "pull_request:5707", + "right": "pull_request:5822", + "accept": false, + "reason": "LCM test expansion vs adding LCM support in ControlNet/Adapter pipelines; tests are not the same as the implementation bugfix." + }, + { + "left": "pull_request:5707", + "right": "pull_request:5895", + "accept": false, + "reason": "LCM tests vs the large Stable Video Diffusion feature addition; unrelated." + }, + { + "left": "pull_request:5771", + "right": "pull_request:7410", + "accept": false, + "reason": "Loader refactor vs FreeInit behavior fix; unrelated areas and problems." + }, + { + "left": "pull_request:5895", + "right": "pull_request:6053", + "accept": false, + "reason": "SVD feature addition vs logging step loss in a training script; unrelated." + }, + { + "left": "pull_request:5982", + "right": "pull_request:6053", + "accept": false, + "reason": "SDXL Turbo docs vs training-loss logging; different artifacts and purposes." + }, + { + "left": "pull_request:5982", + "right": "pull_request:6643", + "accept": false, + "reason": "Both touch docs/toctree, but one is SDXL Turbo docs and the other is UViT2D docs; not the same change." + }, + { + "left": "pull_request:5988", + "right": "pull_request:7319", + "accept": false, + "reason": "Kandinsky 3 docs vs EDM scheduler docs; unrelated documentation additions." + }, + { + "left": "pull_request:6002", + "right": "pull_request:8230", + "accept": false, + "reason": "Stable Video Diffusion guidance-scale logic fix vs CPU offloading usage docs; different bug domains." + }, + { + "left": "pull_request:6119", + "right": "pull_request:8425", + "accept": false, + "reason": "LoRA fp16 gradient fix vs a workflow-name rename; unrelated." + }, + { + "left": "pull_request:6205", + "right": "pull_request:7827", + "accept": false, + "reason": "T2I-Adapter blog URL correction vs a ControlNet docstring CPU-offload tweak; unrelated docs." + }, + { + "left": "pull_request:6215", + "right": "pull_request:7941", + "accept": false, + "reason": "PixArt test initialization fix vs marking a single-file test class slow; not the same bug." + }, + { + "left": "pull_request:6215", + "right": "pull_request:8303", + "accept": false, + "reason": "PixArt test changes vs a philosophy.md typo fix; 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All soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR cleanly represents a duplicate cluster here; the items span unrelated changes across many areas, so there is no safe canonical PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:6997", + "right": "pull_request:7206", + "accept": false, + "reason": "Different work: UNetSpatioTemporalConditionModel LoRA support versus adding training tags across many example scripts." + }, + { + "left": "pull_request:7077", + "right": "pull_request:7124", + "accept": false, + "reason": "Unrelated fixes: attention head reshaping for IPAdapterAttnProcessor versus an SDXL DreamBooth kwarg rename." + }, + { + "left": "pull_request:7103", + "right": "pull_request:9247", + "accept": false, + "reason": "Both touch control/model-loading code, but one fixes ControlNet image validation while the other fixes variant folder detection in pipeline loading." + }, + { + "left": "pull_request:7153", + "right": "pull_request:7662", + "accept": false, + "reason": "Both are CI-related workflow edits, but one fixes documentation path filters and the other removes redundant flax test package installs." + }, + { + "left": "pull_request:7166", + "right": "pull_request:9247", + "accept": false, + "reason": "Different problems: SDXL LoRA loading bug versus model variant identification in pipeline loading utils." + }, + { + "left": "pull_request:7181", + "right": "pull_request:7653", + "accept": false, + "reason": "Both are typo/cleanup style changes, but they affect unrelated docs and config logic; not the same underlying bug." + }, + { + "left": "pull_request:7638", + "right": "pull_request:7893", + "accept": false, + "reason": "Both touch project setup/packaging, but one fixes a CONTRIBUTING link while the other upgrades Dockerfiles to Python 3.10." + }, + { + "left": "pull_request:7652", + "right": "pull_request:8627", + "accept": false, + "reason": "Docker buildx setup versus SD3 controlnet fast-test reduction; entirely different concerns." + }, + { + "left": "pull_request:7913", + "right": "pull_request:8467", + "accept": false, + "reason": "One adds custom sigmas/timesteps to ControlNet SDXL; the other fixes SEGA pipeline device usage. Different pipelines and code paths." + }, + { + "left": "pull_request:7919", + "right": "pull_request:8722", + "accept": false, + "reason": "Offload-behavior fix versus a large embeddings refactor; the latter is a broad structural change, not the same bug." + }, + { + "left": "pull_request:7938", + "right": "pull_request:8386", + "accept": false, + "reason": "Docker status reporting workflow versus test-shape-property refactors; unrelated maintenance changes." + }, + { + "left": "pull_request:8272", + "right": "pull_request:8322", + "accept": false, + "reason": "Both are typo/errata style edits, but they target different files and broadly different documentation/scheduler text." + }, + { + "left": "pull_request:8322", + "right": "pull_request:9100", + "accept": false, + "reason": "General errata across docs/examples versus a single typo fix in an SDXL LoRA script; not the same change." + }, + { + "left": "pull_request:8522", + "right": "pull_request:9721", + "accept": false, + "reason": "One pins transformers in setup.py; the other pins torch versions in Dockerfiles. Similar packaging theme, different dependency and execution contexts." + }, + { + "left": "pull_request:8591", + "right": "pull_request:8702", + "accept": false, + "reason": "SD3 training density/weighting refactor versus adding an SD3 conversion script; related ecosystem, but not the same bug or change." + }, + { + "left": "pull_request:8702", + "right": "pull_request:9735", + "accept": false, + "reason": "Conversion script addition versus updating SD3 controlnet example/training script; different artifacts and purposes." + }, + { + "left": "pull_request:9408", + "right": "pull_request:9620", + "accept": false, + "reason": "Both are ControlNet feature work, but one adds Flux ControlNet img2img/inpaint pipelines while the other adds interrupt support across ControlNet pipelines." + }, + { + "left": "pull_request:11639", + "right": "pull_request:12611", + "accept": false, + "reason": "WanVideoToVideo latent sampling fix versus a large modular WAN/guiders integration PR; same broad domain but not the same concrete bug." + }, + { + "left": "pull_request:5807", + "right": "pull_request:6316", + "accept": false, + "reason": "LPW SDXL prompt embedding duplication fix versus moving ControlNetXS into the community folder; unrelated changes." + }, + { + "left": "pull_request:12551", + "right": "pull_request:13055", + "accept": false, + "reason": "Both involve WAN/CI/testing, but one skips Sana layerwise casting tests in CI while the other fixes WAN 2.2 patch-size handling when a transformer is missing." + }, + { + "left": "pull_request:3770", + "right": "pull_request:4498", + "accept": false, + "reason": "Control guidance start/stop support versus an SDXL reference-adain community example; different features and code paths." + }, + { + "left": "pull_request:10837", + "right": "pull_request:11534", + "accept": false, + "reason": "Both touch Hunyuan Video docs, but one adds SkyReels Hunyuan T2V/I2V support and the other adds Framepack documentation and pipeline support." + }, + { + "left": "pull_request:10324", + "right": "pull_request:10325", + "accept": false, + "reason": "A Kandinsky pipeline API fix and an EMA test fix are completely unrelated despite both being small bugfix PRs." + }, + { + "left": "pull_request:11475", + "right": "pull_request:11975", + "accept": false, + "reason": "WAN recompilation fix versus a style-only training-script correction; different intent and code paths." + }, + { + "left": "pull_request:12519", + "right": "pull_request:13365", + "accept": false, + "reason": "Both modify GitHub workflows, but one fixes toctree sorting while the other changes Claude review fork support; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 188, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10132", + "pull_request:10200", + "pull_request:1038", + "pull_request:10494", + "pull_request:10597", + "pull_request:10633", + "pull_request:1147", + "pull_request:11504", + "pull_request:11613", + "pull_request:11728", + "pull_request:12363", + "pull_request:12425", + "pull_request:1269", + "pull_request:12973", + "pull_request:13029", + "pull_request:13150", + "pull_request:13332", + "pull_request:13365", + "pull_request:1508", + "pull_request:1582", + "pull_request:1583", + "pull_request:1910", + "pull_request:1926", + "pull_request:2345", + "pull_request:241", + "pull_request:3275", + "pull_request:3297", + "pull_request:3797", + "pull_request:402", + "pull_request:4262", + "pull_request:4370", + "pull_request:453", + "pull_request:4819", + "pull_request:4944", + "pull_request:5033", + "pull_request:51", + "pull_request:5331", + "pull_request:538", + "pull_request:570", + "pull_request:5713", + "pull_request:5813", + "pull_request:6237", + "pull_request:630", + "pull_request:6893", + "pull_request:7410", + "pull_request:826", + "pull_request:9269" + ], + "soft_pairs": [ + "pull_request:3797|pull_request:4370", + "pull_request:4262|pull_request:5331", + "pull_request:570|pull_request:826", + "pull_request:5813|pull_request:6237", + "pull_request:6893|pull_request:7410", + "pull_request:4819|pull_request:5033", + "pull_request:4944|pull_request:5713", + "pull_request:10132|pull_request:10494", + "pull_request:10200|pull_request:9269", + "pull_request:1038|pull_request:51", + "pull_request:10597|pull_request:10633", + "pull_request:1147|pull_request:630", + "pull_request:11504|pull_request:11728", + "pull_request:11613|pull_request:12425", + "pull_request:12363|pull_request:13029", + "pull_request:1269|pull_request:3297", + "pull_request:12973|pull_request:13365", + "pull_request:13150|pull_request:13332", + "pull_request:1508|pull_request:453", + "pull_request:1582|pull_request:538", + "pull_request:1583|pull_request:538", + "pull_request:1910|pull_request:402", + "pull_request:1926|pull_request:241", + "pull_request:2345|pull_request:3275" + ], + "prepared_review_unit_hash": "735d78f4c16f6a4362db43eb853fa56a8e42e99cae65b0c043b074e938bed7e9", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 98189, + "estimated_input_tokens": 24548, + "estimated_eval_tokens": 49352 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated PRs with a few broad-theme overlaps. The only strong duplicate-like pair is the IP-Adapter work (4944/5713); the rest overlap only at subsystem or filename level and should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 5713 is the best canonical PR candidate: it is the merged, comprehensive IP-Adapter implementation and subsumes the earlier WIP support in 4944.", + "best_issue_reason": null, + "best_pr_reason": "PR 5713 is the best overall representative of the only true duplicate-like theme in this set because it is the final, merged, feature-complete IP-Adapter PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:3797", + "right": "pull_request:4370", + "accept": false, + "reason": "Both mention naming/refactor changes in model code, but they fix different issues: bad attention-head naming vs a dummy import path typo." + }, + { + "left": "pull_request:4262", + "right": "pull_request:5331", + "accept": false, + "reason": "Both touch SDXL DreamBooth LoRA, but they address different changes: license/prior-preservation and training logic vs replacing deprecated attention processors." + }, + { + "left": "pull_request:570", + "right": "pull_request:826", + "accept": false, + "reason": "Unrelated fixes: BaseOutput dict initialization vs DreamBooth fp16 loss casting." + }, + { + "left": "pull_request:5813", + "right": "pull_request:6237", + "accept": false, + "reason": "Both are docs PRs, but one splits loader APIs and the other adds batched-seed guidance; different content and goals." + }, + { + "left": "pull_request:6893", + "right": "pull_request:7410", + "accept": false, + "reason": "Different code paths and problems: 3D UNet attention setup refactor vs FreeInit progress-bar behavior." + }, + { + "left": "pull_request:4819", + "right": "pull_request:5033", + "accept": false, + "reason": "Both are inpainting-related, but they fix different latent-handling bugs; they are not the same concrete change." + }, + { + "left": "pull_request:4944", + "right": "pull_request:5713", + "accept": true, + "reason": "Both implement IP-Adapter support in the same loader/attention/pipeline area; 5713 is the broader merged follow-up to the earlier WIP 4944 and could plausibly have been one PR." + }, + { + "left": "pull_request:10132", + "right": "pull_request:10494", + "accept": false, + "reason": "Both edit CI tokenizers installs, but for different test jobs and different purposes; not the same bug or change." + }, + { + "left": "pull_request:10200", + "right": "pull_request:9269", + "accept": false, + "reason": "Completely different features: ControlNet-Union refactor vs CogVideoX 3D RoPE refactor." + }, + { + "left": "pull_request:1038", + "right": "pull_request:51", + "accept": false, + "reason": "Unrelated: Flax dtype fix vs setup.py install_requires typo fix." + }, + { + "left": "pull_request:10597", + "right": "pull_request:10633", + "accept": false, + "reason": "Both are docs updates, but one changes an SD3 IP-Adapter model ID and the other adds a Flux IP-Adapter example." + }, + { + "left": "pull_request:1147", + "right": "pull_request:630", + "accept": false, + "reason": "Different areas entirely: Flax example loading vs Flax from_pretrained mismatch handling." + }, + { + "left": "pull_request:11504", + "right": "pull_request:11728", + "accept": false, + "reason": "CI/dependency table update vs Docker doc-builder quant-library install; not the same change." + }, + { + "left": "pull_request:11613", + "right": "pull_request:12425", + "accept": false, + "reason": "One reverts torch.compile CI/tests, the other fixes torch.distributed imports; unrelated." + }, + { + "left": "pull_request:12363", + "right": "pull_request:13029", + "accept": false, + "reason": "Different docs projects: QwenImageEdit Plus documentation/test additions vs modular quickstart rewrite." + }, + { + "left": "pull_request:1269", + "right": "pull_request:3297", + "accept": false, + "reason": "Stable Diffusion refactor vs retrieval-augmented diffusion model example; unrelated." + }, + { + "left": "pull_request:12973", + "right": "pull_request:13365", + "accept": false, + "reason": "GLM-Image feature support vs Claude review workflow changes; no code-path overlap." + }, + { + "left": "pull_request:13150", + "right": "pull_request:13332", + "accept": false, + "reason": "Test helper recompile-limit behavior vs dependency-testing workflow tightening; different concerns." + }, + { + "left": "pull_request:1508", + "right": "pull_request:453", + "accept": false, + "reason": "Dreambooth class-image docs clarification vs installation typo fix; unrelated." + }, + { + "left": "pull_request:1582", + "right": "pull_request:538", + "accept": false, + "reason": "RePaint scheduler bug fix vs hub version bump; no shared bug/change." + }, + { + "left": "pull_request:1583", + "right": "pull_request:538", + "accept": false, + "reason": "Legacy inpaint pipeline bug fix vs hub version bump; unrelated." + }, + { + "left": "pull_request:1910", + "right": "pull_request:402", + "accept": false, + "reason": "Both are docs reorganizations, but one localizes docs while the other finishes the intro section; different scopes." + }, + { + "left": "pull_request:1926", + "right": "pull_request:241", + "accept": false, + "reason": "A large inpainting support branch vs a standalone inpainting example script; same broad topic, not the same change." + }, + { + "left": "pull_request:2345", + "right": "pull_request:3275", + "accept": false, + "reason": "xFormers warning message vs upsample_size argument plumbing; unrelated fixes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most pairs are indeed only loose subsystem/doc/workflow overlaps, and the IP-Adapter pair (4944/5713) is the only clearly related theme. The soft-edge rejections are conservative and supported by the diffs. The single accepted pair is plausible as a merged follow-up rather than an overclaimed exact duplicate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 189, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:2347", + "pull_request:2398", + "pull_request:2470", + "pull_request:2565", + "pull_request:2655", + "pull_request:2919", + "pull_request:3657", + "pull_request:3681", + "pull_request:3691", + "pull_request:3928", + "pull_request:402", + "pull_request:4070", + "pull_request:4099", + "pull_request:4188", + "pull_request:4214", + "pull_request:4223", + "pull_request:4245", + "pull_request:4595", + "pull_request:4887", + "pull_request:4987", + "pull_request:51", + "pull_request:5385", + "pull_request:5615", + "pull_request:5788", + "pull_request:6078", + "pull_request:6114", + "pull_request:6119", + "pull_request:6208", + "pull_request:6217", + "pull_request:6229", + "pull_request:6265", + "pull_request:6759", + "pull_request:6886", + "pull_request:6952", + "pull_request:7115", + "pull_request:7158", + "pull_request:7202", + "pull_request:7353", + "pull_request:7778", + "pull_request:7790", + "pull_request:816", + "pull_request:8303", + "pull_request:8378", + "pull_request:8389", + "pull_request:8452", + "pull_request:8510", + "pull_request:9323", + "pull_request:9569" + ], + "soft_pairs": [ + "pull_request:2347|pull_request:2398", + "pull_request:2470|pull_request:4223", + "pull_request:2565|pull_request:2655", + "pull_request:2565|pull_request:402", + "pull_request:2919|pull_request:4188", + "pull_request:3657|pull_request:3928", + "pull_request:3681|pull_request:3691", + "pull_request:3928|pull_request:4214", + "pull_request:4070|pull_request:4245", + "pull_request:4099|pull_request:6078", + "pull_request:4595|pull_request:6114", + "pull_request:4887|pull_request:7115", + "pull_request:4987|pull_request:6265", + "pull_request:4987|pull_request:6886", + "pull_request:51|pull_request:816", + "pull_request:5385|pull_request:7202", + "pull_request:5615|pull_request:7790", + "pull_request:5788|pull_request:7158", + "pull_request:6119|pull_request:8378", + "pull_request:6208|pull_request:8510", + "pull_request:6217|pull_request:8303", + "pull_request:6229|pull_request:7778", + "pull_request:6759|pull_request:6952", + "pull_request:7158|pull_request:8389", + "pull_request:7353|pull_request:9323", + "pull_request:8452|pull_request:9569", + "pull_request:8510|pull_request:9569" + ], + "prepared_review_unit_hash": "edece5c1c49c51deebb2550c40164905618e2ad17e789a422ffcb96e3bd493fc", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 93978, + "estimated_input_tokens": 23495, + "estimated_eval_tokens": 47246 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose bucket of unrelated PRs that happen to share generic maintenance/fix wording. The soft pairs do not look like the same underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:2347", + "right": "pull_request:2398", + "accept": false, + "reason": "Different changes: scheduler noising schedule vs Pix2Pix Zero docs update." + }, + { + "left": "pull_request:2470", + "right": "pull_request:4223", + "accept": false, + "reason": "Different test-only MPS skip fix vs ControlNet SDXL training fixes." + }, + { + "left": "pull_request:2565", + "right": "pull_request:2655", + "accept": false, + "reason": "Unet1d docs correction is unrelated to LoRA loading/saving logic." + }, + { + "left": "pull_request:2565", + "right": "pull_request:402", + "accept": false, + "reason": "Docs-only Unet1d correction does not match intro docs restructuring." + }, + { + "left": "pull_request:2919", + "right": "pull_request:4188", + "accept": false, + "reason": "Test speed-up changes are unrelated to SDXL ControlNet dataset fingerprinting." + }, + { + "left": "pull_request:3657", + "right": "pull_request:3928", + "accept": false, + "reason": "Checkpoint parsing tweaks are unrelated to ControlNet timesteps bug fix." + }, + { + "left": "pull_request:3681", + "right": "pull_request:3691", + "accept": false, + "reason": "Training-script checkpoint handling and LoRA processor class selection are different fixes." + }, + { + "left": "pull_request:3928", + "right": "pull_request:4214", + "accept": false, + "reason": "ControlNet timestep bounds bug and bf16 custom diffusion error are distinct code paths." + }, + { + "left": "pull_request:4070", + "right": "pull_request:4245", + "accept": false, + "reason": "SDXL docs link cleanup is unrelated to adding safetensors examples." + }, + { + "left": "pull_request:4099", + "right": "pull_request:6078", + "accept": false, + "reason": "SDXL prompt-embedding bug fix is unrelated to Euler sigma/import cleanup." + }, + { + "left": "pull_request:4595", + "right": "pull_request:6114", + "accept": false, + "reason": "WIP converter work does not match LPW XL img2img/inpaint support." + }, + { + "left": "pull_request:4887", + "right": "pull_request:7115", + "accept": false, + "reason": "Kandinsky pipeline API removal is unrelated to Dockerfile dependency cleanup." + }, + { + "left": "pull_request:4987", + "right": "pull_request:6265", + "accept": false, + "reason": "Import list cleanup is unrelated to moving GLIGEN into its own module." + }, + { + "left": "pull_request:4987", + "right": "pull_request:6886", + "accept": false, + "reason": "Import cleanup is unrelated to dtype/to() deprecation fixes." + }, + { + "left": "pull_request:51", + "right": "pull_request:816", + "accept": false, + "reason": "Packaging typo fix is unrelated to deepspeed fine-tuning loss casting." + }, + { + "left": "pull_request:5385", + "right": "pull_request:7202", + "accept": false, + "reason": "CI copy-check changes are unrelated to removing huggingface-cli from requirements." + }, + { + "left": "pull_request:5615", + "right": "pull_request:7790", + "accept": false, + "reason": "Reverting LoRA loading in T2I adapter is unrelated to SDXL masked img2img adaptation." + }, + { + "left": "pull_request:5788", + "right": "pull_request:7158", + "accept": false, + "reason": "LCM timestep validation is unrelated to benchmark workflow changes." + }, + { + "left": "pull_request:6119", + "right": "pull_request:8378", + "accept": false, + "reason": "LoRA fp16 training fix is unrelated to asymmetric autoencoder forward arguments." + }, + { + "left": "pull_request:6208", + "right": "pull_request:8510", + "accept": false, + "reason": "Stable Diffusion decode dtype mismatch is unrelated to DreamBooth LR scheduler logic." + }, + { + "left": "pull_request:6217", + "right": "pull_request:8303", + "accept": false, + "reason": "Stable Video Diffusion torch-compile fix is unrelated to a philosophy doc typo." + }, + { + "left": "pull_request:6229", + "right": "pull_request:7778", + "accept": false, + "reason": "CI dependency install in fast tests is unrelated to adding a debugging workflow." + }, + { + "left": "pull_request:6759", + "right": "pull_request:6952", + "accept": false, + "reason": "InstantID prompt-image embedding repeat fix is unrelated to textual inversion model-card updates." + }, + { + "left": "pull_request:7158", + "right": "pull_request:8389", + "accept": false, + "reason": "Benchmark test fix and benchmarking workflow overhaul are related to benchmarks but not the same concrete change." + }, + { + "left": "pull_request:7353", + "right": "pull_request:9323", + "accept": false, + "reason": "ControlNet SDXL img2img mixin addition is unrelated to single-file default model updates." + }, + { + "left": "pull_request:8452", + "right": "pull_request:9569", + "accept": false, + "reason": "Single-file loading strictness fix is unrelated to CogVideoX autoencoder decode batching." + }, + { + "left": "pull_request:8510", + "right": "pull_request:9569", + "accept": false, + "reason": "DreamBooth LR scheduler fix is unrelated to CogVideoX autoencoder decode batching." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 190, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:1006", + "pull_request:10322", + "pull_request:10731", + "pull_request:1089", + "pull_request:10975", + "pull_request:11142", + "pull_request:11522", + "pull_request:11595", + "pull_request:11999", + "pull_request:12086", + 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"left": "pull_request:3587", + "right": "pull_request:5559", + "accept": false, + "reason": "Community CLIP-guided mixing docs/code and latent-consistency img2img pipeline work are unrelated." + }, + { + "left": "pull_request:3770", + "right": "pull_request:4499", + "accept": false, + "reason": "ControlNet guidance start/stop and SDXL reference-attn/adain community pipeline are unrelated features." + }, + { + "left": "pull_request:3770", + "right": "pull_request:4500", + "accept": false, + "reason": "ControlNet guidance scheduling and SDXL reference pipeline are unrelated." + }, + { + "left": "pull_request:3770", + "right": "pull_request:4501", + "accept": false, + "reason": "ControlNet guidance scheduling and SDXL reference pipeline are unrelated." + }, + { + "left": "pull_request:3770", + "right": "pull_request:4502", + "accept": false, + "reason": "ControlNet guidance scheduling and SDXL reference pipeline are unrelated." + }, + { + "left": "pull_request:5301", + "right": "pull_request:6217", + "accept": false, + "reason": "SDXL pipeline optional-component fixes are unrelated to Stable Video Diffusion torch-compile VAE inspection changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 193, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10122", + "pull_request:10126", + "pull_request:10140", + "pull_request:10188", + "pull_request:10326", + "pull_request:10358", + "pull_request:10431", + "pull_request:10539", + "pull_request:10595", + "pull_request:10704", + "pull_request:11025", + "pull_request:11059", + "pull_request:11066", + "pull_request:11067", 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A few pairs share broad subsystems like Flux, LoRA, or testing, but none appear to fix the same concrete bug or implement the same change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:10140", + "right": "pull_request:8897", + "accept": false, + "reason": "Both are large feature PRs, but they add different model families (ConsisID vs AnimateDiff SparseCtrl) and touch different codepaths." + }, + { + "left": "pull_request:12109", + "right": "pull_request:12301", + "accept": false, + "reason": "UniPC scheduler sigma handling and Qwen-Image ControlNet inpainting are unrelated changes with no shared bug." + }, + { + "left": "pull_request:2902", + "right": "pull_request:5033", + "accept": false, + "reason": "One fixes cross_attention_kwargs in img2img pipelines; the other fixes inpaint latent/mask handling. 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Everything else is a broad-similarity false positive.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 4499 is the cleanest representative of the only real duplicate pair (4499/4500): same SDXL reference_attn/reference_adain feature, same files, same change; 4500 looks like a near-identical repost.", + "best_issue_reason": null, + "best_pr_reason": "4499 is the best representative PR in this cluster because it matches its twin exactly and has the cleaner title; the rest are unrelated one-off fixes/docs changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:386", + "right": "pull_request:401", + "accept": false, + "reason": "Both are docs-only PRs, but for different pipelines and different topics (Stable Diffusion vs Karras VE). No shared underlying bug/change." + }, + { + "left": "pull_request:3942", + "right": "pull_request:5098", + "accept": false, + "reason": "Both touch tests around numerical behavior, but they address different pipelines and different failure modes. Not the same bug." + }, + { + "left": "pull_request:3942", + "right": "pull_request:5276", + "accept": false, + "reason": "One fixes numpy test behavior; the other fixes a 1D scheduler issue. Different code paths and problems." + }, + { + "left": "pull_request:3942", + "right": "pull_request:5724", + "accept": false, + "reason": "Test cleanup versus LoRA test decorator support. Same broad testing area, but not the same underlying change." + }, + { + "left": "pull_request:3989", + "right": "pull_request:5699", + "accept": false, + "reason": "Slow-test fixes for SDXL offload versus unrelated styling cleanup. No shared bug." + }, + { + "left": "pull_request:3995", + "right": "pull_request:4058", + "accept": false, + "reason": "SDXL prompt embeddings implementation versus doc link correction. Different artifacts and concerns." + }, + { + "left": "pull_request:3995", + "right": "pull_request:4285", + "accept": false, + "reason": "Feature addition in SDXL versus ONNX/OpenVINO docs updates. Not the same change." + }, + { + "left": "pull_request:400", + "right": "pull_request:401", + "accept": false, + "reason": "Score SDE VE docs and Karras VE docs are separate model docs, not one duplicate fix." + }, + { + "left": "pull_request:4106", + "right": "pull_request:5738", + "accept": false, + "reason": "Tortoise TTS implementation versus LoRA adapter deletion feature. Completely different code paths." + }, + { + "left": "pull_request:4203", + "right": "pull_request:5369", + "accept": false, + "reason": "Both are minor docs fixes, but for different files and unrelated typos/examples." + }, + { + "left": "pull_request:4211", + "right": "pull_request:6198", + "accept": false, + "reason": "SDXL inpainting docstring correction versus benchmark reporting fix. Different areas and changes." + }, + { + "left": "pull_request:4347", + "right": "pull_request:5275", + "accept": false, + "reason": "Scheduler step-index work versus adding an SDXL example project. Unrelated." + }, + { + "left": "pull_request:4397", + "right": "pull_request:5391", + "accept": false, + "reason": "SDXL docstring default tweak versus broad typehint/doc cleanup in models. Not the same concrete change." + }, + { + "left": "pull_request:4499", + "right": "pull_request:4500", + "accept": true, + "reason": "Near-identical PRs with the same SDXL reference_attn/reference_adain support, same files, and same feature change; they look like duplicate submissions." + }, + { + "left": "pull_request:4811", + "right": "pull_request:6360", + "accept": false, + "reason": "ControlNet inpaint pipeline introduction versus padding_mask_crop support across inpaint pipelines. Different features." + }, + { + "left": "pull_request:4856", + "right": "pull_request:6365", + "accept": false, + "reason": "API link fix versus MPS scheduler compatibility fix. No shared bug." + }, + { + "left": "pull_request:5097", + "right": "pull_request:6221", + "accept": false, + "reason": "Float16 test adjustments versus assorted slow-test minor fixes. Similar testing theme only, not same issue." + }, + { + "left": "pull_request:5164", + "right": "pull_request:7328", + "accept": false, + "reason": "FreeU core mechanism versus PyPI workflow dependency tweak. Completely unrelated." + }, + { + "left": "pull_request:5369", + "right": "pull_request:5831", + "accept": false, + "reason": "Minor docs/example fixes versus a toctree title fix. Different docs changes." + }, + { + "left": "pull_request:5420", + "right": "pull_request:5741", + "accept": false, + "reason": "Training docs follow-up versus LoRA unload performance work. Different artifacts and goals." + }, + { + "left": "pull_request:5526", + "right": "pull_request:6179", + "accept": false, + "reason": "Scheduler-order fix in ControlNet inpaint versus fused attention projection support. Different subsystems and bugs." + }, + { + "left": "pull_request:5602", + "right": "pull_request:5982", + "accept": false, + "reason": "Docs cleanup versus SDXL Turbo docs addition. Not the same underlying change." + }, + { + "left": "pull_request:5653", + "right": "pull_request:7371", + "accept": false, + "reason": "PEFT helper/wrapper support versus DoRA LoRA loading support. Related ecosystem, but different concrete changes." + }, + { + "left": "pull_request:5698", + "right": "pull_request:7473", + "accept": false, + "reason": "LCM img2img fix versus missing-raise validation fix. Different bugs." + }, + { + "left": "pull_request:5741", + "right": "pull_request:7679", + "accept": false, + "reason": "LoRA unload speedup versus CI workflow install change. Not the same issue." + }, + { + "left": "pull_request:6305", + "right": "pull_request:6997", + "accept": false, + "reason": "DDPM zero-SNR scheduler argument versus LoRA support for a spatio-temporal UNet. Unrelated changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 196, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10351", + "pull_request:10567", + "pull_request:10630", + "pull_request:11130", + "pull_request:11290", + "pull_request:11738", + "pull_request:11979", + "pull_request:12275", + "pull_request:12383", + "pull_request:1327", + "pull_request:1513", + "pull_request:3252", + "pull_request:399", + "pull_request:4744", + "pull_request:5057", + "pull_request:5073", + "pull_request:5470", + "pull_request:6308", + "pull_request:6369", + "pull_request:6447", + "pull_request:6498", + "pull_request:6564", + "pull_request:6789", + "pull_request:6816", + "pull_request:6929", + "pull_request:6998", + "pull_request:7058", + "pull_request:7247", + "pull_request:7260", + "pull_request:7353", + "pull_request:7857", + "pull_request:8298", + "pull_request:8404", + "pull_request:8452", + "pull_request:8496", + "pull_request:8616", + "pull_request:8685", + "pull_request:8964", + "pull_request:9060", + "pull_request:9242", + "pull_request:9247", + "pull_request:9256", + "pull_request:9426", + "pull_request:9649", + "pull_request:9696", + "pull_request:9709", + "pull_request:9718", + "pull_request:9968" + ], + "soft_pairs": [ + "pull_request:6308|pull_request:6369", + "pull_request:6498|pull_request:7857", + "pull_request:6564|pull_request:8404", + "pull_request:6998|pull_request:7260", + "pull_request:7247|pull_request:9247", + "pull_request:7353|pull_request:9426", + "pull_request:7857|pull_request:9242", + "pull_request:7857|pull_request:9718", + "pull_request:8298|pull_request:8452", + "pull_request:8496|pull_request:8964", + "pull_request:9060|pull_request:9256", + "pull_request:9242|pull_request:9649", + "pull_request:9649|pull_request:9718", + "pull_request:9696|pull_request:9968", + "pull_request:5057|pull_request:5073", + "pull_request:10567|pull_request:11130", + "pull_request:11738|pull_request:11979", + "pull_request:5470|pull_request:6789", + "pull_request:6447|pull_request:8616", + "pull_request:6816|pull_request:7058", + "pull_request:12275|pull_request:12383", + "pull_request:10351|pull_request:10630", + "pull_request:11290|pull_request:9709", + "pull_request:1327|pull_request:399", + "pull_request:1513|pull_request:3252", + "pull_request:4744|pull_request:6929", + "pull_request:6929|pull_request:8685" + ], + "prepared_review_unit_hash": "2a7b73fabe2fe0abab2d03612b646646ba9d2257ab27efa2b19a80fb4b798a76", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 98356, + "estimated_input_tokens": 24589, + "estimated_eval_tokens": 49434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: mostly unrelated test, docs, CI, quantization, LoRA, and pipeline changes. I don\u2019t see a single duplicate cluster or a clear canonical artifact shared across the items.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the items span unrelated bugs/features in different subsystems, so any one PR would be arbitrary as a cluster representative.", + "best_issue_reason": null, + "best_pr_reason": "PR 11130 is the strongest standalone PR in the set because it has a substantial code change plus tests/docs and a clear feature scope; the other PRs are mostly narrower fixes, docs, or CI updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:6308", + "right": "pull_request:6369", + "accept": false, + "reason": "Both are LoRA-related tests, but one fixes PEFT dummy components and the other removes deprecated old-backend APIs; different bugs/changes." + }, + { + "left": "pull_request:6498", + "right": "pull_request:7857", + "accept": false, + "reason": "Both are docs around pipelines, but one is about inpaint mask blur/padding docs and the other adds PixArtSigma docs; unrelated changes." + }, + { + "left": "pull_request:6564", + "right": "pull_request:8404", + "accept": false, + "reason": "IP-Adapter path handling vs. a new Latte video model/pipeline; completely different code paths and goals." + }, + { + "left": "pull_request:6998", + "right": "pull_request:7260", + "accept": false, + "reason": "Both touch adapter-related docs/logic, but one fixes a callout and the other adds IP-Adapter support for SAG; not the same bug." + }, + { + "left": "pull_request:7247", + "right": "pull_request:9247", + "accept": false, + "reason": "One fixes config tuple/list handling in single-file utils, the other fixes variant discovery in pipeline loading; different issues." + }, + { + "left": "pull_request:7353", + "right": "pull_request:9426", + "accept": false, + "reason": "One adds FromSingleFileMixin to an SDXL ControlNet pipeline, the other updates artifact uploader versions in CI; unrelated." + }, + { + "left": "pull_request:7857", + "right": "pull_request:9242", + "accept": false, + "reason": "PixArtSigma docs/model addition vs XPU test backend support; no shared underlying bug or change." + }, + { + "left": "pull_request:7857", + "right": "pull_request:9718", + "accept": false, + "reason": "PixArtSigma docs/model addition vs prompt scheduling callback docs; both are docs/features, but not the same change." + }, + { + "left": "pull_request:8298", + "right": "pull_request:8452", + "accept": false, + "reason": "Different targets: CLI env output simplification vs single-file loading error fix." + }, + { + "left": "pull_request:8496", + "right": "pull_request:8964", + "accept": false, + "reason": "Transformer SD3 warning-log gating vs AudioLDM2 cache-position fix; unrelated code paths." + }, + { + "left": "pull_request:9060", + "right": "pull_request:9256", + "accept": false, + "reason": "One removes a debug print in FLUX, the other fixes an image type check in Kandinsky2.2; unrelated bugs." + }, + { + "left": "pull_request:9242", + "right": "pull_request:9649", + "accept": false, + "reason": "XPU test support vs scheduler return-tuple changes; unrelated areas and purposes." + }, + { + "left": "pull_request:9649", + "right": "pull_request:9718", + "accept": false, + "reason": "Scheduler API return-shape fix vs community README docs update; not the same underlying change." + }, + { + "left": "pull_request:9696", + "right": "pull_request:9968", + "accept": false, + "reason": "Run-tests workflow inputs vs controlnet module refactor; unrelated CI/workflow and model API changes." + }, + { + "left": "pull_request:5057", + "right": "pull_request:5073", + "accept": false, + "reason": "Both are SDXL-related, but one adds clip-skip support and the other fixes multi-batch prompt embed handling; distinct functional changes." + }, + { + "left": "pull_request:10567", + "right": "pull_request:11130", + "accept": false, + "reason": "Hunyuan Video true-CFG feature work vs pipeline-level quantization config; separate subsystems and changes." + }, + { + "left": "pull_request:11738", + "right": "pull_request:11979", + "accept": false, + "reason": "Deterministic bnb test setup vs torch version gating for compile tests; both test-related but different problems." + }, + { + "left": "pull_request:5470", + "right": "pull_request:6789", + "accept": false, + "reason": "ControlNet inpaint pipeline fixes/docs vs PixArt 256px inference fixes; unrelated pipelines and bugs." + }, + { + "left": "pull_request:6447", + "right": "pull_request:8616", + "accept": false, + "reason": "K-Diffusion pipeline addition vs LoRA fusion support in SD3; different features and code paths." + }, + { + "left": "pull_request:6816", + "right": "pull_request:7058", + "accept": false, + "reason": "SDXL training script DDP/PEFT fix vs LoRA state-dict copy fix; both LoRA-adjacent, but different concrete bugs." + }, + { + "left": "pull_request:12275", + "right": "pull_request:12383", + "accept": false, + "reason": "TorchAO config class support vs modular single-file support; quantization vs modular pipeline features." + }, + { + "left": "pull_request:10351", + "right": "pull_request:10630", + "accept": false, + "reason": "Two separate test fixes: LoRA NaN test input handling vs flax expected output slices." + }, + { + "left": "pull_request:11290", + "right": "pull_request:9709", + "accept": false, + "reason": "Dockerfile torch version unpinning vs setup.py torch max-version pin; opposite dependency-management changes in different files." + }, + { + "left": "pull_request:1327", + "right": "pull_request:399", + "accept": false, + "reason": "Both touch pipeline loading, but one enables local custom pipeline files and the other is an ONNX exporter/pipeline implementation; not the same bug." + }, + { + "left": "pull_request:1513", + "right": "pull_request:3252", + "accept": false, + "reason": "Dreambooth docs addition vs fp16 docs about stateful offload hooks; unrelated documentation updates." + }, + { + "left": "pull_request:4744", + "right": "pull_request:6929", + "accept": false, + "reason": "AudioLDM docstring correction vs community pipeline loading docs; different documentation targets and issues." + }, + { + "left": "pull_request:6929", + "right": "pull_request:8685", + "accept": false, + "reason": "Community pipeline docs/loading changes vs SD3 float8 note; unrelated docs for different features." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 197, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10148", + "pull_request:10360", + "pull_request:1038", + "pull_request:10622", + "pull_request:10838", + "pull_request:10985", + "pull_request:11254", + "pull_request:11582", + "pull_request:11894", + "pull_request:11997", + "pull_request:12005", + "pull_request:12425", + "pull_request:12438", + "pull_request:12586", + "pull_request:12714", + "pull_request:12863", + "pull_request:12911", + "pull_request:12914", + "pull_request:12960", + "pull_request:12973", + "pull_request:130", + "pull_request:13063", + "pull_request:1309", + "pull_request:13100", + "pull_request:13120", + "pull_request:13216", + "pull_request:13364", + "pull_request:1525", + "pull_request:1554", + "pull_request:1878", + "pull_request:1920", + "pull_request:2001", + "pull_request:2274", + "pull_request:2481", + "pull_request:2793", + "pull_request:3275", + "pull_request:3410", + "pull_request:3506", + "pull_request:630", + "pull_request:7213", + "pull_request:7990", + "pull_request:8777", + "pull_request:9159", + "pull_request:9838", + "pull_request:9862", + "pull_request:9875", + "pull_request:9988" + ], + "soft_pairs": [ + "pull_request:7213|pull_request:7990", + "pull_request:11582|pull_request:11997", + "pull_request:9159|pull_request:9988", + "pull_request:13063|pull_request:13216", + "pull_request:10985|pull_request:9862", + "pull_request:10148|pull_request:8777", + "pull_request:10360|pull_request:10622", + "pull_request:1038|pull_request:630", + "pull_request:10838|pull_request:9875", + "pull_request:11254|pull_request:9838", + "pull_request:11894|pull_request:12911", + "pull_request:12005|pull_request:12438", + "pull_request:12425|pull_request:12960", + "pull_request:12586|pull_request:13100", + "pull_request:12714|pull_request:13364", + "pull_request:12863|pull_request:12914", + "pull_request:12973|pull_request:13120", + "pull_request:130|pull_request:1309", + "pull_request:1525|pull_request:3410", + "pull_request:1554|pull_request:2793", + "pull_request:1878|pull_request:3506", + "pull_request:1920|pull_request:3275", + "pull_request:2001|pull_request:2274", + "pull_request:2001|pull_request:2481", + "pull_request:2001|pull_request:3410" + ], + "prepared_review_unit_hash": "c2b6fc5f7b3af08c2eaea03593210dd6ac7bca7fc9ebcb50a6f21dbf2ebc3d09", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 99457, + "estimated_input_tokens": 24865, + "estimated_eval_tokens": 49986 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: it mixes unrelated PRs spanning docs, model support, converters, training examples, and small bug fixes. The soft links appear to be driven by superficial filename/subsystem similarity rather than the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:7213", + "right": "pull_request:7990", + "accept": false, + "reason": "Both are docs PRs, but they cover different topics: LoRA inference docs vs scheduler features. No shared bug or change." + }, + { + "left": "pull_request:11582", + "right": "pull_request:11997", + "accept": false, + "reason": "Both touch Wan-related code, but one adds Wan VACE while the other adds Wan I2V/FLF2V modular support. Different features and code paths." + }, + { + "left": "pull_request:9159", + "right": "pull_request:9988", + "accept": false, + "reason": "Both involve Flux transformer code, but one is sharding support and the other is Flux Redux conversion/model wiring. Not the same fix." + }, + { + "left": "pull_request:13063", + "right": "pull_request:13216", + "accept": false, + "reason": "Both are modular-pipeline refactors, but they introduce different model families/tasks (Wan refactor vs Helios support). Separate changes." + }, + { + "left": "pull_request:10985", + "right": "pull_request:9862", + "accept": false, + "reason": "Both concern LoRA/PEFT internals, but one expands ComfyUI LoRA compatibility and the other adds save_lora_adapter. Different functionality." + }, + { + "left": "pull_request:10148", + "right": "pull_request:8777", + "accept": false, + "reason": "OmniGen support vs dummy LoRA attention processor shims are unrelated." + }, + { + "left": "pull_request:10360", + "right": "pull_request:10622", + "accept": false, + "reason": "One fixes release workflow TestPyPI installation; the other updates installation docs. No common bug." + }, + { + "left": "pull_request:1038", + "right": "pull_request:630", + "accept": false, + "reason": "Flax dtype fix and Flax from_pretrained key cleanup are unrelated changes." + }, + { + "left": "pull_request:10838", + "right": "pull_request:9875", + "accept": false, + "reason": "Both add new model/pipeline support, but for different models (FlashVideo vs Meissonic). Not mergeable into one PR." + }, + { + "left": "pull_request:11254", + "right": "pull_request:9838", + "accept": false, + "reason": "ConsisID import fixes and Flux training memory/bug fixes are unrelated." + }, + { + "left": "pull_request:11894", + "right": "pull_request:12911", + "accept": false, + "reason": "k-diffusion pinning for CI and adding discrete diffusion docs/examples are completely different changes." + }, + { + "left": "pull_request:12005", + "right": "pull_request:12438", + "accept": false, + "reason": "Both alter loading behavior, but one fixes sharded checkpoint local_files_only handling and the other handles transformers offload_state_dict. Different bugs." + }, + { + "left": "pull_request:12425", + "right": "pull_request:12960", + "accept": false, + "reason": "Torch.distributed import guarding and Flux2 FSDP detection are unrelated small fixes." + }, + { + "left": "pull_request:12586", + "right": "pull_request:13100", + "accept": false, + "reason": "Docs tree sorting vs ModularPipeline docs updates are both documentation-only but not the same change." + }, + { + "left": "pull_request:12714", + "right": "pull_request:13364", + "accept": false, + "reason": "Flux2 LoRA NaN test changes and Wan MotionConv2d dtype casting fix address different components and failures." + }, + { + "left": "pull_request:12863", + "right": "pull_request:12914", + "accept": false, + "reason": "Cosmos conversion script/model support vs a typo fix in a pipeline docstring are not the same underlying issue." + }, + { + "left": "pull_request:12973", + "right": "pull_request:13120", + "accept": false, + "reason": "GLM-Image support and modular loading robustness tests are unrelated." + }, + { + "left": "pull_request:130", + "right": "pull_request:1309", + "accept": false, + "reason": "Accelerate config example docs and PIL handling/docs cleanup are unrelated docs PRs." + }, + { + "left": "pull_request:1525", + "right": "pull_request:3410", + "accept": false, + "reason": "Upscaling batch-size fix and DeepSpeed plugin retrieval fix are different training bugs." + }, + { + "left": "pull_request:1554", + "right": "pull_request:2793", + "accept": false, + "reason": "Docs correctness for UNet shapes and removing cuDNN benchmark advice are unrelated documentation edits." + }, + { + "left": "pull_request:1878", + "right": "pull_request:3506", + "accept": false, + "reason": "One is a checkpoint parsing guard; the other adjusts checkpoint resume step scaling. 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no shared bug or change." + }, + { + "left": "pull_request:8755", + "right": "pull_request:9968", + "accept": false, + "reason": "SD3 DreamBooth LoRA training fix and ControlNet module refactor are different codepaths and fixes." + }, + { + "left": "pull_request:3900", + "right": "pull_request:6003", + "accept": false, + "reason": "Both video-related, but one adds video2video and the other adds SVD inpaint; distinct features." + }, + { + "left": "pull_request:1128", + "right": "pull_request:1355", + "accept": false, + "reason": "Inpaint tensor-input support is unrelated to adding a Flax img2img pipeline." + }, + { + "left": "pull_request:4597", + "right": "pull_request:5127", + "accept": false, + "reason": "Both add multi-input support, but for different abstractions (MultiControlNet vs MultiAdapter) and different pipelines." + }, + { + "left": "pull_request:5053", + "right": "pull_request:5991", + "accept": false, + "reason": "Validation-image CLI parsing fix is unrelated to LoRA serialization prefix handling." + }, + { + "left": "pull_request:5388", + "right": "pull_request:6816", + "accept": false, + "reason": "Both mention PEFT/LoRA, but one broadly adapts example scripts while the other fixes one SDXL training script under DDP; not the same concrete change." + }, + { + "left": "pull_request:11582", + "right": "pull_request:12611", + "accept": false, + "reason": "Wan VACE feature addition and Wan modular-pipeline refactor are different changes, not mergeable as one fix." + }, + { + "left": "pull_request:10983", + "right": "pull_request:11025", + "accept": false, + "reason": "Both are Hunyuan-related, but one adds Hunyuan I2V support and the other adds Wan I2V LoRA support; different models and codepaths." + }, + { + "left": "pull_request:10322", + "right": "pull_request:10537", + "accept": false, + "reason": "Sana 2K model support and Sana-4K support are separate model additions with different targets." + }, + { + "left": "pull_request:10358", + "right": "pull_request:11556", + "accept": false, + "reason": "Community-projects docs entry and regional compilation docs are unrelated documentation changes." + }, + { + "left": "pull_request:10370", + "right": "pull_request:11059", + "accept": false, + "reason": "A style-only follow-up PR is unrelated to Wan LoRA conversion logic." + }, + { + "left": "pull_request:10854", + "right": "pull_request:11894", + "accept": false, + "reason": "Hunyuan DiT test-module rename and k-diffusion pinning for CI are unrelated maintenance changes." + }, + { + "left": "pull_request:11524", + "right": "pull_request:11535", + "accept": false, + "reason": "Conditional torchvision import in Cosmos and Framepack transformer init-order changes affect different models and bugs." + }, + { + "left": "pull_request:11556", + "right": "pull_request:11715", + "accept": false, + "reason": "Docs for regional compilation are unrelated to adding bnb version guards in quantization tests." + }, + { + "left": "pull_request:12151", + "right": "pull_request:12541", + "accept": false, + "reason": "Flax deprecation work is unrelated to Wan LoRA conversion support." + }, + { + "left": "pull_request:1283", + "right": "pull_request:2325", + "accept": false, + "reason": "Versatile Diffusion model integration and ONNX VAE converter support are unrelated feature additions." + }, + { + "left": "pull_request:1496", + "right": "pull_request:164", + "accept": false, + "reason": "Habana Gaudi docs and DDPM/PNDM scaled_linear schedule support are unrelated." + }, + { + "left": "pull_request:1945", + "right": "pull_request:2314", + "accept": false, + "reason": "UNet block tests and fast-test expectation tuning are different test changes, not the same bug." + }, + { + "left": "pull_request:1977", + "right": "pull_request:538", + "accept": false, + "reason": "DreamBooth/ColossalAI script updates and hub-version bump are unrelated." + }, + { + "left": "pull_request:2048", + "right": "pull_request:4132", + "accept": false, + "reason": "Both involve accelerate, but one changes checkpoint save/load hooks while the other makes accelerate optional in a CKPT conversion script; 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not the same PR-worthy fix." + }, + { + "left": "pull_request:5388", + "right": "pull_request:5823", + "accept": false, + "reason": "Both involve PEFT/LoRA examples, but one migrates training scripts to PEFT and the other adds `adapter_names` to `fuse_lora`; different functionality." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 206, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10126", + "pull_request:10127", + "pull_request:10230", + "pull_request:10342", + "pull_request:10506", + "pull_request:10539", + "pull_request:10719", + "pull_request:10966", + "pull_request:11124", + "pull_request:11292", + "pull_request:1136", + "pull_request:11613", + "pull_request:11823", + "pull_request:11877", + "pull_request:11892", + "pull_request:12275", + "pull_request:1229", + "pull_request:12315", + "pull_request:12530", + "pull_request:12782", + "pull_request:1309", + "pull_request:13120", + "pull_request:13330", + "pull_request:13332", + "pull_request:13364", + "pull_request:1508", + "pull_request:1564", + "pull_request:1706", + "pull_request:1910", + "pull_request:1945", + "pull_request:2002", + "pull_request:2062", + "pull_request:2122", + "pull_request:2274", + "pull_request:2793", + "pull_request:2795", + "pull_request:3410", + "pull_request:3850", + "pull_request:5713", + "pull_request:6490", + "pull_request:689", + "pull_request:7016", + "pull_request:7359", + "pull_request:8932", + "pull_request:8973", + "pull_request:9244", + "pull_request:9687", + "pull_request:9827" + ], + "soft_pairs": [ + "pull_request:6490|pull_request:7359", + "pull_request:5713|pull_request:7016", + "pull_request:10126|pull_request:9827", + "pull_request:10127|pull_request:8932", + "pull_request:10127|pull_request:8973", + "pull_request:10230|pull_request:10719", + "pull_request:10342|pull_request:10966", + "pull_request:10506|pull_request:11124", + "pull_request:10539|pull_request:9244", + "pull_request:10719|pull_request:9687", + "pull_request:11292|pull_request:12315", + "pull_request:1136|pull_request:2002", + "pull_request:11613|pull_request:12530", + "pull_request:11823|pull_request:12275", + "pull_request:11877|pull_request:11892", + "pull_request:1229|pull_request:1309", + "pull_request:12782|pull_request:13364", + "pull_request:1309|pull_request:1945", + "pull_request:13120|pull_request:13332", + "pull_request:13330|pull_request:13332", + "pull_request:1508|pull_request:2122", + "pull_request:1508|pull_request:2793", + "pull_request:1564|pull_request:1910", + "pull_request:1706|pull_request:2795", + "pull_request:2062|pull_request:3410", + "pull_request:2274|pull_request:3850", + "pull_request:2274|pull_request:689" + ], + "prepared_review_unit_hash": "fc54e041a2873f02dafd14b4eeacac96757e3b806bc930fc8bd13d3e42439a6a", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 103770, + "estimated_input_tokens": 25943, + "estimated_eval_tokens": 52142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the PRs span unrelated docs, tests, CI, and feature fixes across many subsystems. 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not the same artifact." + }, + { + "left": "pull_request:2062", + "right": "pull_request:3410", + "accept": false, + "reason": "Paint-by-example CPU offload fix is unrelated to the Accelerate DeepSpeed plugin retrieval change." + }, + { + "left": "pull_request:2274", + "right": "pull_request:3850", + "accept": false, + "reason": "Both are test-related, but they address different example pipelines and different bugs." + }, + { + "left": "pull_request:2274", + "right": "pull_request:689", + "accept": false, + "reason": "Function naming clash in training scripts is unrelated to an attention implementation performance change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 207, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:2325", + "pull_request:2347", + "pull_request:2467", + "pull_request:2481", + "pull_request:2641", + "pull_request:2793", + "pull_request:2994", + "pull_request:3034", + "pull_request:3080", + "pull_request:326", + "pull_request:3321", + "pull_request:3339", + "pull_request:3397", + "pull_request:3657", + "pull_request:3675", + "pull_request:3691", + "pull_request:3806", + "pull_request:3850", + "pull_request:3852", + "pull_request:4099", + "pull_request:4272", + "pull_request:4276", + "pull_request:4301", + "pull_request:4499", + "pull_request:4500", + "pull_request:453", + "pull_request:4572", + "pull_request:4690", + "pull_request:4862", + "pull_request:4987", + "pull_request:5056", + "pull_request:5526", + "pull_request:5672", + "pull_request:5837", + "pull_request:5898", + "pull_request:5974", + "pull_request:6231", + "pull_request:6330", + "pull_request:6432", + "pull_request:6834", + "pull_request:689", + "pull_request:7096", + "pull_request:7309", + "pull_request:7738", + "pull_request:816", + "pull_request:826", + "pull_request:8964", + "pull_request:9060" + ], + "soft_pairs": [ + "pull_request:2325|pull_request:4499", + "pull_request:2325|pull_request:4500", + "pull_request:2347|pull_request:4276", + "pull_request:2467|pull_request:326", + "pull_request:2481|pull_request:3850", + "pull_request:2481|pull_request:689", + "pull_request:2641|pull_request:3397", + "pull_request:2793|pull_request:3691", + "pull_request:2994|pull_request:3657", + "pull_request:3034|pull_request:4572", + "pull_request:3080|pull_request:3675", + "pull_request:326|pull_request:826", + "pull_request:3321|pull_request:3339", + "pull_request:3675|pull_request:5526", + "pull_request:3806|pull_request:5056", + "pull_request:3852|pull_request:5898", + "pull_request:4099|pull_request:6231", + "pull_request:4272|pull_request:4987", + "pull_request:4301|pull_request:6432", + "pull_request:453|pull_request:816", + "pull_request:4690|pull_request:4862", + "pull_request:5672|pull_request:5974", + "pull_request:5837|pull_request:7096", + "pull_request:6330|pull_request:6834", + "pull_request:7309|pull_request:9060", + "pull_request:7738|pull_request:8964" + ], + "prepared_review_unit_hash": "6dbf9d95402c8bd98fb3a7157a53dce395f066a85fc740b26493699253cc7844", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 93133, + "estimated_input_tokens": 23284, + "estimated_eval_tokens": 46824 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated PRs spanning docs, examples, schedulers, loaders, and model fixes. I found one true duplicate-looking pair (4499/4500) for the SDXL reference_attn/reference_adain addition; the rest are not the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 4499 is the best canonical for the only true duplicate pair here: it matches 4500\u2019s SDXL reference_attn/reference_adain change almost exactly, with the earlier/lower-number submission.", + "best_issue_reason": null, + "best_pr_reason": "PR 4499 is the strongest representative of the only near-identical pair in the cluster; the remaining PRs are unrelated enough that no broader cluster-wide canonical PR emerges.", + "soft_edge_verdicts": [ + { + "left": "pull_request:2325", + "right": "pull_request:4499", + "accept": false, + "reason": "Different changes: ONNX VAE converter vs SDXL reference pipeline/docs." + }, + { + "left": "pull_request:2325", + "right": "pull_request:4500", + "accept": false, + "reason": "Different changes: ONNX VAE converter vs SDXL reference pipeline/docs." + }, + { + "left": "pull_request:2347", + "right": "pull_request:4276", + "accept": false, + "reason": "Both touch utilities/tests around pipelines, but they fix different problems and code paths." + }, + { + "left": "pull_request:2467", + "right": "pull_request:326", + "accept": false, + "reason": "Different features: latent output support vs type-hint cleanup for PNDM and scheduler/model files." + }, + { + "left": "pull_request:2481", + "right": "pull_request:3850", + "accept": false, + "reason": "One is an example test fix; the other is audio_diffusion test setup changes." + }, + { + "left": "pull_request:2481", + "right": "pull_request:689", + "accept": false, + "reason": "Completely different area: training-script test fix vs attention performance change." + }, + { + "left": "pull_request:2641", + "right": "pull_request:3397", + "accept": false, + "reason": "Docs-only changes in different topics; not the same underlying bug or change." + }, + { + "left": "pull_request:2793", + "right": "pull_request:3691", + "accept": false, + "reason": "Different scopes: docs suggestion removal vs LoRA loader behavior for PT 2.0." + }, + { + "left": "pull_request:2994", + "right": "pull_request:3657", + "accept": false, + "reason": "Different fixes in separate scripts: ControlNet type casting vs checkpoint parsing arguments." + }, + { + "left": "pull_request:3034", + "right": "pull_request:4572", + "accept": false, + "reason": "Unrelated parameter-name fixes in different training scripts." + }, + { + "left": "pull_request:3080", + "right": "pull_request:3675", + "accept": false, + "reason": "Pipeline save logic vs a V100 test workaround; not the same change." + }, + { + "left": "pull_request:326", + "right": "pull_request:826", + "accept": false, + "reason": "Type-hint/scheduler cleanup vs mixed-precision loss casting in training." + }, + { + "left": "pull_request:3321", + "right": "pull_request:3339", + "accept": false, + "reason": "Docs update vs dependency pinning; no shared bug/change." + }, + { + "left": "pull_request:3675", + "right": "pull_request:5526", + "accept": false, + "reason": "Test-environment workaround vs scheduler-order logic fix." + }, + { + "left": "pull_request:3806", + "right": "pull_request:5056", + "accept": false, + "reason": "Both mention checkpoints/LoRAs, but one is a README note and the other is multi-LoRA fusing docs." + }, + { + "left": "pull_request:3852", + "right": "pull_request:5898", + "accept": false, + "reason": "Different documentation updates in unrelated pipeline/tutorial pages." + }, + { + "left": "pull_request:4099", + "right": "pull_request:6231", + "accept": false, + "reason": "Both SDXL-related, but one fixes prompt embeds and the other fixes fp16 LoRA training stability." + }, + { + "left": "pull_request:4272", + "right": "pull_request:4987", + "accept": false, + "reason": "Import-path maintenance vs removing a duplicated GLIGEN export; not the same bug." + }, + { + "left": "pull_request:4301", + "right": "pull_request:6432", + "accept": false, + "reason": "Different docs fixes: Kandinsky navigation/content vs DreamBooth LR example." + }, + { + "left": "pull_request:453", + "right": "pull_request:816", + "accept": false, + "reason": "Installation typo in docs vs deepspeed compatibility in training loss; unrelated." + }, + { + "left": "pull_request:4690", + "right": "pull_request:4862", + "accept": false, + "reason": "Scheduler refactor and test work vs an SDXL ControlNet img2img bug fix; not the same issue." + }, + { + "left": "pull_request:5672", + "right": "pull_request:5974", + "accept": false, + "reason": "PixArt non-square support vs PixArtAlpha LCM adaptation; different code paths." + }, + { + "left": "pull_request:5837", + "right": "pull_request:7096", + "accept": false, + "reason": "Textual inversion token handling vs ControlNet training script/docs enhancements." + }, + { + "left": "pull_request:6330", + "right": "pull_request:6834", + "accept": false, + "reason": "SVD docs rendering tweak vs callback property typo; unrelated." + }, + { + "left": "pull_request:7309", + "right": "pull_request:9060", + "accept": false, + "reason": "Different fixes in different modules: scheduler order validation vs removing a debug print." + }, + { + "left": "pull_request:7738", + "right": "pull_request:8964", + "accept": false, + "reason": "LoRA device-placement fix vs AudioLDM2 cache-position fix; different components and bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 208, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10072", + "pull_request:10292", + "pull_request:10552", + "pull_request:10719", + "pull_request:10747", + "pull_request:10911", + "pull_request:10951", + "pull_request:11004", + "pull_request:11614", + "pull_request:11818", + "pull_request:11823", + "pull_request:11975", + "pull_request:12424", + "pull_request:1282", + "pull_request:1309", + "pull_request:13217", + "pull_request:13229", + "pull_request:1564", + "pull_request:1579", + "pull_request:1787", + "pull_request:1920", + "pull_request:2345", + "pull_request:2367", + "pull_request:2389", + "pull_request:2452", + "pull_request:2565", + "pull_request:274", + "pull_request:3252", + "pull_request:3632", + "pull_request:4408", + "pull_request:4461", + "pull_request:453", + "pull_request:5127", + "pull_request:689", + "pull_request:6946", + "pull_request:7790", + "pull_request:7938", + "pull_request:8660", + "pull_request:8875", + "pull_request:9175", + "pull_request:9212", + "pull_request:9244", + "pull_request:9447", + "pull_request:9507", + "pull_request:9735", + "pull_request:9918", + "pull_request:9938" + ], + "soft_pairs": [ + "pull_request:7790|pull_request:9447", + "pull_request:7938|pull_request:9735", + "pull_request:8660|pull_request:9938", + "pull_request:9735|pull_request:9918", + "pull_request:8875|pull_request:9175", + "pull_request:10747|pull_request:10951", + "pull_request:13217|pull_request:13229", + "pull_request:5127|pull_request:6946", + "pull_request:10552|pull_request:11823", + "pull_request:3632|pull_request:4408", + "pull_request:10072|pull_request:9507", + "pull_request:10292|pull_request:9212", + "pull_request:10719|pull_request:9244", + "pull_request:10911|pull_request:11975", + "pull_request:11004|pull_request:11818", + "pull_request:11614|pull_request:12424", + "pull_request:1282|pull_request:2389", + "pull_request:1309|pull_request:274", + "pull_request:1564|pull_request:3252", + "pull_request:1579|pull_request:274", + "pull_request:1787|pull_request:689", + "pull_request:1920|pull_request:2452", + "pull_request:2345|pull_request:4461", + "pull_request:2367|pull_request:3252", + "pull_request:2565|pull_request:453" + ], + "prepared_review_unit_hash": "c4dd1b071fca8f3566f7ba746cc5b364485f4c0d3b2efe00214dfa933acfa8e6", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 97478, + "estimated_input_tokens": 24370, + "estimated_eval_tokens": 48996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of mostly unrelated merged PRs that only look superficially similar by subsystem or wording. None of the soft-edge pairs appear to be the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:7790", + "right": "pull_request:9447", + "accept": false, + "reason": "Different changes: SDXL masked img2img pipeline adaptation vs pipeline save_pretrained shard-size behavior. No shared code path." + }, + { + "left": "pull_request:7938", + "right": "pull_request:9735", + "accept": false, + "reason": "Unrelated: Docker build status reporting workflow vs SD3 controlnet example update. Same repo area only at a very broad level." + }, + { + "left": "pull_request:8660", + "right": "pull_request:9938", + "accept": false, + "reason": "Different features in different pipelines: SD3 controlnet input validation vs SDXL reference pipeline refresh." + }, + { + "left": "pull_request:9735", + "right": "pull_request:9918", + "accept": false, + "reason": "Different domains: SD3 controlnet example docs/training tweaks vs adding a server example and docs." + }, + { + "left": "pull_request:8875", + "right": "pull_request:9175", + "accept": false, + "reason": "Both touch PAG/ControlNet, but they add different pipeline classes and docs for different models (SD inpaint vs Flux union controlnet)." + }, + { + "left": "pull_request:10747", + "right": "pull_request:10951", + "accept": false, + "reason": "Different implementations and targets: MultiControlNetUnionModel on SDXL vs a community ControlNet tile upscaler pipeline." + }, + { + "left": "pull_request:13217", + "right": "pull_request:13229", + "accept": false, + "reason": "Both are LTX/Sana-related, but one adds LTX-2.3 model support and the other swaps in an LTX2 VAE for Sana-video. Not the same change." + }, + { + "left": "pull_request:5127", + "right": "pull_request:6946", + "accept": false, + "reason": "Different adapter features: SDXL multi-adapter support vs IP-Adapter low_cpu_mem_usage loading support." + }, + { + "left": "pull_request:10552", + "right": "pull_request:11823", + "accept": false, + "reason": "Different loader paths: from_single_file support for StableDiffusionAdapterPipeline vs Flux Kontext LoRA conversion/loading support." + }, + { + "left": "pull_request:3632", + "right": "pull_request:4408", + "accept": false, + "reason": "Same broad concept of pipeline docs/behavior, but one adds panorama view batching and the other fixes from_single_file for SDXL inpainting." + }, + { + "left": "pull_request:10072", + "right": "pull_request:9507", + "accept": false, + "reason": "Different Flux issues: offloading SD3.5 controlnets vs Flux controlnet batch/control_mode fixes." + }, + { + "left": "pull_request:10292", + "right": "pull_request:9212", + "accept": false, + "reason": "AutoPipeline additions for Flux Control vs Kolors img2img routing; unrelated pipeline families." + }, + { + "left": "pull_request:10719", + "right": "pull_request:9244", + "accept": false, + "reason": "Different loading features: provider_options passthrough for ONNX in from_pretrained vs adding single-file support for Flux pipelines." + }, + { + "left": "pull_request:10911", + "right": "pull_request:11975", + "accept": false, + "reason": "Test-only fix for Lumina2 LoRA nan fusion vs an unrelated style fix in a training example." + }, + { + "left": "pull_request:11004", + "right": "pull_request:11818", + "accept": false, + "reason": "LoRA/PEFT cleanup vs Flux denoising sync removal; separate code paths and motivations." + }, + { + "left": "pull_request:11614", + "right": "pull_request:12424", + "accept": false, + "reason": "Both involve Docker workflows, but one changes a shell loop/env handling and the other rewires Dockerfile definitions. Not the same bug." + }, + { + "left": "pull_request:1282", + "right": "pull_request:2389", + "accept": false, + "reason": "Two unrelated documentation typo/link fixes in different docs pages." + }, + { + "left": "pull_request:1309", + "right": "pull_request:274", + "accept": false, + "reason": "Large cross-cutting PIL handling update vs adding a Stable Diffusion README; no concrete overlap." + }, + { + "left": "pull_request:1564", + "right": "pull_request:3252", + "accept": false, + "reason": "Dreambooth accelerate config docs vs notes about stateful model offloading; distinct documentation changes." + }, + { + "left": "pull_request:1579", + "right": "pull_request:274", + "accept": false, + "reason": "Research-project examples addition vs Stable Diffusion README addition; different content and scope." + }, + { + "left": "pull_request:1787", + "right": "pull_request:689", + "accept": false, + "reason": "UnCLIP image count fix in training/test workflows vs an attention implementation change for performance." + }, + { + "left": "pull_request:1920", + "right": "pull_request:2452", + "accept": false, + "reason": "Docs file addition vs draft core-api doc page; different documentation tasks." + }, + { + "left": "pull_request:2345", + "right": "pull_request:4461", + "accept": false, + "reason": "xformers training warning across scripts vs adding a pipeline_class_name argument to a conversion script." + }, + { + "left": "pull_request:2367", + "right": "pull_request:3252", + "accept": false, + "reason": "Checkpoint limit feature in training scripts vs offloading docs notes; unrelated." + }, + { + "left": "pull_request:2565", + "right": "pull_request:453", + "accept": false, + "reason": "UNet1D doc correction vs installation typo fix; both are docs, but not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 209, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10633", + "pull_request:11017", + "pull_request:11421", + "pull_request:11645", + "pull_request:2040", + "pull_request:241", + "pull_request:26", + "pull_request:3831", + "pull_request:4078", + "pull_request:4099", + "pull_request:4262", + "pull_request:4404", + "pull_request:4617", + "pull_request:4632", + "pull_request:4783", + "pull_request:4833", + "pull_request:4847", + "pull_request:4910", + "pull_request:4927", + "pull_request:5057", + "pull_request:5085", + "pull_request:530", + "pull_request:5393", + "pull_request:5407", + "pull_request:5506", + "pull_request:5615", + "pull_request:5695", + "pull_request:5813", + "pull_request:6099", + "pull_request:6208", + "pull_request:6787", + "pull_request:6841", + "pull_request:6893", + "pull_request:7134", + "pull_request:7213", + "pull_request:7632", + "pull_request:8616", + "pull_request:8685", + "pull_request:8702", + "pull_request:8722", + "pull_request:9049", + "pull_request:9065", + "pull_request:9175", + "pull_request:9311", + "pull_request:9423", + "pull_request:9569", + "pull_request:9918", + "pull_request:9988" + ], + "soft_pairs": [ + "pull_request:26|pull_request:530", + "pull_request:3831|pull_request:4847", + "pull_request:4078|pull_request:4910", + "pull_request:4099|pull_request:5695", + "pull_request:4262|pull_request:4404", + "pull_request:4632|pull_request:5393", + "pull_request:4783|pull_request:5813", + "pull_request:4833|pull_request:6099", + "pull_request:4910|pull_request:5407", + "pull_request:4927|pull_request:5615", + "pull_request:5085|pull_request:5506", + "pull_request:6208|pull_request:6787", + "pull_request:6841|pull_request:8702", + "pull_request:6841|pull_request:9065", + "pull_request:6893|pull_request:8722", + "pull_request:7134|pull_request:7213", + "pull_request:7632|pull_request:9569", + "pull_request:8685|pull_request:9918", + "pull_request:9049|pull_request:9988", + "pull_request:2040|pull_request:241", + "pull_request:4617|pull_request:5057", + "pull_request:8616|pull_request:9423", + "pull_request:9175|pull_request:9311", + "pull_request:10633|pull_request:11017", + "pull_request:11421|pull_request:11645" + ], + "prepared_review_unit_hash": "e2b656faccf41333a14dc24b3731a67f84130af08bf8ca0e1303e59eb607787c", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 100512, + "estimated_input_tokens": 25128, + "estimated_eval_tokens": 50512 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster here: the soft pairs are mostly superficial matches across unrelated docs, examples, and bug fixes. None of the paired PRs appear to fix the same concrete code path or represent mergeable duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:26", + "right": "pull_request:530", + "accept": false, + "reason": "Different bugs in different areas: DDPM scheduler math vs img2img test flakiness." + }, + { + "left": "pull_request:3831", + "right": "pull_request:4847", + "accept": false, + "reason": "Unrelated pipelines: DDPM inversion pipeline addition vs a WIP community prompt-free diffusion example." + }, + { + "left": "pull_request:4078", + "right": "pull_request:4910", + "accept": false, + "reason": "Different fixes in different docs/code paths: single-file accelerate dependency vs an inpainting docs typo." + }, + { + "left": "pull_request:4099", + "right": "pull_request:5695", + "accept": false, + "reason": "Both are SDXL-related, but one fixes prompt embedding handling and the other fixes PixArt mask-feature logic." + }, + { + "left": "pull_request:4262", + "right": "pull_request:4404", + "accept": false, + "reason": "Not the same change: DreamBooth LoRA training fixes vs removing textual-inversion mentions from SDXL docs." + }, + { + "left": "pull_request:4632", + "right": "pull_request:5393", + "accept": false, + "reason": "Both touch examples/docs, but the changes are unrelated checkpointing fixes vs HFApi tutorial updates." + }, + { + "left": "pull_request:4783", + "right": "pull_request:5813", + "accept": false, + "reason": "Different scopes: SDXL CFG-cutoff docs vs a docs reorganization of loader APIs." + }, + { + "left": "pull_request:4833", + "right": "pull_request:6099", + "accept": false, + "reason": "Unrelated LoRA-offload fix vs TextToVideoZero constructor/superclass argument fix." + }, + { + "left": "pull_request:4910", + "right": "pull_request:5407", + "accept": false, + "reason": "Different problems: inpainting docs typo vs mixed-precision training fix for unconditional generation." + }, + { + "left": "pull_request:4927", + "right": "pull_request:5615", + "accept": false, + "reason": "Revert of offloading behavior is not the same as reverting load_lora logic in the SDXL adapter." + }, + { + "left": "pull_request:5085", + "right": "pull_request:5506", + "accept": false, + "reason": "Same broad LoRA/offload area, but different concrete bugs: incompatible LoRA offloading vs xformers/PEFT attention call error." + }, + { + "left": "pull_request:6208", + "right": "pull_request:6787", + "accept": false, + "reason": "One is a Stable Diffusion dtype crash fix; the other is a Marigold depth input-range fix." + }, + { + "left": "pull_request:6841", + "right": "pull_request:8702", + "accept": false, + "reason": "Both are unrelated refactors: ADA layer norm params vs an SD3 conversion script." + }, + { + "left": "pull_request:6841", + "right": "pull_request:9065", + "accept": false, + "reason": "Different changes: AdaLayerNorm parameter restoration vs adding sentencepiece as a soft dependency." + }, + { + "left": "pull_request:6893", + "right": "pull_request:8722", + "accept": false, + "reason": "3D UNet attention setup refactor is unrelated to the embeddings module refactor." + }, + { + "left": "pull_request:7134", + "right": "pull_request:7213", + "accept": false, + "reason": "Type-hint cleanup for UNet is not the same as the LoRA merge docs update." + }, + { + "left": "pull_request:7632", + "right": "pull_request:9569", + "accept": false, + "reason": "Different training/runtime bugs: DreamBooth VAE loading vs CogVideoX autoencoder decode batching." + }, + { + "left": "pull_request:8685", + "right": "pull_request:9918", + "accept": false, + "reason": "Different docs additions: SD3 float8 note vs a server example guide." + }, + { + "left": "pull_request:9049", + "right": "pull_request:9988", + "accept": false, + "reason": "Both Flux-related, but one is a narrow encode_prompt dtype fix and the other is a large Flux Redux feature/conversion PR." + }, + { + "left": "pull_request:2040", + "right": "pull_request:241", + "accept": false, + "reason": "InstructPix2Pix pipeline addition and inpainting example script are separate features, not duplicates." + }, + { + "left": "pull_request:4617", + "right": "pull_request:5057", + "accept": false, + "reason": "Core encode_prompt refactor is broad and separate from SDXL clip-skip support." + }, + { + "left": "pull_request:8616", + "right": "pull_request:9423", + "accept": false, + "reason": "LoRA fusion for SD3 and Differential Diffusion for Kolors are unrelated model features." + }, + { + "left": "pull_request:9175", + "right": "pull_request:9311", + "accept": false, + "reason": "Flux ControlNet support and SDXL ControlNet CFG cutoff are different features/fixes." + }, + { + "left": "pull_request:10633", + "right": "pull_request:11017", + "accept": false, + "reason": "Flux docs example vs hybrid inference VAE encode feature; same docs area but not the same change." + }, + { + "left": "pull_request:11421", + "right": "pull_request:11645", + "accept": false, + "reason": "Different fixes: DreamBooth interpolation default vs setting torch version to N/A when torch is disabled." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 210, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10056", + "pull_request:10630", + "pull_request:11475", + "pull_request:11485", + "pull_request:11786", + "pull_request:11979", + "pull_request:11994", + "pull_request:12041", + "pull_request:12330", + "pull_request:1256", + "pull_request:1258", + "pull_request:12618", + "pull_request:1282", + "pull_request:13164", + "pull_request:1327", + "pull_request:1355", + "pull_request:1458", + "pull_request:1470", + "pull_request:241", + "pull_request:2557", + "pull_request:2994", + "pull_request:3137", + "pull_request:3189", + "pull_request:4352", + "pull_request:4461", + "pull_request:4712", + "pull_request:4793", + "pull_request:5021", + "pull_request:5085", + "pull_request:5115", + "pull_request:5299", + "pull_request:5823", + "pull_request:5880", + "pull_request:6236", + "pull_request:6673", + "pull_request:7062", + "pull_request:7158", + "pull_request:7216", + "pull_request:7632", + "pull_request:821", + "pull_request:823", + "pull_request:8688", + "pull_request:8722", + "pull_request:8952", + "pull_request:9099", + "pull_request:9473", + "pull_request:9638", + "pull_request:9838" + ], + "soft_pairs": [ + "pull_request:1256|pull_request:1258", + "pull_request:12618|pull_request:13164", + "pull_request:1282|pull_request:2994", + "pull_request:3137|pull_request:3189", + "pull_request:4352|pull_request:4793", + "pull_request:5021|pull_request:7216", + "pull_request:5085|pull_request:5823", + "pull_request:5299|pull_request:6236", + "pull_request:5880|pull_request:7632", + "pull_request:6673|pull_request:7062", + "pull_request:8722|pull_request:8952", + "pull_request:9099|pull_request:9638", + "pull_request:9473|pull_request:9838", + "pull_request:10056|pull_request:11485", + "pull_request:11475|pull_request:11994", + "pull_request:11979|pull_request:12330", + "pull_request:1327|pull_request:821", + "pull_request:1458|pull_request:823", + "pull_request:1470|pull_request:2557", + "pull_request:11485|pull_request:12041", + "pull_request:1355|pull_request:241", + "pull_request:4461|pull_request:5115", + "pull_request:7158|pull_request:8688", + "pull_request:10630|pull_request:11786", + "pull_request:4712|pull_request:6673" + ], + "prepared_review_unit_hash": "4cecf9b90b91fb6b7dd7aef66f3725d6eea3e0412d28c8f7e9720d8880c7c118", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 98828, + "estimated_input_tokens": 24707, + "estimated_eval_tokens": 49670 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Diffusers PRs. The only close duplicate-like pair is the two negative-prompt test edits in `tests/test_pipelines.py` (1256/1258); the rest target different bugs, features, docs, CI, or subsystems.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 1258 is the cleaner version of the only genuine near-duplicate pair; it makes the same negative-prompt test change in a clearer, explicit form.", + "best_issue_reason": null, + "best_pr_reason": "PR 1258 is the best representative of the cluster\u2019s only near-duplicate change, but the overall set is too heterogeneous for a strong canonical PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1256", + "right": "pull_request:1258", + "accept": true, + "reason": "Same underlying negative-prompt test update in the same file; the second is just the clearer keyword-arg version." + }, + { + "left": "pull_request:12618", + "right": "pull_request:13164", + "accept": false, + "reason": "Different CI problems: uv install typo vs removing test deps from workflows." + }, + { + "left": "pull_request:1282", + "right": "pull_request:2994", + "accept": false, + "reason": "Unrelated changes: a docs link fix vs a ControlNet training type-casting bug." + }, + { + "left": "pull_request:3137", + "right": "pull_request:3189", + "accept": false, + "reason": "Different code paths and bugs: timestep/class-label dtype casting vs AudioLDM waveform dtype." + }, + { + "left": "pull_request:4352", + "right": "pull_request:4793", + "accept": false, + "reason": "Different functionality: Kandinsky combined offload/xformers helpers vs auto-pipeline kwargs propagation." + }, + { + "left": "pull_request:5021", + "right": "pull_request:7216", + "accept": false, + "reason": "Different changes: scheduler mapping docs vs from_single_file signature/docs expansion." + }, + { + "left": "pull_request:5085", + "right": "pull_request:5823", + "accept": false, + "reason": "Different LoRA issues: incompatible checkpoint offloading vs adding `adapter_names` to fuse_lora." + }, + { + "left": "pull_request:5299", + "right": "pull_request:6236", + "accept": false, + "reason": "Typehints/docs cleanup is unrelated to the ControlNet inpainting doc example fix." + }, + { + "left": "pull_request:5880", + "right": "pull_request:7632", + "accept": false, + "reason": "Different VAE-related fixes in different code paths: broad latent-diffusion compatibility vs DreamBooth VAE loading." + }, + { + "left": "pull_request:6673", + "right": "pull_request:7062", + "accept": false, + "reason": "Different artifacts entirely: adding InstantID pipeline vs fixing imagic docstrings." + }, + { + "left": "pull_request:8722", + "right": "pull_request:8952", + "accept": false, + "reason": "Core embeddings refactor is not the same as adding QKV fusion to specific transformer models." + }, + { + "left": "pull_request:9099", + "right": "pull_request:9638", + "accept": false, + "reason": "Both involve ControlNet, but they address different models/features and are not the same concrete change." + }, + { + "left": "pull_request:9473", + "right": "pull_request:9838", + "accept": false, + "reason": "Different DreamBooth Flux training bugs in different scripts; they are not the same fix." + }, + { + "left": "pull_request:10056", + "right": "pull_request:11485", + "accept": false, + "reason": "Unrelated: Flux Redux prompt/multi-image support vs a new Flex.2 pipeline feature." + }, + { + "left": "pull_request:11475", + "right": "pull_request:11994", + "accept": false, + "reason": "WAN recompilation fix is unrelated to hub-auth/docs CI changes." + }, + { + "left": "pull_request:11979", + "right": "pull_request:12330", + "accept": false, + "reason": "Different goals: enforcing torch version in compile tests vs cleaning group-offloading tests." + }, + { + "left": "pull_request:1327", + "right": "pull_request:821", + "accept": false, + "reason": "Custom local pipeline loading and an all-in-one Stable Diffusion pipeline are unrelated features." + }, + { + "left": "pull_request:1458", + "right": "pull_request:823", + "accept": false, + "reason": "ONNX runtime candidate list change is unrelated to the negative-prompt type-mismatch fix." + }, + { + "left": "pull_request:1470", + "right": "pull_request:2557", + "accept": false, + "reason": "DreamBooth AltDiffusion compatibility and intermediate logging are different changes." + }, + { + "left": "pull_request:4712", + "right": "pull_request:6673", + "accept": false, + "reason": "Tests fetcher infrastructure is unrelated to the InstantID pipeline addition." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, 1256/1258, is a plausible near-duplicate pair in the same test file with the same negative-prompt update, and the rest of the pairwise rejections are consistent with the differing files/themes shown in the packet. The canonicalization language is appropriately cautious given the heterogeneous cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 211, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:1", + "pull_request:10005", + "pull_request:10867", + "pull_request:10983", + "pull_request:11130", + "pull_request:11231", + "pull_request:11564", + "pull_request:11588", + "pull_request:11660", + "pull_request:11797", + "pull_request:11995", + "pull_request:12024", + "pull_request:12074", + "pull_request:12109", + "pull_request:12119", + "pull_request:12249", + "pull_request:12387", + "pull_request:12584", + "pull_request:12723", + "pull_request:12897", + "pull_request:12919", + "pull_request:13063", + "pull_request:13208", + "pull_request:2129", + "pull_request:2385", + "pull_request:2721", + "pull_request:2954", + "pull_request:3351", + "pull_request:3386", + "pull_request:3476", + "pull_request:4098", + "pull_request:4714", + "pull_request:5261", + "pull_request:5298", + "pull_request:5440", + "pull_request:6424", + "pull_request:7", + "pull_request:7359", + "pull_request:7541", + "pull_request:7924", + "pull_request:8640", + "pull_request:8739", + "pull_request:9099", + "pull_request:9507", + "pull_request:9542", + "pull_request:9573", + "pull_request:9988" + ], + "soft_pairs": [ + "pull_request:4714|pull_request:5261", + "pull_request:10983|pull_request:11588", + "pull_request:11995|pull_request:12249", + "pull_request:6424|pull_request:7924", + "pull_request:2385|pull_request:3351", + "pull_request:5298|pull_request:5440", + "pull_request:7359|pull_request:8739", + "pull_request:7541|pull_request:8640", + "pull_request:2129|pull_request:2954", + "pull_request:9099|pull_request:9573", + "pull_request:13063|pull_request:13208", + "pull_request:11130|pull_request:11797", + "pull_request:10867|pull_request:9542", + "pull_request:2721|pull_request:3476", + "pull_request:3386|pull_request:4098", + "pull_request:12109|pull_request:12119", + "pull_request:12584|pull_request:12723", + "pull_request:11231|pull_request:12119", + "pull_request:11660|pull_request:12387", + "pull_request:12024|pull_request:12074", + "pull_request:9507|pull_request:9988", + "pull_request:12897|pull_request:12919", + "pull_request:1|pull_request:7", + "pull_request:10005|pull_request:11564" + ], + "prepared_review_unit_hash": "a35c8ee960f72c64416cd22276d71be42619f98907cf72a8cbb50a3786b5d082", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 106971, + "estimated_input_tokens": 26743, + "estimated_eval_tokens": 53742 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the PRs span unrelated features, docs, schedulers, loaders, quantization, and model additions across many different code paths. The soft-similarity links are mostly superficial (shared subsystem names or adjacent filenames) rather than true duplicate fixes.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR fits this cluster; the artifacts are not the same change or bug, so any canonical PR choice would be arbitrary.", + "best_issue_reason": null, + "best_pr_reason": "No clear global best PR: nothing here represents the whole set, and the PRs target unrelated models/features rather than one duplicated underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:4714", + "right": "pull_request:5261", + "accept": false, + "reason": "Different bugs: import error handling vs scheduler callback indexing." + }, + { + "left": "pull_request:10983", + "right": "pull_request:11588", + "accept": false, + "reason": "Different changes: Hunyuan I2V model integration vs LoRA loading for I2V." + }, + { + "left": "pull_request:11995", + "right": 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they solve different loading/conversion problems and are not mergeable into one fix." + }, + { + "left": "pull_request:2721", + "right": "pull_request:3476", + "accept": false, + "reason": "ModelEditing pipeline addition is unrelated to scheduler Karras-sigmas support." + }, + { + "left": "pull_request:3386", + "right": "pull_request:4098", + "accept": false, + "reason": "ControlNet refactor/additions are not the same concrete change as SDXL inpainting." + }, + { + "left": "pull_request:12109", + "right": "pull_request:12119", + "accept": false, + "reason": "Scheduler custom sigma support is unrelated to Qwen-Image Lightning LoRA loading." + }, + { + "left": "pull_request:12584", + "right": "pull_request:12723", + "accept": false, + "reason": "SANA-Video base inference and LongSANA minute-length video are different model/pipeline changes." + }, + { + "left": "pull_request:11231", + "right": "pull_request:12119", + "accept": false, + "reason": "HiDream Image pipeline work is unrelated to Qwen-Image Lightning LoRA support." + }, + { + "left": "pull_request:11660", + "right": "pull_request:12387", + "accept": false, + "reason": "HiDream LoRA support and flash-attention backend support are unrelated." + }, + { + "left": "pull_request:12024", + "right": "pull_request:12074", + "accept": false, + "reason": "Wan follow-up fixes and Wan 2.2 LoRA loading are different code paths and not the same bug." + }, + { + "left": "pull_request:9507", + "right": "pull_request:9988", + "accept": false, + "reason": "Flux ControlNet batching fix is unrelated to Flux Redux pipeline/model additions." + }, + { + "left": "pull_request:12897", + "right": "pull_request:12919", + "accept": false, + "reason": "Both mention NPU, but one changes Flux pos-embed placement and the other adds NPU attention backend support." + }, + { + "left": "pull_request:1", + "right": "pull_request:7", + "accept": false, + "reason": "Early GLIDE model files and VQ-VAE addition are separate foundational model 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"left": "pull_request:10115", + "right": "pull_request:8497", + "accept": false, + "reason": "Flux positional-embedding bugfix and a spelling correction in a scheduler docstring are unrelated." + }, + { + "left": "pull_request:10119", + "right": "pull_request:10245", + "accept": false, + "reason": "Both touch LoRA docs, but one documents load_lora_adapter while the other updates a delete_adapters tutorial; different API changes." + }, + { + "left": "pull_request:10126", + "right": "pull_request:8774", + "accept": false, + "reason": "Deprecating save_attn_procs and introducing LoraBaseMixin are different LoRA refactors with different code paths." + }, + { + "left": "pull_request:10140", + "right": "pull_request:9769", + "accept": false, + "reason": "ConsisID and Mochi are separate model/pipeline feature additions, not the same underlying change." + }, + { + "left": "pull_request:10148", + "right": "pull_request:9893", + "accept": false, + "reason": "OmniGen implementation and an SDXL 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"right": "pull_request:3172", + "accept": false, + "reason": "Training docs updates and reproducibility docs are distinct documentation changes." + }, + { + "left": "pull_request:1020", + "right": "pull_request:628", + "accept": false, + "reason": "Training/fine-tuning docs and a Colab table tweak do not reflect the same change." + }, + { + "left": "pull_request:10206", + "right": "pull_request:8627", + "accept": false, + "reason": "Flux Control LoRA unload support and SD3 ControlNet fast-test trimming are unrelated." + }, + { + "left": "pull_request:10218", + "right": "pull_request:9036", + "accept": false, + "reason": "ControlNetUnion callback-input fixes and nightly dependency workflow changes are unrelated." + }, + { + "left": "pull_request:10218", + "right": "pull_request:9116", + "accept": false, + "reason": "ControlNetUnion callback-input fixes and a dead-link docs patch are unrelated." + }, + { + "left": "pull_request:10220", + "right": "pull_request:11635", + "accept": false, 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"left": "pull_request:12360", + "right": "pull_request:12527", + "accept": false, + "reason": "Chroma docs wording and Kandinsky5 CFG logic fix are different changes." + }, + { + "left": "pull_request:12360", + "right": "pull_request:12637", + "accept": false, + "reason": "Chroma docs updates and Sana video copy cleanup are unrelated." + }, + { + "left": "pull_request:12360", + "right": "pull_request:13146", + "accept": false, + "reason": "Chroma docs and tokenizer type fixes are not the same underlying issue." + }, + { + "left": "pull_request:12398", + "right": "pull_request:13331", + "accept": false, + "reason": "Mirage pipeline addition and CogVideoX inpaint pipeline addition are different features." + }, + { + "left": "pull_request:1240", + "right": "pull_request:2631", + "accept": false, + "reason": "OneFlow pipeline implementation and training-loop process checks are unrelated." + }, + { + "left": "pull_request:1240", + "right": "pull_request:427", + "accept": false, + "reason": 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"pull_request:13158", + "accept": false, + "reason": "Kandinsky5 docs typo cleanup and QwenImage docs addition are not the same documentation change." + }, + { + "left": "pull_request:12686", + "right": "pull_request:13344", + "accept": false, + "reason": "Kandinsky5 image-pipeline feature work and GLM image model tests are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 219, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:12687", + "pull_request:12705", + "pull_request:12782", + "pull_request:12846", + "pull_request:12848", + "pull_request:12868", + "pull_request:1291", + 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unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 220, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:1341", + "pull_request:1352", + "pull_request:1360", + "pull_request:1373", + "pull_request:1374", + "pull_request:1382", + "pull_request:1386", + "pull_request:1402", + "pull_request:1406", + "pull_request:1412", + "pull_request:1424", + "pull_request:1425", + "pull_request:1470", + "pull_request:1487", + "pull_request:1489", + "pull_request:15", + "pull_request:1510", + "pull_request:1520", + "pull_request:1525", + "pull_request:159", + "pull_request:1610", + "pull_request:1756", + "pull_request:1903", + "pull_request:21", + "pull_request:2130", + "pull_request:2188", + "pull_request:227", + "pull_request:2496", + "pull_request:2516", + "pull_request:286", + "pull_request:289", + "pull_request:299", + "pull_request:3080", + "pull_request:3230", + "pull_request:34", + "pull_request:3608", + "pull_request:396", + "pull_request:408", + "pull_request:423", + "pull_request:43", + "pull_request:570", + "pull_request:662", + "pull_request:7", + "pull_request:718", + "pull_request:774", + "pull_request:800", + "pull_request:839", + "pull_request:842" + ], + "soft_pairs": [ + "pull_request:1341|pull_request:7", + "pull_request:1352|pull_request:1406", + "pull_request:1352|pull_request:21", + "pull_request:1352|pull_request:842", + "pull_request:1360|pull_request:2516", + "pull_request:1373|pull_request:299", + "pull_request:1373|pull_request:800", + "pull_request:1374|pull_request:43", + "pull_request:1382|pull_request:286", + "pull_request:1382|pull_request:662", + "pull_request:1382|pull_request:718", + "pull_request:1382|pull_request:774", + "pull_request:1386|pull_request:227", + "pull_request:1402|pull_request:1425", + "pull_request:1406|pull_request:842", + "pull_request:1412|pull_request:3230", + "pull_request:1424|pull_request:1903", + "pull_request:1424|pull_request:396", + "pull_request:1424|pull_request:408", + "pull_request:1425|pull_request:159", + "pull_request:1425|pull_request:718", + "pull_request:1470|pull_request:3080", + "pull_request:1487|pull_request:1756", + "pull_request:1489|pull_request:2130", + "pull_request:1489|pull_request:2188", + "pull_request:1489|pull_request:2496", + "pull_request:1489|pull_request:289", + "pull_request:1489|pull_request:34", + "pull_request:1489|pull_request:839", + "pull_request:1489|pull_request:842", + "pull_request:15|pull_request:286", + "pull_request:15|pull_request:662", + "pull_request:15|pull_request:718", + "pull_request:1510|pull_request:1610", + "pull_request:1510|pull_request:423", + "pull_request:1520|pull_request:3608", + "pull_request:1525|pull_request:570" + ], + "prepared_review_unit_hash": "fc1de577dbc95b860ed5a5bc79fa0ee235be05daa80dbe60d3bc65ca826cda5d", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 108860, + "estimated_input_tokens": 27215, + "estimated_eval_tokens": 54686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated PRs: feature additions (new pipelines/schedulers), docs-only edits, typo fixes, and isolated bug fixes. 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}, + { + "left": "pull_request:1425", + "right": "pull_request:159", + "accept": false, + "reason": "Typo fixes in unrelated docs files are not the same underlying change." + }, + { + "left": "pull_request:1425", + "right": "pull_request:718", + "accept": false, + "reason": "These are separate typo/doc cleanup PRs in different files and contexts." + }, + { + "left": "pull_request:1470", + "right": "pull_request:3080", + "accept": false, + "reason": "DreamBooth Alt Diffusion compatibility is unrelated to pipeline save_pretrained behavior." + }, + { + "left": "pull_request:1487", + "right": "pull_request:1756", + "accept": false, + "reason": "xformers docs updates are not the same as adding attention masks to UCLIP attention." + }, + { + "left": "pull_request:1489", + "right": "pull_request:2130", + "accept": false, + "reason": "Removing a reminder comment is unrelated to allow_patterns cleanup in pipeline loading." + }, + { + "left": "pull_request:1489", + "right": "pull_request:2188", 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API changes removing ['sample']." + }, + { + "left": "pull_request:15", + "right": "pull_request:286", + "accept": false, + "reason": "An example output path rename is unrelated to a broken README link." + }, + { + "left": "pull_request:15", + "right": "pull_request:662", + "accept": false, + "reason": "Example path naming has nothing to do with the 6GB textual inversion update." + }, + { + "left": "pull_request:15", + "right": "pull_request:718", + "accept": false, + "reason": "Output path naming and typo fixes are separate trivial edits." + }, + { + "left": "pull_request:1510", + "right": "pull_request:1610", + "accept": false, + "reason": "Scheduler conversion-script improvements do not match attention-test adjustments." + }, + { + "left": "pull_request:1510", + "right": "pull_request:423", + "accept": false, + "reason": "A conversion script/scheduler PR is unrelated to output syntax docs and pipeline changes." + }, + { + "left": "pull_request:1520", + "right": "pull_request:3608", + "accept": false, + "reason": "Imagic example fixes and a text-to-image argument typo are different example-level changes." + }, + { + "left": "pull_request:1525", + "right": "pull_request:570", + "accept": false, + "reason": "Batch-size logic in upscaling is unrelated to BaseOutput dict initialization." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 221, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:153", + "pull_request:154", + "pull_request:1547", + "pull_request:1548", + "pull_request:1558", + "pull_request:1564", + "pull_request:1582", + "pull_request:1583", + "pull_request:159", + "pull_request:1591", + "pull_request:1601", + "pull_request:1605", + "pull_request:1610", + "pull_request:1623", + "pull_request:1624", + "pull_request:1627", + "pull_request:17", + "pull_request:1706", + "pull_request:171", + "pull_request:1713", + "pull_request:1756", + "pull_request:1761", + "pull_request:1763", + "pull_request:1765", + "pull_request:1788", + "pull_request:1971", + "pull_request:2122", + "pull_request:217", + "pull_request:2279", + "pull_request:2282", + "pull_request:2691", + "pull_request:3230", + "pull_request:3241", + "pull_request:3343", + "pull_request:35", + "pull_request:3653", + "pull_request:3712", + "pull_request:3723", + "pull_request:408", + "pull_request:423", + "pull_request:432", + "pull_request:433", + "pull_request:535", + "pull_request:568", + "pull_request:61", + "pull_request:63", + "pull_request:662", + "pull_request:768" + ], + "soft_pairs": [ + "pull_request:153|pull_request:1788", + "pull_request:154|pull_request:1605", + "pull_request:1547|pull_request:768", + "pull_request:1548|pull_request:1971", + "pull_request:1548|pull_request:433", + "pull_request:1558|pull_request:3653", + "pull_request:1564|pull_request:2122", + "pull_request:1582|pull_request:1623", + "pull_request:1583|pull_request:1623", + "pull_request:159|pull_request:17", + "pull_request:159|pull_request:408", + "pull_request:159|pull_request:568", + "pull_request:1591|pull_request:3241", + "pull_request:1601|pull_request:535", + "pull_request:1610|pull_request:423", + "pull_request:1623|pull_request:2279", + "pull_request:1624|pull_request:3343", + "pull_request:1624|pull_request:35", + "pull_request:1624|pull_request:432", + "pull_request:1627|pull_request:3230", + "pull_request:17|pull_request:662", + "pull_request:1706|pull_request:3723", + "pull_request:171|pull_request:217", + "pull_request:1713|pull_request:61", + "pull_request:1713|pull_request:63", + "pull_request:1756|pull_request:1761", + "pull_request:1763|pull_request:2691", + "pull_request:1763|pull_request:3653", + "pull_request:1763|pull_request:3712", + "pull_request:1765|pull_request:2282" + ], + "prepared_review_unit_hash": "a7df839a3d526d71392d8997a920ef0544a98a05ebcb55632e1c0168db28b4eb", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 102075, + "estimated_input_tokens": 25519, + "estimated_eval_tokens": 51294 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of small maintenance PRs: docs typos, README/template edits, scheduler bug fixes, attention/memory changes, and a few example-script tweaks. I don\u2019t see any true duplicate pairs; most soft links are only title-level similarity.", + "confidence": 0.16, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 1558 is the closest representative of the cluster\u2019s most common theme: small, generic maintenance/typo cleanup. That said, the cluster is very heterogeneous, so it is only a weak canonical anchor.", + "best_issue_reason": null, + "best_pr_reason": "PR 1558 is the best global representative among these PRs because it is a concise, generic maintenance fix and sits near several other typo/docs cleanup PRs. It is not a strong duplicate target for the code-fix PRs, but it is the most canonical-looking maintenance entry overall.", + "soft_edge_verdicts": [ + { + "left": "pull_request:153", + "right": "pull_request:1788", + "accept": false, + "reason": "Issue templates vs DDIM scheduler logic; unrelated change types and code paths." + }, + { + "left": "pull_request:154", + "right": "pull_request:1605", + "accept": false, + "reason": "Stable-diffusion conversion script vs versatile-diffusion upcast_attention; no shared bug or change." + }, + { + "left": "pull_request:1547", + "right": "pull_request:768", + "accept": false, + "reason": "Both are Dreambooth-related, but one fixes collate/tokenization and the other adds default-args/enhancement plumbing; not the same concrete change." + }, + { + "left": "pull_request:1548", + "right": "pull_request:1971", + "accept": false, + "reason": "Bug-report template update vs PNDM docstring cleanup; unrelated." + }, + { + "left": "pull_request:1548", + "right": "pull_request:433", + "accept": false, + "reason": "Issue template markdown update vs black/versioning changes; unrelated." + }, + { + "left": "pull_request:1558", + "right": "pull_request:3653", + "accept": false, + "reason": "Both are minor cleanup, but one is typo fixes and the other is linting refactor in a community example; not the same underlying change." + }, + { + "left": "pull_request:1564", + "right": "pull_request:2122", + "accept": false, + "reason": "Dreambooth README accelerate config docs vs safetensors docs; different documentation topics." + }, + { + "left": "pull_request:1582", + "right": "pull_request:1623", + "accept": false, + "reason": "RePaint scheduler bug fix vs requirements version bump; no shared code-path problem." + }, + { + "left": "pull_request:1583", + "right": "pull_request:1623", + "accept": false, + "reason": "Legacy inpaint scheduler fix vs dependency update; unrelated." + }, + { + "left": "pull_request:159", + "right": "pull_request:17", + "accept": false, + "reason": "Both are typo/doc cleanup, but they touch different files and different typo sets; not one concrete duplicate change." + }, + { + "left": "pull_request:159", + "right": "pull_request:408", + "accept": false, + "reason": "General typo cleanup, but separate doc files and edits; too broad to treat as the same change." + }, + { + "left": "pull_request:159", + "right": "pull_request:568", + "accept": false, + "reason": "Overlapping typo-cleanup theme only; the actual file sets and edits differ substantially." + }, + { + "left": "pull_request:1591", + "right": "pull_request:3241", + "accept": false, + "reason": "Slice-attention upcast fix vs relaxed UnCLIP test threshold; code fix vs test-only change." + }, + { + "left": "pull_request:1601", + "right": "pull_request:535", + "accept": false, + "reason": "Classifier-free guidance control-flow fix vs resnet upsampling implementation fix; unrelated subsystems." + }, + { + "left": "pull_request:1610", + "right": "pull_request:423", + "accept": false, + "reason": "Pipeline tests/attention logger work vs output syntax/docs cleanup; not the same bug or change." + }, + { + "left": "pull_request:1623", + "right": "pull_request:2279", + "accept": false, + "reason": "Example requirement pins vs repo-wide linting/tooling migration; related only at a very broad maintenance level." + }, + { + "left": "pull_request:1624", + "right": "pull_request:3343", + "accept": false, + "reason": "Different DPM scheduler variants and different bugs (timesteps computation vs config field reference)." + }, + { + "left": "pull_request:1624", + "right": "pull_request:35", + "accept": false, + "reason": "Scheduler timestep correction vs adding an analytic DPM pipeline; not duplicates." + }, + { + "left": "pull_request:1624", + "right": "pull_request:432", + "accept": false, + "reason": "Scheduler code fix vs documentation link updates; unrelated." + }, + { + "left": "pull_request:1627", + "right": "pull_request:3230", + "accept": false, + "reason": "xformers enable plumbing for UNet vs adding IF pipelines/docs; different feature areas." + }, + { + "left": "pull_request:17", + "right": "pull_request:662", + "accept": false, + "reason": "README typo cleanup vs textual-inversion example addition; no shared underlying bug." + }, + { + "left": "pull_request:1706", + "right": "pull_request:3723", + "accept": false, + "reason": "Main docs update vs reference-image example enhancement; different scopes and artifacts." + }, + { + "left": "pull_request:171", + "right": "pull_request:217", + "accept": false, + "reason": "Eta-condition fix in latent diffusion vs safety checker bug fix; unrelated code paths." + }, + { + "left": "pull_request:1713", + "right": "pull_request:61", + "accept": false, + "reason": "Both are conversion-related, but one is a generic conversion script tweak and the other is an LDM-uncond converter; different converters and behavior." + }, + { + "left": "pull_request:1713", + "right": "pull_request:63", + "accept": false, + "reason": "Different conversion scripts for different targets; not the same bug/change." + }, + { + "left": "pull_request:1756", + "right": "pull_request:2691", + "accept": false, + "reason": "Attention-mask handling for UCLIP vs large attention-module rename/refactor; not one concrete fix." + }, + { + "left": "pull_request:1756", + "right": "pull_request:3653", + "accept": false, + "reason": "Attention-mask code change vs linting cleanup in an example; unrelated." + }, + { + "left": "pull_request:1756", + "right": "pull_request:3712", + "accept": false, + "reason": "Model attention-mask fix vs workflow secret rename; unrelated." + }, + { + "left": "pull_request:1763", + "right": "pull_request:2691", + "accept": false, + "reason": "Versatile attention-mask fix vs attention-module rename/refactor; different problem statements and code paths." + }, + { + "left": "pull_request:1763", + "right": "pull_request:3653", + "accept": false, + "reason": "Attention-mask behavior fix vs example linting cleanup; unrelated." + }, + { + "left": "pull_request:1765", + "right": "pull_request:2282", + "accept": false, + "reason": "Dreambooth flax fixes vs broad misc fixes across converters/schedulers/tests; too broad and not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 222, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:1765", + "pull_request:1827", + "pull_request:1849", + "pull_request:1861", + "pull_request:1868", + "pull_request:1907", + "pull_request:1910", + "pull_request:1920", + "pull_request:1937", + "pull_request:1939", + "pull_request:1942", + "pull_request:1950", + "pull_request:1951", + "pull_request:1971", + "pull_request:2004", + "pull_request:2006", + "pull_request:2007", + "pull_request:2048", + "pull_request:217", + "pull_request:2190", + "pull_request:2208", + "pull_request:2467", + "pull_request:2542", + "pull_request:258", + "pull_request:2641", + "pull_request:286", + "pull_request:3069", + "pull_request:3074", + "pull_request:312", + "pull_request:3127", + "pull_request:3262", + "pull_request:3343", + "pull_request:3402", + "pull_request:3433", + "pull_request:3471", + "pull_request:3653", + "pull_request:3681", + "pull_request:3712", + "pull_request:3804", + "pull_request:433", + "pull_request:662", + "pull_request:718", + "pull_request:75", + "pull_request:774", + "pull_request:798", + "pull_request:822", + "pull_request:828" + ], + "soft_pairs": [ + "pull_request:1765|pull_request:2542", + "pull_request:1765|pull_request:828", + "pull_request:1827|pull_request:2467", + "pull_request:1849|pull_request:258", + "pull_request:1861|pull_request:433", + "pull_request:1868|pull_request:217", + "pull_request:1868|pull_request:312", + "pull_request:1868|pull_request:3343", + "pull_request:1868|pull_request:3402", + "pull_request:1868|pull_request:3433", + "pull_request:1868|pull_request:75", + "pull_request:1907|pull_request:2190", + "pull_request:1910|pull_request:3471", + "pull_request:1920|pull_request:2641", + "pull_request:1937|pull_request:3804", + "pull_request:1939|pull_request:217", + "pull_request:1939|pull_request:312", + "pull_request:1939|pull_request:3402", + "pull_request:1939|pull_request:3433", + "pull_request:1942|pull_request:3127", + "pull_request:1950|pull_request:286", + "pull_request:1950|pull_request:3653", + "pull_request:1950|pull_request:3712", + "pull_request:1950|pull_request:662", + "pull_request:1950|pull_request:718", + "pull_request:1950|pull_request:774", + "pull_request:1951|pull_request:822", + "pull_request:1971|pull_request:3069", + "pull_request:1971|pull_request:3074", + "pull_request:1971|pull_request:798", + "pull_request:2004|pull_request:258", + "pull_request:2006|pull_request:3402", + "pull_request:2006|pull_request:3433", + "pull_request:2007|pull_request:2208", + "pull_request:2007|pull_request:3262", + "pull_request:2048|pull_request:3681" + ], + "prepared_review_unit_hash": "79ca44fb7fbbecb235fd307b40b0a35208db58187901287c9576900d5bc0fbe2", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 99654, + "estimated_input_tokens": 24914, + "estimated_eval_tokens": 50084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the items span unrelated docs, example scripts, schedulers, tests, and infrastructure changes. None of the proposed soft pairs look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue unifies this set; the PRs target different subsystems and fixes.", + "canonical_pr_reason": "No canonical PR fits the cluster because the items are heterogeneous and do not represent one mergeable change.", + "best_issue_reason": "There is no good global issue representative here; the set is too mixed to map cleanly to one bug report.", + "best_pr_reason": "There is no good global PR representative; none of these PRs captures the cluster as one coherent change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1765", + "right": "pull_request:2542", + "accept": false, + "reason": "Different changes: DreamBooth Flax fixes vs. ControlNet docs tweaks." + }, + { + "left": "pull_request:1765", + "right": "pull_request:828", + "accept": false, + "reason": "Different fixes in unrelated Flax/example code; not the same bug or change." + }, + { + "left": "pull_request:1827", + "right": "pull_request:2467", + "accept": false, + "reason": "Scheduler add_noise implementation vs. latent output type support in pipelines are unrelated." + }, + { + "left": "pull_request:1849", + "right": "pull_request:258", + "accept": false, + "reason": "Versatile Diffusion cross_attention_kwargs plumbing is unrelated to the inpainting script cleanup." + }, + { + "left": "pull_request:1861", + "right": "pull_request:433", + "accept": false, + "reason": "Same file appears, but one is loss computation and the other is a broad black-version update." + }, + { + "left": "pull_request:1868", + "right": "pull_request:217", + "accept": false, + "reason": "EMA decay fix is unrelated to the stable diffusion safety checker bug." + }, + { + "left": "pull_request:1868", + "right": "pull_request:312", + "accept": false, + "reason": "EMA decay logic and README link fixes are unrelated changes." + }, + { + "left": "pull_request:1868", + "right": "pull_request:3343", + "accept": false, + "reason": "Different training utility fix vs. DPM solver config reference." + }, + { + "left": "pull_request:1868", + "right": "pull_request:3402", + "accept": false, + "reason": "EMA decay in training code is unrelated to the Dockerfile fix." + }, + { + "left": "pull_request:1868", + "right": "pull_request:3433", + "accept": false, + "reason": "Training EMA logic and documentation/style rendering are not the same change." + }, + { + "left": "pull_request:1868", + "right": "pull_request:75", + "accept": false, + "reason": "Different code paths and eras: EMA decay vs. Glide attention constructor logic." + }, + { + "left": "pull_request:1907", + "right": "pull_request:2190", + "accept": false, + "reason": "Docker build merge commit is unrelated to the DreamBooth/Imagic notebook bundle." + }, + { + "left": "pull_request:1910", + "right": "pull_request:3471", + "accept": false, + "reason": "Korean docs initialization and DreamBooth torch.compile note are different documentation changes." + }, + { + "left": "pull_request:1920", + "right": "pull_request:2641", + "accept": false, + "reason": "TRANSLATING.md addition is unrelated to Jax notebook build workflow changes." + }, + { + "left": "pull_request:1937", + "right": "pull_request:3804", + "accept": false, + "reason": "Stable diffusion EMA extraction script fix is unrelated to attention processor device-map conversion." + }, + { + "left": "pull_request:1939", + "right": "pull_request:217", + "accept": false, + "reason": "README logo path fix and safety-checker bug fix are unrelated." + }, + { + "left": "pull_request:1939", + "right": "pull_request:312", + "accept": false, + "reason": "Logo path correction is unrelated to pipeline README link cleanup." + }, + { + "left": "pull_request:1939", + "right": "pull_request:3402", + "accept": false, + "reason": "README image path fix and Docker packaging fix are not the same change." + }, + { + "left": "pull_request:1939", + "right": "pull_request:3433", + "accept": false, + "reason": "Unrelated docs/path fix vs. rendering/style fix." + }, + { + "left": "pull_request:1942", + "right": "pull_request:3127", + "accept": false, + "reason": "Converter CLI flag rename is unrelated to img2img safety-checker behavior." + }, + { + "left": "pull_request:1950", + "right": "pull_request:286", + "accept": false, + "reason": "OneFlow graph config support and Stable Diffusion README link fix are unrelated." + }, + { + "left": "pull_request:1950", + "right": "pull_request:3653", + "accept": false, + "reason": "OneFlow support and mixture tiling lint cleanup are different changes." + }, + { + "left": "pull_request:1950", + "right": "pull_request:3712", + "accept": false, + "reason": "OneFlow integration and docs workflow secret rename do not fix the same code path." + }, + { + "left": "pull_request:1950", + "right": "pull_request:662", + "accept": false, + "reason": "OneFlow backend integration and 6GB textual inversion example changes are unrelated." + }, + { + "left": "pull_request:1950", + "right": "pull_request:718", + "accept": false, + "reason": "OneFlow support and typo fixes are not the same underlying change." + }, + { + "left": "pull_request:1950", + "right": "pull_request:774", + "accept": false, + "reason": "OneFlow backend work and pipeline test adjustments are unrelated." + }, + { + "left": "pull_request:1951", + "right": "pull_request:822", + "accept": false, + "reason": "ColossalAI upgrade and Flax scheduler API update are unrelated dependency/code changes." + }, + { + "left": "pull_request:1971", + "right": "pull_request:3069", + "accept": false, + "reason": "PNDM docstring cleanup is unrelated to Flax TPU test updates." + }, + { + "left": "pull_request:1971", + "right": "pull_request:3074", + "accept": false, + "reason": "Docstring wording fix and Transformer2DModel docstring correction are separate documentation edits." + }, + { + "left": "pull_request:1971", + "right": "pull_request:798", + "accept": false, + "reason": "Both touch docs, but they are different docstrings for different models." + }, + { + "left": "pull_request:2004", + "right": "pull_request:258", + "accept": false, + "reason": "DreamBooth README typo fix is unrelated to inpainting script refactoring." + }, + { + "left": "pull_request:2006", + "right": "pull_request:3402", + "accept": false, + "reason": "Checkpoint merger fixes and Dockerfile cleanup are unrelated." + }, + { + "left": "pull_request:2006", + "right": "pull_request:3433", + "accept": false, + "reason": "Checkpoint merger code changes and style-rendering docs tweaks are not the same bug or change." + }, + { + "left": "pull_request:2007", + "right": "pull_request:2208", + "accept": false, + "reason": "Black-formatting sweep and xFormers docs update are unrelated." + }, + { + "left": "pull_request:2007", + "right": "pull_request:3262", + "accept": false, + "reason": "Black formatting changes and IF model naming/docs updates are unrelated." + }, + { + "left": "pull_request:2048", + "right": "pull_request:3681", + "accept": false, + "reason": "Accelerate checkpoint hooks overhaul and manual checkpoints_total_limit handling are different training-system changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 223, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:2057", + "pull_request:2086", + "pull_request:21", + "pull_request:2118", + "pull_request:2122", + "pull_request:2126", + "pull_request:2130", + "pull_request:2134", + "pull_request:2137", + "pull_request:2138", + "pull_request:217", + "pull_request:2188", + "pull_request:2197", + 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"pull_request:5030", + "right": "pull_request:7272", + "accept": false, + "reason": "Both involve loader code, but one fixes missing-key offload behavior and the other targets custom diffusion/PEFT loader compatibility; not the same bug." + }, + { + "left": "pull_request:5038", + "right": "pull_request:5506", + "accept": false, + "reason": "Both are LoRA-related, but one makes optional args explicit in transformer_2d while the other fixes xformers-enabled LoRA attention calls; different concrete issues." + }, + { + "left": "pull_request:5056", + "right": "pull_request:5111", + "accept": false, + "reason": "LoRA fusion docs vs scheduler feature support; unrelated." + }, + { + "left": "pull_request:5058", + "right": "pull_request:7161", + "accept": false, + "reason": "PEFT/LoRA integration code vs documentation for torch.compile usage; not the same underlying change." + }, + { + "left": "pull_request:5063", + "right": "pull_request:5190", + "accept": false, + "reason": "One fixes a 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update vs release workflow dependency installation; not the same change." + }, + { + "left": "pull_request:5185", + "right": "pull_request:5823", + "accept": false, + "reason": "Both are LoRA/PEFT-adjacent, but one fixes active_adapter handling in CI and the other adds adapter_names support to fuse_lora; different functionality and bug." + }, + { + "left": "pull_request:5201", + "right": "pull_request:5331", + "accept": false, + "reason": "Both relate to LoRA, but one fixes xformers/attention processor behavior while the other rewrites examples to use LoRALinear; not the same code-path problem." + }, + { + "left": "pull_request:5201", + "right": "pull_request:6085", + "accept": false, + "reason": "LoRA/xformers attention fix vs scheduler add_noise bug; unrelated." + }, + { + "left": "pull_request:5250", + "right": "pull_request:5910", + "accept": false, + "reason": "DDPO docs entry vs IPAdapterFull implementation; unrelated." + }, + { + "left": "pull_request:5250", + "right": "pull_request:6800", + "accept": false, + "reason": "DDPO docs vs adding a utility import/export; unrelated." + }, + { + "left": "pull_request:5267", + "right": "pull_request:6861", + "accept": false, + "reason": "Docs README formatting cleanup vs SDXL pipeline cfg_end-related code changes; unrelated." + }, + { + "left": "pull_request:5286", + "right": "pull_request:6800", + "accept": false, + "reason": "Japanese docs addition vs torchvision availability utility; unrelated." + }, + { + "left": "pull_request:5289", + "right": "pull_request:6875", + "accept": false, + "reason": "Different test tolerance updates for different pipelines; not the same bug." + }, + { + "left": "pull_request:5304", + "right": "pull_request:5729", + "accept": false, + "reason": "DeepFloyd IF docstring typing cleanup vs broad example setup-version updates; unrelated." + }, + { + "left": "pull_request:5307", + "right": "pull_request:5780", + "accept": false, + "reason": "A stray shell.py addition vs a checkpoint_merger docstring cleanup; completely unrelated." + }, + { + "left": "pull_request:5307", + "right": "pull_request:6754", + "accept": false, + "reason": "Shell script addition vs diffusion DPO loss correction; unrelated." + }, + { + "left": "pull_request:5307", + "right": "pull_request:6765", + "accept": false, + "reason": "Shell.py is unrelated to hub cache-path handling." + }, + { + "left": "pull_request:5307", + "right": "pull_request:6766", + "accept": false, + "reason": "Shell.py is unrelated to constants.py cache-path handling." + }, + { + "left": "pull_request:5307", + "right": "pull_request:7307", + "accept": false, + "reason": "Shell.py addition vs TensorRT example update; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 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"pull_request:5682|pull_request:6339", + "pull_request:5707|pull_request:7324", + "pull_request:5723|pull_request:6051", + "pull_request:5723|pull_request:6498", + "pull_request:5723|pull_request:6800", + "pull_request:5727|pull_request:5911", + "pull_request:5727|pull_request:6192", + "pull_request:5727|pull_request:6656", + "pull_request:5741|pull_request:6864", + "pull_request:5750|pull_request:5895", + "pull_request:5780|pull_request:6861", + "pull_request:5780|pull_request:7307", + "pull_request:5788|pull_request:5974" + ], + "prepared_review_unit_hash": "5af11928b23d10b1a085d967d4bf6937553666a70538b25124b0663bacdf80a9", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 101167, + "estimated_input_tokens": 25292, + 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no shared fix." + }, + { + "left": "pull_request:5727", + "right": "pull_request:6656", + "accept": false, + "reason": "LCM distillation scripts versus unload_textual_inversion; separate loader features." + }, + { + "left": "pull_request:5741", + "right": "pull_request:6864", + "accept": false, + "reason": "PEFT unload-speedup implementation and a docs note about torch.compile are not the same change." + }, + { + "left": "pull_request:5750", + "right": "pull_request:5895", + "accept": false, + "reason": "These are completely different: a placeholder/reference docs PR versus Stable Video Diffusion feature work." + }, + { + "left": "pull_request:5780", + "right": "pull_request:6861", + "accept": false, + "reason": "Checkpoint merger doc cleanup versus SDXL/controlnet pipeline feature plumbing are unrelated." + }, + { + "left": "pull_request:5780", + "right": "pull_request:7307", + "accept": false, + "reason": "Checkpoint merger doc update does not match the tensorrt txt2img update; no shared bug or change." + }, + { + "left": "pull_request:5788", + "right": "pull_request:5974", + "accept": false, + "reason": "LCM scheduler error handling and PixArtAlpha LCM adaptation are different code paths and goals." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 233, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:5842", + "pull_request:5844", + "pull_request:5855", + "pull_request:5895", + "pull_request:5910", + "pull_request:5911", + "pull_request:5920", + "pull_request:5982", + "pull_request:5983", + "pull_request:6", + "pull_request:6002", + "pull_request:6192", + "pull_request:62", + "pull_request:6236", + "pull_request:6241", + "pull_request:6262", + "pull_request:6263", + "pull_request:6264", + "pull_request:6276", + "pull_request:6296", + "pull_request:6308", + "pull_request:6322", + "pull_request:6326", + "pull_request:6332", + "pull_request:6337", + "pull_request:6339", + "pull_request:6344", + "pull_request:6373", + "pull_request:6410", + "pull_request:6462", + "pull_request:662", + "pull_request:6643", + "pull_request:6656", + "pull_request:6759", + "pull_request:6861", + "pull_request:6910", + "pull_request:6941", + "pull_request:7", + "pull_request:7062", + "pull_request:7510", + "pull_request:7653", + "pull_request:8272", + "pull_request:8419", + "pull_request:8425", + "pull_request:8481", + "pull_request:8698", + "pull_request:96" + ], + "soft_pairs": [ + "pull_request:5842|pull_request:6241", + "pull_request:5842|pull_request:7062", + "pull_request:5844|pull_request:6643", + "pull_request:5855|pull_request:6861", + "pull_request:5895|pull_request:5982", + "pull_request:5910|pull_request:6941", + "pull_request:5911|pull_request:6192", + "pull_request:5911|pull_request:6656", + "pull_request:5920|pull_request:6276", + "pull_request:5983|pull_request:7510", + "pull_request:6|pull_request:7", + "pull_request:6|pull_request:96", + "pull_request:6002|pull_request:7653", + "pull_request:6002|pull_request:8272", + "pull_request:62|pull_request:662", + "pull_request:62|pull_request:96", + "pull_request:6236|pull_request:6910", + "pull_request:6262|pull_request:8419", + "pull_request:6263|pull_request:8419", + "pull_request:6264|pull_request:8419", + "pull_request:6296|pull_request:6344", + "pull_request:6296|pull_request:6462", + "pull_request:6308|pull_request:8425", + "pull_request:6322|pull_request:7510", + "pull_request:6322|pull_request:8481", + "pull_request:6326|pull_request:6410", + "pull_request:6332|pull_request:6759", + "pull_request:6337|pull_request:7510", + "pull_request:6337|pull_request:8481", + "pull_request:6339|pull_request:7510", + "pull_request:6339|pull_request:8481", + "pull_request:6373|pull_request:8698" + ], + "prepared_review_unit_hash": "a8c3f1e8fa4aa2f058a5cf38c2c3f50136aa2d551f0387d8f01cf4a14a4a31a7", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 97441, + "estimated_input_tokens": 24361, + "estimated_eval_tokens": 48978 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated PRs across docs, pipeline additions/refactors, loader features, and test fixes; the soft pairs do not look like duplicate bug fixes or mergeable single changes.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a good canonical representative: the items span many unrelated subsystems and change types, and even the superficially similar PRs target different concrete features or bugs.", + "best_issue_reason": null, + "best_pr_reason": "No clear best PR for duplicate triage. The cluster is too heterogeneous, so picking one would be arbitrary rather than representative of a shared underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5842", + "right": "pull_request:6241", + "accept": false, + "reason": "PixArt 512px resolution fix vs a runtime float/half type error; unrelated bugs." + }, + { + "left": "pull_request:5842", + "right": "pull_request:7062", + "accept": false, + "reason": "PixArt resolution bug vs imagic docstring cleanup; different change types and code paths." + }, + { + "left": "pull_request:5844", + "right": "pull_request:6643", + "accept": false, + "reason": "Both are docs PRs, but one adds a Japanese SDXL reference and the other adds UViT2D docs; unrelated content." + }, + { + "left": "pull_request:5855", + "right": "pull_request:6861", + "accept": false, + "reason": "README typo fix vs a large SDXL ControlNet BD change; no shared underlying bug." + }, + { + "left": "pull_request:5895", + "right": "pull_request:5982", + "accept": false, + "reason": "SVD feature addition vs SDXL Turbo docs; different artifacts and purposes." + }, + { + "left": "pull_request:5910", + "right": "pull_request:6941", + "accept": false, + "reason": "IPAdapterFull support vs IP-Adapter support for SDXL ControlNet inpaint; different code paths and problems." + }, + { + "left": "pull_request:5911", + "right": "pull_request:6192", + "accept": false, + "reason": "IPAdapterFull support vs unload_ip_adapter; one adds loading support, the other adds removal support." + }, + { + "left": "pull_request:5911", + "right": "pull_request:6656", + "accept": false, + "reason": "IPAdapterFull support vs unload_textual_inversion; different loaders and unrelated functionality." + }, + { + "left": "pull_request:5920", + "right": "pull_request:6276", + "accept": false, + "reason": "IPEX LoRA support vs community IPAdapter FaceID pipeline; separate features." + }, + { + "left": "pull_request:5983", + "right": "pull_request:7510", + "accept": false, + "reason": "SVD documentation tweak vs a VAE tiling OOM test fix; unrelated." + }, + { + "left": "pull_request:6", + "right": "pull_request:7", + "accept": false, + "reason": "Adding UNetLDMModel init export vs adding VQModel export; same era, but different model additions." + }, + { + "left": "pull_request:6", + "right": "pull_request:96", + "accept": false, + "reason": "UNetLDM init export vs broader LDM finalization and conditional UNet work; not the same change." + }, + { + "left": "pull_request:6002", + "right": "pull_request:7653", + "accept": false, + "reason": "SVD guidance-scale fix vs configuration decorator refactor; unrelated code paths." + }, + { + "left": "pull_request:6002", + "right": "pull_request:8272", + "accept": false, + "reason": "SVD guidance-scale logic vs grammatical error fixes in scheduler messages; unrelated." + }, + { + "left": "pull_request:62", + "right": "pull_request:662", + "accept": false, + "reason": "Latent diffusion pipeline decode fix vs early 6GB textual inversion setup; different problems." + }, + { + "left": "pull_request:62", + "right": "pull_request:96", + "accept": false, + "reason": "Bug fix in unconditional LDM pipeline vs model init/finalization work; not the same underlying issue." + }, + { + "left": "pull_request:6236", + "right": "pull_request:6910", + "accept": false, + "reason": "ControlNet inpaint docs example fix vs ControlNet model-card standardization; both touch ControlNet but not the same bug/change." + }, + { + "left": "pull_request:6262", + "right": "pull_request:8419", + "accept": false, + "reason": "Panorama refactor vs cached_download removal in dynamic modules; unrelated." + }, + { + "left": "pull_request:6263", + "right": "pull_request:8419", + "accept": false, + "reason": "LDM3D refactor vs cached_download removal; no overlap in underlying issue." + }, + { + "left": "pull_request:6264", + "right": "pull_request:8419", + "accept": false, + "reason": "SAG refactor vs cached_download removal; unrelated code and intent." + }, + { + "left": "pull_request:6296", + "right": "pull_request:6344", + "accept": false, + "reason": "Initial aMUSEd pipeline addition vs later repo-link updates for the same feature; related topic but not the same concrete change." + }, + { + "left": "pull_request:6296", + "right": "pull_request:6462", + "accept": false, + "reason": "aMUSEd pipeline addition vs paper-link correction in docs; docs-only follow-up, not duplicate fix." + }, + { + "left": "pull_request:6308", + "right": "pull_request:8425", + "accept": false, + "reason": "LoRA PEFT dummy component test fix vs workflow rename; unrelated." + }, + { + "left": "pull_request:6322", + "right": "pull_request:7510", + "accept": false, + "reason": "Training script attention fix vs VAE tiling OOM test fix; different code paths." + }, + { + "left": "pull_request:6322", + "right": "pull_request:8481", + "accept": false, + "reason": "Training script fix vs image processor error-message bug; unrelated." + }, + { + "left": "pull_request:6326", + "right": "pull_request:6410", + "accept": false, + "reason": "Guidance-scale handling in TensorRT img2img vs value-guided sampling module registration; different bugs." + }, + { + "left": "pull_request:6332", + "right": "pull_request:6759", + "accept": false, + "reason": "Rerender-A-Video community pipeline addition vs InstantID bug fix; unrelated." + }, + { + "left": "pull_request:6337", + "right": "pull_request:7510", + "accept": false, + "reason": "retrieve_latents fix in TensorRT img2img vs VAE tiling OOM test fix; unrelated." + }, + { + "left": "pull_request:6337", + "right": "pull_request:8481", + "accept": false, + "reason": "retrieve_latents change vs image processor format error fix; different code paths." + }, + { + "left": "pull_request:6339", + "right": "pull_request:7510", + "accept": false, + "reason": "AnimateDiff docs tweak vs VAE tiling OOM test fix; unrelated." + }, + { + "left": "pull_request:6339", + "right": "pull_request:8481", + "accept": false, + "reason": "AnimateDiff docs tweak vs image processor error-message fix; unrelated." + }, + { + "left": "pull_request:6373", + "right": "pull_request:8698", + "accept": false, + "reason": "Workflow deletion vs transformer2d deprecation cleanup; unrelated maintenance changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 234, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:6389", + "pull_request:6410", + "pull_request:6433", + "pull_request:6453", + "pull_request:6462", + "pull_request:6487", + "pull_request:6498", + "pull_request:6564", + "pull_request:662", + "pull_request:6645", + "pull_request:6754", + "pull_request:6759", + "pull_request:6765", + "pull_request:678", + "pull_request:6800", + "pull_request:6837", + "pull_request:688", + "pull_request:689", + "pull_request:6904", + "pull_request:6929", + "pull_request:693", + "pull_request:6989", + "pull_request:6998", + "pull_request:7077", + "pull_request:7087", + "pull_request:7259", + "pull_request:7307", + "pull_request:75", + "pull_request:7653", + "pull_request:7709", + "pull_request:7720", + "pull_request:78", + "pull_request:802", + "pull_request:822", + "pull_request:8268", + "pull_request:8378", + "pull_request:8426", + "pull_request:8483", + "pull_request:8491", + "pull_request:8607", + "pull_request:8654", + "pull_request:8656", + "pull_request:8688", + "pull_request:8705", + "pull_request:8920", + "pull_request:8990", + "pull_request:921", + "pull_request:978" + ], + "soft_pairs": [ + "pull_request:6389|pull_request:7087", + "pull_request:6410|pull_request:7077", + "pull_request:6410|pull_request:8426", + "pull_request:6410|pull_request:8491", + "pull_request:6410|pull_request:8656", + "pull_request:6433|pull_request:6487", + "pull_request:6453|pull_request:6800", + "pull_request:6462|pull_request:7653", + "pull_request:6487|pull_request:8483", + "pull_request:6498|pull_request:8268", + "pull_request:6498|pull_request:8654", + "pull_request:6564|pull_request:7720", + "pull_request:662|pull_request:78", + "pull_request:662|pull_request:802", + "pull_request:6645|pull_request:8378", + "pull_request:6754|pull_request:7307", + "pull_request:6759|pull_request:6929", + "pull_request:6765|pull_request:7307", + "pull_request:678|pull_request:921", + "pull_request:6800|pull_request:6989", + "pull_request:6800|pull_request:7259", + "pull_request:6800|pull_request:7709", + "pull_request:6800|pull_request:8483", + "pull_request:6800|pull_request:8705", + "pull_request:6837|pull_request:8607", + "pull_request:688|pull_request:822", + "pull_request:689|pull_request:978", + "pull_request:6904|pull_request:8688", + "pull_request:693|pull_request:75", + "pull_request:6989|pull_request:8990", + "pull_request:6998|pull_request:8920" + ], + "prepared_review_unit_hash": "40174d632267727b8a4f15e820192f03abb4efc2423eb1618c32548e7fe03e42", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 98973, + "estimated_input_tokens": 24744, + "estimated_eval_tokens": 49744 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs spanning docs, CI, feature additions, and small bug fixes. The soft links are all false positives; none of the paired PRs look like the same underlying change or could be merged into one PR.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #8483 is the most substantial and central artifact in the set: it introduces Stable Diffusion 3 with broad code, docs, loader, and model changes. It is the best representative PR if one must be chosen, though it is not a duplicate anchor for the rest of the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:6389", + "right": "pull_request:7087", + "accept": false, + "reason": "Both touch stable video diffusion, but #6389 only fixes the `noise_aug_strength` type while #7087 is a docs/API cleanup for the pipeline. Different change types and no shared bug." + }, + { + "left": "pull_request:6410", + "right": "pull_request:7077", + "accept": false, + "reason": "#6410 fixes `register_modules` usage in an RL helper; #7077 changes `head_to_batch_dim` to support IPAdapter attention shapes. Unrelated code paths." + }, + { + "left": "pull_request:6410", + "right": "pull_request:8426", + "accept": false, + "reason": "#6410 is an RL module registration fix, while #8426 updates a CI mirror workflow. No overlap in bug or component." + }, + { + "left": "pull_request:6410", + "right": "pull_request:8491", + "accept": false, + "reason": "#6410 concerns RL sampling internals; #8491 fixes a DualTransformer2D import path. Different subsystems and problems." + }, + { + "left": "pull_request:6410", + "right": "pull_request:8656", + "accept": false, + "reason": "#6410 is about module registration in experimental RL; #8656 fixes shard checkpoint loading in modeling utils. Not the same issue." + }, + { + "left": "pull_request:6433", + "right": "pull_request:6487", + "accept": false, + "reason": "#6433 adds the GlueGen community pipeline; #6487 adds Stable Cascade pipeline/docs/model files. Both are feature additions, but completely different pipelines." + }, + { + "left": "pull_request:6453", + "right": "pull_request:6800", + "accept": false, + "reason": "#6453 only adds a paper link in aMUSEd docs; #6800 adds `is_torchvision_available` plumbing across utils/training. Different scope and intent." + }, + { + "left": "pull_request:6462", + "right": "pull_request:7653", + "accept": false, + "reason": "#6462 is a docs link correction for aMUSEd; #7653 fixes a wrong decorator/helper signature in configuration utils. No shared code path." + }, + { + "left": "pull_request:6487", + "right": "pull_request:8483", + "accept": false, + "reason": "Both are large model additions, but Stable Cascade and Stable Diffusion 3 are separate feature sets with different models, docs, loaders, and tests." + }, + { + "left": "pull_request:6498", + "right": "pull_request:8268", + "accept": false, + "reason": "#6498 adds inpaint docs for mask blur/padding; #8268 cleans up from_single_file docs. Both are docs-only, but unrelated topics." + }, + { + "left": "pull_request:6498", + "right": "pull_request:8654", + "accept": false, + "reason": "#6498 is inpainting documentation; #8654 adds SD3 T5 token-limit docs. Different documentation subjects and no shared code change." + }, + { + "left": "pull_request:6564", + "right": "pull_request:7720", + "accept": false, + "reason": "#6564 fixes IP Adapter path generation; #7720 removes dead code and fixes an f-string issue across several files. Only superficial utility overlap." + }, + { + "left": "pull_request:662", + "right": "pull_request:78", + "accept": false, + "reason": "#662 is a large 6GB memory/textual inversion notebook and example update; #78 is an early attention/mid-block implementation change. Not the same bug or feature." + }, + { + "left": "pull_request:662", + "right": "pull_request:802", + "accept": false, + "reason": "#662 is a broad example/model adaptation for low-memory textual inversion; #802 only fixes indentation in a custom-pipeline code example." + }, + { + "left": "pull_request:6645", + "right": "pull_request:8378", + "accept": false, + "reason": "#6645 updates the community README; #8378 fixes AsymmetricAutoencoderKL forward behavior. Different file types and different problems." + }, + { + "left": "pull_request:6754", + "right": "pull_request:7307", + "accept": false, + "reason": "#6754 fixes DPO loss reduction in training scripts; #7307 adds a TensorRT community pipeline and environment spec. Unrelated training bug vs feature work." + }, + { + "left": "pull_request:6759", + "right": "pull_request:6929", + "accept": false, + "reason": "#6759 fixes batching in an InstantID community pipeline; #6929 adds docs and local-loading support for community pipelines. Different artifacts and code paths." + }, + { + "left": "pull_request:6765", + "right": "pull_request:7307", + "accept": false, + "reason": "#6765 changes cache path handling in hub_utils; #7307 is a TensorRT pipeline update with a conda env. No same underlying issue." + }, + { + "left": "pull_request:678", + "right": "pull_request:921", + "accept": false, + "reason": "#678 is an early DreamBooth/Stable Diffusion update with model and notebook changes; #921 is v1-5 docs and API updates. Broadly related to Stable Diffusion, but not the same change." + }, + { + "left": "pull_request:6800", + "right": "pull_request:6989", + "accept": false, + "reason": "#6800 adds a torchvision availability helper; #6989 only adds `peft` to a benchmark workflow. Different scope and no shared bug." + }, + { + "left": "pull_request:6800", + "right": "pull_request:7259", + "accept": false, + "reason": "#6800 is a utility/import availability fix; #7259 introduces TCD docs and navigation. No common code-path problem." + }, + { + "left": "pull_request:6800", + "right": "pull_request:7709", + "accept": false, + "reason": "#6800 affects import utilities; #7709 changes a push-tests workflow and container privileges. Unrelated." + }, + { + "left": "pull_request:6800", + "right": "pull_request:8483", + "accept": false, + "reason": "#6800 is a small utility addition; #8483 is a major SD3 feature landing. Not the same fix or change." + }, + { + "left": "pull_request:6800", + "right": "pull_request:8705", + "accept": false, + "reason": "#6800 is about torchvision detection; #8705 adds a benchmarking Docker container. Different infrastructure concerns." + }, + { + "left": "pull_request:6837", + "right": "pull_request:8607", + "accept": false, + "reason": "#6837 only tweaks example import order in i2vgen-xl docs; #8607 adds TAESD3 docs. Both docs-related, but unrelated models/topics." + }, + { + "left": "pull_request:688", + "right": "pull_request:822", + "accept": false, + "reason": "#688 fixes Flax/PyTorch import handling; #822 updates the Flax scheduler API and latents scaling. Different functional issues." + }, + { + "left": "pull_request:689", + "right": "pull_request:978", + "accept": false, + "reason": "#689 changes attention internals for performance; #978 is typo/doc cleanup across examples and pipeline docs. No shared bug." + }, + { + "left": "pull_request:6904", + "right": "pull_request:8688", + "accept": false, + "reason": "#6904 adds PIL image support in `load_image`; #8688 fixes DoRA detection in LoRA conversion. Both are loader utilities, but they address different input paths and bugs." + }, + { + "left": "pull_request:693", + "right": "pull_request:75", + "accept": false, + "reason": "#693 only corrects a BibTeX citation; #75 changes attention/unet implementation for Glide. Completely different artifact types and intent." + }, + { + "left": "pull_request:6989", + "right": "pull_request:8990", + "accept": false, + "reason": "#6989 updates a benchmark workflow dependency list; #8990 adds the StableDiffusionXLControlNetPAGImg2Img pipeline and tests. Infrastructure vs model feature." + }, + { + "left": "pull_request:6998", + "right": "pull_request:8920", + "accept": false, + "reason": "Both are docs fixes, but #6998 only changes a callout marker in the IP-Adapter guide while #8920 makes small PAG guide edits. Different guide pages and no shared bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 235, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:7", + "pull_request:7024", + "pull_request:7034", + "pull_request:705", + "pull_request:7077", + "pull_request:7113", + "pull_request:7134", + "pull_request:7156", + "pull_request:718", + "pull_request:7212", + "pull_request:7213", + "pull_request:7259", + "pull_request:7339", + "pull_request:74", + "pull_request:7458", + "pull_request:7464", + "pull_request:7472", + "pull_request:748", + "pull_request:7510", + "pull_request:7520", + "pull_request:7564", + "pull_request:7594", + "pull_request:7618", + "pull_request:7627", + "pull_request:7709", + "pull_request:774", + "pull_request:7778", + "pull_request:78", + "pull_request:79", + "pull_request:7913", + "pull_request:819", + "pull_request:8224", + "pull_request:824", + "pull_request:8412", + "pull_request:8426", + "pull_request:8452", + "pull_request:8491", + "pull_request:8607", + "pull_request:8684", + "pull_request:8688", + "pull_request:8836", + "pull_request:8990", + "pull_request:9036", + "pull_request:9065", + "pull_request:9116", + "pull_request:9251", + "pull_request:9463", + "pull_request:979" + ], + "soft_pairs": [ + "pull_request:7|pull_request:74", + "pull_request:7|pull_request:79", + "pull_request:7|pull_request:979", + "pull_request:7024|pull_request:8607", + "pull_request:7034|pull_request:8452", + "pull_request:705|pull_request:824", + "pull_request:7077|pull_request:8836", + "pull_request:7113|pull_request:9065", + "pull_request:7134|pull_request:8684", + "pull_request:7156|pull_request:7618", + "pull_request:7156|pull_request:8688", + "pull_request:718|pull_request:78", + "pull_request:7212|pull_request:8836", + "pull_request:7213|pull_request:8412", + "pull_request:7259|pull_request:8990", + "pull_request:7339|pull_request:7778", + "pull_request:7458|pull_request:9251", + "pull_request:7464|pull_request:8426", + "pull_request:7464|pull_request:8491", + "pull_request:7472|pull_request:9036", + "pull_request:748|pull_request:819", + "pull_request:7510|pull_request:9036", + "pull_request:7510|pull_request:9116", + "pull_request:7520|pull_request:9463", + "pull_request:7564|pull_request:9036", + "pull_request:7564|pull_request:9116", + "pull_request:7594|pull_request:8224", + "pull_request:7627|pull_request:7913", + "pull_request:7709|pull_request:8990", + "pull_request:774|pull_request:78" + ], + "prepared_review_unit_hash": "eaf255858bfd31b8bbe7d39ec1e08b2525568c429f32a17c9af246a1ae60eaeb", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 94884, + "estimated_input_tokens": 23721, + "estimated_eval_tokens": 47698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a false-positive mix of unrelated PRs spanning model code, docs, CI/workflows, tests, and small utility fixes. None of the proposed soft edges appear to be the same underlying bug or change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: there is no single underlying fix here, just a heterogeneous set of unrelated changes.", + "best_issue_reason": null, + "best_pr_reason": "No best PR candidate for duplicate triage; the cluster is not centered on one concrete code-path or feature change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:7", + "right": "pull_request:74", + "accept": false, + "reason": "VQModel addition vs Grad-TTS mid-block change; unrelated model features." + }, + { + "left": "pull_request:7", + "right": "pull_request:79", + "accept": false, + "reason": "Shared init exports only; VQModel addition and unconditional image generation are different changes." + }, + { + "left": "pull_request:7", + "right": "pull_request:979", + "accept": false, + "reason": "Model addition vs README import fix; not the same bug/change." + }, + { + "left": "pull_request:7024", + "right": "pull_request:8607", + "accept": false, + "reason": "Separate docs for AnimateLCM and TAESD3; different pipelines and topics." + }, + { + "left": "pull_request:7034", + "right": "pull_request:8452", + "accept": false, + "reason": "Both touch single_file_utils, but one fixes ControlNet dtype loading and the other relaxes CLIP load strictness; different code paths." + }, + { + "left": "pull_request:705", + "right": "pull_request:824", + "accept": false, + "reason": "CI CUDA workflow changes vs Flax test setup; unrelated." + }, + { + "left": "pull_request:7077", + "right": "pull_request:8836", + "accept": false, + "reason": "Different attention bugs: IPAdapter head reshaping vs sliced attention loop bounds." + }, + { + "left": "pull_request:7113", + "right": "pull_request:9065", + "accept": false, + "reason": "Docker CI Slack notification workflow vs sentencepiece optional dependency wiring; unrelated." + }, + { + "left": "pull_request:7134", + "right": "pull_request:8684", + "accept": false, + "reason": "Type-hint/doc cleanup in UNet vs Pillow import fix in a pipeline docstring; unrelated." + }, + { + "left": "pull_request:7156", + "right": "pull_request:7618", + "accept": false, + "reason": "Stalebot label handling vs CPU offload slow-test fix; different subsystems." + }, + { + "left": "pull_request:7156", + "right": "pull_request:8688", + "accept": false, + "reason": "Stalebot utility change vs LoRA DoRA conversion fix; unrelated." + }, + { + "left": "pull_request:718", + "right": "pull_request:78", + "accept": false, + "reason": "Typos/docs cleanup vs mid-block implementation fix; not the same change." + }, + { + "left": "pull_request:7212", + "right": "pull_request:8836", + "accept": false, + "reason": "TemporalBasicTransformerBlock cleanup vs sliced attention processor bug; different components." + }, + { + "left": "pull_request:7213", + "right": "pull_request:8412", + "accept": false, + "reason": "Docs for merging LoRAs vs single-file loading docs; related theme but not the same change." + }, + { + "left": "pull_request:7259", + "right": "pull_request:8990", + "accept": false, + "reason": "TCD docs addition vs PAG img2img pipeline implementation; different features." + }, + { + "left": "pull_request:7339", + "right": "pull_request:7778", + "accept": false, + "reason": "Release workflow dependency fix vs debugging SSH workflow; unrelated CI changes." + }, + { + "left": "pull_request:7458", + "right": "pull_request:9251", + "accept": false, + "reason": "Python 3.12 test skipping vs patch-branch test triggering; different test-infra concerns." + }, + { + "left": "pull_request:7464", + "right": "pull_request:8426", + "accept": false, + "reason": "LDM3D example import fix vs mirror community pipeline workflow; unrelated." + }, + { + "left": "pull_request:7464", + "right": "pull_request:8491", + "accept": false, + "reason": "LDM3D example fix vs DualTransformer2D import path fix; unrelated." + }, + { + "left": "pull_request:7472", + "right": "pull_request:9036", + "accept": false, + "reason": "Broken link in examples README vs nightly dependency install fix; unrelated." + }, + { + "left": "pull_request:748", + "right": "pull_request:819", + "accept": false, + "reason": "Training push_to_hub API fix vs DDIM timestep int64 fix; different bugs." + }, + { + "left": "pull_request:7510", + "right": "pull_request:9036", + "accept": false, + "reason": "VAE tiling OOM fix vs nightly deps workflow fix; unrelated." + }, + { + "left": "pull_request:7510", + "right": "pull_request:9116", + "accept": false, + "reason": "VAE tiling OOM fix vs dead-link docs fix; unrelated." + }, + { + "left": "pull_request:7520", + "right": "pull_request:9463", + "accept": false, + "reason": "HD-Painter pipeline addition vs PAG img2img support; different features." + }, + { + "left": "pull_request:7564", + "right": "pull_request:9036", + "accept": false, + "reason": "Test fixes/cpu offload changes vs nightly dependency workflow fix; unrelated." + }, + { + "left": "pull_request:7564", + "right": "pull_request:9116", + "accept": false, + "reason": "Test fixes vs dead-link docs fix; unrelated." + }, + { + "left": "pull_request:7594", + "right": "pull_request:8224", + "accept": false, + "reason": "Callback docs bugfix vs DeepFloyd training docs; unrelated documentation changes." + }, + { + "left": "pull_request:7627", + "right": "pull_request:7913", + "accept": false, + "reason": "Playground img2img pipeline fix vs custom timesteps/sigmas support; different pipeline behaviors." + }, + { + "left": "pull_request:7709", + "right": "pull_request:8990", + "accept": false, + "reason": "Tailscale CI workflow addition vs PAG pipeline implementation; unrelated." + }, + { + "left": "pull_request:774", + "right": "pull_request:78", + "accept": false, + "reason": "Test tolerance tweak vs mid-block code fix; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 236, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:7790", + "pull_request:7791", + "pull_request:7857", + "pull_request:7919", + "pull_request:7938", + "pull_request:7977", + "pull_request:800", + "pull_request:8225", + "pull_request:824", + "pull_request:828", + "pull_request:8298", + "pull_request:8310", + "pull_request:8386", + "pull_request:839", + "pull_request:842", + "pull_request:8426", + "pull_request:8467", + "pull_request:8478", + "pull_request:8481", + "pull_request:8483", + "pull_request:8491", + "pull_request:8521", + "pull_request:8522", + "pull_request:8583", + "pull_request:8607", + "pull_request:8618", + "pull_request:8652", + "pull_request:8656", + "pull_request:8685", + "pull_request:8705", + "pull_request:8836", + "pull_request:8978", + "pull_request:8990", + "pull_request:9015", + "pull_request:9036", + "pull_request:904", + "pull_request:9077", + "pull_request:9116", + "pull_request:9249", + "pull_request:9536", + "pull_request:9592", + "pull_request:9649", + "pull_request:9662", + "pull_request:9684", + "pull_request:9721", + "pull_request:9739", + "pull_request:9769" + ], + "soft_pairs": [ + "pull_request:7790|pull_request:8467", + "pull_request:7791|pull_request:8836", + "pull_request:7857|pull_request:9649", + "pull_request:7919|pull_request:9684", + "pull_request:7919|pull_request:9769", + "pull_request:7938|pull_request:9721", + "pull_request:7977|pull_request:9036", + "pull_request:7977|pull_request:9116", + "pull_request:800|pull_request:904", + "pull_request:8225|pull_request:9015", + "pull_request:824|pull_request:828", + "pull_request:8298|pull_request:8652", + "pull_request:8310|pull_request:8478", + "pull_request:8386|pull_request:9536", + "pull_request:839|pull_request:842", + "pull_request:8426|pull_request:9739", + "pull_request:8481|pull_request:9036", + "pull_request:8483|pull_request:8990", + "pull_request:8491|pull_request:9077", + "pull_request:8491|pull_request:9739", + "pull_request:8521|pull_request:8978", + "pull_request:8522|pull_request:9662", + "pull_request:8583|pull_request:8607", + "pull_request:8607|pull_request:8618", + "pull_request:8607|pull_request:9249", + "pull_request:8656|pull_request:9077", + "pull_request:8656|pull_request:9739", + "pull_request:8685|pull_request:9592", + "pull_request:8705|pull_request:8990" + ], + "prepared_review_unit_hash": "de9dc122a20b999e4033753bb0c59b040014d3913c17a85aa344ff46acaa0bd3", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 98406, + "estimated_input_tokens": 24602, + "estimated_eval_tokens": 49460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous PRs with only one clearly related pair; there is no meaningful duplicate cluster here beyond a few weak thematic overlaps.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR stands out: the set mixes unrelated docs, tests, workflows, and feature additions, so there is no strong duplicate anchor.", + "best_issue_reason": null, + "best_pr_reason": "No strong global best PR for duplicate triage; if forced, the broadest feature PRs are the most representative, but none is a good canonical duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:7790", + "right": "pull_request:8467", + "accept": false, + "reason": "Different pipelines and different bugs; only a loose SDXL/SEGA theme overlap." + }, + { + "left": "pull_request:7791", + "right": "pull_request:8836", + "accept": false, + "reason": "IP-Adapter AnimateDiff creation fix vs sliced attention loop bug are unrelated." + }, + { + "left": "pull_request:7857", + "right": "pull_request:9649", + "accept": false, + "reason": "Docs for PixArtSigma vs scheduler return behavior in DDIM are unrelated." + }, + { + "left": "pull_request:7919", + "right": "pull_request:9684", + "accept": false, + "reason": "Offload/device_map behavior and CogVideoX VAE batching address different code paths." + }, + { + "left": "pull_request:7919", + "right": "pull_request:9769", + "accept": false, + "reason": "Offload behavior fix vs Mochi model/pipeline addition are unrelated." + }, + { + "left": "pull_request:7938", + "right": "pull_request:9721", + "accept": false, + "reason": "Both touch Docker/workflows, but one changes Slack reporting and the other pins torch versions." + }, + { + "left": "pull_request:7977", + "right": "pull_request:9036", + "accept": false, + "reason": "A typo fix in docs is unrelated to nightly dependency installation." + }, + { + "left": "pull_request:7977", + "right": "pull_request:9116", + "accept": false, + "reason": "Both are docs-only, but they fix different issues (typo vs dead link)." + }, + { + "left": "pull_request:800", + "right": "pull_request:904", + "accept": false, + "reason": "Very old VQ Diffusion work vs stable diffusion inpainting are unrelated." + }, + { + "left": "pull_request:8225", + "right": "pull_request:9015", + "accept": false, + "reason": "Checkpoint upload ignore patterns vs PIA example docs are unrelated." + }, + { + "left": "pull_request:824", + "right": "pull_request:828", + "accept": false, + "reason": "Both are Flax test-related, but one modifies pipeline/test infra and the other only adjusts tests; not the same bug or change." + }, + { + "left": "pull_request:8298", + "right": "pull_request:8652", + "accept": false, + "reason": "CLI env platform-info cleanup vs Lumina feature addition are unrelated." + }, + { + "left": "pull_request:8310", + "right": "pull_request:8478", + "accept": false, + "reason": "HunyuanDiT refactor and HunyuanDiT ControlNet/pipeline addition are separate changes, not one fix." + }, + { + "left": "pull_request:8386", + "right": "pull_request:9536", + "accept": false, + "reason": "Test input-shape cleanup vs ChatGLM tokenizer padding fix are unrelated." + }, + { + "left": "pull_request:839", + "right": "pull_request:842", + "accept": false, + "reason": "Different cleanup patches in different areas; not the same underlying change." + }, + { + "left": "pull_request:8426", + "right": "pull_request:9739", + "accept": false, + "reason": "Mirror-pipeline workflow change vs SD3 single-file docs/code are unrelated." + }, + { + "left": "pull_request:8481", + "right": "pull_request:9036", + "accept": false, + "reason": "Image processor error message fix and nightly deps update are unrelated." + }, + { + "left": "pull_request:8483", + "right": "pull_request:8990", + "accept": false, + "reason": "SD3 core feature vs SDXL ControlNet PAG Img2Img are different model features and code paths." + }, + { + "left": "pull_request:8491", + "right": "pull_request:9077", + "accept": false, + "reason": "Import-path fix and typo fixes are not the same concrete issue." + }, + { + "left": "pull_request:8491", + "right": "pull_request:9739", + "accept": false, + "reason": "Both mention fixes, but they touch different files and problems; no shared bug." + }, + { + "left": "pull_request:8521", + "right": "pull_request:8978", + "accept": false, + "reason": "Requirement file formatting vs a large example update are unrelated." + }, + { + "left": "pull_request:8522", + "right": "pull_request:9662", + "accept": false, + "reason": "Both touch transformers versions, but one changes install requirements and the other a test version gate; not a duplicate fix." + }, + { + "left": "pull_request:8583", + "right": "pull_request:8607", + "accept": false, + "reason": "XFormers support in SD3 and TAESD3 docs are separate feature areas." + }, + { + "left": "pull_request:8607", + "right": "pull_request:8618", + "accept": true, + "reason": "Same SD3 TAESD3 shift_factor change: the docs example and the code support line up on the same feature." + }, + { + "left": "pull_request:8607", + "right": "pull_request:9249", + "accept": false, + "reason": "TAESD3 docs vs SD3 ControlNet example are unrelated." + }, + { + "left": "pull_request:8656", + "right": "pull_request:9077", + "accept": false, + "reason": "Shard-checkpoint fix vs typo cleanup are unrelated." + }, + { + "left": "pull_request:8656", + "right": "pull_request:9739", + "accept": false, + "reason": "Shard-checkpoint fix and single-file SD3 docs/code are unrelated." + }, + { + "left": "pull_request:8685", + "right": "pull_request:9592", + "accept": false, + "reason": "Float8 note in SD3 docs vs Flax docstring refactor are unrelated." + }, + { + "left": "pull_request:8705", + "right": "pull_request:8990", + "accept": false, + "reason": "Benchmarking docker container addition is unrelated to the SDXL PAG pipeline." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The one accepted pair (8607, 8618) is a plausible same-feature docs/code match around TAESD3 shift_factor, and the other rejections do not overclaim duplicate evidence. The summary is also appropriately cautious about the rest of the set being heterogeneous." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 237, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10364", + "pull_request:10365", + "pull_request:10783", + "pull_request:10889", + "pull_request:11395", + "pull_request:11426", + "pull_request:11427", + "pull_request:11491", + "pull_request:11492", + "pull_request:11744", + "pull_request:11783", + "pull_request:5065", + "pull_request:5066", + "pull_request:5299", + "pull_request:5312", + "pull_request:5910", + "pull_request:5911", + "pull_request:6195", + "pull_request:6525", + "pull_request:6532", + "pull_request:6534", + "pull_request:6555", + "pull_request:6556", + "pull_request:6721", + "pull_request:7030", + "pull_request:7031", + "pull_request:7052", + "pull_request:7307", + "pull_request:7613", + "pull_request:7615", + "pull_request:7865", + "pull_request:7898", + "pull_request:8737", + "pull_request:8779", + "pull_request:8851", + "pull_request:8990", + "pull_request:9070", + "pull_request:9083", + "pull_request:9130", + "pull_request:9196", + "pull_request:9426", + "pull_request:9569", + "pull_request:9583", + "pull_request:9658", + "pull_request:9724", + "pull_request:9934", + "pull_request:9938", + "pull_request:9994" + ], + "soft_pairs": [ + "pull_request:8737|pull_request:9070", + "pull_request:8779|pull_request:9569", + "pull_request:8851|pull_request:9934", + "pull_request:8990|pull_request:9130", + "pull_request:8990|pull_request:9196", + "pull_request:9083|pull_request:9658", + "pull_request:9083|pull_request:9994", + "pull_request:9426|pull_request:9938", + "pull_request:7030|pull_request:7031", + "pull_request:6532|pull_request:6534", + "pull_request:7613|pull_request:7615", + "pull_request:5910|pull_request:5911", + "pull_request:6195|pull_request:6721", + "pull_request:5299|pull_request:5312", + "pull_request:11426|pull_request:11427", + "pull_request:5065|pull_request:5066", + "pull_request:7865|pull_request:7898", + "pull_request:6555|pull_request:6556", + "pull_request:6534|pull_request:6555", + "pull_request:6525|pull_request:6555", + "pull_request:6532|pull_request:6555", + "pull_request:6525|pull_request:6532", + "pull_request:6525|pull_request:6534", + "pull_request:11395|pull_request:11491", + "pull_request:10364|pull_request:10365", + "pull_request:9583|pull_request:9724", + "pull_request:6534|pull_request:6556", + "pull_request:6532|pull_request:6556", + "pull_request:7052|pull_request:7307", + "pull_request:10783|pull_request:10889", + "pull_request:11491|pull_request:11492", + "pull_request:11744|pull_request:11783" + ], + "prepared_review_unit_hash": "9fdbe5fed187c1c14097a2587c8430e7d64991e252f7206004242c208cc7fb8f", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 104603, + "estimated_input_tokens": 26151, + "estimated_eval_tokens": 52558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is not one monolithic duplicate cluster; it breaks into several independent PR families (compile-compat training scripts, interpolation defaults, IP-Adapter/AnimateDiff pipeline features, docs cleanup, etc.). I accepted only pairs that clearly share the same concrete change or the same code-path fix, and rejected cross-topic or merely same-subsystem pairs.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR spans the whole set: the items are split across multiple unrelated feature/fix families, so any one PR would only be a local representative.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR exists across the full set. The best representative is only meaningful within each subcluster (for example, the merged, code-complete PRs like 5911, 6721, or 10889 within their own families).", + "soft_edge_verdicts": [ + { + "left": "pull_request:8737", + "right": "pull_request:9070", + "accept": false, + "reason": "Unrelated changes: CI/workflow and docs noise versus a new FLUX img2img pipeline." + }, + { + "left": "pull_request:8779", + "right": "pull_request:9569", + "accept": false, + "reason": "Different code paths and problems: SD3 img2img test tweak versus CogVideoX autoencoder decode fix." + }, + { + "left": "pull_request:8851", + "right": "pull_request:9934", + "accept": false, + "reason": "Different documentation additions for different models/pipelines; not the same underlying change." + }, + { + "left": "pull_request:8990", + "right": "pull_request:9130", + "accept": false, + "reason": "PAG pipeline feature versus textual inversion README example; unrelated artifacts." + }, + { + "left": "pull_request:8990", + "right": "pull_request:9196", + "accept": false, + "reason": "Different changes: pipeline addition versus PixArt attention-processor utility." + }, + { + "left": "pull_request:9083", + "right": "pull_request:9658", + "accept": false, + "reason": "Both are Flux-related, but one is single-file transformer support and the other is a community controlnet script; not the same fix." + }, + { + "left": "pull_request:9083", + "right": "pull_request:9994", + "accept": false, + "reason": "Unrelated model/pipeline work: Flux transformer support versus Omnigen model/pipeline implementation." + }, + { + "left": "pull_request:9426", + "right": "pull_request:9938", + "accept": false, + "reason": "CI artifact uploader update versus SDXL reference-pipeline docs; no shared bug/change." + }, + { + "left": "pull_request:7030", + "right": "pull_request:7031", + "accept": true, + "reason": "Same StableDiffusionXLControlNetInpaint IP-Adapter support change; one is the draft/alternative form of the same code-path fix." + }, + { + "left": "pull_request:6532", + "right": "pull_request:6534", + "accept": true, + "reason": "Same torch.compile compatibility workaround applied to sibling DreamBooth training scripts; plausibly one combined PR." + }, + { + "left": "pull_request:7613", + "right": "pull_request:7615", + "accept": true, + "reason": "Same model-card standardization refactor for advanced diffusion training scripts; same underlying maintenance change." + }, + { + "left": "pull_request:5910", + "right": "pull_request:5911", + "accept": true, + "reason": "Same IPAdapterFull support feature; docs/tests and loader changes line up on the same code path." + }, + { + "left": "pull_request:6195", + "right": "pull_request:6721", + "accept": true, + "reason": "Same AnimateDiff SDXL feature branch; one is WIP groundwork, the other is the finalized pipeline/docs implementation." + }, + { + "left": "pull_request:5299", + "right": "pull_request:5312", + "accept": true, + "reason": "Same docs/typehint cleanup in diffusers/models; 5312 is the broader follow-up on the same maintenance change." + }, + { + "left": "pull_request:11426", + "right": "pull_request:11427", + "accept": true, + "reason": "Same image-interpolation feature added to paired text-to-image training scripts." + }, + { + "left": "pull_request:5065", + "right": "pull_request:5066", + "accept": true, + "reason": "Same attention_processor typo fix across the same concrete code path; one PR is the broader version of the same correction." + }, + { + "left": "pull_request:7865", + "right": "pull_request:7898", + "accept": false, + "reason": "Both reduce test model size, but they are separate pipeline tests and not the same concrete fix." + }, + { + "left": "pull_request:6534", + "right": "pull_request:6555", + "accept": true, + "reason": "Same compiled-module compatibility workaround across training scripts; could be merged into one broader PR." + }, + { + "left": "pull_request:6532", + "right": "pull_request:6555", + "accept": true, + "reason": "Same torch.compile compatibility fix pattern applied to another training script." + }, + { + "left": "pull_request:6525", + "right": "pull_request:6555", + "accept": true, + "reason": "Same compile-compatibility pattern in training scripts; different file, same underlying fix family." + }, + { + "left": "pull_request:6532", + "right": "pull_request:6556", + "accept": true, + "reason": "Same compile-compatibility workaround family across sibling training scripts." + }, + { + "left": "pull_request:6525", + "right": "pull_request:6532", + "accept": true, + "reason": "Same torch.compile compatibility issue family; both add the same kind of unwrap/return_dict adjustments." + }, + { + "left": "pull_request:6525", + "right": "pull_request:6534", + "accept": true, + "reason": "Same compile-compatibility fix family, just on another training script." + }, + { + "left": "pull_request:11395", + "right": "pull_request:11491", + "accept": true, + "reason": "Same LANCZOS interpolation-default change applied to different DreamBooth training scripts." + }, + { + "left": "pull_request:10364", + "right": "pull_request:10365", + "accept": true, + "reason": "Same torch_xla support pattern: add XLA detection plus xm.mark_step() in similar pipeline loops." + }, + { + "left": "pull_request:9583", + "right": "pull_request:9724", + "accept": false, + "reason": "Both are docstring refactors, but they touch different utility modules and different fixes." + }, + { + "left": "pull_request:7052", + "right": "pull_request:7307", + "accept": true, + "reason": "Same stable_diffusion_tensorrt_txt2img update; 7307 looks like the expanded follow-up of the same script change." + }, + { + "left": "pull_request:10783", + "right": "pull_request:10889", + "accept": true, + "reason": "Same fp16 unscaling fix in train_dreambooth_lora_sdxl; 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+ "left": "pull_request:11455", + "right": "pull_request:11465", + "accept": false, + "reason": "Same interpolation-mode idea, but for different SDXL training scripts; not the same concrete change." + }, + { + "left": "pull_request:11463", + "right": "pull_request:11491", + "accept": false, + "reason": "Same feature family, but different training scripts and code paths." + }, + { + "left": "pull_request:6558", + "right": "pull_request:6576", + "accept": false, + "reason": "Both add torch.compile compatibility, but they target different training scripts (standard vs SDXL)." + }, + { + "left": "pull_request:6654", + "right": "pull_request:6655", + "accept": false, + "reason": "Closely related DreamBooth LoRA inference updates, but for different script variants; not one duplicate bug fix." + }, + { + "left": "pull_request:9591", + "right": "pull_request:9706", + "accept": true, + "reason": "Same docstring refactor in the same AuraFlow transformer file; these are effectively the same 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}, + { + "left": "pull_request:6558", + "right": "pull_request:6576", + "accept": false, + "reason": "Separate script variants, so this is not one concrete fix." + }, + { + "left": "pull_request:6654", + "right": "pull_request:6655", + "accept": false, + "reason": "Same general refactor, but separate standard/SDXL scripts." + }, + { + "left": "pull_request:9591", + "right": "pull_request:9706", + "accept": true, + "reason": "Same file and same docstring cleanup; clearly the same underlying change." + }, + { + "left": "pull_request:6208", + "right": "pull_request:6259", + "accept": false, + "reason": "Different code paths and different failures being addressed." + }, + { + "left": "pull_request:6241", + "right": "pull_request:6259", + "accept": false, + "reason": "Not the same bug or patch scope." + }, + { + "left": "pull_request:5725", + "right": "pull_request:5744", + "accept": true, + "reason": "Same docs cleanup, with 5744 acting as a split/revised subset of the broader PR." + }, + 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It is still only representative of one subthread, not the entire mixed cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:8916", + "right": "pull_request:8919", + "accept": false, + "reason": "Same general torch.compile test pattern, but different model files and different target models (Hunyuan DiT vs Latte), so not the same change." + }, + { + "left": "pull_request:11431", + "right": "pull_request:11512", + "accept": false, + "reason": "Both add torch.compile tests, but they cover different transformer models and different test files, so they are not the same concrete fix." + }, + { + "left": "pull_request:6526", + "right": "pull_request:6576", + "accept": false, + "reason": "Both are torch.compile compatibility updates, but for different training scripts and code paths (ControlNet SDXL vs InstructPix2Pix SDXL)." + }, + { + "left": "pull_request:9714", + "right": "pull_request:9715", + "accept": true, + "reason": "Same source file and same docstring-refactor patch; this looks like a direct replacement/revision of the same documentation change." + }, + { + "left": "pull_request:6526", + "right": "pull_request:6577", + "accept": false, + "reason": "Different scripts and model-training paths, so this is only a broad torch.compile theme match, not the same underlying change." + }, + { + "left": "pull_request:6576", + "right": "pull_request:6577", + "accept": false, + "reason": "Different example scripts; they share a compile-compatibility goal but not the same concrete code-path fix." + }, + { + "left": "pull_request:9707", + "right": "pull_request:9715", + "accept": true, + "reason": "Same file and effectively the same docstring cleanup; 9715 appears to supersede the earlier revision." + }, + { + "left": "pull_request:11431", + "right": "pull_request:11511", + "accept": false, + "reason": "Both are torch.compile test additions, but for different model classes and different test modules." + }, + { + "left": "pull_request:5506", + "right": "pull_request:5697", + "accept": true, + "reason": "Both patch the same attention_processor scale/PEFT/xformers issue in the same file and are effectively overlapping fixes for the same code path." + }, + { + "left": "pull_request:11471", + "right": "pull_request:11491", + "accept": false, + "reason": "Same interpolation feature idea, but applied to different training scripts and model families; not the same patch." + }, + { + "left": "pull_request:11511", + "right": "pull_request:11512", + "accept": false, + "reason": "Different model tests in different files; same coverage theme, not the same change." + }, + { + "left": "pull_request:2383", + "right": "pull_request:2384", + "accept": true, + "reason": "This is an exact revert pair in the same file, so they are the same underlying change in opposite directions." + }, + { + "left": "pull_request:3633", + "right": "pull_request:3952", + "accept": false, + "reason": "Both pin setup.py to a release candidate, but they target different hub versions and are separate test PRs." + }, + { + "left": "pull_request:8919", + "right": "pull_request:8932", + "accept": false, + "reason": "Different transformer model test files; only the test-coverage style is shared." + }, + { + "left": "pull_request:6526", + "right": "pull_request:6556", + "accept": false, + "reason": "Different scripts and different model/training code paths, despite both being compile-compatibility work." + }, + { + "left": "pull_request:6556", + "right": "pull_request:6576", + "accept": false, + "reason": "Different example scripts and different concrete training loops; not the same fix." + }, + { + "left": "pull_request:2046", + "right": "pull_request:3633", + "accept": false, + "reason": "Both touch setup.py, but they are unrelated hub-version test pins from different dates and versions." + }, + { + "left": "pull_request:11471", + "right": "pull_request:11472", + "accept": false, + "reason": "Same interpolation option idea, but in different example scripts; too broad to treat as one change." + }, + { + "left": "pull_request:2046", + "right": "pull_request:3952", + "accept": false, + "reason": "Same broad dependency-pin test theme, but different versions and different PRs." + }, + { + "left": "pull_request:6525", + "right": "pull_request:6526", + "accept": false, + "reason": "Both are torch.compile compatibility updates for ControlNet scripts, but they are separate SD and SDXL code paths, not one patch." + }, + { + "left": "pull_request:7072", + "right": "pull_request:7233", + "accept": false, + "reason": "Both add DoRA support, but they modify different scripts and different training flows; not the same concrete change." + }, + { + "left": "pull_request:11472", + "right": "pull_request:11491", + "accept": false, + "reason": "Different DreamBooth scripts; same feature theme but not the same patch or code path." + }, + { + "left": "pull_request:7072", + "right": "pull_request:7235", + "accept": false, + "reason": "Related DoRA work, but one is the advanced-script feature and the other is the standard SDXL script/docs update; separate changes." + }, + { + "left": "pull_request:8932", + "right": "pull_request:8987", + "accept": false, + "reason": "Both are new transformer-model tests, but for different models and files, so not duplicates." + }, + { + "left": "pull_request:11782", + "right": "pull_request:11783", + "accept": true, + "reason": "Same files and same SD3 LoRA metadata change; 11783 is a direct continuation/revision of 11782." + }, + { + "left": "pull_request:8810", + "right": "pull_request:8864", + "accept": true, + "reason": "Same PAG ControlNet Img2Img feature in the same pipeline area; 8864 reads like a revised/superseding version of 8810 rather than a distinct feature." + }, + { + "left": "pull_request:7797", + "right": "pull_request:7803", + "accept": false, + "reason": "Both shrink fast-test models, but for different pipelines and different test modules; not the same change." + }, + { + "left": "pull_request:7797", + "right": "pull_request:7804", + "accept": false, + "reason": "Different pipeline fast tests with separate model-size reductions." + }, + { + "left": "pull_request:7797", + "right": "pull_request:7833", + "accept": false, + "reason": "Same general goal of faster tests, but different pipeline test files and model definitions." + }, + { + "left": "pull_request:7797", + "right": "pull_request:7846", + "accept": false, + "reason": "Different audio/image test suites and different dummy-model changes." + }, + { + "left": "pull_request:7803", + "right": "pull_request:7804", + "accept": false, + "reason": "Different fast tests in different modules; only the size-reduction theme is shared." + }, + { + "left": "pull_request:7803", + "right": "pull_request:7833", + "accept": false, + "reason": "Different pipeline tests and different model configs." + }, + { + "left": "pull_request:7803", + "right": "pull_request:7846", + "accept": false, + "reason": "Different test files and model shapes; not one change." + }, + { + "left": "pull_request:7804", + "right": "pull_request:7833", + "accept": false, + "reason": "Different fast-test reductions across unrelated pipelines." + }, + { + "left": "pull_request:7804", + "right": "pull_request:7846", + "accept": false, + "reason": "Different fast tests, same broad optimization theme only." + }, + { + "left": "pull_request:7833", + "right": "pull_request:7846", + "accept": false, + "reason": "Separate pipeline test reductions in different files." + }, + { + "left": "pull_request:4629", + "right": "pull_request:4659", + "accept": true, + "reason": "4659 is a replacement/rework of the same SDXL long-weighted-prompt pipeline change originally introduced in 4629." + }, + { + "left": "pull_request:4629", + "right": "pull_request:4661", + "accept": true, + "reason": "4661 is the later replacement PR for the same SDXL long-weighted-prompt pipeline work." + }, + { + "left": "pull_request:7797", + "right": "pull_request:7849", + "accept": false, + "reason": "Same fast-test-size reduction theme, but different pipeline test files and dummy models." + }, + { + "left": "pull_request:7803", + "right": "pull_request:7849", + "accept": false, + "reason": "Different test modules; same broad goal only." + }, + { + "left": "pull_request:7804", + "right": "pull_request:7849", + "accept": false, + "reason": "Different pipeline fast tests, not the same code change." + }, + { + "left": "pull_request:7833", + "right": "pull_request:7849", + "accept": false, + "reason": "Separate test files and model configs." + }, + { + "left": "pull_request:7846", + "right": "pull_request:7849", + "accept": false, + "reason": "Different fast-test model reductions; not duplicates." + }, + { + "left": "pull_request:9706", + "right": "pull_request:9707", + "accept": true, + "reason": "Same file and the same docstring refactor patch, with 9707 looking like the updated revision." + }, + { + "left": "pull_request:3201", + "right": "pull_request:3265", + "accept": true, + "reason": "These are a direct revert/re-revert pair on the same community pipeline file, i.e. the same underlying change in opposite directions." + }, + { + "left": "pull_request:8773", + "right": "pull_request:8976", + "accept": true, + "reason": "8976 is the broad revert of the same LoraBaseMixin introduction that 8773 added; same underlying change, reversed." + }, + { + "left": "pull_request:9707", + "right": "pull_request:9715", + "accept": true, + "reason": "Same auraflow docstring-refactor change in the same file; 9715 is just another revision of that patch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 240, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10299", + "pull_request:10316", + "pull_request:10386", + "pull_request:10387", + "pull_request:11449", + "pull_request:11492", + "pull_request:1346", + "pull_request:1347", + "pull_request:1788", + "pull_request:2094", + "pull_request:2825", + "pull_request:2826", + "pull_request:3237", + "pull_request:3285", + "pull_request:3458", + "pull_request:3460", + "pull_request:4499", + "pull_request:4500", + "pull_request:4501", + "pull_request:4502", + "pull_request:4899", + "pull_request:5833", + "pull_request:5834", + "pull_request:5938", + "pull_request:6207", + "pull_request:6266", + "pull_request:6526", + "pull_request:6532", + "pull_request:6534", + "pull_request:6556", + "pull_request:6558", + "pull_request:6559", + "pull_request:6569", + "pull_request:6577", + "pull_request:6654", + "pull_request:6655", + "pull_request:6940", + "pull_request:6942", + "pull_request:6944", + "pull_request:6947", + "pull_request:7603", + "pull_request:8283", + "pull_request:8916", + "pull_request:8932", + "pull_request:8973", + "pull_request:8985", + "pull_request:9706", + "pull_request:9714" + ], + "soft_pairs": [ + "pull_request:10299|pull_request:10316", + "pull_request:11449|pull_request:11492", + "pull_request:3237|pull_request:3285", + "pull_request:6559|pull_request:6654", + "pull_request:6559|pull_request:7603", + "pull_request:6559|pull_request:8283", + "pull_request:6654|pull_request:7603", + "pull_request:6654|pull_request:8283", + "pull_request:7603|pull_request:8283", + "pull_request:6526|pull_request:6558", + "pull_request:4899|pull_request:5938", + "pull_request:9706|pull_request:9714", + "pull_request:2825|pull_request:2826", + "pull_request:8916|pull_request:8932", + "pull_request:6526|pull_request:6532", + "pull_request:8973|pull_request:8985", + "pull_request:6556|pull_request:6577", + "pull_request:6569|pull_request:6655", + "pull_request:6569|pull_request:7603", + "pull_request:6526|pull_request:6534", + "pull_request:6532|pull_request:6558", + "pull_request:1346|pull_request:1347", + "pull_request:6207|pull_request:6266", + "pull_request:6534|pull_request:6558", + "pull_request:1788|pull_request:2094", + "pull_request:10386|pull_request:10387", + "pull_request:3458|pull_request:3460", + "pull_request:4499|pull_request:4500", + "pull_request:4499|pull_request:4501", + "pull_request:4499|pull_request:4502", + "pull_request:4500|pull_request:4501", + "pull_request:4500|pull_request:4502", + "pull_request:4501|pull_request:4502", + "pull_request:6942|pull_request:6944", + "pull_request:5833|pull_request:5834", + "pull_request:6940|pull_request:6944", + "pull_request:6942|pull_request:6947", + "pull_request:6944|pull_request:6947" + ], + "prepared_review_unit_hash": "1f7f4f3f25d1e35345632d636c83da99793d812a85606e16965174550ae07b5a", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 101473, + "estimated_input_tokens": 25369, + "estimated_eval_tokens": 50994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not one homogeneous duplicate cluster; it contains several exact or near-exact duplicate subgroups plus many same-theme but script-specific PRs that should stay separate. I accepted only the pairs that clearly target the same concrete change in the same file/path (or an obvious one-PR consolidation of identical docs/example fixes).", + "confidence": 0.61, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a canonical representative for the whole set because the items split into unrelated subclusters. If forced to anchor one subgroup, PR 4502 is the strongest representative of the repeated SDXL reference-example change because it is merged and the most complete instance.", + "best_issue_reason": null, + "best_pr_reason": "PR 4502 is the best single representative among the clear duplicate subgroups: merged, complete, and central to the exact-duplicate SDXL reference example lineage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10299", + "right": "pull_request:10316", + "accept": true, + "reason": "Same docs bug pattern: remove generator from from_pretrained usage in pipeline examples; plausibly one docs PR." + }, + { + "left": "pull_request:11449", + "right": "pull_request:11492", + "accept": false, + "reason": "Same theme, but different training scripts and code paths; not one concrete change." + }, + { + "left": "pull_request:3237", + "right": "pull_request:3285", + "accept": true, + "reason": "Same offload feature/fix across the same core files; clearly the same underlying change." + }, + { + "left": "pull_request:6559", + "right": "pull_request:6654", + "accept": false, + "reason": "Both are training-example inference refactors, but for different scripts and not the same code path." + }, + { + "left": "pull_request:6559", + "right": "pull_request:7603", + "accept": false, + "reason": "Different example pipelines/scripts; similar refactor theme only." + }, + { + "left": "pull_request:6559", + "right": "pull_request:8283", + "accept": false, + "reason": "Different training scripts; shared validation/inference theme is too broad." + }, + { + "left": "pull_request:6654", + "right": "pull_request:7603", + "accept": false, + "reason": "Different scripts and model families; not the same concrete fix." + }, + { + "left": "pull_request:6654", + "right": "pull_request:8283", + "accept": false, + "reason": "Same broad refactor pattern, but separate code paths." + }, + { + "left": "pull_request:7603", + "right": "pull_request:8283", + "accept": false, + "reason": "Distinct training scripts; not one mergeable bug fix." + }, + { + "left": "pull_request:6526", + "right": "pull_request:6558", + "accept": false, + "reason": "Both add torch.compile compatibility, but for different training scripts and code paths." + }, + { + "left": "pull_request:4899", + "right": "pull_request:5938", + "accept": true, + "reason": "Same ControlNet LoRA feature/fix family with overlapping files and targets; same underlying change." + }, + { + "left": "pull_request:9706", + "right": "pull_request:9714", + "accept": true, + "reason": "Same docstring refactor in the same transformer file." + }, + { + "left": "pull_request:2825", + "right": "pull_request:2826", + "accept": true, + "reason": "Same Dreambooth offset-noise training change in the same script." + }, + { + "left": "pull_request:8916", + "right": "pull_request:8932", + "accept": false, + "reason": "Different model test additions; same test-coverage theme only." + }, + { + "left": "pull_request:6526", + "right": "pull_request:6532", + "accept": false, + "reason": "Both are torch.compile compatibility patches, but for different training scripts." + }, + { + "left": "pull_request:1346", + "right": "pull_request:1347", + "accept": false, + "reason": "Same README file, but different IMAGIC issues and different fixes." + }, + { + "left": "pull_request:6207", + "right": "pull_request:6266", + "accept": true, + "reason": "Same deprecated-helper removal across closely related LoRA training scripts; same cleanup change." + }, + { + "left": "pull_request:6534", + "right": "pull_request:6558", + "accept": false, + "reason": "Different training scripts; similar compile-compat work, not one concrete fix." + }, + { + "left": "pull_request:1788", + "right": "pull_request:2094", + "accept": true, + "reason": "Same DDIM scheduler bug around prediction_type='sample'; 2094 subsumes the earlier fix." + }, + { + "left": "pull_request:10386", + "right": "pull_request:10387", + "accept": true, + "reason": "Exact same new example file and title; duplicate submissions of the same loading fix." + }, + { + "left": "pull_request:3458", + "right": "pull_request:3460", + "accept": true, + "reason": "Same inpaint LoRA-scale support change; 3460 is the fuller version with tests." + }, + { + "left": "pull_request:4499", + "right": "pull_request:4500", + "accept": true, + "reason": "Same SDXL reference-example addition; duplicate submissions of the same content." + }, + { + "left": "pull_request:4499", + "right": "pull_request:4501", + "accept": true, + "reason": "Same SDXL reference-example addition; identical underlying change." + }, + { + "left": "pull_request:4499", + "right": "pull_request:4502", + "accept": true, + "reason": "Same SDXL reference-example addition; 4502 is the merged final form." + }, + { + "left": "pull_request:4500", + "right": "pull_request:4501", + "accept": true, + "reason": "Exact same example addition and file set." + }, + { + "left": "pull_request:4500", + "right": "pull_request:4502", + "accept": true, + "reason": "Exact same example addition; 4502 is the merged final version." + }, + { + "left": "pull_request:4501", + "right": "pull_request:4502", + "accept": true, + "reason": "Exact same example addition; 4502 is the merged final version." + }, + { + "left": "pull_request:6940", + "right": "pull_request:6942", + "accept": false, + "reason": "Both standardize model cards, but for different training scripts and artifacts." + }, + { + "left": "pull_request:5833", + "right": "pull_request:5834", + "accept": true, + "reason": "Same single-file ControlNet import path bug; 5834 is the direct fix." + }, + { + "left": "pull_request:6940", + "right": "pull_request:6944", + "accept": false, + "reason": "Different model-card scripts; same broad standardization theme only." + }, + { + "left": "pull_request:6942", + "right": "pull_request:6944", + "accept": false, + "reason": "Different scripts and outputs; not the same PR." + }, + { + "left": "pull_request:6942", + "right": "pull_request:6947", + "accept": false, + "reason": "Different scripts; same model-card standardization theme is too broad." + }, + { + "left": "pull_request:6944", + "right": "pull_request:6947", + "accept": false, + "reason": "Different scripts and model cards; not one concrete change." + }, + { + "left": "pull_request:6556", + "right": "pull_request:6577", + "accept": false, + "reason": "Both are compile-compat patches, but for different training scripts." + }, + { + "left": "pull_request:6569", + "right": "pull_request:6655", + "accept": false, + "reason": "Different training scripts; same inferencing-refactor pattern only." + }, + { + "left": "pull_request:6569", + "right": "pull_request:7603", + "accept": false, + "reason": "Separate example scripts and code paths." + }, + { + "left": "pull_request:6532", + "right": "pull_request:6558", + "accept": false, + "reason": "Different example scripts; both touch compile-compat, but not the same bug." + }, + { + "left": "pull_request:8973", + "right": "pull_request:8985", + "accept": true, + "reason": "Same Lumina test file and same model-size reduction goal; 8985 is the narrower follow-up of the same change." + }, + { + "left": "pull_request:6940", + "right": "pull_request:6944", + "accept": false, + "reason": "Different training scripts; same standardization theme only." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 241, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10268", + "pull_request:10288", + "pull_request:10781", + "pull_request:11421", + "pull_request:11451", + "pull_request:11472", + "pull_request:11537", + "pull_request:11552", + "pull_request:11744", + "pull_request:11782", + "pull_request:12269", + "pull_request:12387", + "pull_request:12439", + "pull_request:12454", + "pull_request:2602", + "pull_request:3197", + "pull_request:3201", + "pull_request:3265", + "pull_request:3952", + "pull_request:5299", + "pull_request:5312", + "pull_request:5391", + "pull_request:6119", + "pull_request:6231", + "pull_request:6526", + "pull_request:6532", + "pull_request:6555", + "pull_request:6559", + "pull_request:6569", + "pull_request:6577", + "pull_request:6654", + "pull_request:6655", + "pull_request:6944", + "pull_request:7603", + "pull_request:7615", + "pull_request:7797", + "pull_request:7803", + "pull_request:7804", + "pull_request:7833", + "pull_request:8283", + "pull_request:8335", + "pull_request:8973", + "pull_request:9083", + "pull_request:9257", + "pull_request:9473", + "pull_request:9706", + "pull_request:9715" + ], + "soft_pairs": [ + "pull_request:7797|pull_request:8973", + "pull_request:7803|pull_request:8973", + "pull_request:7804|pull_request:8973", + "pull_request:7833|pull_request:8973", + "pull_request:11421|pull_request:11472", + "pull_request:11451|pull_request:11552", + "pull_request:10268|pull_request:9083", + "pull_request:5299|pull_request:5391", + "pull_request:5312|pull_request:5391", + "pull_request:12269|pull_request:12454", + "pull_request:11451|pull_request:11537", + "pull_request:6559|pull_request:8335", + "pull_request:6654|pull_request:8335", + "pull_request:6655|pull_request:8335", + "pull_request:9706|pull_request:9715", + "pull_request:6559|pull_request:6655", + "pull_request:6655|pull_request:7603", + "pull_request:6655|pull_request:8283", + "pull_request:10268|pull_request:10781", + "pull_request:11744|pull_request:11782", + "pull_request:6944|pull_request:7615", + "pull_request:2602|pull_request:3952", + "pull_request:11537|pull_request:11552", + "pull_request:10288|pull_request:9083", + "pull_request:6526|pull_request:6555", + "pull_request:6532|pull_request:6577", + "pull_request:9257|pull_request:9473", + "pull_request:12387|pull_request:12439", + "pull_request:3197|pull_request:3201", + "pull_request:3197|pull_request:3265", + "pull_request:6569|pull_request:8335", + "pull_request:6119|pull_request:6231" + ], + "prepared_review_unit_hash": "4a7bc80b07c8bf7d381d6e358d033d1005e480868549938667e30dda89f5f7c3", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 101571, + "estimated_input_tokens": 25393, + "estimated_eval_tokens": 51042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are superficial matches on a shared theme (tests, docs, training-script cleanup) but not the same underlying change. 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same subsystem, different concrete feature." + }, + { + "left": "pull_request:10508", + "right": "pull_request:9401", + "accept": false, + "reason": "Both are test device-agnostic efforts, but they target different suites and different accelerator assumptions." + }, + { + "left": "pull_request:10781", + "right": "pull_request:10947", + "accept": false, + "reason": "Different model single-file support work: Lumina2 transformer vs SANA transformer." + }, + { + "left": "pull_request:2257", + "right": "pull_request:2400", + "accept": false, + "reason": "Different community pipelines and different interpolation modes; not the same artifact." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 247, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:1087", + "pull_request:11386", + "pull_request:11391", + "pull_request:11407", + "pull_request:11416", + "pull_request:11476", + "pull_request:1210", + "pull_request:1218", + "pull_request:12236", + "pull_request:12387", + "pull_request:1510", + "pull_request:2193", + "pull_request:2271", + "pull_request:2740", + "pull_request:2741", + "pull_request:2751", + "pull_request:2846", + "pull_request:2924", + "pull_request:2939", + "pull_request:3472", + "pull_request:3525", + "pull_request:3676", + "pull_request:3687", + "pull_request:4498", + "pull_request:4499", + "pull_request:4500", + "pull_request:4501", + "pull_request:4502", + "pull_request:4946", + "pull_request:5267", + "pull_request:5439", + "pull_request:5440", + "pull_request:5855", + "pull_request:6526", + "pull_request:703", + "pull_request:705", + "pull_request:7934", + "pull_request:7984", + "pull_request:7988", + "pull_request:8452", + "pull_request:8490", + "pull_request:8860", + "pull_request:888", + "pull_request:8992", + "pull_request:9040", + "pull_request:9255", + "pull_request:9355" + ], + "soft_pairs": [ + "pull_request:3472|pull_request:4946", + "pull_request:6526|pull_request:7984", + "pull_request:6526|pull_request:7988", + "pull_request:9255|pull_request:9355", + "pull_request:7934|pull_request:8452", + "pull_request:2193|pull_request:888", + "pull_request:12236|pull_request:12387", + "pull_request:1087|pull_request:1210", + "pull_request:1087|pull_request:2271", + "pull_request:1087|pull_request:2846", + "pull_request:11386|pull_request:11391", + "pull_request:1210|pull_request:2271", + "pull_request:1210|pull_request:2846", + "pull_request:1218|pull_request:1510", + "pull_request:2271|pull_request:2846", + "pull_request:2740|pull_request:2741", + "pull_request:2740|pull_request:2751", + "pull_request:2741|pull_request:2751", + "pull_request:2924|pull_request:2939", + "pull_request:3525|pull_request:5267", + "pull_request:3525|pull_request:5855", + "pull_request:5267|pull_request:5855", + "pull_request:8490|pull_request:8860", + "pull_request:4498|pull_request:4499", + "pull_request:4498|pull_request:4500", + "pull_request:4498|pull_request:4501", + "pull_request:4498|pull_request:4502", + "pull_request:8992|pull_request:9040", + "pull_request:3676|pull_request:3687", + "pull_request:703|pull_request:705", + "pull_request:5439|pull_request:5440", + "pull_request:11407|pull_request:11416", + "pull_request:11416|pull_request:11476" + ], + "prepared_review_unit_hash": "33d929f691059cb3ddf2143a9fbdad83525408ecd75a69aa969b69c2d246ec7a", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 96679, + "estimated_input_tokens": 24170, + "estimated_eval_tokens": 48596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is really several separate duplicate families: SDXL reference example PRs, typo-sweep docs PRs, CI workflow tweaks, and unrelated bug fixes. 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not the same bug." + }, + { + "left": "pull_request:1087", + "right": "pull_request:2271", + "accept": false, + "reason": "Different test expectations/fix scopes; no shared concrete change." + }, + { + "left": "pull_request:1087", + "right": "pull_request:2846", + "accept": false, + "reason": "Unrelated stable-diffusion test fix vs stable-unclip input-order fix." + }, + { + "left": "pull_request:11386", + "right": "pull_request:11391", + "accept": false, + "reason": "Same title, but no diff/files shown for 11391; insufficient evidence to confirm the same concrete change." + }, + { + "left": "pull_request:1210", + "right": "pull_request:2271", + "accept": false, + "reason": "Both are test fixes, but they touch different pipelines and different assertions." + }, + { + "left": "pull_request:1210", + "right": "pull_request:2846", + "accept": false, + "reason": "Cycle Diffusion test changes vs Stable Unclip img2img test changes are unrelated." + }, + { + "left": "pull_request:1218", + "right": "pull_request:1510", + "accept": false, + "reason": "Both improve the conversion script, but they add different scheduler support/features and are not the same PR." + }, + { + "left": "pull_request:2271", + "right": "pull_request:2846", + "accept": false, + "reason": "Different test files and different behaviors; not duplicates." + }, + { + "left": "pull_request:2740", + "right": "pull_request:2741", + "accept": false, + "reason": "2740 changes Dreambooth and Text Inversion docs; 2741 is only Text Inversion, so they are not the same change." + }, + { + "left": "pull_request:2740", + "right": "pull_request:2751", + "accept": false, + "reason": "2740 is broader and includes Dreambooth; 2751 is just the Text Inversion typo fix." + }, + { + "left": "pull_request:2741", + "right": "pull_request:2751", + "accept": true, + "reason": "Same one-line typo fix in the same file (text_inversion.mdx), with 2751 as the merged version." + }, + { + "left": "pull_request:2924", + "right": "pull_request:2939", + "accept": false, + "reason": "Different docs edits in different files (pipeline overview vs scheduler docs), not the same change." + }, + { + "left": "pull_request:3525", + "right": "pull_request:5267", + "accept": false, + "reason": "Both touch README content, but they are different files and different edits." + }, + { + "left": "pull_request:3525", + "right": "pull_request:5855", + "accept": false, + "reason": "Root README update vs community README typo fix; unrelated changes." + }, + { + "left": "pull_request:5267", + "right": "pull_request:5855", + "accept": false, + "reason": "Docs README formatting changes vs community README import typo; not the same bug." + }, + { + "left": "pull_request:8490", + "right": "pull_request:8860", + "accept": false, + "reason": "Same README filename, but 8860 has no visible diff/files here, so the concrete change cannot be verified as identical." + }, + { + "left": "pull_request:4498", + "right": "pull_request:4499", + "accept": true, + "reason": "Same SDXL reference example family: same files and same feature area, just title wording differs." + }, + { + "left": "pull_request:4498", + "right": "pull_request:4500", + "accept": true, + "reason": "Same SDXL reference example addition in the same files; clearly the same underlying change family." + }, + { + "left": "pull_request:4498", + "right": "pull_request:4501", + "accept": true, + "reason": "Same SDXL reference example change set; only the PR snapshot/title differs." + }, + { + "left": "pull_request:4498", + "right": "pull_request:4502", + "accept": true, + "reason": "Same SDXL reference example, with 4502 appearing to be the completed merged version." + }, + { + "left": "pull_request:8992", + "right": "pull_request:9040", + "accept": true, + "reason": "Same HunyuanDiT differential diffusion addition; 9040 is the broader/merged continuation including the README update." + }, + { + "left": "pull_request:3676", + "right": "pull_request:3687", + "accept": true, + "reason": "Identical doc-builder edit to docs/source/en/index.mdx; same file and same change." + }, + { + "left": "pull_request:703", + "right": "pull_request:705", + "accept": false, + "reason": "Both CI-related, but one is a CUDA cache test setup and the other is a different workflow/dependency update." + }, + { + "left": "pull_request:5439", + "right": "pull_request:5440", + "accept": false, + "reason": "Both are single-file loading fixes, but they address different bugs (config/tokenizer loading vs local-only CLIP config loading)." + }, + { + "left": "pull_request:11407", + "right": "pull_request:11416", + "accept": false, + "reason": "Both are typo sweeps, but they target different file sets and different concrete edits." + }, + { + "left": "pull_request:11416", + "right": "pull_request:11476", + "accept": false, + "reason": "Both are broad typo/comment sweeps, but they are distinct PRs with different file sets and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 248, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10464", + "pull_request:10465", + "pull_request:10678", + "pull_request:10784", + "pull_request:10849", + "pull_request:10852", + "pull_request:1087", + "pull_request:1131", + "pull_request:1210", + "pull_request:13071", + "pull_request:13082", + "pull_request:1425", + "pull_request:17", + "pull_request:2271", + "pull_request:2526", + "pull_request:2864", + "pull_request:2925", + "pull_request:3169", + "pull_request:344", + "pull_request:3625", + "pull_request:365", + "pull_request:3676", + "pull_request:386", + "pull_request:3863", + "pull_request:388", + "pull_request:408", + "pull_request:4330", + "pull_request:4472", + "pull_request:4652", + "pull_request:5201", + "pull_request:5506", + "pull_request:6017", + "pull_request:6018", + "pull_request:61", + "pull_request:6261", + "pull_request:6262", + "pull_request:6263", + "pull_request:6264", + "pull_request:6265", + "pull_request:63", + "pull_request:6647", + "pull_request:6962", + "pull_request:7131", + "pull_request:7451", + "pull_request:831", + "pull_request:8720", + "pull_request:8946", + "pull_request:9131" + ], + "soft_pairs": [ + "pull_request:3169|pull_request:3863", + "pull_request:6962|pull_request:8720", + "pull_request:344|pull_request:365", + "pull_request:6262|pull_request:6265", + "pull_request:6263|pull_request:6265", + "pull_request:6264|pull_request:6265", + "pull_request:10678|pull_request:10784", + "pull_request:8946|pull_request:9131", + "pull_request:6261|pull_request:6265", + "pull_request:386|pull_request:388", + "pull_request:5201|pull_request:5506", + "pull_request:10464|pull_request:10465", + "pull_request:7131|pull_request:7451", + "pull_request:10849|pull_request:10852", + "pull_request:1087|pull_request:2526", + "pull_request:1131|pull_request:831", + "pull_request:1210|pull_request:2526", + "pull_request:13071|pull_request:13082", + "pull_request:1425|pull_request:408", + "pull_request:17|pull_request:408", + "pull_request:2271|pull_request:2526", + "pull_request:2864|pull_request:2925", + "pull_request:3625|pull_request:3676", + "pull_request:3676|pull_request:6017", + "pull_request:3676|pull_request:6018", + "pull_request:4330|pull_request:4472", + "pull_request:4652|pull_request:6647", + "pull_request:6017|pull_request:6018", + "pull_request:61|pull_request:63" + ], + "prepared_review_unit_hash": "336c0096697e902963db5bef94726b9b65f1105b9ac767ed8340c02005c3af92", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 98047, + "estimated_input_tokens": 24512, + "estimated_eval_tokens": 49280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed bag of unrelated docs/test/refactor PRs. The only convincing duplicate-style pairs are the two FLUX NPU adaptation PRs and the two Remote VAE template PRs; most other pairs are same-area but different concrete changes, so I rejected them.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 10464 is the broader, more complete FLUX NPU adaptation change and best represents the shared code-path fix among the accepted duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 10464 is the strongest representative PR here: it contains the main NPU flash-attention removal/adaptation plus the related example/model updates, making it the best canonical PR for the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:3169", + "right": "pull_request:3863", + "accept": false, + "reason": "Same Habana docs area, but these are different documentation updates for different versions/configs, not the same underlying change." + }, + { + "left": "pull_request:6962", + "right": "pull_request:8720", + "accept": false, + "reason": "Both adjust slow-test expectations, but for different pipelines and different precision issues; not the same bug fix." + }, + { + "left": "pull_request:344", + "right": "pull_request:365", + "accept": false, + "reason": "Both touch VAE typing, but they change different methods/signatures and are separate cleanup edits." + }, + { + "left": "pull_request:6262", + "right": "pull_request:6265", + "accept": false, + "reason": "Both refactor stable_diffusion imports, but they move different pipelines; broad subsystem overlap is not enough." + }, + { + "left": "pull_request:6263", + "right": "pull_request:6265", + "accept": false, + "reason": "Different pipeline moved out of stable_diffusion; related refactor, but not the same concrete change." + }, + { + "left": "pull_request:6264", + "right": "pull_request:6265", + "accept": false, + "reason": "Different pipeline/refactor target; same namespace cleanup, but not one shared fix." + }, + { + "left": "pull_request:10678", + "right": "pull_request:10784", + "accept": false, + "reason": "Same validation pattern, but different pipeline files and independent fixes." + }, + { + "left": "pull_request:8946", + "right": "pull_request:9131", + "accept": false, + "reason": "Completely unrelated: one changes test expectations, the other edits setup dependencies." + }, + { + "left": "pull_request:6261", + "right": "pull_request:6265", + "accept": false, + "reason": "Both are stable_diffusion refactors, but they move different pipelines and do not fix one shared issue." + }, + { + "left": "pull_request:386", + "right": "pull_request:388", + "accept": false, + "reason": "Different pipeline docs/code additions; 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Different issues." + }, + { + "left": "pull_request:12775", + "right": "pull_request:12856", + "accept": false, + "reason": "Docs addition for Z-Image versus the actual Z-Image implementation PR; one documents, the other adds the feature." + }, + { + "left": "pull_request:1291", + "right": "pull_request:2757", + "accept": false, + "reason": "Stable Diffusion notebook link fix is unrelated to the depth batching bug." + }, + { + "left": "pull_request:13253", + "right": "pull_request:13340", + "accept": false, + "reason": "Both are test refactors, but for different models and code paths." + }, + { + "left": "pull_request:1437", + "right": "pull_request:353", + "accept": false, + "reason": "These are unrelated typo fixes in different source files." + }, + { + "left": "pull_request:1467", + "right": "pull_request:2271", + "accept": false, + "reason": "Both are slow-test adjustments, but they cover different pipelines and different flaky expectations." + }, + { + "left": "pull_request:1467", 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Not the same change." + }, + { + "left": "pull_request:5066", + "right": "pull_request:5332", + "accept": false, + "reason": "Prompt2Prompt type-check cleanup vs a DreamBooth LoRA comment fix. Different files and unrelated code paths." + }, + { + "left": "pull_request:5411", + "right": "pull_request:7472", + "accept": false, + "reason": "A broken training-doc link fix is unrelated to an examples README link fix. No duplicate bug." + }, + { + "left": "pull_request:6775", + "right": "pull_request:6837", + "accept": false, + "reason": "DDPM scheduler doc parameter addition vs i2vgen docs dependency ordering. Different docs issues." + }, + { + "left": "pull_request:6775", + "right": "pull_request:7425", + "accept": false, + "reason": "DDPM scheduler docs vs PEFT inference docs; unrelated documentation fixes." + }, + { + "left": "pull_request:688", + "right": "pull_request:715", + "accept": false, + "reason": "Both are import-guard fixes for no-torch environments, but they hit different modules and different concrete failures." + }, + { + "left": "pull_request:8470", + "right": "pull_request:8775", + "accept": false, + "reason": "Unrelated README updates: MaPO project content vs SD3 Colab link." + }, + { + "left": "pull_request:8923", + "right": "pull_request:8946", + "accept": false, + "reason": "CI/debug workflow changes vs a test expectation adjustment. Not the same issue." + }, + { + "left": "pull_request:326", + "right": "pull_request:333", + "accept": false, + "reason": "Both are type-hint PRs, but they affect different pipelines and different files. No shared bug/change." + }, + { + "left": "pull_request:7118", + "right": "pull_request:7131", + "accept": false, + "reason": "Both are doc typo fixes, but on different pages and different content areas. No duplicate." + }, + { + "left": "pull_request:3286", + "right": "pull_request:3313", + "accept": false, + "reason": "Both target torch.compile stability, but they fix different breakages in different code paths. Too broad to merge as one PR." + }, + { + "left": "pull_request:10323", + "right": "pull_request:11473", + "accept": false, + "reason": "Quantization overview link fix vs a TorchAO FP8 docs typo. Different documentation problems." + }, + { + "left": "pull_request:11438", + "right": "pull_request:11737", + "accept": false, + "reason": "Both modify the hidream training script, but one adds aspect-ratio bucketing and the other adds DeepSpeed support. 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not the same bug or patch." + }, + { + "left": "pull_request:13039", + "right": "pull_request:13042", + "accept": false, + "reason": "Unrelated fixes in different subsystems: layerwise upcasting CPU behavior versus prompt-isolation test handling." + }, + { + "left": "pull_request:6952", + "right": "pull_request:6978", + "accept": false, + "reason": "Different training scripts and different model-card handling changes; not duplicate work." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 257, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:1041", + "pull_request:1087", + "pull_request:11096", + "pull_request:12004", + "pull_request:12024", + "pull_request:1210", + "pull_request:1219", + "pull_request:13275", + "pull_request:13293", + "pull_request:13442", + "pull_request:17", + "pull_request:1724", + "pull_request:21", + "pull_request:2137", + "pull_request:2138", + "pull_request:2175", + "pull_request:2197", + "pull_request:22", + "pull_request:2208", + "pull_request:2271", + "pull_request:2290", + "pull_request:2415", + "pull_request:2464", + "pull_request:2540", + "pull_request:2587", + "pull_request:260", + "pull_request:2608", + "pull_request:2624", + "pull_request:3066", + "pull_request:3470", + "pull_request:353", + "pull_request:3942", + "pull_request:396", + "pull_request:407", + "pull_request:421", + "pull_request:4275", + "pull_request:429", + "pull_request:432", + "pull_request:4320", + "pull_request:500", + "pull_request:5552", + "pull_request:568", + "pull_request:718", + "pull_request:7627", + "pull_request:774", + "pull_request:798", + "pull_request:8467", + "pull_request:9760" + ], + "soft_pairs": [ + "pull_request:2415|pull_request:2464", + "pull_request:7627|pull_request:8467", + "pull_request:5552|pull_request:7627", + "pull_request:12004|pull_request:12024", + "pull_request:1041|pull_request:774", + "pull_request:1087|pull_request:3066", + "pull_request:11096|pull_request:9760", + "pull_request:1210|pull_request:3066", + "pull_request:1219|pull_request:396", + "pull_request:13275|pull_request:13293", + "pull_request:13275|pull_request:13442", + "pull_request:17|pull_request:718", + "pull_request:1724|pull_request:2208", + "pull_request:21|pull_request:22", + "pull_request:2137|pull_request:2608", + "pull_request:2137|pull_request:718", + "pull_request:2138|pull_request:260", + "pull_request:2138|pull_request:353", + "pull_request:2138|pull_request:407", + "pull_request:2138|pull_request:798", + "pull_request:2175|pull_request:2624", + "pull_request:2175|pull_request:3470", + "pull_request:2175|pull_request:429", + "pull_request:2175|pull_request:500", + "pull_request:2197|pull_request:4320", + "pull_request:2271|pull_request:3066", + "pull_request:2271|pull_request:3942", + "pull_request:2290|pull_request:421", + "pull_request:2290|pull_request:4275", + "pull_request:2540|pull_request:432", + "pull_request:2587|pull_request:429", + "pull_request:2587|pull_request:500", + "pull_request:2608|pull_request:568", + "pull_request:2624|pull_request:500" + ], + "prepared_review_unit_hash": "dba89d3716ff97da3c1b3bd70e7f724651b0c05ee934321b76ed16dcf385586b", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 95972, + "estimated_input_tokens": 23993, + "estimated_eval_tokens": 48242 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed bag of unrelated docs/test typo fixes, with one genuine duplicate-like follow-up pair in Wan2.2. 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not the same change." + }, + { + "left": "pull_request:2608", + "right": "pull_request:568", + "accept": false, + "reason": "Both are typo-related, but 568 is a broad multi-file typo pass and 2608 is a separate README punctuation fix." + }, + { + "left": "pull_request:2624", + "right": "pull_request:500", + "accept": false, + "reason": "Different configuration docs additions: cache_dir versus subfolder." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 258, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:11892", + "pull_request:11894", + "pull_request:11995", + "pull_request:12269", + "pull_request:12611", + "pull_request:13063", + "pull_request:299", + "pull_request:3525", + "pull_request:408", + "pull_request:4275", + "pull_request:429", + "pull_request:4320", + "pull_request:4472", + "pull_request:4572", + "pull_request:4822", + "pull_request:500", + "pull_request:5003", + "pull_request:5201", + "pull_request:5454", + "pull_request:568", + "pull_request:5780", + "pull_request:6192", + "pull_request:6339", + "pull_request:6438", + "pull_request:6656", + "pull_request:6754", + "pull_request:6759", + "pull_request:6765", + "pull_request:6766", + "pull_request:6767", + "pull_request:6768", + "pull_request:6769", + "pull_request:7052", + "pull_request:7068", + "pull_request:7131", + "pull_request:718", + "pull_request:7181", + "pull_request:7236", + "pull_request:7472", + "pull_request:7977", + "pull_request:8308", + "pull_request:8310", + "pull_request:8498", + "pull_request:8600", + "pull_request:904", + "pull_request:9077", + "pull_request:9116" + ], + "soft_pairs": [ + "pull_request:299|pull_request:904", + "pull_request:3525|pull_request:5454", + "pull_request:408|pull_request:718", + "pull_request:4275|pull_request:6339", + "pull_request:429|pull_request:500", + "pull_request:4320|pull_request:4822", + "pull_request:4472|pull_request:6438", + "pull_request:4572|pull_request:6759", + "pull_request:5003|pull_request:5201", + "pull_request:568|pull_request:718", + "pull_request:5780|pull_request:6754", + "pull_request:5780|pull_request:6765", + "pull_request:5780|pull_request:6766", + "pull_request:5780|pull_request:6767", + "pull_request:5780|pull_request:6768", + "pull_request:5780|pull_request:6769", + "pull_request:5780|pull_request:7052", + "pull_request:5780|pull_request:7236", + "pull_request:6192|pull_request:6656", + "pull_request:6754|pull_request:6765", + "pull_request:6754|pull_request:6766", + "pull_request:6754|pull_request:6767", + "pull_request:6754|pull_request:6768", + "pull_request:6754|pull_request:6769", + "pull_request:6754|pull_request:7052", + "pull_request:6754|pull_request:7236", + "pull_request:6754|pull_request:8600", + "pull_request:6765|pull_request:7052", + "pull_request:6765|pull_request:7236", + "pull_request:6765|pull_request:8600", + "pull_request:6766|pull_request:7052", + "pull_request:6766|pull_request:7236", + "pull_request:6766|pull_request:8600", + "pull_request:6767|pull_request:8600", + "pull_request:7068|pull_request:7131", + "pull_request:7068|pull_request:7181", + "pull_request:7181|pull_request:9077", + "pull_request:7472|pull_request:9116", + "pull_request:7977|pull_request:8498", + "pull_request:8308|pull_request:8310", + "pull_request:11995|pull_request:12269", + "pull_request:11892|pull_request:11894", + "pull_request:12611|pull_request:13063" + ], + "prepared_review_unit_hash": "be75d0fd6dcab5971706ac26865aeb1919291c7227e0591a3d73b83644b3e0d3", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 43, + "serialized_chars": 104024, + "estimated_input_tokens": 26006, + "estimated_eval_tokens": 52268 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated small PRs, with many false-positive soft links caused by generic similarity (typos, docs, LoRA, modular pipelines, path handling). Only the HunyuanDiT refactor pair looks like the same concrete change; the rest are related-by-theme at best, not duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR fits the whole cluster; if one representative is needed, pull_request:8308 is the best choice because pull_request:8310 appears to be the closest true duplicate with the same HunyuanDiT refactor and file set.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:8308 is the strongest duplicate candidate overall: it has the clearest near-identical sibling (8310) and a coherent substantive refactor, unlike the many theme-only matches elsewhere in the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:299", + "right": "pull_request:904", + "accept": false, + "reason": "Different changes: scheduler hotfix vs a full inpainting pipeline rewrite." + }, + { + "left": "pull_request:3525", + "right": "pull_request:5454", + "accept": false, + "reason": "Both touch docs, but they fix different pages and different issues." + }, + { + "left": "pull_request:408", + "right": "pull_request:718", + "accept": false, + "reason": "Both are typo/docs cleanups, but not the same concrete edit or code path." + }, + { + "left": "pull_request:4275", + "right": "pull_request:6339", + "accept": false, + "reason": "Different documentation fixes for different pipelines; 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not a duplicate." + }, + { + "left": "pull_request:5780", + "right": "pull_request:7052", + "accept": false, + "reason": "Completely different features: typo fix vs TensorRT example update." + }, + { + "left": "pull_request:5780", + "right": "pull_request:7236", + "accept": false, + "reason": "Different scope: typo fix vs DreamBooth training script bugfix." + }, + { + "left": "pull_request:6192", + "right": "pull_request:6656", + "accept": false, + "reason": "Both add unload-style loader methods, but for different loaders and different functionality." + }, + { + "left": "pull_request:6754", + "right": "pull_request:6765", + "accept": false, + "reason": "Different bugs and unrelated files; DPO loss fix vs cache-path handling." + }, + { + "left": "pull_request:6754", + "right": "pull_request:6766", + "accept": false, + "reason": "Different changes entirely: DPO math vs constants path handling." + }, + { + "left": "pull_request:6754", + "right": "pull_request:6767", + "accept": false, + "reason": "Different files and different path/file resolution issue, not the same bug." + }, + { + "left": "pull_request:6754", + "right": "pull_request:6768", + "accept": false, + "reason": "No shared concrete bug; one is DPO loss, the other config path handling." + }, + { + "left": "pull_request:6754", + "right": "pull_request:6769", + "accept": false, + "reason": "Different code paths and unrelated fixes." + }, + { + "left": "pull_request:6754", + "right": "pull_request:7052", + "accept": false, + "reason": "Different domains: training loss bug vs community example update." + }, + { + "left": "pull_request:6754", + "right": "pull_request:7236", + "accept": false, + "reason": "Different training scripts and different bugs." + }, + { + "left": "pull_request:6754", + "right": "pull_request:8600", + "accept": false, + "reason": "Different model families and different training-script fixes." + }, + { + "left": "pull_request:6765", + "right": "pull_request:7052", + "accept": false, + "reason": "Path/cache utility fix vs community example rewrite; not the same change." + }, + { + "left": "pull_request:6765", + "right": "pull_request:7236", + "accept": false, + "reason": "Different code paths and no shared concrete bug." + }, + { + "left": "pull_request:6765", + "right": "pull_request:8600", + "accept": false, + "reason": "Different scopes: cache-path fix vs DreamBooth script cleanup." + }, + { + "left": "pull_request:6766", + "right": "pull_request:7052", + "accept": false, + "reason": "Different files and unrelated bug fixes." + }, + { + "left": "pull_request:6766", + "right": "pull_request:7236", + "accept": false, + "reason": "Different code paths; same issue label is not enough." + }, + { + "left": "pull_request:6766", + "right": "pull_request:8600", + "accept": false, + "reason": "Different fixes in different files." + }, + { + "left": "pull_request:6767", + "right": "pull_request:8600", + "accept": false, + "reason": "Different bug classes and unrelated file sets." + }, + { + "left": "pull_request:7068", + "right": "pull_request:7131", + "accept": false, + "reason": "Both are typo docs PRs, but they are separate edits in different files." + }, + { + "left": "pull_request:7068", + "right": "pull_request:7181", + "accept": false, + "reason": "Generic typo cleanup only; not the same concrete change." + }, + { + "left": "pull_request:7181", + "right": "pull_request:9077", + "accept": false, + "reason": "Both are typo sweeps, but across different files and topics." + }, + { + "left": "pull_request:7472", + "right": "pull_request:9116", + "accept": false, + "reason": "Both fix links, but they are different broken links in different docs." + }, + { + "left": "pull_request:7977", + "right": "pull_request:8498", + "accept": false, + "reason": "Different typo fixes in unrelated docs, not the same underlying issue." + }, + { + "left": "pull_request:8308", + "right": "pull_request:8310", + "accept": true, + "reason": "Same HunyuanDiT model refactor with the same file set and the same new exports; 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both are minor doc cleanup, not one shared issue." + }, + { + "left": "pull_request:5250", + "right": "pull_request:5911", + "accept": false, + "reason": "DDPO docs entry vs IP-Adapter full support implementation/docs; different features." + }, + { + "left": "pull_request:531", + "right": "pull_request:774", + "accept": false, + "reason": "Both are tests, but they target different regressions in different pipelines." + }, + { + "left": "pull_request:5407", + "right": "pull_request:6759", + "accept": false, + "reason": "Mixed-precision training example fix vs InstantID prompt embedding repetition; unrelated pipeline fixes." + }, + { + "left": "pull_request:5723", + "right": "pull_request:5727", + "accept": false, + "reason": "LCM docs vs LCM script addition: same feature family, but not the same concrete bug/change." + }, + { + "left": "pull_request:580", + "right": "pull_request:824", + "accept": false, + "reason": "Flax scheduler test work vs general testing utility changes; different issues." + }, + { + "left": "pull_request:5983", + "right": "pull_request:6466", + "accept": true, + "reason": "Both edit the same SVD doc file and are minor doc cleanups for the same page, so they look like the same underlying change." + }, + { + "left": "pull_request:5983", + "right": "pull_request:6475", + "accept": false, + "reason": "SVD docs vs SVD pipeline type annotation; 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not the same underlying bug." + }, + { + "left": "pull_request:7825", + "right": "pull_request:9206", + "accept": false, + "reason": "Model device-map tests vs xformers pipeline tests; unrelated regressions." + }, + { + "left": "pull_request:7977", + "right": "pull_request:8845", + "accept": false, + "reason": "Docs typo in optimization guide vs typo fixes in PAG tests; different scopes." + }, + { + "left": "pull_request:800", + "right": "pull_request:971", + "accept": false, + "reason": "Different feature additions (VQ Diffusion vs bit diffusion), not duplicate work." + }, + { + "left": "pull_request:8498", + "right": "pull_request:8845", + "accept": false, + "reason": "SD3 doc typo vs PAG test typo; unrelated." + }, + { + "left": "pull_request:11522", + "right": "pull_request:12069", + "accept": true, + "reason": "Same AudioLDM2 cache_position/version-guard bug in the same file; 12069 is the follow-up fix to 11522." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 265, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10858", + "pull_request:11428", + "pull_request:11546", + "pull_request:12018", + "pull_request:12490", + "pull_request:130", + "pull_request:13275", + "pull_request:13442", + "pull_request:13469", + "pull_request:1564", + "pull_request:2001", + "pull_request:2062", + "pull_request:2172", + "pull_request:2406", + "pull_request:2490", + "pull_request:2526", + "pull_request:2595", + "pull_request:2637", + "pull_request:2693", + "pull_request:2748", + "pull_request:327", + "pull_request:3397", + "pull_request:343", + "pull_request:3471", + "pull_request:349", + "pull_request:3942", + "pull_request:3945", + "pull_request:4262", + "pull_request:4343", + "pull_request:4626", + "pull_request:4666", + "pull_request:4749", + "pull_request:4833", + "pull_request:4862", + "pull_request:5201", + "pull_request:5639", + "pull_request:5665", + "pull_request:6342", + "pull_request:6645", + "pull_request:6759", + "pull_request:7024", + "pull_request:7206", + "pull_request:788", + "pull_request:8913", + "pull_request:9040", + "pull_request:9086", + "pull_request:9506", + "pull_request:9597" + ], + "soft_pairs": [ + "pull_request:12490|pull_request:13442", + "pull_request:327|pull_request:343", + "pull_request:3397|pull_request:3471", + "pull_request:4262|pull_request:4666", + "pull_request:11428|pull_request:11546", + "pull_request:2001|pull_request:2062", + "pull_request:4749|pull_request:5201", + "pull_request:6645|pull_request:6759", + "pull_request:327|pull_request:349", + "pull_request:13275|pull_request:13469", + "pull_request:5639|pull_request:7024", + "pull_request:7206|pull_request:9086", + "pull_request:9040|pull_request:9597", + "pull_request:130|pull_request:1564", + "pull_request:2693|pull_request:788", + "pull_request:4833|pull_request:5201", + "pull_request:8913|pull_request:9506", + "pull_request:10858|pull_request:12018", + "pull_request:2172|pull_request:2595", + "pull_request:2406|pull_request:2490", + "pull_request:2526|pull_request:3942", + "pull_request:2637|pull_request:2748", + "pull_request:3945|pull_request:4343", + "pull_request:4626|pull_request:6342", + "pull_request:4862|pull_request:5665" + ], + "prepared_review_unit_hash": "1e8e37d214f59d0a7e4da24af9218a6a5171cdd976bd642308c9062896c15c09", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 94538, + "estimated_input_tokens": 23635, + "estimated_eval_tokens": 47526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly superficial matches (same broad area, similar wording, or same docs/tests folder) rather than true duplicate bugs/changes. I don\u2019t see a single underlying issue or PR that unifies the cluster.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the items span unrelated docs, tests, and feature work, with similarity mostly coming from shared keywords or neighboring subsystems.", + "best_issue_reason": null, + "best_pr_reason": "No best PR candidate stands out because there is no coherent duplicate topic to canonicalize across the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12490", + "right": "pull_request:13442", + "accept": false, + "reason": "Both touch tests, but for different models and failures; not the same bug or fix." + }, + { + "left": "pull_request:327", + "right": "pull_request:343", + "accept": false, + "reason": "Different scheduler/pipeline components and unrelated type-hint cleanup; not one concrete change." + }, + { + "left": "pull_request:3397", + "right": "pull_request:3471", + "accept": false, + "reason": "Both are docs edits, but they address different pages and different guidance." + }, + { + "left": "pull_request:4262", + "right": "pull_request:4666", + "accept": false, + "reason": "One is DreamBooth LoRA training fixes; the other is ControlNet SDXL LoRA support. Same theme, different code paths." + }, + { + "left": "pull_request:11428", + "right": "pull_request:11546", + "accept": false, + "reason": "FramePack pipeline implementation vs PEFT loader mapping support; related feature area, but not the same fix/change." + }, + { + "left": "pull_request:2001", + "right": "pull_request:2062", + "accept": false, + "reason": "Completely unrelated examples/tests changes in different subsystems." + }, + { + "left": "pull_request:4749", + "right": "pull_request:5201", + "accept": false, + "reason": "One is SDXL DreamBooth checkpointing; the other is xformers/LoRA processor behavior. Not the same issue." + }, + { + "left": "pull_request:6645", + "right": "pull_request:6759", + "accept": false, + "reason": "Different community README/pipeline changes; no shared underlying bug or feature." + }, + { + "left": "pull_request:327", + "right": "pull_request:349", + "accept": false, + "reason": "Separate scheduler classes with independent type-hint updates, not one duplicate fix." + }, + { + "left": "pull_request:13275", + "right": "pull_request:13469", + "accept": false, + "reason": "Hunyuan test kwargs vs attention-processor test deprecation handling; unrelated test fixes." + }, + { + "left": "pull_request:5639", + "right": "pull_request:7024", + "accept": false, + "reason": "Both are AnimateDiff docs, but they document different capabilities (Motion LoRAs vs AnimateLCM)." + }, + { + "left": "pull_request:7206", + "right": "pull_request:9086", + "accept": false, + "reason": "Training-script tags vs FLUX DreamBooth/LoRA scripts; different changes and scopes." + }, + { + "left": "pull_request:9040", + "right": "pull_request:9597", + "accept": false, + "reason": "Both update the community README, but they add different pipeline entries and are not duplicates." + }, + { + "left": "pull_request:130", + "right": "pull_request:1564", + "accept": false, + "reason": "Both mention accelerate config, but one adds setup instructions broadly and the other adds a default-config option in DreamBooth docs." + }, + { + "left": "pull_request:2693", + "right": "pull_request:788", + "accept": false, + "reason": "A doc image-link fix and a PIL sampler warning fix are unrelated." + }, + { + "left": "pull_request:4833", + "right": "pull_request:5201", + "accept": false, + "reason": "LoRA state/unfuse logic vs xformers LoRA processor behavior; different code paths and failure modes." + }, + { + "left": "pull_request:8913", + "right": "pull_request:9506", + "accept": false, + "reason": "Sharded checkpoint loading fix vs unrelated docs path/imageio update." + }, + { + "left": "pull_request:10858", + "right": "pull_request:12018", + "accept": false, + "reason": "One is pipeline overview wording; the other is quantization docs terminology/link cleanup. Not the same change." + }, + { + "left": "pull_request:2172", + "right": "pull_request:2595", + "accept": false, + "reason": "Multi-GPU validation in training scripts vs scheduler config switching; no duplicate underlying bug." + }, + { + "left": "pull_request:2406", + "right": "pull_request:2490", + "accept": false, + "reason": "Intro typo/wording cleanup vs adding a new MultiDiffusion section; different doc changes." + }, + { + "left": "pull_request:2526", + "right": "pull_request:3942", + "accept": false, + "reason": "Both adjust tests, but they address different failures and test suites." + }, + { + "left": "pull_request:2637", + "right": "pull_request:2748", + "accept": false, + "reason": "Two separate documentation wording fixes in the same file family, not the same underlying issue." + }, + { + "left": "pull_request:3945", + "right": "pull_request:4343", + "accept": false, + "reason": "Same idea of adding a rank arg, but to different training scripts (SD1.5 vs SDXL); separate PRs, not one duplicate change." + }, + { + "left": "pull_request:4626", + "right": "pull_request:6342", + "accept": false, + "reason": "A docs link fix and a rejected installation note are unrelated." + }, + { + "left": "pull_request:4862", + "right": "pull_request:5665", + "accept": false, + "reason": "Both are ControlNet img2img fixes, but one handles MultiControlNet height/width calculation and the other passes size into preprocessing; different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 266, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:11353", + "pull_request:11479", + "pull_request:11726", + "pull_request:11728", + "pull_request:12006", + "pull_request:12041", + "pull_request:1229", + "pull_request:1527", + "pull_request:154", + "pull_request:1554", + "pull_request:1564", + "pull_request:168", + "pull_request:1788", + "pull_request:1951", + "pull_request:2367", + "pull_request:2565", + "pull_request:2693", + "pull_request:2892", + "pull_request:2928", + "pull_request:3351", + "pull_request:3370", + "pull_request:3446", + "pull_request:3476", + "pull_request:3586", + "pull_request:3589", + "pull_request:3590", + "pull_request:3641", + "pull_request:4262", + "pull_request:4498", + "pull_request:4572", + "pull_request:4749", + "pull_request:5003", + "pull_request:5157", + "pull_request:5615", + "pull_request:5768", + "pull_request:5828", + "pull_request:6759", + "pull_request:7050", + "pull_request:7131", + "pull_request:7246", + "pull_request:7451", + "pull_request:7825", + "pull_request:7827", + "pull_request:8230", + "pull_request:8797", + "pull_request:9207", + "pull_request:9696", + "pull_request:98" + ], + "soft_pairs": [ + "pull_request:5003|pull_request:5157", + "pull_request:5768|pull_request:5828", + "pull_request:7246|pull_request:8797", + "pull_request:7825|pull_request:9696", + "pull_request:7827|pull_request:8230", + "pull_request:12006|pull_request:12041", + "pull_request:3351|pull_request:3476", + "pull_request:3589|pull_request:4498", + "pull_request:3586|pull_request:3590", + "pull_request:4262|pull_request:5615", + "pull_request:4572|pull_request:4749", + "pull_request:4749|pull_request:6759", + "pull_request:7050|pull_request:7131", + "pull_request:7451|pull_request:9207", + "pull_request:11353|pull_request:11726", + "pull_request:11479|pull_request:11728", + "pull_request:1229|pull_request:1564", + "pull_request:1229|pull_request:2367", + "pull_request:1527|pull_request:2693", + "pull_request:154|pull_request:168", + "pull_request:154|pull_request:98", + "pull_request:1554|pull_request:2565", + "pull_request:1788|pull_request:3641", + "pull_request:1951|pull_request:3370", + "pull_request:2367|pull_request:2928", + "pull_request:2892|pull_request:3446", + "pull_request:2892|pull_request:3641" + ], + "prepared_review_unit_hash": "08df8cf5947af0ffa307df7f79b414e7bfc34fb327958e5264f0d22f3f73352c", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 98082, + "estimated_input_tokens": 24521, + "estimated_eval_tokens": 49298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: docs typos, training-script tweaks, scheduler changes, Wan feature work, and a few unrelated tests/utilities. I don\u2019t see any true duplicate PR pairs among the soft edges.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR for deduping; the set is too mixed and none of the soft-edge pairs are the same concrete change.", + "best_issue_reason": null, + "best_pr_reason": "If a single PR must represent the cluster, #12006 is the best anchor because it is the broadest substantive code change here and sits in the only loosely related Wan subgroup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5003", + "right": "pull_request:5157", + "accept": false, + "reason": "Both are LoRA-related, but they fix different problems: fuse/unfuse logic vs. Kohya/controlnet LoRA name conversion." + }, + { + "left": "pull_request:5768", + "right": "pull_request:5828", + "accept": false, + "reason": "Unrelated changes: documentation cleanup for consistency decoder vs. a memory-related test tweak." + }, + { + "left": "pull_request:7246", + "right": "pull_request:8797", + "accept": false, + "reason": "Different test fixes in the same file, but they target separate behaviors: VAE tiling vs. sharded checkpoint handling." + }, + { + "left": "pull_request:7825", + "right": "pull_request:9696", + "accept": false, + "reason": "One is a model-device-map test guard; the other changes a GitHub Actions workflow. Not the same bug/change." + }, + { + "left": "pull_request:7827", + "right": "pull_request:8230", + "accept": false, + "reason": "Both mention CPU offloading, but one fixes a docstring example and the other updates broader docs/examples. Not one concrete change." + }, + { + "left": "pull_request:12006", + "right": "pull_request:12041", + "accept": false, + "reason": "Both are Wan-related, but one adds 5b i2v pipeline support while the other fixes VAE patchify behavior. Different code paths." + }, + { + "left": "pull_request:3351", + "right": "pull_request:3476", + "accept": false, + "reason": "Same feature idea (`use_karras_sigmas`) but applied to different schedulers and code paths; not a single mergeable fix." + }, + { + "left": "pull_request:3589", + "right": "pull_request:4498", + "accept": false, + "reason": "One adds README reference tricks; the other implements SDXL reference support. Documentation vs. feature implementation." + }, + { + "left": "pull_request:3586", + "right": "pull_request:3590", + "accept": false, + "reason": "Both are Mixture-themed community examples, but they add different pipelines (tiling vs. canvas) and are not the same change." + }, + { + "left": "pull_request:4262", + "right": "pull_request:5615", + "accept": false, + "reason": "Different SDXL LoRA-related fixes in different components; not the same underlying bug." + }, + { + "left": "pull_request:4572", + "right": "pull_request:4749", + "accept": false, + "reason": "One fixes a parameter name in an example; the other fixes SDXL DreamBooth LoRA checkpoint loading/splitting." + }, + { + "left": "pull_request:4749", + "right": "pull_request:6759", + "accept": false, + "reason": "Checkpoint-loading fixes for DreamBooth vs. InstantID prompt-image embedding repetition. Unrelated code paths." + }, + { + "left": "pull_request:7050", + "right": "pull_request:7131", + "accept": false, + "reason": "Both are typo/docs cleanup, but they touch different docs and different issues; not a single duplicated fix." + }, + { + "left": "pull_request:7451", + "right": "pull_request:9207", + "accept": false, + "reason": "Different docs fixes: broad typo cleanup vs. CPU offloading usage updates. Too broad to be the same change." + }, + { + "left": "pull_request:11353", + "right": "pull_request:11726", + "accept": false, + "reason": "Wan feature support vs. Wan LoRA conversion support; same ecosystem, but different functionality and code paths." + }, + { + "left": "pull_request:11479", + "right": "pull_request:11728", + "accept": false, + "reason": "Doc title rename for Gaudi vs. Dockerfile quant-library additions. Completely different changes." + }, + { + "left": "pull_request:1229", + "right": "pull_request:1564", + "accept": false, + "reason": "Both touch DreamBooth docs, but one is about bitsandbytes installation and the other about default accelerate config." + }, + { + "left": "pull_request:1229", + "right": "pull_request:2367", + "accept": false, + "reason": "DreamBooth docs install guidance vs. training-script checkpoint limits. Not the same bug or change." + }, + { + "left": "pull_request:1527", + "right": "pull_request:2693", + "accept": false, + "reason": "Inpaint tensor-input support vs. a broken image-link doc fix. No overlap in underlying issue." + }, + { + "left": "pull_request:154", + "right": "pull_request:168", + "accept": false, + "reason": "A conversion script addition and the stable diffusion pipeline introduction are unrelated changes." + }, + { + "left": "pull_request:154", + "right": "pull_request:98", + "accept": false, + "reason": "Different conversion scripts for different model families; not the same underlying bug/change." + }, + { + "left": "pull_request:1554", + "right": "pull_request:2565", + "accept": false, + "reason": "Both are doc corrections, but they refer to different model APIs and different doc pages." + }, + { + "left": "pull_request:1788", + "right": "pull_request:3641", + "accept": false, + "reason": "DDIM scheduler bug fix vs. inpainting latent handling. Different concrete problems." + }, + { + "left": "pull_request:1951", + "right": "pull_request:3370", + "accept": false, + "reason": "ColossalAI version update vs. PyTorch 2.0 docs update. Unrelated." + }, + { + "left": "pull_request:2367", + "right": "pull_request:2928", + "accept": false, + "reason": "Checkpoint retention in training scripts vs. controlnet local dataset loading. Different features." + }, + { + "left": "pull_request:2892", + "right": "pull_request:3446", + "accept": false, + "reason": "Upcaster/embed input support vs. a pipeline warning-message wording fix. Not the same bug." + }, + { + "left": "pull_request:2892", + "right": "pull_request:3641", + "accept": false, + "reason": "Both involve inpainting/upscaling, but they fix different latent-handling behavior in different pipelines." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 267, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10192", + "pull_request:10941", + "pull_request:11655", + "pull_request:11739", + "pull_request:11744", + "pull_request:12490", + "pull_request:1269", + "pull_request:12782", + "pull_request:13039", + "pull_request:13055", + "pull_request:13121", + "pull_request:13217", + "pull_request:13275", + "pull_request:1508", + "pull_request:2009", + "pull_request:2892", + "pull_request:2976", + "pull_request:326", + "pull_request:3471", + "pull_request:3546", + "pull_request:3568", + "pull_request:359", + "pull_request:360", + "pull_request:3632", + "pull_request:4272", + "pull_request:4621", + "pull_request:4856", + "pull_request:5090", + "pull_request:5299", + "pull_request:5391", + "pull_request:5411", + "pull_request:5759", + "pull_request:5898", + "pull_request:6119", + "pull_request:6330", + "pull_request:6645", + "pull_request:7200", + "pull_request:7246", + "pull_request:7319", + "pull_request:7857", + "pull_request:7919", + "pull_request:822", + "pull_request:827", + "pull_request:8797", + "pull_request:8992", + "pull_request:9206", + "pull_request:9423", + "pull_request:9676" + ], + "soft_pairs": [ + "pull_request:2892|pull_request:4272", + "pull_request:2976|pull_request:4856", + "pull_request:3568|pull_request:5411", + "pull_request:4621|pull_request:6119", + "pull_request:5090|pull_request:6645", + "pull_request:5391|pull_request:5759", + "pull_request:7319|pull_request:7857", + "pull_request:822|pull_request:827", + "pull_request:10192|pull_request:11655", + "pull_request:1269|pull_request:2009", + "pull_request:1508|pull_request:3471", + "pull_request:5299|pull_request:5759", + "pull_request:7200|pull_request:7919", + "pull_request:10941|pull_request:9676", + "pull_request:326|pull_request:359", + "pull_request:326|pull_request:360", + "pull_request:5898|pull_request:6330", + "pull_request:7246|pull_request:9206", + "pull_request:8797|pull_request:9206", + "pull_request:13121|pull_request:13217", + "pull_request:8992|pull_request:9423", + "pull_request:12490|pull_request:13275", + "pull_request:3546|pull_request:3632", + "pull_request:11739|pull_request:11744", + "pull_request:12490|pull_request:12782", + "pull_request:12490|pull_request:13039", + "pull_request:13039|pull_request:13055" + ], + "prepared_review_unit_hash": "58e5f7ecd7906ae7c67f535f165d983a87b6fd44106e7730a5d7269b22a7422e", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 103834, + "estimated_input_tokens": 25959, + "estimated_eval_tokens": 52174 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated docs, test, chore, and feature PRs that only look similar at a high level. I found no convincing duplicate pairings and no clear canonical artifact.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good canonical representative because the items do not share one underlying bug or change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:2892", + "right": "pull_request:4272", + "accept": false, + "reason": "Different problems: upscaler input/embed handling vs missing optional imports. Only broad code-maintenance similarity." + }, + { + "left": "pull_request:2976", + "right": "pull_request:4856", + "accept": false, + "reason": "Both are docs link fixes, but they target different pages and broken links, not the same underlying change." + }, + { + "left": "pull_request:3568", + "right": "pull_request:5411", + "accept": false, + "reason": "Both fix broken docs links, but for different guides and different link targets." + }, + { + "left": "pull_request:4621", + "right": "pull_request:6119", + "accept": false, + "reason": "Unrelated: multi-adapter downscale validation vs LoRA fp16 gradient scaling in training." + }, + { + "left": "pull_request:5090", + "right": "pull_request:6645", + "accept": false, + "reason": "Unrelated t2i adapter logic vs community README cleanup." + }, + { + "left": "pull_request:5391", + "right": "pull_request:5759", + "accept": false, + "reason": "Both are broad docs/type-hint cleanups, but they are not the same concrete fix or code path." + }, + { + "left": "pull_request:7319", + "right": "pull_request:7857", + "accept": false, + "reason": "Different docs additions for different features/schedulers; not a duplicate change." + }, + { + "left": "pull_request:822", + "right": "pull_request:827", + "accept": false, + "reason": "One updates Flax scheduler API; the other aligns PT/Flax loading behavior. Same area, different change." + }, + { + "left": "pull_request:10192", + "right": "pull_request:11655", + "accept": false, + "reason": "Different Flux issues: pipeline inpaint/control support vs 8-bit LoRA loading support." + }, + { + "left": "pull_request:1269", + "right": "pull_request:2009", + "accept": false, + "reason": "Refactor/finalization PR vs textual inversion loading feature; not the same bug or change." + }, + { + "left": "pull_request:1508", + "right": "pull_request:3471", + "accept": false, + "reason": "Both are DreamBooth docs updates, but they address different documentation topics." + }, + { + "left": "pull_request:5299", + "right": "pull_request:5759", + "accept": false, + "reason": "Overlap on type hints/docs, but these are separate broad cleanup PRs touching different sets of files." + }, + { + "left": "pull_request:7200", + "right": "pull_request:7919", + "accept": false, + "reason": "Different code paths: Transformer2D input validation vs offload behavior when device_map is enabled." + }, + { + "left": "pull_request:10941", + "right": "pull_request:9676", + "accept": false, + "reason": "Different fixes in different areas: Flux copy cleanup vs benchmark import path." + }, + { + "left": "pull_request:326", + "right": "pull_request:359", + "accept": false, + "reason": "Both are type-hint PRs, but they modify different scheduler files and are not the same change." + }, + { + "left": "pull_request:326", + "right": "pull_request:360", + "accept": false, + "reason": "Same as above: separate scheduler type-hint cleanup, not one underlying fix." + }, + { + "left": "pull_request:5898", + "right": "pull_request:6330", + "accept": false, + "reason": "Different docs edits for unrelated topics: unconditional generation vs SVD rendering." + }, + { + "left": "pull_request:7246", + "right": "pull_request:9206", + "accept": false, + "reason": "Unrelated test fixes: VAE tiling device handling vs xformers test coverage." + }, + { + "left": "pull_request:8797", + "right": "pull_request:9206", + "accept": false, + "reason": "Different test failures in different subsystems; not the same bug." + }, + { + "left": "pull_request:13121", + "right": "pull_request:13217", + "accept": false, + "reason": "LTX-2 inference edge case vs new LTX-2.3 model support; distinct code paths and goals." + }, + { + "left": "pull_request:8992", + "right": "pull_request:9423", + "accept": false, + "reason": "Both add differential diffusion, but to different model families and implementations." + }, + { + "left": "pull_request:12490", + "right": "pull_request:13275", + "accept": false, + "reason": "Separate test fixes for different models/configurations; no shared underlying bug." + }, + { + "left": "pull_request:3546", + "right": "pull_request:3632", + "accept": false, + "reason": "Related panorama pipeline area, but the changes are different: scheduler support vs view-batch feature." + }, + { + "left": "pull_request:11739", + "right": "pull_request:11744", + "accept": false, + "reason": "One is an open training-script alpha/metadata fix; the other is a completed Sana training metadata PR. Similar theme, but not the same artifact." + }, + { + "left": "pull_request:12490", + "right": "pull_request:12782", + "accept": false, + "reason": "Different test adjustments for different model families." + }, + { + "left": "pull_request:12490", + "right": "pull_request:13039", + "accept": false, + "reason": "Unrelated: Audioldm2 test config vs Wan upcasting fix." + }, + { + "left": "pull_request:13039", + "right": "pull_request:13055", + "accept": false, + "reason": "Different Wan issues: CPU upcasting test behavior vs missing-transformer fallback handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 268, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10105", + "pull_request:10539", + "pull_request:10704", + "pull_request:10810", + "pull_request:10983", + "pull_request:11066", + "pull_request:1128", + "pull_request:1136", + "pull_request:11366", + "pull_request:11384", + "pull_request:11571", + "pull_request:11572", + "pull_request:11635", + "pull_request:11704", + "pull_request:11856", + "pull_request:11897", + "pull_request:11997", + "pull_request:12006", + "pull_request:12496", + "pull_request:12523", + "pull_request:12611", + "pull_request:12982", + "pull_request:13002", + "pull_request:13208", + "pull_request:13223", + "pull_request:1338", + "pull_request:1508", + "pull_request:1525", + "pull_request:1926", + "pull_request:1982", + "pull_request:2001", + "pull_request:2322", + "pull_request:2339", + "pull_request:2691", + "pull_request:2693", + "pull_request:3607", + "pull_request:391", + "pull_request:416", + "pull_request:4294", + "pull_request:433", + "pull_request:5407", + "pull_request:6346", + "pull_request:689", + "pull_request:6994", + "pull_request:7068", + "pull_request:774", + "pull_request:8571", + "pull_request:8631" + ], + "soft_pairs": [ + "pull_request:1508|pull_request:2339", + "pull_request:11997|pull_request:12611", + "pull_request:10539|pull_request:10810", + "pull_request:1136|pull_request:2001", + "pull_request:1136|pull_request:2693", + "pull_request:11704|pull_request:11856", + "pull_request:5407|pull_request:6346", + "pull_request:7068|pull_request:8571", + "pull_request:1982|pull_request:774", + "pull_request:10983|pull_request:11066", + "pull_request:12006|pull_request:12523", + "pull_request:1525|pull_request:3607", + "pull_request:6994|pull_request:8631", + "pull_request:13208|pull_request:13223", + "pull_request:11635|pull_request:11897", + "pull_request:2322|pull_request:433", + "pull_request:2691|pull_request:4294", + "pull_request:391|pull_request:416", + "pull_request:12982|pull_request:13002", + "pull_request:11571|pull_request:11572", + "pull_request:12496|pull_request:12523", + "pull_request:10105|pull_request:10704", + "pull_request:1338|pull_request:689", + "pull_request:1128|pull_request:1926", + "pull_request:11366|pull_request:11384" + ], + "prepared_review_unit_hash": "cbfaf21418d4bd4879dcccc9ecbafdc9ca1cf7445eb89238cad2c00f48b1173f", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 106946, + "estimated_input_tokens": 26737, + "estimated_eval_tokens": 53730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated PRs with a few false-positive soft links from shared filenames or broad subsystem overlap; I found no true duplicate pairs under a strict same-bug/same-change standard.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 13208 is the best representative if one must be chosen: it is a coherent, self-contained feature addition with docs, pipeline/model code, loaders, and test integration. The rest are mostly smaller docs/typo edits or narrower follow-up fixes.", + "best_issue_reason": null, + "best_pr_reason": "PR 13208 is the strongest overall artifact because it introduces a full Helios video-generation feature rather than a narrow patch, and it has the broadest implementation surface and integration coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1508", + "right": "pull_request:2339", + "accept": false, + "reason": "Both touch DreamBooth docs/train script, but one is about `num_class_images` clarification and the other is checkpointing docs/tests; different user problems and different changes." + }, + { + "left": "pull_request:11997", + "right": "pull_request:12611", + "accept": false, + "reason": "Both are Wan modular-pipeline work, but 11997 adds Wan I2V/FLF2V blocks while 12611 is a broader modular refactor with guider and pipeline plumbing; not the same concrete change." + }, + { + "left": "pull_request:10539", + "right": "pull_request:10810", + "accept": false, + "reason": "One fixes Flux true-CFG gating; the other improves LoRA conversion support for Flux. Same subsystem, different bug." + }, + { + "left": "pull_request:1136", + "right": "pull_request:2001", + "accept": false, + "reason": "Both are small docs/example edits, but one fixes README links and the other fixes a ColossalAI example typo; unrelated." + }, + { + "left": "pull_request:1136", + "right": "pull_request:2693", + "accept": false, + "reason": "Both are link/doc cleanups, but they target different files and different broken links; not a duplicate change." + }, + { + "left": "pull_request:11704", + "right": "pull_request:11856", + "accept": false, + "reason": "Both concern Wan LoRA handling, but 11704 adjusts conversion thresholds for AccVideo support while 11856 changes fuse_lora logic for AccVideo/CausVid; related area, not the same fix." + }, + { + "left": "pull_request:5407", + "right": "pull_request:6346", + "accept": false, + "reason": "One fixes mixed-precision behavior in an unconditional training example; the other updates LoRA state-dict conversion in training examples. Different code paths and symptoms." + }, + { + "left": "pull_request:7068", + "right": "pull_request:8571", + "accept": false, + "reason": "Both are style/typo cleanup PRs, but they touch different files and different text; no shared bug or change." + }, + { + "left": "pull_request:1982", + "right": "pull_request:774", + "accept": false, + "reason": "Both are test-related, but one fixes an example test path and the other adjusts pipeline test tolerances/usage; not the same underlying issue." + }, + { + "left": "pull_request:10983", + "right": "pull_request:11066", + "accept": false, + "reason": "Both are Hunyuan I2V docs/pipeline updates, but they introduce different model variants and distinct implementation changes." + }, + { + "left": "pull_request:12006", + "right": "pull_request:12523", + "accept": false, + "reason": "Wan i2v shape mismatch vs AutoencoderKLWan skip-key handling are separate bugs in different components." + }, + { + "left": "pull_request:1525", + "right": "pull_request:3607", + "accept": false, + "reason": "One fixes upscale batch sizing; the other fixes attention behavior and slow tests. Different problems." + }, + { + "left": "pull_request:6994", + "right": "pull_request:8631", + "accept": false, + "reason": "Both affect single-file loaders, but one passes `torch_dtype` through loaders while the other returns a missing T5 model object; separate loader bugs." + }, + { + "left": "pull_request:13208", + "right": "pull_request:13223", + "accept": false, + "reason": "13208 adds Helios pipelines and docs; 13223 changes Helios context-parallel execution. Same model family, but not the same change." + }, + { + "left": "pull_request:11635", + "right": "pull_request:11897", + "accept": false, + "reason": "11635 adds Flux Kontext functionality; 11897 is a workflow/docs merge. No overlap in concrete bug or feature." + }, + { + "left": "pull_request:2322", + "right": "pull_request:433", + "accept": false, + "reason": "One is an inpaint example/update bundle; the other is a black version bump and formatting cleanup. Unrelated." + }, + { + "left": "pull_request:2691", + "right": "pull_request:4294", + "accept": false, + "reason": "Both rename/adjust docs and APIs, but they target different model families and different rename tasks." + }, + { + "left": "pull_request:391", + "right": "pull_request:416", + "accept": false, + "reason": "PNDM docs and model API docs are separate documentation updates with no shared underlying fix." + }, + { + "left": "pull_request:12982", + "right": "pull_request:13002", + "accept": false, + "reason": "Both are Flux2/Klein support, but 12982 adds training/pipeline support and 13002 adds modular-pipeline support; related feature area, not one duplicate PR." + }, + { + "left": "pull_request:11571", + "right": "pull_request:11572", + "accept": false, + "reason": "One adds LTX 0.9.7-distilled model/pipeline docs; the other adds non-diffusers LTX LoRA conversion support. Same product area, different changes." + }, + { + "left": "pull_request:12496", + "right": "pull_request:12523", + "accept": false, + "reason": "Wan I2V condition shape fix vs AutoencoderKLWan skip-key handling; unrelated fixes." + }, + { + "left": "pull_request:10105", + "right": "pull_request:10704", + "accept": false, + "reason": "Broken README link cleanup and image-to-image docs correction are different documentation edits." + }, + { + "left": "pull_request:1338", + "right": "pull_request:689", + "accept": false, + "reason": "Onnx inpainting cast-order fix and attention performance change are unrelated." + }, + { + "left": "pull_request:1128", + "right": "pull_request:1926", + "accept": false, + "reason": "Tensor-input inpaint support and a separate Stable Diffusion OneFlow support PR are different features." + }, + { + "left": "pull_request:11366", + "right": "pull_request:11384", + "accept": false, + "reason": "Both touch HiDream code, but one changes transformer outputs and the other moves deprecation warnings; different concerns." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 269, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10200", + "pull_request:10579", + "pull_request:11726", + "pull_request:11916", + "pull_request:12006", + "pull_request:12315", + "pull_request:12324", + "pull_request:12496", + "pull_request:12522", + "pull_request:12530", + "pull_request:12549", + "pull_request:13150", + "pull_request:13454", + "pull_request:1926", + "pull_request:1966", + "pull_request:2464", + "pull_request:2470", + "pull_request:2693", + "pull_request:2892", + "pull_request:2959", + "pull_request:2968", + "pull_request:327", + "pull_request:3298", + "pull_request:344", + "pull_request:3586", + "pull_request:382", + "pull_request:3912", + "pull_request:396", + "pull_request:4098", + "pull_request:416", + "pull_request:4242", + "pull_request:4408", + "pull_request:4412", + "pull_request:4780", + "pull_request:5098", + "pull_request:5151", + "pull_request:5384", + "pull_request:6489", + "pull_request:6490", + "pull_request:6961", + "pull_request:6962", + "pull_request:7247", + "pull_request:7941", + "pull_request:8322", + "pull_request:8452", + "pull_request:8761", + "pull_request:9008", + "pull_request:9065" + ], + "soft_pairs": [ + "pull_request:10579|pull_request:9065", + "pull_request:2693|pull_request:4412", + "pull_request:2968|pull_request:4412", + "pull_request:5098|pull_request:6962", + "pull_request:12522|pull_request:13454", + "pull_request:11726|pull_request:12324", + "pull_request:12315|pull_request:13150", + "pull_request:3298|pull_request:4242", + "pull_request:6489|pull_request:6490", + "pull_request:8322|pull_request:9008", + "pull_request:7247|pull_request:7941", + "pull_request:10200|pull_request:8761", + "pull_request:327|pull_request:344", + "pull_request:3586|pull_request:5384", + "pull_request:2470|pull_request:2959", + "pull_request:382|pull_request:396", + "pull_request:382|pull_request:416", + "pull_request:1926|pull_request:1966", + "pull_request:6961|pull_request:8452", + "pull_request:4098|pull_request:4408", + "pull_request:11916|pull_request:12549", + "pull_request:12530|pull_request:13454", + "pull_request:2892|pull_request:4412", + "pull_request:4780|pull_request:5151", + "pull_request:2464|pull_request:3912", + "pull_request:12006|pull_request:12496" + ], + "prepared_review_unit_hash": "9240c5295d807147d3c7d65dd3ac1a1a5c987af8f9cb6c551e243258168acf15", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 105343, + "estimated_input_tokens": 26336, + "estimated_eval_tokens": 52928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: it mixes unrelated docs, tests, model refactors, and feature PRs. None of the soft edges look like true duplicates of the same concrete change, so no canonical artifact stands out.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the apparent similarities are only broad subsystem/topic overlap (Wan/VACE, PEFT, attention backends, docs/tests) rather than the same underlying fix or feature.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR for deduplication: the set is too mixed, and the strongest overlaps still target different code paths or distinct feature additions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10579", + "right": "pull_request:9065", + "accept": false, + "reason": "Community pipeline addition vs soft-dependency packaging change; unrelated changes." + }, + { + "left": "pull_request:2693", + "right": "pull_request:4412", + "accept": false, + "reason": "Doc image-link fix vs float16 test harness fix; different artifacts and code paths." + }, + { + "left": "pull_request:2968", + "right": "pull_request:4412", + "accept": false, + "reason": "Img2img post-processing bugfix vs test-only adjustment; 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The soft links are mostly filename or theme similarity, not the same underlying change, so they should be rejected as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the items are unrelated across multiple subsystems and change types, so there isn\u2019t one underlying fix or feature to represent the cluster.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR; none of these artifacts is a clear representative of the whole set because the set does not share one concrete bug or change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12934", + "right": "pull_request:12983", + "accept": false, + "reason": "Both are LTX2-related, but one adds distilled checkpoint support and the other adds single-file conversion support; different layers of the stack." + }, + { + "left": "pull_request:13208", + "right": "pull_request:13216", + "accept": false, + "reason": "Helios-related, but one adds the video generation pipelines/docs and the other adds the modular helios implementation; not the same change." + }, + { + "left": "pull_request:10330", + "right": "pull_request:11174", + "accept": false, + "reason": "Both touch LTX docs, but 10330 is a 0.9.1 update while 11174 refactors the text-only conditioning pipeline; different underlying work." + }, + { + "left": "pull_request:12644", + "right": "pull_request:13158", + "accept": false, + "reason": "Unrelated docs PRs for AutoModel and QwenImage layered pipeline; same broad docs area only." + }, + { + "left": "pull_request:382", + "right": "pull_request:391", + "accept": false, + "reason": "Both are early docs PRs, but DDPM and PNDM are different pipelines and different content." + }, + { + "left": "pull_request:386", + "right": "pull_request:392", + "accept": false, + "reason": "Stable Diffusion docs versus contribution docs; no shared bug or feature." + }, + { + "left": "pull_request:386", + "right": "pull_request:404", + "accept": false, + "reason": "Stable Diffusion pipeline docs are unrelated to fp16 optimization docs and pipeline tweaks." + }, + { + "left": "pull_request:386", + "right": "pull_request:417", + "accept": false, + "reason": "Stable Diffusion docs versus conditional-image-generation docs; different pages and purposes." + }, + { + "left": "pull_request:390", + "right": "pull_request:392", + "accept": false, + "reason": "MPS optimization docs and contribution docs are unrelated." + }, + { + "left": "pull_request:390", + "right": "pull_request:404", + "accept": false, + "reason": "MPS hardware docs and fp16 optimization docs are adjacent topics but not the same change." + }, + { + "left": "pull_request:390", + "right": "pull_request:417", + "accept": false, + "reason": "Different documentation guides; no common underlying bug or feature." + }, + { + "left": "pull_request:5506", + "right": "pull_request:7200", + "accept": false, + "reason": "Both are model/attention fixes, but one is a PEFT+xFormers attention call fix and the other is a transformer norm-type validation change." + }, + { + "left": "pull_request:13216", + "right": "pull_request:13223", + "accept": false, + "reason": "Helios modular pipeline addition versus Helios context-parallelism fix; separate code paths and problems." + }, + { + "left": "pull_request:10537", + "right": "pull_request:10538", + "accept": false, + "reason": "Sana-4K pipeline tweaks and adding Sana to auto-pipeline registration are related, but not the same concrete fix." + }, + { + "left": "pull_request:10547", + "right": "pull_request:9251", + "accept": false, + "reason": "Test offload adjustments for model tests versus CI trigger changes on patch branches; unrelated." + }, + { + "left": "pull_request:1878", + "right": "pull_request:2593", + "accept": false, + "reason": "Stable-diffusion checkpoint loader guard versus ControlNet checkpoint conversion script; different conversion paths." + }, + { + "left": "pull_request:4242", + "right": "pull_request:5837", + "accept": false, + "reason": "Allowing VAE loading from single-file checkpoints is unrelated to textual inversion multi-token support." + }, + { + "left": "pull_request:4262", + "right": "pull_request:5837", + "accept": false, + "reason": "SDXL DreamBooth LoRA fixes and textual inversion multi-token support address different features." + }, + { + "left": "pull_request:4963", + "right": "pull_request:5615", + "accept": false, + "reason": "Installing accelerate main in CI and reverting SDXL adapter LoRA loading are unrelated changes." + }, + { + "left": "pull_request:6764", + "right": "pull_request:8652", + "accept": false, + "reason": "PEFT serialization docs versus Lumina-T2X model/pipeline support; different domains." + }, + { + "left": "pull_request:6886", + "right": "pull_request:8512", + "accept": false, + "reason": "Both are cleanup/revert-style changes, but one removes torch_dtype deprecation usage and the other removes a deprecated helper function." + }, + { + "left": "pull_request:12387", + "right": "pull_request:12549", + "accept": false, + "reason": "Both concern attention backends, but one adds flash attention via kernels and the other adds AITER support; distinct backends and implementations." + }, + { + "left": "pull_request:10021", + "right": "pull_request:10815", + "accept": false, + "reason": "LTX Video core support and Enhance-A-Video hooks are unrelated features." + }, + { + "left": "pull_request:13338", + "right": "pull_request:13365", + "accept": false, + "reason": "Same workflow file, but one adds id-token permission and the other changes fork-review execution; different workflow fixes." + }, + { + "left": "pull_request:326", + "right": "pull_request:344", + "accept": false, + "reason": "PNDM pipeline type-hint work and VAE model type-hint work are separate refactors." + }, + { + "left": "pull_request:3471", + "right": "pull_request:3806", + "accept": false, + "reason": "Dreambooth torch.compile docs note versus checkpoint-loading guidance for text-to-image training; different documentation changes." + }, + { + "left": "pull_request:3806", + "right": "pull_request:4395", + "accept": false, + "reason": "Checkpoint-loading note and DreamBooth class-prompt pre-encoding fix do not address the same issue." + }, + { + "left": "pull_request:4572", + "right": "pull_request:5393", + "accept": false, + "reason": "LoRA network_alpha naming fix in training code versus HFApi-based docs/example updates; not the same bug." + }, + { + "left": "pull_request:5053", + "right": "pull_request:6743", + "accept": false, + "reason": "Validation image argument handling in T2I Adapter training versus hflip flag correction in Diffusion DPO training; unrelated example fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 272, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:10063", + "pull_request:10105", + "pull_request:10136", + "pull_request:10148", + "pull_request:10245", + "pull_request:10326", + "pull_request:10431", + "pull_request:10983", + "pull_request:11001", + "pull_request:11058", + "pull_request:11142", + "pull_request:11231", + "pull_request:11269", + "pull_request:11613", + "pull_request:11614", + "pull_request:11660", + "pull_request:12450", + "pull_request:12490", + "pull_request:12491", + "pull_request:13454", + "pull_request:1878", + "pull_request:2892", + "pull_request:2915", + "pull_request:3160", + "pull_request:3298", + "pull_request:3351", + "pull_request:3586", + "pull_request:3589", + "pull_request:3806", + "pull_request:4412", + "pull_request:4749", + "pull_request:5665", + "pull_request:5672", + "pull_request:5788", + "pull_request:6426", + "pull_request:6450", + "pull_request:6752", + "pull_request:7113", + "pull_request:7200", + "pull_request:7359", + "pull_request:7627", + "pull_request:7938", + "pull_request:8512", + "pull_request:8684", + "pull_request:8797", + "pull_request:9049", + "pull_request:9159" + ], + "soft_pairs": [ + "pull_request:5665|pull_request:7627", + "pull_request:5788|pull_request:7200", + "pull_request:6426|pull_request:8512", + "pull_request:10063|pull_request:10105", + "pull_request:10245|pull_request:8684", + "pull_request:3160|pull_request:3351", + "pull_request:10326|pull_request:8797", + "pull_request:7113|pull_request:7938", + "pull_request:11613|pull_request:11614", + "pull_request:12490|pull_request:13454", + "pull_request:10136|pull_request:10983", + "pull_request:11001|pull_request:11058", + "pull_request:2915|pull_request:4412", + "pull_request:11231|pull_request:11660", + "pull_request:9049|pull_request:9159", + "pull_request:6752|pull_request:7359", + "pull_request:10148|pull_request:11269", + "pull_request:10431|pull_request:11142", + "pull_request:12450|pull_request:12491", + "pull_request:1878|pull_request:3806", + "pull_request:2892|pull_request:3298", + "pull_request:3586|pull_request:3589", + "pull_request:3586|pull_request:5672", + "pull_request:4749|pull_request:6450" + ], + "prepared_review_unit_hash": "255b1d8cc2effbc5d37136201df4e63697aa16220655e6b9ff4bde4026c64292", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 99222, + "estimated_input_tokens": 24806, + "estimated_eval_tokens": 49868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated docs cleanups, CI tweaks, feature additions, and test-only changes. I don\u2019t see any soft-edge pair that represents the same underlying bug or change, so I reject all pairings and treat one broad feature PR as the best representative only by coverage/centrality, not as a duplicate match.", + "confidence": 0.16, + "canonical_issue_reason": null, + "canonical_pr_reason": "No pair looks like a true duplicate. If one PR must represent the cluster, #10136 is the broadest and most central feature PR (largest scope, highest discussion/review activity) among the candidates.", + "best_issue_reason": null, + "best_pr_reason": "#10136 is the best global representative because it is the most substantial core feature PR in the set and has the strongest activity signal, but it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5665", + "right": "pull_request:7627", + "accept": false, + "reason": "Both touch img2img-related code, but they fix different problems in different pipelines: ControlNet height/width preprocessing vs Playground latents handling." + }, + { + "left": "pull_request:5788", + "right": "pull_request:7200", + "accept": false, + "reason": "Both add validation/error handling, but they target different subsystems and failure modes: scheduler step sizing vs Transformer2D patch-input/layernorm validation." + }, + { + "left": "pull_request:6426", + "right": "pull_request:8512", + "accept": false, + "reason": "These are unrelated refactors in different areas: LoRA deprecation cleanup vs removing a deprecated mask helper." + }, + { + "left": "pull_request:10063", + "right": "pull_request:10105", + "accept": false, + "reason": "Both are docs-only fixes, but they address different files and different issues: evaluation doc nits vs a broken README link." + }, + { + "left": "pull_request:10245", + "right": "pull_request:8684", + "accept": false, + "reason": "Unrelated documentation changes: PEFT adapter method naming vs fixing a Pillow import in a ControlNet XL docs example." + }, + { + "left": "pull_request:3160", + "right": "pull_request:3351", + "accept": false, + "reason": "Both add Karras sigmas, but they are separate scheduler implementations and not the same concrete bug/change." + }, + { + "left": "pull_request:10326", + "right": "pull_request:8797", + "accept": false, + "reason": "Different scopes entirely: MPS workflow quoting fix vs test sharding determinism fixes." + }, + { + "left": "pull_request:7113", + "right": "pull_request:7938", + "accept": false, + "reason": "Both modify Docker CI notifications, but one adds Slack reporting while the other swaps the notification implementation; not the same underlying change." + }, + { + "left": "pull_request:11613", + "right": "pull_request:11614", + "accept": false, + "reason": "A CI/test revert and a Docker CI security fix are unrelated." + }, + { + "left": "pull_request:12490", + "right": "pull_request:13454", + "accept": false, + "reason": "Audioldm2 ClapConfig test setup and CLIP-related xfails are different test issues." + }, + { + "left": "pull_request:10136", + "right": "pull_request:10983", + "accept": false, + "reason": "Both are Hunyuan-related, but one adds the core Hunyuan Video pipeline while the other adds the I2V variant and related docs/converters; distinct changes." + }, + { + "left": "pull_request:11001", + "right": "pull_request:11058", + "accept": false, + "reason": "Both concern hardware/testing portability, but one enables bnb tests on XPU and the other makes CUDA-only tests device-agnostic; different code paths." + }, + { + "left": "pull_request:2915", + "right": "pull_request:4412", + "accept": false, + "reason": "A relaxed golden-image tolerance in one test is unrelated to fixing float16 inference test setup." + }, + { + "left": "pull_request:11231", + "right": "pull_request:11660", + "accept": false, + "reason": "Core HiDream model/pipeline addition vs HiDream LoRA support; related ecosystem, but not the same concrete fix." + }, + { + "left": "pull_request:9049", + "right": "pull_request:9159", + "accept": false, + "reason": "Different Flux issues: prompt-encoding dtype handling vs making the transformer shardable during inference." + }, + { + "left": "pull_request:6752", + "right": "pull_request:7359", + "accept": false, + "reason": "PromptDiffusion pipeline addition and ResAdapter training-script work are separate research-project integrations." + }, + { + "left": "pull_request:10148", + "right": "pull_request:11269", + "accept": false, + "reason": "OmniGen implementation vs ONNX runtime backend availability detection are unrelated." + }, + { + "left": "pull_request:10431", + "right": "pull_request:11142", + "accept": false, + "reason": "Sana transformer positional-embedding fix and Sana-Sprint converter/script changes do not address the same bug." + }, + { + "left": "pull_request:12450", + "right": "pull_request:12491", + "accept": false, + "reason": "CI dependency-installation cleanup and documentation link checking are separate workflow changes." + }, + { + "left": "pull_request:1878", + "right": "pull_request:3806", + "accept": false, + "reason": "Checkpoint-loading robustness in a conversion script is unrelated to documentation guidance for loading from checkpoints." + }, + { + "left": "pull_request:2892", + "right": "pull_request:3298", + "accept": false, + "reason": "Different upscaler issues: allowing prompt/image embeds in inputs vs supporting arbitrary aspect ratios." + }, + { + "left": "pull_request:3586", + "right": "pull_request:3589", + "accept": false, + "reason": "One adds a community pipeline; the other only updates README references to reference-trick examples." + }, + { + "left": "pull_request:4749", + "right": "pull_request:6450", + "accept": false, + "reason": "Both touch LoRA training/testing, but one fixes SDXL checkpointing while the other is broader LoRA deprecation cleanup." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 266, + "review_unit_index": 273, + "review_unit_count": 273, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1-3019", + "nodes": [ + "pull_request:6886", + "pull_request:7116", + "pull_request:8386", + "pull_request:8719" + ], + "soft_pairs": [ + "pull_request:6886|pull_request:8719", + "pull_request:7116|pull_request:8386" + ], + "prepared_review_unit_hash": "db95eb152695d733ac7e91e284ab34e0608ceba583bedac41c298b35fbf444c7", + "component_budget": { + "node_count": 3019, + "item_count": 3019, + "soft_pair_count": 7654, + "serialized_chars": 8728470, + "estimated_input_tokens": 2182118, + "estimated_eval_tokens": 4364492 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 2, + "serialized_chars": 9952, + "estimated_input_tokens": 2488, + "estimated_eval_tokens": 5232 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a single duplicate group: it contains two unrelated PR pairs. One pair is about deprecation cleanup in `to()`/VQ docs, the other is about workflow/install changes versus test helper refactors. The soft links are too loose to merge.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR cleanly represents the whole cluster because the items split into two unrelated change topics; if one representative must be chosen, PR #6886 is the strongest candidate since it is a merged code-path deprecation fix with accompanying test updates.", + "best_issue_reason": null, + "best_pr_reason": "PR #6886 is the best overall representative: it fixes a concrete API deprecation across real conversion/pipeline code and is more substantive than the doc-only or CI/test-only changes in the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:6886", + "right": "pull_request:8719", + "accept": false, + "reason": "Both relate to deprecation wording, but they touch different classes and different code paths (`pipe.to(dtype=...)` vs VQ output docs). They are not the same underlying bug/change and would not be merged as one PR." + }, + { + "left": "pull_request:7116", + "right": "pull_request:8386", + "accept": false, + "reason": "These are unrelated: one changes workflow dependency installation to use `uv`, while the other refactors test dummy-input shape helpers. Same broad repo area, but not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-9562-4", + "nodes": [ + "pull_request:10009", + "pull_request:10163", + "pull_request:10347", + "pull_request:9562" + ], + "soft_pairs": [ + "pull_request:10009|pull_request:9562", + "pull_request:10163|pull_request:9562", + "pull_request:10347|pull_request:9562", + "pull_request:10009|pull_request:10163", + "pull_request:10009|pull_request:10347", + "pull_request:10163|pull_request:10347" + ], + "prepared_review_unit_hash": "3e73d48468252583a1dfe71f158bbfd33123f7aa4e76bea94aa942134590b530", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 15324, + "estimated_input_tokens": 3831, + "estimated_eval_tokens": 7918 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 15324, + "estimated_input_tokens": 3831, + "estimated_eval_tokens": 7918 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are thematically related by optimization/hook infrastructure, but they are not duplicates: TorchAO quantization, Pyramid Attention Broadcast, FasterCache, and Layerwise Upcasting are distinct changes with different code paths and goals. No soft edges should be accepted.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the items are separate feature PRs in the same optimization area, not the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for deduplication; 9562 is only the earliest/broadest infra PR, but it does not represent the other distinct features.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10009", + "right": "pull_request:9562", + "accept": false, + "reason": "Different features: TorchAO quantization vs Pyramid Attention Broadcast. Shared docs/init wiring is not enough to indicate the same change." + }, + { + "left": "pull_request:10163", + "right": "pull_request:9562", + "accept": false, + "reason": "Both are cache-related, but FasterCache is a different caching algorithm and issue than Pyramid Attention Broadcast." + }, + { + "left": "pull_request:10347", + "right": "pull_request:9562", + "accept": false, + "reason": "Layerwise FP8 casting is unrelated to Pyramid Attention Broadcast; they modify different mechanisms and code paths." + }, + { + "left": "pull_request:10009", + "right": "pull_request:10163", + "accept": false, + "reason": "TorchAO quantization and FasterCache solve different problems and would not plausibly merge into one PR." + }, + { + "left": "pull_request:10009", + "right": "pull_request:10347", + "accept": false, + "reason": "Quantization support and layerwise casting are distinct optimization features, not the same bug/change." + }, + { + "left": "pull_request:10163", + "right": "pull_request:10347", + "accept": false, + "reason": "FasterCache and layerwise upcasting target different execution optimizations; overlap is only in shared hook/util plumbing." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-999-2", + "nodes": [ + "pull_request:1001", + "pull_request:999" + ], + "soft_pairs": [ + "pull_request:1001|pull_request:999" + ], + "prepared_review_unit_hash": "21fc13bced0843287492bb4ff77d426165bf9c0628a30b48fcdf2edc0edfcbab", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4259, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4259, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests add Flax Stable Diffusion fine-tuning examples, but for different training tasks: text-to-image vs DreamBooth. They are related thematically yet not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #999 is the broader, more central Stable Diffusion Flax finetuning addition and is a better representative of the cluster than the more specific DreamBooth follow-up.", + "best_issue_reason": null, + "best_pr_reason": "PR #999 is the best single PR to represent the cluster because it introduces the core Flax finetuning example for Stable Diffusion; PR #1001 is a separate DreamBooth example rather than a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1001", + "right": "pull_request:999", + "accept": false, + "reason": "Different concrete use cases and code paths: DreamBooth finetuning vs text-to-image finetuning. 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10094 updates the main community README plus the companion file." + }, + { + "left": "pull_request:10499", + "right": "pull_request:9905", + "accept": false, + "reason": "Sequential community notebook updates, but the diffs are not identical and add different notebook links." + }, + { + "left": "pull_request:10713", + "right": "pull_request:9905", + "accept": false, + "reason": "Same docs series, but this PR adds a different notebook row and is not a duplicate of 9905." + }, + { + "left": "pull_request:9935", + "right": "pull_request:9960", + "accept": false, + "reason": "Both move scripts into research_projects, but they are for different projects (Wuerstchen vs IP Adapter), so not the same change." + }, + { + "left": "pull_request:10217", + "right": "pull_request:9935", + "accept": false, + "reason": "Different migration targets and different codebases; only the general move-to-research-project theme matches." + }, + { + "left": "pull_request:10032", + "right": "pull_request:9952", + "accept": false, + "reason": "Same README family, but these are distinct notebook additions in separate PRs." + }, + { + "left": "pull_request:10094", + "right": "pull_request:9952", + "accept": false, + "reason": "Related notebook-link updates, but 10094 edits a broader set of docs and is not the same patch as 9952." + }, + { + "left": "pull_request:10499", + "right": "pull_request:9952", + "accept": false, + "reason": "Both are notebook README changes, but they introduce different rows and cannot be merged as one duplicate PR." + }, + { + "left": "pull_request:10713", + "right": "pull_request:9952", + "accept": false, + "reason": "Same subsystem, different notebook entry and later incremental update." + }, + { + "left": "pull_request:10217", + "right": "pull_request:9960", + "accept": false, + "reason": "Separate project relocation PRs; 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"pull_request:10053", + "accept": false, + "reason": "They overlap in the same file and issue target, but the fixes are materially different: 10044 builds/normalizes a joint attention mask, while 10053 only passes attn_mask through to SDPA." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-916-36", + "nodes": [ + "pull_request:1007", + "pull_request:1110", + "pull_request:1225", + "pull_request:1834", + "pull_request:1980", + "pull_request:2031", + "pull_request:2173", + "pull_request:2478", + "pull_request:2818", + "pull_request:2859", + "pull_request:2978", + "pull_request:3360", + "pull_request:3425", + "pull_request:3550", + "pull_request:3560", + "pull_request:3810", + "pull_request:3896", + "pull_request:4016", + "pull_request:4038", + "pull_request:4097", + "pull_request:4505", + "pull_request:5778", + "pull_request:6422", + "pull_request:6514", + "pull_request:6554", + "pull_request:6751", + "pull_request:6840", + "pull_request:7126", + "pull_request:7242", + "pull_request:8446", + "pull_request:8461", + "pull_request:8476", + "pull_request:8743", + "pull_request:916", + "pull_request:9308", + "pull_request:9316" + ], + "soft_pairs": [ + "pull_request:8461|pull_request:9316", + "pull_request:8446|pull_request:8461", + "pull_request:8461|pull_request:9308", + "pull_request:8476|pull_request:9308", + "pull_request:8446|pull_request:9308", + "pull_request:6514|pull_request:7126", + "pull_request:4016|pull_request:5778", + "pull_request:4097|pull_request:6514", + "pull_request:3896|pull_request:4097", + "pull_request:6554|pull_request:7126", + "pull_request:4016|pull_request:4505", + "pull_request:6554|pull_request:7242", + "pull_request:4097|pull_request:4505", + "pull_request:5778|pull_request:6514", + "pull_request:2031|pull_request:4097", + "pull_request:4038|pull_request:4097", + "pull_request:4097|pull_request:5778", + "pull_request:3425|pull_request:3560", + "pull_request:5778|pull_request:7126", + "pull_request:4505|pull_request:5778", + "pull_request:6422|pull_request:7126", + "pull_request:2478|pull_request:2978", + "pull_request:2818|pull_request:2859", + "pull_request:5778|pull_request:7242", + "pull_request:6751|pull_request:7126", + "pull_request:6422|pull_request:6554", + "pull_request:4016|pull_request:4038", + "pull_request:3550|pull_request:3896", + "pull_request:1110|pull_request:1980", + "pull_request:1225|pull_request:1980", + "pull_request:3550|pull_request:4016", + "pull_request:6840|pull_request:7126", + "pull_request:1007|pull_request:1980", + "pull_request:6422|pull_request:6514", + "pull_request:3360|pull_request:3550", + "pull_request:5778|pull_request:6422", + "pull_request:4016|pull_request:6422", + "pull_request:3810|pull_request:4016", + "pull_request:3896|pull_request:5778", + "pull_request:4038|pull_request:5778", + "pull_request:5778|pull_request:6751", + "pull_request:1980|pull_request:2031", + "pull_request:6514|pull_request:8446", + "pull_request:2031|pull_request:4016", + "pull_request:2818|pull_request:4038", + "pull_request:3810|pull_request:4505", + "pull_request:3360|pull_request:3425", + "pull_request:1980|pull_request:916", + "pull_request:6514|pull_request:8476", + "pull_request:2031|pull_request:3896", + "pull_request:2859|pull_request:4505", + "pull_request:3896|pull_request:4038", + "pull_request:2859|pull_request:2978", + "pull_request:1834|pull_request:2978", + "pull_request:3810|pull_request:3896", + "pull_request:2978|pull_request:4016", + "pull_request:2478|pull_request:4505", + "pull_request:2031|pull_request:2173", + "pull_request:1834|pull_request:3810", + "pull_request:7242|pull_request:8743", + "pull_request:8461|pull_request:8476", + "pull_request:8446|pull_request:8476", + "pull_request:6514|pull_request:6554", + "pull_request:8476|pull_request:9316", + "pull_request:8446|pull_request:9316", + "pull_request:9308|pull_request:9316", + "pull_request:3896|pull_request:4016", + "pull_request:7126|pull_request:7242", + "pull_request:6514|pull_request:6840", + "pull_request:4016|pull_request:4097", + "pull_request:6514|pull_request:7242", + "pull_request:4505|pull_request:6751" + ], + "prepared_review_unit_hash": "ca89445835212f449f9c3c0d90fe9a6bdb9da42e76196307d69353d5bbb5e9c9", + "component_budget": { + "node_count": 36, + "item_count": 36, + "soft_pair_count": 83, + "serialized_chars": 105750, + "estimated_input_tokens": 26438, + "estimated_eval_tokens": 53132 + }, + "budget": { + "node_count": 36, + "item_count": 36, + "soft_pair_count": 72, + 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Most other pairs are adjacent feature work or docs and should stay separate. 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the patch shape is the same." + }, + { + "left": "pull_request:8461", + "right": "pull_request:9308", + "accept": false, + "reason": "They share a broad scheduler-fix theme, but the packet marks this edge non-deterministic and the scripts are different enough that this is not a single mergeable change." + }, + { + "left": "pull_request:8476", + "right": "pull_request:9308", + "accept": false, + "reason": "Same broad training-scheduler theme, but different example script and not the same concrete code path; too weak for duplicate triage." + }, + { + "left": "pull_request:8446", + "right": "pull_request:9308", + "accept": false, + "reason": "Shared bug class only; the packet does not ground this as the same mergeable patch, so reject conservatively." + }, + { + "left": "pull_request:6514", + "right": "pull_request:7126", + "accept": false, + "reason": "Different fixes in different training flows: fp16 resume/state-dict restoration versus EDM-style training support." + }, + { + "left": "pull_request:4016", + "right": "pull_request:5778", + "accept": false, + "reason": "Different SDXL training features in different scripts; related domain, but not the same underlying change." + }, + { + "left": "pull_request:4097", + "right": "pull_request:6514", + "accept": false, + "reason": "One is text-encoder fine-tuning support, the other is an fp16 resume fix; not the same bug or change." + }, + { + "left": "pull_request:3896", + "right": "pull_request:4097", + "accept": false, + "reason": "WIP SDXL DreamBooth LoRA support versus a later text-encoder-finetuning follow-up; related, but not a duplicate." + }, + { + "left": "pull_request:6554", + "right": "pull_request:7126", + "accept": false, + "reason": "Both are DreamBooth/LoRA training-related, but they fix different problems in different scripts." + }, + { + "left": "pull_request:4016", + "right": "pull_request:4505", + "accept": false, + "reason": "Different SDXL training scripts and different feature goals; not the same change." + }, + { + "left": "pull_request:6422", + "right": "pull_request:7126", + "accept": false, + "reason": "Separate research/training recipes with different functionality; only superficially related." + }, + { + "left": "pull_request:2478", + "right": "pull_request:2978", + "accept": false, + "reason": "Original example addition versus a later multi-GPU bug fix; not duplicates." + }, + { + "left": "pull_request:2818", + "right": "pull_request:2859", + "accept": false, + "reason": "Both are ControlNet JAX-related, but one adds the training script and the other adds streaming support; different changes." + }, + { + "left": "pull_request:5778", + "right": "pull_request:7242", + "accept": false, + "reason": "Different SDXL DreamBooth LoRA follow-ups; the prior-preservation fix is not the same change as the EDM-style training work." + }, + { + "left": "pull_request:6751", + "right": "pull_request:7126", + "accept": false, + "reason": "Different SDXL training examples and different fix scopes." + }, + { + "left": "pull_request:6422", + "right": "pull_request:6554", + "accept": false, + "reason": "Different training recipes and different bug fixes; no duplicate code path." + }, + { + "left": "pull_request:4016", + "right": "pull_request:4038", + "accept": false, + "reason": "Different model families and training features; not the same underlying bug or change." + }, + { + "left": "pull_request:3550", + "right": "pull_request:3896", + "accept": false, + "reason": "Debug/discussion PR versus broader SDXL LoRA feature work; not the same artifact." + }, + { + "left": "pull_request:5778", + "right": "pull_request:7126", + "accept": false, + "reason": "Different training approaches and different code paths." + }, + { + "left": "pull_request:4505", + "right": "pull_request:5778", + "accept": false, + "reason": "Different text-to-image SDXL workstreams; only loosely related." + }, + { + "left": "pull_request:6514", + "right": "pull_request:6840", + "accept": true, + "reason": "Same fp16 resume/state-dict restoration bug pattern in LoRA training scripts." + }, + { + "left": "pull_request:2478", + "right": "pull_request:4505", + "accept": false, + "reason": "Different example families and different functionality." + }, + { + "left": "pull_request:2818", + "right": "pull_request:4038", + "accept": false, + "reason": "One is JAX ControlNet training, the other is PyTorch SDXL ControlNet support; not the same change." + }, + { + "left": "pull_request:3810", + "right": "pull_request:4016", + "accept": false, + "reason": "Model-card/docs cleanup versus SDXL DreamBooth LoRA feature work; not duplicates." + }, + { + "left": "pull_request:3896", + "right": "pull_request:5778", + "accept": false, + "reason": "Unrelated SDXL training efforts with different goals." + }, + { + "left": "pull_request:4038", + "right": "pull_request:4097", + "accept": false, + "reason": "Different pipeline/feature work, not the same underlying bug or change." + }, + { + "left": "pull_request:4505", + "right": "pull_request:6751", + "accept": false, + "reason": "Both are text-to-image SDXL-related, but they are different additions/fixes in different files." + }, + { + "left": "pull_request:5778", + "right": "pull_request:6514", + "accept": false, + "reason": "Different training recipes and fixes; no shared concrete bug." + }, + { + "left": "pull_request:4016", + "right": "pull_request:4097", + "accept": true, + "reason": "Same SDXL DreamBooth LoRA script line and the later PR is a direct follow-up on the same training implementation." + }, + { + "left": "pull_request:6514", + "right": "pull_request:6554", + "accept": true, + "reason": "Same fp16 resume bug pattern applied to another LoRA training script." + }, + { + "left": "pull_request:8461", + "right": "pull_request:8476", + "accept": true, + "reason": "Same distributed LR-scheduler fix across sibling example scripts." + }, + { + "left": "pull_request:8446", + "right": "pull_request:8476", + "accept": true, + "reason": "Same scheduler bug and same fix pattern in a related example training script." + }, + { + "left": "pull_request:8476", + "right": "pull_request:9316", + "accept": true, + "reason": "Same LR-scheduler bug fix pattern in another example training script." + }, + { + "left": "pull_request:8446", + "right": "pull_request:9316", + "accept": true, + "reason": "Same scheduler-math bug and same style of fix, just in a different example script." + }, + { + "left": "pull_request:9308", + "right": "pull_request:9316", + "accept": true, + "reason": "Same distributed scheduler computation bug across example training scripts." + }, + { + "left": "pull_request:3896", + "right": "pull_request:4016", + "accept": true, + "reason": "Same SDXL DreamBooth LoRA feature family; 4016 is the polished continuation of the earlier WIP implementation." + }, + { + "left": "pull_request:7126", + "right": "pull_request:7242", + "accept": false, + "reason": "EDM-style training support versus a prior-preservation bug fix: related file, different concrete change." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the analyst overstates mergeability in the distributed LR-scheduler cluster. In the packet, the pairs pull_request:8461\u2013pull_request:9308, pull_request:8476\u2013pull_request:9308, and pull_request:8446\u2013pull_request:9308 all have deterministic_accept=false, but the analyst marked them accept. The summary is broadly aligned, but these soft-edge verdicts are not conservative enough and are not grounded by the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 266, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-916-36", + "nodes": [ + "pull_request:1007", + "pull_request:1110", + "pull_request:1225", + "pull_request:5778", + "pull_request:6514", + "pull_request:6554", + "pull_request:6751", + "pull_request:6840", + "pull_request:7242", + "pull_request:916" + ], + "soft_pairs": [ + "pull_request:6554|pull_request:6840", + "pull_request:1110|pull_request:1225", + "pull_request:1007|pull_request:1110", + "pull_request:1007|pull_request:1225", + "pull_request:6751|pull_request:6840", + "pull_request:6751|pull_request:7242", + "pull_request:5778|pull_request:6840", + "pull_request:1007|pull_request:916", + "pull_request:1110|pull_request:916", + "pull_request:1225|pull_request:916", + "pull_request:6514|pull_request:6751" + ], + "prepared_review_unit_hash": "02027bb584d3f21bd19ea9f5271bfc24795f8200e39ec81a07a1a1bf3d833034", + "component_budget": { + "node_count": 36, + "item_count": 36, + "soft_pair_count": 83, + "serialized_chars": 105750, + "estimated_input_tokens": 26438, + "estimated_eval_tokens": 53132 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 11, + "serialized_chars": 23329, + "estimated_input_tokens": 5833, + "estimated_eval_tokens": 11922 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is actually two loose themes: an ORT integration subcluster around unconditional image generation, and several separate fp16 resume-fix PRs for different LoRA/DreamBooth-style training scripts. I treat only the ORT PRs as true duplicates/same change; the resume-fix PRs are related but not the same concrete code path.", + "confidence": 0.73, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 1110 is the merged, most complete ORT integration: it adds the dedicated ORT example, docs, and the supporting pipeline change, so it best represents the final change in this subcluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 1110 is the strongest representative overall because it is merged and contains the finished ORT example plus documentation, making it the clearest canonical PR for the ORT work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:6554", + "right": "pull_request:6840", + "accept": false, + "reason": "Both address fp16 resume issues, but they touch different training scripts and code paths (DreamBooth SD vs. LCM consistency distillation), so they are related fixes rather than the same duplicate change." + }, + { + "left": "pull_request:1110", + "right": "pull_request:1225", + "accept": true, + "reason": "Both are ORT integrations for the unconditional image generation training example and aim at the same underlying change: making that training flow work with ONNX Runtime." + }, + { + "left": "pull_request:1007", + "right": "pull_request:1110", + "accept": true, + "reason": "Both implement the same ORT-enabled unconditional training support, with overlapping edits to the example and shared pipeline support, so they look like alternate versions of the same change." + }, + { + "left": "pull_request:1007", + "right": "pull_request:1225", + "accept": true, + "reason": "These are both ORT integration variants for the same unconditional training script and supporting model code, differing mainly in implementation shape rather than underlying goal." + }, + { + "left": "pull_request:6751", + "right": "pull_request:6840", + "accept": false, + "reason": "They both touch LoRA training resume behavior, but they are for different example scripts and different training scenarios, so they are not the same concrete fix." + }, + { + "left": "pull_request:6751", + "right": "pull_request:7242", + "accept": false, + "reason": "These address unrelated problems: mixed-precision fine-tuning resume vs. prior-preservation collate handling in DreamBooth SDXL." + }, + { + "left": "pull_request:5778", + "right": "pull_request:6840", + "accept": false, + "reason": "Different feature areas and different files; one is an LCM LoRA datasets-version training addition, the other is a resume-from-fp16 bug fix." + }, + { + "left": "pull_request:1007", + "right": "pull_request:916", + "accept": true, + "reason": "Both are about integrating ORT into the unconditional image generation training stack and share the same supporting core changes, so they appear to be the same underlying feature work." + }, + { + "left": "pull_request:1110", + "right": "pull_request:916", + "accept": true, + "reason": "Both are ORT integration work for unconditional training, with overlapping example/core changes; they look like different iterations of the same change." + }, + { + "left": "pull_request:1225", + "right": "pull_request:916", + "accept": true, + "reason": "Both target ORT support for the unconditional training example and core model/pipeline compatibility, so they are close enough to treat as duplicate change work." + }, + { + "left": "pull_request:6514", + "right": "pull_request:6751", + "accept": false, + "reason": "They are both resume-related LoRA fixes, but they affect different example scripts and are not the same code-path issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-52-3", + "nodes": [ + "pull_request:1008", + "pull_request:52", + "pull_request:85" + ], + "soft_pairs": [ + "pull_request:52|pull_request:85", + "pull_request:1008|pull_request:52" + ], + "prepared_review_unit_hash": "d1fea38def82d49544e2200ee780c04bfa34624593bdcea3112979be47713bc2", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6605, + "estimated_input_tokens": 1652, + "estimated_eval_tokens": 3560 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6605, + "estimated_input_tokens": 1652, + "estimated_eval_tokens": 3560 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three PRs are only loosely similar by the word \u201cclean\u201d; they target different areas (docs, UNetNCSNpp/resnet internals, and unconditional UNet refactoring) and are not duplicates of the same change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 52 is the most concrete code-path change in the cluster; PR 85 is a separate UNet refactor and PR 1008 is docs-only.", + "best_issue_reason": null, + "best_pr_reason": "PR 52 is the best representative PR here because it makes the clearest implementation change, while the others are unrelated cleanup work in different subsystems.", + "soft_edge_verdicts": [ + { + "left": "pull_request:52", + "right": "pull_request:85", + "accept": false, + "reason": "Different code paths and goals: PR 52 cleans up UNetNCSNpp/resnet internals, while PR 85 refactors unconditional UNet modules and tests. They are not the same underlying fix and would not plausibly merge as one PR." + }, + { + "left": "pull_request:1008", + "right": "pull_request:52", + "accept": false, + "reason": "Docs cleanup vs model implementation cleanup. PR 1008 only edits documentation pages, while PR 52 changes resnet and score-estimation model code; no shared bug or concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10081-2", + "nodes": [ + "pull_request:10081", + "pull_request:10116" + ], + "soft_pairs": [ + "pull_request:10081|pull_request:10116" + ], + "prepared_review_unit_hash": "956ec3a44cd96cd78ff98cb4faaf8fe7ae0b4ff0d2effa2292cce032a7832873", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5368, + "estimated_input_tokens": 1342, + "estimated_eval_tokens": 2940 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5368, + "estimated_input_tokens": 1342, + "estimated_eval_tokens": 2940 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related API-surface updates adding `sigmas` support, but they target different pipeline families and different code paths, so they are not duplicates of the same concrete change.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #10116 is the broader, more representative change: it updates multiple FlowMatch-based pipelines and reflects the shared API shift more comprehensively than the Flux-only PR.", + "best_issue_reason": null, + "best_pr_reason": "PR #10116 is the best representative artifact for this cluster because it covers the wider set of affected pipelines and the common `sigmas` API update pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10081", + "right": "pull_request:10116", + "accept": false, + "reason": "Both add `sigmas`, but one is Flux-specific and the other targets FlowMatch-based pipelines in different files and code paths. They are conceptually similar, not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-9776-2", + "nodes": [ + "pull_request:10131", + "pull_request:9776" + ], + "soft_pairs": [ + "pull_request:10131|pull_request:9776" + ], + "prepared_review_unit_hash": "1e418c24bcd8073afdd21e35c0eda6465a2ae5502d42ff9358281db8b77a2282", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6117, + "estimated_input_tokens": 1530, + "estimated_eval_tokens": 3316 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6117, + "estimated_input_tokens": 1530, + "estimated_eval_tokens": 3316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both artifacts are the same ControlNetUnion feature addition against issue #9772. PR #10131 is the merged implementation and PR #9776 is an earlier, unmerged attempt that touches the same files and code paths.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #10131 is the best canonical PR because it is the merged, later completion of the same ControlNetUnion feature and supersedes the earlier unmerged attempt.", + "best_issue_reason": null, + "best_pr_reason": "PR #10131 is the strongest representative of the cluster: it is merged, has the same explicit issue target, and covers the same ControlNetUnion implementation plus docs/API wiring as PR #9776.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10131", + "right": "pull_request:9776", + "accept": true, + "reason": "Same title, same explicit issue target, and substantial overlap in the exact ControlNetUnion files and pipelines; this looks like the same underlying feature change rather than merely related work." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10155-3", + "nodes": [ + "pull_request:10155", + "pull_request:10156", + "pull_request:10161" + ], + "soft_pairs": [ + "pull_request:10155|pull_request:10161", + "pull_request:10156|pull_request:10161" + ], + "prepared_review_unit_hash": "cb199d9273ffdaa612480432927b1ec4bddcd7c84dc69a98953180a3665d2e1c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7436, + "estimated_input_tokens": 1859, + "estimated_eval_tokens": 3974 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7436, + "estimated_input_tokens": 1859, + "estimated_eval_tokens": 3974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate but closely related PRs that all add device/torch output support to positional-embedding helpers and then update downstream call sites. They share a pattern, but they do not fix the same concrete code path.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 10156 is the broadest and most central change: it updates shared 2D/3D sincos embedding helpers in `src/diffusers/models/embeddings.py` and propagates the new torch/device behavior into multiple consumers. It is the best representative of the cluster\u2019s underlying refactor pattern.", + "best_issue_reason": null, + "best_pr_reason": "PR 10156 is the best overall representative because it touches the shared embedding utilities rather than a single pipeline, and it addresses the core implementation pattern that the other PRs follow in narrower scopes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10155", + "right": "pull_request:10161", + "accept": false, + "reason": "Both are about positional embeddings, but one changes `get_2d_rotary_pos_embed` and the other changes `get_3d_rotary_pos_embed`/Allegro. Different helper functions and different downstream pipelines, so they are related refactors rather than the same bug fix." + }, + { + "left": "pull_request:10156", + "right": "pull_request:10161", + "accept": false, + "reason": "PR 10156 updates 2D/3D sincos embedding helpers, while PR 10161 updates 3D rotary embedding helpers. They touch different code paths and would not naturally be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10173-2", + "nodes": [ + "pull_request:10173", + "pull_request:10509" + ], + "soft_pairs": [ + "pull_request:10173|pull_request:10509" + ], + "prepared_review_unit_hash": "f0b8af3575739dfd3a8e761ec00656307c2f7d5f198b743c87ddd29e9cf318fa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4386, + "estimated_input_tokens": 1097, + "estimated_eval_tokens": 2450 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4386, + "estimated_input_tokens": 1097, + "estimated_eval_tokens": 2450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs only overlap at a broad file/subsystem level in the modular SDXL pipeline. PR #10173 adds Modular APG guidance changes, while PR #10509 adds SDXL ControlNet Union denoising logic. They are different features and not the same underlying fix/change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs implement different features and should not be treated as duplicates.", + "best_issue_reason": null, + "best_pr_reason": "#10509 is the better representative only in the sense that it is a self-contained, clearly scoped modular SDXL feature; #10173 is unrelated APG work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10173", + "right": "pull_request:10509", + "accept": false, + "reason": "Reject: they touch the same broad modular SDXL code, but one is for APG guidance and the other is for ControlNet Union denoising. They do not appear to fix the same concrete code-path problem and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10189-2", + "nodes": [ + "pull_request:10189", + "pull_request:10714" + ], + "soft_pairs": [ + "pull_request:10189|pull_request:10714" + ], + "prepared_review_unit_hash": "cfd9d4f226a65ff97593a7f97f1eb43bd0ee94316a99ff70fc5715970991f50b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4024, + "estimated_input_tokens": 1006, + "estimated_eval_tokens": 2268 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4024, + "estimated_input_tokens": 1006, + "estimated_eval_tokens": 2268 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one PR fixes runtime model-type validation in `from_pretrained`, while the other only adds a `Self` return type annotation for type inference. They touch the same file but different problems and would not be merged as one change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #10189 is the better canonical PR because it addresses the concrete runtime bug in `from_pretrained` by checking the correct model type; it is the more substantive and behavior-changing fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #10189 is the best representative of the cluster since it fixes the actual code-path problem rather than only improving typing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10189", + "right": "pull_request:10714", + "accept": false, + "reason": "Different underlying changes: #10189 validates the passed model type at runtime, while #10714 only annotates `from_pretrained` with `Self` for static type checking." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-9093-8", + "nodes": [ + "pull_request:10228", + "pull_request:10254", + "pull_request:9093", + "pull_request:9150", + "pull_request:9302", + "pull_request:9312", + "pull_request:9389", + "pull_request:9482" + ], + "soft_pairs": [ + "pull_request:9093|pull_request:9150", + "pull_request:9093|pull_request:9302", + "pull_request:9093|pull_request:9389", + "pull_request:9093|pull_request:9482", + "pull_request:9150|pull_request:9302", + "pull_request:9150|pull_request:9389", + "pull_request:9150|pull_request:9482", + "pull_request:9150|pull_request:9312", + "pull_request:9302|pull_request:9482", + "pull_request:9302|pull_request:9389", + "pull_request:10254|pull_request:9302", + "pull_request:10228|pull_request:9482", + "pull_request:10254|pull_request:9482", + "pull_request:10228|pull_request:10254", + "pull_request:10254|pull_request:9150" + ], + "prepared_review_unit_hash": "ecf3ccbcaef459b4f8b032517f1fdb1ea24c2eeb72e26a75e4dd21a1a3660102", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 15, + "serialized_chars": 24940, + "estimated_input_tokens": 6235, + "estimated_eval_tokens": 12726 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 15, + "serialized_chars": 24940, + "estimated_input_tokens": 6235, + "estimated_eval_tokens": 12726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is broad CogVideoX/video-LoRA related work, but the PRs are not true duplicates of one another; they target different models, pipelines, or feature additions.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No exact duplicate stands out. If one PR must represent the cluster, 9302 is the broadest CogVideoX LoRA training PR and is the most central to the shared example/training theme.", + "best_issue_reason": null, + "best_pr_reason": "9302 is the best representative for the cluster theme because it is the main CogVideoX LoRA training PR and has the clearest overlap with the only adjacent training-example follow-up (9482), while the others are separate model or pipeline features.", + "soft_edge_verdicts": [ + { + "left": "pull_request:9093", + "right": "pull_request:9150", + "accept": false, + "reason": "Different changes: 9093 adds dynamic CFG for CogVideoX, while 9150 is CogVideoX follow-ups plus tiled decoding support." + }, + { + "left": "pull_request:9093", + "right": "pull_request:9302", + "accept": false, + "reason": "9093 is a pipeline/model behavior change; 9302 is a LoRA training example for CogVideoX." + }, + { + "left": "pull_request:9093", + "right": "pull_request:9389", + "accept": false, + "reason": "Dynamic CFG and FreeNoise are separate CogVideoX experiments/features, not the same concrete fix." + }, + { + "left": "pull_request:9093", + "right": "pull_request:9482", + "accept": false, + "reason": "9093 changes inference behavior; 9482 adds CogVideoX-I2V LoRA training scripts and docs." + }, + { + "left": "pull_request:9150", + "right": "pull_request:9302", + "accept": false, + "reason": "9150 is a pipeline refactor/tiled decoding change, not the LoRA training work in 9302." + }, + { + "left": "pull_request:9150", + "right": "pull_request:9389", + "accept": false, + "reason": "CogVideoX tiled-decoding follow-ups and FreeNoise are distinct pipeline experiments." + }, + { + "left": "pull_request:9150", + "right": "pull_request:9482", + "accept": false, + "reason": "9150 targets CogVideoX pipeline behavior; 9482 targets I2V LoRA training examples." + }, + { + "left": "pull_request:9150", + "right": "pull_request:9312", + "accept": false, + "reason": "9150 is a CogVideoX pipeline feature PR; 9312 is just a small rotary-embedding refactor/comment/dtype cleanup." + }, + { + "left": "pull_request:9302", + "right": "pull_request:9482", + "accept": false, + "reason": "Both are training-related, but 9302 is text-to-video LoRA while 9482 is image-to-video LoRA; separate scripts and pipeline support." + }, + { + "left": "pull_request:9302", + "right": "pull_request:9389", + "accept": false, + "reason": "9302 is a LoRA training example; 9389 is a FreeNoise experiment on the CogVideoX inference stack." + }, + { + "left": "pull_request:10254", + "right": "pull_request:9302", + "accept": false, + "reason": "Different models and tasks: HunyuanVideo LoRA support versus CogVideoX LoRA training." + }, + { + "left": "pull_request:10228", + "right": "pull_request:9482", + "accept": false, + "reason": "LTX Video LoRA support and CogVideoX I2V LoRA training are unrelated model families and changes." + }, + { + "left": "pull_request:10254", + "right": "pull_request:9482", + "accept": false, + "reason": "HunyuanVideo LoRA support is not the same change as CogVideoX I2V LoRA training." + }, + { + "left": "pull_request:10228", + "right": "pull_request:10254", + "accept": false, + "reason": "These support different video models entirely: LTX Video versus HunyuanVideo." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10229-3", + "nodes": [ + "pull_request:10229", + "pull_request:10488", + "pull_request:11414" + ], + "soft_pairs": [ + "pull_request:10229|pull_request:10488", + "pull_request:10488|pull_request:11414" + ], + "prepared_review_unit_hash": "fd6069cc69d641b65ccc923a5effa3fbf20681395e2b6c1e2a86d4746f544b6a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6576, + "estimated_input_tokens": 1644, + "estimated_eval_tokens": 3544 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6576, + "estimated_input_tokens": 1644, + "estimated_eval_tokens": 3544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No duplicate cluster here: one docs-only LTX PR, one LTX VAE feature PR, and one Wan VAE feature PR. The only suggested soft match is too broad because it targets a different model and code path.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:10488 is the clearest canonical artifact because it makes the concrete LTX Video VAE code change (framewise encoding/decoding) and has the most direct relation to the cluster\u2019s shared LTX VAE topic.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:10488 is the best representative PR: it is a substantive implementation change in the LTX Video VAE, while pull_request:10229 is just documentation and pull_request:11414 is a similar feature for a different model (Wan), not the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10229", + "right": "pull_request:10488", + "accept": false, + "reason": "Docs-only LTX video changes are not the same underlying bug/change as implementing framewise VAE encoding/decoding in code." + }, + { + "left": "pull_request:10488", + "right": "pull_request:11414", + "accept": false, + "reason": "These are similar feature themes, but they modify different models and code paths (LTX Video VAE vs Wan VAE), so they are not duplicates and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10234-7", + "nodes": [ + "pull_request:10234", + "pull_request:11111", + "pull_request:11281", + "pull_request:11381", + "pull_request:11494", + "pull_request:11858", + "pull_request:12056" + ], + "soft_pairs": [ + "pull_request:10234|pull_request:11494", + "pull_request:10234|pull_request:11281", + "pull_request:10234|pull_request:11111", + "pull_request:10234|pull_request:11381", + "pull_request:11111|pull_request:11281", + "pull_request:11111|pull_request:11381", + "pull_request:11281|pull_request:11381", + "pull_request:11381|pull_request:11494", + "pull_request:11381|pull_request:12056", + "pull_request:11494|pull_request:12056", + "pull_request:11858|pull_request:12056" + ], + "prepared_review_unit_hash": "5e5d3ffd129d4a01ddd34eaedd42273c19c8b9e8bf8f816a3e244b178ee62c57", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 11, + "serialized_chars": 19502, + "estimated_input_tokens": 4876, + "estimated_eval_tokens": 10008 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 11, + "serialized_chars": 19502, + "estimated_input_tokens": 4876, + "estimated_eval_tokens": 10008 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Loose topical cluster around DreamBooth/LoRA training and docs, but each PR targets a different model family or a different follow-up feature. None of these look like true duplicates of the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "#11281 is the best representative PR because it is the broadest, most complete LoRA integration change in the set (core loader/pipeline changes plus docs/tests). That said, the cluster is not composed of duplicates, so it should not be treated as a canonical duplicate target.", + "best_issue_reason": null, + "best_pr_reason": "#11281 is the strongest overall representative for this cluster: it implements a substantial end-to-end LoRA feature for HiDream with code, docs, and tests. The others are narrower model-specific additions or follow-up README/script tweaks, not the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10234", + "right": "pull_request:11494", + "accept": false, + "reason": "Different model/features: SANA LoRA support vs HiDream LoRA quantization support. Not the same concrete change." + }, + { + "left": "pull_request:10234", + "right": "pull_request:11281", + "accept": false, + "reason": "Both are LoRA work, but for different model families (SANA vs HiDream) and different code paths." + }, + { + "left": "pull_request:10234", + "right": "pull_request:11111", + "accept": false, + "reason": "SANA LoRA support is unrelated to Flux LoRA script fixes; same subsystem, but not the same underlying bug/change." + }, + { + "left": "pull_request:10234", + "right": "pull_request:11381", + "accept": false, + "reason": "SANA LoRA support vs HiDream README/script optimizations. Different model and different change scope." + }, + { + "left": "pull_request:11111", + "right": "pull_request:11281", + "accept": false, + "reason": "Flux LoRA script fixes and HiDream LoRA support address different model pipelines and different problems." + }, + { + "left": "pull_request:11111", + "right": "pull_request:11381", + "accept": false, + "reason": "Flux script fixes are not the same as HiDream training README updates/optimizations." + }, + { + "left": "pull_request:11281", + "right": "pull_request:11381", + "accept": false, + "reason": "Same model family, but #11281 adds core HiDream LoRA support while #11381 is a narrower README/example optimization follow-up. Not one identical change." + }, + { + "left": "pull_request:11381", + "right": "pull_request:11494", + "accept": false, + "reason": "Both touch HiDream, but one is a README/example optimization update and the other adds quantization support in the training flow; separate changes." + }, + { + "left": "pull_request:11381", + "right": "pull_request:12056", + "accept": false, + "reason": "HiDream README/script updates vs Qwen Image LoRA support; different model families and unrelated code paths." + }, + { + "left": "pull_request:11494", + "right": "pull_request:12056", + "accept": false, + "reason": "HiDream quantization support is not the same as Qwen Image LoRA support." + }, + { + "left": "pull_request:11858", + "right": "pull_request:12056", + "accept": false, + "reason": "Kontext I2I training support vs Qwen Image LoRA support; different model features and not mergeable as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1024-2", + "nodes": [ + "pull_request:1024", + "pull_request:1085" + ], + "soft_pairs": [ + "pull_request:1024|pull_request:1085" + ], + "prepared_review_unit_hash": "552d74a71454a5b287614d739731f0038b34edad2728d471b0b6fbd2c081a506", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4649, + "estimated_input_tokens": 1163, + "estimated_eval_tokens": 2582 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4649, + "estimated_input_tokens": 1163, + "estimated_eval_tokens": 2582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about sequential CPU offloading in Stable Diffusion, but they are not the same change: #1024 primarily documents the feature and touches the base pipeline/docs, while #1085 adds the offload method to img2img/inpaint plus tests. Related feature work, not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #1085 is the stronger canonical representative because it contains the concrete code change and tests for enabling sequential CPU offload in additional Stable Diffusion pipelines.", + "best_issue_reason": null, + "best_pr_reason": "PR #1085 is the best overall PR in this cluster since it implements the feature in code paths and adds validation, whereas #1024 is mostly documentation/supporting pipeline work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1024", + "right": "pull_request:1085", + "accept": false, + "reason": "Related to the same offload feature area, but #1024 is documentation/base-pipeline support and #1085 extends the method to img2img/inpaint with tests; they are not the same concrete change and would not plausibly merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-9891-2", + "nodes": [ + "pull_request:10252", + "pull_request:9891" + ], + "soft_pairs": [ + "pull_request:10252|pull_request:9891" + ], + "prepared_review_unit_hash": "795339f249bd146d1de2c0ac2bc2a67e871c29b2e59ebec44debaa83f5b19a58", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 2898, + "estimated_input_tokens": 725, + "estimated_eval_tokens": 1706 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 2898, + "estimated_input_tokens": 725, + "estimated_eval_tokens": 1706 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs both mention checkpoint-saving behavior, but they target different problems: PR #10252 is a concrete bugfix in the SD3 DreamBooth LoRA save hook, while PR #9891 is a broader checkpointing-step fix tied to issue #2606. I do not consider them duplicates.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #10252 is the stronger canonical PR because it has a specific code-path and diff: it fixes the LoRA checkpoint save hook in `examples/dreambooth/train_dreambooth_lora_sd3.py`, including model-type matching and optional upcasting before saving.", + "best_issue_reason": null, + "best_pr_reason": "PR #10252 is the best representative of this cluster because it is narrowly scoped, has an explicit diff, and addresses a specific saving bug rather than a broad checkpointing concern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10252", + "right": "pull_request:9891", + "accept": false, + "reason": "They both relate to saving/checkpointing, but the overlap is too broad. #10252 fixes a specific LoRA save-hook bug in one DreamBooth script, while #9891 is a general checkpointing-steps fix with no evidence it touches the same code path or bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1028-3", + "nodes": [ + "pull_request:1028", + "pull_request:1071", + "pull_request:1142" + ], + "soft_pairs": [ + "pull_request:1028|pull_request:1071", + "pull_request:1028|pull_request:1142", + "pull_request:1071|pull_request:1142" + ], + "prepared_review_unit_hash": "4f919d2c2f19e396e9607838a26a9637716251a7c86d8cac55940c1e61d40adc", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 9303, + "estimated_input_tokens": 2326, + "estimated_eval_tokens": 4908 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 9303, + "estimated_input_tokens": 2326, + "estimated_eval_tokens": 4908 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three PRs are closely related versions of the same multilingual Stable Diffusion community pipeline work. PR #1142 looks like the final, merged, most focused form of the change; #1071 is a broader unmerged variant; #1028 is an earlier proposal of the same feature.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #1142 is the best canonical PR because it is the merged, most focused implementation of the multilingual Stable Diffusion community pipeline, while #1071 is a broader unmerged draft and #1028 is an earlier proposal.", + "best_issue_reason": null, + "best_pr_reason": "PR #1142 is the best representative of the cluster: it captures the core feature with minimal extra noise and is already merged, making it the most stable reference point.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1028", + "right": "pull_request:1071", + "accept": true, + "reason": "Both PRs center on the multilingual Stable Diffusion community pipeline; #1071 appears to be a later, expanded version of the same feature, so they represent the same underlying change." + }, + { + "left": "pull_request:1028", + "right": "pull_request:1142", + "accept": true, + "reason": "Both PRs target the same multilingual Stable Diffusion community pipeline addition, with #1142 looking like the finalized, narrower version of the same change." + }, + { + "left": "pull_request:1071", + "right": "pull_request:1142", + "accept": true, + "reason": "They have the same title and share the key pipeline file, indicating the same core multilingual Stable Diffusion change; #1142 is a slimmer follow-up/finalized variant of #1071." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10284-2", + "nodes": [ + "pull_request:10284", + "pull_request:10300" + ], + "soft_pairs": [ + "pull_request:10284|pull_request:10300" + ], + "prepared_review_unit_hash": "7e0f66c26476a14d90d046bb3165287a4234520026d991ca54e3b509bab9e9f4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3533, + "estimated_input_tokens": 884, + "estimated_eval_tokens": 2024 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3533, + "estimated_input_tokens": 884, + "estimated_eval_tokens": 2024 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two Mochi PRs are unrelated code changes: one makes empty-prompt zeroing configurable in the pipeline, while the other enables splitting the Mochi transformer across multiple GPUs. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #10284 is the better canonical representative because it is a concrete end-user behavior change in the Mochi pipeline and is more directly tied to a single bug/feature area than the GPU-sharding transformer change.", + "best_issue_reason": null, + "best_pr_reason": "PR #10284 is the best single PR to keep as the representative change in this cluster; PR #10300 addresses a separate model-parallelism concern and does not overlap the same code-path problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10284", + "right": "pull_request:10300", + "accept": false, + "reason": "Different fixes in different files and code paths: configurable empty-prompt embedding zeroing in the pipeline versus adding split support for the transformer. They share only the broad Mochi subsystem, not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10308-3", + "nodes": [ + "pull_request:10308", + "pull_request:11515", + "pull_request:11520" + ], + "soft_pairs": [ + "pull_request:10308|pull_request:11515", + "pull_request:10308|pull_request:11520", + "pull_request:11515|pull_request:11520" + ], + "prepared_review_unit_hash": "023f58fff308298dea14b790beeb598a4e10993a3b67bd044f53ea979f9d3d2b", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7322, + "estimated_input_tokens": 1831, + "estimated_eval_tokens": 3918 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7322, + "estimated_input_tokens": 1831, + "estimated_eval_tokens": 3918 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are only loosely similar at the theme level (model-related changes and tests), but they address different code paths: `_no_split_modules` support, group offloading training coverage, and a framepack gradient-checkpointing fix. They should not be deduplicated.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #10308 is the clearest concrete code fix in the cluster: it adds `_no_split_modules` support to specific models and includes targeted tests. The other PRs are different changes focused on test coverage or a separate model attribute fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #10308 is the best representative because it contains the most substantive functional change and is already merged; the others are separate, narrower changes rather than the same underlying fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10308", + "right": "pull_request:11515", + "accept": false, + "reason": "Different problems: #10308 adds `_no_split_modules` support for model splitting/device_map, while #11515 adds a training-time group-offloading test. Same general subsystem, but not the same bug or change." + }, + { + "left": "pull_request:10308", + "right": "pull_request:11520", + "accept": false, + "reason": "#10308 is about `_no_split_modules`; #11520 changes a framepack model attribute from `use_gradient_checkpointing` to `gradient_checkpointing` and adds tests. Distinct fixes, not mergeable as one PR." + }, + { + "left": "pull_request:11515", + "right": "pull_request:11520", + "accept": false, + "reason": "Both touch tests, but they target different models and issues: group offloading training coverage versus a framepack gradient-checkpointing/model-init fix. Not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10363-2", + "nodes": [ + "pull_request:10363", + "pull_request:10561" + ], + "soft_pairs": [ + "pull_request:10363|pull_request:10561" + ], + "prepared_review_unit_hash": "b72ee631837d16c6edd7feae58a8641267cc1ae6bf36e0ea40858517aff3e916", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4532, + "estimated_input_tokens": 1133, + "estimated_eval_tokens": 2522 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4532, + "estimated_input_tokens": 1133, + "estimated_eval_tokens": 2522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs add IP-Adapter support to closely related Stable Diffusion 3 ControlNet pipelines, but they target different concrete code paths: the base ControlNet pipeline vs. the inpainting variant. They are related feature siblings, not true duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical duplicate PR: these are separate implementations for different SD3 ControlNet pipeline variants, not the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 10363 is the best representative because it is the earlier base-pipeline IP-Adapter addition, has an explicit issue link, and establishes the core implementation pattern later mirrored by the inpainting PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10363", + "right": "pull_request:10561", + "accept": false, + "reason": "Same feature family, but different pipeline classes and files; they do not fix the same concrete code-path problem and would not naturally collapse into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-6255-18", + "nodes": [ + "pull_request:10377", + "pull_request:10766", + "pull_request:10984", + "pull_request:11234", + "pull_request:11364", + "pull_request:11415", + "pull_request:11429", + "pull_request:11664", + "pull_request:11686", + "pull_request:11748", + "pull_request:11924", + "pull_request:12279", + "pull_request:6255", + "pull_request:6539", + "pull_request:7635", + "pull_request:7873", + "pull_request:8971", + "pull_request:9956" + ], + "soft_pairs": [ + "pull_request:6255|pull_request:7635", + "pull_request:6255|pull_request:7873", + "pull_request:6255|pull_request:6539", + "pull_request:6539|pull_request:7873", + "pull_request:6539|pull_request:7635", + "pull_request:7635|pull_request:7873", + "pull_request:7635|pull_request:8971", + "pull_request:7873|pull_request:8971", + "pull_request:10377|pull_request:8971", + "pull_request:8971|pull_request:9956", + "pull_request:11234|pull_request:9956", + "pull_request:11415|pull_request:9956", + "pull_request:11429|pull_request:9956", + "pull_request:10377|pull_request:9956", + "pull_request:10984|pull_request:9956", + "pull_request:10377|pull_request:10984", + "pull_request:10377|pull_request:11234", + "pull_request:10377|pull_request:10766", + "pull_request:10377|pull_request:11664", + "pull_request:10766|pull_request:11364", + "pull_request:10766|pull_request:11664", + "pull_request:10766|pull_request:10984", + "pull_request:10766|pull_request:11429", + "pull_request:10984|pull_request:11234", + "pull_request:10984|pull_request:11364", + "pull_request:10984|pull_request:11664", + "pull_request:11234|pull_request:11429", + "pull_request:11234|pull_request:11686", + "pull_request:11364|pull_request:11664", + "pull_request:11364|pull_request:12279", + "pull_request:11364|pull_request:11429", + "pull_request:11415|pull_request:11924", + "pull_request:11415|pull_request:11429", + "pull_request:11415|pull_request:11748", + "pull_request:11234|pull_request:11415", + "pull_request:11429|pull_request:11664", + "pull_request:11429|pull_request:11686", + "pull_request:11429|pull_request:11748", + "pull_request:11664|pull_request:12279", + "pull_request:11686|pull_request:11748", + "pull_request:11686|pull_request:11924", + "pull_request:10377|pull_request:11686", + "pull_request:11234|pull_request:11748", + "pull_request:11748|pull_request:11924", + "pull_request:11234|pull_request:11924", + "pull_request:11429|pull_request:11924", + "pull_request:11429|pull_request:12279", + "pull_request:11748|pull_request:12279", + "pull_request:11415|pull_request:12279" + ], + "prepared_review_unit_hash": "599b30c037f90866f02306d131c43061aace2367c19dd324782e76e5374d4dac", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 49, + "serialized_chars": 45396, + "estimated_input_tokens": 11349, + "estimated_eval_tokens": 22954 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 49, + "serialized_chars": 45396, + "estimated_input_tokens": 11349, + "estimated_eval_tokens": 22954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a mix of unrelated dependency-bump PRs across two different example projects (realfill and server). The soft similarities are mostly superficial because the PRs change different packages and/or different version steps, so I would not merge any of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 11429 is the best representative overall: it is merged, materially updates both the server input and lockfile, and sits near the center of the server-side dependency refresh chain. That said, the cluster is heterogeneous and not a true duplicate set.", + "best_issue_reason": null, + "best_pr_reason": "11429 is the strongest single PR to anchor the cluster because it is a concrete, merged dependency update with broader file impact than the others; the rest are distinct package/version bumps rather than the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:6255", + "right": "pull_request:7635", + "accept": false, + "reason": "Same file and project, but different transformer version steps (4.34\u21924.36 vs 4.36\u21924.38); sequential updates, not duplicates." + }, + { + "left": "pull_request:6255", + "right": "pull_request:7873", + "accept": false, + "reason": "Different package changes in the same file (transformers vs Jinja2)." + }, + { + "left": "pull_request:6255", + "right": "pull_request:6539", + "accept": false, + "reason": "Different package changes in the same file (transformers vs Jinja2)." + }, + { + "left": "pull_request:6539", + "right": "pull_request:7873", + "accept": false, + "reason": "Same file/project, but different Jinja2 version steps (3.1.2\u21923.1.3 vs 3.1.3\u21923.1.4); not the same change." + }, + { + "left": "pull_request:6539", + "right": "pull_request:7635", + "accept": false, + "reason": "Different package changes in the same file (Jinja2 vs transformers)." + }, + { + "left": "pull_request:7635", + "right": "pull_request:7873", + "accept": false, + "reason": "Different package changes in the same file (transformers vs Jinja2)." + }, + { + "left": "pull_request:7635", + "right": "pull_request:8971", + "accept": false, + "reason": "Same project/file, but different Torch version steps (2.0.1\u21922.2.0 vs 2.2.0\u21922.6.0); not duplicates." + }, + { + "left": "pull_request:7873", + "right": "pull_request:8971", + "accept": false, + "reason": "Different package changes in the same file (Jinja2 vs torch)." + }, + { + "left": "pull_request:10377", + "right": "pull_request:8971", + "accept": false, + "reason": "Same project/file, but different dependency changes (Jinja2 vs torch) and different fix goals." + }, + { + "left": "pull_request:8971", + "right": "pull_request:9956", + "accept": false, + "reason": "Different projects and different packages (realfill torch vs server aiohttp)." + }, + { + "left": "pull_request:11234", + "right": "pull_request:9956", + "accept": false, + "reason": "Same server requirements file, but different package bumps (Jinja2 vs aiohttp)." + }, + { + "left": "pull_request:11415", + "right": "pull_request:9956", + "accept": false, + "reason": "Same server requirements file, but different package bumps (h11 vs aiohttp)." + }, + { + "left": "pull_request:11429", + "right": "pull_request:9956", + "accept": false, + "reason": "Different package bumps in server requirements (torch vs aiohttp) and different scope." + }, + { + "left": "pull_request:10377", + "right": "pull_request:9956", + "accept": false, + "reason": "Different projects and different packages (realfill Jinja2 vs server aiohttp)." + }, + { + "left": "pull_request:10984", + "right": "pull_request:9956", + "accept": false, + "reason": "Different projects and different packages (realfill Jinja2 vs server aiohttp)." + }, + { + "left": "pull_request:10377", + "right": "pull_request:10984", + "accept": false, + "reason": "Same project/file, but different Jinja2 version steps (3.1.4\u21923.1.5 vs 3.1.5\u21923.1.6); sequential, not duplicate." + }, + { + "left": "pull_request:10377", + "right": "pull_request:11234", + "accept": false, + "reason": "Different projects and different packages (realfill Jinja2 vs server Jinja2), not the same change." + }, + { + "left": "pull_request:10377", + "right": "pull_request:10766", + "accept": false, + "reason": "Different projects and different packages (realfill Jinja2 vs server transformers)." + }, + { + "left": "pull_request:10377", + "right": "pull_request:11664", + "accept": false, + "reason": "Different projects and different packages (realfill Jinja2 vs realfill torch)." + }, + { + "left": "pull_request:10766", + "right": "pull_request:11364", + "accept": false, + "reason": "Same file/project, but different packages (transformers vs torch)." + }, + { + "left": "pull_request:10766", + "right": "pull_request:11664", + "accept": false, + "reason": "Same file/project, but different packages (transformers vs torch)." + }, + { + "left": "pull_request:10766", + "right": "pull_request:10984", + "accept": false, + "reason": "Different package changes in the same file (transformers vs Jinja2)." + }, + { + "left": "pull_request:10766", + "right": "pull_request:11429", + "accept": false, + "reason": "Different projects and different packages (realfill transformers vs server torch)." + }, + { + "left": "pull_request:10984", + "right": "pull_request:11234", + "accept": false, + "reason": "Different projects and different packages (realfill Jinja2 vs server Jinja2), not the same change." + }, + { + "left": "pull_request:10984", + "right": "pull_request:11364", + "accept": false, + "reason": "Same project/file, but different packages (Jinja2 vs torch)." + }, + { + "left": "pull_request:10984", + "right": "pull_request:11664", + "accept": false, + "reason": "Same project/file, but different packages (Jinja2 vs torch)." + }, + { + "left": "pull_request:11234", + "right": "pull_request:11429", + "accept": false, + "reason": "Same server file, but different dependency bumps (Jinja2 vs torch)." + }, + { + "left": "pull_request:11234", + "right": "pull_request:11686", + "accept": false, + "reason": "Different server dependency bumps (Jinja2 vs requests)." + }, + { + "left": "pull_request:11364", + "right": "pull_request:11664", + "accept": false, + "reason": "Same project/file, but different Torch version steps (2.2.0\u21922.6.0 vs 2.2.0\u21922.7.1); not duplicates." + }, + { + "left": "pull_request:11364", + "right": "pull_request:12279", + "accept": false, + "reason": "Same project/file, but different Torch version steps (2.6.0 vs 2.8.0 target); distinct updates." + }, + { + "left": "pull_request:11364", + "right": "pull_request:11429", + "accept": false, + "reason": "Different projects and different packages (realfill torch vs server torch), with different lockfile contexts." + }, + { + "left": "pull_request:11415", + "right": "pull_request:11924", + "accept": false, + "reason": "Same server file, but different packages (h11 vs aiohttp)." + }, + { + "left": "pull_request:11415", + "right": "pull_request:11429", + "accept": false, + "reason": "Same server file, but different package changes (h11 vs torch)." + }, + { + "left": "pull_request:11415", + "right": "pull_request:11748", + "accept": false, + "reason": "Different server dependency bumps (h11 vs urllib3)." + }, + { + "left": "pull_request:11234", + "right": "pull_request:11415", + "accept": false, + "reason": "Same server file, but different package bumps (Jinja2 vs h11)." + }, + { + "left": "pull_request:11429", + "right": "pull_request:11664", + "accept": false, + "reason": "Different projects and different Torch update targets (server torch vs realfill torch)." + }, + { + "left": "pull_request:11429", + "right": "pull_request:11686", + "accept": false, + "reason": "Different server dependency bumps (torch vs requests)." + }, + { + "left": "pull_request:11429", + "right": "pull_request:11748", + "accept": false, + "reason": "Different server dependency bumps (torch vs urllib3)." + }, + { + "left": "pull_request:11429", + "right": "pull_request:11924", + "accept": false, + "reason": "Different server dependency bumps (torch vs aiohttp)." + }, + { + "left": "pull_request:11429", + "right": "pull_request:12279", + "accept": false, + "reason": "Different Torch updates in different projects/files; not the same concrete fix." + }, + { + "left": "pull_request:11664", + "right": "pull_request:12279", + "accept": false, + "reason": "Same project/file, but different Torch version steps (2.2.0\u21922.7.1 vs 2.2.0\u21922.8.0); sequential updates, not duplicates." + }, + { + "left": "pull_request:11686", + "right": "pull_request:11748", + "accept": false, + "reason": "Different server dependency bumps (requests vs urllib3)." + }, + { + "left": "pull_request:11686", + "right": "pull_request:11924", + "accept": false, + "reason": "Different server dependency bumps (requests vs aiohttp)." + }, + { + "left": "pull_request:11748", + "right": "pull_request:11924", + "accept": false, + "reason": "Different server dependency bumps (urllib3 vs aiohttp)." + }, + { + "left": "pull_request:11234", + "right": "pull_request:11924", + "accept": false, + "reason": "Same server file, but different package bumps (Jinja2 vs aiohttp)." + }, + { + "left": "pull_request:10377", + "right": "pull_request:11686", + "accept": false, + "reason": "Different projects and different packages (realfill Jinja2 vs server requests)." + }, + { + "left": "pull_request:11748", + "right": "pull_request:12279", + "accept": false, + "reason": "Different projects and different packages (server urllib3 vs realfill torch)." + }, + { + "left": "pull_request:11415", + "right": "pull_request:12279", + "accept": false, + "reason": "Different projects and different packages (server h11 vs realfill torch)." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10400-2", + "nodes": [ + "pull_request:10400", + "pull_request:11189" + ], + "soft_pairs": [ + "pull_request:10400|pull_request:11189" + ], + "prepared_review_unit_hash": "f93c4fde766781e0d772bfb763dfd980af10092321c77c501cde568ee3d4b0a4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3868, + "estimated_input_tokens": 967, + "estimated_eval_tokens": 2190 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3868, + "estimated_input_tokens": 967, + "estimated_eval_tokens": 2190 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs touch related pipeline-component validation logic, but they fix different code paths and are not the same underlying change. PR #10400 addresses AutoPipeline.from_pipe using the source pipeline\u2019s optional-components set instead of the target pipeline class, while PR #11189 fixes a generic optional-kwargs set conversion in pipeline_utils.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #10400 is the more canonical representative because it targets a concrete, narrowly scoped AutoPipeline bug, includes an explicit issue link, and directly fixes the specific failing code path described in the title and diff.", + "best_issue_reason": null, + "best_pr_reason": "PR #10400 is the best representative overall because it is the more specific, clearly described bug fix and is tied to an explicit issue; PR #11189 is broader and addresses a different validation-path detail.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10400", + "right": "pull_request:11189", + "accept": false, + "reason": "Related subsystem, but different concrete bugs and different functions/files: #10400 fixes AutoPipeline.from_pipe optional-component comparison, while #11189 fixes set handling in pipeline_utils mandatory/optional component checking. They would not plausibly be merged into one PR as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10401-2", + "nodes": [ + "pull_request:10401", + "pull_request:10574" + ], + "soft_pairs": [ + "pull_request:10401|pull_request:10574" + ], + "prepared_review_unit_hash": "7e1270f4133b83a0126d0b166ef7f5fc455cd7a97786dbcfb4b442973e4b8c4a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4568, + "estimated_input_tokens": 1142, + "estimated_eval_tokens": 2540 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4568, + "estimated_input_tokens": 1142, + "estimated_eval_tokens": 2540 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two bitsandbytes-related PRs in the same area, but they address different changes: one refactors int8 dequantization, the other enables multi-backend bitsandbytes support and removes the CUDA-only gate.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #10574 is the broader, more central change: it updates environment validation and backend selection to support multi-backend bitsandbytes, with related test and utility changes.", + "best_issue_reason": null, + "best_pr_reason": "PR #10574 is the best representative of the cluster because it covers the main behavioral shift in bitsandbytes quantization support, whereas #10401 is a narrower helper refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10401", + "right": "pull_request:10574", + "accept": false, + "reason": "They only overlap on bitsandbytes utilities; #10401 changes dequantization logic, while #10574 changes backend validation and GPU requirement handling. Different concrete code paths, so not a duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-9986-2", + "nodes": [ + "pull_request:10417", + "pull_request:9986" + ], + "soft_pairs": [ + "pull_request:10417|pull_request:9986" + ], + "prepared_review_unit_hash": "85840d0978af8616d58750911860eff03c7d1d30c4f25005ad16515e5f425c67", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4428, + "estimated_input_tokens": 1107, + "estimated_eval_tokens": 2470 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4428, + "estimated_input_tokens": 1107, + "estimated_eval_tokens": 2470 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related model-search example PRs, but they are not the same concrete change: #9986 adds the model-search example and supporting setup, while #10417 later refactors the example to use auto-load helpers and update README snippets. I would keep them separate and treat #9986 as the canonical PR for the feature.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #9986 is the broader, original feature addition for the model-search example and related setup; it best represents the underlying change cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #9986 is the strongest representative because it introduces the feature end-to-end, whereas #10417 is a narrower follow-up/example refinement.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10417", + "right": "pull_request:9986", + "accept": false, + "reason": "Same area and files, but different change intent: #9986 adds the model-search example stack, while #10417 only updates the example to use auto-load helpers. They do not look like the same fix/change and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10440-2", + "nodes": [ + "pull_request:10440", + "pull_request:10441" + ], + "soft_pairs": [ + "pull_request:10440|pull_request:10441" + ], + "prepared_review_unit_hash": "35e2afc7a49217c977dd3a1a41db81f99d316357bb89ebf1db7828affb70cf20", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6918, + "estimated_input_tokens": 1730, + "estimated_eval_tokens": 3716 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6918, + "estimated_input_tokens": 1730, + "estimated_eval_tokens": 3716 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two distinct merged PRs that both harden community pipelines against missing components, but they fix different problems: one adds guards for missing UNet, the other for missing VAE. Similar pattern, not the same change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #10440 is the better canonical representative because it is the broader, earlier fix for the 'without unet' case and touches the larger set of affected pipelines.", + "best_issue_reason": null, + "best_pr_reason": "PR #10440 is the strongest overall representative of the cluster theme: it addresses a concrete initialization failure when pipelines are used without a UNet, across many community pipelines.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10440", + "right": "pull_request:10441", + "accept": false, + "reason": "Reject: these are different bug fixes. #10440 guards UNet-dependent version/sample-size checks when UNet is absent; #10441 guards VAE-dependent scale-factor setup when VAE is absent. They share a broad pattern but not the same underlying code path or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-9818-2", + "nodes": [ + "pull_request:10456", + "pull_request:9818" + ], + "soft_pairs": [ + "pull_request:10456|pull_request:9818" + ], + "prepared_review_unit_hash": "6abfcfef02c86d6d07537a9ea48f7a2aa8172a47a74142befd5e42a58f66caa9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4271, + "estimated_input_tokens": 1068, + "estimated_eval_tokens": 2392 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4271, + "estimated_input_tokens": 1068, + "estimated_eval_tokens": 2392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs add support for forwarding custom attention kwargs, but they do so in different model-specific code paths (SD3 vs CogVideoX). They are related in theme, not the same concrete change, so this is not a duplicate pair.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #9818 is the better canonical PR because it is the earlier, more general implementation of kwargs plumbing for custom attention processors and has an explicit issue target; PR #10456 is a separate CogVideoX-specific follow-up.", + "best_issue_reason": null, + "best_pr_reason": "PR #9818 is the strongest representative of this change family: it patches the shared SD3 attention path and is tied to an explicit issue, whereas PR #10456 is a separate model-specific adaptation in CogVideoX.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10456", + "right": "pull_request:9818", + "accept": false, + "reason": "Same broad feature area, but different model code paths and different concrete edits. This is not the same underlying bug/change and would not naturally be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-9428-2", + "nodes": [ + "pull_request:10476", + "pull_request:9428" + ], + "soft_pairs": [ + "pull_request:10476|pull_request:9428" + ], + "prepared_review_unit_hash": "a8bc1aa56bd5626754480e7bb46b8a340f711b56723621013919a5a333b22da3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6574, + "estimated_input_tokens": 1644, + "estimated_eval_tokens": 3544 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6574, + "estimated_input_tokens": 1644, + "estimated_eval_tokens": 3544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both PRs about updating Stable Diffusion model references, but they target different model IDs and different scopes: #10476 updates code/examples from runwayml/stable-diffusion-v1-5 to stable-diffusion-v1-5 paths, while #9428 is a docs-only replacement to Lykon/dreamshaper-8. They are related in theme but not the same change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "#10476 is the stronger canonical PR for this cluster because it makes the broader code-path change across loaders/pipelines/examples, whereas #9428 is primarily documentation updates with a different model target.", + "best_issue_reason": null, + "best_pr_reason": "#10476 best represents the underlying maintenance pattern in this cluster: fixing hardcoded Stable Diffusion v1.5 repo paths in executable code, not just docs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10476", + "right": "pull_request:9428", + "accept": false, + "reason": "Different concrete changes and targets: #10476 updates code to new Stable Diffusion v1.5 paths, while #9428 replaces docs references with Lykon/dreamshaper-8. Same broad area, but not the same bug or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1052-2", + "nodes": [ + "pull_request:1052", + "pull_request:1113" + ], + "soft_pairs": [ + "pull_request:1052|pull_request:1113" + ], + "prepared_review_unit_hash": "b7adf1ccd5581747f5826d110ac9de0264c0ca5fa5daffb62ec8098bcc723419", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4553, + "estimated_input_tokens": 1139, + "estimated_eval_tokens": 2534 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4553, + "estimated_input_tokens": 1139, + "estimated_eval_tokens": 2534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are merged PRs about improving diffusion test precision, but they touch different test areas and implement different fixes. They are related in theme, not duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 1052 is the cleaner representative: it has an explicit issue target and a focused change adding a helper for inpainting integration-test precision updates.", + "best_issue_reason": null, + "best_pr_reason": "PR 1052 is the best cluster representative because it is the most concrete, well-scoped change with direct tracking context; PR 1113 is broader and less specific.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1052", + "right": "pull_request:1113", + "accept": false, + "reason": "Reject: both are test-precision improvements, but they modify different tests and expected artifacts, with no evidence they fix the same underlying code-path or could be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10527-3", + "nodes": [ + "pull_request:10527", + "pull_request:11771", + "pull_request:11793" + ], + "soft_pairs": [ + "pull_request:10527|pull_request:11771", + "pull_request:10527|pull_request:11793", + "pull_request:11771|pull_request:11793" + ], + "prepared_review_unit_hash": "d613ed63b1e4ddbb5c85e78cdfca347dd2d8f6b810b25c44712997856d86c3fc", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7606, + "estimated_input_tokens": 1902, + "estimated_eval_tokens": 4060 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7606, + "estimated_input_tokens": 1902, + "estimated_eval_tokens": 4060 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all related test-skip cleanup PRs, but they target different test cases and code paths. They share a theme, not the same underlying change, so none should be merged as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #11771 is the best representative of the cluster because it updates shared test infrastructure in `tests/models/test_modeling_common.py` and clearly fixes a concrete skip path with `pytest.skip()` rather than a broad test-only cleanup.", + "best_issue_reason": null, + "best_pr_reason": "PR #11771 is the strongest canonical PR candidate: it addresses a specific runtime skip behavior in a central shared test helper, whereas #10527 is a broad cross-file test annotation cleanup and #11793 is a separate UNet-only hotswapping test gate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10527", + "right": "pull_request:11771", + "accept": false, + "reason": "Both are test-skip related, but #10527 is a broad multi-file `unittest.skip()` cleanup while #11771 changes `test_modeling_common.py` for gradient-checkpointing skip behavior. Different tests and different concrete changes." + }, + { + "left": "pull_request:10527", + "right": "pull_request:11793", + "accept": false, + "reason": "#10527 adds `unittest.skip()` to several unsupported tests across many files; #11793 changes two UNet-only hotswapping tests in `test_modeling_common.py`. Same theme, not the same bug/change." + }, + { + "left": "pull_request:11771", + "right": "pull_request:11793", + "accept": false, + "reason": "Both touch `test_modeling_common.py`, but they fix different paths: gradient-checkpointing support vs UNet-only hotswapping skips. They are not the same concrete change and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10615-3", + "nodes": [ + "pull_request:10615", + "pull_request:11741", + "pull_request:12001" + ], + "soft_pairs": [ + "pull_request:10615|pull_request:11741", + "pull_request:11741|pull_request:12001" + ], + "prepared_review_unit_hash": "e967bd7266311c698a232d1d5f8f79038ae649b6f404f11da838b1c321c6eece", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10045, + "estimated_input_tokens": 2512, + "estimated_eval_tokens": 5280 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10045, + "estimated_input_tokens": 2512, + "estimated_eval_tokens": 5280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related licensing-chore PRs, but they are not duplicates: two only bump copyright years, while 12001 also adds the missing license line.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a true canonical duplicate. If one must be picked, 12001 is the broadest license-header cleanup, but it is a different change from the year-only updates.", + "best_issue_reason": null, + "best_pr_reason": "12001 is the most representative of the cluster\u2019s licensing work because it completes the license statement across several scripts, though it is still distinct from the year-only edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10615", + "right": "pull_request:11741", + "accept": false, + "reason": "Both are copyright-year bumps (2024\u21922025) in different file sets, but they are separate repo-wide chore passes rather than the same concrete change." + }, + { + "left": "pull_request:11741", + "right": "pull_request:12001", + "accept": false, + "reason": "11741 only updates the year in test headers, while 12001 adds the missing license sentence and touches different scripts; related licensing cleanup, but not a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-9080-3", + "nodes": [ + "pull_request:10626", + "pull_request:9080", + "pull_request:9082" + ], + "soft_pairs": [ + "pull_request:9080|pull_request:9082", + "pull_request:10626|pull_request:9082" + ], + "prepared_review_unit_hash": "05c7025acf1132f3e8f1f9aeaf326aa946ea05fbe58547a4c5cb3cc989a21ce7", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10580, + "estimated_input_tokens": 2645, + "estimated_eval_tokens": 5546 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10580, + "estimated_input_tokens": 2645, + "estimated_eval_tokens": 5546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The CogVideoX PRs (9080 and 9082) are the same underlying model-integration change and should be clustered; the EasyAnimate PR is a separate model addition and should not be merged with CogVideoX.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 9082 is the clearest representative: it has the explicit CogVideoX title, is merged, and contains the full end-to-end model/pipeline/docs integration for that feature.", + "best_issue_reason": null, + "best_pr_reason": "PR 9082 is the best PR for the cluster because it is the more clearly scoped and documented CogVideoX implementation, while 9080 appears to be an earlier/less descriptive variant of the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:9080", + "right": "pull_request:9082", + "accept": true, + "reason": "Same concrete feature: both add CogVideoX text-to-video support with the same core files and pipeline/model conversion pieces, so they look like duplicate/parallel versions of one PR." + }, + { + "left": "pull_request:10626", + "right": "pull_request:9082", + "accept": false, + "reason": "Different features: 10626 adds EasyAnimateV5.1 support, while 9082 adds CogVideoX support. They touch overlapping framework files, but not the same underlying model or code-path change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-8899-4", + "nodes": [ + "pull_request:10721", + "pull_request:8899", + "pull_request:9037", + "pull_request:9969" + ], + "soft_pairs": [ + "pull_request:8899|pull_request:9037", + "pull_request:8899|pull_request:9969", + "pull_request:10721|pull_request:9969" + ], + "prepared_review_unit_hash": "a25ff1884df92a5bf0358ba81bf4ceaad2cc18b1e1a92cd78b4f3c4815e9a129", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 8551, + "estimated_input_tokens": 2138, + "estimated_eval_tokens": 4532 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 8551, + "estimated_input_tokens": 2138, + "estimated_eval_tokens": 4532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The only near-duplicate pair is the two TensorRT community example PRs; the other PRs are unrelated changes and should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:9037 is the best representative of the shared TensorRT community-pipeline update because it covers the same example/API migration theme as 8899, but across more of the community pipelines.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:9037 is the strongest canonical representative for the cluster\u2019s only cohesive change family; it best captures the TensorRT community example refresh, while the other PRs are unrelated dependency/library updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:8899", + "right": "pull_request:9037", + "accept": true, + "reason": "Both PRs update TensorRT community pipeline examples and README usage to the newer DiffusionPipeline-style API; they are the same change family and could plausibly be merged into one PR." + }, + { + "left": "pull_request:8899", + "right": "pull_request:9969", + "accept": false, + "reason": "8899 is an example/pipeline code update, while 9969 is only a dependency version bump for huggingface-hub; different underlying change." + }, + { + "left": "pull_request:10721", + "right": "pull_request:9969", + "accept": false, + "reason": "10721 is a broad internal/latest-diffusers update touching loaders and model code, not the same concrete issue as a standalone dependency pin bump in 9969." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10742-3", + "nodes": [ + "pull_request:10742", + "pull_request:10811", + "pull_request:11192" + ], + "soft_pairs": [ + "pull_request:10742|pull_request:11192", + "pull_request:10742|pull_request:10811", + "pull_request:10811|pull_request:11192" + ], + "prepared_review_unit_hash": "338e45e79434b74161e8400928c801158b8cecc54beba920abefee34c0c9c7a0", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6728, + "estimated_input_tokens": 1682, + "estimated_eval_tokens": 3620 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6728, + "estimated_input_tokens": 1682, + "estimated_eval_tokens": 3620 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all closely related type-annotation cleanup for `Self` in diffusers mixin APIs, but they change different methods and code paths, so they are not duplicates of the same fix/change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 11192 is the broadest representative of this cluster: it applies `Self` typing to two core mixin/config/scheduler APIs, making it the best single exemplar of the overall annotation cleanup theme.", + "best_issue_reason": null, + "best_pr_reason": "PR 11192 is the most representative single PR because it covers multiple related core utilities and reflects the broader API-typing sweep better than the more narrow single-method PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10742", + "right": "pull_request:11192", + "accept": false, + "reason": "Both add `Self` annotations, but they touch different APIs (`ModelMixin.from_pretrained` vs `ConfigMixin.from_config` / scheduler utilities) and are not the same concrete change." + }, + { + "left": "pull_request:10742", + "right": "pull_request:10811", + "accept": false, + "reason": "Different targets and behaviors: one annotates `ModelMixin.from_pretrained`, the other updates single-file loading mixins and pipeline utilities. Same theme, not the same PR." + }, + { + "left": "pull_request:10811", + "right": "pull_request:11192", + "accept": false, + "reason": "Both are type-hint refactors, but they modify different loader/mixin paths versus config/scheduler APIs; they would not plausibly merge into one bug-fix PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1078-4", + "nodes": [ + "pull_request:1078", + "pull_request:1118", + "pull_request:2166", + "pull_request:2258" + ], + "soft_pairs": [ + "pull_request:1078|pull_request:1118", + "pull_request:1078|pull_request:2166", + "pull_request:2166|pull_request:2258" + ], + "prepared_review_unit_hash": "6bd5a5f5800cf3d73ee41ebaabba8117a66286bd4282df35eca945029820caf9", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 7707, + "estimated_input_tokens": 1927, + "estimated_eval_tokens": 4110 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 7707, + "estimated_input_tokens": 1927, + "estimated_eval_tokens": 4110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate diffusers fixes. The only close pair is the two `safety_checker=None` PRs, but one handles CPU offload and the other handles saving/loading pipelines, so they should not be deduplicated. The other pairs are clearly unrelated.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 1118 is the broadest and most self-contained `None`-component fix in the set, covering save/load behavior for pipelines with `safety_checker=None` and generalizing beyond a single runtime path.", + "best_issue_reason": null, + "best_pr_reason": "PR 1118 is the best representative of the cluster because it addresses a concrete, reusable pipeline serialization edge case and has the clearest generalized scope among the PRs shown.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1078", + "right": "pull_request:1118", + "accept": false, + "reason": "Both mention `safety_checker=None`, but they fix different code paths: 1078 prevents CPU-offload crashes, while 1118 handles saving/loading pipelines with missing components. Not the same underlying change." + }, + { + "left": "pull_request:1078", + "right": "pull_request:2166", + "accept": false, + "reason": "Unrelated fixes: one is about optional safety checker offload, the other removes an unnecessary model copy during sample generation in training." + }, + { + "left": "pull_request:2166", + "right": "pull_request:2258", + "accept": false, + "reason": "Different subsystems and bugs: training-time model unwrapping/copying versus an MPS cross-attention dtype issue. No shared underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 36, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10836-4", + "nodes": [ + "pull_request:10836", + "pull_request:11836", + "pull_request:12150", + "pull_request:12733" + ], + "soft_pairs": [ + "pull_request:10836|pull_request:11836", + "pull_request:10836|pull_request:12150", + "pull_request:11836|pull_request:12733" + ], + "prepared_review_unit_hash": "423149ec084f37f36c9c30a99ad329b855711af17cb886c0d244b82b77a8f002", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 7440, + "estimated_input_tokens": 1860, + "estimated_eval_tokens": 3976 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 7440, + "estimated_input_tokens": 1860, + "estimated_eval_tokens": 3976 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are superficially similar only because they contain small cleanup-style changes, but they target different code paths and different underlying changes. The cluster does not form a true duplicate set.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 10836 is the best representative of the cluster because it is a merged, generic debug-print cleanup and covers more than one file, making it the broadest example of the shared theme.", + "best_issue_reason": null, + "best_pr_reason": "PR 10836 is the strongest global representative: it is merged, clearly a cleanup PR, and its changes are directly about removing stray prints without introducing unrelated behavior changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10836", + "right": "pull_request:11836", + "accept": false, + "reason": "Both remove debug output, but in different modules and unrelated code paths: model loading vs SCM timesteps. They are not the same underlying fix and would not be one coherent PR." + }, + { + "left": "pull_request:10836", + "right": "pull_request:12150", + "accept": false, + "reason": "This is not a duplicate cleanup PR; 12150 changes CogView4 normalization behavior and architecture details, while 10836 only removes prints. Different bug/change entirely." + }, + { + "left": "pull_request:11836", + "right": "pull_request:12733", + "accept": false, + "reason": "Different subsystems and different debug artifacts: scheduler print removal vs Flux2 saving a tensor to disk. Same broad theme, but not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 37, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10880-4", + "nodes": [ + "pull_request:10880", + "pull_request:10907", + "pull_request:10974", + "pull_request:11073" + ], + "soft_pairs": [ + "pull_request:10880|pull_request:10907", + "pull_request:10907|pull_request:11073", + "pull_request:10907|pull_request:10974", + "pull_request:10974|pull_request:11073" + ], + "prepared_review_unit_hash": "b371a2aa98d327f878bd6718c177fe5e80694385a446ce498b3248a1e27da426", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9719, + "estimated_input_tokens": 2430, + "estimated_eval_tokens": 5116 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9719, + "estimated_input_tokens": 2430, + "estimated_eval_tokens": 5116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are thematically similar, but they fix different callback-tensor omissions in different pipeline families and code paths. I would not cluster them as duplicates; the closest representative is the SD ControlNet callback-input fix in PR 10907.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 10907 is the broadest and most central SD ControlNet callback-input fix here: it updates the base SD ControlNet pipeline and related img2img/inpaint variants to expose the missing `image` tensor to callbacks.", + "best_issue_reason": null, + "best_pr_reason": "PR 10907 is the best overall representative because it addresses a core ControlNet callback-input omission across multiple SD pipelines, while the others are narrower or for different model families.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10880", + "right": "pull_request:10907", + "accept": false, + "reason": "Different underlying fixes: 10880 targets SDXL ControlNet inpaint/img2img and adds `control_image`; 10907 targets SD ControlNet pipelines and adds `image`." + }, + { + "left": "pull_request:10907", + "right": "pull_request:11073", + "accept": false, + "reason": "11073 is a narrower SD inpaint-specific expansion adding `mask` and `masked_image_latents`; 10907 is about exposing `image` in SD ControlNet callbacks." + }, + { + "left": "pull_request:10907", + "right": "pull_request:10974", + "accept": false, + "reason": "Different pipeline families and tensors: 10907 is SD ControlNet with `image`, while 10974 is Flux ControlNet with `control_image`." + }, + { + "left": "pull_request:10974", + "right": "pull_request:11073", + "accept": false, + "reason": "These fix different code paths in different families: Flux ControlNet callback inputs vs. SD ControlNet inpaint callback inputs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 38, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10881-2", + "nodes": [ + "pull_request:10881", + "pull_request:10882" + ], + "soft_pairs": [ + "pull_request:10881|pull_request:10882" + ], + "prepared_review_unit_hash": "b3d994c5cb7533df9e93e5e826c875b7b337577e60d6df6bc039b4176409eb2d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4290, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4290, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are both refactors in diffusers, but they target different model families and unrelated code paths: Flux vs SD3. The soft similarity is superficial, so they should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #10882 is the broader and more self-contained refactor, but it is not a duplicate of #10881; it is the better representative only by scope, not by sameness.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10881", + "right": "pull_request:10882", + "accept": false, + "reason": "Different subsystems and code paths: #10881 removes extra Flux transformer code, while #10882 updates SD3 docs and SD3-specific model/attention code. They are not the same concrete change and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 39, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10939-2", + "nodes": [ + "pull_request:10939", + "pull_request:10946" + ], + "soft_pairs": [ + "pull_request:10939|pull_request:10946" + ], + "prepared_review_unit_hash": "4be7965c63c9be9a588f249406c08473caffc99f3889725ab035ef6cb14e1646", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4185, + "estimated_input_tokens": 1047, + "estimated_eval_tokens": 2350 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4185, + "estimated_input_tokens": 1047, + "estimated_eval_tokens": 2350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch the same remote decode test file, but they are not the same change: #10939 just swaps a VAE decode endpoint, while #10946 introduces shared endpoint constants and adds a slow test case. They look related in sequence, not duplicate.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "#10946 is the better representative because it contains the broader, more explicit test change set: shared endpoint constants plus a new slow test; #10939 is only a single endpoint update.", + "best_issue_reason": null, + "best_pr_reason": "#10946 best captures the cluster\u2019s theme of remote VAE decode test maintenance and has the most complete, self-contained change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10939", + "right": "pull_request:10946", + "accept": false, + "reason": "Same file and same endpoint area, but different underlying changes: #10939 updates one endpoint, while #10946 refactors endpoint constants and adds a slow test. They could not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 40, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10944-2", + "nodes": [ + "pull_request:10944", + "pull_request:11622" + ], + "soft_pairs": [ + "pull_request:10944|pull_request:11622" + ], + "prepared_review_unit_hash": "4d484c463433a826f30799b99b4f376fba335a84dfaa317fef84a762fbe22a32", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3690, + "estimated_input_tokens": 923, + "estimated_eval_tokens": 2102 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3690, + "estimated_input_tokens": 923, + "estimated_eval_tokens": 2102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are not duplicates: one fixes a CogView4 text-encoder device reference, while the other adds IP-Adapter loading support to Flux Fill. They touch different pipelines and different code paths.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for deduplication; these are unrelated pipeline-specific changes with different fixes and intents.", + "best_issue_reason": null, + "best_pr_reason": "PR 11622 is the stronger representative of its own change because it has a concrete issue target and a substantive feature addition, but it is not a duplicate of PR 10944.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10944", + "right": "pull_request:11622", + "accept": false, + "reason": "Different pipelines and different bugs: CogView4 device placement vs. Flux Fill IP-Adapter loading. They do not look like the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 41, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10973-3", + "nodes": [ + "pull_request:10973", + "pull_request:11239", + "pull_request:11240" + ], + "soft_pairs": [ + "pull_request:10973|pull_request:11239", + "pull_request:10973|pull_request:11240", + "pull_request:11239|pull_request:11240" + ], + "prepared_review_unit_hash": "b6ca1bb692d9284286b462e04b460e813ca8d7b275e5d3a3ee3c4ea0f1ab2920", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7045, + "estimated_input_tokens": 1762, + "estimated_eval_tokens": 3780 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7045, + "estimated_input_tokens": 1762, + "estimated_eval_tokens": 3780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are tightly related variants of the same scheduler bug fix in duplicated DreamBooth training scripts. Two explicitly target issue #8384; the third applies the same corrected math to the LoRA variant. No separate issue is present.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #11239 is the best canonical representative: it has an explicit issue link to #8384, a clear title, and the core scheduler fix in the main DreamBooth script. The other two are near-identical sibling variants for related example files.", + "best_issue_reason": null, + "best_pr_reason": "PR #11239 is the most suitable global representative because it is the most directly traceable to the tracked bug and uses the primary DreamBooth code path. PR #11240 is essentially the SDXL counterpart, and #10973 is the LoRA counterpart, so neither is a better single anchor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:10973", + "right": "pull_request:11239", + "accept": true, + "reason": "Same underlying scheduler miscalculation in duplicated DreamBooth training code; both patch the same training-step/warmup math with essentially the same fix pattern and could plausibly be combined." + }, + { + "left": "pull_request:10973", + "right": "pull_request:11240", + "accept": true, + "reason": "Same bug and same fix pattern applied to closely related DreamBooth example scripts; this is a concrete code-path change, not just a shared topic." + }, + { + "left": "pull_request:11239", + "right": "pull_request:11240", + "accept": true, + "reason": "Both are near-identical fixes for the same LR scheduler counting bug in parallel DreamBooth variants and share the same explicit issue target #8384." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 42, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-11079-2", + "nodes": [ + "pull_request:11079", + "pull_request:11587" + ], + "soft_pairs": [ + "pull_request:11079|pull_request:11587" + ], + "prepared_review_unit_hash": "2aba173a58c652712bbb424ee7d37ad07e6599639a224f1fa191c8cbdfa105e7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3985, + "estimated_input_tokens": 997, + "estimated_eval_tokens": 2250 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3985, + "estimated_input_tokens": 997, + "estimated_eval_tokens": 2250 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests fix different bugs in different parts of Diffusers: one changes PixArt one-step sampling behavior, the other fixes safetensors/variant loading compatibility. They are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 11587 is the better cluster representative because it addresses a broader, reusable loading bug and includes tests; PR 11079 is a narrow model-specific inference fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 11587 is the strongest representative overall due to its general applicability and clearer bug scope; PR 11079 is more specialized to PixArt inference.", + "soft_edge_verdicts": [ + { + "left": "pull_request:11079", + "right": "pull_request:11587", + "accept": false, + "reason": "Different underlying problems and code paths: PixArt scheduler output selection for num_inference_steps=1 vs. safetensors/variant file compatibility in pipeline loading. They do not look mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 43, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-977-2", + "nodes": [ + "pull_request:1108", + "pull_request:977" + ], + "soft_pairs": [ + "pull_request:1108|pull_request:977" + ], + "prepared_review_unit_hash": "73b7401ad5f7d1239ae2e954813f66d2055f599bf8e3d76f09449ff95639cb17", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4152, + "estimated_input_tokens": 1038, + "estimated_eval_tokens": 2332 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4152, + "estimated_input_tokens": 1038, + "estimated_eval_tokens": 2332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed PRs make the same small parameter-name fix in similar UNet downsampler code, but they touch different files and appear to be parallel/duplicated fixes rather than one mergeable change. The merged PR is the better canonical representative.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #1108 is the merged, completed fix and is the best single representative of this parameter-naming correction in the downsampler code.", + "best_issue_reason": null, + "best_pr_reason": "PR #1108 is preferable as the canonical PR because it was merged and cleanly captures the change in one concrete code path/file set; PR #977 is the earlier, unmerged counterpart.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1108", + "right": "pull_request:977", + "accept": false, + "reason": "They make the same small fix but in different files (`unet_2d_blocks.py` vs `unet_blocks.py`), so they are analogous duplicated edits rather than the same concrete change in one mergeable code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 44, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-11094-2", + "nodes": [ + "pull_request:11094", + "pull_request:11097" + ], + "soft_pairs": [ + "pull_request:11094|pull_request:11097" + ], + "prepared_review_unit_hash": "0a17c9d31c57a3401cbf3dbf940fec34b634b5711758a0d587eca976ce2a21de", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4206, + "estimated_input_tokens": 1052, + "estimated_eval_tokens": 2360 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4206, + "estimated_input_tokens": 1052, + "estimated_eval_tokens": 2360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs both modify `group_offloading.py`, but they address different problems: one changes onload/offload tensor movement, while the other changes execution-order tracking for streamed group offloading. They are related in subsystem, not the same concrete fix, so this is not a duplicate pair.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 11097 is the better canonical representative because it targets a specific bug ('using streams') and explicitly links to issue 11041, making its scope clearer than the broader 'improvements' PR 11094.", + "best_issue_reason": null, + "best_pr_reason": "PR 11097 is the best single PR here because it is a focused bug fix with explicit issue linkage; PR 11094 is a separate change to offload/onload behavior and is not the same underlying problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:11094", + "right": "pull_request:11097", + "accept": false, + "reason": "Shared file and subsystem only. 11094 updates parameter/buffer device transfers during onload/offload, while 11097 adjusts execution-order callbacks for stream-based group offloading. They do not appear to fix the same code-path bug and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 45, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-111-2", + "nodes": [ + "pull_request:111", + "pull_request:112" + ], + "soft_pairs": [ + "pull_request:111|pull_request:112" + ], + "prepared_review_unit_hash": "ae8e72c07ebad60c2d63438e796c5b291bc54c69c81b8d610f36c5740b09f32d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5426, + "estimated_input_tokens": 1357, + "estimated_eval_tokens": 2970 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5426, + "estimated_input_tokens": 1357, + "estimated_eval_tokens": 2970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are near-duplicates around the same PIL output refactor: both add `numpy_to_pil` in `pipeline_utils.py` and update the same pipeline classes/tests to return PIL images. PR 112 is the broader/expanded version, but it is the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 111 is the cleaner canonical representative because it is the merged, concrete implementation of the PIL-output refactor across the shared pipeline code path.", + "best_issue_reason": null, + "best_pr_reason": "PR 111 is the strongest overall PR to keep: it is merged and addresses the same core pipeline-output conversion change as PR 112.", + "soft_edge_verdicts": [ + { + "left": "pull_request:111", + "right": "pull_request:112", + "accept": true, + "reason": "Both PRs implement the same code-path change: adding `numpy_to_pil` and converting diffusion pipeline outputs to PIL. The file overlap and diff preview indicate the same underlying refactor, with PR 112 just covering one additional pipeline class." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst\u2019s summary is grounded in the packet: both PRs share the same `pipeline_utils.py` `numpy_to_pil` addition and the same PIL-output refactor across overlapping pipeline/test files, while PR 112 only extends the change to `ddim`. The canonical-pr choice is also conservative because PR 111 is the merged implementation. The soft-edge acceptance is reasonable, and the changes do look mergeable as one bugfix PR." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 46, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-11190-2", + "nodes": [ + "pull_request:11190", + "pull_request:11228" + ], + "soft_pairs": [ + "pull_request:11190|pull_request:11228" + ], + "prepared_review_unit_hash": "f3a71af22b5030daadaea3338e101ae9002395bc24a351408f30ba82836f6052", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3718, + "estimated_input_tokens": 930, + "estimated_eval_tokens": 2116 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3718, + "estimated_input_tokens": 930, + "estimated_eval_tokens": 2116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two pull requests are present and they are not duplicates: one adjusts a quantization test's autocast context, the other changes SDXL img2img VAE dtype restoration logic. They touch different code paths and address different bugs.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #11190 is the better canonical PR because it is merged, narrowly scoped, and the diff cleanly addresses a specific autocast test issue.", + "best_issue_reason": null, + "best_pr_reason": "PR #11190 is the best overall PR candidate because it is merged and has the clearest, most self-contained fix. PR #11228 is unmerged and fixes a separate VAE dtype problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:11190", + "right": "pull_request:11228", + "accept": false, + "reason": "Reject: these are different changes. #11190 fixes a test autocast context in bitsandbytes quantization tests, while #11228 changes VAE dtype restoration in the Stable Diffusion XL img2img pipeline. They do not appear to be the same underlying bug or mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 47, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1121-2", + "nodes": [ + "pull_request:1121", + "pull_request:1313" + ], + "soft_pairs": [ + "pull_request:1121|pull_request:1313" + ], + "prepared_review_unit_hash": "f73d91fdfa9888ccbe9a301edfdda474c7936c8e629ce7df501e9067b14453bb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4189, + "estimated_input_tokens": 1048, + "estimated_eval_tokens": 2352 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4189, + "estimated_input_tokens": 1048, + "estimated_eval_tokens": 2352 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about v-prediction support, but they touch different code paths and are not duplicates: one updates DDPM internals, the other updates DDIM plus adds an example.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #1313 is the more representative v-prediction change: it explicitly targets DDIM, updates the scheduler, and includes an example demonstrating the feature.", + "best_issue_reason": null, + "best_pr_reason": "PR #1313 is the best single PR for this cluster because it is the clearest end-to-end implementation of v-prediction behavior, not just a low-level helper change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1121", + "right": "pull_request:1313", + "accept": false, + "reason": "Both discuss v-prediction, but #1121 changes DDPM scheduler logic while #1313 changes DDIM and adds an example. They are related feature work, not the same concrete bug or mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 48, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-11219-15", + "nodes": [ + "pull_request:11219", + "pull_request:11245", + "pull_request:11263", + "pull_request:11264", + "pull_request:11265", + "pull_request:11266", + "pull_request:11310", + "pull_request:11404", + "pull_request:11444", + "pull_request:11458", + "pull_request:11459", + "pull_request:12350", + "pull_request:12842", + "pull_request:13270", + "pull_request:13535" + ], + "soft_pairs": [ + "pull_request:11219|pull_request:12350", + "pull_request:11219|pull_request:11458", + "pull_request:11245|pull_request:11263", + "pull_request:11245|pull_request:11264", + "pull_request:11245|pull_request:11266", + "pull_request:11245|pull_request:11310", + "pull_request:11264|pull_request:11266", + "pull_request:11264|pull_request:11310", + "pull_request:11264|pull_request:11458", + "pull_request:11264|pull_request:11404", + "pull_request:11265|pull_request:11459", + "pull_request:11265|pull_request:12350", + "pull_request:11266|pull_request:11310", + "pull_request:11266|pull_request:11458", + "pull_request:11266|pull_request:11444", + "pull_request:11444|pull_request:11458", + "pull_request:11458|pull_request:12350", + "pull_request:11264|pull_request:12350", + "pull_request:11266|pull_request:12350", + "pull_request:12350|pull_request:12842", + "pull_request:12842|pull_request:13270", + "pull_request:13270|pull_request:13535" + ], + "prepared_review_unit_hash": "f0fb87b45db6cf21431e38131db8569f4857eb0c1efc04897ce7ac8319630b63", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 22, + "serialized_chars": 35734, + "estimated_input_tokens": 8934, + "estimated_eval_tokens": 18124 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 22, + "serialized_chars": 35734, + "estimated_input_tokens": 8934, + "estimated_eval_tokens": 18124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly a loose XPU-related test-fix set rather than true duplicates: many PRs update different failing tests with backend-specific expectations or device helpers, while 11404 and 13535 are separate code-path fixes in quantization/LoRA loading.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "11264 is the cleanest representative of the dominant pattern in this cluster: a focused XPU test-failure adjustment using backend-specific expected values.", + "best_issue_reason": null, + "best_pr_reason": "11264 best captures the cluster\u2019s main theme without being overly broad: one concrete pipeline test updated for XPU-specific numeric drift.", + "soft_edge_verdicts": [ + { + "left": "pull_request:11219", + "right": "pull_request:12350", + "accept": false, + "reason": "Different failing tests in unrelated areas (bnb mixed-int8 training vs. Marigold depth); same backend target is not enough." + }, + { + "left": "pull_request:11219", + "right": "pull_request:11458", + "accept": false, + "reason": "Separate test suites and different failure modes; one is quantization training, the other is Stable Diffusion Safe test setup." + }, + { + "left": "pull_request:11245", + "right": "pull_request:11263", + "accept": false, + "reason": "Both are XPU-related, but they fix different pipeline tests in different subsystems (Flux Redux vs. LoRA SD)." + }, + { + "left": "pull_request:11245", + "right": "pull_request:11264", + "accept": false, + "reason": "Different pipeline tests and different expected outputs; not the same underlying bug." + }, + { + "left": "pull_request:11245", + "right": "pull_request:11266", + "accept": false, + "reason": "Different test cases in different pipelines; same backend adaptation theme only." + }, + { + "left": "pull_request:11245", + "right": "pull_request:11310", + "accept": false, + "reason": "Distinct Stable Diffusion/Flux test failures; no shared concrete code-path bug." + }, + { + "left": "pull_request:11264", + "right": "pull_request:11266", + "accept": false, + "reason": "Both adjust XPU expectations, but they are separate tests with separate outputs and can be merged independently." + }, + { + "left": "pull_request:11264", + "right": "pull_request:11310", + "accept": false, + "reason": "Same general test-maintenance pattern, but different Stable Diffusion test cases and failure points." + }, + { + "left": "pull_request:11264", + "right": "pull_request:11458", + "accept": false, + "reason": "Different test modules and distinct failures; not a single duplicate fix." + }, + { + "left": "pull_request:11264", + "right": "pull_request:11404", + "accept": false, + "reason": "One is a test expectation tweak; the other changes LoRA/GGUF device handling in runtime code." + }, + { + "left": "pull_request:11265", + "right": "pull_request:11459", + "accept": false, + "reason": "Different tests and different pipelines; both are XPU portability fixes, not duplicates." + }, + { + "left": "pull_request:11265", + "right": "pull_request:12350", + "accept": false, + "reason": "Unrelated failures: i2vgen_xl output tolerance vs. Marigold depth test naming/expectations." + }, + { + "left": "pull_request:11266", + "right": "pull_request:11310", + "accept": false, + "reason": "Both use XPU-specific expectations, but they target separate Stable Diffusion tests with different code paths." + }, + { + "left": "pull_request:11266", + "right": "pull_request:11458", + "accept": false, + "reason": "Different test suites and different failure semantics; not mergeable as one fix." + }, + { + "left": "pull_request:11266", + "right": "pull_request:11444", + "accept": false, + "reason": "Different pipelines and different test infrastructure changes; no single underlying bug." + }, + { + "left": "pull_request:11444", + "right": "pull_request:11458", + "accept": false, + "reason": "Both are XPU-enablement test PRs, but they cover different pipelines and helper behavior." + }, + { + "left": "pull_request:11458", + "right": "pull_request:12350", + "accept": false, + "reason": "Unrelated test failures in different domains; no common concrete bug." + }, + { + "left": "pull_request:11264", + "right": "pull_request:12350", + "accept": false, + "reason": "Separate pipeline tests with different expected-output mismatches; not duplicates." + }, + { + "left": "pull_request:11266", + "right": "pull_request:12350", + "accept": false, + "reason": "Different pipelines and different failure points; only the accelerator theme overlaps." + }, + { + "left": "pull_request:12350", + "right": "pull_request:12842", + "accept": false, + "reason": "Marigold depth test fix and PixArt test fix are unrelated changes." + }, + { + "left": "pull_request:12842", + "right": "pull_request:13270", + "accept": false, + "reason": "One adjusts image expectation values; the other changes distributed parallelism test backend/device handling." + }, + { + "left": "pull_request:13270", + "right": "pull_request:13535", + "accept": false, + "reason": "Different layers entirely: model parallelism test support vs. PEFT hotswap runtime behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 49, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-11405-3", + "nodes": [ + "pull_request:11405", + "pull_request:11406", + "pull_request:11759" + ], + "soft_pairs": [ + "pull_request:11405|pull_request:11406", + "pull_request:11405|pull_request:11759" + ], + "prepared_review_unit_hash": "28508053a86849bc8a8981a0e4801ad2366bebffdc4db2a6765842ed88ff29cd", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6755, + "estimated_input_tokens": 1689, + "estimated_eval_tokens": 3634 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6755, + "estimated_input_tokens": 1689, + "estimated_eval_tokens": 3634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related XPU CI/test-enablement PRs, but they address different test failures and code paths. PR 11759 is the broadest representative; the other two are narrower, distinct fixes.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 11759 is the best canonical representative because it spans the widest set of XPU CI test adjustments across multiple files and subsumes the general theme of fixing test stability on XPU.", + "best_issue_reason": null, + "best_pr_reason": "PR 11759 is the strongest standalone choice for the cluster since it is the most comprehensive and directly aimed at getting multiple CI test cases passing on XPU.", + "soft_edge_verdicts": [ + { + "left": "pull_request:11405", + "right": "pull_request:11406", + "accept": false, + "reason": "Both are XPU-related test enablement changes, but they fix different things: one updates test decorators for group offload/quanto, the other adds backend synchronization and updates layerwise-casting memory tests. They do not look like the same concrete fix." + }, + { + "left": "pull_request:11405", + "right": "pull_request:11759", + "accept": false, + "reason": "They overlap only at a broad XPU test-maintenance level and share one test file, but the concrete changes differ: 11405 targets group offload and quanto tests, while 11759 tweaks several unrelated pipeline test expectations and test setup. Not duplicate-level." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 50, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-11445-15", + "nodes": [ + "pull_request:11445", + "pull_request:11461", + "pull_request:11503", + "pull_request:11507", + "pull_request:11523", + "pull_request:11526", + "pull_request:11527", + "pull_request:11620", + "pull_request:11654", + "pull_request:11988", + "pull_request:12158", + "pull_request:12214", + "pull_request:12345", + "pull_request:12408", + "pull_request:12460" + ], + "soft_pairs": [ + "pull_request:11445|pull_request:11503", + "pull_request:11445|pull_request:11523", + "pull_request:11445|pull_request:11527", + "pull_request:11445|pull_request:11654", + "pull_request:11445|pull_request:12345", + "pull_request:11461|pull_request:12158", + "pull_request:11445|pull_request:11461", + "pull_request:11461|pull_request:11503", + "pull_request:11461|pull_request:11507", + "pull_request:11461|pull_request:11526", + "pull_request:11503|pull_request:11523", + "pull_request:11503|pull_request:11527", + "pull_request:11503|pull_request:11654", + "pull_request:11503|pull_request:12345", + "pull_request:11445|pull_request:11507", + "pull_request:11503|pull_request:11507", + "pull_request:11507|pull_request:11523", + "pull_request:11507|pull_request:11526", + "pull_request:11507|pull_request:11527", + "pull_request:11523|pull_request:11654", + "pull_request:11523|pull_request:11526", + "pull_request:11523|pull_request:12214", + "pull_request:11526|pull_request:12214", + "pull_request:11526|pull_request:11527", + "pull_request:11445|pull_request:11526", + "pull_request:11503|pull_request:11526", + "pull_request:11527|pull_request:11654", + "pull_request:11527|pull_request:11988", + "pull_request:11620|pull_request:12214", + "pull_request:11620|pull_request:12158", + "pull_request:11445|pull_request:11620", + "pull_request:11503|pull_request:11620", + "pull_request:11507|pull_request:11620", + "pull_request:11654|pull_request:12345", + "pull_request:11654|pull_request:11988", + "pull_request:11988|pull_request:12214", + "pull_request:11445|pull_request:11988", + "pull_request:11503|pull_request:11988", + "pull_request:11445|pull_request:12158", + "pull_request:11503|pull_request:12158", + "pull_request:11507|pull_request:12158", + "pull_request:11527|pull_request:12214", + "pull_request:11654|pull_request:12214", + "pull_request:11527|pull_request:12345", + "pull_request:11461|pull_request:12345", + "pull_request:11445|pull_request:12408", + "pull_request:11461|pull_request:12408", + "pull_request:11503|pull_request:12408", + "pull_request:11507|pull_request:12408", + "pull_request:11526|pull_request:12408", + "pull_request:11445|pull_request:12460", + "pull_request:11461|pull_request:12460", + "pull_request:11503|pull_request:12460", + "pull_request:11507|pull_request:12460", + "pull_request:11527|pull_request:12460" + ], + "prepared_review_unit_hash": "f9ac3942fe321462be4d7111c3944a8c7cb3ca7035b85a382d2cfba0daa172ef", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 55, + "serialized_chars": 51479, + "estimated_input_tokens": 12870, + "estimated_eval_tokens": 25996 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 55, + "serialized_chars": 51479, + "estimated_input_tokens": 12870, + "estimated_eval_tokens": 25996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related XPU/accelerator enablement and regression-fix PRs, but they target different tests, utilities, or code paths. I do not see true duplicate PRs here; they are best treated as separate maintenance changes within the same broad migration theme.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 11654 is the broadest and most central change: it updates shared quantization/testing logic and touches many XPU-sensitive tests, making it the best representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 11654 best captures the cluster\u2019s main theme because it includes a shared code-path fix plus many downstream test updates, unlike the narrower test-only XPU enablement PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:11445", + "right": "pull_request:11503", + "accept": false, + "reason": "Both are XPU-oriented test enablement, but they touch different integration suites and different files; not the same underlying fix." + }, + { + "left": "pull_request:11445", + "right": "pull_request:11523", + "accept": false, + "reason": "Marigold intrinsics XPU support vs DiT XPU support are separate test targets and code paths." + }, + { + "left": "pull_request:11445", + "right": "pull_request:11527", + "accept": false, + "reason": "Both are test migration work, but one is Marigold-specific while the other spans pipeline utilities and multiple other tests." + }, + { + "left": "pull_request:11445", + "right": "pull_request:11654", + "accept": false, + "reason": "Marigold test-only XPU enablement is not the same change as shared quantization/config and multi-test XPU support." + }, + { + "left": "pull_request:11445", + "right": "pull_request:12345", + "accept": false, + "reason": "Different subsystems: Marigold integration tests vs component-manager/offloading and LoRA-related XPU work." + }, + { + "left": "pull_request:11461", + "right": "pull_request:12158", + "accept": false, + "reason": "Group offloading stream/device handling and GGUF XPU behavior are unrelated code paths." + }, + { + "left": "pull_request:11445", + "right": "pull_request:11461", + "accept": false, + "reason": "Both mention XPU, but one is Marigold tests and the other is group offloading infrastructure plus several tests." + }, + { + "left": "pull_request:11461", + "right": "pull_request:11503", + "accept": false, + "reason": "Group offloading changes are not the same as broad test-suite XPU enablement across multiple pipelines." + }, + { + "left": "pull_request:11461", + "right": "pull_request:11507", + "accept": false, + "reason": "Group offloading code changes vs environment-printing updates are different underlying fixes." + }, + { + "left": "pull_request:11461", + "right": "pull_request:11526", + "accept": false, + "reason": "Offloading infrastructure and several pipeline XPU test updates are related only at the accelerator level, not the same bug." + }, + { + "left": "pull_request:11503", + "right": "pull_request:11523", + "accept": false, + "reason": "These enable different pipeline suites on XPU; they are separate test 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integration test migrations do not share a concrete fix path." + }, + { + "left": "pull_request:11507", + "right": "pull_request:11527", + "accept": false, + "reason": "Different artifacts and code paths: env reporting vs test utility/loading and pipeline updates." + }, + { + "left": "pull_request:11507", + "right": "pull_request:11620", + "accept": false, + "reason": "print_env XPU support is not the same issue as group_offloading test and helper changes." + }, + { + "left": "pull_request:11523", + "right": "pull_request:11526", + "accept": false, + "reason": "DiT integration tests and several other pipeline tests are separate suites, not duplicates." + }, + { + "left": "pull_request:11523", + "right": "pull_request:11654", + "accept": false, + "reason": "DiT XPU test enablement is distinct from torchao/quantization config changes and broader test updates." + }, + { + "left": "pull_request:11523", + "right": "pull_request:12214", + "accept": false, + "reason": "Different pipeline targets: DiT vs Bria." + }, + { + "left": "pull_request:11526", + "right": "pull_request:12214", + "accept": false, + "reason": "Both are pipeline XPU enablement PRs, but they cover different model families and test files." + }, + { + "left": "pull_request:11526", + "right": "pull_request:11527", + "accept": false, + "reason": "Related XPU migration work, but 11527 includes shared helper changes and different test groups." + }, + { + "left": "pull_request:11445", + "right": "pull_request:11526", + "accept": false, + "reason": "Marigold-specific test enablement is separate from the broader set of pipeline tests in 11526." + }, + { + "left": "pull_request:11503", + "right": "pull_request:11526", + "accept": false, + "reason": "Two different bundles of XPU test cases; same theme, not the same concrete bug." + }, + { + "left": "pull_request:11527", + "right": "pull_request:11654", + "accept": false, + "reason": "Both touch test utilities, but 11527 focuses on load_pt/test migrations while 11654 also changes quantization capability logic." + }, + { + "left": "pull_request:11527", + "right": "pull_request:11988", + "accept": false, + "reason": "Pipeline test utility changes vs quantization compile tests are different scopes and failures." + }, + { + "left": "pull_request:11620", + "right": "pull_request:12214", + "accept": false, + "reason": "Group offloading and Bria integration tests are unrelated code paths." + }, + { + "left": "pull_request:11620", + "right": "pull_request:12158", + "accept": false, + "reason": "Group offloading tests and GGUF inference tests are not the same underlying issue." + }, + { + "left": "pull_request:11445", + "right": "pull_request:11620", + "accept": false, + "reason": "Marigold XPU test enablement and group offloading XPU support are separate areas." + }, + { + "left": "pull_request:11503", + "right": "pull_request:11620", + "accept": false, + "reason": "Broad XPU test enablement vs group offloading-specific XPU changes." + }, + { + "left": "pull_request:11507", + "right": "pull_request:11620", + "accept": false, + "reason": "Environment printing changes are unrelated to group offloading fixes." + }, + { + "left": "pull_request:11654", + "right": "pull_request:12345", + "accept": false, + "reason": "Quantization config / torchao support is a different code path from components-manager offloading and LoRA handling." + }, + { + "left": "pull_request:11654", + "right": "pull_request:11988", + "accept": false, + "reason": "Torchao quantization config/test updates are distinct from quant compile tests." + }, + { + "left": "pull_request:11988", + "right": "pull_request:12214", + "accept": false, + "reason": "Quant compile tests and Bria integration tests are different model/test paths." + }, + { + "left": "pull_request:11445", + "right": "pull_request:11988", + "accept": false, + "reason": "Marigold XPU test enablement is unrelated to quant compile XPU support." + }, + { + "left": "pull_request:11503", + "right": "pull_request:11988", + "accept": false, + "reason": "Different suites and failures: multi-pipeline test enablement vs quant compile tests." + }, + { + "left": "pull_request:11445", + "right": "pull_request:12158", + "accept": false, + "reason": "Marigold integration tests and GGUF XPU test behavior are unrelated." + }, + { + "left": "pull_request:11503", + "right": "pull_request:12158", + "accept": false, + "reason": "General XPU test enablement is not the same as GGUF-specific inference/tolerance updates." + }, + { + "left": "pull_request:11507", + "right": "pull_request:12158", + "accept": false, + "reason": "print_env XPU support and GGUF model tests do not share a concrete fix." + }, + { + "left": "pull_request:11527", + "right": "pull_request:12214", + "accept": false, + "reason": "Shared test utility migration vs Bria-specific XPU enablement are different changes." + }, + { + "left": "pull_request:11654", + "right": "pull_request:12214", + "accept": false, + "reason": "Torchao/quantization and Bria pipeline support are unrelated code paths." + }, + { + "left": "pull_request:11527", + "right": "pull_request:12345", + "accept": false, + "reason": "Load/helper updates for test migration are not the same as component-manager offloading changes." + }, + { + "left": "pull_request:11461", + "right": "pull_request:12345", + "accept": false, + "reason": "Group offloading stream handling and components-manager offloading are different implementation paths." + }, + { + "left": "pull_request:11445", + "right": "pull_request:12408", + "accept": false, + "reason": "Marigold XPU test enablement is unrelated to the later PyTorch-regression fixes in 12408." + }, + { + "left": "pull_request:11461", + "right": "pull_request:12408", + "accept": false, + "reason": "Group offloading infrastructure and latest-PyTorch test fixes are distinct issues." + }, + { + "left": "pull_request:11503", + "right": "pull_request:12408", + "accept": false, + "reason": "Broad XPU test enablement is not the same as a targeted regression fix for a newer PyTorch version." + }, + { + "left": "pull_request:11507", + "right": "pull_request:12408", + "accept": false, + "reason": "Environment-reporting support and test-failure fixes from latest PyTorch are unrelated." + }, + { + "left": "pull_request:11526", + "right": "pull_request:12408", + "accept": false, + "reason": "Different pipeline test bundles and different failure mode: generic XPU enablement vs PyTorch-update regressions." + }, + { + "left": "pull_request:11445", + "right": "pull_request:12460", + "accept": false, + "reason": "Marigold XPU test support and a tolerance adjustment for Kandinsky controlnet are separate issues." + }, + { + "left": "pull_request:11461", + "right": "pull_request:12460", + "accept": false, + "reason": "Group offloading work is unrelated to a single-test tolerance loosening." + }, + { + "left": "pull_request:11503", + "right": "pull_request:12460", + "accept": false, + "reason": "Broad XPU test enablement is not the same as a precision-tolerance change for one test." + }, + { + "left": "pull_request:11507", + "right": "pull_request:12460", + "accept": false, + "reason": "print_env XPU support has nothing to do with Kandinsky controlnet thresholds." + }, + { + "left": "pull_request:11527", + "right": "pull_request:12460", + "accept": false, + "reason": "Different targets: pipeline utility/test migration vs a single test's XPU tolerance tweak." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 51, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-11567-2", + "nodes": [ + "pull_request:11567", + "pull_request:12583" + ], + "soft_pairs": [ + "pull_request:11567|pull_request:12583" + ], + "prepared_review_unit_hash": "ec21dc9e8245d3779bc6cc6d893feb4eb415dd3128c68f169dcdf9ec397c605d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5153, + "estimated_input_tokens": 1289, + "estimated_eval_tokens": 2834 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5153, + "estimated_input_tokens": 1289, + "estimated_eval_tokens": 2834 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are broad link-migration cleanups from arXiv URLs to Hugging Face Papers, but they appear to cover different file sets and scopes rather than one identical change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #12583 is the better representative because its title is explicit and its scope spans examples plus source files, making it the broader 'ArXiv -> HF Papers' cleanup.", + "best_issue_reason": null, + "best_pr_reason": "PR #12583 is the strongest single representative of this duplicate-like family of paper-link migrations; #11567 is similar but more narrowly centered on docs pages.", + "soft_edge_verdicts": [ + { + "left": "pull_request:11567", + "right": "pull_request:12583", + "accept": false, + "reason": "Same general URL migration theme, but the PRs touch different areas and do not look like one concrete change that could be merged as a single PR without being overbroad." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 52, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-11593-2", + "nodes": [ + "pull_request:11593", + "pull_request:12057" + ], + "soft_pairs": [ + "pull_request:11593|pull_request:12057" + ], + "prepared_review_unit_hash": "7b473d22a0a3a7a24ad80ce22a14163114bd115dad18ab9bc33186e5e1336661", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5712, + "estimated_input_tokens": 1428, + "estimated_eval_tokens": 3112 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5712, + "estimated_input_tokens": 1428, + "estimated_eval_tokens": 3112 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one refactors First Block Cache internals and docs, while the other adds/adjusts QwenImage tests and minor 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They do not fix the same concrete code-path problem.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:12057 is the stronger canonical PR because it is merged, feature-specific, and self-contained around QwenImage; it also has tests and docs for the same change set.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:12057 is the best representative of this cluster since it is the completed merged change, whereas pull_request:11593 is an unrelated unmerged cache refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:11593", + "right": "pull_request:12057", + "accept": false, + "reason": "Different subsystems and purposes: First Block Cache refactor vs QwenImage tests/minor refactor. 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They are not duplicates and should not be clustered together.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #11665 is the strongest canonical representative only because it is merged and has the clearest, self-contained optimization in the set; the other PRs are unrelated changes in different code paths.", + "best_issue_reason": null, + "best_pr_reason": "PR #11665 is the best representative of the group: it is merged, concrete, and the most established example of the performance-optimization pattern in this set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:11665", + "right": "pull_request:11667", + "accept": false, + "reason": "Both are speedup PRs, but they modify different models and different execution paths: AutoencoderKLWan.clear_cache versus Kandinsky3ConditionalGroupNorm.forward. They are not the same bug/change and would not plausibly be merged into one PR." + }, + { + "left": "pull_request:11666", + "right": "pull_request:11667", + "accept": false, + "reason": "These target unrelated code paths in different components: BLIP image postprocessing versus Kandinsky3 group norm broadcasting. Similar performance intent is too broad to treat as a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 54, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-76-2", + "nodes": [ + "pull_request:117", + "pull_request:76" + ], + "soft_pairs": [ + "pull_request:117|pull_request:76" + ], + "prepared_review_unit_hash": "97659fe59dde236127f9e72ca83f58fb1d4aaeb917099f20ddedb650eb299ff3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4259, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4259, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates: PR #117 only updates README quickstart documentation, while PR #76 is a code refactor across UNet model files. They do not appear to fix the same underlying bug or implement the same change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #76 is the better canonical PR for this cluster because it represents the substantive code change; PR #117 is just documentation and is not representative of the same change set.", + "best_issue_reason": null, + "best_pr_reason": "PR #76 is the best overall representative among the PRs because it changes core model code, whereas PR #117 is a README-only update and should not be clustered with it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:117", + "right": "pull_request:76", + "accept": false, + "reason": "README quickstart documentation update vs UNet model code refactor; different artifacts and no shared concrete bug/change path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 55, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-11723-2", + "nodes": [ + "pull_request:11723", + "pull_request:11780" + ], + "soft_pairs": [ + "pull_request:11723|pull_request:11780" + ], + "prepared_review_unit_hash": "e1bb1e6b9dfafaea8e9d0d123237ace4b4d11351d7defdd283f3c1a7adb33541", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4370, + "estimated_input_tokens": 1093, + "estimated_eval_tokens": 2442 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4370, + "estimated_input_tokens": 1093, + "estimated_eval_tokens": 2442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two merged pull requests that both add LoRA alpha/rank guidance to example READMEs, but they target different example flows and different files; this is topical similarity, not the same underlying fix/change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #11723 is the broader representative: it updates the advanced diffusion training docs and associated training/test files, while #11780 is a narrower README-only Sana documentation tweak.", + "best_issue_reason": null, + "best_pr_reason": "PR #11723 is the best single representative because it covers the more complete LoRA metadata update across example docs and training code, not just one README.", + "soft_edge_verdicts": [ + { + "left": "pull_request:11723", + "right": "pull_request:11780", + "accept": false, + "reason": "Both PRs discuss LoRA alpha/rank, but they change different README files for different example pipelines and do not fix the same concrete code-path problem. This is related documentation work, not a duplicate change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 56, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-11822-2", + "nodes": [ + "pull_request:11822", + "pull_request:11834" + ], + "soft_pairs": [ + "pull_request:11822|pull_request:11834" + ], + "prepared_review_unit_hash": "847ac0822113c8667c098cd296031212db0c0a5c4b620259547779bfc7eeca0c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4224, + "estimated_input_tokens": 1056, + "estimated_eval_tokens": 2368 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4224, + "estimated_input_tokens": 1056, + "estimated_eval_tokens": 2368 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated merged LoRA-related PRs: one fixes unloading state for PEFT/Lora removal, the other optimizes LoRA scale expansion in the UNet loader. They do not look like the same underlying bug or change, so this is not a duplicate cluster.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:11822", + "right": "pull_request:11834", + "accept": false, + "reason": "Different code paths and goals: 11822 changes LoRA unload/PEFT cleanup state in peft.py, while 11834 is a speed optimization in unet_loader_utils for expanding LoRA scales. They are not the same fix and would not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 57, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-11837-2", + "nodes": [ + "pull_request:11837", + "pull_request:11952" + ], + "soft_pairs": [ + "pull_request:11837|pull_request:11952" + ], + "prepared_review_unit_hash": "91073d682d5d94511af18f5aaf2804c799220325cf7d75961eea0d4f80093a77", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4198, + "estimated_input_tokens": 1050, + "estimated_eval_tokens": 2356 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4198, + "estimated_input_tokens": 1050, + "estimated_eval_tokens": 2356 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two merged docs PRs both touch `docs/source/en/optimization/fp16.md`, but they are separate documentation updates: one rewrites/expands the regional compilation section, the other adds a tip linking a blog post. They are not the same underlying change and should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 11837 is the better canonical representative because it makes the larger, more substantive documentation update to the optimization guide, while 11952 is a smaller follow-up link insertion.", + "best_issue_reason": null, + "best_pr_reason": "PR 11837 is the best single representative for the cluster since it covers the broader content change; 11952 is a narrow, unrelated docs addition in the same file.", + "soft_edge_verdicts": [ + { + "left": "pull_request:11837", + "right": "pull_request:11952", + "accept": false, + "reason": "Both are documentation-only PRs in the same file, but they address different sections and different goals: regional compilation wording vs. adding a diffusion performance blog link. They do not look like one merged change or the same underlying bug/fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 58, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-11860-4", + "nodes": [ + "pull_request:11860", + "pull_request:11862", + "pull_request:11868", + "pull_request:11893" + ], + "soft_pairs": [ + "pull_request:11860|pull_request:11862", + "pull_request:11860|pull_request:11868", + "pull_request:11860|pull_request:11893", + "pull_request:11862|pull_request:11868", + "pull_request:11862|pull_request:11893", + "pull_request:11868|pull_request:11893" + ], + "prepared_review_unit_hash": "82a70eac423d605b2d65c9dae91c93973442b3845ef7c9ccc6bd2c405f8030a7", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 12357, + "estimated_input_tokens": 3090, + "estimated_eval_tokens": 6436 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 12357, + "estimated_input_tokens": 3090, + "estimated_eval_tokens": 6436 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of related Diffusers pull requests around modular guider/cache work plus a later branch-merge PR. They share files because they evolve the same subsystem, but they are not the same concrete change set.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #11893 is the broad umbrella integration PR that merges the modular diffusers branch back into main, so it best represents the cluster\u2019s endpoint and subsumes the other modular changes at a high level.", + "best_issue_reason": null, + "best_pr_reason": "PR #11893 is the most useful representative because it is the largest integration point and touches the widest set of affected files; the other PRs are narrower feature/infrastructure changes within that broader merge stream.", + "soft_edge_verdicts": [ + { + "left": "pull_request:11860", + "right": "pull_request:11862", + "accept": false, + "reason": "Related subsystem, but different changes: PAG guider registration vs. adding ConfigMixin support across guiders. They are not the same underlying bug or fix and would not naturally be one PR." + }, + { + "left": "pull_request:11860", + "right": "pull_request:11868", + "accept": false, + "reason": "11860 adds a new guider, while 11868 changes config serialization behavior. They overlap in guider files but address different code-paths and should remain separate." + }, + { + "left": "pull_request:11860", + "right": "pull_request:11893", + "accept": false, + "reason": "11893 is an umbrella merge-back PR, not the same concrete feature as 11860. Shared filenames alone are insufficient to treat them as duplicates." + }, + { + "left": "pull_request:11862", + "right": "pull_request:11868", + "accept": false, + "reason": "Both are modular-guider infrastructure work, but one adds config registration and the other fixes serialization of custom config objects. Different underlying changes." + }, + { + "left": "pull_request:11862", + "right": "pull_request:11893", + "accept": false, + "reason": "11893 is a broad integration merge, not the same change as the ConfigMixin PR. They may overlap in touched files, but not in a single concrete bug or change." + }, + { + "left": "pull_request:11868", + "right": "pull_request:11893", + "accept": false, + "reason": "11868 implements config serialization support, whereas 11893 is a merge of modular diffusers with main. Not the same fix/change even though they share some files." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 59, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-11887-2", + "nodes": [ + "pull_request:11887", + "pull_request:11926" + ], + "soft_pairs": [ + "pull_request:11887|pull_request:11926" + ], + "prepared_review_unit_hash": "8ce57cfb3def4ec5fed75d49f2355cc115fe86b6b519c2037aba9490d006d251", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3452, + "estimated_input_tokens": 863, + "estimated_eval_tokens": 1982 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3452, + "estimated_input_tokens": 863, + "estimated_eval_tokens": 1982 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both CI-speedup PRs, but they target different concrete changes: #11887 only raises GPU job parallelism, while #11926 makes broader PR CI edits across CPU/GPU workflows and tests. They are related in theme, not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "#11887 is the best canonical PR: it is merged, focused on one specific CI bottleneck, and its scope is clearer than the broader WIP PR.", + "best_issue_reason": null, + "best_pr_reason": "#11887 is the strongest representative of the cluster because it is a completed, narrow change to a single workflow and best captures the underlying CI speedup theme without conflating unrelated edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:11887", + "right": "pull_request:11926", + "accept": false, + "reason": "Both touch CI workflows, but #11887 only increases GPU job concurrency while #11926 changes multiple workflows and test execution settings; they do not fix the same underlying bug/change and would not plausibly merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 60, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-928-2", + "nodes": [ + "pull_request:1189", + "pull_request:928" + ], + "soft_pairs": [ + "pull_request:1189|pull_request:928" + ], + "prepared_review_unit_hash": "58dac52bdf63081234b00c047d701fe83d4fc8ba2863196df9d0bd2945ca0544", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4109, + "estimated_input_tokens": 1028, + "estimated_eval_tokens": 2312 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4109, + "estimated_input_tokens": 1028, + "estimated_eval_tokens": 2312 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates. #1189 fixes a concrete runtime/device bug in DDIMScheduler noise creation, while #928 only adjusts tests and pipeline device placement in a test helper.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #1189 is the canonical PR: it directly changes the DDIM scheduler code path to fix noise-device handling and MPS reproducibility, which is the substantive bug fix in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #1189 is the best representative because it addresses the underlying implementation bug; #928 is test-only and not the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1189", + "right": "pull_request:928", + "accept": false, + "reason": "Reject: #1189 fixes DDIM noise device logic in src/diffusers/schedulers/scheduling_ddim.py, while #928 only updates tests and moves test pipelines to the device. They do not fix the same concrete code-path problem and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 61, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12023-2", + "nodes": [ + "pull_request:12023", + "pull_request:12314" + ], + "soft_pairs": [ + "pull_request:12023|pull_request:12314" + ], + "prepared_review_unit_hash": "0ccf95438c59143f1364e7c140c3f0a5e6237f269edb5ea9987cd18749bf9dc9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3449, + "estimated_input_tokens": 863, + "estimated_eval_tokens": 1982 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3449, + "estimated_input_tokens": 863, + "estimated_eval_tokens": 1982 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch the Wan pipeline\u2019s ftfy handling, but they are not the same change: one forces an unconditional import, the other guards the text-cleaning call on ftfy availability. They target the same symptom area, yet they are different fixes and should not be deduplicated as one PR.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 12314 is the better canonical PR because it is merged and fixes the ftfy error in the actual runtime path by guarding use of ftfy when unavailable.", + "best_issue_reason": null, + "best_pr_reason": "PR 12314 is the best PR representative since it is the merged, safer fix for the Wan pipeline ftfy error.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12023", + "right": "pull_request:12314", + "accept": false, + "reason": "Same file and related ftfy symptom, but 12023 changes the import strategy while 12314 guards the call site; they are distinct fixes and not merge-equivalent." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 62, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12032-3", + "nodes": [ + "pull_request:12032", + "pull_request:12179", + "pull_request:12194" + ], + "soft_pairs": [ + "pull_request:12032|pull_request:12194", + "pull_request:12179|pull_request:12194" + ], + "prepared_review_unit_hash": "b08e4dc0e84ba31853b7e745498f50c263648c5b51bb66fe90c0abc46cbe10f6", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 8943, + "estimated_input_tokens": 2236, + "estimated_eval_tokens": 4728 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 8943, + "estimated_input_tokens": 2236, + "estimated_eval_tokens": 4728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related Chinese documentation translation PRs in the same area, but they are successive follow-up translation passes rather than the same underlying change. The broadest/latest PR is 12194, while the soft edges should be rejected as non-duplicates.", + "confidence": 0.74, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:12194 is the broadest and most recent zh translation pass, with the largest doc surface and substantial _toctree expansion, so it is the best representative PR in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:12194 best represents the cluster because it covers the widest set of translated zh docs and subsystem navigation updates, making it the most comprehensive translation PR here.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12032", + "right": "pull_request:12194", + "accept": false, + "reason": "Both are zh translation PRs, but 12194 is a later continuation that adds different docs and toctree entries; they are related follow-ups, not the same concrete change." + }, + { + "left": "pull_request:12179", + "right": "pull_request:12194", + "accept": false, + "reason": "They overlap on zh documentation translation and _toctree.yml, but 12179 focuses on modular diffusers translations while 12194 expands broader optimization/inference docs; not a single duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 63, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12049-2", + "nodes": [ + "pull_request:12049", + "pull_request:12076" + ], + "soft_pairs": [ + "pull_request:12049|pull_request:12076" + ], + "prepared_review_unit_hash": "980e0d4fe897082aa582969364b271248365bf490c06eed3ab80e63d449b97c3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4197, + "estimated_input_tokens": 1050, + "estimated_eval_tokens": 2356 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4197, + "estimated_input_tokens": 1050, + "estimated_eval_tokens": 2356 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are effectively the same gguf quantization support change in the same file, with nearly identical added code. The later merged PR is the better canonical representative.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #12076 is the merged version of the same change, with the more complete patch and the strongest evidence of being the final canonical implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR #12076 is the best overall PR because it was merged and contains the finalized form of the same code-path update.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12049", + "right": "pull_request:12076", + "accept": true, + "reason": "Same title, same target file, and nearly identical diff adding IQ4_NL dequantization support; this looks like the same underlying change rather than separate PRs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 64, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12058-2", + "nodes": [ + "pull_request:12058", + "pull_request:12615" + ], + "soft_pairs": [ + "pull_request:12058|pull_request:12615" + ], + "prepared_review_unit_hash": "b064b7fd95b9bfe37179b5d4fbee83c102d128f2db743030a7273513f0ca4bb8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3807, + "estimated_input_tokens": 952, + "estimated_eval_tokens": 2160 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3807, + "estimated_input_tokens": 952, + "estimated_eval_tokens": 2160 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are similarly titled but address different model-specific attention implementations in different files: Wan vs. LTX. They do not look mergeable into one change or the same underlying fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No shared canonical PR: PR #12058 modifies Wan attention internals in transformer_wan.py, while PR #12615 modifies LTX attention behavior in transformer_ltx.py. They target different code paths and model families.", + "best_issue_reason": null, + "best_pr_reason": "PR #12058 is the better canonical PR only by virtue of being a merged, concrete implementation, but it is not a duplicate of #12615; the latter is a separate model-specific change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12058", + "right": "pull_request:12615", + "accept": false, + "reason": "Same broad theme (cross-attention) but different models, files, and code paths. The Wan PR sets an attention flag in transformer_wan.py; the LTX PR initializes cross-attention state in transformer_ltx.py. They are not the same bug/change and should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 65, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1209-2", + "nodes": [ + "pull_request:1209", + "pull_request:1245" + ], + "soft_pairs": [ + "pull_request:1209|pull_request:1245" + ], + "prepared_review_unit_hash": "f79b48efa7a534c8d71033b15f07ea0104f55c580e8508da14fd4673d3819a2d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4552, + "estimated_input_tokens": 1138, + "estimated_eval_tokens": 2532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4552, + "estimated_input_tokens": 1138, + "estimated_eval_tokens": 2532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but distinct PRs for the unconditional image generation example: one updates docs/dependencies to include wandb, the other adds a logger CLI option in the training script. They share a subsystem but do not look like the same mergeable change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 1245 is the more canonical code change because it directly implements the wandb logger selection in `train_unconditional.py`; the other PR is a supporting docs/dependency update.", + "best_issue_reason": null, + "best_pr_reason": "PR 1245 is the best representative of the cluster because it contains the main functional behavior change, while PR 1209 is ancillary setup/documentation work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1209", + "right": "pull_request:1245", + "accept": false, + "reason": "Related to wandb support, but not the same concrete change: 1209 updates example docs/.gitignore and installs wandb, while 1245 changes the training script to add a logger argument and logging behavior. They could be merged separately and are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 66, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12103-2", + "nodes": [ + "pull_request:12103", + "pull_request:12298" + ], + "soft_pairs": [ + "pull_request:12103|pull_request:12298" + ], + "prepared_review_unit_hash": "580ca9df7e53bef6b942a2b30149ad1a2b7c427623f204e8f4cd5724fcc4c8c8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4326, + "estimated_input_tokens": 1082, + "estimated_eval_tokens": 2420 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4326, + "estimated_input_tokens": 1082, + "estimated_eval_tokens": 2420 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are both LoRA test-related, but they address different test behaviors: one fixes device placement for non-denoiser components during group-offloading tests, while the other removes redundant non-LoRA baseline output checks and caches outputs across several LoRA test files. They are not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #12298 is the broader, more representative test cleanup/change: it touches multiple LoRA test files and the shared test utility, all around caching non-LoRA outputs.", + "best_issue_reason": null, + "best_pr_reason": "PR #12298 is the best representative of the cluster because it is the larger and more central test refactor, whereas #12103 is a narrower device-placement fix in a single test path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12103", + "right": "pull_request:12298", + "accept": false, + "reason": "They target different problems: #12103 fixes device placement for non-denoiser components in group-offloading LoRA tests, while #12298 removes redundant non-LoRA baseline inference and caches outputs across LoRA tests. Shared test utility usage is not enough to make them the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 67, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12191-2", + "nodes": [ + "pull_request:12191", + "pull_request:12753" + ], + "soft_pairs": [ + "pull_request:12191|pull_request:12753" + ], + "prepared_review_unit_hash": "ff8aedf7832bd1168a9610c5f30be50ee8de5ca2b40e73e129db8475f52ca0a7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4345, + "estimated_input_tokens": 1087, + "estimated_eval_tokens": 2430 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4345, + "estimated_input_tokens": 1087, + "estimated_eval_tokens": 2430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs both touch AutoEncoderKLWan tiling, but they fix different concrete bugs: one changes patchify/encode-decode path selection, the other fixes spatial compression ratio handling in tiled encode. They should not be treated as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #12753 is the better canonical PR because it is merged and directly fixes a specific tiled-encode compression-ratio bug in AutoEncoderKLWan.", + "best_issue_reason": null, + "best_pr_reason": "PR #12753 is the strongest representative of the cluster: it is merged, narrowly scoped, and addresses a concrete code-path error. PR #12191 is open and targets a different tiling/patchify behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12191", + "right": "pull_request:12753", + "accept": false, + "reason": "Same broad model class and file, but different bugs and code paths: #12191 changes when to patchify during encode/decode, while #12753 fixes tiled-encode latent compression ratio math. They are not the same underlying change and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 68, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12201-2", + "nodes": [ + "pull_request:12201", + "pull_request:12212" + ], + "soft_pairs": [ + "pull_request:12201|pull_request:12212" + ], + "prepared_review_unit_hash": "04d20d9b00a053cd70591ba63fa4c1d4e3ef44f0320b1bfb3098a4a25278438e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4232, + "estimated_input_tokens": 1058, + "estimated_eval_tokens": 2372 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4232, + "estimated_input_tokens": 1058, + "estimated_eval_tokens": 2372 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are merged documentation PRs, but they address different topics: one rewrites the community pipelines page, the other adds callback docs/API entries. They do not look like the same underlying change, so the soft duplicate edge should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:12201", + "right": "pull_request:12212", + "accept": false, + "reason": "Different doc updates in different areas of the docs tree; no shared concrete bug/change and not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 69, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12206-4", + "nodes": [ + "pull_request:12206", + "pull_request:13075", + "pull_request:13093", + "pull_request:13514" + ], + "soft_pairs": [ + "pull_request:12206|pull_request:13093", + "pull_request:13093|pull_request:13514", + "pull_request:13075|pull_request:13093", + "pull_request:13075|pull_request:13514" + ], + "prepared_review_unit_hash": "9e74dc5604f91cced30c697cef29ca8f7d9600731d52b3bed69ff4f14f7dfe06", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9259, + "estimated_input_tokens": 2315, + "estimated_eval_tokens": 4886 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9259, + "estimated_input_tokens": 2315, + "estimated_eval_tokens": 4886 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "`13093` and `13514` are the same gather-device compatibility fix in `_modeling_parallel.py` and should cluster together. `13075` is related by target/file but its evidence is only soft similarity plus the shared issue target, so it should stay separate rather than being auto-merged with the other two. `12206` is a different compatibility fix in `attention_dispatch.py` and is unrelated.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "`13514` is the best representative of the gather fix: it addresses the same `gather_size_by_comm` path, explicitly states the PyTorch < 2.6 compatibility constraint, and gives the most direct fallback behavior.", + "best_issue_reason": null, + "best_pr_reason": "`13514` is the strongest cluster representative because it is the clearest, most self-contained version of the shared distributed-gather compatibility patch in `_modeling_parallel.py`.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12206", + "right": "pull_request:13093", + "accept": false, + "reason": "Different subsystem and different bug: `12206` guards `torch.library.custom_op`/`register_fake` in `attention_dispatch.py`, while `13093` changes distributed gather device selection in `_modeling_parallel.py`." + }, + { + "left": "pull_request:13093", + "right": "pull_request:13514", + "accept": true, + "reason": "Same concrete code path and same compatibility bug in `gather_size_by_comm`; both patch older-PyTorch device selection in the same file and are plausible variants of one mergeable fix." + }, + { + "left": "pull_request:13075", + "right": "pull_request:13093", + "accept": false, + "reason": "They share the file and issue target, but the pairwise evidence is only soft similarity plus the common target; that is not enough to treat them as the same mergeable bugfix." + }, + { + "left": "pull_request:13075", + "right": "pull_request:13514", + "accept": false, + "reason": "Related context-parallel gather changes, but the evidence is still only shared target/file plus soft similarity, so this is not strong enough for a deterministic duplicate/merge decision." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering is mostly grounded, but the soft-edge verdicts are too strong for 13075. In the packet, 13075 only shares the issue target/file with 13093 and 13514; its pairwise signal is not a deterministic accept, so saying those pairs are definitely mergeable variants of the same bugfix overstates the evidence. 13093\u219413514 is well supported; 12206 is correctly separated." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 70, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12267-2", + "nodes": [ + "pull_request:12267", + "pull_request:12289" + ], + "soft_pairs": [ + "pull_request:12267|pull_request:12289" + ], + "prepared_review_unit_hash": "5640e475f4d483e3886fd6aef331490b164466c11e924e018c57cc525f560993", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6149, + "estimated_input_tokens": 1538, + "estimated_eval_tokens": 3332 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6149, + "estimated_input_tokens": 1538, + "estimated_eval_tokens": 3332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are the same type-hint cleanup across the same transformer code paths; PR 12289 appears to be the merged, more complete superset of PR 12267.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 12289 is the merged, more complete version of the same change set, with nearly identical edits plus an additional transformer file.", + "best_issue_reason": null, + "best_pr_reason": "PR 12289 is the best representative because it was actually merged and covers the same underlying fix with broader completion.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12267", + "right": "pull_request:12289", + "accept": true, + "reason": "Same underlying code change: the titles, touched files, and diff preview overlap heavily, and 12289 looks like a later merged superset of 12267 rather than a different PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 71, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12320-3", + "nodes": [ + "pull_request:12320", + "pull_request:12394", + "pull_request:12486" + ], + "soft_pairs": [ + "pull_request:12320|pull_request:12394", + "pull_request:12320|pull_request:12486", + "pull_request:12394|pull_request:12486" + ], + "prepared_review_unit_hash": "185c1f2872e606ebe5b4e54498af0584fbc4f892f0964276b75c02d94e5c9d0b", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6967, + "estimated_input_tokens": 1742, + "estimated_eval_tokens": 3740 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6967, + "estimated_input_tokens": 1742, + "estimated_eval_tokens": 3740 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs touch the same docs page, but they are sequential, distinct documentation updates rather than duplicate changes; PR #12320 is the base introduction of the page.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #12320 creates the new attention backends doc page and adds it to the toctree, making it the foundational artifact in this set.", + "best_issue_reason": null, + "best_pr_reason": "PR #12320 is the most representative because it introduces the page itself, while the others are later incremental edits to that page.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12320", + "right": "pull_request:12394", + "accept": false, + "reason": "Same documentation file, but not the same change: #12320 adds the page, while #12394 only makes small wording/tone edits to it." + }, + { + "left": "pull_request:12320", + "right": "pull_request:12486", + "accept": false, + "reason": "Different doc updates on the same page: #12486 adds a new checks section, so it is not a duplicate of the page-creation PR." + }, + { + "left": "pull_request:12394", + "right": "pull_request:12486", + "accept": false, + "reason": "Both are follow-up edits to the same docs page, but they address different content (minor wording tweaks vs. adding attention checks)." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 72, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12322-2", + "nodes": [ + "pull_request:12322", + "pull_request:12820" + ], + "soft_pairs": [ + "pull_request:12322|pull_request:12820" + ], + "prepared_review_unit_hash": "1cff384175f2cabfac3d970de118c58b2286aa64e3835ca43fc823ee37f9776a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5871, + "estimated_input_tokens": 1468, + "estimated_eval_tokens": 3192 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5871, + "estimated_input_tokens": 1468, + "estimated_eval_tokens": 3192 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are effectively two versions of the same pull request: same title, same broad refactor, and the same set of community pipeline files. The newer open PR looks like a continuation/replacement of the older closed draft PR.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #12820 is the newer open version of the same refactor, so it is the best canonical PR candidate; #12322 appears to be an earlier closed draft of the same work.", + "best_issue_reason": null, + "best_pr_reason": "#12820 is the best representative because it is current, open, and matches the same scope/files as #12322 without adding evidence of a different change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12322", + "right": "pull_request:12820", + "accept": true, + "reason": "Same title, same file set, and same underlying refactor to introduce pipeline-specific mixins; #12820 looks like a continuation of #12322 rather than a different PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 73, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12336-2", + "nodes": [ + "pull_request:12336", + "pull_request:12342" + ], + "soft_pairs": [ + "pull_request:12336|pull_request:12342" + ], + "prepared_review_unit_hash": "803b026798dffeb06c00a77f65ed83919a8b1d525890040e8f382fac5e141ef9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4269, + "estimated_input_tokens": 1068, + "estimated_eval_tokens": 2392 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4269, + "estimated_input_tokens": 1068, + "estimated_eval_tokens": 2392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are effectively duplicates: they propose the same tiling fix in `autoencoder_kl_wan.py` with the same diff hunk and near-identical titles.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #12342 is the better canonical PR because it is the open, current instance of the same fix; #12336 is a closed duplicate of the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR #12342 best represents the cluster since it is the active PR and matches the same concrete code-path fix as #12336.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12336", + "right": "pull_request:12342", + "accept": true, + "reason": "Same file, same hunk, same tiling bug fix, and the diffs appear identical; these are the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 74, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12351-2", + "nodes": [ + "pull_request:12351", + "pull_request:12366" + ], + "soft_pairs": [ + "pull_request:12351|pull_request:12366" + ], + "prepared_review_unit_hash": "52a862763200c976dd61f2ea9eb9008a4ee8915af0af651da733069391c5e3f4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4435, + "estimated_input_tokens": 1109, + "estimated_eval_tokens": 2474 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4435, + "estimated_input_tokens": 1109, + "estimated_eval_tokens": 2474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are near-duplicate documentation PRs adding CacheDiT to Diffusers docs. PR #12366 is the merged, more complete version and is the best canonical representative.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #12366 is the merged implementation and the fuller, later docs addition for the same CacheDiT community optimization page and toctree entry.", + "best_issue_reason": null, + "best_pr_reason": "PR #12366 best represents the cluster because it actually landed, covers the same two files, and appears to supersede the earlier duplicate docs PR #12351.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12351", + "right": "pull_request:12366", + "accept": true, + "reason": "Both PRs add the same CacheDiT documentation page and toctree entry under the same path; they are effectively the same documentation change and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 75, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12352-3", + "nodes": [ + "pull_request:12352", + "pull_request:12379", + "pull_request:12621" + ], + "soft_pairs": [ + "pull_request:12352|pull_request:12621", + "pull_request:12379|pull_request:12621" + ], + "prepared_review_unit_hash": "64fc505d31fa89a216d8bce2d3e0ba6c101d24b5e97d280093839a0f403fa901", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7841, + "estimated_input_tokens": 1961, + "estimated_eval_tokens": 4178 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7841, + "estimated_input_tokens": 1961, + "estimated_eval_tokens": 4178 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three PRs are related by a broad theme of removing `unittest` from test infrastructure, but they modify different code paths: shared testing utilities, single-file test mixins, and model tester helpers. They are not duplicates of the same change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #12621 is the best canonical PR for the cluster because it changes the shared `tests/testing_utils.py` helpers used by many tests, replacing `unittest.skipUnless` with `pytest.mark.skipif` in the core slow/nightly decorators.", + "best_issue_reason": null, + "best_pr_reason": "PR #12621 is the strongest representative of the group: it is merged, touches the common test utility layer, and looks like the most central infrastructure change among the three. The other PRs are adjacent refactors in narrower test files rather than the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12352", + "right": "pull_request:12621", + "accept": false, + "reason": "Both are test-framework modernization work, but #12352 is a single-file model tester refactor while #12621 changes shared decorator utilities; they do not fix the same concrete bug or change the same code path." + }, + { + "left": "pull_request:12379", + "right": "pull_request:12621", + "accept": false, + "reason": "#12379 only removes `unittest` usage in `test_modeling_common.py`, whereas #12621 updates shared `testing_utils.py`; these are related cleanup tasks, not one duplicate fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 76, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1236-2", + "nodes": [ + "pull_request:1236", + "pull_request:1457" + ], + "soft_pairs": [ + "pull_request:1236|pull_request:1457" + ], + "prepared_review_unit_hash": "aaa9ff6a2dbc505385e0eb47e735dbde058ed504a0696a720ab3b30a2eb95110", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4530, + "estimated_input_tokens": 1133, + "estimated_eval_tokens": 2522 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4530, + "estimated_input_tokens": 1133, + "estimated_eval_tokens": 2522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target DDIM sampling, but they are distinct changes: #1236 adds pipeline support for predict_x0 and uneven jumps, while #1457 introduces a more extensive paired-timestep DDIM scheduler rewrite with helper/tests. They are related but not duplicates.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #1457 is the stronger representative of the cluster because it is the more complete DDIM scheduler/pipeline change and includes supporting helper code and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR #1457 is the best overall candidate: it is broader, more self-contained, and better validated than the narrower pipeline-only tweak in #1236.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1236", + "right": "pull_request:1457", + "accept": false, + "reason": "Same subsystem, but not the same concrete fix. #1236 focuses on pipeline support for predict_x0 and uneven jumps; #1457 implements a different paired-timestep DDIM scheduler extension with additional helper/test changes. They are related but would not plausibly collapse into one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 77, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12382-5", + "nodes": [ + "pull_request:12382", + "pull_request:12639", + "pull_request:13234", + "pull_request:13242", + "pull_request:13491" + ], + "soft_pairs": [ + "pull_request:12382|pull_request:13234", + "pull_request:12639|pull_request:13491", + "pull_request:13234|pull_request:13242", + "pull_request:13234|pull_request:13491" + ], + "prepared_review_unit_hash": "c49fdcb900520ab99e689428046357671d0ff63eb4b553d4c19f628b871973ea", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 10394, + "estimated_input_tokens": 2599, + "estimated_eval_tokens": 5454 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 10394, + "estimated_input_tokens": 2599, + "estimated_eval_tokens": 5454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs cluster loosely around group offloading and test maintenance, but they do not share the same concrete bug or change. The only close pair is the group-offloading test work, yet the edits target different code paths and test files.", + "confidence": 0.56, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 13491 is the most concrete fix in the cluster: it adjusts the group-offloading disk test path to pass the model\u2019s block modules, which directly addresses a failing behavior rather than just refactoring tests or removing a skip.", + "best_issue_reason": null, + "best_pr_reason": "PR 13491 is the strongest overall candidate because it makes the specific group-offloading-with-disk test logic work, whereas the others are either test migrations, a skip removal, or a different adapter/offloading bug fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12382", + "right": "pull_request:13234", + "accept": false, + "reason": "One removes a Qwen-specific skip; the other is only a pytest migration for group offloading tests. Same broad area, but not the same underlying change or bug." + }, + { + "left": "pull_request:12639", + "right": "pull_request:13491", + "accept": false, + "reason": "12639 fixes adapter deletion reapplying group offloading; 13491 fixes a test helper for disk offloading. Different code paths and different failure modes." + }, + { + "left": "pull_request:13234", + "right": "pull_request:13242", + "accept": false, + "reason": "Both are pytest migrations, but for different test modules and hooks vs group-offloading tests. Refactor similarity is not enough to treat them as duplicates." + }, + { + "left": "pull_request:13234", + "right": "pull_request:13491", + "accept": false, + "reason": "13234 is a test-framework migration, while 13491 is a targeted functional fix for group-offloading disk tests. They are not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 78, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12384-2", + "nodes": [ + "pull_request:12384", + "pull_request:12389" + ], + "soft_pairs": [ + "pull_request:12384|pull_request:12389" + ], + "prepared_review_unit_hash": "f67325c08532017ecb078b125805975b2983d8c8653924c02cddcec0afd4b774", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5943, + "estimated_input_tokens": 1486, + "estimated_eval_tokens": 3228 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5943, + "estimated_input_tokens": 1486, + "estimated_eval_tokens": 3228 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about adapting to Hugging Face Hub v1, but they solve different problems: one is temporary CI/test environment pinning, the other is the actual library compatibility change. They should not be clustered as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #12389 is the substantive, merged code change that implements v0.x/v1.x compatibility in the library and tests. PR #12384 is a draft, temporary workflow-only adaptation for testing and should not be canonical.", + "best_issue_reason": null, + "best_pr_reason": "PR #12389 is the best representative of the underlying change because it directly updates dependencies and exception handling to support both huggingface_hub major versions, and it was merged.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12384", + "right": "pull_request:12389", + "accept": false, + "reason": "Related to the same ecosystem shift, but not the same change: #12384 only tweaks CI/workflows for temporary test compatibility, while #12389 changes runtime/library code to support huggingface_hub v0.x and v1.x. They would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 79, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12478-3", + "nodes": [ + "pull_request:12478", + "pull_request:12582", + "pull_request:12664" + ], + "soft_pairs": [ + "pull_request:12478|pull_request:12664", + "pull_request:12582|pull_request:12664" + ], + "prepared_review_unit_hash": "f633aca9d3ad75d12f77fc1bc938101a4389ae7786505a78062cb9287e8a52f2", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 8446, + "estimated_input_tokens": 2112, + "estimated_eval_tokens": 4480 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 8446, + "estimated_input_tokens": 2112, + "estimated_eval_tokens": 4480 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related to the Kandinsky 5 family, but they are not duplicates: 12478 introduces the original Kandinsky 5 integration, 12582 only fixes docs/navigation, and 12664 adds new image/video variants plus tests. The cluster is better treated as a theme group than a duplicate set.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 12664 is the most complete representative of the Kandinsky 5 feature set, covering both image and video variants with the broadest code/test surface.", + "best_issue_reason": null, + "best_pr_reason": "PR 12664 is the best single representative because it reflects the most mature, user-facing Kandinsky 5 implementation; 12478 is the initial integration and 12582 is docs-only.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12478", + "right": "pull_request:12664", + "accept": false, + "reason": "Related subsystem, but different concrete changes: 12478 is the initial Kandinsky 5 add-on, while 12664 adds separate image/video lite/pro pipelines and tests. They could not plausibly be merged as the same PR." + }, + { + "left": "pull_request:12582", + "right": "pull_request:12664", + "accept": false, + "reason": "12582 is a docs-only rename/navigation cleanup, whereas 12664 introduces substantial new pipeline code and tests. Not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 80, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12545-2", + "nodes": [ + "pull_request:12545", + "pull_request:12930" + ], + "soft_pairs": [ + "pull_request:12545|pull_request:12930" + ], + "prepared_review_unit_hash": "6718d9c10aa00d499ca99c60bda81796ba8bed4cb31578c93d1fcd528bbfbdb5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5664, + "estimated_input_tokens": 1416, + "estimated_eval_tokens": 3088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5664, + "estimated_input_tokens": 1416, + "estimated_eval_tokens": 3088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related but not duplicates: #12545 adds the core Bria Fibo model/pipeline, while #12930 adds a separate Bria Fibo Edit pipeline built on the same family. They share some boilerplate and integration points, but they implement different concrete features and code paths.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #12545 is the broader, more foundational Bria Fibo addition and has substantially more review activity; it is the better representative PR for this cluster, but it is not the same change as #12930.", + "best_issue_reason": null, + "best_pr_reason": "PR #12545 is the strongest representative because it introduces the base Bria Fibo pipeline/model and the associated docs/tests, making it the more central artifact in the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12545", + "right": "pull_request:12930", + "accept": false, + "reason": "Different concrete changes: #12545 adds the base Bria Fibo model/pipeline, while #12930 adds a distinct Bria Fibo Edit pipeline. Shared package wiring and docs do not make them the same underlying fix or mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 81, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12555-2", + "nodes": [ + "pull_request:12555", + "pull_request:13518" + ], + "soft_pairs": [ + "pull_request:12555|pull_request:13518" + ], + "prepared_review_unit_hash": "52579e2b9b3033b3a9e7a1d411d830156a2de8a5359e1d3e04d0a544a23a8f1d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3725, + "estimated_input_tokens": 932, + "estimated_eval_tokens": 2120 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3725, + "estimated_input_tokens": 932, + "estimated_eval_tokens": 2120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs reference the same issue, but they fix different parts of onnxruntime support: one changes provider handling in `onnx_utils.py`, the other adds `onnxruntime-windowsml` to version detection in `import_utils.py`. They are related, but not the same concrete bug/change.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 12555 is the broader, earlier fix and directly addresses the runtime provider-path change for `onnxruntime-windowsml`, making it the better representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 12555 is the strongest candidate because it changes the actual loading logic and is the more complete implementation of the feature/support request.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12555", + "right": "pull_request:13518", + "accept": false, + "reason": "Both mention issue 13062, but they modify different code paths: `onnx_utils.load_model` provider selection vs `import_utils` package detection. Related, but not the same fix and not something I\u2019d merge as a duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 82, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12563-2", + "nodes": [ + "pull_request:12563", + "pull_request:12829" + ], + "soft_pairs": [ + "pull_request:12563|pull_request:12829" + ], + "prepared_review_unit_hash": "5f8ec820d1192d62b0b53bbad209983d92021658a1b65007a5a8da6e91c53e0e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4217, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4217, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related attention-dispatch PRs, but they fix different concrete paths: one enables ulysses in the generic native attention path, the other adds CP support in native flash attention. Same file/subsystem, not the same change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No duplicate canonical PR: PR 12829 is a separate flash-attention CP support change, while PR 12563 targets the generic native attention path for ulysses enablement.", + "best_issue_reason": null, + "best_pr_reason": "PR 12829 is the better standalone representative because it has a narrower, clearer scope around native flash attention support and is not conflated with the separate native-attention ulysses change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12563", + "right": "pull_request:12829", + "accept": false, + "reason": "Different code paths and goals: native attention vs native flash attention. Related subsystem, but not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 83, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12617-3", + "nodes": [ + "pull_request:12617", + "pull_request:12671", + "pull_request:13481" + ], + "soft_pairs": [ + "pull_request:12617|pull_request:12671", + "pull_request:12617|pull_request:13481" + ], + "prepared_review_unit_hash": "486a95f599e55ac6fe51ad463714ea3aec4797b1e3e116a2f4071fc5397b16ef", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6758, + "estimated_input_tokens": 1690, + "estimated_eval_tokens": 3636 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6758, + "estimated_input_tokens": 1690, + "estimated_eval_tokens": 3636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs are closely related CI environment fixes for installing prerelease transformers in workflow tests; the third is a separate model code fix. The CI PRs are similar enough to merge conceptually, but the model fix is unrelated.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:12671 is the best representative of the shared CI dependency-install workaround because it targets the broader nightly/release workflow coverage and shows the same fix pattern across multiple jobs.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:12671 is the strongest canonical PR candidate for the CI install issue; pull_request:12617 is narrower and already merged, while pull_request:13481 addresses a different runtime bug in model attention code.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12617", + "right": "pull_request:12671", + "accept": true, + "reason": "Both PRs address the same underlying CI failure mode: test workflows needing a prerelease transformers install to work with the updated dependency stack. They modify the same kind of workflow setup and could plausibly be combined into one PR." + }, + { + "left": "pull_request:12617", + "right": "pull_request:13481", + "accept": false, + "reason": "These fix different problems in different code paths: one is a GitHub Actions workflow dependency install workaround, the other is a BnB attention/model tensor-shape fix in source code and tests." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 12617 and 12671 both patch CI workflow dependency setup to install prerelease transformers, and 13481 is a separate model-code fix. The soft-edge accept between the two CI PRs is reasonable because they could be combined into one workflow-fix PR, and the non-accept for 12617 vs 13481 is appropriately conservative." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 84, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12622-22", + "nodes": [ + "pull_request:12622", + "pull_request:12623", + "pull_request:12651", + "pull_request:12654", + "pull_request:12676", + "pull_request:12678", + "pull_request:12710", + "pull_request:12726", + "pull_request:12766", + "pull_request:12767", + "pull_request:12796", + "pull_request:12798", + "pull_request:12871", + "pull_request:12928", + "pull_request:12931", + "pull_request:12936", + "pull_request:12992", + "pull_request:13010", + "pull_request:13020", + "pull_request:13023", + "pull_request:13024", + "pull_request:13027" + ], + "soft_pairs": [ + "pull_request:12623|pull_request:12654", + "pull_request:12623|pull_request:12676", + "pull_request:12623|pull_request:12678", + "pull_request:12623|pull_request:12710", + "pull_request:12623|pull_request:12726", + "pull_request:12623|pull_request:12766", + "pull_request:12623|pull_request:12767", + "pull_request:12623|pull_request:12796", + "pull_request:12623|pull_request:12798", + "pull_request:12623|pull_request:12871", + "pull_request:12623|pull_request:12928", + "pull_request:12623|pull_request:12931", + "pull_request:12623|pull_request:12936", + "pull_request:12623|pull_request:12992", + "pull_request:12623|pull_request:13010", + "pull_request:12623|pull_request:13020", + "pull_request:12623|pull_request:13023", + "pull_request:12623|pull_request:13024", + "pull_request:12623|pull_request:13027", + "pull_request:12654|pull_request:12676", + "pull_request:12654|pull_request:12678", + "pull_request:12654|pull_request:12710", + "pull_request:12654|pull_request:12726", + "pull_request:12654|pull_request:12766", + "pull_request:12654|pull_request:12767", + "pull_request:12654|pull_request:12796", + "pull_request:12654|pull_request:12798", + "pull_request:12654|pull_request:12871", + "pull_request:12654|pull_request:12928", + "pull_request:12654|pull_request:12931", + "pull_request:12654|pull_request:12936", + "pull_request:12654|pull_request:12992", + "pull_request:12654|pull_request:13010", + "pull_request:12654|pull_request:13020", + "pull_request:12654|pull_request:13023", + "pull_request:12654|pull_request:13024", + "pull_request:12654|pull_request:13027", + "pull_request:12676|pull_request:12678", + "pull_request:12676|pull_request:12710", + "pull_request:12676|pull_request:12726", + "pull_request:12676|pull_request:12766", + "pull_request:12676|pull_request:12767", + "pull_request:12676|pull_request:12796", + "pull_request:12676|pull_request:12798", + "pull_request:12676|pull_request:12871", + "pull_request:12676|pull_request:12928", + "pull_request:12676|pull_request:12931", + "pull_request:12676|pull_request:12936", + "pull_request:12676|pull_request:12992", + "pull_request:12676|pull_request:13010", + "pull_request:12676|pull_request:13020", + "pull_request:12676|pull_request:13023", + "pull_request:12676|pull_request:13024", + "pull_request:12676|pull_request:13027", + "pull_request:12622|pull_request:12651", + "pull_request:12651|pull_request:12654", + "pull_request:12651|pull_request:12676", + "pull_request:12651|pull_request:12678", + "pull_request:12651|pull_request:12710", + "pull_request:12651|pull_request:12726", + "pull_request:12651|pull_request:12766", + "pull_request:12651|pull_request:12767", + "pull_request:12651|pull_request:12796", + "pull_request:12651|pull_request:12798", + "pull_request:12651|pull_request:12871", + "pull_request:12651|pull_request:12928", + "pull_request:12651|pull_request:12931", + "pull_request:12651|pull_request:12936", + "pull_request:12651|pull_request:12992", + "pull_request:12651|pull_request:13010", + "pull_request:12651|pull_request:13020", + "pull_request:12651|pull_request:13023" + ], + "prepared_review_unit_hash": "47c4f514b6f62f0081d1c6cccac36d8e93cecf2365c1ee561bb5018f98d99672", + "component_budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 95, + "serialized_chars": 90548, + "estimated_input_tokens": 22637, + "estimated_eval_tokens": 45530 + }, + "budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 72, + "serialized_chars": 74155, + "estimated_input_tokens": 18539, + "estimated_eval_tokens": 37334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of related but separate scheduler maintenance PRs: mostly docstring and type-hint cleanups across different files. They are similar in style and often touch shared copied helpers, but they do not represent one duplicate bug/change. I would not merge any of the soft-edge pairs as duplicates.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 12651 is the best canonical representative: it is one of the broadest cleanup PRs in the set and touches the shared scheduler/helper surface that many later file-specific refactors copy from.", + "best_issue_reason": null, + "best_pr_reason": "PR 12651 is the strongest global representative because it spans multiple scheduler modules and shared helper code, making it the most central example of the refactor pattern in this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12623", + "right": "pull_request:12654", + "accept": false, + "reason": "Different scheduler modules (`amused.py` vs `euler_discrete.py`); same maintenance style, but not the same concrete change." + }, + { + "left": "pull_request:12623", + "right": "pull_request:12676", + "accept": false, + "reason": "Separate file-specific doc/type-hint cleanup in unrelated scheduler code; not one underlying bug/change." + }, + { + "left": "pull_request:12623", + "right": "pull_request:12678", + "accept": false, + "reason": "Different code paths (`amused.py` vs `dpmsolver_sde.py`/`lms_discrete.py`); too broad to treat as duplicates." + }, + { + "left": "pull_request:12623", + "right": "pull_request:12710", + "accept": false, + "reason": "Same refactor theme, but across different scheduler families and copied helpers; not mergeable as one PR." + }, + { + "left": "pull_request:12623", + "right": "pull_request:12726", + "accept": false, + "reason": "Unrelated scheduler file cleanup; no shared concrete bug or code-path fix." + }, + { + "left": "pull_request:12623", + "right": "pull_request:12766", + "accept": false, + "reason": "Different scheduler implementation and different edits; only the docstring/type-hint pattern is shared." + }, + { + "left": "pull_request:12623", + "right": "pull_request:12767", + "accept": false, + "reason": "Separate file-level cleanup in a different scheduler module; not the same change." + }, + { + "left": "pull_request:12623", + "right": "pull_request:12796", + "accept": false, + "reason": "Different target file and refactor scope; no evidence of the same underlying fix." + }, + { + "left": "pull_request:12623", + "right": "pull_request:12798", + "accept": false, + "reason": "Only stylistically similar; the PRs touch different schedulers and code paths." + }, + { + "left": "pull_request:12623", + "right": "pull_request:12871", + "accept": false, + "reason": "Different scheduler families and helper updates; not a single code-path bug or fix." + }, + { + "left": "pull_request:12623", + "right": "pull_request:12928", + "accept": false, + "reason": "`amused.py` vs `consistency_decoder.py`; different modules, so not duplicates." + }, + { + "left": "pull_request:12623", + "right": "pull_request:12931", + "accept": false, + "reason": "Separate scheduler docs/type-hint cleanup in a different file; not the same change." + }, + { + "left": "pull_request:12623", + "right": "pull_request:12936", + "accept": false, + "reason": "Different scheduler file and scope; only the maintenance pattern is shared." + }, + { + "left": "pull_request:12623", + "right": "pull_request:12992", + "accept": false, + "reason": "Despite overlapping scheduler themes, these are broad but distinct file-family cleanups, not one merged PR." + }, + { + "left": "pull_request:12623", + "right": "pull_request:13010", + "accept": false, + "reason": "Different file and different implementation surface; not the same concrete bug/change." + }, + { + "left": "pull_request:12623", + "right": "pull_request:13020", + "accept": false, + "reason": "`amused.py` vs `ddim_inverse.py`; unrelated scheduler cleanup targets." + }, + { + "left": "pull_request:12623", + "right": "pull_request:13023", + "accept": false, + "reason": "Different scheduler modules and no shared concrete fix beyond style cleanup." + }, + { + "left": "pull_request:12623", + "right": "pull_request:13024", + "accept": false, + "reason": "Different file-specific cleanup; not the same underlying change." + }, + { + "left": "pull_request:12623", + "right": "pull_request:13027", + "accept": false, + "reason": "Different scheduler family and code path; too broad to deduplicate." + }, + { + "left": "pull_request:12654", + "right": "pull_request:12676", + "accept": false, + "reason": "Both are doc/type-hint cleanups, but they target different schedulers (`euler_discrete.py` vs `pndm.py`)." + }, + { + "left": "pull_request:12654", + "right": "pull_request:12678", + "accept": false, + "reason": "Different scheduler helper/code paths; not the same bug or change." + }, + { + "left": "pull_request:12654", + "right": "pull_request:12710", + "accept": false, + "reason": "Overlapping style, but distinct multi-file scheduler cleanup PRs; not one concrete fix." + }, + { + "left": "pull_request:12654", + "right": "pull_request:12726", + "accept": false, + "reason": "Different scheduler modules and no shared code-path issue." + }, + { + "left": "pull_request:12654", + "right": "pull_request:12766", + "accept": false, + "reason": "Separate maintenance PR for another scheduler; not duplicate-worthy." + }, + { + "left": "pull_request:12654", + "right": "pull_request:12767", + "accept": false, + "reason": "Different file-specific cleanup target; same theme only." + }, + { + "left": "pull_request:12654", + "right": "pull_request:12796", + "accept": false, + "reason": "Different scheduler family and distinct edits; not the same change." + }, + { + "left": "pull_request:12654", + "right": "pull_request:12798", + "accept": false, + "reason": "Different module and change set; only broadly similar refactoring." + }, + { + "left": "pull_request:12654", + "right": "pull_request:12871", + "accept": false, + "reason": "Touching different scheduler implementations; no single shared bug/change." + }, + { + "left": "pull_request:12654", + "right": "pull_request:12928", + "accept": false, + "reason": "Different files and different scheduler logic; not duplicates." + }, + { + "left": "pull_request:12654", + "right": "pull_request:12931", + "accept": false, + "reason": "`euler_discrete.py` cleanup vs `consistency_models.py` cleanup; unrelated targets." + }, + { + "left": "pull_request:12654", + "right": "pull_request:12936", + "accept": false, + "reason": "Different scheduler module and scope; same style of change, not same change." + }, + { + "left": "pull_request:12654", + "right": "pull_request:12992", + "accept": false, + "reason": "Both are broad scheduler cleanups, but they are separate PRs over different file sets and not one concrete fix." + }, + { + "left": "pull_request:12654", + "right": "pull_request:13010", + "accept": false, + "reason": "Different module and refactor surface; no evidence of same underlying bug/change." + }, + { + "left": "pull_request:12654", + "right": "pull_request:13020", + "accept": false, + "reason": "Separate scheduler files with distinct edits; not duplicate fixes." + }, + { + "left": "pull_request:12654", + "right": "pull_request:13023", + "accept": false, + "reason": "Different scheduler target (`euler_discrete.py` vs `ddim_parallel.py`); not the same change." + }, + { + "left": "pull_request:12654", + "right": "pull_request:13024", + "accept": false, + "reason": "Different scheduler family and code path; only similar doc/type-hint cleanup." + }, + { + "left": "pull_request:12654", + "right": "pull_request:13027", + "accept": false, + "reason": "Separate PRs touching different schedulers and helpers; not one underlying fix." + }, + { + "left": "pull_request:12676", + "right": "pull_request:12678", + "accept": false, + "reason": "`pndm.py` and `lms_discrete.py`/`dpmsolver_sde.py` are different scheduler implementations; not duplicates." + }, + { + "left": "pull_request:12676", + "right": "pull_request:12710", + "accept": false, + "reason": "Different scheduler families and file sets; similar documentation cleanup only." + }, + { + "left": "pull_request:12676", + "right": "pull_request:12726", + "accept": false, + "reason": "Separate file-specific refactors; not the same concrete change." + }, + { + "left": "pull_request:12676", + "right": "pull_request:12766", + "accept": false, + "reason": "Different scheduler module and edits; no same underlying bug/change." + }, + { + "left": "pull_request:12676", + "right": "pull_request:12767", + "accept": false, + "reason": "Different file and scope; just the same cleanup pattern." + }, + { + "left": "pull_request:12676", + "right": "pull_request:12796", + "accept": false, + "reason": "Separate scheduler cleanup PRs; not mergeable as one bugfix." + }, + { + "left": "pull_request:12676", + "right": "pull_request:12798", + "accept": false, + "reason": "Different code paths in different scheduler implementations." + }, + { + "left": "pull_request:12676", + "right": "pull_request:12871", + "accept": false, + "reason": "Different target schedulers and helper changes; not the same change." + }, + { + "left": "pull_request:12676", + "right": "pull_request:12928", + "accept": false, + "reason": "Different modules; no shared concrete fix." + }, + { + "left": "pull_request:12676", + "right": "pull_request:12931", + "accept": false, + "reason": "`pndm.py` cleanup vs `consistency_models.py` cleanup; unrelated." + }, + { + "left": "pull_request:12676", + "right": "pull_request:12936", + "accept": false, + "reason": "Different scheduler file and change scope; same style only." + }, + { + "left": "pull_request:12676", + "right": "pull_request:12992", + "accept": false, + "reason": "Broad scheduler cleanups, but separate file families and distinct PRs." + }, + { + "left": "pull_request:12676", + "right": "pull_request:13010", + "accept": false, + "reason": "Different file-specific cleanup target; not the same underlying bug/change." + }, + { + "left": "pull_request:12676", + "right": "pull_request:13020", + "accept": false, + "reason": "Different scheduler implementations and edits; not duplicates." + }, + { + "left": "pull_request:12676", + "right": "pull_request:13023", + "accept": false, + "reason": "Different schedulers (`pndm.py` vs `ddim_parallel.py`); not one concrete fix." + }, + { + "left": "pull_request:12676", + "right": "pull_request:13024", + "accept": false, + "reason": "Different module and change set; only style similarity." + }, + { + "left": "pull_request:12676", + "right": "pull_request:13027", + "accept": false, + "reason": "Different scheduler family and code path; not the same PR/change." + }, + { + "left": "pull_request:12622", + "right": "pull_request:12651", + "accept": false, + "reason": "Both are scheduler cleanup PRs, but they touch different file groups and are not the same concrete refactor." + }, + { + "left": "pull_request:12651", + "right": "pull_request:12654", + "accept": false, + "reason": "Overlapping scheduler helper surface, but the file sets and edits are distinct enough that these are separate cleanup PRs." + }, + { + "left": "pull_request:12651", + "right": "pull_request:12676", + "accept": false, + "reason": "Different scheduler families and change sets; same documentation/type-hint theme only." + }, + { + "left": "pull_request:12651", + "right": "pull_request:12678", + "accept": false, + "reason": "Different helper/code-path edits in different scheduler modules; not one bug/change." + }, + { + "left": "pull_request:12651", + "right": "pull_request:12710", + "accept": false, + "reason": "Both are broad scheduler cleanups, but not the same underlying change and not safely mergeable into one PR." + }, + { + "left": "pull_request:12651", + "right": "pull_request:12726", + "accept": false, + "reason": "Different scheduler file families; no identical change target." + }, + { + "left": "pull_request:12651", + "right": "pull_request:12766", + "accept": false, + "reason": "Different scheduler modules and distinct cleanup scope." + }, + { + "left": "pull_request:12651", + "right": "pull_request:12767", + "accept": false, + "reason": "Separate file-specific cleanup PRs; not duplicates." + }, + { + "left": "pull_request:12651", + "right": "pull_request:12796", + "accept": false, + "reason": "Different scheduler implementations and distinct doc/type-hint changes." + }, + { + "left": "pull_request:12651", + "right": "pull_request:12798", + "accept": false, + "reason": "Different modules and edit sets; not the same change." + }, + { + "left": "pull_request:12651", + "right": "pull_request:12871", + "accept": false, + "reason": "Different scheduler families and code paths; only similar refactoring style." + }, + { + "left": "pull_request:12651", + "right": "pull_request:12928", + "accept": false, + "reason": "`consistency_decoder.py` vs the broad scheduler cleanup in 12651; different change targets." + }, + { + "left": "pull_request:12651", + "right": "pull_request:12931", + "accept": false, + "reason": "Different file and module; not the same underlying bug/change." + }, + { + "left": "pull_request:12651", + "right": "pull_request:12936", + "accept": false, + "reason": "Different scheduler cleanup target; similar but not duplicate." + }, + { + "left": "pull_request:12651", + "right": "pull_request:12992", + "accept": false, + "reason": "Both are broad scheduler doc/type-hint sweeps, but they touch different file groups and should remain separate." + }, + { + "left": "pull_request:12651", + "right": "pull_request:13010", + "accept": false, + "reason": "Different scheduler file and change scope; not one concrete fix." + }, + { + "left": "pull_request:12651", + "right": "pull_request:13020", + "accept": false, + "reason": "Different scheduler module and edits; not duplicates." + }, + { + "left": "pull_request:12651", + "right": "pull_request:13023", + "accept": false, + "reason": "Different file-specific cleanup target; not the same underlying change." + }, + { + "left": "pull_request:12622", + "right": "pull_request:12651", + "accept": false, + "reason": "Different scheduler cleanup targets; the overlap is stylistic, not a shared code-path bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 84, + "component_count": 266, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12622-22", + "nodes": [ + "pull_request:12622", + "pull_request:12623", + "pull_request:12651", + "pull_request:12654", + "pull_request:12676", + "pull_request:12678", + "pull_request:12710", + "pull_request:12726", + "pull_request:12766", + "pull_request:12767", + "pull_request:12796", + "pull_request:12798", + "pull_request:12871", + "pull_request:12928", + "pull_request:12931", + "pull_request:12936", + "pull_request:12992", + "pull_request:13010", + "pull_request:13020", + "pull_request:13023", + "pull_request:13024", + "pull_request:13027" + ], + "soft_pairs": [ + "pull_request:12651|pull_request:13024", + "pull_request:12651|pull_request:13027", + "pull_request:12622|pull_request:12654", + "pull_request:12622|pull_request:12676", + "pull_request:12622|pull_request:12678", + "pull_request:12622|pull_request:12710", + "pull_request:12622|pull_request:12726", + "pull_request:12622|pull_request:12766", + "pull_request:12622|pull_request:12767", + "pull_request:12622|pull_request:12796", + "pull_request:12622|pull_request:12798", + "pull_request:12622|pull_request:12871", + "pull_request:12622|pull_request:12928", + "pull_request:12622|pull_request:12931", + "pull_request:12622|pull_request:12936", + "pull_request:12622|pull_request:12992", + "pull_request:12622|pull_request:13010", + "pull_request:12622|pull_request:13020", + "pull_request:12622|pull_request:13023", + "pull_request:12622|pull_request:13024", + "pull_request:12622|pull_request:13027", + "pull_request:12623|pull_request:12651", + "pull_request:12622|pull_request:12623" + ], + "prepared_review_unit_hash": "ff2c233d2e1f36047c1a00ae82b2a56187708bf9612723e3506beaa3c0524aa0", + "component_budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 95, + "serialized_chars": 90548, + "estimated_input_tokens": 22637, + "estimated_eval_tokens": 45530 + }, + "budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 23, + "serialized_chars": 55930, + "estimated_input_tokens": 13983, + "estimated_eval_tokens": 28222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly related scheduler docstring/type-hint cleanup PRs, but they target different files and code paths; they are not duplicates of the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 12622 is the best representative because it is an early, broad scheduler cleanup touching several related files and reflects the common pattern in the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 12622 is the strongest cluster representative: broad scope, early in the sequence, and closest to the shared docstring/type-hint cleanup theme across schedulers.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12651", + "right": "pull_request:13024", + "accept": false, + "reason": "Both are scheduler cleanup PRs, but they edit different modules and different concrete helpers; same style of refactor, not the same change." + }, + { + "left": "pull_request:12651", + "right": "pull_request:13027", + "accept": false, + "reason": "Different target files and different modifications; they share a general cleanup theme but not a single underlying bug or change." + }, + { + "left": "pull_request:12622", + "right": "pull_request:12654", + "accept": false, + "reason": "Both are broad docstring/type-hint edits across schedulers, but they are separate file-specific cleanup passes, not one mergeable fix." + }, + { + "left": "pull_request:12622", + "right": "pull_request:12676", + "accept": false, + "reason": "This is the same general documentation cleanup pattern, but it targets different scheduler code and is not the same concrete change." + }, + { + "left": "pull_request:12622", + "right": "pull_request:12678", + "accept": false, + "reason": "Different scheduler modules and different helpers are being updated; not a duplicate code-path fix." + }, + { + "left": "pull_request:12622", + "right": "pull_request:12710", + "accept": false, + "reason": "Overlapping subsystem, but distinct scheduler APIs and file sets; these are separate cleanup PRs." + }, + { + "left": "pull_request:12622", + "right": "pull_request:12726", + "accept": false, + "reason": "Both are doc/type-hint cleanups, but they concern different scheduler implementations and changes." + }, + { + "left": "pull_request:12622", + "right": "pull_request:12766", + "accept": false, + "reason": "The shared scheduler area is too broad; the concrete edits are in different files and functions." + }, + { + "left": "pull_request:12622", + "right": "pull_request:12767", + "accept": false, + "reason": "Separate cleanup to a different scheduler module; same theme, not the same underlying change." + }, + { + "left": "pull_request:12622", + "right": "pull_request:12796", + "accept": false, + "reason": "Different scheduler code paths and file scope; not a duplicate PR." + }, + { + "left": "pull_request:12622", + "right": "pull_request:12798", + "accept": false, + "reason": "These are separate scheduler docstring/type-hint updates, not one same fix." + }, + { + "left": "pull_request:12622", + "right": "pull_request:12871", + "accept": false, + "reason": "The PRs touch different scheduler implementations and update different methods; not the same concrete change." + }, + { + "left": "pull_request:12622", + "right": "pull_request:12928", + "accept": false, + "reason": "Different module and different target edits; same cleanup style only." + }, + { + "left": "pull_request:12622", + "right": "pull_request:12931", + "accept": false, + "reason": "This is a different scheduler file with its own typing/docstring updates, not a duplicate." + }, + { + "left": "pull_request:12622", + "right": "pull_request:12936", + "accept": false, + "reason": "Same broad cleanup wave, but separate code paths and no shared concrete change." + }, + { + "left": "pull_request:12622", + "right": "pull_request:12992", + "accept": false, + "reason": "Both are scheduler cleanup PRs, but they are distinct file groups and not one mergeable fix." + }, + { + "left": "pull_request:12622", + "right": "pull_request:13010", + "accept": false, + "reason": "Different target module and unrelated docstring/type-hint edits; not a duplicate." + }, + { + "left": "pull_request:12622", + "right": "pull_request:13020", + "accept": false, + "reason": "Both touch DDIM-family code, but they update different files and helpers; not the same underlying bug/change." + }, + { + "left": "pull_request:12622", + "right": "pull_request:13023", + "accept": false, + "reason": "Different scheduler implementation and different concrete edits; same refactor theme only." + }, + { + "left": "pull_request:12622", + "right": "pull_request:13024", + "accept": false, + "reason": "These are separate file-specific cleanup PRs in the same subsystem, not the same change." + }, + { + "left": "pull_request:12622", + "right": "pull_request:13027", + "accept": false, + "reason": "Different scheduler files and different API/type-hint updates; not a duplicate." + }, + { + "left": "pull_request:12623", + "right": "pull_request:12651", + "accept": false, + "reason": "Both are docstring/type-hint cleanups, but they affect different scheduler files and functions." + }, + { + "left": "pull_request:12622", + "right": "pull_request:12623", + "accept": false, + "reason": "Same general cleanup campaign, but different scheduler modules and no shared concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 85, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12703-4", + "nodes": [ + "pull_request:12703", + "pull_request:12715", + "pull_request:12828", + "pull_request:13317" + ], + "soft_pairs": [ + "pull_request:12703|pull_request:12715", + "pull_request:12703|pull_request:12828", + "pull_request:12703|pull_request:13317", + "pull_request:12715|pull_request:12828" + ], + "prepared_review_unit_hash": "6292cf709b4e49b8a9fa5a6af77b1e15c7da3ed29b22d5753976c4d97665e1b5", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 12182, + "estimated_input_tokens": 3046, + "estimated_eval_tokens": 6348 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 12182, + "estimated_input_tokens": 3046, + "estimated_eval_tokens": 6348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four distinct pull requests: one adds Z-Image support, one is a Z-Image follow-up bugfix/test PR, and the other two add unrelated model families (LongCat-Image and NucleusMoE-Image). None should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 12703 is the broadest and most central artifact here: it introduces the Z-Image series support and adds the core files and exports. It is the best representative of the only feature area that has a follow-up PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 12703 is the best single representative because it is the foundational Z-Image implementation, while 12715 is a later bugfix/test follow-up and 12828/13317 are separate model additions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12703", + "right": "pull_request:12715", + "accept": false, + "reason": "Related to the same Z-Image codebase, but not the same change: 12703 adds support, while 12715 fixes dtype/mask handling and tests. This is a follow-up bugfix PR, not a duplicate." + }, + { + "left": "pull_request:12703", + "right": "pull_request:12828", + "accept": false, + "reason": "Different underlying feature and model family: Z-Image versus LongCat-Image. Shared scaffolding files do not make them the same change." + }, + { + "left": "pull_request:12703", + "right": "pull_request:13317", + "accept": false, + "reason": "Different underlying feature and model family: Z-Image versus NucleusMoE-Image. They are not the same bug or change." + }, + { + "left": "pull_request:12715", + "right": "pull_request:12828", + "accept": false, + "reason": "Different model families and different code paths; 12715 is a Z-Image fix/test PR, while 12828 adds LongCat-Image support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 86, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12724-10", + "nodes": [ + "pull_request:12724", + "pull_request:13031", + "pull_request:13044", + "pull_request:13083", + "pull_request:13085", + "pull_request:13122", + "pull_request:13127", + "pull_request:13130", + "pull_request:13160", + "pull_request:13198" + ], + "soft_pairs": [ + "pull_request:12724|pull_request:13031", + "pull_request:12724|pull_request:13044", + "pull_request:12724|pull_request:13083", + "pull_request:12724|pull_request:13085", + "pull_request:12724|pull_request:13122", + "pull_request:13044|pull_request:13083", + "pull_request:13044|pull_request:13085", + "pull_request:13044|pull_request:13122", + "pull_request:13044|pull_request:13127", + "pull_request:13044|pull_request:13130", + "pull_request:13083|pull_request:13085", + "pull_request:13083|pull_request:13122", + "pull_request:13083|pull_request:13127", + "pull_request:13083|pull_request:13130", + "pull_request:13085|pull_request:13122", + "pull_request:13085|pull_request:13127", + "pull_request:13085|pull_request:13130", + "pull_request:13122|pull_request:13127", + "pull_request:13122|pull_request:13130", + "pull_request:13127|pull_request:13130", + "pull_request:13044|pull_request:13160", + "pull_request:13083|pull_request:13160", + "pull_request:13085|pull_request:13160", + "pull_request:13122|pull_request:13160", + "pull_request:13127|pull_request:13160", + "pull_request:13044|pull_request:13198", + "pull_request:13083|pull_request:13198", + "pull_request:13085|pull_request:13198", + "pull_request:13122|pull_request:13198", + "pull_request:13127|pull_request:13198" + ], + "prepared_review_unit_hash": "e4445c6b6a408665a05bdb1bbca8ae0198fdfbe31bd2a1ecb43877bae5d1db89", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 30, + "serialized_chars": 33362, + "estimated_input_tokens": 8341, + "estimated_eval_tokens": 16938 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 30, + "serialized_chars": 33362, + "estimated_input_tokens": 8341, + "estimated_eval_tokens": 16938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of unrelated scheduler PRs that mostly share broad docs/typing cleanup patterns, not the same underlying change. No duplicate issue is present; the most central PR is a broad scheduler-docstring cleanup, but it is still distinct from the others.", + "confidence": 0.64, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:13083 is the broadest and most central scheduler-docstring cleanup in the set, touching several of the recurring DPMSolver-family files.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:13083 is the best representative of the cluster\u2019s theme because it spans multiple scheduler docstring edits, but it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12724", + "right": "pull_request:13031", + "accept": false, + "reason": "Different targets: paper-link docs update across schedulers vs Flax deprecation warnings." + }, + { + "left": "pull_request:12724", + "right": "pull_request:13044", + "accept": false, + "reason": "Different scheduler files and different doc edits; only broad docs similarity." + }, + { + "left": "pull_request:12724", + "right": "pull_request:13083", + "accept": false, + "reason": "Both are scheduler docs PRs, but they change different files and different text." + }, + { + "left": "pull_request:12724", + "right": "pull_request:13085", + "accept": false, + "reason": "Docs link update vs code/typing changes in DPMSolver-SDE; not the same change." + }, + { + "left": "pull_request:12724", + "right": "pull_request:13122", + "accept": false, + "reason": "Different files and different doc content; no shared underlying bug/change." + }, + { + "left": "pull_request:13044", + "right": "pull_request:13083", + "accept": false, + "reason": "Both are docs-only scheduler PRs, but they edit different files and unrelated docstrings." + }, + { + "left": "pull_request:13044", + "right": "pull_request:13085", + "accept": false, + "reason": "One is docs cleanup; the other changes DPMSolver-SDE typing/runtime code." + }, + { + "left": "pull_request:13044", + "right": "pull_request:13122", + "accept": false, + "reason": "Different scheduler modules and different docstring updates." + }, + { + "left": "pull_request:13044", + "right": "pull_request:13127", + "accept": false, + "reason": "Different files and different docstring/typing changes; not mergeable as one PR." + }, + { + "left": "pull_request:13044", + "right": "pull_request:13130", + "accept": false, + "reason": "Different scheduler classes and distinct docstring edits." + }, + { + "left": "pull_request:13044", + "right": "pull_request:13160", + "accept": false, + "reason": "Different files; one updates a paper link, the other revises FlowMatchLCM docs/types." + }, + { + "left": "pull_request:13044", + "right": "pull_request:13198", + "accept": false, + "reason": "Different scheduler modules and unrelated docstring changes." + }, + { + "left": "pull_request:13083", + "right": "pull_request:13085", + "accept": false, + "reason": "Docstring cleanup in multiple schedulers vs DPMSolver-SDE typing/runtime edits." + }, + { + "left": "pull_request:13083", + "right": "pull_request:13122", + "accept": false, + "reason": "Overlap is only broad scheduler docs; these are separate files and separate edits." + }, + { + "left": "pull_request:13083", + "right": "pull_request:13127", + "accept": false, + "reason": "Different scheduler families and different docstring/type changes." + }, + { + "left": "pull_request:13083", + "right": "pull_request:13130", + "accept": false, + "reason": "Different files and different docstring adjustments; not the same underlying change." + }, + { + "left": "pull_request:13083", + "right": "pull_request:13160", + "accept": false, + "reason": "Different scheduler implementations and unrelated documentation changes." + }, + { + "left": "pull_request:13083", + "right": "pull_request:13198", + "accept": false, + "reason": "Distinct scheduler files with different docstring updates." + }, + { + "left": "pull_request:13085", + "right": "pull_request:13122", + "accept": false, + "reason": "Different code paths: DPMSolver-SDE typing changes vs EDM DPMSolver docs cleanup." + }, + { + "left": "pull_request:13085", + "right": "pull_request:13127", + "accept": false, + "reason": "Different scheduler implementations and different edit types." + }, + { + "left": "pull_request:13085", + "right": "pull_request:13130", + "accept": false, + "reason": "DPMSolver-SDE code/typing change is unrelated to FlowMatch-Heun docs edits." + }, + { + "left": "pull_request:13085", + "right": "pull_request:13160", + "accept": false, + "reason": "Different scheduler families and no shared concrete bug/change." + }, + { + "left": "pull_request:13085", + "right": "pull_request:13198", + "accept": false, + "reason": "Different modules and different change types; not duplicates." + }, + { + "left": "pull_request:13122", + "right": "pull_request:13127", + "accept": false, + "reason": "Shared docs theme only; these touch different schedulers and different text." + }, + { + "left": "pull_request:13122", + "right": "pull_request:13130", + "accept": false, + "reason": "Different scheduler classes and unrelated docstring changes." + }, + { + "left": "pull_request:13122", + "right": "pull_request:13160", + "accept": false, + "reason": "EDM DPMSolver docs vs FlowMatchLCM docs/types; different underlying changes." + }, + { + "left": "pull_request:13122", + "right": "pull_request:13198", + "accept": false, + "reason": "Different scheduler files and separate docstring edits." + }, + { + "left": "pull_request:13127", + "right": "pull_request:13130", + "accept": false, + "reason": "Different scheduler implementations and different APIs/types." + }, + { + "left": "pull_request:13127", + "right": "pull_request:13160", + "accept": false, + "reason": "Different files and different docstring/type updates; no common fix." + }, + { + "left": "pull_request:13127", + "right": "pull_request:13198", + "accept": false, + "reason": "Different schedulers and unrelated docstring changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 87, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12725-2", + "nodes": [ + "pull_request:12725", + "pull_request:12808" + ], + "soft_pairs": [ + "pull_request:12725|pull_request:12808" + ], + "prepared_review_unit_hash": "4eda8d772220ba783cdf39a77a87999fd74c136ebc0d293ecae918ccafb034c6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4853, + "estimated_input_tokens": 1214, + "estimated_eval_tokens": 2684 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4853, + "estimated_input_tokens": 1214, + "estimated_eval_tokens": 2684 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both z-image-related PRs, but they address different changes: one is a RoPE implementation refactor inside the transformer, the other is the modular z-image pipeline addition and package exports. They should not be clustered as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #12808 is the stronger canonical PR because it is the merged, broader z-image feature integration and includes the actual module/package wiring; #12725 is an earlier, narrower transformer refactor that did not merge.", + "best_issue_reason": null, + "best_pr_reason": "PR #12808 is the best representative of the cluster because it is merged, more complete, and central to the z-image modular pipeline work. PR #12725 is a separate internal refactor and is not the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12725", + "right": "pull_request:12808", + "accept": false, + "reason": "Both mention z-image, but the diffs target different code paths and purposes: #12725 changes RoPE application in the transformer, while #12808 adds modular pipeline plumbing and exports. They are not the same underlying fix/change and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 88, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12743-2", + "nodes": [ + "pull_request:12743", + "pull_request:12770" + ], + "soft_pairs": [ + "pull_request:12743|pull_request:12770" + ], + "prepared_review_unit_hash": "d327fcf1439e5ce8ada4e0924da24c4fe3ec4c6da9996c01fbc532d289eb6ea1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4345, + "estimated_input_tokens": 1087, + "estimated_eval_tokens": 2430 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4345, + "estimated_input_tokens": 1087, + "estimated_eval_tokens": 2430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs touch the same file but fix different empty-tensor edge cases in different code paths: PR 12743 guards image padding position-id creation, while PR 12770 adjusts caption padding mask handling for TPU/XLA repeat behavior. They are related but not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 12770 is the stronger canonical PR because it is merged, has a clear concrete bug fix, and the diff directly addresses the empty-dimension/XLA repeat failure path.", + "best_issue_reason": null, + "best_pr_reason": "PR 12770 is the best representative because it is merged and fixes the more explicit compatibility bug; PR 12743 appears to be a separate unmerged padding fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12743", + "right": "pull_request:12770", + "accept": false, + "reason": "Different underlying bugs: 12743 changes image padding position IDs when image_padding_len > 0, while 12770 changes caption pad-mask handling for empty dimensions / TPU repeat compatibility. Same file and theme, but not the same concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 89, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12762-2", + "nodes": [ + "pull_request:12762", + "pull_request:13103" + ], + "soft_pairs": [ + "pull_request:12762|pull_request:13103" + ], + "prepared_review_unit_hash": "4e485bc26adeeb6e9a48b02ccfc6f7e23f2e4488c4695a8b6995e0171bc5a8a1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3202, + "estimated_input_tokens": 801, + "estimated_eval_tokens": 1858 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3202, + "estimated_input_tokens": 801, + "estimated_eval_tokens": 1858 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same bug in `from_pipe()` where a new pipeline was being forced to `float32` instead of preserving the source pipeline\u2019s dtype. They touch the same file, target the same issue, and the second PR is a clearer direct implementation of the same fix.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 13103 is the cleaner canonical PR: it directly sets the default to `pipeline.dtype` and clearly states the intended behavior, while PR 12762 uses `None` as an intermediate mechanism to achieve the same outcome.", + "best_issue_reason": null, + "best_pr_reason": "PR 13103 is the best representative because it most explicitly and directly fixes the dtype-preservation behavior in `from_pipe()` with minimal ambiguity.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12762", + "right": "pull_request:13103", + "accept": true, + "reason": "Same concrete bug in `from_pipe()` defaulting to float32; both PRs aim to preserve the source pipeline dtype and could be merged into one fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target the same issue, touch the same file, and each changes the `from_pipe()` default away from `torch.float32` to preserve the source pipeline dtype. The soft-edge verdict is conservative enough, since the two diffs look like alternative implementations of the same bugfix and appear mergeable into one PR." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 90, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12784-5", + "nodes": [ + "pull_request:12784", + "pull_request:13520", + "pull_request:13522", + "pull_request:13524", + "pull_request:13528" + ], + "soft_pairs": [ + "pull_request:12784|pull_request:13520", + "pull_request:13520|pull_request:13522", + "pull_request:13520|pull_request:13524", + "pull_request:13524|pull_request:13528" + ], + "prepared_review_unit_hash": "4336a87c9508e5e13bd5daf147961446f64fc8c6254df0649b5aa147ac4f6326", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 9725, + "estimated_input_tokens": 2432, + "estimated_eval_tokens": 5120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 9725, + "estimated_input_tokens": 2432, + "estimated_eval_tokens": 5120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated example-script fixes. Two PRs in the same Flux2 Dreambooth script point at the same AttributeError theme but propose conflicting arg names, so they are not duplicates; the diffusion_dpo, onnxruntime, and textual_inversion changes are separate bugs in different code paths.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the items address different scripts and different bugs, and the Flux2 pair is conflicting rather than a mergeable duplicate.", + "best_issue_reason": null, + "best_pr_reason": "No strong global best PR for deduplication; 12784 and 13520 are the closest in wording but their fixes conflict, while the others are unrelated.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12784", + "right": "pull_request:13520", + "accept": false, + "reason": "Same file and similar title, but they change opposite sides of the argument-name mismatch (`validation_image_path` vs `validation_image`). They are not the same mergeable change." + }, + { + "left": "pull_request:13520", + "right": "pull_request:13522", + "accept": false, + "reason": "Different example scripts and different bugs: one fixes a validation-image attribute error, the other fixes `beta_dpo` usage in the IPO loss calculation." + }, + { + "left": "pull_request:13520", + "right": "pull_request:13524", + "accept": false, + "reason": "Unrelated code paths in different scripts; one is Flux2 Dreambooth validation, the other is onnxruntime logging/argument handling." + }, + { + "left": "pull_request:13524", + "right": "pull_request:13528", + "accept": false, + "reason": "Different scripts and different fixes: one changes logger/reporting checks, the other adds a missing `--report_to` argument to textual inversion bf16." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 91, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12788-3", + "nodes": [ + "pull_request:12788", + "pull_request:13239", + "pull_request:13240" + ], + "soft_pairs": [ + "pull_request:13239|pull_request:13240", + "pull_request:12788|pull_request:13239", + "pull_request:12788|pull_request:13240" + ], + "prepared_review_unit_hash": "e7e26e42da3248c3e4506b502e042b7a299e747e2e0687348b74e20b2b669b41", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7373, + "estimated_input_tokens": 1844, + "estimated_eval_tokens": 3944 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7373, + "estimated_input_tokens": 1844, + "estimated_eval_tokens": 3944 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "#13239 and #13240 are near-identical fixes for the same DPMSolverMultistep timestep-duplication bug. #12788 is related to the same scheduler and issue target, but the evidence only supports loose similarity; it is not strong enough to treat it as the same concrete fix or fold it into the same PR cluster.", + "confidence": 0.66, + "canonical_issue_reason": null, + "canonical_pr_reason": "#13240 is the cleanest representative of the near-identical pair: it cleanly targets the timestep rounding/duplication logic in the shared scheduler code with the most focused patch.", + "best_issue_reason": null, + "best_pr_reason": "#13240 is the best overall representative because it is the most focused and clearly scoped version of the shared fix, while #13239 is effectively a close variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13239", + "right": "pull_request:13240", + "accept": true, + "reason": "Same file, same issue target, and effectively the same timestep-rounding fix for the same scheduler code path; these look like near-identical variants of one change." + }, + { + "left": "pull_request:12788", + "right": "pull_request:13239", + "accept": false, + "reason": "They share the issue target and file, but the evidence is only soft similarity and the patch in #12788 is broader/different enough that it is not clearly the same concrete fix." + }, + { + "left": "pull_request:12788", + "right": "pull_request:13240", + "accept": false, + "reason": "Shared scheduler context and issue target are not enough here; #12788 does not look confidently mergeable as the same underlying bugfix as #13240." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates the evidence for PR #12788: the packet only shows shared issue/file and generic soft similarity with #13239/#13240, while the pairwise signals are explicitly non-deterministic for those comparisons. It is safe to group #13239 and #13240 as near-identical fixes, but not to claim all three PRs are the same underlying bugfix or that #12788 could clearly be folded into the same PR. The soft-edge verdicts for #12788 should be more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 92, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12865-2", + "nodes": [ + "pull_request:12865", + "pull_request:12866" + ], + "soft_pairs": [ + "pull_request:12865|pull_request:12866" + ], + "prepared_review_unit_hash": "b496d937306ebfff8984152463b574284139ddca08f2332bf56971366458d75a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5259, + "estimated_input_tokens": 1315, + "estimated_eval_tokens": 2886 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5259, + "estimated_input_tokens": 1315, + "estimated_eval_tokens": 2886 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related workflow-maintenance PRs, but they are not duplicates: one is a broad Node 24 compatibility upgrade across many GitHub Actions, while the other is a smaller follow-up that bumps a few specific actions to newer major versions.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #12865 is the broader, more central workflow-actions compatibility upgrade and covers the main Node 24 migration across many workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR #12865 is the best representative of the cluster because it addresses the larger underlying maintenance change; #12866 is narrower and partially overlapping.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12865", + "right": "pull_request:12866", + "accept": false, + "reason": "They overlap in workflow files, but the concrete changes differ: #12865 upgrades many actions for Node 24 compatibility, while #12866 separately bumps Docker and typos actions to newer versions. They are related maintenance PRs, not the same fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 93, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12869-2", + "nodes": [ + "pull_request:12869", + "pull_request:12870" + ], + "soft_pairs": [ + "pull_request:12869|pull_request:12870" + ], + "prepared_review_unit_hash": "2908506d9b3ba1841d1fe9c1f6e0a79572bdf45683c4c950dccbeb15eec6209c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5650, + "estimated_input_tokens": 1413, + "estimated_eval_tokens": 3082 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5650, + "estimated_input_tokens": 1413, + "estimated_eval_tokens": 3082 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about the same QwenImage split-attention work. PR #12870 is the cleaner, focused implementation; PR #12869 is a draft and includes broader docs/benchmarking plus related pipeline edits.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #12870 is the best canonical PR because it is the more focused code change: it updates attention backend dispatch and the QwenImage transformer/pipeline support without the extra draft/docs churn seen in #12869.", + "best_issue_reason": null, + "best_pr_reason": "PR #12870 is the best representative of the cluster since it targets the core backend implementation directly and is less noisy than #12869, which mixes in documentation and performance notes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12869", + "right": "pull_request:12870", + "accept": true, + "reason": "Strong title and filename overlap around QwenImage split attention backends, including shared core files. #12869 looks like the broader draft/documentation-heavy version of the same feature work that #12870 continues in a more focused form." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 94, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12876-2", + "nodes": [ + "pull_request:12876", + "pull_request:13257" + ], + "soft_pairs": [ + "pull_request:12876|pull_request:13257" + ], + "prepared_review_unit_hash": "732acf7eda77575adc423dfb983dcbc51e4960182d74964f4d70aa983519f7ad", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3303, + "estimated_input_tokens": 826, + "estimated_eval_tokens": 1908 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3303, + "estimated_input_tokens": 826, + "estimated_eval_tokens": 1908 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are both small additions to `AUTO_TEXT2IMAGE_PIPELINES_MAPPING`, but they add different pipeline registrations (`OvisImagePipeline` vs `PRXPipeline`). They touch the same file and pattern, yet they fix distinct missing entries and are not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each PR registers a different pipeline class in `auto_pipeline.py`, so they are separate changes rather than duplicates.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other; if forced to pick a representative, PR 12876 is the earlier, simpler mapping addition, but it does not subsume PR 13257.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12876", + "right": "pull_request:13257", + "accept": false, + "reason": "Same subsystem and same file, but different concrete mappings/classes. They do not fix the same code-path problem and would not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 95, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-12978-2", + "nodes": [ + "pull_request:12978", + "pull_request:13051" + ], + "soft_pairs": [ + "pull_request:12978|pull_request:13051" + ], + "prepared_review_unit_hash": "3dd7d0b3eb1d18264d32db8dbfab12c45cf048b9bf6799270bdaaac5ad7d696a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two Mellon-related PRs overlap on one utility file, but they are not the same change: one is a narrow schema tweak, the other is a broader docs/integration update.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 13051 is the better canonical PR because it is the more complete Mellon's work item, spanning code plus docs and related pipeline changes, while 12978 is a smaller utility-only tweak.", + "best_issue_reason": null, + "best_pr_reason": "PR 13051 is the strongest representative of the cluster\u2019s theme: it covers the broader Mellon's feature/doc integration and is more suitable as the primary reference than the narrowly scoped 12978.", + "soft_edge_verdicts": [ + { + "left": "pull_request:12978", + "right": "pull_request:13051", + "accept": false, + "reason": "Shared filename alone is not enough: 12978 only adds a new optional field and excludes it from serialization, while 13051 is a broader Mellon's docs/integration PR touching multiple files. They do not look like the same concrete bug fix or a single mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 96, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13048-2", + "nodes": [ + "pull_request:13048", + "pull_request:13405" + ], + "soft_pairs": [ + "pull_request:13048|pull_request:13405" + ], + "prepared_review_unit_hash": "b96bc58301700ea3d2505150ef1b581650b13e626919aae44916d77c30fd9ed5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4421, + "estimated_input_tokens": 1106, + "estimated_eval_tokens": 2468 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4421, + "estimated_input_tokens": 1106, + "estimated_eval_tokens": 2468 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both torchao-related cleanups, but they target different changes: #13048 removes autoquant docs/references, while #13405 removes AffineQuantizedTensor-specific repr handling and updates tests. The shared file is not enough to treat them as the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue is present; as a canonical PR, #13405 is the more code-path-focused change because it alters torchao quantizer behavior and tests, whereas #13048 is primarily documentation/cleanup.", + "best_issue_reason": null, + "best_pr_reason": "#13405 is the best representative PR for the cluster because it makes the substantive quantizer implementation change, while #13048 is a separate docs-focused cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13048", + "right": "pull_request:13405", + "accept": false, + "reason": "Different underlying changes: autoquant doc/reference removal versus AffineQuantizedTensor repr cleanup in the quantizer. They do not fix the same concrete bug and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 97, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13094-2", + "nodes": [ + "pull_request:13094", + "pull_request:13183" + ], + "soft_pairs": [ + "pull_request:13094|pull_request:13183" + ], + "prepared_review_unit_hash": "f750981785ddaed591804927101ea6d2d226a08954383712796a8a3adeadcdaf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3680, + "estimated_input_tokens": 920, + "estimated_eval_tokens": 2096 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3680, + "estimated_input_tokens": 920, + "estimated_eval_tokens": 2096 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs make the same fix in `ZImagePipeline`: change `do_classifier_free_guidance` from `> 1` to `> 0` in `src/diffusers/pipelines/z_image/pipeline_z_image.py`. They appear to be duplicate implementations of the same concrete bug fix, with #13183 being the merged version.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #13183 is the best canonical PR because it is the merged, closed implementation of the exact same code change and has slightly richer completion signals (review/inbound reference).", + "best_issue_reason": null, + "best_pr_reason": "PR #13183 is the best representative PR for this fix because it is already merged and directly resolves the threshold bug in the affected code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13094", + "right": "pull_request:13183", + "accept": true, + "reason": "Same file, same function, same one-line threshold change, and both target the same underlying Z-Image guidance bug; they are effectively duplicate PRs for the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 98, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13102-3", + "nodes": [ + "pull_request:13102", + "pull_request:13128", + "pull_request:13136" + ], + "soft_pairs": [ + "pull_request:13102|pull_request:13136", + "pull_request:13128|pull_request:13136", + "pull_request:13102|pull_request:13128" + ], + "prepared_review_unit_hash": "7919ac1ae48cfb484de2f67f51ea0f1c935933980b77774d0043ddefad67c22c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7360, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7360, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster centers on ZImageControlNet.from_transformer, but only 13102 and 13128 are true duplicate fixes for the weight-sharing bug; 13136 takes a different freezing-based approach.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "13128 is the strongest representative: it replaces shared module assignment with a state_dict-based reconstruction and adds tests, making it the most complete fix for the weight-sharing bug.", + "best_issue_reason": null, + "best_pr_reason": "13128 is the best PR to represent the cluster because it addresses the same bug as the other duplicate fix, but with a more robust implementation and test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13102", + "right": "pull_request:13128", + "accept": true, + "reason": "Same underlying bug in from_transformer: both aim to stop controlnet/transformer weight sharing. 13128 is just a more complete implementation of that fix." + }, + { + "left": "pull_request:13102", + "right": "pull_request:13136", + "accept": false, + "reason": "13102 removes shared references, while 13136 intentionally keeps sharing and freezes modules instead. Different concrete change and not the same fix." + }, + { + "left": "pull_request:13128", + "right": "pull_request:13136", + "accept": false, + "reason": "13128 reconstructs modules to avoid sharing; 13136 keeps shared modules and adds freezing logic. These are different remedies for the same area, not the same change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: all three PRs target the same file and issue, and the distinction between 13102/13128 (two ways to eliminate weight sharing) versus 13136 (intentional sharing plus freezing) is conservative. The soft-edge decisions are supported by the diffs and titles, and the representative PR choice for 13128 is justified by the added state_dict-based reconstruction and tests." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 99, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13108-2", + "nodes": [ + "pull_request:13108", + "pull_request:13125" + ], + "soft_pairs": [ + "pull_request:13108|pull_request:13125" + ], + "prepared_review_unit_hash": "b462529f9a7f18530752d5788489633245cffc4a4fa7243a7e2e5da8493f05b2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4296, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4296, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related PRs fix an incorrect prev_timestep calculation in scheduler step logic, but they target different scheduler implementations and are not the same concrete change.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #13108 is the cleaner canonical PR: it has an explicit issue target, a narrowly scoped one-file fix, and directly addresses the bug in DDIMScheduler.step().", + "best_issue_reason": null, + "best_pr_reason": "PR #13108 is the best representative of the cluster because it is the most specific fix and has the strongest linkage to a tracked issue; #13125 is a separate scheduler-port of the same pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13108", + "right": "pull_request:13125", + "accept": false, + "reason": "They share the same bug pattern, but they change different scheduler code paths (DDIM vs CogVideoX/DPM CogVideoX) and would not plausibly be merged into one PR without broadening scope." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 100, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13109-2", + "nodes": [ + "pull_request:13109", + "pull_request:13517" + ], + "soft_pairs": [ + "pull_request:13109|pull_request:13517" + ], + "prepared_review_unit_hash": "c587fd507c56a5ac432a7b5567a2a86c56d1e06e61c6b71943bdac03275a816d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4301, + "estimated_input_tokens": 1076, + "estimated_eval_tokens": 2408 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4301, + "estimated_input_tokens": 1076, + "estimated_eval_tokens": 2408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch Sana guidance handling, but they address different failure points and are not safe duplicates: one defaults missing guidance inside the embedding module, while the other fixes forward-path dispatch and explicit validation when `guidance_embeds=True`.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #13517 is the better canonical PR: it targets the model\u2019s actual forward dispatch bug for `guidance_embeds=True` and handles the non-guidance pipeline mismatch explicitly, rather than only papering over missing guidance inside one helper.", + "best_issue_reason": null, + "best_pr_reason": "PR #13517 is the best fit because it addresses the concrete code-path problem in `SanaTransformer2DModel.forward` and is the more complete, safer fix for the crash scenario.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13109", + "right": "pull_request:13517", + "accept": false, + "reason": "Related theme, but not the same change: #13109 makes `SanaCombinedTimestepGuidanceEmbeddings` tolerate missing guidance by defaulting to ones, while #13517 changes the transformer forward routing and raises when `guidance_embeds=True` without guidance. They fix different layers and could conflict in behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 101, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13110-2", + "nodes": [ + "pull_request:13110", + "pull_request:13516" + ], + "soft_pairs": [ + "pull_request:13110|pull_request:13516" + ], + "prepared_review_unit_hash": "e91fa0e881a0fd250df3d84cf74084f0c5dacf378046e87d60e460859553a71f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4179, + "estimated_input_tokens": 1045, + "estimated_eval_tokens": 2346 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4179, + "estimated_input_tokens": 1045, + "estimated_eval_tokens": 2346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests implement the same fix for AuraFlow\u2019s positional-embedding bounds bug: they add a guard that rejects latent sizes larger than the pretrained grid to prevent out-of-range indexing / CUDA asserts. They should be treated as duplicates, with one canonical PR.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 13516 is the stronger canonical choice because it contains the same bounds check plus a fuller explanation of the crash mode and failure context for oversized latents.", + "best_issue_reason": null, + "best_pr_reason": "PR 13516 best represents the cluster because it targets the same concrete code path, explains the CUDA/device-side-assert failure, and adds the protective validation needed to fix it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13110", + "right": "pull_request:13516", + "accept": true, + "reason": "Same file, same issue target, and same underlying fix: reject latents larger than the positional embedding grid before centered indexing can go out of range. These are duplicate PRs for the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 102, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13118-3", + "nodes": [ + "pull_request:13118", + "pull_request:13188", + "pull_request:13189" + ], + "soft_pairs": [ + "pull_request:13118|pull_request:13188", + "pull_request:13118|pull_request:13189", + "pull_request:13188|pull_request:13189" + ], + "prepared_review_unit_hash": "013514ac4172069ffb140e210b516b97a30bdb8e979ffcb260dc7578dface92c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7235, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7235, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all about Kohya LoRA loading in the same conversion code, but they split into two concrete fixes: a lora_te1_ prefix handling fix and a Flux.2/Musubi tuner conversion fix. Only the Flux.2-focused pair looks like the same underlying change; the TE-prefix PR is a related but separate bugfix.", + "confidence": 0.74, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #13118 is the broadest umbrella for the shared Flux/Kohya loader work and explicitly covers both the TE-prefix and Flux.2 dev cases, so it best represents the cluster theme.", + "best_issue_reason": null, + "best_pr_reason": "PR #13118 is the best single representative because it spans both concrete loader fixes in the same code path, while the other two PRs are narrower slices of that work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13118", + "right": "pull_request:13188", + "accept": false, + "reason": "Related area, but not the same underlying change: #13118 bundles Flux.2 conversion changes as well, while #13188 is specifically the lora_te1_ prefix fix." + }, + { + "left": "pull_request:13118", + "right": "pull_request:13189", + "accept": true, + "reason": "Both target the Flux.2/Kohya loader conversion path and the diff suggests the same code-path fix around Flux.2 support; they look like overlapping implementations of the same concrete change." + }, + { + "left": "pull_request:13188", + "right": "pull_request:13189", + "accept": false, + "reason": "They address different bugs: one is TE-prefix recognition, the other is Flux.2/Musubi tuner loading. Same subsystem, but not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 103, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13182-2", + "nodes": [ + "pull_request:13182", + "pull_request:13457" + ], + "soft_pairs": [ + "pull_request:13182|pull_request:13457" + ], + "prepared_review_unit_hash": "675c6c3b2dde9c57eeb917a722a6fee9587b7741f0808947607caff6e750461a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4458, + "estimated_input_tokens": 1115, + "estimated_eval_tokens": 2486 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4458, + "estimated_input_tokens": 1115, + "estimated_eval_tokens": 2486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one PR fixes attention-backend LSE broadcasting for flash/flash-3 ring CP, while the other fixes Flux PyTorch/XLA TPU inference timesteps and step marking. Different code paths, backends, and failure modes.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 13182 is the stronger canonical PR because it is merged and fixes a concrete backend bug in `src/diffusers/models/attention_dispatch.py` with a targeted broadcast-handling change.", + "best_issue_reason": null, + "best_pr_reason": "PR 13182 is the best representative of the cluster: it is merged, more directly about a specific bug fix, and its diff is tightly scoped to the failing attention backend behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13182", + "right": "pull_request:13457", + "accept": false, + "reason": "Different underlying problems: 13182 adjusts LSE dimensionality in attention dispatch for flash/flash-3 ring CP, while 13457 changes Flux XLA inference behavior to keep timesteps on XLA and restore `xm.mark_step()`. They do not appear mergeable into one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 104, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13213-3", + "nodes": [ + "pull_request:13213", + "pull_request:13214", + "pull_request:13222" + ], + "soft_pairs": [ + "pull_request:13213|pull_request:13214", + "pull_request:13213|pull_request:13222", + "pull_request:13214|pull_request:13222" + ], + "prepared_review_unit_hash": "7ab3f441fe6c9886af7b2d403b7eb53cf4f368b9668324b9402a417dc84e3c83", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6369, + "estimated_input_tokens": 1593, + "estimated_eval_tokens": 3442 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6369, + "estimated_input_tokens": 1593, + "estimated_eval_tokens": 3442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate Helios pull requests: a documentation paper-link fix, a code-path float conversion fix, and a broader docs optimization update. They are related by topic but do not look like the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 13222 is the broadest Helios docs change and shares the main pipeline documentation file with 13213, so it is the best single representative of the cluster. It still does not subsume the code fix in 13214.", + "best_issue_reason": null, + "best_pr_reason": "PR 13222 is the best representative artifact here because it is the largest and most central documentation update, but it should not be treated as a duplicate of the other two PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13213", + "right": "pull_request:13214", + "accept": false, + "reason": "Different changes: docs paper-link cleanup vs. a float-casting fix in optimized_scale. They touch different files and different code paths." + }, + { + "left": "pull_request:13213", + "right": "pull_request:13222", + "accept": false, + "reason": "Both are Helios docs changes, but one fixes a paper link while the other changes memory-usage guidance and example code. Not the same underlying change." + }, + { + "left": "pull_request:13214", + "right": "pull_request:13222", + "accept": false, + "reason": "One is a code fix in the pipeline implementation; the other is documentation optimization guidance. Shared subsystem alone is not enough to merge them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 105, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13230-2", + "nodes": [ + "pull_request:13230", + "pull_request:13233" + ], + "soft_pairs": [ + "pull_request:13230|pull_request:13233" + ], + "prepared_review_unit_hash": "73ca127fa26cad86f61cd7cad333160d94c497a7903f01c564c02fe7fb47e9be", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 2480, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 2480, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs add `permissions: contents: read` to different CI workflows to satisfy workflow-permissions scanning, but they are separate workflow files and not the same concrete change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #13233 is the cleaner representative: it targets the main PR test workflow directly and uses a broader, more general title for the permissions fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #13233 best captures the underlying pattern of adding workflow permissions to PR tests, whereas #13230 is a narrower GPU-workflow-specific variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13230", + "right": "pull_request:13233", + "accept": false, + "reason": "Same class of workflow-permissions fix, but applied to different workflow files with different scopes; they are not the same underlying change and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 106, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13246-2", + "nodes": [ + "pull_request:13246", + "pull_request:13512" + ], + "soft_pairs": [ + "pull_request:13246|pull_request:13512" + ], + "prepared_review_unit_hash": "2076e6f2a419f6e2e56946e9cb015062e3f298d9e8975317d464c3f27395a67d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same FlowMatchEulerDiscreteScheduler bug: sigma_min/sigma_max were being stored after shifting, which caused set_timesteps to apply the shift twice. PR #13246 is the stronger canonical candidate because it includes tests and is the more complete patch; PR #13512 is a near-identical follow-up/duplicate on the same code path.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #13246 is the best canonical PR: it fixes the bug in the scheduler and includes the accompanying test file, making it the more complete and representative change.", + "best_issue_reason": null, + "best_pr_reason": "PR #13246 is the best overall PR because it contains the core code fix plus tests, whereas #13512 is the same fix with only a slightly different explanation/commenting and no broader completeness.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13246", + "right": "pull_request:13512", + "accept": true, + "reason": "Accept: both PRs modify the same scheduler to move sigma_min/sigma_max assignment before shifting, addressing the same double-shift bug in the same code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: both PRs touch the same scheduler file, target the same issue, and implement the same unshifted sigma_min/sigma_max fix. The soft-edge acceptance is conservative enough, and choosing #13246 as canonical because it also includes tests is supported by the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 107, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13250-2", + "nodes": [ + "pull_request:13250", + "pull_request:13260" + ], + "soft_pairs": [ + "pull_request:13250|pull_request:13260" + ], + "prepared_review_unit_hash": "a25c6036e163c2cc5a13732c6c36aefebb89c59bd5126f0ccebb0a9f2d549fe5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4040, + "estimated_input_tokens": 1010, + "estimated_eval_tokens": 2276 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4040, + "estimated_input_tokens": 1010, + "estimated_eval_tokens": 2276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate PRs in the same LoRA conversion helper: one adds LoKr/Z-image key support, the other makes alpha-key lookup tolerant of missing keys. They address different bugs and should not be deduplicated.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "13250 is the stronger canonical PR for this cluster: it has the more concrete feature/bug fix, explicit issue linkage, and a clearer end-to-end code-path change. 13260 is a separate defensive fix in the same helper.", + "best_issue_reason": null, + "best_pr_reason": "13250 is the best representative of the cluster because it is the more substantial and specific change, with direct LoKr format handling rather than a small guard around alpha lookup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13250", + "right": "pull_request:13260", + "accept": false, + "reason": "Different underlying problems in the same file: 13250 adds LoKr/Z-image format conversion support, while 13260 only changes missing-alpha handling. They would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 108, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13272-2", + "nodes": [ + "pull_request:13272", + "pull_request:13513" + ], + "soft_pairs": [ + "pull_request:13272|pull_request:13513" + ], + "prepared_review_unit_hash": "48d81b9f9d08f65442c1ebd5f13edcc71be7dd97dd5bb1d59a3a9c53b3264bfd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same Lumina2 bug: `image_seq_len` was incorrectly derived from latent channels instead of spatial patch tokens. The fixes are effectively the same code change against the same file and issue target, so they should be clustered together.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #13513 is the cleaner canonical PR: it makes the same fix as #13272, includes a more explicit explanation of the bug, and is the later refinement of the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR #13513 is the best representative because it is the same functional fix with clearer rationale and no extra unrelated scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13272", + "right": "pull_request:13513", + "accept": true, + "reason": "Same underlying Lumina2 bug, same explicit issue target, same file, and the diff changes the same computation of `image_seq_len` from channels to spatial patch tokens. The second PR is essentially a rewrite/commented version of the first, so they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 109, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13273-2", + "nodes": [ + "pull_request:13273", + "pull_request:13510" + ], + "soft_pairs": [ + "pull_request:13273|pull_request:13510" + ], + "prepared_review_unit_hash": "3e1663c393bb740e2679c854980fb6473e94a49f3851b0d126cc05452681b742", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5213, + "estimated_input_tokens": 1304, + "estimated_eval_tokens": 2864 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5213, + "estimated_input_tokens": 1304, + "estimated_eval_tokens": 2864 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DreamBooth PRs share the same tracking issue, but they fix different bugs in the validation path: one prevents gradient tracking during validation, the other restores fp32 training params after validation mutates model dtype. Not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #13510 is the more concrete, failure-specific fix: it directly addresses the fp16 crash after validation by re-upcasting trainable params after `log_validation` mutates model dtype.", + "best_issue_reason": null, + "best_pr_reason": "PR #13510 is the best representative of the cluster because it targets the explicit crash mode described in its title and diff, rather than a broader validation hygiene change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13273", + "right": "pull_request:13510", + "accept": false, + "reason": "Related through the same issue target, but not the same underlying bug. #13273 wraps validation in `torch.no_grad()`, while #13510 fixes dtype corruption after validation causes fp16 training to crash. Different code paths and failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 110, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13289-2", + "nodes": [ + "pull_request:13289", + "pull_request:13485" + ], + "soft_pairs": [ + "pull_request:13289|pull_request:13485" + ], + "prepared_review_unit_hash": "89b635b7200fead473031d06fab7f7c60554b3fa918e03068936fdee4a2978e7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6149, + "estimated_input_tokens": 1538, + "estimated_eval_tokens": 3332 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6149, + "estimated_input_tokens": 1538, + "estimated_eval_tokens": 3332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are Neuron-related infrastructure changes with heavy file overlap, but they target different goals: general AWS Neuron device support vs. torch.compile compatibility on Neuron. Related, but not the same duplicate change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 13289 is the broader umbrella change for official Neuron device support and is the better representative of the shared cluster topic.", + "best_issue_reason": null, + "best_pr_reason": "PR 13289 is the best representative because it covers the wider Neuron enablement effort, while 13485 reads like a narrower follow-up focused on torch.compile compatibility.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13289", + "right": "pull_request:13485", + "accept": false, + "reason": "Do not merge: the titles indicate different concrete objectives, and the shared files suggest related Neuron plumbing rather than the same exact bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 111, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13307-3", + "nodes": [ + "pull_request:13307", + "pull_request:13396", + "pull_request:13415" + ], + "soft_pairs": [ + "pull_request:13307|pull_request:13396", + "pull_request:13307|pull_request:13415", + "pull_request:13396|pull_request:13415" + ], + "prepared_review_unit_hash": "ff63e04a78dfe8512cdbf072af7114e332ee53261bec3230448b8276fdd60e6a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7216, + "estimated_input_tokens": 1804, + "estimated_eval_tokens": 3864 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7216, + "estimated_input_tokens": 1804, + "estimated_eval_tokens": 3864 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all about the same DreamBooth prior-preservation repeat-count bug pattern, but only the two Flux2 PRs are close enough to be duplicate candidates. The Qwen-image PR fixes a separate script/code path and should stay separate.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #13415 is the best canonical PR: it is merged, directly addresses the Flux2 repeat bug, and is the cleanest representative of the fix in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #13415 is the strongest overall representative because it is merged and narrowly fixes the same concrete Flux2 prior-preservation repeat logic without extra scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13307", + "right": "pull_request:13396", + "accept": false, + "reason": "Same bug pattern, but different training script/code path (Flux2 vs Qwen-image). Too broad to treat as the same PR-level duplicate." + }, + { + "left": "pull_request:13307", + "right": "pull_request:13415", + "accept": true, + "reason": "Both fix the Flux2 DreamBooth prior-preservation repeat-count bug in the same code path, and the changes are plausibly mergeable into one PR." + }, + { + "left": "pull_request:13396", + "right": "pull_request:13415", + "accept": false, + "reason": "They address similar behavior, but in different example scripts with different implementations; not the same concrete change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary correctly distinguishes the shared prior-preservation repeat bug pattern from PR-level duplicate scope, and the soft-edge verdicts are cautious: Flux2 PRs are plausibly mergeable as the same fix, while the Qwen-image PR is a separate script/code path. No evidence is overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 112, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1334-2", + "nodes": [ + "pull_request:1334", + "pull_request:1426" + ], + "soft_pairs": [ + "pull_request:1334|pull_request:1426" + ], + "prepared_review_unit_hash": "02f12c7b984493089235690154053c2deac2dba99928dd7379050e94ad88561c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6506, + "estimated_input_tokens": 1627, + "estimated_eval_tokens": 3510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6506, + "estimated_input_tokens": 1627, + "estimated_eval_tokens": 3510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are effectively the same feature branch: PR #1426 is a rebased/updated version of PR #1334, with the same title, nearly identical file set, and the same audio pipeline additions. They should be clustered together as one underlying change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #1426 is the best canonical PR because it is the later merged version of the same change set, while #1334 is the earlier unmerged predecessor.", + "best_issue_reason": null, + "best_pr_reason": "PR #1426 is the strongest representative because it is the finalized merged implementation of the audio pipeline feature and supersedes #1334.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1334", + "right": "pull_request:1426", + "accept": true, + "reason": "Same underlying change: same feature title, almost identical modified files, and #1426 appears to be the updated/merged continuation of #1334." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 113, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13354-2", + "nodes": [ + "pull_request:13354", + "pull_request:13374" + ], + "soft_pairs": [ + "pull_request:13354|pull_request:13374" + ], + "prepared_review_unit_hash": "accbd0f4b78ffafe0ed104fd593cbcd8d6ed364198e84542ed855866ffebfc84", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4168, + "estimated_input_tokens": 1042, + "estimated_eval_tokens": 2340 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4168, + "estimated_input_tokens": 1042, + "estimated_eval_tokens": 2340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related workflow-maintenance PRs on the same file/title, but they are not the same underlying change. PR #13354 is a smaller Claude action/workflow tweak, while PR #13374 makes a different, broader update (checkout behavior, config sanitization, and fetching the PR diff) and was merged.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #13374 is the better canonical PR because it is the merged, more complete implementation of a later workflow update, whereas #13354 is an earlier, smaller variant with different edits.", + "best_issue_reason": null, + "best_pr_reason": "PR #13374 is the best PR in this cluster: it is merged and represents the fuller workflow change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13354", + "right": "pull_request:13374", + "accept": false, + "reason": "Same file and similar title, but the diffs are materially different: #13354 changes permissions, pins the action, and edits the prompt; #13374 changes checkout flow, restores base config, and adds a PR diff step. They do not look mergeable as one single fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 114, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13378-2", + "nodes": [ + "pull_request:13378", + "pull_request:13389" + ], + "soft_pairs": [ + "pull_request:13378|pull_request:13389" + ], + "prepared_review_unit_hash": "5fa8cfe709386c7d890e6b1a39ce9134999dca34e49284bef3046f0f28001e44", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6034, + "estimated_input_tokens": 1509, + "estimated_eval_tokens": 3274 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6034, + "estimated_input_tokens": 1509, + "estimated_eval_tokens": 3274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct feature PRs: one adds an LTX Video modular pipeline and the other adds a HunyuanVideo 1.5 modular pipeline. They share framework scaffolding but not the same underlying model integration or code path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes target different model-specific pipelines and different module directories, so they are not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "If a representative PR is needed, #13389 is slightly more central because it has more inbound references and is the broader follow-on integration, but it is still a separate feature from #13378.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13378", + "right": "pull_request:13389", + "accept": false, + "reason": "Different underlying additions (LTX Video vs HunyuanVideo 1.5) with distinct pipeline files and model-specific blocks; shared scaffolding is not enough to merge them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 115, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13379-2", + "nodes": [ + "pull_request:13379", + "pull_request:13449" + ], + "soft_pairs": [ + "pull_request:13379|pull_request:13449" + ], + "prepared_review_unit_hash": "ed58cac4034ce4fd2339a2fe7414959ff302ae9bf232973fa7627bd2900401aa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6685, + "estimated_input_tokens": 1672, + "estimated_eval_tokens": 3600 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6685, + "estimated_input_tokens": 1672, + "estimated_eval_tokens": 3600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target QwenImage negative-prompt handling, but they fix different concrete failure modes: #13379 fixes the embedded-text path when the mask is absent, while #13449 changes CFG gating so precomputed negative embeddings still count as a negative prompt. Related, but not the same change.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #13379 is the best canonical PR because it is merged, has explicit issue linkage, and appears to be the broader accepted fix for the negative-prompt/missing-mask path across QwenImage variants.", + "best_issue_reason": null, + "best_pr_reason": "PR #13379 is the strongest representative of the cluster: it is merged, touches the relevant code paths, and addresses the concrete negative_prompt_embeds-with-none-mask bug directly.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13379", + "right": "pull_request:13449", + "accept": false, + "reason": "They are adjacent QwenImage CFG/negative-prompt fixes, but not the same underlying bug. #13379 focuses on handling a missing mask in embedding extraction; #13449 changes the has_neg_prompt condition so CFG is not silently disabled when negative embeddings are supplied without a mask." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 116, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13390-2", + "nodes": [ + "pull_request:13390", + "pull_request:13511" + ], + "soft_pairs": [ + "pull_request:13390|pull_request:13511" + ], + "prepared_review_unit_hash": "a621f5608f9ba657d09cf815feca4d96a9b71b1c66443edb9cb6b8578a3f0f41", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5587, + "estimated_input_tokens": 1397, + "estimated_eval_tokens": 3050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5587, + "estimated_input_tokens": 1397, + "estimated_eval_tokens": 3050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated feature PRs: one adds the LongCat-AudioDiT pipeline, the other adds AutoPipelineForText2Audio support. They overlap on package wiring/docs, but not on the same code-path change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #13390 is the better canonical PR because it is merged and contains a complete, concrete feature implementation for a new LongCat-AudioDiT pipeline, with model, pipeline, docs, and tests. PR #13511 is a separate auto-pipeline feature and not the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR #13390 is the best representative of the cluster: it is the larger, merged, self-contained change. PR #13511 is only loosely related via shared framework wiring and should not be grouped as the same PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13390", + "right": "pull_request:13511", + "accept": false, + "reason": "Do not merge: #13390 adds a specific LongCat-AudioDiT pipeline implementation, while #13511 adds AutoPipelineForText2Audio support. They touch some shared init/dummy/docs files, but the underlying changes and code paths are different and would not plausibly be one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 117, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13402-6", + "nodes": [ + "pull_request:13402", + "pull_request:13403", + "pull_request:13407", + "pull_request:13408", + "pull_request:13413", + "pull_request:13414" + ], + "soft_pairs": [ + "pull_request:13402|pull_request:13408", + "pull_request:13402|pull_request:13414", + "pull_request:13402|pull_request:13403", + "pull_request:13402|pull_request:13413", + "pull_request:13403|pull_request:13407", + "pull_request:13408|pull_request:13414", + "pull_request:13408|pull_request:13413", + "pull_request:13413|pull_request:13414" + ], + "prepared_review_unit_hash": "f7507b413fa09976f04a284c1405b2844955f342d44a786b88cbb50bd4d61431", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 18863, + "estimated_input_tokens": 4716, + "estimated_eval_tokens": 9688 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 18863, + "estimated_input_tokens": 4716, + "estimated_eval_tokens": 9688 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of loosely related cleanup PRs (docstring grammar, duplicate words, and missing f-string prefixes), but most pairs are too broad to be true duplicates.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 13408 is the best cluster representative: it is a broad, closed docstring/error-message cleanup and most closely matches the shared theme of the cluster without being overly narrow.", + "best_issue_reason": null, + "best_pr_reason": "PR 13408 is the strongest overall representative because it has the broadest cleanup scope and best reflects the cluster\u2019s recurring grammar/docstring fix pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13402", + "right": "pull_request:13408", + "accept": false, + "reason": "Same general cleanup theme, but the edits are in different files with different wording fixes; not the same concrete bug or change." + }, + { + "left": "pull_request:13402", + "right": "pull_request:13414", + "accept": false, + "reason": "Both are grammar/docstring cleanup PRs, but they touch different modules and fix different text issues; too broad to merge as one change." + }, + { + "left": "pull_request:13402", + "right": "pull_request:13403", + "accept": false, + "reason": "13403 fixes missing f-string prefixes in BnB quantizer logs, which is a different issue than 13402\u2019s duplicate-word/docstring cleanup." + }, + { + "left": "pull_request:13402", + "right": "pull_request:13413", + "accept": false, + "reason": "Both edit model docs, but they address different models and different wording mistakes; not the same underlying fix." + }, + { + "left": "pull_request:13403", + "right": "pull_request:13407", + "accept": false, + "reason": "Both involve f-string corrections, but across different pipelines and code paths; this looks like separate cleanup work, not one duplicate change." + }, + { + "left": "pull_request:13408", + "right": "pull_request:13414", + "accept": false, + "reason": "They share a broad grammar-cleanup theme, but the actual edits are different across different files; not the same concrete PR." + }, + { + "left": "pull_request:13408", + "right": "pull_request:13413", + "accept": false, + "reason": "13413 is a focused possessive-grammar cleanup in autoencoder docs, while 13408 is a wider mix of docstring/error-message edits; not a duplicate." + }, + { + "left": "pull_request:13413", + "right": "pull_request:13414", + "accept": false, + "reason": "Both are wording fixes, but they target different subsystems and different exact text changes; too little evidence they are the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 118, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13412-2", + "nodes": [ + "pull_request:13412", + "pull_request:13466" + ], + "soft_pairs": [ + "pull_request:13412|pull_request:13466" + ], + "prepared_review_unit_hash": "37eb644352ed066b7899ed7c770118fc782f2ef3129fd9ae836b68783d70b2ea", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4600, + "estimated_input_tokens": 1150, + "estimated_eval_tokens": 2556 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4600, + "estimated_input_tokens": 1150, + "estimated_eval_tokens": 2556 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related PRs target the same scheduler, but they are not the same change: #13412 adds the monotonicity validation plus docs/tests, while #13466 is a narrow follow-up tightening the explicit sigma-schedule check. Do not deduplicate them as one PR.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "#13412 is the broader, original scheduler update with docs and tests; it best represents the main change set compared with the later follow-up fix in #13466.", + "best_issue_reason": null, + "best_pr_reason": "#13412 is the best PR candidate because it contains the full feature/fix scope and validation coverage, whereas #13466 only patches the explicit sigma monotonicity guard.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13412", + "right": "pull_request:13466", + "accept": false, + "reason": "Related to the same scheduler, but not the same underlying change. #13412 introduces the monotonicity validation and supporting docs/tests; #13466 only refines that check for explicit sigma schedules. They would not plausibly be merged into one PR as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 119, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13417-2", + "nodes": [ + "pull_request:13417", + "pull_request:13441" + ], + "soft_pairs": [ + "pull_request:13417|pull_request:13441" + ], + "prepared_review_unit_hash": "44b323fcc5eac212b89652f0f80dfdcfa617bbed6e009ce72975eec3b6da0597", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4474, + "estimated_input_tokens": 1119, + "estimated_eval_tokens": 2494 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4474, + "estimated_input_tokens": 1119, + "estimated_eval_tokens": 2494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated DreamBooth PRs: one fixes a VAE offload device mismatch during encoding across several scripts, the other fixes prompt embedding repetition/order handling in the Qwen Image DreamBooth prior-preservation path. They do not look mergeable into one change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #13417 is the better canonical PR because it fixes a concrete runtime device-mismatch bug and covers multiple DreamBooth scripts with the same code-path issue.", + "best_issue_reason": null, + "best_pr_reason": "PR #13417 is the strongest representative: broader impact, clearer bug-fix scope, and a single underlying defect in VAE encode/offload handling.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13417", + "right": "pull_request:13441", + "accept": false, + "reason": "Different underlying bugs and code paths: VAE encode device placement vs. prompt embedding repeat_interleave for prior-preservation ordering. They are not the same change and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 120, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13420-2", + "nodes": [ + "pull_request:13420", + "pull_request:13422" + ], + "soft_pairs": [ + "pull_request:13420|pull_request:13422" + ], + "prepared_review_unit_hash": "97d5ffb46e72430e4267dcad3d2b9a8040e471a0142b48d2da56aca64d3e34a8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4231, + "estimated_input_tokens": 1058, + "estimated_eval_tokens": 2372 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4231, + "estimated_input_tokens": 1058, + "estimated_eval_tokens": 2372 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed PRs that both add a `negative_prompt` parameter, but they target different pipelines and different implementation paths, so they are not duplicates of the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #13420 is the stronger canonical representative because it has an explicit issue link, a clear pipeline-specific API change, and more direct evidence of the intended fix scope.", + "best_issue_reason": null, + "best_pr_reason": "PR #13420 is the best representative for the cluster because it is self-contained, clearly scoped to `Flux2KleinPipeline`, and has an explicit linked issue; PR #13422 is similar in theme but addresses a different pipeline and code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13420", + "right": "pull_request:13422", + "accept": false, + "reason": "Both add `negative_prompt`, but #13420 changes the Flux2 Klein pipeline call signature while #13422 changes GLM Image prompt encoding/CFG handling. They do not look like the same concrete bug or a single mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 121, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13455-2", + "nodes": [ + "pull_request:13455", + "pull_request:13509" + ], + "soft_pairs": [ + "pull_request:13455|pull_request:13509" + ], + "prepared_review_unit_hash": "75add2e745c8be349b1207202ecc5720a6e095a39dd23ea9a80359c2532d432c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3185, + "estimated_input_tokens": 797, + "estimated_eval_tokens": 1850 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3185, + "estimated_input_tokens": 797, + "estimated_eval_tokens": 1850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are effectively the same change: they update the Flux 2 Klein DreamBooth script\u2019s `text_encoder_out_layers` default from `[10, 20, 30]` to `[9, 18, 27]` and both target issue #13445. They are duplicates and can be merged into one PR.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #13455 is the better canonical PR because it is earlier, explicitly states the fix target, and has the same exact code change as the other PR.", + "best_issue_reason": null, + "best_pr_reason": "PR #13455 is the strongest representative of the cluster: same file, same diff, same issue target, and a clearer fix-oriented title.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13455", + "right": "pull_request:13509", + "accept": true, + "reason": "Identical code change in the same file, same default values, and both explicitly target the same issue (#13445); these are the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 122, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13456-2", + "nodes": [ + "pull_request:13456", + "pull_request:13464" + ], + "soft_pairs": [ + "pull_request:13456|pull_request:13464" + ], + "prepared_review_unit_hash": "5950003273e3813ad760a1479a04e247b24233b96ba2b0a24f6b473bdd56f061", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5026, + "estimated_input_tokens": 1257, + "estimated_eval_tokens": 2770 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5026, + "estimated_input_tokens": 1257, + "estimated_eval_tokens": 2770 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates. PR #13464 is a targeted bug fix in `transformer_ernie_image.py` for dtype handling in the ERNIE-Image forward/rope path, while PR #13456 is a much larger feature/docs addition that happens to touch the same file but is mainly about introducing ERNIE-Image models/pipelines. Do not merge them as the same change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #13464 is the clearer canonical PR: it is merged, small, and directly fixes the concrete dtype regression in the ERNIE-Image transformer code path.", + "best_issue_reason": null, + "best_pr_reason": "PR #13464 is the best representative for the underlying bug fix because it precisely targets the dtype issue in the relevant implementation and is already merged.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13456", + "right": "pull_request:13464", + "accept": false, + "reason": "They are not the same underlying change: #13456 is a broad ERNIE-Image feature/docs PR, while #13464 is a narrow dtype bug fix in the transformer forward/rope path. Shared filename alone is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 123, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13467-2", + "nodes": [ + "pull_request:13467", + "pull_request:13497" + ], + "soft_pairs": [ + "pull_request:13467|pull_request:13497" + ], + "prepared_review_unit_hash": "0ec3a40426b14cbd948e4a077a5cb106677f2ff1c34ec07d8d79c3f1d8764943", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4105, + "estimated_input_tokens": 1027, + "estimated_eval_tokens": 2310 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4105, + "estimated_input_tokens": 1027, + "estimated_eval_tokens": 2310 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same hook path in `src/diffusers/hooks/pyramid_attention_broadcast.py` and implement the same concrete fix: drop the redundant `iteration == 0` guard and invalidate cached attention outside the timestep window. They are near-duplicates of the same bugfix.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #13467 is the better canonical PR because it most explicitly covers the full bugfix in its title and diff intent: removing the redundant iteration-0 recompute path and clearing stale cache outside the timestep range.", + "best_issue_reason": null, + "best_pr_reason": "PR #13467 is the strongest representative of the cluster: it addresses the same code path and the broader cache-staleness behavior, making it the clearest standalone fix for this issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13467", + "right": "pull_request:13497", + "accept": true, + "reason": "Same file, same function, same underlying bugfix. Both remove the iteration-0 special case and address stale cache invalidation outside the timestep range, so they are effectively the same change with minor wording/diff differences." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 124, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13468-2", + "nodes": [ + "pull_request:13468", + "pull_request:13471" + ], + "soft_pairs": [ + "pull_request:13468|pull_request:13471" + ], + "prepared_review_unit_hash": "4d5004b596d674f64b889e19bca8ddc584d69884cce50ad6b95ee29d0a945811", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4149, + "estimated_input_tokens": 1038, + "estimated_eval_tokens": 2332 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4149, + "estimated_input_tokens": 1038, + "estimated_eval_tokens": 2332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same profiling decorator bug in `examples/profiling/profiling_utils.py` and the same tracking issue, but they use different fixes: #13468 applies a broad class-level rebinding, while #13471 is a later merged LTX2-specific workaround. They are related, but not the same concrete change.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "#13471 is the merged fix and the narrower, final implementation for the profiling instance-isolation bug.", + "best_issue_reason": null, + "best_pr_reason": "#13471 is the strongest representative because it is merged and directly addresses the bug in the same code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13468", + "right": "pull_request:13471", + "accept": false, + "reason": "Same general bug area and tracking issue, but the diffs implement different fixes: a broad class-level patch versus an LTX2-only conditional workaround. They are competing alternatives, not one combined duplicate change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 125, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13476-3", + "nodes": [ + "pull_request:13476", + "pull_request:13493", + "pull_request:13555" + ], + "soft_pairs": [ + "pull_request:13476|pull_request:13493", + "pull_request:13476|pull_request:13555", + "pull_request:13493|pull_request:13555" + ], + "prepared_review_unit_hash": "a83784478f05ccb157a10690ab0d93aeb01f327cd94f3792ee00a3ce16875935", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 5029, + "estimated_input_tokens": 1258, + "estimated_eval_tokens": 2772 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 5029, + "estimated_input_tokens": 1258, + "estimated_eval_tokens": 2772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs are effectively the same maintenance change to the main documentation build workflow; the upload-doc workflow bump is related but not the same concrete change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 13555 is the strongest representative: it is merged, directly updates the main documentation build workflow, and matches the most clearly duplicated change among the candidates.", + "best_issue_reason": null, + "best_pr_reason": "PR 13555 is the best overall choice because it is merged, concrete, and the cleanest example of the shared doc-builder SHA bump pattern in the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13476", + "right": "pull_request:13493", + "accept": false, + "reason": "Both bump doc-builder SHAs, but they touch different workflow paths (`upload_pr_documentation.yml` vs `build_documentation.yml`) and are not the same concrete change." + }, + { + "left": "pull_request:13476", + "right": "pull_request:13555", + "accept": false, + "reason": "These update different documentation workflows with different behavior, so they are related maintenance changes rather than the same underlying fix/change." + }, + { + "left": "pull_request:13493", + "right": "pull_request:13555", + "accept": true, + "reason": "Both PRs make the same concrete change in the same file and workflow path: bumping the doc-builder SHA for `build_documentation.yml`." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 126, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13529-2", + "nodes": [ + "pull_request:13529", + "pull_request:13531" + ], + "soft_pairs": [ + "pull_request:13529|pull_request:13531" + ], + "prepared_review_unit_hash": "e8ba520ca6b4a4d4c28149133fc149c6d5fbc32a0c8301a81c0e24fd49b35a2d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3804, + "estimated_input_tokens": 951, + "estimated_eval_tokens": 2158 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3804, + "estimated_input_tokens": 951, + "estimated_eval_tokens": 2158 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated PRs in different example training scripts: one fixes a Wuerstchen model-card dtype/AttributeError issue, the other fixes sana_sprint model-card save by removing an unsupported argument. They share a broad save-path theme but not the same underlying bug or patch.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a true duplicate of the other. If one must be surfaced as the most representative item, 13531 is slightly more specific about the failure mode, but it does not subsume 13529.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13529", + "right": "pull_request:13531", + "accept": false, + "reason": "Reject: different scripts, different concrete fixes, and different failure modes. 13529 hardcodes float16 in Wuerstchen model-card generation; 13531 removes instance_prompt from sana_sprint save_model_card. They are not the same underlying bug and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 127, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13530-2", + "nodes": [ + "pull_request:13530", + "pull_request:13541" + ], + "soft_pairs": [ + "pull_request:13530|pull_request:13541" + ], + "prepared_review_unit_hash": "824d7eb0631ea0b1adf2bf737a36c7b02bc6fb2c5f746dac0a0d36372a1e9c52", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4434, + "estimated_input_tokens": 1109, + "estimated_eval_tokens": 2474 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4434, + "estimated_input_tokens": 1109, + "estimated_eval_tokens": 2474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are not duplicates: one adds TorchAO dequantization/XPU-related quantization support and broader test coverage, while the other only shrinks WanAnimate test inputs to avoid OOM. They touch one overlapping test file but fix different problems.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #13530 is the more substantive and central change: it modifies the TorchAO quantizer itself and expands coverage/support, whereas #13541 is a narrow test-only size reduction.", + "best_issue_reason": null, + "best_pr_reason": "#13530 best represents the cluster because it addresses the underlying TorchAO quantization behavior rather than only adjusting a test fixture.", + "soft_edge_verdicts": [ + { + "left": "pull_request:13530", + "right": "pull_request:13541", + "accept": false, + "reason": "Do not merge: they address different concerns. #13530 adds dequantization/XPU quantization support, while #13541 only reduces WanAnimate test tensor sizes to prevent OOM. Shared test-file overlap is incidental." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 128, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-157-2", + "nodes": [ + "pull_request:1361", + "pull_request:157" + ], + "soft_pairs": [ + "pull_request:1361|pull_request:157" + ], + "prepared_review_unit_hash": "38354450f6336f323860fd95a93f0c235514a75e7919de652ad013f833722846", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5769, + "estimated_input_tokens": 1443, + "estimated_eval_tokens": 3142 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5769, + "estimated_input_tokens": 1443, + "estimated_eval_tokens": 3142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are not duplicates: one standardizes `image` argument usage across diffusion pipelines and docs, while the other updates tensor creation to use the `device` argument when available. They touch different code paths and solve unrelated problems.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #1361 is the stronger canonical PR for this cluster because it is merged, has broad code/docs coverage, and explicitly targets issue #1257; PR #157 is an unrelated device-argument cleanup.", + "best_issue_reason": null, + "best_pr_reason": "PR #1361 is the best PR to represent the cluster overall due to its clear scope, merge status, and explicit issue linkage. PR #157 is not a fit for the same cluster topic.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1361", + "right": "pull_request:157", + "accept": false, + "reason": "Different underlying changes: #1361 renames an image parameter across pipelines/docs, while #157 changes random tensor/device handling in training and model code. They do not fix the same bug or implement the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 129, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1383-3", + "nodes": [ + "pull_request:1383", + "pull_request:1637", + "pull_request:3274" + ], + "soft_pairs": [ + "pull_request:1383|pull_request:1637", + "pull_request:1383|pull_request:3274", + "pull_request:1637|pull_request:3274" + ], + "prepared_review_unit_hash": "8d24bdf19bf1b15805d529332c77ddf1637b831ba988044a9a62c2f55ccb0aba", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7816, + "estimated_input_tokens": 1954, + "estimated_eval_tokens": 4164 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7816, + "estimated_input_tokens": 1954, + "estimated_eval_tokens": 4164 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate patch-release PRs for different versions and unrelated code/doc changes. They share the same release-maintenance pattern, but not the same underlying fix or change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #1637 is the strongest representative because it is the only merged PR and includes a concrete code change plus tests, whereas the others are unmerged release bumps with different surrounding edits.", + "best_issue_reason": null, + "best_pr_reason": "PR #1637 is the best global PR candidate: merged, substantive, and more representative than the other two version-bump release PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1383", + "right": "pull_request:1637", + "accept": false, + "reason": "Both are patch-release PRs, but they target different release versions and different surrounding files; they do not appear to fix or deliver the same concrete change." + }, + { + "left": "pull_request:1383", + "right": "pull_request:3274", + "accept": false, + "reason": "Same broad release-bump pattern, but 0.8.1 and 0.16.1 are different releases with different doc/code updates, so they are not the same underlying change." + }, + { + "left": "pull_request:1637", + "right": "pull_request:3274", + "accept": false, + "reason": "Both are patch-release PRs, but one is a modeling_utils/test change for 0.10.1 and the other is IF/docs-related for 0.16.1; these are distinct changes, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 130, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1446-3", + "nodes": [ + "pull_request:1446", + "pull_request:1653", + "pull_request:2298" + ], + "soft_pairs": [ + "pull_request:1446|pull_request:1653", + "pull_request:1653|pull_request:2298" + ], + "prepared_review_unit_hash": "80848fa741d84796bcf65694831cb3e17c284f60a006fcc01428e48a08ce625e", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 8361, + "estimated_input_tokens": 2091, + "estimated_eval_tokens": 4438 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 8361, + "estimated_input_tokens": 2091, + "estimated_eval_tokens": 4438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three related-but-distinct PRs in diffusion pipelines: one removes `**kwargs` and speeds tests, one fixes img2img timestep offset handling, and one removes an unused latent upscale noise argument. They share the same general area but not the same underlying change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #1653 is the most concrete bugfix: it changes the img2img timestep calculation across several pipeline variants and has a clear, focused purpose. The other PRs are broader cleanup/speed or unrelated unused-parameter removal.", + "best_issue_reason": null, + "best_pr_reason": "PR #1653 is the best representative of the cluster because it targets a specific code-path defect in image-to-image timestep logic, whereas #1446 is mostly API/test cleanup and #2298 is a separate latent-upscale signature cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1446", + "right": "pull_request:1653", + "accept": false, + "reason": "Both touch pipeline call paths, but #1446 removes `**kwargs` and speeds a test, while #1653 fixes img2img timestep offset logic. Different underlying problems and not safely mergeable as one PR." + }, + { + "left": "pull_request:1653", + "right": "pull_request:2298", + "accept": false, + "reason": "They are different fixes in different pipelines: #1653 adjusts timestep/offset computation, while #2298 removes an unused `noise_level` parameter in latent upscale. No shared bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 131, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1557-2", + "nodes": [ + "pull_request:1557", + "pull_request:1799" + ], + "soft_pairs": [ + "pull_request:1557|pull_request:1799" + ], + "prepared_review_unit_hash": "93278210b9916602fafbcac32767abfa49085e84f3f3eb29a9dbf1b27e6fce72", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3708, + "estimated_input_tokens": 927, + "estimated_eval_tokens": 2110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3708, + "estimated_input_tokens": 927, + "estimated_eval_tokens": 2110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two merged PRs in the same example file, but they address different ORT training bugs: one removes an incompatible DDPMScheduler argument, the other reorders ORTModule wrapping and adjusts return_dict usage.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #1799 is the better representative of the cluster because it fixes the later, broader runtime issue in the example training flow and includes the concrete ORTModule call-path correction.", + "best_issue_reason": null, + "best_pr_reason": "PR #1799 is the strongest standalone representative: it directly fixes the model execution path in the example and is more substantial than the narrower scheduler-argument compatibility change in #1557.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1557", + "right": "pull_request:1799", + "accept": false, + "reason": "Same example file, but not the same underlying bug. #1557 removes a deprecated/incompatible DDPMScheduler parameter; #1799 changes when ORTModule is wrapped and how model outputs are returned. They affect different code paths and would not naturally be one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 132, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1567-2", + "nodes": [ + "pull_request:1567", + "pull_request:1618" + ], + "soft_pairs": [ + "pull_request:1567|pull_request:1618" + ], + "prepared_review_unit_hash": "aa4e23a542efb8e550bc62dd407cd5070a8573d299bb9c453dd52869407e8077", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4314, + "estimated_input_tokens": 1079, + "estimated_eval_tokens": 2414 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4314, + "estimated_input_tokens": 1079, + "estimated_eval_tokens": 2414 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are near-identical fixes for the same DreamBooth fp32-wrapper checkpointing crash (#1566). They touch the same file, implement the same inspect/signature-based guard for keep_fp32_wrapper, and have the same title; one is the merged version and the other is a duplicate/unmerged attempt.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #1618 is the better canonical PR because it is merged and contains the same concrete fix as #1567, making it the authoritative completed change.", + "best_issue_reason": null, + "best_pr_reason": "PR #1618 is the strongest PR overall since it is merged, targets the exact crash in train_dreambooth.py, and is effectively the finalized version of the duplicate patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1567", + "right": "pull_request:1618", + "accept": true, + "reason": "Same title, same target file, same underlying fp32-wrapper crash fix, and nearly identical patch; these are duplicate PRs for the same change and could plausibly be one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 133, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1691-2", + "nodes": [ + "pull_request:1691", + "pull_request:1888" + ], + "soft_pairs": [ + "pull_request:1691|pull_request:1888" + ], + "prepared_review_unit_hash": "77bd2feb9939488664ffe2a1b18e59deda376c6974a9556a27fa983636b4f71c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4391, + "estimated_input_tokens": 1098, + "estimated_eval_tokens": 2452 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4391, + "estimated_input_tokens": 1098, + "estimated_eval_tokens": 2452 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are both in training scripts, but they fix different things: one removes duplicated training-step bookkeeping in `train_text_to_image.py`, while the other updates `report_to` help text across several scripts. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 1888 is the better representative artifact: it is merged, spans multiple training scripts, and contains the more complete user-facing fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 1888 is the strongest overall choice because it is merged and addresses a concrete, user-visible documentation/help-text issue across the training scripts.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1691", + "right": "pull_request:1888", + "accept": false, + "reason": "Different underlying changes: 1691 adjusts max-train-steps/epoch logic in `examples/text_to_image/train_text_to_image.py`, while 1888 fixes `report_to` CLI help text in several scripts. Shared file overlap is incidental, not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 134, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1694-3", + "nodes": [ + "pull_request:1694", + "pull_request:1775", + "pull_request:2033" + ], + "soft_pairs": [ + "pull_request:1694|pull_request:1775", + "pull_request:1694|pull_request:2033", + "pull_request:1775|pull_request:2033" + ], + "prepared_review_unit_hash": "6247552883bff0b647b438eb16cb45ebcfb68d513b3032c51cb02279c94d006b", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7060, + "estimated_input_tokens": 1765, + "estimated_eval_tokens": 3786 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7060, + "estimated_input_tokens": 1765, + "estimated_eval_tokens": 3786 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs touch the same example file, but they are different follow-up edits rather than the same fix/change. #1694 is the broadest merged update, while #1775 and #2033 are narrower subsequent modifications.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue is present; as a cluster anchor, #1694 is the best representative because it is the earliest merged substantive update to the file and covers the widest change set.", + "best_issue_reason": null, + "best_pr_reason": "#1694 is the most suitable representative PR for this cluster: it is merged and materially larger than the others, which are smaller incremental edits to the same script.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1694", + "right": "pull_request:1775", + "accept": false, + "reason": "Same file, but different changes: #1694 adds substantial helper/update logic, while #1775 mainly adds logging/CLI options. They do not look like the same underlying bug or mergeable fix." + }, + { + "left": "pull_request:1694", + "right": "pull_request:2033", + "accept": false, + "reason": "#2033 is a small cleanup/adjustment to the script, not the same concrete change as #1694's larger manual update. Shared filename alone is not enough." + }, + { + "left": "pull_request:1775", + "right": "pull_request:2033", + "accept": false, + "reason": "Both are follow-up edits to the same example script, but they address different concerns (logging args vs. minor cleanup/scheduler tweak), so they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 135, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1710-3", + "nodes": [ + "pull_request:1710", + "pull_request:1770", + "pull_request:2600" + ], + "soft_pairs": [ + "pull_request:1710|pull_request:2600", + "pull_request:1770|pull_request:2600" + ], + "prepared_review_unit_hash": "73cf4143c9736a078d9afec38463a9aafcf3a09aa5927b3056db9fbf6bf7729b", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 8894, + "estimated_input_tokens": 2224, + "estimated_eval_tokens": 4704 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 8894, + "estimated_input_tokens": 2224, + "estimated_eval_tokens": 4704 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate documentation-focused PRs: one adds the docs README/build scaffolding, one updates Stable Diffusion pipeline docs, and one adds Flax pipeline API docs. They overlap in the docs subsystem but do not look like the same underlying change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #1770 is the broadest and most central documentation update in this set, covering Stable Diffusion pipeline docs and related code/doc examples, so it is the best representative if one PR must be chosen.", + "best_issue_reason": null, + "best_pr_reason": "PR #1770 is the strongest global representative because it has the widest doc surface area and sits closest to the main Stable Diffusion API documentation work, while #1710 is infrastructure/docs setup and #2600 is a narrower Flax-specific doc addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1710", + "right": "pull_request:2600", + "accept": false, + "reason": "#1710 adds the docs README and documentation build/navigation files; #2600 adds Flax Stable Diffusion API docs and docstring examples. They target different documentation problems and are not one mergeable fix." + }, + { + "left": "pull_request:1770", + "right": "pull_request:2600", + "accept": false, + "reason": "#1770 updates Stable Diffusion pipeline docs and related examples, while #2600 adds Flax pipeline API docs. They overlap in topic but fix different doc surfaces and should not be treated as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 136, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1711-2", + "nodes": [ + "pull_request:1711", + "pull_request:1714" + ], + "soft_pairs": [ + "pull_request:1711|pull_request:1714" + ], + "prepared_review_unit_hash": "32c01e9c5eaa4d16ce8a80cc387c7832f00f7caff74f419e17c0861b28313e69", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4252, + "estimated_input_tokens": 1063, + "estimated_eval_tokens": 2382 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4252, + "estimated_input_tokens": 1063, + "estimated_eval_tokens": 2382 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are near-identical DreamBooth changes adding interim image generation logging to the same code path in `train_dreambooth.py`; they look like duplicate attempts at the same patch, with 1714 the more complete/non-draft version.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #1714 is the better canonical PR because it is non-draft and the diff matches #1711 almost exactly, indicating it is the cleaner final version of the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR #1714 is the best overall representative of the cluster since it is the non-draft submission and implements the same DreamBooth interim generation logging change as #1711.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1711", + "right": "pull_request:1714", + "accept": true, + "reason": "Accepted: both PRs modify the same file with the same added argument, seeded generator setup, and interim generation logging logic; they are effectively duplicate implementations of the same concrete change and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 137, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1803-2", + "nodes": [ + "pull_request:1803", + "pull_request:1935" + ], + "soft_pairs": [ + "pull_request:1803|pull_request:1935" + ], + "prepared_review_unit_hash": "042b32af098bb95988f6cf20edf6ede031575ad92afe29c782274acd7ae92d06", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6697, + "estimated_input_tokens": 1675, + "estimated_eval_tokens": 3606 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6697, + "estimated_input_tokens": 1675, + "estimated_eval_tokens": 3606 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs add OneFlow nn.graph support and share a large amount of infrastructure, but they target different concrete pipeline changes: 1803 is for AltDiffusion, while 1935 is for Stable Diffusion inpainting. They are similar in theme, not the same underlying change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 1935 is the better representative of the cluster because it is a later, more specific OneFlow graph support change centered on Stable Diffusion inpainting.", + "best_issue_reason": null, + "best_pr_reason": "PR 1935 is the strongest representative here: it targets a concrete pipeline feature rather than the more separate AltDiffusion path, and it appears to be a more focused implementation of the same broad OneFlow effort.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1803", + "right": "pull_request:1935", + "accept": false, + "reason": "Reject: they share OneFlow helper/infrastructure files, but the actual feature work is for different pipelines and code paths (AltDiffusion vs Stable Diffusion inpainting)." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 138, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1870-2", + "nodes": [ + "pull_request:1870", + "pull_request:2434" + ], + "soft_pairs": [ + "pull_request:1870|pull_request:2434" + ], + "prepared_review_unit_hash": "49cb7bc176f5b7870ed0f98569156be9338b22cb4f8edd841449086199a614ae", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5245, + "estimated_input_tokens": 1312, + "estimated_eval_tokens": 2880 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5245, + "estimated_input_tokens": 1312, + "estimated_eval_tokens": 2880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated documentation PRs: #1870 is a broad API/docs cleanup for diffusion pipeline pages, while #2434 adds pix2pix-zero and controlling-generation details. They do not look like the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: #1870 revises pipeline API reference docs, while #2434 expands pix2pix-zero usage guidance and adds a demo link; different doc targets and intent.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for duplicate triage here; the PRs are not duplicates and cover separate documentation updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1870", + "right": "pull_request:2434", + "accept": false, + "reason": "Different documentation changes in different files and topics; they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 139, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1893-2", + "nodes": [ + "pull_request:1893", + "pull_request:1948" + ], + "soft_pairs": [ + "pull_request:1893|pull_request:1948" + ], + "prepared_review_unit_hash": "2b04c8bf5080cb18f5a215df09fb5f214ffed0f7cd00bb5b810b8f65a9f069d0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4364, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4364, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are about DreamBooth support for multiple subjects/prompts, but they are different implementations in different locations: one patches the existing DreamBooth example, the other adds a separate research-project script and README. They are related but not the same concrete change, so the soft edge should not be merged.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:1948 is the stronger canonical PR because it is merged, self-contained, and adds a dedicated multi-subject DreamBooth implementation with its own script and documentation.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:1948 is the best representative of the cluster because it fully implements the multi-subject DreamBooth feature, whereas pull_request:1893 is a narrower, unmerged doc/code tweak to the existing example.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1893", + "right": "pull_request:1948", + "accept": false, + "reason": "Related DreamBooth multi-concept work, but not the same underlying change: 1893 modifies the existing example/README, while 1948 adds a separate research-project script and docs. They could not plausibly be merged as one PR without substantial restructuring." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 140, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-1906-2", + "nodes": [ + "pull_request:1906", + "pull_request:1924" + ], + "soft_pairs": [ + "pull_request:1906|pull_request:1924" + ], + "prepared_review_unit_hash": "a7a02e58b281895b1ab4ba4e9d6430399d6ff38975666d998bdd30d645c7adfa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6882, + "estimated_input_tokens": 1721, + "estimated_eval_tokens": 3698 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6882, + "estimated_input_tokens": 1721, + "estimated_eval_tokens": 3698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related reproducibility PRs in the same series, but they are not duplicates: one is a code-path RNG consistency change, the other is a broader docs/tests/reproducibility follow-up.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 1924 is the more complete reproducibility change: it adds the docs page, testing utilities, and broader test coverage, whereas PR 1906 is a narrower implementation step replacing torch.randn with randn_tensor in several code paths.", + "best_issue_reason": null, + "best_pr_reason": "PR 1924 is the best representative of the cluster because it packages the reproducibility work in a user-facing, fully documented and tested change. PR 1906 is an earlier, narrower prerequisite-style code update.", + "soft_edge_verdicts": [ + { + "left": "pull_request:1906", + "right": "pull_request:1924", + "accept": false, + "reason": "Same theme and some overlapping files, but different underlying changes: 1906 focuses on making sampling use randn_tensor for reproducibility, while 1924 adds reproducibility documentation, helpers, and tests. They are complementary follow-ups, not the same concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 141, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-2067-3", + "nodes": [ + "pull_request:2067", + "pull_request:2096", + "pull_request:2147" + ], + "soft_pairs": [ + "pull_request:2067|pull_request:2096", + "pull_request:2067|pull_request:2147", + "pull_request:2096|pull_request:2147" + ], + "prepared_review_unit_hash": "4b269ce556d1ad28cdb8a80db9d2f03d99dad3485ae49d8cead2a87b65c0d9e5", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7403, + "estimated_input_tokens": 1851, + "estimated_eval_tokens": 3958 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7403, + "estimated_input_tokens": 1851, + "estimated_eval_tokens": 3958 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs target the same legacy Stable Diffusion inpaint bug: mask tensors were being handled at the wrong shape/scale and the final latents were incorrectly noised. PR #2147 is the merged, most complete fix with tests, so it is the best canonical PR.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #2147 is the merged, most complete implementation of the legacy inpaint fix and includes tests; it covers the same concrete mask-resize/noise bug as the other two PRs.", + "best_issue_reason": null, + "best_pr_reason": "#2147 is the strongest representative because it is merged, addresses the full legacy inpaint bug path, and adds regression tests. The other PRs are earlier partial/alternative implementations of the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:2067", + "right": "pull_request:2096", + "accept": true, + "reason": "Same concrete bug in the same pipeline: resizing/formatting the mask tensor for legacy inpainting and preventing noise from being added to final latents. The changes are overlapping enough to plausibly merge into one PR." + }, + { + "left": "pull_request:2067", + "right": "pull_request:2147", + "accept": true, + "reason": "Both PRs fix the same legacy inpaint code path: mask tensor resizing/handling and final-latent noise behavior. #2147 is a cleaner final form, but the underlying change is the same." + }, + { + "left": "pull_request:2096", + "right": "pull_request:2147", + "accept": true, + "reason": "These are clearly the same bug fix in the same file and code path, with essentially the same goal of correcting mask tensor scaling and latent noise handling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays reasonably conservative. All three PRs clearly target the same legacy inpaint code path, and the canonical choice of #2147 is supported by it being merged and including tests. The soft-edge accepts are also plausible because the diffs overlap on the same file and same bugfix theme, so they look mergeable into a single PR." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 142, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-2072-2", + "nodes": [ + "pull_request:2072", + "pull_request:2079" + ], + "soft_pairs": [ + "pull_request:2072|pull_request:2079" + ], + "prepared_review_unit_hash": "90d922c1e117e2ca2494c32daca511b27238f048073969834d821ffb53a534ff", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4744, + "estimated_input_tokens": 1186, + "estimated_eval_tokens": 2628 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4744, + "estimated_input_tokens": 1186, + "estimated_eval_tokens": 2628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address resume/checkpoint handling in training scripts, but they fix different concrete bugs and are not duplicates of the same change.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #2079 is the broader, more representative fix: it updates resume/epoch behavior across multiple training scripts and includes the checkpoint-missing handling path.", + "best_issue_reason": null, + "best_pr_reason": "PR #2079 best captures the cluster\u2019s main theme because it spans the general resume-state bug across training scripts, while #2072 is a narrower textual_inversion-specific variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:2072", + "right": "pull_request:2079", + "accept": false, + "reason": "Related area, but not the same underlying change: #2072 fixes textual_inversion resume state with gradient checkpointing, while #2079 fixes resume epoch logic and missing-checkpoint handling across several scripts. They would not plausibly merge into one PR without broadening scope." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 143, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-2125-2", + "nodes": [ + "pull_request:2125", + "pull_request:2127" + ], + "soft_pairs": [ + "pull_request:2125|pull_request:2127" + ], + "prepared_review_unit_hash": "ac08870da3005bd2120892b1306b71613095c6ffeed5ff25762205268c235967", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4270, + "estimated_input_tokens": 1068, + "estimated_eval_tokens": 2392 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4270, + "estimated_input_tokens": 1068, + "estimated_eval_tokens": 2392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs both touch `examples/community/checkpoint_merger.py` and both improve reporting, but they are not the same concrete change: one focuses on logger usage for reporting, while the other also changes safetensors import handling and status/error messaging. They are related but should not be merged as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #2127 is the more central checkpoint-merger reporting change and includes the concrete import/reporting adjustments in the example itself.", + "best_issue_reason": null, + "best_pr_reason": "PR #2127 is the best representative because it directly addresses the example\u2019s status/error reporting path; PR #2125 is a narrower logger refactor that also touches another utility file.", + "soft_edge_verdicts": [ + { + "left": "pull_request:2125", + "right": "pull_request:2127", + "accept": false, + "reason": "Related reporting updates in the same example, but they change different aspects of the code path: #2125 is a logger/reporting refactor, while #2127 also alters safetensors import behavior and error/status handling. Not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 144, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44-3", + "nodes": [ + "pull_request:218", + "pull_request:44", + "pull_request:67" + ], + "soft_pairs": [ + "pull_request:218|pull_request:44", + "pull_request:218|pull_request:67" + ], + "prepared_review_unit_hash": "0ace2f0c0a405b5bcaaeae25bfdcffc9bea3e162716f3e915c55889b982b73ff", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6543, + "estimated_input_tokens": 1636, + "estimated_eval_tokens": 3528 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6543, + "estimated_input_tokens": 1636, + "estimated_eval_tokens": 3528 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs touch `resnet.py` and are cleanup-oriented, but they address different code removals/refactors: one deletes `set_weight`, one changes `Normalize` and related comments, and one removes `Normalize`/`nonlinearity`/`TimestepBlock` helpers entirely. They are related in theme, not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 67 is the best representative cleanup PR: it removes multiple obsolete helper definitions from `resnet.py` and is the broadest, clearest dead-code cleanup in the set.", + "best_issue_reason": null, + "best_pr_reason": "PR 67 is the strongest single PR to anchor the cluster because it targets the core helper-class dead-code cleanup in `resnet.py`; the other PRs are narrower or different refactors and are not merge-equivalent.", + "soft_edge_verdicts": [ + { + "left": "pull_request:218", + "right": "pull_request:44", + "accept": false, + "reason": "Both touch `resnet.py`, but 218 removes a stale `set_weight` helper while 44 changes `Normalize`\u2019s signature and related formatting. Different code paths and not plausibly one merged fix." + }, + { + "left": "pull_request:218", + "right": "pull_request:67", + "accept": false, + "reason": "218 deletes only `set_weight`; 67 deletes `Normalize`, `nonlinearity`, and `TimestepBlock`. Same file and cleanup theme, but not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 145, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-2206-4", + "nodes": [ + "pull_request:2206", + "pull_request:2260", + "pull_request:2842", + "pull_request:2962" + ], + "soft_pairs": [ + "pull_request:2206|pull_request:2842", + "pull_request:2206|pull_request:2962", + "pull_request:2206|pull_request:2260", + "pull_request:2842|pull_request:2962" + ], + "prepared_review_unit_hash": "088e4ea398a2d8d0edb0a0e1044056e88ae3f209dcd53128c7a47adb91065e86", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9353, + "estimated_input_tokens": 2339, + "estimated_eval_tokens": 4934 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9353, + "estimated_input_tokens": 2339, + "estimated_eval_tokens": 4934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "There are two duplicate groups here: the img2img prompt/prompt_embeds input-check fix (2206, 2260) and the separate legacy inpaint / k-diffusion prompt_embeds-only support changes (2842, 2962). These are related thematically but not the same concrete code change across pipelines.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "2206 is the best canonical representative for the img2img fix: it is merged, touches the exact code path, and its title/body describe the prompt input-check behavior being corrected. The other PR in that pair appears to be the same change in the same file.", + "best_issue_reason": null, + "best_pr_reason": "2206 is the strongest single representative overall because it is merged, clearly scoped, and directly addresses the prompt validation / batch-size inference bug in the img2img pipeline.", + "soft_edge_verdicts": [ + { + "left": "pull_request:2206", + "right": "pull_request:2842", + "accept": false, + "reason": "Different pipelines and code paths: img2img versus legacy inpaint. Both involve prompt_embeds support, but they are separate fixes and should not be merged as one duplicate PR." + }, + { + "left": "pull_request:2206", + "right": "pull_request:2962", + "accept": false, + "reason": "Different pipelines and code paths: img2img versus k-diffusion. Same broad theme, but not the same concrete bug or patch." + }, + { + "left": "pull_request:2206", + "right": "pull_request:2260", + "accept": true, + "reason": "Same file, same prompt input-check / prompt_embeds inference fix, and the diff preview shows the same underlying edit. These look like duplicate implementations of the same change." + }, + { + "left": "pull_request:2842", + "right": "pull_request:2962", + "accept": true, + "reason": "Both change different pipelines in the same way to allow prompt_embeds without requiring a prompt, which is the same concrete functional fix pattern and could plausibly be consolidated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and the soft-edge decisions are appropriately conservative. The 2206/2260 pair is well-supported as the same img2img fix in the same file, and the 2842/2962 pair is plausibly mergeable as the same prompt_embeds-only support change across two closely related pipelines. The cross-pipeline non-duplicates are correctly rejected." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 146, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-2217-2", + "nodes": [ + "pull_request:2217", + "pull_request:2259" + ], + "soft_pairs": [ + "pull_request:2217|pull_request:2259" + ], + "prepared_review_unit_hash": "94ea7a00927ce14ac5b47b5fe74f8de5bc9215f35030af08d65b22ac14efd68b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3210, + "estimated_input_tokens": 803, + "estimated_eval_tokens": 1862 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3210, + "estimated_input_tokens": 803, + "estimated_eval_tokens": 1862 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests target the same feature change: exposing center crop and random flip flags for unconditional image generation. PR #2259 is the merged implementation and the stronger canonical PR; PR #2217 appears to be the same change or an earlier duplicate attempt.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #2259 is the merged PR with concrete file changes and the same title as #2217, so it best represents the actual completed change.", + "best_issue_reason": null, + "best_pr_reason": "PR #2259 is the best representative because it is merged, has the implemented diff, and directly matches the requested behavior change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:2217", + "right": "pull_request:2259", + "accept": true, + "reason": "Same title and same underlying feature request; #2259 shows the implemented code/docs change, so these are effectively duplicate PRs for the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 147, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-2281-2", + "nodes": [ + "pull_request:2281", + "pull_request:2318" + ], + "soft_pairs": [ + "pull_request:2281|pull_request:2318" + ], + "prepared_review_unit_hash": "80feda53ac44d461ab4e83cc82baf01b49f9e6c60d4d018d8623b1bc00a74050", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7188, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7188, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about loading Stable Diffusion from checkpoints, but they are not the same concrete change: #2281 is an earlier Stable Diffusion-specific refactor, while #2318 generalizes the idea into a FromCkptMixin and extends it across multiple pipelines/docs. Treat them as related but not duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "#2318 is the better canonical PR because it is merged, broader in scope, and appears to be the finalized implementation of the checkpoint-loading mixin across pipelines.", + "best_issue_reason": null, + "best_pr_reason": "#2318 is the strongest representative of the feature set: it is merged, has the wider code and docs coverage, and reflects the more complete API shape.", + "soft_edge_verdicts": [ + { + "left": "pull_request:2281", + "right": "pull_request:2318", + "accept": false, + "reason": "Related feature work, but not the same underlying change. #2281 is a Stable Diffusion-specific from_checkpoint refactor; #2318 introduces a FromCkptMixin and expands support to multiple pipelines, so they would not plausibly be one single PR without substantial redesign." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 148, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-302-2", + "nodes": [ + "pull_request:2313", + "pull_request:302" + ], + "soft_pairs": [ + "pull_request:2313|pull_request:302" + ], + "prepared_review_unit_hash": "b6bd3f9155d38f66de489b313c4ba274067d517321f0b419c7df69d16b7beb74", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4108, + "estimated_input_tokens": 1027, + "estimated_eval_tokens": 2310 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4108, + "estimated_input_tokens": 1027, + "estimated_eval_tokens": 2310 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related to fast testing but are not duplicates: PR #302 adds fast pipeline tests in the test suite, while PR #2313 changes CI workflow to run fast CPU tests on main. They touch different layers and solve different problems.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #302 is the more substantive, self-contained change because it implements the fast pipeline tests themselves; PR #2313 is only workflow wiring around those tests.", + "best_issue_reason": null, + "best_pr_reason": "PR #302 is the better representative of the cluster\u2019s core testing change. PR #2313 depends on that work and is not the same code-path change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:2313", + "right": "pull_request:302", + "accept": false, + "reason": "Different changes: #2313 updates the GitHub Actions workflow to schedule CPU tests on main, while #302 adds fast pipeline tests in tests/test_pipelines.py. Shared testing theme is not enough to treat them as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 149, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-2417-2", + "nodes": [ + "pull_request:2417", + "pull_request:2418" + ], + "soft_pairs": [ + "pull_request:2417|pull_request:2418" + ], + "prepared_review_unit_hash": "bcd0ad5527f1b435b661c837fad2f3dbaeceff10ab3c106f2b4d519f757cccfd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4032, + "estimated_input_tokens": 1008, + "estimated_eval_tokens": 2272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4032, + "estimated_input_tokens": 1008, + "estimated_eval_tokens": 2272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests target the same bug in `get_indices` inside the Attend-and-Excite pipeline; PR 2418 is the merged, more complete version with the same fix plus an example update.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 2418 is merged and contains the actual `get_indices` fix, plus the accompanying documentation/example update.", + "best_issue_reason": null, + "best_pr_reason": "PR 2418 is the best representative because it directly fixes the bug, is merged, and subsumes the narrower PR 2417 change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:2417", + "right": "pull_request:2418", + "accept": true, + "reason": "Same underlying `get_indices` bug in the same file; PR 2418 includes the same code-path fix and could plausibly absorb PR 2417 into one change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs change the same `get_indices` line in the Attend-and-Excite pipeline, and PR 2418 adds only a small documentation/example update on top of that fix. The soft-edge acceptance is conservative and the two changes look mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 150, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-2450-2", + "nodes": [ + "pull_request:2450", + "pull_request:2451" + ], + "soft_pairs": [ + "pull_request:2450|pull_request:2451" + ], + "prepared_review_unit_hash": "bfb87f9ec2b71a13393a64e0f97bf89480deeba62f954471fd5e298043933284", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4233, + "estimated_input_tokens": 1059, + "estimated_eval_tokens": 2374 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4233, + "estimated_input_tokens": 1059, + "estimated_eval_tokens": 2374 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are near-duplicate implementations of the same DreamBooth `--save_every` feature in the same file, with essentially the same diff and intent.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #2451 is a slightly better canonical representative because it is the later, more engaged duplicate with more discussion/review activity while implementing the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR #2451 is the best overall representative of this cluster: it targets the same concrete code path, has the same feature diff, and appears to be the more developed version of the duplicate pair.", + "soft_edge_verdicts": [ + { + "left": "pull_request:2450", + "right": "pull_request:2451", + "accept": true, + "reason": "Both PRs add the same `--save_every` option and same save-hook logic in `examples/dreambooth/train_dreambooth.py`; they are effectively duplicate implementations of one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 151, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-2527-2", + "nodes": [ + "pull_request:2527", + "pull_request:2537" + ], + "soft_pairs": [ + "pull_request:2527|pull_request:2537" + ], + "prepared_review_unit_hash": "0595f7847f262b1ed43264c4e473f94692b0469fa4b947a22a6d81dcd3c9b960", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4285, + "estimated_input_tokens": 1072, + "estimated_eval_tokens": 2400 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4285, + "estimated_input_tokens": 1072, + "estimated_eval_tokens": 2400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related documentation PRs, but they do not fix the same underlying thing: one migrates and renames LoRA training docs, the other restructures the text-to-image training page. The overlap in _toctree.yml is incidental.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two pull requests touch different docs pages and implement different content changes, so they are not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 2527 is the cleaner standalone docs migration/update for the LoRA training page, but it is only a representative PR for the cluster, not a duplicate of 2537.", + "soft_edge_verdicts": [ + { + "left": "pull_request:2527", + "right": "pull_request:2537", + "accept": false, + "reason": "Different pages and purposes: 2527 moves/rewrites LoRA training docs, while 2537 renames and updates the text-to-image training doc. Shared navigation edits do not make them the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 152, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-2547-3", + "nodes": [ + "pull_request:2547", + "pull_request:2576", + "pull_request:2592" + ], + "soft_pairs": [ + "pull_request:2547|pull_request:2576", + "pull_request:2576|pull_request:2592" + ], + "prepared_review_unit_hash": "dd36dae3d2aecb12b1c3446721cd8d2e9d049e540ff2b9a152c8a63e9ebceb58", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6467, + "estimated_input_tokens": 1617, + "estimated_eval_tokens": 3490 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6467, + "estimated_input_tokens": 1617, + "estimated_eval_tokens": 3490 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate documentation PRs for different training topics (DreamBooth, Textual Inversion, and Unconditional Image Generation). They share a similar docs-migration style, but they do not appear to be the same underlying change or bug fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR fits the cluster: each PR updates a different training doc page and toctree entry, so they are distinct changes rather than duplicates.", + "best_issue_reason": null, + "best_pr_reason": "None of the PRs is a strong global representative for a duplicate cluster because the items are unrelated topic-specific docs updates; if forced, 2547 is only the earliest merged docs move, not a true canonical duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:2547", + "right": "pull_request:2576", + "accept": false, + "reason": "Different doc pages and different training methods; similar docs-migration pattern only, not the same change." + }, + { + "left": "pull_request:2576", + "right": "pull_request:2592", + "accept": false, + "reason": "Both are documentation updates, but they target different training topics and files, so they are not the same underlying PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 153, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-2621-6", + "nodes": [ + "pull_request:2621", + "pull_request:4084", + "pull_request:4131", + "pull_request:4138", + "pull_request:4861", + "pull_request:5638" + ], + "soft_pairs": [ + "pull_request:2621|pull_request:4861", + "pull_request:4084|pull_request:4861", + "pull_request:4131|pull_request:4138", + "pull_request:4131|pull_request:5638", + "pull_request:4861|pull_request:5638" + ], + "prepared_review_unit_hash": "97487a0bf8ec069d6623f3859b9eb0b6331b01c059c7e576ddbf60298c235beb", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 15909, + "estimated_input_tokens": 3978, + "estimated_eval_tokens": 8212 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 15909, + "estimated_input_tokens": 3978, + "estimated_eval_tokens": 8212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Cluster is centered on AutoPipeline/controlnet work. One pair is clearly the same feature branch (initial AutoPipeline PR and the later completed AutoPipeline PR); the other controlnet-related PRs are related but address different changes or bugfixes.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 4138 is the best canonical PR: it is merged, broader, and represents the completed AutoPipeline feature set with docs, exports, mappings, and pipeline support.", + "best_issue_reason": null, + "best_pr_reason": "PR 4138 is the strongest representative for the cluster because it is the largest merged change and subsumes the core AutoPipeline work that the later related PRs build on.", + "soft_edge_verdicts": [ + { + "left": "pull_request:2621", + "right": "pull_request:4861", + "accept": false, + "reason": "Different underlying changes: 2621 adds multi-ControlNet support in the ControlNet pipeline, while 4861 changes AutoPipeline.from_pipe behavior for controlnet counterparts." + }, + { + "left": "pull_request:4084", + "right": "pull_request:4861", + "accept": false, + "reason": "Different features: 4084 adds single-file loading for ControlNet/VAE, not AutoPipeline conversion logic." + }, + { + "left": "pull_request:4131", + "right": "pull_request:4138", + "accept": true, + "reason": "Same underlying AutoPipeline feature set; 4138 appears to complete and expand the draft AutoPipeline work started in 4131, with shared exports and pipeline wiring." + }, + { + "left": "pull_request:4131", + "right": "pull_request:5638", + "accept": false, + "reason": "Related area but different change: 4131 introduces AutoPipeline, while 5638 is a narrow bugfix in from_pipe controlnet class-name handling." + }, + { + "left": "pull_request:4861", + "right": "pull_request:5638", + "accept": false, + "reason": "Both touch AutoPipeline.from_pipe, but 4861 adds controlnet counterpart support and 5638 fixes a later class-name replacement bug; they are not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 154, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-2723-2", + "nodes": [ + "pull_request:2723", + "pull_request:2779" + ], + "soft_pairs": [ + "pull_request:2723|pull_request:2779" + ], + "prepared_review_unit_hash": "6fbc1437e282ef52468317aa2a29be438a85e5f8c25eedc00a3cc5475fed2bde", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4392, + "estimated_input_tokens": 1098, + "estimated_eval_tokens": 2452 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4392, + "estimated_input_tokens": 1098, + "estimated_eval_tokens": 2452 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related to the same community CLIP-guided pipelines, but they address different changes: PR 2723 adds CLIP guidance for the img2img pipeline, while PR 2779 adds DPMSolverMultistepScheduler support to the CLIP-guided pipelines. They should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 2779 is the cleaner representative if you need one cluster PR: it makes a concrete compatibility change across the CLIP-guided pipeline implementations, with focused code updates rather than a new feature introduction.", + "best_issue_reason": null, + "best_pr_reason": "PR 2779 is the stronger standalone change for the cluster topic because it targets a specific scheduler-compatibility code path in the existing CLIP-guided pipelines and is more self-contained.", + "soft_edge_verdicts": [ + { + "left": "pull_request:2723", + "right": "pull_request:2779", + "accept": false, + "reason": "Not the same underlying change: 2723 adds CLIP guidance for stable diffusion img2img, while 2779 adds DPMSolverMultistepScheduler support to the CLIP-guided pipelines. Shared filenames alone do not make them duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 155, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-926-2", + "nodes": [ + "pull_request:2771", + "pull_request:926" + ], + "soft_pairs": [ + "pull_request:2771|pull_request:926" + ], + "prepared_review_unit_hash": "6588bf855d02e037647c7e6b46b97409806eb0526f62ef79a90ced2324caecfb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4740, + "estimated_input_tokens": 1185, + "estimated_eval_tokens": 2626 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4740, + "estimated_input_tokens": 1185, + "estimated_eval_tokens": 2626 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are MPS-related pull requests, but they address different changes: PR #926 is a broader PyTorch 1.13 MPS enablement/update, while PR #2771 removes the warmup pass workaround later on. They share subsystem/context, not the same concrete fix.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #2771 is the more focused artifact: it targets a single MPS behavior change (\u201cremove warmup passes\u201d) and is narrower/specific compared with PR #926\u2019s broader MPS documentation and code updates for PyTorch 1.13.", + "best_issue_reason": null, + "best_pr_reason": "PR #2771 is the best representative of the cluster because its title and diff align cleanly with one concrete MPS issue, making it the most self-contained candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:2771", + "right": "pull_request:926", + "accept": false, + "reason": "Related MPS work, but not the same change. #926 updates MPS support and docs for PyTorch 1.13 with code changes; #2771 removes the warmup-pass workaround and updates docs/tests. They would not plausibly be merged as one PR without conflating distinct fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 156, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-2918-2", + "nodes": [ + "pull_request:2918", + "pull_request:3594" + ], + "soft_pairs": [ + "pull_request:2918|pull_request:3594" + ], + "prepared_review_unit_hash": "cd067c883e8a41c1d6b6ef199475e573ed6d42301646d7e31c2d86b57be44e9b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4699, + "estimated_input_tokens": 1175, + "estimated_eval_tokens": 2606 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4699, + "estimated_input_tokens": 1175, + "estimated_eval_tokens": 2606 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are LoRA-related, but they address different changes: PR #2918 adds limited LoRA support for the text encoder, while PR #3594 adds a LoRA attention processor for PyTorch 2.0 and related training/doc updates. They are adjacent feature work, not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #2918 is the broader, earlier LoRA integration change and is the better representative for this cluster; PR #3594 is a separate follow-up feature for a different code path.", + "best_issue_reason": null, + "best_pr_reason": "PR #2918 is the best overall representative because it is the more general foundational LoRA PR, whereas PR #3594 is narrower and targets LoRA attention processor 2.0 support.", + "soft_edge_verdicts": [ + { + "left": "pull_request:2918", + "right": "pull_request:3594", + "accept": false, + "reason": "Reject: these PRs touch the same LoRA area but fix different concrete problems. #2918 adds limited text-encoder LoRA loading support; #3594 adds LoRAAttnProcessor2_0 and related training/docs changes. They would not plausibly merge as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 157, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-2963-3", + "nodes": [ + "pull_request:2963", + "pull_request:3492", + "pull_request:3992" + ], + "soft_pairs": [ + "pull_request:2963|pull_request:3492", + "pull_request:3492|pull_request:3992" + ], + "prepared_review_unit_hash": "dbfbed88c00b3c87c79596c36423e0602f6290afeaaf87b695795d486810a5d5", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 8356, + "estimated_input_tokens": 2089, + "estimated_eval_tokens": 4434 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 8356, + "estimated_input_tokens": 2089, + "estimated_eval_tokens": 4434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three PRs around Diffusers feature additions, but they target different models/features: UniDiffuser, Consistency Models core pipeline, and a Consistency Models distillation example. The overlap is mostly broad subsystem/file-level, not the same underlying change, so no soft duplicate edges are accepted.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate PR stands out; PR #3492 is the strongest representative of the cluster because it is the main merged Consistency Models implementation and centralizes the shared scheduler work.", + "best_issue_reason": null, + "best_pr_reason": "PR #3492 is the best cluster representative: it is merged, substantial, and the core implementation PR for Consistency Models, whereas #2963 is a different model family and #3992 is a separate example/training script.", + "soft_edge_verdicts": [ + { + "left": "pull_request:2963", + "right": "pull_request:3492", + "accept": false, + "reason": "They add different features for different models (UniDiffuser vs. Consistency Models). Shared docs/init file edits are broad integration changes, not the same underlying code change." + }, + { + "left": "pull_request:3492", + "right": "pull_request:3992", + "accept": false, + "reason": "#3492 adds the core Consistency Models pipeline/scheduler, while #3992 adds a distillation example training script. They touch one common scheduler file, but they are not the same concrete fix/change and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 158, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-3024-2", + "nodes": [ + "pull_request:3024", + "pull_request:3048" + ], + "soft_pairs": [ + "pull_request:3024|pull_request:3048" + ], + "prepared_review_unit_hash": "4819770414e8e2c6480d10ad30acc1a354c5055110df21d77a9791810dfede54", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4519, + "estimated_input_tokens": 1130, + "estimated_eval_tokens": 2516 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4519, + "estimated_input_tokens": 1130, + "estimated_eval_tokens": 2516 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related at a high level (time embedding behavior), but they change different code paths and are not duplicates: PR 3024 modifies ResNet time-activation handling and output scaling, while PR 3048 adds a UNet time embedding activation option.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for deduping: the changes target different modules and different mechanisms, so they should not be collapsed into one artifact.", + "best_issue_reason": null, + "best_pr_reason": "PR 3048 is the more focused representative of the shared theme because it directly introduces a time embedding activation option; PR 3024 also bundles unrelated ResNet skip-activation and output-scale changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:3024", + "right": "pull_request:3048", + "accept": false, + "reason": "Different concrete changes in different code paths: ResNet skip-time-activation/output-scale vs UNet time_embedding_act_fn. Related theme, but not the same fix/change and not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 159, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-3083-2", + "nodes": [ + "pull_request:3083", + "pull_request:4180" + ], + "soft_pairs": [ + "pull_request:3083|pull_request:4180" + ], + "prepared_review_unit_hash": "5032ccf868ac90f794e737703fdb1b9c0a5f920cf0fb6adb37e327c2701d9e40", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3173, + "estimated_input_tokens": 794, + "estimated_eval_tokens": 1844 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3173, + "estimated_input_tokens": 794, + "estimated_eval_tokens": 1844 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are both in ControlNet example/docs code, but they address different changes: one updates a Flax pipeline doc example to use a flax revision instead of from_pt, and the other removes safety_checker=None from an SDXL training example. They are not the same underlying fix.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:3083", + "right": "pull_request:4180", + "accept": false, + "reason": "Different edits and purposes: PR 3083 is a Flax doc example tweak, while PR 4180 changes a training example's validation pipeline. They do not fix the same code-path problem and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 160, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-3084-2", + "nodes": [ + "pull_request:3084", + "pull_request:3459" + ], + "soft_pairs": [ + "pull_request:3084|pull_request:3459" + ], + "prepared_review_unit_hash": "62b4e52d8cdbeb9e8e9bcd96d58c00a228dfd9b47f17a615efff67bb5c90f92a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4274, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4274, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests implement the same Min-SNR weighting addition for `examples/text_to_image/train_text_to_image_lora.py`; PR 3459 is the merged follow-up and appears to supersede PR 3084.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 3459 is the best canonical PR because it is merged and makes the same code change as PR 3084: adding `--snr_gamma` and SNR computation to the LoRA text-to-image training script.", + "best_issue_reason": null, + "best_pr_reason": "PR 3459 is the strongest representative of the cluster because it is the merged implementation of the Min-SNR feature, while PR 3084 is an earlier unmerged version of the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:3084", + "right": "pull_request:3459", + "accept": true, + "reason": "Same underlying feature/change in the same file with nearly identical diff: both add `snr_gamma` and Min-SNR loss weighting to the LoRA training script. They could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 161, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-3308-3", + "nodes": [ + "pull_request:3308", + "pull_request:3783", + "pull_request:3845" + ], + "soft_pairs": [ + "pull_request:3308|pull_request:3783", + "pull_request:3308|pull_request:3845", + "pull_request:3783|pull_request:3845" + ], + "prepared_review_unit_hash": "97e671eecc243ee84105f30fd2fff9b4cac43703fe71574987d3f7cda48caff2", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8061, + "estimated_input_tokens": 2016, + "estimated_eval_tokens": 4288 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8061, + "estimated_input_tokens": 2016, + "estimated_eval_tokens": 4288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related Kandinsky PRs, but they are not duplicates: one is the initial Kandinsky 2.1 integration, one adds DDPM scheduler support for the text-to-image path, and one refactors the img2img path for DDPM variance handling.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #3308 is the broad foundational Kandinsky 2.1 implementation and the clearest umbrella change; the other two are later follow-ups on specific pipeline behavior.", + "best_issue_reason": null, + "best_pr_reason": "PR #3308 is the best representative of the cluster because it introduces the core feature set, while #3783 and #3845 are narrower incremental changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:3308", + "right": "pull_request:3783", + "accept": false, + "reason": "#3308 adds the full Kandinsky 2.1 feature set; #3783 is a later, narrow DDPM scheduler/docs update for the text-to-image pipeline. Related, but not the same concrete change." + }, + { + "left": "pull_request:3308", + "right": "pull_request:3845", + "accept": false, + "reason": "#3308 is the initial Kandinsky integration; #3845 only refactors img2img DDPM variance handling. Different code path and different fix scope." + }, + { + "left": "pull_request:3783", + "right": "pull_request:3845", + "accept": false, + "reason": "Both mention DDPM Kandinsky, but one changes text-to-image scheduler behavior/docs and the other changes img2img variance handling. Too different to treat as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 162, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-3330-3", + "nodes": [ + "pull_request:3330", + "pull_request:3373", + "pull_request:3426" + ], + "soft_pairs": [ + "pull_request:3330|pull_request:3373", + "pull_request:3373|pull_request:3426" + ], + "prepared_review_unit_hash": "394d0a74e2404d0b160933a2da484282c42b0c315e4a402b230a2c956dd919f6", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three are separate Kandinsky feature PRs: decoder/model support, image encoder + multilingual CLIP, and img2img pipeline. They share the same subsystem and one shared file, but they do not fix the same concrete bug/change and would not plausibly be merged as one PR.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a clear duplicate-canonical choice; each PR targets a distinct Kandinsky capability with different codepaths and deliverables.", + "best_issue_reason": null, + "best_pr_reason": "PR 3426 is the most self-contained user-facing feature addition (img2img pipeline plus exports/tests), so it is the best representative artifact among these, but it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:3330", + "right": "pull_request:3373", + "accept": false, + "reason": "Different changes: 3330 adds the Kandinsky decoder/VQ model path, while 3373 adds the image encoder and MultilingualCLIP model. They touch the same pipeline file but address separate components and are not the same concrete fix." + }, + { + "left": "pull_request:3373", + "right": "pull_request:3426", + "accept": false, + "reason": "3373 introduces the image encoder/Multi-clip model, whereas 3426 adds the Kandinsky img2img pipeline and exports/tests. Shared subsystem only; different feature scopes and codepaths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 163, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-3414-2", + "nodes": [ + "pull_request:3414", + "pull_request:3415" + ], + "soft_pairs": [ + "pull_request:3414|pull_request:3415" + ], + "prepared_review_unit_hash": "a9bd58c3ada49e0769151c7dbb3f0c8f4b677f850a16855ae3cf2c6fcdce823d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3783, + "estimated_input_tokens": 946, + "estimated_eval_tokens": 2148 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3783, + "estimated_input_tokens": 946, + "estimated_eval_tokens": 2148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two CI workflow PRs make the same change: stop installing transformers/accelerate from GitHub source in test workflows. They are close enough to cluster as one change set.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #3415 is the better representative because it covers the same source-install cleanup and also updates the conda-based workflow to use released pip packages, making it slightly more complete.", + "best_issue_reason": null, + "best_pr_reason": "PR #3415 is the strongest standalone representative of this change because it addresses the same underlying CI dependency-install problem across its workflow path and includes the more complete package-install replacement.", + "soft_edge_verdicts": [ + { + "left": "pull_request:3414", + "right": "pull_request:3415", + "accept": true, + "reason": "Both PRs target the same underlying CI issue: removing GitHub source installs of transformers/accelerate from workflow dependency setup. They are functionally compatible parts of one broader workflow cleanup and could plausibly be merged into a single PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 164, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-3435-2", + "nodes": [ + "pull_request:3435", + "pull_request:3508" + ], + "soft_pairs": [ + "pull_request:3435|pull_request:3508" + ], + "prepared_review_unit_hash": "0bb0e1c420eff651049e316faef7f101c1d7dd5b59a1ea70e094e1aa655b4743", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4405, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4405, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related community example PRs around the Stable Diffusion reference pipeline, but they are not the same change: PR 3435 adds the reference-only control example, while PR 3508 adds a separate ControlNet reference example and updates the README accordingly.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for duplication: 3435 and 3508 touch overlapping files but introduce different example variants and different functionality.", + "best_issue_reason": null, + "best_pr_reason": "PR 3508 is the broader follow-up and more representative of the later state of the community examples, but it is still distinct from 3435.", + "soft_edge_verdicts": [ + { + "left": "pull_request:3435", + "right": "pull_request:3508", + "accept": false, + "reason": "Related but distinct PRs: 3435 introduces the reference-only control example, whereas 3508 adds a ControlNet reference example and README updates. They do not fix the same concrete code-path problem and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 165, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-3437-2", + "nodes": [ + "pull_request:3437", + "pull_request:3756" + ], + "soft_pairs": [ + "pull_request:3437|pull_request:3756" + ], + "prepared_review_unit_hash": "44a286a39298fca201ab91ef06587190f876409166c3d2f951304232175f0ba7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4749, + "estimated_input_tokens": 1188, + "estimated_eval_tokens": 2632 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4749, + "estimated_input_tokens": 1188, + "estimated_eval_tokens": 2632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs work on Kohya-ss-style LoRA loading, but they are not the same concrete change: #3437 adds limited support and docs/tests, while #3756 is a broader draft refactor for unrestricted loading. This looks like related follow-up work rather than duplicate PRs.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #3437 is the best canonical representative because it is the merged, completed implementation of the feature and establishes the initial code path for Kohya-ss LoRA support. PR #3756 is a later, broader draft and not the same exact change.", + "best_issue_reason": null, + "best_pr_reason": "PR #3437 is the best overall PR to anchor the cluster: it is merged, more complete, and its scope is the clearest match to the shared feature area. PR #3756 is unfinished and appears to extend rather than duplicate it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:3437", + "right": "pull_request:3756", + "accept": false, + "reason": "Related feature area, but not the same underlying change. #3437 implements limited Kohya-ss LoRA support with docs/tests; #3756 is a broader draft loader refactor aimed at unrestricted support. They would not cleanly collapse into one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 166, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-3479-2", + "nodes": [ + "pull_request:3479", + "pull_request:3535" + ], + "soft_pairs": [ + "pull_request:3479|pull_request:3535" + ], + "prepared_review_unit_hash": "a985963d9e0b1896b41c7d1799c55ae151b44bf647f867c35a663ccce447f32d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4153, + "estimated_input_tokens": 1039, + "estimated_eval_tokens": 2334 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4153, + "estimated_input_tokens": 1039, + "estimated_eval_tokens": 2334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very high level: both fix broadcasted kernel assignment, but they touch different code paths and modules (1D up/downsample blocks vs ResNet 2D conv/transposed-conv). They are not duplicates and should not be merged together.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #3535 is the better canonical PR for this cluster because its title and diff clearly describe the general fix pattern\u2014making explicit broadcasts for assignment\u2014and it applies to the more broadly used ResNet code path.", + "best_issue_reason": null, + "best_pr_reason": "PR #3535 is the best PR representative overall: the change is well-scoped, clearly stated, and fixes the concrete broadcast assignment issue in a widely used model block.", + "soft_edge_verdicts": [ + { + "left": "pull_request:3479", + "right": "pull_request:3535", + "accept": false, + "reason": "Both PRs use the same broadcast-assignment pattern, but they modify different implementations and different tensor ranks/shapes in separate files. They do not appear to fix the same underlying bug or be plausibly merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 167, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-361-2", + "nodes": [ + "pull_request:361", + "pull_request:727" + ], + "soft_pairs": [ + "pull_request:361|pull_request:727" + ], + "prepared_review_unit_hash": "1050cf547764823651539a32769efcb98e26a6f8f9fa436fcab747e3f77d7547", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3094, + "estimated_input_tokens": 774, + "estimated_eval_tokens": 1804 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3094, + "estimated_input_tokens": 774, + "estimated_eval_tokens": 1804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "PR 361 is the substantive merged implementation for adding accelerate-based low-memory loading; PR 727 is only a later closed PR with the same general theme but no diff shown and a different loading path.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 361 is the only merged, code-changing PR here and it directly updates model loading in `modeling_utils.py` plus tests. PR 727 is closed without changes in the provided data, so it is not a better canonical PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 361 is the strongest representative of this change because it contains the actual implementation and was merged; PR 727 is too underspecified to serve as the main reference.", + "soft_edge_verdicts": [ + { + "left": "pull_request:361", + "right": "pull_request:727", + "accept": false, + "reason": "Both mention low-memory loading with accelerate, but 361 fixes `from_pretrained` model loading while 727 targets pipeline loading. That is not clearly the same concrete code-path change, and 727 has no diff evidence here." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 168, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-3668-2", + "nodes": [ + "pull_request:3668", + "pull_request:3875" + ], + "soft_pairs": [ + "pull_request:3668|pull_request:3875" + ], + "prepared_review_unit_hash": "e3143c3e407d66feaf95c025ac43ec64e0907306f1b0bb991ad5026d0baa2892", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4909, + "estimated_input_tokens": 1228, + "estimated_eval_tokens": 2712 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4909, + "estimated_input_tokens": 1228, + "estimated_eval_tokens": 2712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related LDM3D pull requests, but they are not duplicates: PR 3668 introduces the new LDM3D pipeline/docs, while PR 3875 is a later compatibility fix for new checkpoints in image processing. The shared files reflect the same subsystem, not the same change.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 3668 is the foundational feature PR for adding LDM3D support, including the pipeline, docs, exports, and tests. PR 3875 is a narrower follow-up fix rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 3668 is the best representative PR for the cluster because it captures the primary LDM3D feature introduction; PR 3875 is a secondary maintenance update for checkpoint compatibility.", + "soft_edge_verdicts": [ + { + "left": "pull_request:3668", + "right": "pull_request:3875", + "accept": false, + "reason": "They touch the same LDM3D area, but 3668 adds the pipeline and docs while 3875 adjusts depth/image handling for newer checkpoints. These are related but distinct changes and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 169, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-3692-2", + "nodes": [ + "pull_request:3692", + "pull_request:4444" + ], + "soft_pairs": [ + "pull_request:3692|pull_request:4444" + ], + "prepared_review_unit_hash": "4635b77db6bf4ecbf2c85b8fafe5d4c4cf1432f6fdd833fbefc1f0074d8aed44", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5938, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5938, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related-image-processing refactors in diffusers, but they address different concrete changes: one adds deprecation warnings to x4 upscaler preprocess helpers, the other refactors prepare_mask_and_masked_image across many pipelines to use VaeImageProcessor. They should not be deduplicated.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #4444 is the better canonical representative because it is the broader, more general VaeImageProcessor refactor spanning many pipelines and tests, whereas #3692 is a narrower upscaler-specific deprecation cleanup.", + "best_issue_reason": null, + "best_pr_reason": "PR #4444 is the best standalone PR for the cluster since it covers the main image-processor migration work across the codebase; #3692 is a smaller, separate upscaler warning refactor and is not the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:3692", + "right": "pull_request:4444", + "accept": false, + "reason": "Both touch image-processing code, but the underlying changes differ: #3692 only deprecates preprocess in the x4 upscaler pipelines, while #4444 refactors prepare_mask_and_masked_image and image input handling across many pipelines. They are not the same concrete fix and would not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 170, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-3751-3", + "nodes": [ + "pull_request:3751", + "pull_request:4939", + "pull_request:4941" + ], + "soft_pairs": [ + "pull_request:3751|pull_request:4939", + "pull_request:4939|pull_request:4941" + ], + "prepared_review_unit_hash": "4a2c9e8596e926aa8d93e75258ae20984e70c8e2fdb07ed6364410126ccf920e", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6201, + "estimated_input_tokens": 1551, + "estimated_eval_tokens": 3358 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6201, + "estimated_input_tokens": 1551, + "estimated_eval_tokens": 3358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related only by broad Stable Diffusion pipeline work, not by the same bug or change. PR 3751 adds LoRA loading to the KDiffusion pipeline, PR 4939 adds LoRA loading to the SDXL Adapter pipeline, and PR 4941 adds negative micro-conditioning arguments to that same SDXL Adapter pipeline.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate PR exists here. If one PR must anchor the cluster, PR 4939 is the closest representative because it is a concrete SDXL Adapter pipeline feature change and shares the same file/context with PR 4941, but it is still a different change from both other PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 4939 is the best global representative of the cluster because it is a substantial, clearly-scoped pipeline enhancement and sits in the shared SDXL Adapter codepath; however, it should not be treated as a duplicate of PR 4941 or PR 3751.", + "soft_edge_verdicts": [ + { + "left": "pull_request:3751", + "right": "pull_request:4939", + "accept": false, + "reason": "Different pipelines and different features: KDiffusion LoRA loading vs SDXL Adapter LoRA loading. Same general LoRA theme, but not the same code-path problem or mergeable as one PR." + }, + { + "left": "pull_request:4939", + "right": "pull_request:4941", + "accept": false, + "reason": "Same file, but the changes fix different things: LoRA loading/unloading for the adapter pipeline versus adding negative micro-conditioning parameters. These are separate enhancements, not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 171, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-3904-2", + "nodes": [ + "pull_request:3904", + "pull_request:3905" + ], + "soft_pairs": [ + "pull_request:3904|pull_request:3905" + ], + "prepared_review_unit_hash": "626872c355e2458e051813e52a7b2e13d0c3b88618c5c265dd9d50951450f8a1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6257, + "estimated_input_tokens": 1565, + "estimated_eval_tokens": 3386 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6257, + "estimated_input_tokens": 1565, + "estimated_eval_tokens": 3386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two docs-oriented PRs in the same pipelines area, but they address different cleanup scopes: one is a narrower API docs wording update, the other is a broader pipeline docs/title normalization pass. I would not treat them as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #3905 is the stronger canonical representative: it is merged, has much broader review/activity, and covers the larger, finished documentation cleanup across pipeline pages.", + "best_issue_reason": null, + "best_pr_reason": "PR #3905 is the best overall representative because it is completed and clearly the broader, more central docs cleanup change; PR #3904 is draft and narrower.", + "soft_edge_verdicts": [ + { + "left": "pull_request:3904", + "right": "pull_request:3905", + "accept": false, + "reason": "Both are docs cleanup PRs with overlapping pipeline files, but they do not appear to fix the same concrete issue; #3904 is a narrower wording/API docs tweak while #3905 is a broader title and docs normalization pass." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 172, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-3930-2", + "nodes": [ + "pull_request:3930", + "pull_request:3949" + ], + "soft_pairs": [ + "pull_request:3930|pull_request:3949" + ], + "prepared_review_unit_hash": "9483fb5f6c294a8cd68da4dee181c9a53fc050b1265d7bc9be46567e6d22a530", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4926, + "estimated_input_tokens": 1232, + "estimated_eval_tokens": 2720 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4926, + "estimated_input_tokens": 1232, + "estimated_eval_tokens": 2720 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related text-to-video PRs, but they fix different problems: one improves memory use via attention chunking, the other adds `torch.compile()` compatibility by changing return handling. Not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 3930 is the stronger canonical representative because it is the more substantive text-to-video memory optimization and its diff is centered on the core attention/unet path; PR 3949 is a separate compile-compatibility change.", + "best_issue_reason": null, + "best_pr_reason": "PR 3930 best represents the cluster\u2019s text-to-video runtime improvement theme, but the cluster is not a true duplicate set, so this is only a representative choice.", + "soft_edge_verdicts": [ + { + "left": "pull_request:3930", + "right": "pull_request:3949", + "accept": false, + "reason": "Different underlying changes: 3930 adds feed-forward chunking/memory optimizations, while 3949 makes 3D blocks/pipelines `torch.compile()`-compatible by returning tuples instead of `.sample`. Shared files alone are not enough to treat them as the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 173, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-4032-2", + "nodes": [ + "pull_request:4032", + "pull_request:4454" + ], + "soft_pairs": [ + "pull_request:4032|pull_request:4454" + ], + "prepared_review_unit_hash": "4ecaef953ab7d738e128a970f6050f8c4da7b0eac5ce3083462d3f50af9d36ab", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4907, + "estimated_input_tokens": 1227, + "estimated_eval_tokens": 2710 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4907, + "estimated_input_tokens": 1227, + "estimated_eval_tokens": 2710 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address singleton MultiControlNet handling in ControlNet pipelines, but they fix different concrete failures: PR 4032 fixes keep/list shape selection, while PR 4454 fixes conditioning-scale typing during multiplication. They are related follow-ups, not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: both are merged fixes for singleton MultiControlNet behavior, but they patch different code paths and do not subsume each other.", + "best_issue_reason": null, + "best_pr_reason": "PR 4454 is the narrower, more explicit singleton-MultiControlNet TypeError fix, but it does not cover PR 4032's separate keep-shape bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:4032", + "right": "pull_request:4454", + "accept": false, + "reason": "Different failure sites and fixes: 4032 changes how controlnet_keep is shaped for a singleton ControlNetModel, while 4454 coerces controlnet_conditioning_scale before scalar multiplication. Same subsystem, but not the same underlying bug or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 174, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-4076-2", + "nodes": [ + "pull_request:4076", + "pull_request:4079" + ], + "soft_pairs": [ + "pull_request:4076|pull_request:4079" + ], + "prepared_review_unit_hash": "d203a3d179fa5b014fa022f54b9b3202a065bf2d84a367aa269b02f4c143544c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5075, + "estimated_input_tokens": 1269, + "estimated_eval_tokens": 2794 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5075, + "estimated_input_tokens": 1269, + "estimated_eval_tokens": 2794 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about adding Stable Diffusion XL InstructPix2Pix support. PR #4079 is the more complete and merged version, containing the same core code changes as #4076 plus docs, initialization, dummy objects, and tests.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #4079 is the canonical PR because it is the merged, more complete implementation of the SDXL InstructPix2Pix feature and includes the core files from #4076 plus the supporting integration work.", + "best_issue_reason": null, + "best_pr_reason": "PR #4079 is the best PR overall because it is merged and appears to subsume #4076's change set while adding the necessary surrounding updates and tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:4076", + "right": "pull_request:4079", + "accept": true, + "reason": "Same underlying SDXL InstructPix2Pix feature/change; #4079 contains the same core files as #4076 and extends them with the remaining supporting changes, so these could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 175, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-4221-2", + "nodes": [ + "pull_request:4221", + "pull_request:6046" + ], + "soft_pairs": [ + "pull_request:4221|pull_request:6046" + ], + "prepared_review_unit_hash": "ee3a428c9ac39deae79e274c966647f124e12b201cacc7998f5cd7d2b0d7244e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3876, + "estimated_input_tokens": 969, + "estimated_eval_tokens": 2194 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3876, + "estimated_input_tokens": 969, + "estimated_eval_tokens": 2194 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate PRs in the same loader area, but they fix different bugs: one passes `network_alpha` for old-format UNet LoRA loading, the other makes IP-Adapter/LoRA loading work when the UNet attribute is not named `unet`.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #6046 is the better representative of the cluster because it addresses the broader custom-UNet-name compatibility issue across loader code paths and has the stronger multi-file fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #6046 is the best overall artifact here since it is the broader, more general loader compatibility fix and more likely to be the canonical representative of the related-but-distinct loader work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:4221", + "right": "pull_request:6046", + "accept": false, + "reason": "Different underlying bugs and code paths: #4221 fixes missing `network_alpha` when loading old-format LoRA weights into UNet, while #6046 fixes loader access when the UNet attribute is not literally named `unet` (plus related scale handling). They are not plausibly one mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 176, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-4369-2", + "nodes": [ + "pull_request:4369", + "pull_request:4411" + ], + "soft_pairs": [ + "pull_request:4369|pull_request:4411" + ], + "prepared_review_unit_hash": "9317a9541b16f981ce142302cdea9a12d20f48f2a177b89e2d16b6361cf84ce8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4076, + "estimated_input_tokens": 1019, + "estimated_eval_tokens": 2294 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4076, + "estimated_input_tokens": 1019, + "estimated_eval_tokens": 2294 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate cleanup PRs in different code paths: one removes duplicate lines in SDXL prompt encoding, the other removes duplicated ControlNet img2img code. They are not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:4369", + "right": "pull_request:4411", + "accept": false, + "reason": "Different bugs and files: PR 4369 fixes duplicate encode_prompt lines across SDXL pipelines, while PR 4411 removes a duplicated ControlNet img2img assignment. They are cleanup-only but not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 177, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-4415-2", + "nodes": [ + "pull_request:4415", + "pull_request:4455" + ], + "soft_pairs": [ + "pull_request:4415|pull_request:4455" + ], + "prepared_review_unit_hash": "b76d4c9eccf7ea36347155553c358fcd113a153ecf4995e5597469cbba0572cc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are test-only flaky-test cleanups in Stable Diffusion and both add `set_default_attn_processor()`, but they target different test cases and code paths. They look related by theme, not like one duplicate change that should be merged together.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 4415 is the broader, earlier cleanup across more Stable Diffusion tests; 4455 is a narrower follow-up focused on attention-slicing tests, so there is no true duplicate canonical PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 4415 is the best representative of the cluster because it spans more of the shared flaky-test cleanup work and captures the broader pattern behind the changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:4415", + "right": "pull_request:4455", + "accept": false, + "reason": "Same general Stable Diffusion test-flakiness theme, but different concrete test paths and fixes. 4415 focuses on compile-related image tests across several pipelines; 4455 focuses on attention-slicing behavior. Too broad and separate to treat as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 178, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-4475-2", + "nodes": [ + "pull_request:4475", + "pull_request:4493" + ], + "soft_pairs": [ + "pull_request:4475|pull_request:4493" + ], + "prepared_review_unit_hash": "4e28f819efa5b3c60609118a3ab33b3d233077490c31058a9a464cd3ee2115d5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4231, + "estimated_input_tokens": 1058, + "estimated_eval_tokens": 2372 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4231, + "estimated_input_tokens": 1058, + "estimated_eval_tokens": 2372 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests make the same DreamBooth TensorBoard logging change (use `global_step` instead of `epoch` in `train_dreambooth.py`). PR #4493 is the canonical PR because it is the merged copy of the identical change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #4493 is the merged instance of the same patch and title as #4475, so it is the best canonical PR for this change.", + "best_issue_reason": null, + "best_pr_reason": "PR #4493 is the strongest representative because it was merged and its diff matches #4475 exactly.", + "soft_edge_verdicts": [ + { + "left": "pull_request:4475", + "right": "pull_request:4493", + "accept": true, + "reason": "Identical title, identical file change, and identical diff replacing `epoch` with `global_step`; these are the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 179, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-4485-2", + "nodes": [ + "pull_request:4485", + "pull_request:4486" + ], + "soft_pairs": [ + "pull_request:4485|pull_request:4486" + ], + "prepared_review_unit_hash": "b7dfbf9daee6150e8433aee4e27a43097b97a2cf9db0ab2b6d34e114513c983e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4187, + "estimated_input_tokens": 1047, + "estimated_eval_tokens": 2350 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4187, + "estimated_input_tokens": 1047, + "estimated_eval_tokens": 2350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed PRs appear to be near-duplicate fixes for the same DreamBooth LoRA SDXL batch-size/data-loader issue in the same file, with essentially the same code changes.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #4486 is the better canonical PR because its title clearly states the concrete fix ('training with arbitrary batch sizes') and its diff matches the underlying bug fix more explicitly than the vague 'Lora fix' in #4485.", + "best_issue_reason": null, + "best_pr_reason": "PR #4486 is the best representative of the cluster because it is the most descriptively scoped and directly explains the user-visible problem being fixed, while still matching the shared code-path changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:4485", + "right": "pull_request:4486", + "accept": true, + "reason": "Both PRs modify the same file with essentially the same DataLoader changes (shuffle/drop_last) to address the same training/batch-size behavior, so they look like duplicate fixes for the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 180, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-4544-2", + "nodes": [ + "pull_request:4544", + "pull_request:4590" + ], + "soft_pairs": [ + "pull_request:4544|pull_request:4590" + ], + "prepared_review_unit_hash": "77cd1c9d60847118b213f984686aa2782da2c9c9eb579a81a229940a10664ded", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 2962, + "estimated_input_tokens": 741, + "estimated_eval_tokens": 1738 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 2962, + "estimated_input_tokens": 741, + "estimated_eval_tokens": 1738 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are effectively duplicates: same title, same diff, same file, and same fix for `pipeline_class_name`. The merged PR is the better canonical representative.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 4590 is the better canonical PR because it is the merged version of the exact same code change and therefore represents the resolved history of this fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 4590 is the best PR overall because it was merged and has the same implementation as PR 4544, making it the definitive instance of this change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:4544", + "right": "pull_request:4590", + "accept": true, + "reason": "Accept: same title, same target file, same patch, and same underlying bug fix; one is simply the merged duplicate of the other." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 181, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-4558-2", + "nodes": [ + "pull_request:4558", + "pull_request:4603" + ], + "soft_pairs": [ + "pull_request:4558|pull_request:4603" + ], + "prepared_review_unit_hash": "73c6676d38ccd9849e07c716a7a5518edbeb44102916e2b65c03d07a11a2bb99", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4460, + "estimated_input_tokens": 1115, + "estimated_eval_tokens": 2486 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4460, + "estimated_input_tokens": 1115, + "estimated_eval_tokens": 2486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs patch the same guidance_rescale default-value bug in `pipeline_stable_diffusion.py`; PR 4558 is the broader, issue-linked fix and is the better canonical choice.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 4558 is the stronger canonical PR: it has an explicit issue link, broader coverage across related pipelines/examples/tests, and more review/discussion activity while fixing the same default-value bug.", + "best_issue_reason": null, + "best_pr_reason": "PR 4558 best represents the underlying fix because it addresses the bug across multiple affected pipelines and includes validation, making it more complete than the narrow single-file follow-up in PR 4603.", + "soft_edge_verdicts": [ + { + "left": "pull_request:4558", + "right": "pull_request:4603", + "accept": true, + "reason": "Accept: both PRs fix the same concrete bug\u2014incorrect `guidance_rescale` default in the Stable Diffusion code path\u2014and the narrower PR 4603 is a subset of the broader fix in PR 4558." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs change the `guidance_rescale` default from `0.0` to `0.7` in `pipeline_stable_diffusion.py`, and PR 4558 also extends that same fix to additional pipelines/examples/tests with an explicit issue link. The soft-edge accept is conservative because PR 4603 looks like a narrow subset of the broader same-bug fix in PR 4558, so the pair is plausibly mergeable into one PR." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 182, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-471-8", + "nodes": [ + "pull_request:471", + "pull_request:611", + "pull_request:618", + "pull_request:619", + "pull_request:629", + "pull_request:631", + "pull_request:680", + "pull_request:683" + ], + "soft_pairs": [ + "pull_request:471|pull_request:683", + "pull_request:611|pull_request:683", + "pull_request:611|pull_request:619", + "pull_request:611|pull_request:629", + "pull_request:618|pull_request:629", + "pull_request:619|pull_request:631", + "pull_request:619|pull_request:629", + "pull_request:629|pull_request:631", + "pull_request:631|pull_request:680" + ], + "prepared_review_unit_hash": "3ae356ea11a13d675c33921aa6949010e95712117ef9ed939bb0c230464b110d", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 9, + "serialized_chars": 17922, + "estimated_input_tokens": 4481, + "estimated_eval_tokens": 9218 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 9, + "serialized_chars": 17922, + "estimated_input_tokens": 4481, + "estimated_eval_tokens": 9218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This set is a loose theme cluster of documentation/readability/refactor PRs, but they are not duplicates of the same underlying change. The only close pairs share generic cleanup language, not the same code path or doc section.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical PR: these are separate cleanup changes affecting different files and sections, so none safely subsumes the others as a duplicate anchor.", + "best_issue_reason": null, + "best_pr_reason": "PR 629 is the broadest representative cleanup in the set, spanning multiple source/docs files, but it still does not duplicate the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:471", + "right": "pull_request:683", + "accept": false, + "reason": "Both are docs table-formatting fixes, but they touch different docs pages and different pipeline topics; same style of edit, not the same change." + }, + { + "left": "pull_request:611", + "right": "pull_request:683", + "accept": false, + "reason": "One fixes a copyright typo in scheduler files; the other rewrites a docs table. Related only by being small cleanup PRs." + }, + { + "left": "pull_request:611", + "right": "pull_request:619", + "accept": false, + "reason": "Both are minor cleanup PRs, but they modify different files and different text; no shared bug or concrete fix." + }, + { + "left": "pull_request:611", + "right": "pull_request:629", + "accept": false, + "reason": "These are unrelated cleanup edits in different code areas; the overlap is only generic wording/readability improvement." + }, + { + "left": "pull_request:618", + "right": "pull_request:629", + "accept": false, + "reason": "One updates a docs reference link, the other makes broad readability edits across Flax/utils files; not the same issue." + }, + { + "left": "pull_request:619", + "right": "pull_request:631", + "accept": false, + "reason": "Both are readability fixups, but they touch completely different files and content; too broad to be a duplicate." + }, + { + "left": "pull_request:619", + "right": "pull_request:629", + "accept": false, + "reason": "Shared theme is documentation/readability cleanup, but the file sets and edits are distinct and not mergeable as one fix." + }, + { + "left": "pull_request:629", + "right": "pull_request:631", + "accept": false, + "reason": "Both are cleanup PRs, but 629 targets multiple diffusers source/docs files while 631 only fixes custom_init_isort comments/identifiers." + }, + { + "left": "pull_request:631", + "right": "pull_request:680", + "accept": false, + "reason": "One is a refactor/readability cleanup; the other changes a specific ldm-bert config URL. They address different concrete changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 183, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-4776-2", + "nodes": [ + "pull_request:4776", + "pull_request:6988" + ], + "soft_pairs": [ + "pull_request:4776|pull_request:6988" + ], + "prepared_review_unit_hash": "dd88bdd230591495f195333a5bd8ce5fc42f3312372e9385b1e01c7e38c4e88e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4206, + "estimated_input_tokens": 1052, + "estimated_eval_tokens": 2360 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4206, + "estimated_input_tokens": 1052, + "estimated_eval_tokens": 2360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are not duplicates: one adds denoising_end support to the ControlNet SDXL pipeline, while the other only updates the Stable Diffusion inpaint pipeline example/docstring. They touch different code paths and solve different problems.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR for a duplicate set here; the PRs are unrelated. If forced, PR #4776 is the more substantive code-change candidate, but it does not match #6988.", + "best_issue_reason": null, + "best_pr_reason": "PR #4776 is the stronger standalone change because it adds actual pipeline behavior (denoising_end handling) rather than a documentation/example update, but it is not a valid duplicate partner for #6988.", + "soft_edge_verdicts": [ + { + "left": "pull_request:4776", + "right": "pull_request:6988", + "accept": false, + "reason": "Different pipelines and different kinds of changes: ControlNet SDXL denoising logic vs Stable Diffusion inpaint example/docstring. They do not look like the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 184, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-4810-2", + "nodes": [ + "pull_request:4810", + "pull_request:4891" + ], + "soft_pairs": [ + "pull_request:4810|pull_request:4891" + ], + "prepared_review_unit_hash": "3739a69fed67d7de884b5bade2c8a4490b97b677adbcdb981178c72ec43d0155", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5439, + "estimated_input_tokens": 1360, + "estimated_eval_tokens": 2976 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5439, + "estimated_input_tokens": 1360, + "estimated_eval_tokens": 2976 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests target the same bug: handling image latents when the VAE returns latents directly instead of a latent distribution. PR 4891 is the cleaner canonical choice because it includes the concrete code fix and tests, while PR 4810 appears broader and more documentation-heavy.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 4891 is the best canonical PR because it directly patches the affected pipeline code paths and adds tests for the latent-retrieval behavior.", + "best_issue_reason": null, + "best_pr_reason": "PR 4891 is the strongest representative of this change set: it fixes the concrete sampling bug in the relevant pipelines and verifies it with tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:4810", + "right": "pull_request:4891", + "accept": true, + "reason": "Same underlying bug and same fix theme across the same image-to-image/inpaint code paths; the PRs are sufficiently identical to be treated as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 185, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-4903-2", + "nodes": [ + "pull_request:4903", + "pull_request:4994" + ], + "soft_pairs": [ + "pull_request:4903|pull_request:4994" + ], + "prepared_review_unit_hash": "dc6c52dae1ddab1eee12a3c3710907a99361ec9573d0bc220f9080c3cfef1417", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4680, + "estimated_input_tokens": 1170, + "estimated_eval_tokens": 2596 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4680, + "estimated_input_tokens": 1170, + "estimated_eval_tokens": 2596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both merged Diffusers PRs that touch `src/diffusers/loaders.py`, but they address different changes: PR #4903 relaxes textual inversion loading for SDXL pipelines, while PR #4994 speeds up LoRA loading and refactors loader internals. They do not look like the same underlying fix and should not be clustered together as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No strong canonical PR choice for duplicate-triage purposes; #4994 is broader and more central to loader performance, but it is not the same change as #4903.", + "best_issue_reason": null, + "best_pr_reason": "PR #4994 is the better representative only in a loose topical sense because it has broader loader impact and more references, but it is not a duplicate of #4903 and should not be merged with it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:4903", + "right": "pull_request:4994", + "accept": false, + "reason": "Different features/fixes: #4903 changes textual inversion loading and SDXL pipeline handling, while #4994 targets LoRA loading speed and related loader internals. Shared file `loaders.py` is too broad to indicate the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 186, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-4917-2", + "nodes": [ + "pull_request:4917", + "pull_request:5528" + ], + "soft_pairs": [ + "pull_request:4917|pull_request:5528" + ], + "prepared_review_unit_hash": "6af7e5a7a17f2fd5032c1c8d28ae454bec453e6acd8c55300f623be3ce100d82", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 2674, + "estimated_input_tokens": 669, + "estimated_eval_tokens": 1594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 2674, + "estimated_input_tokens": 669, + "estimated_eval_tokens": 1594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix a similar `torch_dtype` misuse in `from_single_file`, but they target different model paths (`VAE` vs `ControlNetModel`) and are not the same concrete bug.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #4917 is the broader and clearer representative: it fixes the `dtype` argument bug in `from_single_file` with a generic VAE path and the title directly states the issue.", + "best_issue_reason": null, + "best_pr_reason": "PR #4917 is the best representative of the cluster because it addresses the underlying `torch_dtype`/`dtype` bug pattern in the shared loader code path more generally than the ControlNet-specific follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:4917", + "right": "pull_request:5528", + "accept": false, + "reason": "They are related bug fixes in the same file, but they fix different model branches and not the same underlying code-path bug, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 187, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-4938-3", + "nodes": [ + "pull_request:4938", + "pull_request:5020", + "pull_request:5210" + ], + "soft_pairs": [ + "pull_request:4938|pull_request:5020", + "pull_request:4938|pull_request:5210", + "pull_request:5020|pull_request:5210" + ], + "prepared_review_unit_hash": "12052854ea4e525d4d050b42385fc17a70cf6237d30d79fc6a34df50035aacf3", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6810, + "estimated_input_tokens": 1703, + "estimated_eval_tokens": 3662 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6810, + "estimated_input_tokens": 1703, + "estimated_eval_tokens": 3662 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related docs-only pull requests improving different guides (text-to-image, image-to-image, inpaint), but they do not fix the same underlying bug or implement the same change. Treat them as separate PRs, not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #5210 is the best cluster representative because it is the broadest docs update in the set, touching both img2img and inpaint guides and reflecting the same documentation-improvement theme.", + "best_issue_reason": null, + "best_pr_reason": "PR #5210 is the strongest overall representative of the cluster because it covers multiple docs files and is more central than the single-guide updates, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:4938", + "right": "pull_request:5020", + "accept": false, + "reason": "Both are documentation improvements, but one is for text-to-image and the other for image-to-image; they update different guides and do not represent the same change." + }, + { + "left": "pull_request:4938", + "right": "pull_request:5210", + "accept": false, + "reason": "These are separate guide rewrites for different topics (text-to-image vs inpaint/img2img docs), so they are not the same concrete change." + }, + { + "left": "pull_request:5020", + "right": "pull_request:5210", + "accept": false, + "reason": "They overlap on img2img docs wording, but #5210 is primarily an inpaint-doc update plus a shared tip tweak, not the same underlying fix or a mergeable single PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 188, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-4995-3", + "nodes": [ + "pull_request:4995", + "pull_request:4997", + "pull_request:4998" + ], + "soft_pairs": [ + "pull_request:4995|pull_request:4997", + "pull_request:4997|pull_request:4998" + ], + "prepared_review_unit_hash": "215bf76ac5ea62f8f2684ceb9791abcc74cb38d1e8b0b88334f0a30ff7ea9fde", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7812, + "estimated_input_tokens": 1953, + "estimated_eval_tokens": 4162 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7812, + "estimated_input_tokens": 1953, + "estimated_eval_tokens": 4162 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly about Stable Diffusion CPU offload behavior, but only one PR is the actual code fix. PR 4998 is the best canonical PR; PR 4997 is a test-only adjustment around offloading, and PR 4995 is unrelated image-variation test cleanup.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 4998 directly fixes the offload implementation by excluding safety_checker from CPU offload across affected pipelines, which is the concrete behavior change the cluster centers on.", + "best_issue_reason": null, + "best_pr_reason": "PR 4998 is the strongest representative because it changes the production code path, not just test setup, and it applies the fix across multiple pipelines.", + "soft_edge_verdicts": [ + { + "left": "pull_request:4995", + "right": "pull_request:4997", + "accept": false, + "reason": "Different test fixes for different concerns: 4995 adjusts image-variation test inputs, while 4997 tweaks a Stable Diffusion offload test. They do not appear to address the same underlying bug or change." + }, + { + "left": "pull_request:4997", + "right": "pull_request:4998", + "accept": false, + "reason": "Related offload theme, but not the same change: 4997 is a test-only workaround, while 4998 changes the pipeline implementation to exclude safety_checker from CPU offload. They could coexist, but they are not the same concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 189, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-5106-2", + "nodes": [ + "pull_request:5106", + "pull_request:5107" + ], + "soft_pairs": [ + "pull_request:5106|pull_request:5107" + ], + "prepared_review_unit_hash": "687f0b855a38b067c23d407b21bcada0ed6922e2b5d939f74fcccf625923e95e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4417, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4417, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are related by Min-SNR / v-prediction training logic, but they target different training scripts and code paths. They are not the same fix and should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #5106 is the broader, more representative SNR-gamma/v-prediction fix across multiple text-to-image/controlnet training scripts.", + "best_issue_reason": null, + "best_pr_reason": "PR #5106 is the best cluster representative because it addresses the core v-prediction SNR-weighting bug in several example trainers, whereas #5107 is a separate Dreambooth-specific support change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5106", + "right": "pull_request:5107", + "accept": false, + "reason": "Both concern Min-SNR gamma, but #5106 patches v_prediction SNR weighting in text-to-image/controlnet trainers while #5107 adds Dreambooth-specific support with new compute_snr logic; different concrete code paths and not a single mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 190, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-5148-2", + "nodes": [ + "pull_request:5148", + "pull_request:5235" + ], + "soft_pairs": [ + "pull_request:5148|pull_request:5235" + ], + "prepared_review_unit_hash": "f89181d504779e2588ce21593611211510c4a1243cf08eeeb3421873c8eb22a9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4829, + "estimated_input_tokens": 1208, + "estimated_eval_tokens": 2672 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4829, + "estimated_input_tokens": 1208, + "estimated_eval_tokens": 2672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are related to the new compile-test/Docker image effort, but they address different fixes: one introduces CI/build changes and test exclusions, the other repairs the compile CUDA Dockerfile and a specific test. They are adjacent follow-ups, not the same mergeable change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #5235 is the more focused representative of the cluster because it directly fixes the compile test environment via the Dockerfile and a targeted test adjustment, whereas #5148 is broader CI/test plumbing work.", + "best_issue_reason": null, + "best_pr_reason": "PR #5235 best represents the underlying theme of compile-test breakage and environment repair; it is narrower and more concrete than #5148, which mainly adds CI wiring and skips compile tests from push tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5148", + "right": "pull_request:5235", + "accept": false, + "reason": "Both concern compile-testing infrastructure, but #5148 adds the compile CUDA image/CI workflow changes and skips compile tests, while #5235 fixes the Dockerfile Python setup and one test. They are related follow-up changes, not the same concrete bug or a single PR merge candidate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 191, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-5174-2", + "nodes": [ + "pull_request:5174", + "pull_request:5183" + ], + "soft_pairs": [ + "pull_request:5174|pull_request:5183" + ], + "prepared_review_unit_hash": "7b8cdabbf076d4efe448fe5eb6c84aae91c00eefdc7d12203b98737ddc7d8902", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4483, + "estimated_input_tokens": 1121, + "estimated_eval_tokens": 2498 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4483, + "estimated_input_tokens": 1121, + "estimated_eval_tokens": 2498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two pull requests about model CPU offload, but they address different bugs: one is BLIPDiffusion-specific offload plumbing, the other fixes the shared offload GPU-id handling in pipeline_utils with tests. They are not duplicate changes.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #5183 is the better canonical representative because it fixes the core offload implementation in pipeline_utils and includes regression tests, making it the broader and more central bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #5183 is the strongest overall representative of the cluster since it corrects a shared CPU offload code path rather than a single pipeline-specific integration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5174", + "right": "pull_request:5183", + "accept": false, + "reason": "Reject: #5174 is a BLIPDiffusion-specific offload sequence/device fix, while #5183 changes generic offload GPU-id selection in pipeline_utils and related tests. Different underlying bugs and not plausibly one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 192, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-5214-2", + "nodes": [ + "pull_request:5214", + "pull_request:5305" + ], + "soft_pairs": [ + "pull_request:5214|pull_request:5305" + ], + "prepared_review_unit_hash": "b9ef5495d33440806b52eb7476ead00d04307c5c6462eff22e1eefadddf2d8b0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6149, + "estimated_input_tokens": 1538, + "estimated_eval_tokens": 3332 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6149, + "estimated_input_tokens": 1538, + "estimated_eval_tokens": 3332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are effectively the same fix for the GLIGEN in-painting 0-d tensor iteration TypeError, target the same issue, and touch the same code paths/files. PR #5305 is the merged/final version, while #5214 is an earlier unmerged duplicate.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #5305 is the better canonical PR because it is merged, has the same issue target and nearly identical scope as #5214, and appears to be the finalized version of the same fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #5305 is the strongest representative because it is merged and implements the same concrete bug fix more definitively than the unmerged earlier duplicate #5214.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5214", + "right": "pull_request:5305", + "accept": true, + "reason": "Same title/issue target, same core GLIGEN in-painting bug, and overlapping file changes indicate the same underlying change; #5305 is the merged continuation of #5214." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 193, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-5243-2", + "nodes": [ + "pull_request:5243", + "pull_request:5255" + ], + "soft_pairs": [ + "pull_request:5243|pull_request:5255" + ], + "prepared_review_unit_hash": "7cd3fc526c44d400242acfeb7212fa825e3566bf3331dfbc645d6fa183e00e18", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two nearly identical PRs fixing the same Wuerstchen doc/defaults mismatch in the same files; the later merged PR is the best canonical representative.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #5255 is the merged version of the same change, touches the same files with the same diff pattern, and has substantially more review activity than #5243.", + "best_issue_reason": null, + "best_pr_reason": "PR #5255 is the best representative because it is merged and appears to be the finalized duplicate of the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5243", + "right": "pull_request:5255", + "accept": true, + "reason": "Same underlying change: identical affected files and matching diff preview adjusting the Wuerstchen pipeline docs/defaults. The merged PR #5255 is a direct duplicate/finalized version of #5243." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 194, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-527-2", + "nodes": [ + "pull_request:527", + "pull_request:603" + ], + "soft_pairs": [ + "pull_request:527|pull_request:603" + ], + "prepared_review_unit_hash": "4ab1d9182d04dd575181c1dbaa7e165eff6c71a03de191ea1e44c9fe7297d1ae", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4421, + "estimated_input_tokens": 1106, + "estimated_eval_tokens": 2468 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4421, + "estimated_input_tokens": 1106, + "estimated_eval_tokens": 2468 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two merged PRs in the same Flax loading area, but they address different changes: PR #527 adds `from_pt` support and related conversion utilities, while PR #603 fixes a specific `from_pretrained` file-existence check bug for PyTorch weights. They are related but not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #527 is the broader, foundational change that introduces `from_pt` support and the associated Flax/PyTorch conversion path, making it the best representative of the cluster theme.", + "best_issue_reason": null, + "best_pr_reason": "PR #527 is the most representative artifact because it covers the main feature addition; PR #603 is a narrower follow-up bugfix in the same code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:527", + "right": "pull_request:603", + "accept": false, + "reason": "Not the same underlying change: #527 adds `from_pt` loading support and conversion utilities, while #603 only corrects a conditional/file check in `from_pretrained`. They touch the same file but fix different problems and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 195, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-5278-2", + "nodes": [ + "pull_request:5278", + "pull_request:5279" + ], + "soft_pairs": [ + "pull_request:5278|pull_request:5279" + ], + "prepared_review_unit_hash": "1731c6493ea034b78e05e67506a1b8e26676a5e7de624362873e292b9c1ad0fe", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4400, + "estimated_input_tokens": 1100, + "estimated_eval_tokens": 2456 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4400, + "estimated_input_tokens": 1100, + "estimated_eval_tokens": 2456 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target SDXL ControlNet training/validation fixes, but they are not the same change set: #5278 is mostly a README/default-model and narrow script tweak, while #5279 changes validation behavior, adds a negative prompt, and also touches t2i_adapter and dependency files.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "#5279 is the better canonical PR candidate because it is broader, has real review activity, and contains the more substantive code-path fix in `train_controlnet_sdxl.py` rather than mostly documentation/default-value edits.", + "best_issue_reason": null, + "best_pr_reason": "#5279 is the strongest PR in the cluster: it addresses the core validation/checkpointing path, has supporting changes in related files, and appears more vetted than #5278.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5278", + "right": "pull_request:5279", + "accept": false, + "reason": "They overlap on `train_controlnet_sdxl.py`, but the concrete edits differ: #5278 changes the model/README and removes a validation-path xformers guard, while #5279 restores xformers handling, adds a negative prompt, and includes unrelated dependency/t2i_adapter updates. Not the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 196, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-5288-3", + "nodes": [ + "pull_request:5288", + "pull_request:5366", + "pull_request:5370" + ], + "soft_pairs": [ + "pull_request:5366|pull_request:5370", + "pull_request:5288|pull_request:5366", + "pull_request:5288|pull_request:5370" + ], + "prepared_review_unit_hash": "f6e546aeadad56660f552fe9626c8c66e3dc9a4d40d97fc653602d6130f04ed3", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6749, + "estimated_input_tokens": 1688, + "estimated_eval_tokens": 3632 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6749, + "estimated_input_tokens": 1688, + "estimated_eval_tokens": 3632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three closely related PRs around shrinking Stable Diffusion fast-test dummy components for issue #5262. PR 5370 is the merged, most complete implementation; 5288 is only a TODO/commentary change; 5366 is an earlier competing implementation with different dummy-model settings.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 5370 is the only merged change and appears to be the final, concrete fix for the fast-test size reduction in the StableDiffusion test fixture.", + "best_issue_reason": null, + "best_pr_reason": "PR 5370 is the best representative because it is merged, touches the exact target code path, and implements the substantive model-size reductions rather than just comments or an alternative draft.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5366", + "right": "pull_request:5370", + "accept": true, + "reason": "Both PRs change the same StableDiffusion fast-test dummy component setup in the same file to reduce model size for issue #5262; 5370 looks like the final version of the same underlying fix." + }, + { + "left": "pull_request:5288", + "right": "pull_request:5366", + "accept": false, + "reason": "5288 only adds a TODO/comment about making the fast test smaller, while 5366 makes actual component-config changes; they are related but not the same change." + }, + { + "left": "pull_request:5288", + "right": "pull_request:5370", + "accept": false, + "reason": "5288 is just a placeholder/commentary PR, whereas 5370 contains the real code changes to the test fixture; not the same underlying change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet: 5288 is only a comment/TODO, 5370 is the merged implementation, and 5366 is an earlier alternative change in the same test file tied to the same issue. The 5366\u21945370 linkage is conservative enough given the shared target file and issue." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 197, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-5293-2", + "nodes": [ + "pull_request:5293", + "pull_request:5389" + ], + "soft_pairs": [ + "pull_request:5293|pull_request:5389" + ], + "prepared_review_unit_hash": "b40008559b1bd16405fffa1c7ac58684cde46ef257a6a0acc0543537138eb7a5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4039, + "estimated_input_tokens": 1010, + "estimated_eval_tokens": 2276 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4039, + "estimated_input_tokens": 1010, + "estimated_eval_tokens": 2276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are independent documentation-only PRs in the same file, but they target different classes and different docstrings, so they are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #5389 is a broader, clearer representation of the docstring-only change pattern in this cluster, but it is still distinct from #5293.", + "best_issue_reason": null, + "best_pr_reason": "PR #5389 is the better standalone representative because it covers a larger, self-contained documentation update with a clearer class target; however, it is not a duplicate of #5293.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5293", + "right": "pull_request:5389", + "accept": false, + "reason": "Different targets and different changes: #5293 documents AutoencoderTinyBlock, while #5389 documents UNetMidBlock2D. They share a file but not the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 198, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-5297-3", + "nodes": [ + "pull_request:5297", + "pull_request:6780", + "pull_request:8603" + ], + "soft_pairs": [ + "pull_request:5297|pull_request:6780", + "pull_request:6780|pull_request:8603" + ], + "prepared_review_unit_hash": "7c815a68c4a131e94809a21fe4609e11192a38584696ae7343ffd13963bdd1bd", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7016, + "estimated_input_tokens": 1754, + "estimated_eval_tokens": 3764 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7016, + "estimated_input_tokens": 1754, + "estimated_eval_tokens": 3764 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are related only at a high level as dependency pinning in Docker/CI images, but they target different packages and different underlying compatibility problems: torch version pinning in one image, torch upper-bound pinning across test runners, and a temporary numpy pin across CI images.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #6780 is the broadest and most central dependency-fix PR in this set: it updates multiple runner Dockerfiles plus setup/dependency metadata to constrain torch versions consistently.", + "best_issue_reason": null, + "best_pr_reason": "PR #6780 is the best representative because it spans the shared torch compatibility issue across several images and repository metadata, making it the most cluster-central change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5297", + "right": "pull_request:6780", + "accept": false, + "reason": "Both pin torch, but #5297 is a narrow pin to specific versions in one CUDA image, while #6780 applies a repo-wide torch <2.2.0 constraint across several test-runner images and dependency files. Different scope and likely different compatibility trigger." + }, + { + "left": "pull_request:6780", + "right": "pull_request:8603", + "accept": false, + "reason": "These address different packages and failure modes: torch pinning versus numpy pinning. They overlap only in being CI/container dependency fixes, not in the same underlying bug or mergeable code-path change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 199, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-5322-2", + "nodes": [ + "pull_request:5322", + "pull_request:5590" + ], + "soft_pairs": [ + "pull_request:5322|pull_request:5590" + ], + "prepared_review_unit_hash": "99854b0c76ff215b8730f87c9ed602cae1e3b194c1eb03e4fd10265954be13ae", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4186, + "estimated_input_tokens": 1047, + "estimated_eval_tokens": 2350 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4186, + "estimated_input_tokens": 1047, + "estimated_eval_tokens": 2350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate documentation PRs in the same inpaint guide: one adds a mask-creation helper section, the other adds a comparison showing non-inpaint checkpoints. They touch the same file but address different guide improvements, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #5590 is the better canonical PR for the cluster because it is the larger, more self-contained docs expansion and reads as the stronger representative of the inpaint-guide updates.", + "best_issue_reason": null, + "best_pr_reason": "PR #5590 is the best PR candidate overall because it makes the more substantial and standalone change to the inpaint documentation, while #5322 is a smaller auxiliary addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5322", + "right": "pull_request:5590", + "accept": false, + "reason": "They modify the same documentation page but add different content for different purposes: one explains creating a mask image, the other compares regular vs inpaint checkpoints. Same file/subsystem is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 200, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-5340-2", + "nodes": [ + "pull_request:5340", + "pull_request:5355" + ], + "soft_pairs": [ + "pull_request:5340|pull_request:5355" + ], + "prepared_review_unit_hash": "291803bd61417968e28287b44f073efe481d2d7d1d2579f1edf75b57556fb7fc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4324, + "estimated_input_tokens": 1081, + "estimated_eval_tokens": 2418 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4324, + "estimated_input_tokens": 1081, + "estimated_eval_tokens": 2418 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two pull requests in the same general multi-GPU training area, but they fix different concrete bugs in different example scripts. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #5355 is the better canonical PR: it has the clearer bug description, broader scope across two SDXL LoRA example scripts, and directly addresses the concrete multi-GPU DDP error via `find_unused_parameters=True`.", + "best_issue_reason": null, + "best_pr_reason": "PR #5355 is the strongest representative of the cluster because it fixes a specific runtime failure in a well-defined code path and has the clearer, more actionable title and diff.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5340", + "right": "pull_request:5355", + "accept": false, + "reason": "Both mention multi-GPU, but they fix different bugs: #5340 changes checkpointing behavior in `train_unconditional.py` around `accelerator.is_main_process`, while #5355 changes DDP kwargs in SDXL LoRA training to address `find_unused_parameters`. Different code paths and not mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 201, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-5347-2", + "nodes": [ + "pull_request:5347", + "pull_request:5349" + ], + "soft_pairs": [ + "pull_request:5347|pull_request:5349" + ], + "prepared_review_unit_hash": "a4510e958961524200475710839fac2adf7a001eb653d8ce565fd54846f3e203", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5211, + "estimated_input_tokens": 1303, + "estimated_eval_tokens": 2862 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5211, + "estimated_input_tokens": 1303, + "estimated_eval_tokens": 2862 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests appear to be near-identical implementations of the same xformers test-runner move; 5349 is the merged version and is the best canonical PR.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #5349 is merged and covers the same xformers runner/workflow change, making it the best canonical PR for this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #5349 is the strongest representative because it is merged, reviewed, and implements the same concrete workflow/docker/test-runner change as the other PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5347", + "right": "pull_request:5349", + "accept": true, + "reason": "Both PRs change the same workflow/docker/test files to add a dedicated xformers CUDA test runner, with highly overlapping file coverage and matching diff structure; they look like the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 202, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-5426-2", + "nodes": [ + "pull_request:5426", + "pull_request:5597" + ], + "soft_pairs": [ + "pull_request:5426|pull_request:5597" + ], + "prepared_review_unit_hash": "7e573c30149e5007583d443526feac9be22ff0c73f9215f445bfa93b687e9328", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3943, + "estimated_input_tokens": 986, + "estimated_eval_tokens": 2228 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3943, + "estimated_input_tokens": 986, + "estimated_eval_tokens": 2228 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are both Docker image maintenance changes, but they target different images and different concrete dependency sets: one updates the slow CUDA test images, the other updates the xformers CUDA image and unpins torch/torchvision. They do not look like the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #5426 is the better representative of the cluster because it makes the broader base-image update across two CUDA test Dockerfiles, so it is the more general maintenance change.", + "best_issue_reason": null, + "best_pr_reason": "PR #5426 is the strongest standalone representative: it has the larger, clearer image-base upgrade and affects multiple Dockerfiles, making it more useful as the cluster\u2019s canonical PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5426", + "right": "pull_request:5597", + "accept": false, + "reason": "Different Docker images and different dependency updates; they share only broad CUDA/docker maintenance context, not the same concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 203, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-5464-4", + "nodes": [ + "pull_request:5464", + "pull_request:5582", + "pull_request:5810", + "pull_request:7340" + ], + "soft_pairs": [ + "pull_request:5464|pull_request:5582", + "pull_request:5464|pull_request:5810", + "pull_request:5464|pull_request:7340", + "pull_request:5582|pull_request:5810", + "pull_request:5582|pull_request:7340", + "pull_request:5810|pull_request:7340" + ], + "prepared_review_unit_hash": "7e62c4f245e5ed48aac05adc1044f4b9edc6309079ed8faecbe86a630789f150", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10144, + "estimated_input_tokens": 2536, + "estimated_eval_tokens": 5328 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10144, + "estimated_input_tokens": 2536, + "estimated_eval_tokens": 5328 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all unrelated maintenance changes: one scheduler test fix, one Alt Diffusion whitespace cleanup, and two separate documentation/template wording tweaks. The soft-similarity signal is misleading here; they should not be deduplicated together.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue-linked PRs here; among the PRs, #7340 is the most substantive and concrete because it fixes scheduler test behavior for LMSDiscreteScheduler, while the others are formatting or wording-only edits.", + "best_issue_reason": null, + "best_pr_reason": "#7340 is the best representative PR because it targets a specific code-path behavior in scheduler tests. The others are unrelated doc/template cleanup or trivial whitespace changes, so they are not good canonical choices for the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5464", + "right": "pull_request:5582", + "accept": false, + "reason": "Unrelated changes: Alt Diffusion pipeline whitespace vs. issue/PR template and repository text edits." + }, + { + "left": "pull_request:5464", + "right": "pull_request:5810", + "accept": false, + "reason": "Unrelated changes: Alt Diffusion pipeline whitespace vs. README wording/capitalization updates." + }, + { + "left": "pull_request:5464", + "right": "pull_request:7340", + "accept": false, + "reason": "Different domains and intent: Alt Diffusion formatting cleanup vs. scheduler test logic for LMSDiscreteScheduler." + }, + { + "left": "pull_request:5582", + "right": "pull_request:5810", + "accept": false, + "reason": "Both are docs/metadata edits, but they change different files for different purposes and are not the same underlying change." + }, + { + "left": "pull_request:5582", + "right": "pull_request:7340", + "accept": false, + "reason": "Template/documentation cleanup is unrelated to a scheduler test behavior fix." + }, + { + "left": "pull_request:5810", + "right": "pull_request:7340", + "accept": false, + "reason": "README wording edits are unrelated to a scheduler test code-path change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 204, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-5486-3", + "nodes": [ + "pull_request:5486", + "pull_request:5717", + "pull_request:7065" + ], + "soft_pairs": [ + "pull_request:5486|pull_request:5717", + "pull_request:5486|pull_request:7065" + ], + "prepared_review_unit_hash": "2f6e7f796e01523e0c844d44cdeef97e472266bd1b468231db1b6c11ad79b062", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6053, + "estimated_input_tokens": 1514, + "estimated_eval_tokens": 3284 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6053, + "estimated_input_tokens": 1514, + "estimated_eval_tokens": 3284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are about different fixes: a docs typo, a ControlNet example signature fix, and a TensorRT guidance_scale bug fix. They are not duplicates and should not be clustered as the same change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 7065 is the strongest representative because it fixes a concrete runtime bug across two example pipelines, whereas the others are either documentation-only or a separate ControlNet example compatibility fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 7065 is the best overall representative of the cluster because it is the most substantive code change and the most clearly user-facing bug fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5486", + "right": "pull_request:5717", + "accept": false, + "reason": "Different kinds of changes: 5486 only corrects ControlNet documentation text, while 5717 changes the forward signature in a community example to accept extra args/kwargs. They do not fix the same bug or code path." + }, + { + "left": "pull_request:5486", + "right": "pull_request:7065", + "accept": false, + "reason": "5486 is a docs-only typo fix; 7065 fixes TensorRT pipeline state handling for guidance_scale in two separate example scripts. No shared underlying bug or mergeable single PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 205, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-5514-2", + "nodes": [ + "pull_request:5514", + "pull_request:5659" + ], + "soft_pairs": [ + "pull_request:5514|pull_request:5659" + ], + "prepared_review_unit_hash": "6d22d8cddcbe4c31316eba3baa3e4b9a5d938b5389ea386eef30d6be2398410c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3925, + "estimated_input_tokens": 982, + "estimated_eval_tokens": 2220 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3925, + "estimated_input_tokens": 982, + "estimated_eval_tokens": 2220 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one changes the community LCM example\u2019s scheduler handling, while the other fixes custom pipeline loading to respect repo revisions. They touch different code paths and solve different problems.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #5659 is the better canonical PR for the cluster because it is merged, addresses a concrete framework-level bug in custom pipeline loading, and has a clearer, more general impact than the example-only LCM backward-compatibility tweak.", + "best_issue_reason": null, + "best_pr_reason": "PR #5659 is the strongest PR candidate overall: it is merged, fixes a specific bug in `pipeline_utils.py`, and is more broadly applicable than PR #5514, which only affects one community example.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5514", + "right": "pull_request:5659", + "accept": false, + "reason": "Different underlying changes: #5514 modifies the LCM community example\u2019s scheduler initialization, while #5659 fixes repository revision handling for custom pipelines in `pipeline_utils.py`. They do not target the same bug or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 206, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-5521-7", + "nodes": [ + "pull_request:5521", + "pull_request:5583", + "pull_request:5584", + "pull_request:5585", + "pull_request:5586", + "pull_request:5587", + "pull_request:5588" + ], + "soft_pairs": [ + "pull_request:5521|pull_request:5583", + "pull_request:5521|pull_request:5584", + "pull_request:5521|pull_request:5585", + "pull_request:5521|pull_request:5586", + "pull_request:5521|pull_request:5587", + "pull_request:5583|pull_request:5584", + "pull_request:5583|pull_request:5585", + "pull_request:5583|pull_request:5586", + "pull_request:5583|pull_request:5587", + "pull_request:5584|pull_request:5585", + "pull_request:5584|pull_request:5586", + "pull_request:5584|pull_request:5587", + "pull_request:5584|pull_request:5588", + "pull_request:5585|pull_request:5586", + "pull_request:5585|pull_request:5587", + "pull_request:5585|pull_request:5588", + "pull_request:5586|pull_request:5587", + "pull_request:5586|pull_request:5588", + "pull_request:5587|pull_request:5588", + "pull_request:5521|pull_request:5588" + ], + "prepared_review_unit_hash": "81bd6d1212638523053999727e10c5a52aaaa10987034dbda1ade47e7dfe5447", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 20, + "serialized_chars": 25163, + "estimated_input_tokens": 6291, + "estimated_eval_tokens": 12838 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 20, + "serialized_chars": 25163, + "estimated_input_tokens": 6291, + "estimated_eval_tokens": 12838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are closely related but distinct documentation-cleanup PRs, not duplicates of the same change. They all fix typos or wording in different doc sections, so the high similarity is from shared editorial intent rather than one underlying bug or patch.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 5588 is the broadest merged docs cleanup in the set, touching main-page and repository-level files, so it is the best single representative of this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 5588 is the strongest cluster anchor: merged, broad in scope, and representative of the general docs typo/update theme without being tied to one narrow subsection.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5521", + "right": "pull_request:5583", + "accept": false, + "reason": "Both are docs typo sweeps, but they cover different file sets and sections; not the same concrete change." + }, + { + "left": "pull_request:5521", + "right": "pull_request:5584", + "accept": false, + "reason": "One targets templates/main docs, the other targets loading and hub docs; separate cleanup batches." + }, + { + "left": "pull_request:5521", + "right": "pull_request:5585", + "accept": false, + "reason": "Different doc areas (templates/main files vs conceptual guides); similarity is only topical." + }, + { + "left": "pull_request:5521", + "right": "pull_request:5586", + "accept": false, + "reason": "Tutorial-page cleanup versus template/main-file cleanup; distinct PRs with different patch scopes." + }, + { + "left": "pull_request:5521", + "right": "pull_request:5587", + "accept": false, + "reason": "Getting-started docs and docs README changes are unrelated to the template/main-file typo sweep." + }, + { + "left": "pull_request:5521", + "right": "pull_request:5588", + "accept": false, + "reason": "Both are broad docs edits, but they touch different repository areas and are not one unified code/docs change." + }, + { + "left": "pull_request:5583", + "right": "pull_request:5584", + "accept": false, + "reason": "Separate documentation sections: pipeline/examples pages versus loading/hub pages." + }, + { + "left": "pull_request:5583", + "right": "pull_request:5585", + "accept": false, + "reason": "API/example doc typos and conceptual-guide typos are different cleanup sets." + }, + { + "left": "pull_request:5583", + "right": "pull_request:5586", + "accept": false, + "reason": "Different targets: pipeline/example docs versus tutorials docs." + }, + { + "left": "pull_request:5583", + "right": "pull_request:5587", + "accept": false, + "reason": "Pipeline/example docs and getting-started docs are distinct patches." + }, + { + "left": "pull_request:5584", + "right": "pull_request:5585", + "accept": false, + "reason": "Loading/hub documentation changes are not the same change as conceptual-guide edits." + }, + { + "left": "pull_request:5584", + "right": "pull_request:5586", + "accept": false, + "reason": "Loading/hub page fixes and tutorial fixes address different docs and wording." + }, + { + "left": "pull_request:5584", + "right": "pull_request:5587", + "accept": false, + "reason": "These are separate docs batches for loading/hub versus getting-started pages." + }, + { + "left": "pull_request:5584", + "right": "pull_request:5588", + "accept": false, + "reason": "One is focused on loading/hub docs, the other on main-page and .github repository files." + }, + { + "left": "pull_request:5585", + "right": "pull_request:5586", + "accept": false, + "reason": "Conceptual-guide edits and tutorial edits are different documentation changes." + }, + { + "left": "pull_request:5585", + "right": "pull_request:5587", + "accept": false, + "reason": "Conceptual docs versus getting-started docs; not the same underlying patch." + }, + { + "left": "pull_request:5585", + "right": "pull_request:5588", + "accept": false, + "reason": "Conceptual guide cleanup is unrelated to the main-page/.github cleanup batch." + }, + { + "left": "pull_request:5586", + "right": "pull_request:5587", + "accept": false, + "reason": "Tutorial-page typo fixes and getting-started-page fixes are separate documentation updates." + }, + { + "left": "pull_request:5586", + "right": "pull_request:5588", + "accept": false, + "reason": "Tutorial docs changes and main-page/.github changes are different cleanup scopes." + }, + { + "left": "pull_request:5587", + "right": "pull_request:5588", + "accept": false, + "reason": "Getting-started docs and repository-level .github/main-page edits are distinct PRs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 207, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-5589-2", + "nodes": [ + "pull_request:5589", + "pull_request:5680" + ], + "soft_pairs": [ + "pull_request:5589|pull_request:5680" + ], + "prepared_review_unit_hash": "044cd7309a5e0437983935dfb5baea66f33708380b1dc4ff62be32650f7e70bf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6226, + "estimated_input_tokens": 1557, + "estimated_eval_tokens": 3370 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6226, + "estimated_input_tokens": 1557, + "estimated_eval_tokens": 3370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address final CPU/model hook offloading in diffusion pipelines, but they are separate scoped updates rather than the same mergeable change. PR 5589 is a narrower pipeline set; PR 5680 is a later, broader free-model-hook cleanup across additional pipelines.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 5680 is the better canonical representative because it generalizes the offload-hook cleanup to a wider set of pipelines and uses the newer maybe_free_model_hooks pattern consistently.", + "best_issue_reason": null, + "best_pr_reason": "PR 5680 is the strongest standalone PR: broader coverage, clearer hook cleanup, and it consolidates the offloading behavior more completely than 5589.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5589", + "right": "pull_request:5680", + "accept": false, + "reason": "Related theme, but not the same concrete change. 5589 updates final offloading for a subset of pipelines, while 5680 removes specific offload calls and switches to maybe_free_model_hooks across a different, broader pipeline set." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 208, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-5696-2", + "nodes": [ + "pull_request:5696", + "pull_request:5704" + ], + "soft_pairs": [ + "pull_request:5696|pull_request:5704" + ], + "prepared_review_unit_hash": "32628422260c7d3b363e5564297ff4ab50d83120c67d2f7153e58c54b4e00e0b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4519, + "estimated_input_tokens": 1130, + "estimated_eval_tokens": 2516 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4519, + "estimated_input_tokens": 1130, + "estimated_eval_tokens": 2516 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are related to Wuerstchen + PEFT support, but they are not the same concrete patch: #5696 changes generic attention/offload logic plus one WuerstchenPrior file, while #5704 updates Wuerstchen layer classes and adds tests. #5704 is the stronger canonical PR for the cluster.", + "confidence": 0.74, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #5704 is merged, directly targets the reported Wuerstchen/PEFT breakage, and includes the broader model-layer fix plus tests; it best represents the completed change set.", + "best_issue_reason": null, + "best_pr_reason": "PR #5704 is the best representative because it is merged and covers the full Wuerstchen PEFT compatibility fix in the affected code paths, with test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5696", + "right": "pull_request:5704", + "accept": false, + "reason": "They share the same issue target and subsystem, but the diffs are not the same change: #5696 also edits generic attention_processor LoRA-offload logic, while #5704 changes Wuerstchen model layers and tests. Related, but not duplicate enough to merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 209, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-5739-2", + "nodes": [ + "pull_request:5739", + "pull_request:5752" + ], + "soft_pairs": [ + "pull_request:5739|pull_request:5752" + ], + "prepared_review_unit_hash": "8efd8411bc5cf4639fa1537008a2ce211fb45459cd04dd3dc299715b3ce1daba", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4515, + "estimated_input_tokens": 1129, + "estimated_eval_tokens": 2514 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4515, + "estimated_input_tokens": 1129, + "estimated_eval_tokens": 2514 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch the PixArt-Alpha pipeline and tests, but they address different problems: PR #5739 adds resolution binning, while PR #5752 fixes multi-image generation and prompt mask handling. They are related by subsystem, not the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #5752 is the more specific bug fix and directly addresses a concrete runtime failure in multi-image generation.", + "best_issue_reason": null, + "best_pr_reason": "PR #5752 is the best representative of the cluster because it targets a user-visible correctness bug rather than a feature addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5739", + "right": "pull_request:5752", + "accept": false, + "reason": "Same pipeline/files, but different code-paths and goals: resolution binning vs. multi-image prompt/mask handling. They could not plausibly be merged as one duplicate fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 210, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-583-2", + "nodes": [ + "pull_request:583", + "pull_request:600" + ], + "soft_pairs": [ + "pull_request:583|pull_request:600" + ], + "prepared_review_unit_hash": "0b0bb28c01125b4861af62e6842b6240752f7d31cea82ee80cf6548414f89c05", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4422, + "estimated_input_tokens": 1106, + "estimated_eval_tokens": 2468 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4422, + "estimated_input_tokens": 1106, + "estimated_eval_tokens": 2468 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two merged PRs touch the same Flax Stable Diffusion pipeline file but address different problems: one adds PNDM scheduler support, the other adds dtype passthrough during Flax model init. They are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #583 is the more central cluster member: it makes the Flax Stable Diffusion pipeline work with PNDM by wiring in scheduler state and loop changes, which is the larger concrete code-path change.", + "best_issue_reason": null, + "best_pr_reason": "PR #583 is the best representative of the cluster because it implements a substantive pipeline capability rather than a small config convenience fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:583", + "right": "pull_request:600", + "accept": false, + "reason": "Different changes: #583 adds PNDM scheduler support in the Flax pipeline, while #600 only propagates dtype from config into initialization. Shared filename alone is not enough to merge them as the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 211, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-587-2", + "nodes": [ + "pull_request:587", + "pull_request:664" + ], + "soft_pairs": [ + "pull_request:587|pull_request:664" + ], + "prepared_review_unit_hash": "906b8a6bd22ca7d9a16e29fb1382a9291f4fa173c21bac554341dc1335b17e03", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4472, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4472, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are related only by the LMS/stable-diffusion area, but they address different problems: #587 adds K-LMS support to img2img/inpainting, while #664 fixes a separate LMS scheduler PyTorch regression. They should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical PR: #587 is a feature/support change for inpainting, while #664 is a separate scheduler regression fix.", + "best_issue_reason": null, + "best_pr_reason": "#664 is the cleaner standalone bug-fix PR if one item must represent the cluster, but it is not a duplicate of #587.", + "soft_edge_verdicts": [ + { + "left": "pull_request:587", + "right": "pull_request:664", + "accept": false, + "reason": "Different underlying changes and code paths: #587 adds K-LMS inpainting/img2img support, whereas #664 fixes LMS scheduler sigma handling and a dependency regression. They do not look like the same concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 212, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-5878-3", + "nodes": [ + "pull_request:5878", + "pull_request:5879", + "pull_request:6031" + ], + "soft_pairs": [ + "pull_request:5878|pull_request:5879", + "pull_request:5879|pull_request:6031" + ], + "prepared_review_unit_hash": "c813d1d8e0d1f1dfa1be87550ab16273d40ba9c1e1c1d6217d6ac7d97941b8c0", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10140, + "estimated_input_tokens": 2535, + "estimated_eval_tokens": 5326 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10140, + "estimated_input_tokens": 2535, + "estimated_eval_tokens": 5326 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "PR #5878 and #5879 are near-duplicate fixes for the same VAE scale-factor robustness issue across the same set of pipelines. PR #6031 is unrelated LoRA padding behavior and should not be clustered with them.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #5878 is the cleaner canonical representative: it has the clearer title and the same VAE fallback fix applied consistently across the affected pipelines.", + "best_issue_reason": null, + "best_pr_reason": "PR #5878 is the best overall PR in this cluster because it directly addresses the VAE config compatibility bug with a consistent cross-pipeline change; #5879 is essentially the same fix with a noisier title and near-identical implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5878", + "right": "pull_request:5879", + "accept": true, + "reason": "Same underlying bug: make pipeline VAE scale-factor handling work with configs that expose decoder_block_out_channels instead of block_out_channels. The diffs overlap on the same files and the code change is functionally equivalent." + }, + { + "left": "pull_request:5879", + "right": "pull_request:6031", + "accept": false, + "reason": "Different problem and code path: #5879 fixes VAE config compatibility in diffusion pipelines, while #6031 changes LoRACompatibleConv padding_mode behavior in lora.py." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 213, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-5935-2", + "nodes": [ + "pull_request:5935", + "pull_request:6040" + ], + "soft_pairs": [ + "pull_request:5935|pull_request:6040" + ], + "prepared_review_unit_hash": "aba7272e74d2c29a5f5c3e2ff584420c3d26a6c2eb88ae5ff7349bf8f81f3b0d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4424, + "estimated_input_tokens": 1106, + "estimated_eval_tokens": 2468 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4424, + "estimated_input_tokens": 1106, + "estimated_eval_tokens": 2468 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two merged PRs touch the same training script, but they address different changes: PR #5935 adds LoRA/SDXL training-script fixes including a text-encoder LoRA state-dict helper, while PR #6040 only changes `token_abstraction` parsing/help text. They are related, but not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #5935 is the broader, more substantive change set in the cluster; it fixes actual training-script behavior, whereas PR #6040 is a narrow CLI-argument tweak.", + "best_issue_reason": null, + "best_pr_reason": "PR #5935 is the best representative for this cluster because it covers the main bug-fix work and has the wider scope of impact in the shared script.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5935", + "right": "pull_request:6040", + "accept": false, + "reason": "Different underlying changes. #5935 adds LoRA/text-encoder helper logic and other training-script fixes; #6040 only changes the `--token_abstraction` argument type/help text. Same file, but not the same bug or mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 214, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-5970-2", + "nodes": [ + "pull_request:5970", + "pull_request:5971" + ], + "soft_pairs": [ + "pull_request:5970|pull_request:5971" + ], + "prepared_review_unit_hash": "cbf3f798c1febcece245a3234e04234bd26e2100dd497dd3c6f248c6410f94c5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3660, + "estimated_input_tokens": 915, + "estimated_eval_tokens": 2086 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3660, + "estimated_input_tokens": 915, + "estimated_eval_tokens": 2086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests implement the same fix in the same file and location: moving the DreamBooth SDXL components back to CPU and clearing CUDA memory before final inference. PR 5970 is slightly more complete because it also cleans up LoRA layers when training the text encoder.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 5970 is the better canonical PR because it appears first and includes the broader cleanup, including conditional deletion of text-encoder LoRA layers in addition to the shared GPU-memory release steps.", + "best_issue_reason": null, + "best_pr_reason": "PR 5970 is the strongest representative of the cluster: same code path, same intent, and the most complete version of the fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:5970", + "right": "pull_request:5971", + "accept": true, + "reason": "Same underlying change: both free UNet/text encoder memory before final inference in the same script. The differences are minor cleanup/comment wording, and the 5970 version is a superset with extra LoRA-layer deletion." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the diffs: both PRs add the same GPU-memory cleanup at the same spot in `train_dreambooth_lora_sdxl.py`, and PR 5970 does include the extra LoRA-layer deletion gated on `args.train_text_encoder`. The soft-edge acceptance is conservative enough, and the two changes look mergeable as one bugfix PR." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 215, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-6043-3", + "nodes": [ + "pull_request:6043", + "pull_request:7343", + "pull_request:7344" + ], + "soft_pairs": [ + "pull_request:6043|pull_request:7344", + "pull_request:7343|pull_request:7344" + ], + "prepared_review_unit_hash": "a9f94348d72402c8b1e6e4ca05a606128ce985a4719bca68684762a30b1d0c2a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6414, + "estimated_input_tokens": 1604, + "estimated_eval_tokens": 3464 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6414, + "estimated_input_tokens": 1604, + "estimated_eval_tokens": 3464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No duplicate cluster here: the three pull requests address different changes. PR #7343 is a broad code/doc/test refactor around config attribute access, #7344 is a small test-only config-loading adjustment, and #6043 fixes a deprecation warning in single_file loading. None should be merged as the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #7343 is the best representative because it is the most substantial code change and touches the underlying config-attribute access pattern across multiple real code paths, unlike the smaller test-only or warning-fix PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:6043", + "right": "pull_request:7344", + "accept": false, + "reason": "Different code paths and purposes: #6043 changes a dtype call in single_file loading, while #7344 only rewrites a config-loading test. They do not fix the same bug or merge cleanly into one PR." + }, + { + "left": "pull_request:7343", + "right": "pull_request:7344", + "accept": false, + "reason": "Related only in a broad config area, but #7343 updates production and docs code for accessing config attributes, whereas #7344 changes one test's loading pattern. They are not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 216, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-6138-2", + "nodes": [ + "pull_request:6138", + "pull_request:6959" + ], + "soft_pairs": [ + "pull_request:6138|pull_request:6959" + ], + "prepared_review_unit_hash": "b7c0afbb8dd01bcf3d0ea925ae23f881ce586895d2b4465fa9be544999b225ae", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4286, + "estimated_input_tokens": 1072, + "estimated_eval_tokens": 2400 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4286, + "estimated_input_tokens": 1072, + "estimated_eval_tokens": 2400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated pull requests: one fixes SDXL `from_single_file` behavior for inpaint/model components, the other adds `config_file` support for ControlNet `from_single_file`. They touch the same broad loader area but not the same bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #6959 is the better canonical PR for this cluster because it is the merged, self-contained change, while #6138 addresses a different SDXL-specific loader bug.", + "best_issue_reason": null, + "best_pr_reason": "PR #6959 is the best representative artifact here: it is merged, narrowly scoped, and clearly describes a single loader enhancement. PR #6138 is a separate SDXL fix and should not be conflated with it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:6138", + "right": "pull_request:6959", + "accept": false, + "reason": "Different changes and different code paths: #6138 fixes SDXL single-file loading for inpaint-related components, while #6959 adds `config_file` passthrough for ControlNet `from_single_file`. They are not the same underlying bug or mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 217, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-6286-2", + "nodes": [ + "pull_request:6286", + "pull_request:6334" + ], + "soft_pairs": [ + "pull_request:6286|pull_request:6334" + ], + "prepared_review_unit_hash": "f2515184f881517c6986ea322f5fc059bd79e06c0434d390cb84d20b9fe5ab5c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4418, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4418, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `pipeline_controlnet.py`, but they address different problems: one fixes a typo in a nested-image `ValueError`, while the other changes multi-ControlNet prompt/image handling and tests. They should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #6334 is the broader, behavior-changing fix for multi-image/multi-ControlNet input handling and includes tests; PR #6286 is only a message typo correction.", + "best_issue_reason": null, + "best_pr_reason": "PR #6334 is the best representative of the underlying bug/change because it fixes the actual ControlNet input-handling logic rather than just editing error text.", + "soft_edge_verdicts": [ + { + "left": "pull_request:6286", + "right": "pull_request:6334", + "accept": false, + "reason": "Not the same underlying change: #6286 only adjusts an error string, while #6334 changes input validation behavior for multi-ControlNet prompts/images and adds tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 218, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-6338-3", + "nodes": [ + "pull_request:6338", + "pull_request:6629", + "pull_request:6637" + ], + "soft_pairs": [ + "pull_request:6338|pull_request:6629", + "pull_request:6338|pull_request:6637", + "pull_request:6629|pull_request:6637" + ], + "prepared_review_unit_hash": "74adefec81054e60296200895d4e0d81486d6931e5453616387699328ae8db2b", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8933, + "estimated_input_tokens": 2234, + "estimated_eval_tokens": 4724 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8933, + "estimated_input_tokens": 2234, + "estimated_eval_tokens": 4724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate Japanese docs translation PRs that all touch the JA toctree, but they target different tutorial pages/content rather than the same concrete change. I would not cluster them as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 6338 is the best anchor for the cluster because it is merged and makes the broadest initial JA docs/tutorials update, whereas the other two are distinct follow-on translations.", + "best_issue_reason": null, + "best_pr_reason": "PR 6338 is the most suitable representative overall: merged, broadly scoped, and closest to the common JA docs navigation update theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:6338", + "right": "pull_request:6629", + "accept": false, + "reason": "Both edit the JA toctree, but 6338 updates the tutorials overview/index while 6629 adds an AutoPipeline tutorial page; these are separate documentation changes, not the same underlying PR." + }, + { + "left": "pull_request:6338", + "right": "pull_request:6637", + "accept": false, + "reason": "6338 is a tutorials/index translation update, while 6637 translates loading/Hub docs; they share the same docs area but not the same concrete change." + }, + { + "left": "pull_request:6629", + "right": "pull_request:6637", + "accept": false, + "reason": "These PRs add different JA tutorial documentation topics (AutoPipeline vs loading docs); shared toctree edits are too broad to treat as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 219, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-6390-4", + "nodes": [ + "pull_request:6390", + "pull_request:7596", + "pull_request:7639", + "pull_request:9365" + ], + "soft_pairs": [ + "pull_request:6390|pull_request:7639", + "pull_request:7596|pull_request:7639", + "pull_request:7639|pull_request:9365" + ], + "prepared_review_unit_hash": "3dbf81a5c12a3a7a8025d0753affa71a03a395b73c9ca3ede503014c0bad362d", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 7558, + "estimated_input_tokens": 1890, + "estimated_eval_tokens": 4036 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 7558, + "estimated_input_tokens": 1890, + "estimated_eval_tokens": 4036 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs all live under the optimization/docs area, but they are for different underlying features: DeepCache, TGATE, xDiT, and a separate TGATE enablement PR. They share section-level similarity only, not the same concrete change or bug.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 7639 is the best central representative of the cluster because it introduces the TGATE optimization page and sits between the other optimization-doc additions, but it is still a distinct change from DeepCache, xDiT, and the TGATE enablement PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 7639 is the strongest standalone representative of the optimization-docs subgroup: it is a complete, merged docs addition with clear scope and the most explicit topical overlap with the others, even though it is not a duplicate of them.", + "soft_edge_verdicts": [ + { + "left": "pull_request:6390", + "right": "pull_request:7639", + "accept": false, + "reason": "DeepCache docs vs TGATE docs: same parent section, but different optimization methods and different pages. Shared _toctree placement is not enough to indicate the same change." + }, + { + "left": "pull_request:7596", + "right": "pull_request:7639", + "accept": false, + "reason": "Both mention TGATE, but 7596 is a feature/enablement PR for PixArt-Alpha while 7639 is a documentation PR. Different change type and no evidence they fix the same code path." + }, + { + "left": "pull_request:7639", + "right": "pull_request:9365", + "accept": false, + "reason": "TGATE and xDiT are separate optimization technologies with different docs pages and scope; they only overlap in the optimization docs tree." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 220, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-6477-2", + "nodes": [ + "pull_request:6477", + "pull_request:7817" + ], + "soft_pairs": [ + "pull_request:6477|pull_request:7817" + ], + "prepared_review_unit_hash": "af0c403a7a507f95689145252abe48b06d2d1fa5ec5e9d8c400d09d9cdfd91c8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6352, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6352, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are scheduler-related PRs, but they address different changes: PR #6477 fixes a specific DPM Solver `use_karras_sigmas`/final-sigma behavior, while PR #7817 adds broader custom `timesteps` and `sigmas` support across many pipelines and docs. They are not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #6477 is the better canonical PR because it targets a narrow, concrete scheduler bug fix with clear code-path changes in DPM solver implementations, whereas #7817 is a broader feature PR spanning many pipelines and documentation.", + "best_issue_reason": null, + "best_pr_reason": "PR #6477 best represents the specific underlying scheduler fix in this cluster; #7817 is more of a general feature expansion than the same bug/change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:6477", + "right": "pull_request:7817", + "accept": false, + "reason": "They overlap on scheduler internals, but #6477 fixes a specific DPM Solver `use_karras_sigmas` final-sigma issue while #7817 adds general custom timestep/sigma support across many pipelines. Different concrete changes, so not the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 221, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-648-2", + "nodes": [ + "pull_request:648", + "pull_request:767" + ], + "soft_pairs": [ + "pull_request:648|pull_request:767" + ], + "prepared_review_unit_hash": "499910d43a2a7c4c8a6a83d1275e1f9b807b7fa8733d14ee20800a27f87278c2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4564, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4564, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests touch the same scheduler `add_noise` path, but they are not the same fix: PR #648 addresses device placement for `timesteps`/`alphas_cumprod`, while PR #767 expands the handling to dtype as well and broader scheduler coverage. They are related, but not duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #767 is the better canonical PR for this cluster because it is the later, broader `add_noise` fix and explicitly covers the dtype/device handling that subsumes the narrower device-only adjustment in PR #648.", + "best_issue_reason": null, + "best_pr_reason": "PR #767 is the strongest representative of the cluster because it clearly states the `add_noise` dtype/device bug, touches multiple schedulers, and appears to be the more complete implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:648", + "right": "pull_request:767", + "accept": false, + "reason": "Related scheduler fixes, but not the same underlying change: #648 fixes device movement for `add_noise`, while #767 adds dtype handling and broader scheduler updates. They should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 222, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-6551-6", + "nodes": [ + "pull_request:6551", + "pull_request:8275", + "pull_request:8789", + "pull_request:8948", + "pull_request:8972", + "pull_request:9337" + ], + "soft_pairs": [ + "pull_request:6551|pull_request:8789", + "pull_request:8275|pull_request:8789", + "pull_request:8789|pull_request:8972", + "pull_request:8948|pull_request:8972", + "pull_request:8972|pull_request:9337" + ], + "prepared_review_unit_hash": "d474a4028d9a030fb2c9dad785b443cd511913b60504a909d75436dba92febc1", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 15684, + "estimated_input_tokens": 3921, + "estimated_eval_tokens": 8098 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 15684, + "estimated_input_tokens": 3921, + "estimated_eval_tokens": 8098 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all related to AnimateDiff, but they are distinct feature/fix efforts: long-context generation, PAG integration, FreeNoise, ControlNet-to-core migration, and vid2vid+ControlNet. The overlaps are mostly in shared pipeline/docs files, not the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the cluster contains several separate AnimateDiff changes rather than duplicates of one fix or feature.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:9337 is the most self-contained and mature concrete pipeline addition (AnimateDiff video-to-video + ControlNet), with substantial discussion and a clear feature boundary, so it is the best representative if one must choose one PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:6551", + "right": "pull_request:8789", + "accept": false, + "reason": "Different changes: 6551 fixes multicontrolnet support in the community example, while 8789 adds PAG support for AnimateDiff. Same ecosystem, not the same bug or code path." + }, + { + "left": "pull_request:8275", + "right": "pull_request:8789", + "accept": false, + "reason": "Long-context video generation vs. PAG variant are separate AnimateDiff features with different implementation goals." + }, + { + "left": "pull_request:8789", + "right": "pull_request:8972", + "accept": false, + "reason": "PAG support and moving ControlNet to core are unrelated changes; they share package wiring but not the same underlying feature or fix." + }, + { + "left": "pull_request:8948", + "right": "pull_request:8972", + "accept": false, + "reason": "FreeNoise adds temporal/context sampling behavior, while 8972 migrates AnimateDiff ControlNet into core. Shared files do not imply duplicate PRs." + }, + { + "left": "pull_request:8972", + "right": "pull_request:9337", + "accept": false, + "reason": "Both concern AnimateDiff ControlNet, but one is a core migration and the other is a new video-to-video ControlNet pipeline. They could not plausibly be merged as one duplicate change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 223, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-6587-9", + "nodes": [ + "pull_request:6587", + "pull_request:6590", + "pull_request:6608", + "pull_request:6672", + "pull_request:6719", + "pull_request:6737", + "pull_request:6740", + "pull_request:6781", + "pull_request:6803" + ], + "soft_pairs": [ + "pull_request:6587|pull_request:6590", + "pull_request:6587|pull_request:6608", + "pull_request:6587|pull_request:6803", + "pull_request:6590|pull_request:6608", + "pull_request:6590|pull_request:6781", + "pull_request:6590|pull_request:6803", + "pull_request:6590|pull_request:6740", + "pull_request:6608|pull_request:6781", + "pull_request:6608|pull_request:6803", + "pull_request:6608|pull_request:6737", + "pull_request:6672|pull_request:6737", + "pull_request:6672|pull_request:6740", + "pull_request:6672|pull_request:6781", + "pull_request:6672|pull_request:6803", + "pull_request:6737|pull_request:6740", + "pull_request:6737|pull_request:6781", + "pull_request:6737|pull_request:6803", + "pull_request:6740|pull_request:6781", + "pull_request:6740|pull_request:6803", + "pull_request:6781|pull_request:6803", + "pull_request:6672|pull_request:6719" + ], + "prepared_review_unit_hash": "6b5d94e14e7088aa40ed5240b5881af74ca01ce6925a77881d946488aa8b8f00", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 21, + "serialized_chars": 21891, + "estimated_input_tokens": 5473, + "estimated_eval_tokens": 11202 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 21, + "serialized_chars": 21891, + "estimated_input_tokens": 5473, + "estimated_eval_tokens": 11202 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of related Windows path-compatibility PRs across different diffusers modules, not one single duplicate change. Two pairs are close enough to treat as the same underlying fix; the rest are related but distinct code-paths.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #6737 is the strongest canonical representative: it is merged, explicitly targets issue 6585, and makes a focused, concrete Windows path fix in one code path.", + "best_issue_reason": null, + "best_pr_reason": "PR #6737 is the best overall representative of the cluster because it is merged, issue-linked, and has a clear minimal path-normalization change; the other PRs are adjacent but separate Windows-support fixes in different files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:6587", + "right": "pull_request:6590", + "accept": false, + "reason": "Same general Windows-path theme, but different files and different helper code paths; not the same concrete change." + }, + { + "left": "pull_request:6587", + "right": "pull_request:6608", + "accept": false, + "reason": "Different modules and different load/save logic; too broad to count as the same bug fix." + }, + { + "left": "pull_request:6587", + "right": "pull_request:6803", + "accept": true, + "reason": "Both modify src/diffusers/utils/testing_utils.py to fix Windows-incompatible path joining; these are the same underlying helper-file bug and could plausibly be combined." + }, + { + "left": "pull_request:6590", + "right": "pull_request:6608", + "accept": false, + "reason": "Both are Windows path cleanups, but they fix different loaders in different files and are not one concrete code-path problem." + }, + { + "left": "pull_request:6590", + "right": "pull_request:6781", + "accept": false, + "reason": "Different save/load paths in different modules; same theme, but not the same underlying change." + }, + { + "left": "pull_request:6590", + "right": "pull_request:6803", + "accept": false, + "reason": "Different file and different helper functions; not the same bug fix." + }, + { + "left": "pull_request:6590", + "right": "pull_request:6740", + "accept": false, + "reason": "Different files and no shared concrete code path; only a broad Windows-support similarity." + }, + { + "left": "pull_request:6608", + "right": "pull_request:6781", + "accept": false, + "reason": "Both touch path handling, but they affect different model-saving/loading code paths in different modules." + }, + { + "left": "pull_request:6608", + "right": "pull_request:6803", + "accept": false, + "reason": "Different modules and different helper logic; related theme only." + }, + { + "left": "pull_request:6608", + "right": "pull_request:6737", + "accept": false, + "reason": "Both are in onnx_utils, but the diffs are not the same concrete fix and change different logic/conditions." + }, + { + "left": "pull_request:6672", + "right": "pull_request:6737", + "accept": false, + "reason": "They share issue target 6585 and Windows-support intent, but they fix different files and different code paths." + }, + { + "left": "pull_request:6672", + "right": "pull_request:6740", + "accept": false, + "reason": "Different files and no shared concrete bug; only the same broad path-normalization theme." + }, + { + "left": "pull_request:6672", + "right": "pull_request:6781", + "accept": false, + "reason": "Different modules and different save logic; not mergeable as one duplicate fix." + }, + { + "left": "pull_request:6672", + "right": "pull_request:6803", + "accept": false, + "reason": "Different files and unrelated helper functions; too broad to accept." + }, + { + "left": "pull_request:6737", + "right": "pull_request:6740", + "accept": false, + "reason": "One is onnx_utils and the other is pipeline_flax_utils; same issue target is not enough to make them the same fix." + }, + { + "left": "pull_request:6737", + "right": "pull_request:6781", + "accept": false, + "reason": "Both are Windows path fixes, but they apply to different model serialization/loading code paths." + }, + { + "left": "pull_request:6737", + "right": "pull_request:6803", + "accept": false, + "reason": "Different files and different helper routines; not the same underlying bug." + }, + { + "left": "pull_request:6740", + "right": "pull_request:6781", + "accept": false, + "reason": "Different modules and different functionality; only a shared Windows-path motif." + }, + { + "left": "pull_request:6740", + "right": "pull_request:6803", + "accept": false, + "reason": "Different files and code paths; not the same concrete change." + }, + { + "left": "pull_request:6781", + "right": "pull_request:6803", + "accept": false, + "reason": "Different modules and different save/load helpers; same theme only." + }, + { + "left": "pull_request:6672", + "right": "pull_request:6719", + "accept": true, + "reason": "Both patch src/diffusers/loaders/unet.py with the same Windows path-normalization fix for model saving; 6719 is a refinement of the same underlying change and could be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it frames the cluster as related Windows path-compatibility fixes rather than one duplicate change. The two accepted soft pairs are reasonable same-file/same-helper or same-function refinements, and the rejected pairs are cautious given the different files/code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 224, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-6627-2", + "nodes": [ + "pull_request:6627", + "pull_request:6849" + ], + "soft_pairs": [ + "pull_request:6627|pull_request:6849" + ], + "prepared_review_unit_hash": "913011688bec7951a4fc2fb947c08238e3fe47b093c558a80009db4d408bc8a6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3233, + "estimated_input_tokens": 809, + "estimated_eval_tokens": 1874 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3233, + "estimated_input_tokens": 809, + "estimated_eval_tokens": 1874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs patch the same `load_hf_numpy` path-construction bug in `src/diffusers/utils/testing_utils.py`; PR 6627 is the broader, more complete fix, while PR 6849 is a narrower follow-up. They are close enough to treat as the same change cluster.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 6627 is the better canonical PR because it fixes the full path-handling bug, including the broken HTTP/HTTPS check and the Posix-path construction, whereas PR 6849 only swaps out the path construction line.", + "best_issue_reason": null, + "best_pr_reason": "PR 6627 is the strongest representative: it addresses the underlying failure mode more completely and is the most self-contained fix for the testing utility path bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:6627", + "right": "pull_request:6849", + "accept": true, + "reason": "Same function, same file, same underlying bug in test data URL/path construction; the second PR is a narrower variant of the first and could plausibly be merged into one fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays within the packet: both PRs touch the same function/file and overlapping path-handling logic, and PR 6627 is indeed the broader fix while PR 6849 is narrower. The soft-edge acceptance is conservative enough because the two diffs could plausibly be merged into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 225, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-6665-7", + "nodes": [ + "pull_request:6665", + "pull_request:8240", + "pull_request:8265", + "pull_request:8396", + "pull_request:8399", + "pull_request:8694", + "pull_request:8747" + ], + "soft_pairs": [ + "pull_request:6665|pull_request:8396", + "pull_request:8240|pull_request:8747", + "pull_request:8240|pull_request:8265", + "pull_request:8265|pull_request:8694", + "pull_request:8265|pull_request:8747", + "pull_request:8396|pull_request:8399", + "pull_request:8396|pull_request:8747" + ], + "prepared_review_unit_hash": "d2aedc61c9ea41e6d7c1671c3524c2c7598db5aef27ee9bbaea2a1036c87c236", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 7, + "serialized_chars": 19723, + "estimated_input_tokens": 4931, + "estimated_eval_tokens": 10118 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 7, + "serialized_chars": 19723, + "estimated_input_tokens": 4931, + "estimated_eval_tokens": 10118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a family of related HunyuanDiT pull requests, but they cover distinct follow-up changes: initial model/pipeline introduction, attention refactors, QKV fusion, memory optimization, ControlNet support, and v1.2 support. They should not be deduplicated into one change set.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #8240 is the foundational HunyuanDiT introduction, adding the core transformer, pipeline, exports, and tests that the later PRs build on.", + "best_issue_reason": null, + "best_pr_reason": "PR #8240 is the best representative PR for the cluster because it establishes the base HunyuanDiT feature set; the other PRs are narrower follow-up enhancements or variants rather than the same concrete change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:6665", + "right": "pull_request:8396", + "accept": false, + "reason": "Different changes: #6665 introduces the I2VGen-XL image-to-video pipeline, while #8396 only adds QKV fusion support for HunyuanDiT attention. They affect unrelated code paths and would not be merged as one PR." + }, + { + "left": "pull_request:8240", + "right": "pull_request:8747", + "accept": false, + "reason": "#8240 is the initial HunyuanDiT integration; #8747 adds HunyuanDiT-v1.2 support via embedding/model adjustments. Related project area, but not the same underlying change." + }, + { + "left": "pull_request:8240", + "right": "pull_request:8265", + "accept": false, + "reason": "#8265 is a refactor of the Hunyuan DiT attention implementation, not the same concrete feature as the initial HunyuanDiT add in #8240." + }, + { + "left": "pull_request:8265", + "right": "pull_request:8694", + "accept": false, + "reason": "#8265 is an internal attention refactor, while #8694 adds Hunyuan-DiT ControlNet inference. Different feature sets and different code paths." + }, + { + "left": "pull_request:8265", + "right": "pull_request:8747", + "accept": false, + "reason": "#8265 changes attention internals; #8747 adds v1.2 support through embedding/model updates. These are distinct follow-up changes, not duplicates." + }, + { + "left": "pull_request:8396", + "right": "pull_request:8399", + "accept": false, + "reason": "#8396 enables fused QKV projections in attention, whereas #8399 is a VRAM/memory-optimization change for the pipeline. Same subsystem, but different concrete fixes." + }, + { + "left": "pull_request:8396", + "right": "pull_request:8747", + "accept": false, + "reason": "#8396 is an attention performance tweak; #8747 is a model-version support update. They do not address the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 226, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-6683-2", + "nodes": [ + "pull_request:6683", + "pull_request:8643" + ], + "soft_pairs": [ + "pull_request:6683|pull_request:8643" + ], + "prepared_review_unit_hash": "d649888309cc620f0a52db170ab2636cc93fa552a8951dc9273b39d5b3d83c10", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4331, + "estimated_input_tokens": 1083, + "estimated_eval_tokens": 2422 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4331, + "estimated_input_tokens": 1083, + "estimated_eval_tokens": 2422 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate merged community-pipeline PRs: one adds SDXL IPEX CPU acceleration, the other adds AnimateDiff IPEX CPU acceleration. They share only the community README and the broad IPEX/CPU theme, but they target different pipelines and code paths.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:6683", + "right": "pull_request:8643", + "accept": false, + "reason": "Different concrete changes: SDXL IPEX vs AnimateDiff IPEX. Shared README edits and broad subsystem are not enough to treat these as the same underlying fix or merge them into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 227, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-6690-2", + "nodes": [ + "pull_request:6690", + "pull_request:6692" + ], + "soft_pairs": [ + "pull_request:6690|pull_request:6692" + ], + "prepared_review_unit_hash": "97dfb8c2a842acaed78f3dd6c5c610a35efc0efb39b4c0861089b7573712732c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3673, + "estimated_input_tokens": 919, + "estimated_eval_tokens": 2094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3673, + "estimated_input_tokens": 919, + "estimated_eval_tokens": 2094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same UNet1D timestep-embedding dimension bug, but 6692 is the more complete fix and subsumes 6690's core change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 6692 is the better canonical PR because it includes the shared embedding-size fix plus additional related corrections in the same code path, making it the more complete representative change.", + "best_issue_reason": null, + "best_pr_reason": "PR 6692 is the strongest overall representative: it directly fixes the timestep embedding dimension and also corrects downstream shape handling, so it best captures the underlying bug and final intended patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:6690", + "right": "pull_request:6692", + "accept": true, + "reason": "Same underlying UNet1D timestep-embedding bug; 6692 contains the same embedding_size change as 6690 and extends it with related fixes in the same constructor path, so they are close enough to treat as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 228, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-6738-2", + "nodes": [ + "pull_request:6738", + "pull_request:8768" + ], + "soft_pairs": [ + "pull_request:6738|pull_request:8768" + ], + "prepared_review_unit_hash": "09a630ce3565a5ca4efedd978db35cd27a7a41a29f420f7f8a9bd81abd7c3b74", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6135, + "estimated_input_tokens": 1534, + "estimated_eval_tokens": 3324 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6135, + "estimated_input_tokens": 1534, + "estimated_eval_tokens": 3324 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are not duplicates: one is a test directory refactor for VAE/UNet tests, the other is a broad ControlNet module reorganization in core library code and docs.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #8768 is the more central code change in this cluster: it introduces the new `models.controlnets` module and updates core imports/exports. PR #6738 is a narrower test-only structure cleanup.", + "best_issue_reason": null, + "best_pr_reason": "PR #8768 is the best representative artifact because it captures the substantive library-level refactor, while #6738 is just a related but separate test layout change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:6738", + "right": "pull_request:8768", + "accept": false, + "reason": "Different underlying changes: #6738 moves and rewires test files, while #8768 splits out the ControlNet model code into a new module and updates docs/imports. They do not fix the same code-path problem and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 229, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-6844-2", + "nodes": [ + "pull_request:6844", + "pull_request:7005" + ], + "soft_pairs": [ + "pull_request:6844|pull_request:7005" + ], + "prepared_review_unit_hash": "40412e77f5ff1e4bc25e767efd63ec045fcdcb101a4fb44a4151ed93cd4b0298", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5159, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5159, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed PRs for MotionCtrl on Stable Video Diffusion overlap in topic and some core files, but 7005 looks like a follow-up/community packaging of the feature rather than the same standalone change as 6844. I would not deduplicate them as the same PR.", + "confidence": 0.71, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 6844 is the earlier, more central implementation of MotionCtrl SVD, with the conversion script and core model/pipeline changes needed for the feature.", + "best_issue_reason": null, + "best_pr_reason": "PR 6844 is the best representative because it is the original feature implementation and the most directly tied to the underlying code-path changes; PR 7005 reads more like a later community/example-focused follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:6844", + "right": "pull_request:7005", + "accept": false, + "reason": "Same MotionCtrl SVD feature area, but 7005 adds examples/research-project packaging and references 6844 as prior work; it is not clearly the same concrete code change or a single mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 230, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-6846-2", + "nodes": [ + "pull_request:6846", + "pull_request:7149" + ], + "soft_pairs": [ + "pull_request:6846|pull_request:7149" + ], + "prepared_review_unit_hash": "fea7b99eaaf7cdfdb8ad6cfae57e47b303798795749e2d8d1a01a19eec3e61e1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4206, + "estimated_input_tokens": 1052, + "estimated_eval_tokens": 2360 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4206, + "estimated_input_tokens": 1052, + "estimated_eval_tokens": 2360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one patches a training example script for distributed setup, while the other adds `callback_on_step_end` behavior and a noise-rescaling helper in the LDM3D pipeline. They do not target the same bug or change and should not be clustered together.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #7149 is the stronger canonical PR because it is a merged, well-scoped code change with an explicit issue target and clear pipeline functionality addition.", + "best_issue_reason": null, + "best_pr_reason": "PR #7149 is the best representative of the cluster only because it is the only substantive merged change; PR #6846 appears to be an unrelated training-script edit with no clear issue linkage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:6846", + "right": "pull_request:7149", + "accept": false, + "reason": "Different code paths and purposes: one modifies an example training script for accelerator/process-group setup, the other changes the StableDiffusionLDM3D pipeline to add callback support and guidance rescaling. They are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 231, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-686-2", + "nodes": [ + "pull_request:686", + "pull_request:721" + ], + "soft_pairs": [ + "pull_request:686|pull_request:721" + ], + "prepared_review_unit_hash": "207f82451439868eff24d44a7bad231f0378002b84681763a4927c3593c2cadb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3270, + "estimated_input_tokens": 818, + "estimated_eval_tokens": 1892 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3270, + "estimated_input_tokens": 818, + "estimated_eval_tokens": 1892 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two merged PRs with nearly identical wording, but they fix the same gradient-clipping pattern in different example training scripts, for different issue targets. They are related, but not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #686 is the better canonical PR: it has higher discussion/inbound activity and appears slightly more central, while still representing the same fix pattern as the other PR.", + "best_issue_reason": null, + "best_pr_reason": "PR #686 is a strong representative for the cluster because it is the earlier, more referenced fix and clearly shows the core pattern being corrected in code.", + "soft_edge_verdicts": [ + { + "left": "pull_request:686", + "right": "pull_request:721", + "accept": false, + "reason": "Both PRs add the same guard around clip_grad_norm_, but they apply it to different example scripts, different model code paths, and different issue targets. This is a shared fix pattern, not the same concrete bug/change that should be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 232, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-6873-3", + "nodes": [ + "pull_request:6873", + "pull_request:6980", + "pull_request:6983" + ], + "soft_pairs": [ + "pull_request:6873|pull_request:6980", + "pull_request:6873|pull_request:6983", + "pull_request:6980|pull_request:6983" + ], + "prepared_review_unit_hash": "385d264c4b1e3b2a8b0e95c66728b9107c7dc6fff3079028dacc9f4719b88252", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7325, + "estimated_input_tokens": 1832, + "estimated_eval_tokens": 3920 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7325, + "estimated_input_tokens": 1832, + "estimated_eval_tokens": 3920 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs are the same underlying 2D attention-name fix and differ mainly by scope; the 3D UNet PR is a separate change and should not be clustered with them.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 6983 is the most complete representative of the 2D attention-parameter naming fix: it covers the same ControlNet/UNet2DConditionModel path as PR 6980 and extends it to another affected model file, making it the best canonical PR for this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 6983 is the best overall representative because it is the broader, later version of the same concrete bug fix and touches the full set of affected 2D code paths.", + "soft_edge_verdicts": [ + { + "left": "pull_request:6873", + "right": "pull_request:6980", + "accept": false, + "reason": "Different code path and model family: 6873 is about UNet3DConditionModel attention naming, while 6980 fixes the 2D condition/controlnet naming issue." + }, + { + "left": "pull_request:6873", + "right": "pull_request:6983", + "accept": false, + "reason": "6873 targets the 3D UNet naming change, whereas 6983 targets the 2D UNet/ControlNet naming bug; these are related in theme but not the same fix." + }, + { + "left": "pull_request:6980", + "right": "pull_request:6983", + "accept": true, + "reason": "Both PRs fix the same concrete 2D attention-head parameter naming bug in the same core code paths; 6983 is effectively a superset/extension of 6980 and could plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 233, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-6902-2", + "nodes": [ + "pull_request:6902", + "pull_request:7981" + ], + "soft_pairs": [ + "pull_request:6902|pull_request:7981" + ], + "prepared_review_unit_hash": "ef85dd2c04368efb2fbffa54f43191ad7c776c5051f2761bf3650d4a34d5f656", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3176, + "estimated_input_tokens": 794, + "estimated_eval_tokens": 1844 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3176, + "estimated_input_tokens": 794, + "estimated_eval_tokens": 1844 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both small metadata/housekeeping PRs, but they fix different things: one updates the license year across docs, the other changes the package author email in setup.py. They should not be treated as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 7981 is the narrower, more concrete change and is a better representative of this cluster than the broad documentation/license-year sweep in 6902.", + "soft_edge_verdicts": [ + { + "left": "pull_request:6902", + "right": "pull_request:7981", + "accept": false, + "reason": "Different underlying changes: 6902 updates license/copyright text in documentation files, while 7981 edits setup.py author_email. They do not fix the same code-path or merge into one PR cleanly." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 234, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-6933-3", + "nodes": [ + "pull_request:6933", + "pull_request:8183", + "pull_request:9288" + ], + "soft_pairs": [ + "pull_request:6933|pull_request:8183", + "pull_request:8183|pull_request:9288" + ], + "prepared_review_unit_hash": "b9b4024c0dad7049fb11e67a9f114391bce71da34fd40ebee5dffc14a5991e8f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6611, + "estimated_input_tokens": 1653, + "estimated_eval_tokens": 3562 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6611, + "estimated_input_tokens": 1653, + "estimated_eval_tokens": 3562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: 6933 is a conversion-script cleanup, 8183 fixes a logger typo in single_file_utils.py, and 9288 adapts FreeNoise for AnimateDiff V3. The shared file between 6933 and 8183 is incidental; 8183 and 9288 do not share a concrete code path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for this cluster; the three PRs fix unrelated bugs, so none should be treated as the duplicate representative.", + "best_issue_reason": null, + "best_pr_reason": "PR 8183 is the most self-contained concrete bug fix with an explicit linked issue, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:6933", + "right": "pull_request:8183", + "accept": false, + "reason": "Shared filename only; 6933 changes conversion logic across scripts, while 8183 is a narrow logger.warning typo fix in a different bug path." + }, + { + "left": "pull_request:8183", + "right": "pull_request:9288", + "accept": false, + "reason": "Different features and code paths: 8183 fixes a logging attribute error, while 9288 changes FreeNoise block handling for AnimateDiff V3." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 235, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-7025-2", + "nodes": [ + "pull_request:7025", + "pull_request:7067" + ], + "soft_pairs": [ + "pull_request:7025|pull_request:7067" + ], + "prepared_review_unit_hash": "107bd2cb3c906786e9ba58023940ab3063c39ce7dd14871a804ae52f6899ce62", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4388, + "estimated_input_tokens": 1097, + "estimated_eval_tokens": 2450 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4388, + "estimated_input_tokens": 1097, + "estimated_eval_tokens": 2450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated ControlNet training-script PRs: one fixes validation image logging/output labels, the other changes dataset/train_data_dir argument handling. They overlap in filenames but not in the underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #7067 is the better representative because it is merged and implements a concrete argument-handling fix across training scripts, whereas #7025 is an unmerged logging-only update.", + "best_issue_reason": null, + "best_pr_reason": "PR #7067 is the strongest cluster representative: it is merged, touches the main training path in a substantive way, and is more likely to reflect the final resolved change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:7025", + "right": "pull_request:7067", + "accept": false, + "reason": "Reject: #7025 changes validation image logging labels/indexing; #7067 changes dataset/train_data_dir validation and dataset loading. Same subsystem, but different code paths and not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 236, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-7071-4", + "nodes": [ + "pull_request:7071", + "pull_request:7211", + "pull_request:8376", + "pull_request:8387" + ], + "soft_pairs": [ + "pull_request:7071|pull_request:8376", + "pull_request:7071|pull_request:8387", + "pull_request:7071|pull_request:7211", + "pull_request:8376|pull_request:8387", + "pull_request:7211|pull_request:8387", + "pull_request:7211|pull_request:8376" + ], + "prepared_review_unit_hash": "fe63bf9d1112b4d0dffea637cacf1e4d1ea4db943e3ba807854485c61f8a61b9", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10323, + "estimated_input_tokens": 2581, + "estimated_eval_tokens": 5418 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10323, + "estimated_input_tokens": 2581, + "estimated_eval_tokens": 5418 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs are a near-exact duplicate pair for the same file (`regional_prompting_stable_diffusion.py`), while the other PRs are separate refactors for different example pipelines and should not be merged just because they share issue 6984.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:8376` is the best canonical PR for the duplicate pair: it is the non-draft, actively reviewed version of the same `regional_prompting_stable_diffusion.py` refactor and is essentially identical to 8387.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:8376` is the strongest representative overall because it is the exact duplicate target of 8387 and has the more complete, non-draft PR state. The other PRs are separate code changes in different example files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:7071", + "right": "pull_request:8376", + "accept": false, + "reason": "Both target issue 6984, but they refactor different example pipelines (`stable_diffusion_reference.py` vs `regional_prompting_stable_diffusion.py`) and are not the same concrete change." + }, + { + "left": "pull_request:7071", + "right": "pull_request:8387", + "accept": false, + "reason": "Same shared issue target only; different file and different example pipeline, so this is not a single mergeable change." + }, + { + "left": "pull_request:7071", + "right": "pull_request:7211", + "accept": false, + "reason": "These are separate refactors for different community examples, not one underlying bug fix or change." + }, + { + "left": "pull_request:8376", + "right": "pull_request:8387", + "accept": true, + "reason": "Near-identical diffs in the same file, same change intent, same issue target; 8387 is effectively a draft/repost of 8376." + }, + { + "left": "pull_request:7211", + "right": "pull_request:8387", + "accept": false, + "reason": "They only share issue 6984; the PRs touch different example pipelines and should not be collapsed together." + }, + { + "left": "pull_request:7211", + "right": "pull_request:8376", + "accept": false, + "reason": "Different files and different pipeline refactors; shared issue target is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 237, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-7092-3", + "nodes": [ + "pull_request:7092", + "pull_request:8687", + "pull_request:8867" + ], + "soft_pairs": [ + "pull_request:7092|pull_request:8687", + "pull_request:8687|pull_request:8867" + ], + "prepared_review_unit_hash": "77f5a43fb8aca9f45458479a803dae787bd085d7dcba5f3c77b45e717dbe8de3", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6324, + "estimated_input_tokens": 1581, + "estimated_eval_tokens": 3418 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6324, + "estimated_input_tokens": 1581, + "estimated_eval_tokens": 3418 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a small cluster of PRs that all tweak GitHub issue/PR templates. The first two are close enough to treat as the same template-maintenance change, but the last one is a separate follow-on edit.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 8687 is the best representative: it makes substantive updates to the same template files and sits between the earlier and later template edits, so it most cleanly captures the shared template-maintenance line.", + "best_issue_reason": null, + "best_pr_reason": "PR 8687 is the strongest single PR to keep: it is broader than 7092 and more central than 8867, while still clearly in the same template-edit sequence.", + "soft_edge_verdicts": [ + { + "left": "pull_request:7092", + "right": "pull_request:8687", + "accept": true, + "reason": "Both PRs edit the same issue/PR template files with the same general goal of updating template contact assignments and prompts, so they look like the same underlying template-maintenance change and could plausibly be merged." + }, + { + "left": "pull_request:8687", + "right": "pull_request:8867", + "accept": false, + "reason": "They share filenames, but the actual edits are different follow-on template tweaks (SD3/improving quality vs. TTV/PEFT contact updates). Shared template files alone are not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 238, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-7125-2", + "nodes": [ + "pull_request:7125", + "pull_request:8266" + ], + "soft_pairs": [ + "pull_request:7125|pull_request:8266" + ], + "prepared_review_unit_hash": "eea037eeb946d2d67aeaaada108eb0c1d7b4216cd792943df7bcd847654f840d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3841, + "estimated_input_tokens": 961, + "estimated_eval_tokens": 2178 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3841, + "estimated_input_tokens": 961, + "estimated_eval_tokens": 2178 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items modify the same documentation workflow files, but they address different problems: one limits when docs workflows run, the other changes the container used by those workflows. They are not duplicates and should not be merged.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 8266 is the better representative of the cluster because it makes the more central workflow infrastructure change, updating the docs jobs to use a custom container in both documentation workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 8266 is the strongest standalone PR here because it directly updates the execution environment for the documentation workflows and is a coherent, self-contained change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:7125", + "right": "pull_request:8266", + "accept": false, + "reason": "Different underlying changes: 7125 adds path filters to avoid unnecessary doc workflow runs, while 8266 configures a custom container for docs builds. They touch the same files but fix unrelated workflow behaviors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 239, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-7144-2", + "nodes": [ + "pull_request:7144", + "pull_request:9010" + ], + "soft_pairs": [ + "pull_request:7144|pull_request:9010" + ], + "prepared_review_unit_hash": "723b145efe8df5019642ad30bb558a8a9904cbae6e911712aa213a00d418c942", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4415, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4415, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: PR #7144 adds NPU support in core diffusers utilities, while PR #9010 updates the SDXL textual inversion example and README to support the second text encoder. They do not fix the same bug or implement the same change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the cluster contains two unrelated changes in different areas of the codebase (NPU support vs. SDXL textual inversion example updates).", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global canonical representative because there is no duplicate relationship here; if one must be chosen, #9010 is the more self-contained user-facing example change, but it does not represent the cluster as a whole.", + "soft_edge_verdicts": [ + { + "left": "pull_request:7144", + "right": "pull_request:9010", + "accept": false, + "reason": "Different changes and code paths: #7144 adds NPU support wiring in core utilities, while #9010 modifies textual inversion SDXL example docs/code to support the second text encoder. They are not mergeable as one PR and do not address the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 240, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-7162-2", + "nodes": [ + "pull_request:7162", + "pull_request:7878" + ], + "soft_pairs": [ + "pull_request:7162|pull_request:7878" + ], + "prepared_review_unit_hash": "ecdecedba955ea86e4b7607a83d91794aef966173bcaeb24ca26695259e1c6ea", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3117, + "estimated_input_tokens": 780, + "estimated_eval_tokens": 1816 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3117, + "estimated_input_tokens": 780, + "estimated_eval_tokens": 1816 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two merged PRs touch the same workflow file but make opposite CI concurrency changes: one removes `max-parallel`, the other adds `max-parallel: 8`. They are related historically, but not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:7162", + "right": "pull_request:7878", + "accept": false, + "reason": "Reject: these PRs change the same workflow setting in opposite directions and do not look like the same concrete fix; they would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 241, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-7352-2", + "nodes": [ + "pull_request:7352", + "pull_request:7875" + ], + "soft_pairs": [ + "pull_request:7352|pull_request:7875" + ], + "prepared_review_unit_hash": "35a0d0444ee8654c2f70e1bfa68e5f519a0b80a65fbc0f86327019bf0d1b0ae0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4573, + "estimated_input_tokens": 1144, + "estimated_eval_tokens": 2544 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4573, + "estimated_input_tokens": 1144, + "estimated_eval_tokens": 2544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a broad LoRA-scaling level, but they address different problems: PR #7352 adds blockwise adapter strength control, while PR #7875 fixes a specific missing-weight fallback for some LoRA modules. Not duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #7352 is the broader, feature-level change and the more central representative of the cluster; PR #7875 is a narrower bugfix in the same utility code path.", + "best_issue_reason": null, + "best_pr_reason": "PR #7352 best represents the cluster because it introduces the main blockwise-LoRA capability, while #7875 is a separate targeted fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:7352", + "right": "pull_request:7875", + "accept": false, + "reason": "They share LoRA scaling code, but #7352 implements blockwise adapter strength control and #7875 fixes a separate fallback for missing module weights; not the same underlying change or bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 242, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-7553-3", + "nodes": [ + "pull_request:7553", + "pull_request:8949", + "pull_request:8980" + ], + "soft_pairs": [ + "pull_request:7553|pull_request:8980", + "pull_request:8949|pull_request:8980" + ], + "prepared_review_unit_hash": "49980c84c6c4a07142ed9ac9a6450d277237fd2b677128728bd297f4007fb828", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6451, + "estimated_input_tokens": 1613, + "estimated_eval_tokens": 3482 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6451, + "estimated_input_tokens": 1613, + "estimated_eval_tokens": 3482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs are about the same AuraFlow cleanup removing a stray `i` argument; the broader linear/conv refactor PR is unrelated and should not cluster with them.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #8980 is the clearest representative of the AuraFlow `i` cleanup: it removes the argument from the transformer forward and the attention call, matching the underlying code-path fix.", + "best_issue_reason": null, + "best_pr_reason": "#8980 is the most complete and specific AuraFlow fix in the cluster, so it best represents the shared change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:7553", + "right": "pull_request:8980", + "accept": false, + "reason": "#7553 is a broad refactor removing class assignments for linear/conv across many model files; it does not target the AuraFlow stray-`i` bug or the same code path." + }, + { + "left": "pull_request:8949", + "right": "pull_request:8980", + "accept": true, + "reason": "Both PRs address the same AuraFlow stray-`i` cleanup and could plausibly be merged together as one fix to remove the unused argument from the shared call chain." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 243, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-7739-2", + "nodes": [ + "pull_request:7739", + "pull_request:7761" + ], + "soft_pairs": [ + "pull_request:7739|pull_request:7761" + ], + "prepared_review_unit_hash": "2a5dd8ad5786506b22e641af0714cd3cdd0192a0000ec537bde855af3725e05d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5753, + "estimated_input_tokens": 1439, + "estimated_eval_tokens": 3134 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5753, + "estimated_input_tokens": 1439, + "estimated_eval_tokens": 3134 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about callback support in Diffusers, but they are not the same concrete change: #7739 introduces the callback framework/proposal, while #7761 adds official callback implementations and docs across many pipelines. Treat #7761 as the stronger canonical PR; do not dedupe the pair.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #7761 is the merged, broader implementation of the callbacks feature, with official callback classes/docs and multi-pipeline integration.", + "best_issue_reason": null, + "best_pr_reason": "PR #7761 is the best representative because it is merged, more complete, and directly ships the feature rather than only proposing the callback infrastructure.", + "soft_edge_verdicts": [ + { + "left": "pull_request:7739", + "right": "pull_request:7761", + "accept": false, + "reason": "Related feature area, but not the same underlying change: #7739 adds generic callback infrastructure, while #7761 implements official callbacks and documentation across multiple pipelines. They could coexist as sequential work, not a duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 244, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-7838-2", + "nodes": [ + "pull_request:7838", + "pull_request:9033" + ], + "soft_pairs": [ + "pull_request:7838|pull_request:9033" + ], + "prepared_review_unit_hash": "864cd52498b77ab2b11423152017541c798150ff2bbc28a0a58ef8bea715b6cd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 2773, + "estimated_input_tokens": 694, + "estimated_eval_tokens": 1644 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 2773, + "estimated_input_tokens": 694, + "estimated_eval_tokens": 1644 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two merged PRs that both tweak test-fetcher workflow dependencies, but they target different workflow files and make different install changes; they are related, not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #9033 is the better representative because it is the more general pipeline test fetcher dependency update and is less tied to the specific venv/uv workflow rewrite in #7838.", + "best_issue_reason": null, + "best_pr_reason": "PR #9033 is the cleaner cluster representative: same subsystem and broader title, but still a distinct change from #7838 rather than the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:7838", + "right": "pull_request:9033", + "accept": false, + "reason": "Different workflows (.github/workflows/push_tests.yml vs .github/workflows/nightly_tests.yml) and different dependency/install adjustments; they touch the same area but do not look like the same concrete bug fix or mergeable single PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 245, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-7839-2", + "nodes": [ + "pull_request:7839", + "pull_request:7840" + ], + "soft_pairs": [ + "pull_request:7839|pull_request:7840" + ], + "prepared_review_unit_hash": "19e10d5b33113d80a43e2849ed7bfeca7875f8500407d4c6fa22a3681f245eeb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4125, + "estimated_input_tokens": 1032, + "estimated_eval_tokens": 2320 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4125, + "estimated_input_tokens": 1032, + "estimated_eval_tokens": 2320 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two merged PRs both update GitHub Actions runner labels, but they target different workflows and hardware classes: one switches PR test fetching to new CPU runners, the other switches nightly/push GPU workflows to new GPU runners. They are related by theme, not the same change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #7840 is the better canonical example for this cluster because it is the broader runner migration across multiple GPU workflows, making it more representative than the smaller CPU-only workflow update in #7839.", + "best_issue_reason": null, + "best_pr_reason": "PR #7840 is the strongest representative PR in the set: it touches multiple workflow files and updates the GPU runner configuration in a cohesive way, whereas #7839 is a narrower CPU runner-only workflow change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:7839", + "right": "pull_request:7840", + "accept": false, + "reason": "These are not the same underlying change. #7839 updates CPU runners for pr_test_fetcher, while #7840 updates GPU runners for nightly/push workflows. They affect different code paths and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 246, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-7915-2", + "nodes": [ + "pull_request:7915", + "pull_request:7917" + ], + "soft_pairs": [ + "pull_request:7915|pull_request:7917" + ], + "prepared_review_unit_hash": "8f778775ef2426de0f8f11f90f65cb862e6cab1c875a551b29ef75f2a7830842", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 2867, + "estimated_input_tokens": 717, + "estimated_eval_tokens": 1690 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 2867, + "estimated_input_tokens": 717, + "estimated_eval_tokens": 1690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs both touch SDXL training, but they address different changes: one is a broad Ascend NPU support effort, the other is a specific deepspeed bug fix in the SDXL example. I would not cluster them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 7917 is the more concrete, narrowly scoped change: it fixes specific deepspeed-related bugs in the SDXL training script with a small targeted patch. PR 7915 is a broader hardware-support PR with a different goal and is not the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR 7917 is the best representative for this cluster because it has a clear code-path fix and an actual diff; PR 7915 is broader and less clearly aligned to the same bug/change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:7915", + "right": "pull_request:7917", + "accept": false, + "reason": "Different underlying changes: 7915 is about Ascend NPU support for SDXL, while 7917 is a targeted deepspeed bug fix in the SDXL training script. Same area, but not the same concrete fix and not something that would naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 247, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-7996-2", + "nodes": [ + "pull_request:7996", + "pull_request:9444" + ], + "soft_pairs": [ + "pull_request:7996|pull_request:9444" + ], + "prepared_review_unit_hash": "37190c7a028d0a8d55998910190dc1a8d0e6067cbabcd1c591f78402c4c80d5b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4391, + "estimated_input_tokens": 1098, + "estimated_eval_tokens": 2452 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4391, + "estimated_input_tokens": 1098, + "estimated_eval_tokens": 2452 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates: one removes Stable Cascade UNet tests, the other updates CogVideoX single-file docs and tests. They touch different artifacts and different change intents.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: PR 7996 and PR 9444 address unrelated changes in different parts of the repo.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a strong cluster representative for duplication purposes because they do not share the same underlying bug or change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:7996", + "right": "pull_request:9444", + "accept": false, + "reason": "Different code paths and purposes: 7996 deletes Stable Cascade UNet tests, while 9444 edits CogVideoX docs/tests. They are not the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 248, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-8383-2", + "nodes": [ + "pull_request:8383", + "pull_request:8783" + ], + "soft_pairs": [ + "pull_request:8383|pull_request:8783" + ], + "prepared_review_unit_hash": "b72da46cc29a5534d691a9b952ae2a953ef11fc60b6e559498c2bf58908e6d22", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4451, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4451, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are related to HunyuanDiT, but they are not the same change: one is documentation for the model/pipeline, the other adds checkpoint conversion scripts and a ControlNet model implementation. They should not be deduplicated.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #8783 is the stronger representative because it introduces the substantive code-path change (conversion scripts and ControlNet/model updates), while #8383 is docs-only.", + "best_issue_reason": null, + "best_pr_reason": "PR #8783 is the best cluster representative since it affects implementation and model conversion behavior rather than only documentation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:8383", + "right": "pull_request:8783", + "accept": false, + "reason": "Different artifact types and different scopes: #8383 adds docs pages/nav for HunyuanDiT, while #8783 adds conversion scripts and ControlNet/model code. Related topic, but not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 249, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-8517-2", + "nodes": [ + "pull_request:8517", + "pull_request:8602" + ], + "soft_pairs": [ + "pull_request:8517|pull_request:8602" + ], + "prepared_review_unit_hash": "0dad51ffb708b3ef6aed0d592d42f7962c9b4382675380e007dbe483194f33b7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3871, + "estimated_input_tokens": 968, + "estimated_eval_tokens": 2192 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3871, + "estimated_input_tokens": 968, + "estimated_eval_tokens": 2192 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: PR #8517 adds SD3 single-file support and related code/docs, while PR #8602 is a small documentation wording fix about loading SD3 with T5.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #8517 is the substantive change in the cluster, adding the SD3 single-file support code path and associated docs; #8602 is only a narrow docs correction.", + "best_issue_reason": null, + "best_pr_reason": "PR #8517 is the best representative of the cluster because it contains the actual feature implementation rather than a follow-up wording tweak.", + "soft_edge_verdicts": [ + { + "left": "pull_request:8517", + "right": "pull_request:8602", + "accept": false, + "reason": "Different underlying changes: #8517 expands single-file support in code and docs, while #8602 only renames a section title from 'without T5' to 'with T5'. They do not fix the same concrete code-path problem and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 250, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-8558-4", + "nodes": [ + "pull_request:8558", + "pull_request:8610", + "pull_request:9406", + "pull_request:9550" + ], + "soft_pairs": [ + "pull_request:8558|pull_request:8610", + "pull_request:9406|pull_request:9550", + "pull_request:8558|pull_request:9406" + ], + "prepared_review_unit_hash": "f02a0937c4c55f53c989bf5029d9cce61537293918e47ae09d99380d354478ac", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 8886, + "estimated_input_tokens": 2222, + "estimated_eval_tokens": 4700 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 8886, + "estimated_input_tokens": 2222, + "estimated_eval_tokens": 4700 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is heterogeneous: one Stable Diffusion 3 shape fix, one attention-state bug fix, and two Flux ControlNet-related PRs that still address different concrete behaviors. None look like true duplicates of each other.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR cleanly represents the cluster; if forced, PR 9406 is the most concrete bug fix, but the rest are unrelated or only loosely adjacent.", + "soft_edge_verdicts": [ + { + "left": "pull_request:8558", + "right": "pull_request:8610", + "accept": false, + "reason": "Different subsystems and bugs: SD3 prompt-embed shape handling vs attention processor state being wrong across runs." + }, + { + "left": "pull_request:9406", + "right": "pull_request:9550", + "accept": false, + "reason": "Both touch Flux ControlNet, but one fixes `control_mode` batch expansion while the other adds image-dimension validation; different code paths and not mergeable as one duplicate change." + }, + { + "left": "pull_request:8558", + "right": "pull_request:9406", + "accept": false, + "reason": "Unrelated pipelines and failure modes: SD3 `text_encoder_3=None` shape mismatch vs Flux ControlNet `control_mode` batch-size handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 251, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-8568-2", + "nodes": [ + "pull_request:8568", + "pull_request:9498" + ], + "soft_pairs": [ + "pull_request:8568|pull_request:9498" + ], + "prepared_review_unit_hash": "ccd0cc7441f1bf0179fc7f6197342b0686ccb9570d2cb4b80feccbd545787117", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3307, + "estimated_input_tokens": 827, + "estimated_eval_tokens": 1910 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3307, + "estimated_input_tokens": 827, + "estimated_eval_tokens": 1910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same kind of SD3 checkpointing return-value unpacking mistake, but they apply it in different code paths: SD3 transformer blocks vs SD3 ControlNet training. They are related patterns, not the same mergeable change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #9498 is the better canonical PR because it is merged and directly addresses the concrete ControlNet training path with the checkpointing fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #9498 is the best representative of the cluster since it is merged and clearly documents the SD3 gradient-checkpointing bug in an active training path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:8568", + "right": "pull_request:9498", + "accept": false, + "reason": "Reject: both fix a similar checkpointing unpack bug, but in different modules/code paths (transformer_sd3 vs controlnet_sd3). They are related variants, not the same underlying change that should be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 252, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-8690-3", + "nodes": [ + "pull_request:8690", + "pull_request:8914", + "pull_request:8938" + ], + "soft_pairs": [ + "pull_request:8690|pull_request:8914", + "pull_request:8690|pull_request:8938", + "pull_request:8914|pull_request:8938" + ], + "prepared_review_unit_hash": "ff4186dc1ca7bfc1360afa38d09f69d6cda9f5b4320e8c80b28405959df9b415", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 12206, + "estimated_input_tokens": 3052, + "estimated_eval_tokens": 6360 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 12206, + "estimated_input_tokens": 3052, + "estimated_eval_tokens": 6360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three are separate Korean documentation PRs that add or revise anchors and wording on different conceptual pages. They share a similar \u201creflect few contributions\u201d pattern and the same upstream tracking issue reference, but they are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #8938 is the best representative because it is the most substantial of the three, has by far the most review activity, and updates the contribution guide rather than a smaller single-page edit.", + "best_issue_reason": null, + "best_pr_reason": "PR #8938 is the strongest standalone PR in the cluster: it has the broadest scope among these translations, the highest review activity, and is the clearest candidate to anchor the group if one must be chosen.", + "soft_edge_verdicts": [ + { + "left": "pull_request:8690", + "right": "pull_request:8914", + "accept": false, + "reason": "Both are Korean doc updates, but they edit different files (`philosophy.md` vs `ethical_guidelines.md`) with different content and anchors; this is similar maintenance, not the same fix." + }, + { + "left": "pull_request:8690", + "right": "pull_request:8938", + "accept": false, + "reason": "These touch different conceptual pages (`philosophy.md` vs `contribution.md`) and make page-specific wording/anchor changes, so they are not the same underlying change." + }, + { + "left": "pull_request:8914", + "right": "pull_request:8938", + "accept": false, + "reason": "Although both are translation/documentation cleanup, they modify different docs and different sections; the shared tracking issue is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 253, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-8701-2", + "nodes": [ + "pull_request:8701", + "pull_request:8735" + ], + "soft_pairs": [ + "pull_request:8701|pull_request:8735" + ], + "prepared_review_unit_hash": "d8e9e7ae86d9947f58fda5e1451f8947699ccb70334124fbfdb2866ecf6f1a3f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4347, + "estimated_input_tokens": 1087, + "estimated_eval_tokens": 2430 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4347, + "estimated_input_tokens": 1087, + "estimated_eval_tokens": 2430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are both documentation updates, but they cover different features and user workflows: PR 8701 adds PAG `from_pipe` usage docs, while PR 8735 adds SDXL refiner tips for HunyuanDiT/PixArt and related examples.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR in this cluster; the two PRs do not describe the same change or bug fix.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a strong global representative for the cluster because they are unrelated docs changes. If forced, PR 8735 is slightly broader in scope, but it is not a duplicate of PR 8701.", + "soft_edge_verdicts": [ + { + "left": "pull_request:8701", + "right": "pull_request:8735", + "accept": false, + "reason": "Different documentation topics and code paths: PAG `enable_pag` via `from_pipe` versus SDXL refiner guidance for HunyuanDiT/PixArt. They are not the same underlying change and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 254, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-8762-2", + "nodes": [ + "pull_request:8762", + "pull_request:9943" + ], + "soft_pairs": [ + "pull_request:8762|pull_request:9943" + ], + "prepared_review_unit_hash": "b965b6efafd06d78586e0730e9eb6250a39242e72413f4f503bb0629c8e6b1b5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are both LoRA-related, but they target different models and codepaths: #8762 adds an SD3 DreamBooth LoRA Colab/research example, while #9943 implements LoRA support for Mochi-1 in the core library. They are not duplicates and should not be merged together.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:8762", + "right": "pull_request:9943", + "accept": false, + "reason": "Different underlying changes: SD3 Colab training example vs. Mochi-1 LoRA framework support. They touch different models, files, and codepaths, so they are not the same fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 255, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-8814-2", + "nodes": [ + "pull_request:8814", + "pull_request:8815" + ], + "soft_pairs": [ + "pull_request:8814|pull_request:8815" + ], + "prepared_review_unit_hash": "492428d5e63572d44b17b7547bc615de1603e8fae527fd906bcc7ecdde4495a2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5381, + "estimated_input_tokens": 1346, + "estimated_eval_tokens": 2948 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5381, + "estimated_input_tokens": 1346, + "estimated_eval_tokens": 2948 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs appear to be the same Lumina feature branch/theme, with identical titles and overlapping Lumina model/test files. PR #8814 is the broader, more complete implementation; PR #8815 looks like a narrower follow-up touching the same model path. No issue artifacts are present.", + "confidence": 0.77, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #8814 is the better canonical PR because it includes the full Lumina integration surface (docs, pipeline, scheduler, exports, and model files), making it the most complete representation of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR #8814 is the best representative of the cluster: it is the more comprehensive, end-to-end change and is less likely to be an incomplete slice of the feature than #8815.", + "soft_edge_verdicts": [ + { + "left": "pull_request:8814", + "right": "pull_request:8815", + "accept": true, + "reason": "Same title, same Lumina code area, and overlapping model/test files indicate the same underlying feature work; the narrower PR #8815 looks like a subset/follow-up to the broader Lumina implementation in #8814." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 256, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-8884-3", + "nodes": [ + "pull_request:8884", + "pull_request:8888", + "pull_request:8893" + ], + "soft_pairs": [ + "pull_request:8884|pull_request:8893", + "pull_request:8888|pull_request:8893" + ], + "prepared_review_unit_hash": "3c4b009bf40d5b28711c49393f0315cf8d77d63dc46e6fceb2cbdb7e5d7c42ea", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5194, + "estimated_input_tokens": 1299, + "estimated_eval_tokens": 2854 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5194, + "estimated_input_tokens": 1299, + "estimated_eval_tokens": 2854 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three items are sequential pull requests touching the same workflow, but they are not duplicates of the same concrete change. PR 8884 introduces the SSH runner workflow, PR 8888 removes an unnecessary GPU option for the CPU runner, and PR 8893 removes the NVIDIA-SMI step. They look like follow-up refinements rather than the same PR.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 8884 is the best canonical PR because it is the original, most complete implementation of the SSH runner workflow and the later PRs are smaller follow-up adjustments to it.", + "best_issue_reason": null, + "best_pr_reason": "PR 8884 is the strongest representative of the cluster: it introduces the feature itself, whereas 8888 and 8893 are incremental fixes/cleanup to that workflow.", + "soft_edge_verdicts": [ + { + "left": "pull_request:8884", + "right": "pull_request:8893", + "accept": false, + "reason": "Related workflow changes, but not the same concrete fix. 8884 adds the SSH runner workflow; 8893 only removes the NVIDIA-SMI step as a follow-up adjustment." + }, + { + "left": "pull_request:8888", + "right": "pull_request:8893", + "accept": false, + "reason": "Both modify the same workflow file, but they address different details: 8888 drops the GPU container option, while 8893 removes a diagnostic step. These are incremental edits, not duplicate PRs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 257, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-8961-2", + "nodes": [ + "pull_request:8961", + "pull_request:8966" + ], + "soft_pairs": [ + "pull_request:8961|pull_request:8966" + ], + "prepared_review_unit_hash": "8b6e51cd6d833d8488ac2f5a7bdd36454b24f657aa26d05e991b003272f4065e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3430, + "estimated_input_tokens": 858, + "estimated_eval_tokens": 1972 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3430, + "estimated_input_tokens": 858, + "estimated_eval_tokens": 1972 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs patch the same tutorial snippet for gradient accumulation in `basic_training.md` and target the same issue, with 8966 refining the earlier approach into the final idiomatic `accelerator.sync_gradients` version.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #8966 is the better canonical PR because it is the later, more correct revision of the same documentation fix and matches the final merged snippet more closely.", + "best_issue_reason": null, + "best_pr_reason": "PR #8966 is the best representative of the cluster: same issue, same file, same underlying documentation bug, but with the cleaner final implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:8961", + "right": "pull_request:8966", + "accept": true, + "reason": "Same tutorial code path and same issue target; 8966 is a direct refinement of 8961 rather than a different change, so they are duplicates at the PR level." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch the same file, link to the same issue target (8960), and the diffs show 8966 refining the gradient-accumulation snippet introduced by 8961. The soft-edge verdict is conservative enough here because the later PR is a direct revision of the same doc fix rather than a separate bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 258, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-9050-2", + "nodes": [ + "pull_request:9050", + "pull_request:9845" + ], + "soft_pairs": [ + "pull_request:9050|pull_request:9845" + ], + "prepared_review_unit_hash": "703f08d740bfcc539351cc49768042be50dd8babb8481649e6c6b2b2b0684107", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4618, + "estimated_input_tokens": 1155, + "estimated_eval_tokens": 2566 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4618, + "estimated_input_tokens": 1155, + "estimated_eval_tokens": 2566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related test-enablement PRs in the Flux area, but they are not the same change: 9050 is a Flux-specific test/run fix, while 9845 is a broader big-GPU LoRA/integration-test marker cleanup that happens to touch one shared Flux test file.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 9845 is the broader and more representative test-infrastructure change, spanning multiple suites and fixing the big-GPU gating/teardown path rather than just Flux-specific behavior.", + "best_issue_reason": null, + "best_pr_reason": "PR 9845 is the best cluster representative because it addresses the shared test execution setup across several affected tests; 9050 is narrower and not the same concrete change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:9050", + "right": "pull_request:9845", + "accept": false, + "reason": "Do not merge: 9050 enables Flux tests to run by changing Flux model/pipeline test code, while 9845 updates big-GPU LoRA integration test markers and cleanup across multiple suites. They overlap on one file but fix different test-run issues and would not plausibly be one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 259, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-92-2", + "nodes": [ + "pull_request:92", + "pull_request:94" + ], + "soft_pairs": [ + "pull_request:92|pull_request:94" + ], + "prepared_review_unit_hash": "7db1261e7625195395a96c7176cc5fe109d431af4b53467c9b3d8c24748f8a8e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4320, + "estimated_input_tokens": 1080, + "estimated_eval_tokens": 2416 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4320, + "estimated_input_tokens": 1080, + "estimated_eval_tokens": 2416 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related conversion-script PRs, but not the same underlying change: one adds an LDM converter, the other adds DDPM conversion plus shared utilities/tests. The overlap is too shallow to treat them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 94 is the better canonical PR for the cluster because it is the broader, more complete change set: it adds the DDPM converter, also carries the LDM converter, and includes a test update.", + "best_issue_reason": null, + "best_pr_reason": "PR 94 is the strongest representative because it covers the larger conversion feature and adds test coverage, while PR 92 is a narrower single-script addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:92", + "right": "pull_request:94", + "accept": false, + "reason": "They are related conversion-script PRs, but PR 94 is not just a variant of PR 92: it introduces a separate DDPM converter and test changes, so they are not the same concrete code-path fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 260, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-9333-2", + "nodes": [ + "pull_request:9333", + "pull_request:9671" + ], + "soft_pairs": [ + "pull_request:9333|pull_request:9671" + ], + "prepared_review_unit_hash": "68f35a306cf1c021067b03cec33dda439d0d18775932f4035f3b5d352ffa3a44", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5262, + "estimated_input_tokens": 1316, + "estimated_eval_tokens": 2888 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5262, + "estimated_input_tokens": 1316, + "estimated_eval_tokens": 2888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct CogVideoX feature PRs that overlap only in shared package/docs wiring. PR #9333 adds Video-to-Video support; PR #9671 adds CogVideoX-Fun pose/control generation. They are not the same underlying change and should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #9333 is the more canonical representative because it introduces the core CogVideoX video-to-video pipeline support and shared plumbing, which is broader and more foundational than the pose-control add-on in #9671.", + "best_issue_reason": null, + "best_pr_reason": "PR #9333 is the best single representative for the cluster since it is the earlier, more general CogVideoX pipeline expansion; #9671 is a separate feature on a different concrete code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:9333", + "right": "pull_request:9671", + "accept": false, + "reason": "Reject: they implement different features and code paths. #9333 adds CogVideoX video-to-video support, while #9671 adds CogVideoX-Fun pose controllable generation. Shared docs/init changes and the same subsystem are not enough to treat them as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 261, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-9499-2", + "nodes": [ + "pull_request:9499", + "pull_request:9509" + ], + "soft_pairs": [ + "pull_request:9499|pull_request:9509" + ], + "prepared_review_unit_hash": "3cdd30150a517917c036a45f9ce25124d597eea86195630e027cff50b4d6828d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4272, + "estimated_input_tokens": 1068, + "estimated_eval_tokens": 2392 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4272, + "estimated_input_tokens": 1068, + "estimated_eval_tokens": 2392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature PRs in the same scheduler file: one adds exponential sigmas, the other adds beta sigmas. They are related but not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:9499", + "right": "pull_request:9509", + "accept": false, + "reason": "Different concrete changes: exponential noise schedule vs beta noise schedule. Same subsystem/file, but not the same underlying bug or mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 262, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-9518-2", + "nodes": [ + "pull_request:9518", + "pull_request:9538" + ], + "soft_pairs": [ + "pull_request:9518|pull_request:9538" + ], + "prepared_review_unit_hash": "42a868e6cf7b04ea9190e5a94f231e3f146aca9192f315fddd883c1ef7dcc5ac", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6414, + "estimated_input_tokens": 1604, + "estimated_eval_tokens": 3464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6414, + "estimated_input_tokens": 1604, + "estimated_eval_tokens": 3464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are highly similar in structure and touch many of the same scheduler files, but they implement different features: one adds exponential sigmas and the other adds beta sigmas. They are related, not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate here. If a representative PR is needed, #9538 is the cleaner canonical because it is a single-feature follow-up that mirrors the same scheduler/docs pattern, but it remains distinct from #9518.", + "best_issue_reason": null, + "best_pr_reason": "#9538 is the better representative of the cluster because it is a focused enhancement PR with the same code shape as #9518, but it still addresses a different sigma type and should not absorb the other.", + "soft_edge_verdicts": [ + { + "left": "pull_request:9518", + "right": "pull_request:9538", + "accept": false, + "reason": "Reject: despite heavy overlap in touched files and docs, these PRs add different scheduler options (exponential vs beta sigmas). They are related changes in the same subsystem, not the same concrete fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 263, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-9564-3", + "nodes": [ + "pull_request:9564", + "pull_request:9854", + "pull_request:9855" + ], + "soft_pairs": [ + "pull_request:9564|pull_request:9854", + "pull_request:9564|pull_request:9855", + "pull_request:9854|pull_request:9855" + ], + "prepared_review_unit_hash": "907c8f32db51ca1eccb73e1430620a4104cfa027928aed54ec0e78f686c513f7", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7038, + "estimated_input_tokens": 1760, + "estimated_eval_tokens": 3776 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7038, + "estimated_input_tokens": 1760, + "estimated_eval_tokens": 3776 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three PRs appear to cover the same PEFT compatibility guard in the same loader files. 9854 and 9855 are clearly identical; 9564 looks like the same change as well, but the evidence supports a likely match rather than a deterministic exact duplicate.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 9564 is the best canonical PR because it is the earliest submission and has the most descriptive title, while the other two are fork-sync style reposts of the same loader change.", + "best_issue_reason": null, + "best_pr_reason": "PR 9564 is the strongest representative of the cluster since it is earliest and most clearly labeled, with the same change content as the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:9564", + "right": "pull_request:9854", + "accept": true, + "reason": "Very likely the same change: matching diff preview, same touched files, and the same PEFT version guard in the same code path." + }, + { + "left": "pull_request:9564", + "right": "pull_request:9855", + "accept": true, + "reason": "Very likely the same change: matching diff preview and filenames indicate the same loader fix, though the evidence is soft rather than deterministic." + }, + { + "left": "pull_request:9854", + "right": "pull_request:9855", + "accept": true, + "reason": "These appear to be identical PR contents with matching diffs and filenames, so they can reasonably be treated as the same change." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice is plausible, but the soft-edge verdicts are too strong for the evidence shown. For 9564 vs 9854 and 9564 vs 9855, the packet only provides soft_similarity plus matching diff previews/filenames, not a deterministic exact-match signal, so calling them \"exact same patch\" / \"direct duplicates\" overstates confidence. The 9854 vs 9855 pair is fine to accept, but the other two should be phrased more conservatively as likely the same change rather than confirmed duplicates." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 264, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-9631-2", + "nodes": [ + "pull_request:9631", + "pull_request:9642" + ], + "soft_pairs": [ + "pull_request:9631|pull_request:9642" + ], + "prepared_review_unit_hash": "fe0a48c8f340933d0153d92cb3cd00df5dda918f3a8c38b24435e0836674b92a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 2888, + "estimated_input_tokens": 722, + "estimated_eval_tokens": 1700 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 2888, + "estimated_input_tokens": 722, + "estimated_eval_tokens": 1700 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests have the same title and very similar NPU-performance intent; the merged PR 9642 includes the concrete code changes in the same file, while 9631 appears to be an earlier/duplicate version.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 9642 is the better canonical PR because it is the merged change and includes the actual implementation in examples/text_to_image/train_text_to_image_sdxl.py.", + "best_issue_reason": null, + "best_pr_reason": "PR 9642 is the best representative because it is merged, specific, and contains the concrete fix; PR 9631 looks like a duplicate/unmerged predecessor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:9631", + "right": "pull_request:9642", + "accept": true, + "reason": "Same title and same NPU/performance change context; 9642 is the implemented/merged version of the same underlying change in the same code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 265, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-9651-2", + "nodes": [ + "pull_request:9651", + "pull_request:9652" + ], + "soft_pairs": [ + "pull_request:9651|pull_request:9652" + ], + "prepared_review_unit_hash": "215c46aec8c3bf3e6b08863dd1459da42e09db4a5c63cc39d54b19eb3e241660", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3180, + "estimated_input_tokens": 795, + "estimated_eval_tokens": 1846 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3180, + "estimated_input_tokens": 795, + "estimated_eval_tokens": 1846 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two small merged PRs apply the same pattern\u2014wrapping list/tuple ControlNet inputs in the appropriate MultiControlNetModel\u2014but they target different pipeline implementations and concrete code paths.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: these are parallel fixes in different pipelines, not the same change to one code path.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a better duplicate representative of the other; each is the best match for its own pipeline-specific fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:9651", + "right": "pull_request:9652", + "accept": false, + "reason": "Same broad pattern, but different pipeline files, model classes, and execution paths; they do not look like one underlying bug that could be merged into a single PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 266, + "component_count": 266, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-9842-2", + "nodes": [ + "pull_request:9842", + "pull_request:9879" + ], + "soft_pairs": [ + "pull_request:9842|pull_request:9879" + ], + "prepared_review_unit_hash": "d3ebf81e7705f49fe385546b931c82d35f72709a6d372e809eeb658fa5e9bfef", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4393, + "estimated_input_tokens": 1099, + "estimated_eval_tokens": 2454 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4393, + "estimated_input_tokens": 1099, + "estimated_eval_tokens": 2454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same DreamBooth SDXL LoRA config bug in the same file and same code path; PR 9879 appears to be the merged, more complete version of the same fix.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 9879 is merged and addresses the same TypeError path with an added compatibility guard for DoRA/peft, making it the stronger canonical PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 9879 is the best representative because it is merged, fixes the same underlying LoRA config construction bug, and includes the extra version check needed for DoRA support.", + "soft_edge_verdicts": [ + { + "left": "pull_request:9842", + "right": "pull_request:9879", + "accept": true, + "reason": "Same file, same explicit issue target, same LoRA config TypeError in DreamBooth SDXL; 9879 looks like a superseding refinement of 9842 rather than a different change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch the same file, share the same issue target, and modify the same LoRA config construction path. It is also supported that 9879 is merged and adds an additional peft version guard on top of the base fix. The soft-edge pairing is conservative enough here, since the two changes look like closely related revisions that could be merged into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260427T112541Z/analysis-runs/hybrid-model-20260427t112541z/manifest.json b/snapshots/20260427T112541Z/analysis-runs/hybrid-model-20260427t112541z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1c4f874406776d2e34083419aee2a0081bd97ab9 --- /dev/null +++ b/snapshots/20260427T112541Z/analysis-runs/hybrid-model-20260427t112541z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260427t112541z", + "artifacts": { + "hybrid": "snapshots/20260427T112541Z/analysis-runs/hybrid-model-20260427t112541z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260427T112541Z/analysis-runs/hybrid-model-20260427t112541z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-04-27T11:44:48Z", + "repo": "huggingface/diffusers", + "schema_version": 1, + "snapshot_id": "20260427T112541Z", + "variant": "hybrid" +} diff --git a/snapshots/20260427T112541Z/manifest.json b/snapshots/20260427T112541Z/manifest.json index 0f2c63bda50444e8189c7d119a0b046b9dfccdd0..f08a17a6b02878c5a876bbe33d8b02e0dee1ab5e 100644 --- a/snapshots/20260427T112541Z/manifest.json +++ b/snapshots/20260427T112541Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 156 }, "extracted_at": "2026-04-27T11:25:41Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260427t112541z", + "runs": { + "hybrid-model-20260427t112541z": { + "analysis_id": "hybrid-model-20260427t112541z", + "artifacts": { + "hybrid": "snapshots/20260427T112541Z/analysis-runs/hybrid-model-20260427t112541z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260427T112541Z/analysis-runs/hybrid-model-20260427t112541z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260427T112541Z/analysis-runs/hybrid-model-20260427t112541z/manifest.json", + "model": null, + "published_at": "2026-04-27T11:44:48Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/diffusers", "snapshot_id": "20260427T112541Z", "watermark": {